{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 808,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from lohia_utilities.create_corr_network import rank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 809,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re \n",
    "\n",
    "def sorted_nicely( l ): \n",
    "    \"\"\" Sort the given iterable in the way that humans expect.\"\"\" \n",
    "    convert = lambda text: int(text) if text.isdigit() else text \n",
    "    alphanum_key = lambda key: [ convert(c) for c in re.split('([0-9]+)', key) ] \n",
    "    return sorted(l, key = alphanum_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1408,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import matplotlib.ticker as plticker\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "\n",
    "def plots_with_1_level(group_x):\n",
    "\n",
    "    change_group_level_1 = df_2_or_uniq.groupby(['chrom_x'])\n",
    "    nrow = int(len(change_group_level_1.groups.keys())/3) + 1\n",
    "    ncol = 3\n",
    "    fig, axes = plt.subplots(nrows=nrow, ncols=ncol, figsize=(4*ncol, 4*nrow),sharex=True,sharey=True) \n",
    "\n",
    "    for key_level_1,ax in zip(sorted_nicely(change_group_level_1.groups.keys()),axes.flatten()):\n",
    "        given_group_level_1 = change_group_level_1.get_group(key_level_1)\n",
    "        #given_group2 = given_group_level_1.groupby(['order_diff', 'category']).mean().groupby(level=2)['exp'].plot(ax=ax)\n",
    "        given_group2 = given_group_level_1.groupby([group_x]).mean()['exp'].plot(ax=ax)\n",
    "        given_group2 = given_group_level_1.groupby([group_x]).mean()['exp (GK)'].plot(ax=ax)\n",
    "        #given_group2 = given_group_level_1.groupby([group_x]).mean()['SRP063477'].plot(ax=ax)\n",
    "        #given_group2 = given_group_level_1.groupby([group_x]).mean()['SRP026208'].plot(ax=ax)\n",
    "        #given_group2 = given_group_level_1.groupby([group_x]).mean()['SRP115956'].plot(ax=ax)\n",
    "\n",
    "        ax.axhline(y=0.5, color='r', linestyle='-')\n",
    "        #ax.set_xlim([0, 2000])\n",
    "        ax.legend()\n",
    "        rects = ax.patches  \n",
    "        ax.set_title('%s' %(key_level_1))\n",
    "        #ax.set_ylabel('%Population')\n",
    "        ax.set_xlabel('Distance between gene pairs (MB)')\n",
    "        ax.set_ylabel('Co-expression')\n",
    "        \n",
    "\n",
    "def plots_with_2_groups(group_2='None', group_3_x='category'):   \n",
    "    change_group_level_1 = df_2_or_uniq.groupby(['chrom_x'])\n",
    "    change_group_level_2 = df_2_or_uniq.groupby([group_2])\n",
    "    nrow = len(change_group_level_1.groups.keys())\n",
    "    ncol = len(change_group_level_2.groups.keys())\n",
    "    fig, axes = plt.subplots(nrows=nrow, ncols=ncol, figsize=(8*ncol, 8*nrow),sharey=True) \n",
    "\n",
    "    for key_level_1,ax_row in zip(sorted_nicely(change_group_level_1.groups.keys()) ,axes):\n",
    "        given_group_level_1 = change_group_level_1.get_group(key_level_1)\n",
    "        change_group = given_group_level_1.groupby([group_2])\n",
    "        for key,ax in zip(change_group.groups.keys(),ax_row):\n",
    "            given_group = change_group.get_group(key)\n",
    "            #given_group2 = given_group.groupby([group_3_x, 'category']).mean().groupby(level=1)['exp'].plot(ax=ax)\n",
    "            given_group2 = given_group.groupby([group_3_x]).mean()['exp'].plot(ax=ax)\n",
    "            given_group2 = given_group.groupby([group_3_x]).mean()['exp_georg'].plot(ax=ax)\n",
    "            ax.legend()\n",
    "            rects = ax.patches  \n",
    "            ax.set_title('%s, %s' %(key_level_1,key))\n",
    "            ax.axhline(y=0.5, color='r', linestyle='-')\n",
    "            ax.set_ylabel('%Population')\n",
    "            ax.set_ylim([0.3, 0.9])\n",
    "            \n",
    "            \n",
    "def plots_with_2_groups_same_plot(group_2='None', group_3_x='category'):   \n",
    "    change_group_level_1 = df_2_or_uniq.groupby(['chrom_x'])\n",
    "    change_group_level_2 = df_2_or_uniq.groupby([group_2])\n",
    "    nrow = int(len(change_group_level_1.groups.keys())/3) + 1\n",
    "    ncol = 3\n",
    "    fig, axes = plt.subplots(nrows=nrow, ncols=ncol, figsize=(4*ncol, 4*nrow),sharey=True, sharex=True) \n",
    "\n",
    "    for key_level_1,ax in zip(sorted_nicely(change_group_level_1.groups.keys()) ,axes.flatten()):\n",
    "        given_group_level_1 = change_group_level_1.get_group(key_level_1)\n",
    "        change_group = given_group_level_1.groupby([group_2])\n",
    "        for key in change_group.groups.keys():\n",
    "            given_group = change_group.get_group(key)\n",
    "            #given_group2 = given_group.groupby([group_3_x, 'category']).mean().groupby(level=1)['exp'].plot(ax=ax)\n",
    "            given_group2 = given_group.groupby([group_3_x]).mean()['exp'].plot(ax=ax)\n",
    "            #given_group2 = given_group.groupby([group_3_x]).mean()['exp_georg'].plot(ax=ax)\n",
    "            #ax.legend()\n",
    "            rects = ax.patches  \n",
    "            ax.set_title('%s, %s' %(key_level_1,key))\n",
    "            ax.axhline(y=0.5, color='r', linestyle='-')\n",
    "    ax.set_ylabel('Co-expression')\n",
    "    ax.set_xlabel('Distance between gene pairs (MB)')\n",
    "    #ax.set_ylim([0.3, 0.9])\n",
    "            \n",
    "\n",
    "def plots_with_1_level_3d(df, group_x):\n",
    "    change_group_level_1 = df.groupby(['chrom_x'])\n",
    "    nrow = int(len(change_group_level_1.groups.keys())/3) + 2\n",
    "    ncol = 1\n",
    "    fig, axes = plt.subplots(nrows=nrow, ncols=ncol, figsize=(4*ncol, 4*nrow)) \n",
    "\n",
    "    for key_level_1,ax in zip(sorted_nicely(change_group_level_1.groups.keys()),axes.flatten()):\n",
    "            given_group_level_1 = change_group_level_1.get_group(key_level_1)\n",
    "            H = given_group_level_1.pivot_table(index='gene_order_tss_x', columns='gene_order_tss_y', values=group_x)\n",
    "            #print (H)\n",
    "            #print ((H - H.T).max().max())\n",
    "            #H.mask(H < 0, inplace=True)\n",
    "            #elix.reset_index(drop=True, inplace=True)\n",
    "            #print (H.max())\n",
    "            vmax= 1\n",
    "            cmap = LinearSegmentedColormap.from_list('mycmap', [(0/ vmax, 'red'), (1./2, 'white'), (vmax / vmax, 'blue')])\n",
    "            #cmap = LinearSegmentedColormap.from_list('mycmap', [(0/ vmax, 'white'), (vmax / vmax, 'blue')])\n",
    "            current_cmap = cmap\n",
    "            #current_cmap.set_bad(color='grey')\n",
    "            #      vmax= 1000000\n",
    "            #      current_cmap = LinearSegmentedColormap.from_list('mycmap', [ (0/ vmax, 'white'), (vmax / vmax, 'blue')])\n",
    "            #      imgp = ax.imshow(H.T,origin='low', aspect='auto' , cmap=current_cmap, norm=LogNorm(vmin=1, vmax=vmax))\n",
    "            \n",
    "            imgp = ax.imshow(H,origin='low', aspect='auto' , vmin=0.0, vmax=vmax, cmap=current_cmap)\n",
    "            #imgp = ax.imshow(H,origin='low', aspect='auto' , norm=LogNorm(), cmap=current_cmap)\n",
    "            #sns.heatmap(H, annot = False) \n",
    "            ax.set_title('%s' %(key_level_1))\n",
    "            ax.set_yticklabels([])\n",
    "            ax.set_xticklabels([])\n",
    "            ax.set_xlabel(\"Genes in chromosome order\")\n",
    "            ax.set_ylabel(\"Genes in chromosome order\")\n",
    "            \n",
    "    #cbar = ax.figure.colorbar(imgp, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/11_dist_with_georg_hic_sub_median_hic_100.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "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>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>Gene type_x</th>\n",
       "      <th>Uniprot_dc_x</th>\n",
       "      <th>...</th>\n",
       "      <th>chrom_x</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.851248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5904646</td>\n",
       "      <td>0.525548</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2943</td>\n",
       "      <td>2943</td>\n",
       "      <td>ENSG00000137747</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9BYE2</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26341905</td>\n",
       "      <td>0.971394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2344</td>\n",
       "      <td>2344</td>\n",
       "      <td>ENSG00000137504</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>E9PIM0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105765008</td>\n",
       "      <td>0.316229</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>ENSG00000110148</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P32239</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>46940649</td>\n",
       "      <td>0.924419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1719</td>\n",
       "      <td>1719</td>\n",
       "      <td>ENSG00000146670</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>B5MBX0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</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",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679611</th>\n",
       "      <td>949262</td>\n",
       "      <td>0.973835</td>\n",
       "      <td>0.825583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1656</td>\n",
       "      <td>1656</td>\n",
       "      <td>ENSG00000168439</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P31948</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679612</th>\n",
       "      <td>53896373</td>\n",
       "      <td>0.748772</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>3004</td>\n",
       "      <td>3003</td>\n",
       "      <td>ENSG00000137700</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>U3KQS2</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679613</th>\n",
       "      <td>28597041</td>\n",
       "      <td>0.608216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2526</td>\n",
       "      <td>2527</td>\n",
       "      <td>ENSG00000202314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679614</th>\n",
       "      <td>246237</td>\n",
       "      <td>0.952863</td>\n",
       "      <td>0.892779</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1701</td>\n",
       "      <td>1700</td>\n",
       "      <td>ENSG00000110047</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>A0A024R571</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679615</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.851248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1008016 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tss_tss       exp  exp_georg  hi-c-rao strand_x  gene_order_tss_x  \\\n",
       "0                0  1.000000   0.851248       0.0        +              2806   \n",
       "1          5904646  0.525548        NaN       0.0        -              2943   \n",
       "3         26341905  0.971394        NaN       0.0        -              2344   \n",
       "4        105765008  0.316229        NaN       0.0        +               370   \n",
       "5         46940649  0.924419        NaN       0.0        -              1719   \n",
       "...            ...       ...        ...       ...      ...               ...   \n",
       "1679611     949262  0.973835   0.825583       0.0        +              1656   \n",
       "1679612   53896373  0.748772        NaN       0.0        -              3004   \n",
       "1679613   28597041  0.608216        NaN       0.0        -              2526   \n",
       "1679614     246237  0.952863   0.892779       1.0        -              1701   \n",
       "1679615          0  1.000000   0.851248       0.0        -              1731   \n",
       "\n",
       "         gene_order_tes_x Gene stable ID_x     Gene type_x Uniprot_dc_x  ...  \\\n",
       "0                    2810  ENSG00000150768  protein_coding       P10515  ...   \n",
       "1                    2943  ENSG00000137747  protein_coding       Q9BYE2  ...   \n",
       "3                    2344  ENSG00000137504  protein_coding       E9PIM0  ...   \n",
       "4                     370  ENSG00000110148  protein_coding       P32239  ...   \n",
       "5                    1719  ENSG00000146670  protein_coding       B5MBX0  ...   \n",
       "...                   ...              ...             ...          ...  ...   \n",
       "1679611              1656  ENSG00000168439  protein_coding       P31948  ...   \n",
       "1679612              3003  ENSG00000137700  protein_coding       U3KQS2  ...   \n",
       "1679613              2527  ENSG00000202314             NaN          NaN  ...   \n",
       "1679614              1700  ENSG00000110047  protein_coding   A0A024R571  ...   \n",
       "1679615              1729  ENSG00000162298  protein_coding       Q86TM6  ...   \n",
       "\n",
       "         chrom_x  strand_y gene_order_tss_y gene_order_tes_y  \\\n",
       "0          chr11         +             2806             2810   \n",
       "1          chr11         +             2806             2810   \n",
       "3          chr11         +             2806             2810   \n",
       "4          chr11         +             2806             2810   \n",
       "5          chr11         +             2806             2810   \n",
       "...          ...       ...              ...              ...   \n",
       "1679611    chr11         -             1731             1729   \n",
       "1679612    chr11         -             1731             1729   \n",
       "1679613    chr11         -             1731             1729   \n",
       "1679614    chr11         -             1731             1729   \n",
       "1679615    chr11         -             1731             1729   \n",
       "\n",
       "         Gene stable ID_y     Gene type_y Uniprot_dc_y      dc_y seq_length_y  \\\n",
       "0         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "1         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "3         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "4         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "5         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "...                   ...             ...          ...       ...          ...   \n",
       "1679611   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679612   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679613   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679614   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679615   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "\n",
       "         chrom_y  \n",
       "0          chr11  \n",
       "1          chr11  \n",
       "3          chr11  \n",
       "4          chr11  \n",
       "5          chr11  \n",
       "...          ...  \n",
       "1679611    chr11  \n",
       "1679612    chr11  \n",
       "1679613    chr11  \n",
       "1679614    chr11  \n",
       "1679615    chr11  \n",
       "\n",
       "[1008016 rows x 22 columns]"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 499,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['exp_georg'] >= 0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1399,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/1_dist_with_georg_hic_sub_median_hic_100.h5')\n",
    "#df_2_or = df_2_or[df_2_or['hi-c-rao'] >= 0] \n",
    "df_2_or = df_2_or[df_2_or['Gene stable ID_x'] != df_2_or['Gene stable ID_y']]\n",
    "#ranked_matirx = rank(df_2_or['exp'])\n",
    "#df_2_or['exp'] = ranked_matirx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1368,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or.set_index(['Gene stable ID_y'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1400,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['TN_30'] = [20 if i in gene_TN_30['Gene stable ID'].tolist() else 0 for i,z in zip(df_2_or['Gene stable ID_y'], df_2_or['hi-c-rao'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1417,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['TN_0_30'] = [20 if i in gene_TN_0_30['Gene stable ID'].tolist() else 1 if z in gene_TN_0_30['Gene stable ID'].tolist() else 0 for i,z in zip(df_2_or['Gene stable ID_y'], df_2_or['Gene stable ID_x'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1364,
   "metadata": {},
   "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>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>hi-c-rao-common_elements</th>\n",
       "      <th>tes_tes</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>...</th>\n",
       "      <th>gene_occurence_frequency_x</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "      <th>gene_occurence_frequency_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ENSG00000198797</th>\n",
       "      <td>140706573</td>\n",
       "      <td>0.097792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>815.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>140826705</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>+</td>\n",
       "      <td>4022</td>\n",
       "      <td>4022</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9C0B6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>783.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000198797</th>\n",
       "      <td>82243597</td>\n",
       "      <td>0.317372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>82318806</td>\n",
       "      <td>+</td>\n",
       "      <td>2357</td>\n",
       "      <td>2357</td>\n",
       "      <td>ENSG00000235501</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>+</td>\n",
       "      <td>4022</td>\n",
       "      <td>4022</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9C0B6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>783.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000198797</th>\n",
       "      <td>27103679</td>\n",
       "      <td>0.337246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27137093</td>\n",
       "      <td>+</td>\n",
       "      <td>3111</td>\n",
       "      <td>3112</td>\n",
       "      <td>ENSG00000136631</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>+</td>\n",
       "      <td>4022</td>\n",
       "      <td>4022</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9C0B6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>783.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000198797</th>\n",
       "      <td>62659754</td>\n",
       "      <td>0.233268</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2229.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>62889633</td>\n",
       "      <td>-</td>\n",
       "      <td>2709</td>\n",
       "      <td>2706</td>\n",
       "      <td>ENSG00000197323</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>+</td>\n",
       "      <td>4022</td>\n",
       "      <td>4022</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9C0B6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>783.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000198797</th>\n",
       "      <td>22187620</td>\n",
       "      <td>0.238054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>22289311</td>\n",
       "      <td>+</td>\n",
       "      <td>3388</td>\n",
       "      <td>3388</td>\n",
       "      <td>ENSG00000160688</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>+</td>\n",
       "      <td>4022</td>\n",
       "      <td>4022</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9C0B6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>783.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000116703</th>\n",
       "      <td>115379825</td>\n",
       "      <td>0.745924</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>115380275</td>\n",
       "      <td>-</td>\n",
       "      <td>1995</td>\n",
       "      <td>1993</td>\n",
       "      <td>ENSG00000132485</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>-</td>\n",
       "      <td>4206</td>\n",
       "      <td>4205</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P20941</td>\n",
       "      <td>0.284553</td>\n",
       "      <td>246.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000116703</th>\n",
       "      <td>166170196</td>\n",
       "      <td>0.300109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>166088671</td>\n",
       "      <td>+</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>ENSG00000158816</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>-</td>\n",
       "      <td>4206</td>\n",
       "      <td>4205</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P20941</td>\n",
       "      <td>0.284553</td>\n",
       "      <td>246.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000116703</th>\n",
       "      <td>14719040</td>\n",
       "      <td>0.609088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7470.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14743406</td>\n",
       "      <td>-</td>\n",
       "      <td>3926</td>\n",
       "      <td>3926</td>\n",
       "      <td>ENSG00000117533</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>-</td>\n",
       "      <td>4206</td>\n",
       "      <td>4205</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P20941</td>\n",
       "      <td>0.284553</td>\n",
       "      <td>246.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000116703</th>\n",
       "      <td>146299728</td>\n",
       "      <td>0.739258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>412.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>146202644</td>\n",
       "      <td>+</td>\n",
       "      <td>1296</td>\n",
       "      <td>1297</td>\n",
       "      <td>ENSG00000117000</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>-</td>\n",
       "      <td>4206</td>\n",
       "      <td>4205</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P20941</td>\n",
       "      <td>0.284553</td>\n",
       "      <td>246.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000116703</th>\n",
       "      <td>11450787</td>\n",
       "      <td>0.145895</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12670.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11491913</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>...</td>\n",
       "      <td>459</td>\n",
       "      <td>-</td>\n",
       "      <td>4206</td>\n",
       "      <td>4205</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P20941</td>\n",
       "      <td>0.284553</td>\n",
       "      <td>246.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180500 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    tss_tss       exp  exp_georg  hi-c-rao  \\\n",
       "Gene stable ID_y                                             \n",
       "ENSG00000198797   140706573  0.097792        NaN     815.0   \n",
       "ENSG00000198797    82243597  0.317372        NaN    1898.0   \n",
       "ENSG00000198797    27103679  0.337246        NaN    2067.0   \n",
       "ENSG00000198797    62659754  0.233268        NaN    2229.0   \n",
       "ENSG00000198797    22187620  0.238054        NaN    1909.0   \n",
       "...                     ...       ...        ...       ...   \n",
       "ENSG00000116703   115379825  0.745924        NaN    1454.0   \n",
       "ENSG00000116703   166170196  0.300109        NaN     312.0   \n",
       "ENSG00000116703    14719040  0.609088        NaN    7470.0   \n",
       "ENSG00000116703   146299728  0.739258        NaN     412.0   \n",
       "ENSG00000116703    11450787  0.145895        NaN   12670.0   \n",
       "\n",
       "                  hi-c-rao-common_elements    tes_tes strand_x  \\\n",
       "Gene stable ID_y                                                 \n",
       "ENSG00000198797                        4.0  140826705        -   \n",
       "ENSG00000198797                        4.0   82318806        +   \n",
       "ENSG00000198797                        4.0   27137093        +   \n",
       "ENSG00000198797                        4.0   62889633        -   \n",
       "ENSG00000198797                        4.0   22289311        +   \n",
       "...                                    ...        ...      ...   \n",
       "ENSG00000116703                        4.0  115380275        -   \n",
       "ENSG00000116703                        4.0  166088671        +   \n",
       "ENSG00000116703                        4.0   14743406        -   \n",
       "ENSG00000116703                        4.0  146202644        +   \n",
       "ENSG00000116703                        4.0   11491913        +   \n",
       "\n",
       "                  gene_order_tss_x  gene_order_tes_x Gene stable ID_x  ...  \\\n",
       "Gene stable ID_y                                                       ...   \n",
       "ENSG00000198797               1189              1189  ENSG00000116898  ...   \n",
       "ENSG00000198797               2357              2357  ENSG00000235501  ...   \n",
       "ENSG00000198797               3111              3112  ENSG00000136631  ...   \n",
       "ENSG00000198797               2709              2706  ENSG00000197323  ...   \n",
       "ENSG00000198797               3388              3388  ENSG00000160688  ...   \n",
       "...                            ...               ...              ...  ...   \n",
       "ENSG00000116703               1995              1993  ENSG00000132485  ...   \n",
       "ENSG00000116703                665               666  ENSG00000158816  ...   \n",
       "ENSG00000116703               3926              3926  ENSG00000117533  ...   \n",
       "ENSG00000116703               1296              1297  ENSG00000117000  ...   \n",
       "ENSG00000116703               4313              4313  ENSG00000143355  ...   \n",
       "\n",
       "                 gene_occurence_frequency_x strand_y  gene_order_tss_y  \\\n",
       "Gene stable ID_y                                                         \n",
       "ENSG00000198797                         459        +              4022   \n",
       "ENSG00000198797                         459        +              4022   \n",
       "ENSG00000198797                         459        +              4022   \n",
       "ENSG00000198797                         459        +              4022   \n",
       "ENSG00000198797                         459        +              4022   \n",
       "...                                     ...      ...               ...   \n",
       "ENSG00000116703                         459        -              4206   \n",
       "ENSG00000116703                         459        -              4206   \n",
       "ENSG00000116703                         459        -              4206   \n",
       "ENSG00000116703                         459        -              4206   \n",
       "ENSG00000116703                         459        -              4206   \n",
       "\n",
       "                  gene_order_tes_y     Gene type_y  Uniprot_dc_y      dc_y  \\\n",
       "Gene stable ID_y                                                             \n",
       "ENSG00000198797               4022  protein_coding        Q9C0B6  0.000000   \n",
       "ENSG00000198797               4022  protein_coding        Q9C0B6  0.000000   \n",
       "ENSG00000198797               4022  protein_coding        Q9C0B6  0.000000   \n",
       "ENSG00000198797               4022  protein_coding        Q9C0B6  0.000000   \n",
       "ENSG00000198797               4022  protein_coding        Q9C0B6  0.000000   \n",
       "...                            ...             ...           ...       ...   \n",
       "ENSG00000116703               4205  protein_coding        P20941  0.284553   \n",
       "ENSG00000116703               4205  protein_coding        P20941  0.284553   \n",
       "ENSG00000116703               4205  protein_coding        P20941  0.284553   \n",
       "ENSG00000116703               4205  protein_coding        P20941  0.284553   \n",
       "ENSG00000116703               4205  protein_coding        P20941  0.284553   \n",
       "\n",
       "                  seq_length_y  chrom_y gene_occurence_frequency_y  \n",
       "Gene stable ID_y                                                    \n",
       "ENSG00000198797          783.0     chr1                        459  \n",
       "ENSG00000198797          783.0     chr1                        459  \n",
       "ENSG00000198797          783.0     chr1                        459  \n",
       "ENSG00000198797          783.0     chr1                        459  \n",
       "ENSG00000198797          783.0     chr1                        459  \n",
       "...                        ...      ...                        ...  \n",
       "ENSG00000116703          246.0     chr1                        459  \n",
       "ENSG00000116703          246.0     chr1                        459  \n",
       "ENSG00000116703          246.0     chr1                        459  \n",
       "ENSG00000116703          246.0     chr1                        459  \n",
       "ENSG00000116703          246.0     chr1                        459  \n",
       "\n",
       "[180500 rows x 25 columns]"
      ]
     },
     "execution_count": 1364,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_gene_TN_30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1369,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_gene_TN_30  = df_2_or.loc[gene_TN_30['Gene stable ID'].tolist()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1374,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_gene_TN_0_30  = df_2_or.loc[gene_TN_0_30['Gene stable ID'].tolist()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gene_TN_30 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1305,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['hi-c-rao'] > 0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1353,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>hi-c-rao-common_elements</th>\n",
       "      <th>tes_tes</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>...</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "      <th>gene_occurence_frequency_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>58462976</td>\n",
       "      <td>0.786218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>916.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58507899</td>\n",
       "      <td>+</td>\n",
       "      <td>2357</td>\n",
       "      <td>2357</td>\n",
       "      <td>ENSG00000235501</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P82914</td>\n",
       "      <td>0.128405</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>113602894</td>\n",
       "      <td>0.977868</td>\n",
       "      <td>0.272296</td>\n",
       "      <td>2641.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>113689612</td>\n",
       "      <td>+</td>\n",
       "      <td>3111</td>\n",
       "      <td>3112</td>\n",
       "      <td>ENSG00000136631</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P82914</td>\n",
       "      <td>0.128405</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>78046819</td>\n",
       "      <td>0.899218</td>\n",
       "      <td>0.541162</td>\n",
       "      <td>2090.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>77937072</td>\n",
       "      <td>-</td>\n",
       "      <td>2709</td>\n",
       "      <td>2706</td>\n",
       "      <td>ENSG00000197323</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P82914</td>\n",
       "      <td>0.128405</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>118518953</td>\n",
       "      <td>0.998236</td>\n",
       "      <td>0.883689</td>\n",
       "      <td>2720.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>118537394</td>\n",
       "      <td>+</td>\n",
       "      <td>3388</td>\n",
       "      <td>3388</td>\n",
       "      <td>ENSG00000160688</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P82914</td>\n",
       "      <td>0.128405</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8546940</td>\n",
       "      <td>0.973773</td>\n",
       "      <td>0.662356</td>\n",
       "      <td>11198.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8546822</td>\n",
       "      <td>-</td>\n",
       "      <td>1475</td>\n",
       "      <td>1474</td>\n",
       "      <td>ENSG00000126107</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>1189</td>\n",
       "      <td>1189</td>\n",
       "      <td>ENSG00000116898</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P82914</td>\n",
       "      <td>0.128405</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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>3261630</th>\n",
       "      <td>130079599</td>\n",
       "      <td>0.227390</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1257.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>129732491</td>\n",
       "      <td>+</td>\n",
       "      <td>1946</td>\n",
       "      <td>1953</td>\n",
       "      <td>ENSG00000232284</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NQ69</td>\n",
       "      <td>0.204030</td>\n",
       "      <td>397.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261631</th>\n",
       "      <td>126830612</td>\n",
       "      <td>0.279398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1342.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>126872188</td>\n",
       "      <td>-</td>\n",
       "      <td>1995</td>\n",
       "      <td>1993</td>\n",
       "      <td>ENSG00000132485</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NQ69</td>\n",
       "      <td>0.204030</td>\n",
       "      <td>397.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261632</th>\n",
       "      <td>177620983</td>\n",
       "      <td>0.109934</td>\n",
       "      <td>NaN</td>\n",
       "      <td>359.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>177580584</td>\n",
       "      <td>+</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>ENSG00000158816</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NQ69</td>\n",
       "      <td>0.204030</td>\n",
       "      <td>397.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261633</th>\n",
       "      <td>26169827</td>\n",
       "      <td>0.193312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5092.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26235319</td>\n",
       "      <td>-</td>\n",
       "      <td>3926</td>\n",
       "      <td>3926</td>\n",
       "      <td>ENSG00000117533</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NQ69</td>\n",
       "      <td>0.204030</td>\n",
       "      <td>397.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261634</th>\n",
       "      <td>157750515</td>\n",
       "      <td>0.287252</td>\n",
       "      <td>NaN</td>\n",
       "      <td>557.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>157694557</td>\n",
       "      <td>+</td>\n",
       "      <td>1296</td>\n",
       "      <td>1297</td>\n",
       "      <td>ENSG00000117000</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>4313</td>\n",
       "      <td>4313</td>\n",
       "      <td>ENSG00000143355</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NQ69</td>\n",
       "      <td>0.204030</td>\n",
       "      <td>397.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3259830 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tss_tss       exp  exp_georg  hi-c-rao  hi-c-rao-common_elements  \\\n",
       "1         58462976  0.786218        NaN     916.0                       4.0   \n",
       "2        113602894  0.977868   0.272296    2641.0                       4.0   \n",
       "3         78046819  0.899218   0.541162    2090.0                       4.0   \n",
       "4        118518953  0.998236   0.883689    2720.0                       4.0   \n",
       "5          8546940  0.973773   0.662356   11198.0                       4.0   \n",
       "...            ...       ...        ...       ...                       ...   \n",
       "3261630  130079599  0.227390        NaN    1257.0                       4.0   \n",
       "3261631  126830612  0.279398        NaN    1342.0                       4.0   \n",
       "3261632  177620983  0.109934        NaN     359.0                       4.0   \n",
       "3261633   26169827  0.193312        NaN    5092.0                       4.0   \n",
       "3261634  157750515  0.287252        NaN     557.0                       4.0   \n",
       "\n",
       "           tes_tes strand_x  gene_order_tss_x  gene_order_tes_x  \\\n",
       "1         58507899        +              2357              2357   \n",
       "2        113689612        +              3111              3112   \n",
       "3         77937072        -              2709              2706   \n",
       "4        118537394        +              3388              3388   \n",
       "5          8546822        -              1475              1474   \n",
       "...            ...      ...               ...               ...   \n",
       "3261630  129732491        +              1946              1953   \n",
       "3261631  126872188        -              1995              1993   \n",
       "3261632  177580584        +               665               666   \n",
       "3261633   26235319        -              3926              3926   \n",
       "3261634  157694557        +              1296              1297   \n",
       "\n",
       "        Gene stable ID_x  ... strand_y gene_order_tss_y  gene_order_tes_y  \\\n",
       "1        ENSG00000235501  ...        -             1189              1189   \n",
       "2        ENSG00000136631  ...        -             1189              1189   \n",
       "3        ENSG00000197323  ...        -             1189              1189   \n",
       "4        ENSG00000160688  ...        -             1189              1189   \n",
       "5        ENSG00000126107  ...        -             1189              1189   \n",
       "...                  ...  ...      ...              ...               ...   \n",
       "3261630  ENSG00000232284  ...        +             4313              4313   \n",
       "3261631  ENSG00000132485  ...        +             4313              4313   \n",
       "3261632  ENSG00000158816  ...        +             4313              4313   \n",
       "3261633  ENSG00000117533  ...        +             4313              4313   \n",
       "3261634  ENSG00000117000  ...        +             4313              4313   \n",
       "\n",
       "         Gene stable ID_y     Gene type_y  Uniprot_dc_y      dc_y  \\\n",
       "1         ENSG00000116898  protein_coding        P82914  0.128405   \n",
       "2         ENSG00000116898  protein_coding        P82914  0.128405   \n",
       "3         ENSG00000116898  protein_coding        P82914  0.128405   \n",
       "4         ENSG00000116898  protein_coding        P82914  0.128405   \n",
       "5         ENSG00000116898  protein_coding        P82914  0.128405   \n",
       "...                   ...             ...           ...       ...   \n",
       "3261630   ENSG00000143355  protein_coding        Q9NQ69  0.204030   \n",
       "3261631   ENSG00000143355  protein_coding        Q9NQ69  0.204030   \n",
       "3261632   ENSG00000143355  protein_coding        Q9NQ69  0.204030   \n",
       "3261633   ENSG00000143355  protein_coding        Q9NQ69  0.204030   \n",
       "3261634   ENSG00000143355  protein_coding        Q9NQ69  0.204030   \n",
       "\n",
       "         seq_length_y  chrom_y gene_occurence_frequency_y  \n",
       "1               257.0     chr1                        459  \n",
       "2               257.0     chr1                        459  \n",
       "3               257.0     chr1                        459  \n",
       "4               257.0     chr1                        459  \n",
       "5               257.0     chr1                        459  \n",
       "...               ...      ...                        ...  \n",
       "3261630         397.0     chr1                        459  \n",
       "3261631         397.0     chr1                        459  \n",
       "3261632         397.0     chr1                        459  \n",
       "3261633         397.0     chr1                        459  \n",
       "3261634         397.0     chr1                        459  \n",
       "\n",
       "[3259830 rows x 26 columns]"
      ]
     },
     "execution_count": 1353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1289,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['Gene stable ID_x'] == 'ENSG00000175756']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1290,
   "metadata": {},
   "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>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>hi-c-rao-common_elements</th>\n",
       "      <th>tes_tes</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>...</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "      <th>gene_occurence_frequency_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>161693279</td>\n",
       "      <td>0.322285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>161703073</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>3745</td>\n",
       "      <td>3745</td>\n",
       "      <td>ENSG00000117152</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P49798</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>205.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>4523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1809</th>\n",
       "      <td>115378934</td>\n",
       "      <td>0.572002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>115395500</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>2763</td>\n",
       "      <td>2763</td>\n",
       "      <td>ENSG00000116824</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P06729</td>\n",
       "      <td>0.327635</td>\n",
       "      <td>351.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>4527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>155108715</td>\n",
       "      <td>0.150153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>155110368</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>3479</td>\n",
       "      <td>3480</td>\n",
       "      <td>ENSG00000206651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>4515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5421</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NWT8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>199.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>4427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7227</th>\n",
       "      <td>154818436</td>\n",
       "      <td>0.962509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>154839067</td>\n",
       "      <td>-</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "      <td>ENSG00000175756</td>\n",
       "      <td>...</td>\n",
       "      <td>+</td>\n",
       "      <td>3464</td>\n",
       "      <td>3464</td>\n",
       "      <td>ENSG00000160785</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>E9PGQ0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>322.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>4491</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tss_tss       exp  exp_georg  hi-c-rao  hi-c-rao-common_elements  \\\n",
       "3     161693279  0.322285        NaN       5.0                       4.0   \n",
       "1809  115378934  0.572002        NaN      19.0                       4.0   \n",
       "3615  155108715  0.150153        NaN      38.0                       4.0   \n",
       "5421          0  1.000000        NaN       0.0                       0.0   \n",
       "7227  154818436  0.962509        NaN      65.0                       4.0   \n",
       "\n",
       "        tes_tes strand_x  gene_order_tss_x  gene_order_tes_x Gene stable ID_x  \\\n",
       "3     161703073        -               106               106  ENSG00000175756   \n",
       "1809  115395500        -               106               106  ENSG00000175756   \n",
       "3615  155110368        -               106               106  ENSG00000175756   \n",
       "5421          0        -               106               106  ENSG00000175756   \n",
       "7227  154839067        -               106               106  ENSG00000175756   \n",
       "\n",
       "      ... strand_y gene_order_tss_y  gene_order_tes_y  Gene stable ID_y  \\\n",
       "3     ...        +             3745              3745   ENSG00000117152   \n",
       "1809  ...        +             2763              2763   ENSG00000116824   \n",
       "3615  ...        -             3479              3480   ENSG00000206651   \n",
       "5421  ...        -              106               106   ENSG00000175756   \n",
       "7227  ...        +             3464              3464   ENSG00000160785   \n",
       "\n",
       "         Gene type_y  Uniprot_dc_y      dc_y  seq_length_y  chrom_y  \\\n",
       "3     protein_coding        P49798  0.000000         205.0     chr1   \n",
       "1809  protein_coding        P06729  0.327635         351.0     chr1   \n",
       "3615             NaN           NaN       NaN           NaN     chr1   \n",
       "5421  protein_coding        Q9NWT8  0.000000         199.0     chr1   \n",
       "7227  protein_coding        E9PGQ0  0.000000         322.0     chr1   \n",
       "\n",
       "     gene_occurence_frequency_y  \n",
       "3                          4523  \n",
       "1809                       4527  \n",
       "3615                       4515  \n",
       "5421                       4427  \n",
       "7227                       4491  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 1290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1308,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "G = nx.Graph()\n",
    "G = nx.from_pandas_edgelist(df_2_or.head(100), 'Gene stable ID_x', 'Gene stable ID_y', ['hi-c-rao'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1257,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<networkx.classes.graph.Graph at 0x7f65b0c69c50>"
      ]
     },
     "execution_count": 1257,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1309,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'length'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1309-3f8745a99277>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;31m#nx.draw_networkx_edges(G, layout,  width=df_2_or['exp'].head(10)*.01)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m edge_labels=dict([((u,v,),d['length'])\n\u001b[0;32m---> 11\u001b[0;31m              for u,v,d in G.edges(data=True)])\n\u001b[0m",
      "\u001b[0;32m<ipython-input-1309-3f8745a99277>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;31m#nx.draw_networkx_edges(G, layout,  width=df_2_or['exp'].head(10)*.01)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m edge_labels=dict([((u,v,),d['length'])\n\u001b[0;32m---> 11\u001b[0;31m              for u,v,d in G.edges(data=True)])\n\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m: 'length'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import figure\n",
    "figure(figsize=(10, 8))\n",
    "\n",
    "layout = nx.spring_layout(G,weight='weight',k=0.5)\n",
    "\n",
    "nx.draw_networkx_nodes(G, \n",
    "                       layout)\n",
    "nx.draw_networkx_edges(G, layout,  width=df_2_or['hi-c-rao'].head(10)*.001)\n",
    "#nx.draw_networkx_edges(G, layout,  width=df_2_or['exp'].head(10)*.01)\n",
    "edge_labels=dict([((u,v,),d['length'])\n",
    "             for u,v,d in G.edges(data=True)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1336,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['tss_tss'] >= 1000000] # liming the matrix to only chosen values for rank standerization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1380,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['TN_30']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1396,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['hi-c-rao']<=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1413,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rYFae3j7Np7mb9dc+4lZTWhmbq3bErc9FxHsl/TsdTjaLiCWpG5O0lPz8k/nz5/eZ22z0DKvTc2aq3SX5Zv7/fxl0I9MiYhmwDGBycrKRL6VZWZoSFkM9DiMiVuf/v6jfvGaWaT36sqoDtwYPgsF3SXxouFmFmnDg1paG8yuJmSVobt/FzA3UwpC0laTHl12M2TiY3l2A6s9YTa1nc0PYJZF0mqTHS9oBuA5YK+kDg27YbNxV3dJIXXddgwAvioh7gVcBK4D5wJvKK8VsPLR+QKtqYRQJotYWT2bwPowigbGNpG3IAuMHETF9FXcza1HXiN69lFVPkcD4N+BGYAfg4nzU8HvLKcOs+QZpLTQtOGYqOTAi4qSI2C0iDo3MTcBLKqzNrFFSPvytQ+dtuStQriIXMiqrjiKdnrtI+qqkH+X3FwFvLqcMGyfjeD2Objo912EMoFN03WWd3l5kl+QUYCXwlPz+b4H3DrphG1/j1gzvpf25VjHOZqd1FR0EuI5Oz7kRcQb58HwRsQl4aNANm42z6Q9pGcHRLYAHb2EMrkhg3CfpSeS/jEg6EI/AZdZR+2nuVW2jzPlSFDk0/FhgOfB0Sb8AJoDDyyvFzIpo+gA6V0h6MbAX2aUS1+bHYpiN9fkTg6j6tajrtS568tkBwIJ8uf0kERHfKL0qGzkOi0e17wJU8doUGQm8lssMSPom8HTgKh7t7AzAgWGWG2ZLa/DtDGfU8Emy80n8XWLWxTA+HUU7MbcMseH8rHot8F8G3ZDZbDCsa6rO7CfV4bQw5gLXSVrF5tclSR4E2GzcDbP9nbr7U2YLo0hgnDDoRsxmm+kPaVV9GkVaMrV0ekbERfkZqgsj4jxJjwXmlFeK2fhpwrkkZYZWkZPP3gZ8j+w0d4DdgLPLKcNsfLQOz1flADpF1j30s1WBo4Hnk4+BERG/A55cThk26oYxytQoGcYh4U0/l+SBiNg4fUfS1njELcsN65TuUTHIhzpVmSe2FVUkMC6S9I/AYyS9HDgT+PdqyjIbXe2XS6xbmaFVJDCOAzYA1wBvJxsI+MPllWI2Hpp2LMaW9QzhOIyIeBj4cv5nZj1U+ZPqtNT1bzlPhUd6SjpM0tEt9y+TdH3+95pBN2w2rqY/oE05Y3XY1yX5INk4GNO2A/YHDgLeUV4pZuNByv7ThAGAYfh9GNtGxC0t938eEXdGxM1klxxIJmmppClJUxs2bChUqNmoiABV/ANikRAYdgvjCa13IuJdLXcnimwsIpZFxGRETE5MFFrUbKRUvTvS5BbGZflRnpuR9HZgVXmlmI2HKo/BmNbkEbfeB5wt6fXAFfm0xWR9Ga+qqjCzUdV62Pa4HcTWNzAi4nbgLyS9FHhmPvmHEfHTSiszG2HDuOpZHSefFTkO46eAQ8Ksh2G1LJq8S2JmiZp4Tk1dh4ab2SznwDCrSFMO3CqTd0nMSjSsD3JduztuYZiVaPos0kc+0A04v33YR3qa9dSAz0SjTA9uM4xDxIfNgWEzVvUxB6Ok9artVZ7e3uRDw836aspPiHVr/mUSZ8aBYVaRcQxRB4ZZiYa1a1bXLqADw6xE3iUxs8LGtRPYgWFWoXELDgeGWQWGNRDwsDkwzEo2jGur1sWBYVay1tZFE1oYPjTcGm3cvlWbyEd62thowrdq3cY1NB0YZjPQHgytQ/RVGRo+DsNG1jh27g2q/YM8bq+LA8NmrI5rfDZFv4Bowtmq7vQ0a4hhBUQ775KYWeM5MKwUKd94s/HXk3Hr33Fg2IyM04dhEL36MLYY37NEdQWRA8NmZDa2GnppfT2q/kCnvvZl/hsN9TIDkpYCS/O7D0i6dpjb72MucEfdRbRwPb2NRD01Xpuk1+vz1IG3GTV9RUiaiojJWjbegevpzfX0Nlvq8S6JmSVzYJhZsjoDY1mN2+7E9fTmenqbFfXU1odhZqPHuyRmlsyBYWbJHBhmlsyBYWbJHBhmlsyB0YekXSSdJul6SaslXSLp1TXUMSnppBLWc4Kkvy+jptnAr9fmhnouyaiRJOBs4NSIeH0+7anAkmHXEhFTwNQwtpU/b0XEw8PYXlNImhMRD81wHVtHxKayamoatzB6eymwMSK+ND0hIm6KiM9D9gaT9GlJl0u6WtLb8+kHSbpQ0vck/UbSt/MPIZIWS7oob62slLRrPv3dkq7L13N6eyH5Os/Jb58g6Wv5Nq6X9O5OxUs6WNIVkn4l6fyWhxa1LytpgaRfS/oCcAUwT9KRkq6RdK2kT7as9z8lfTJ/DudJOqBlfUvyebaX9PV8+SslvSSf/kxJqyRdlT/Xhfn0Y/PtXCvpvS01/UbSV/Lp35b0Mkm/kPQ7SQfk8+2Qvx6X59s6rMNrofzf6tq8pte1vK4XSDoNuCafdryktZLOA/ZqWcfTJZ2bP++fSdo7n36KpM9IugD4ZPu2x0pE+K/LH/Bu4LM9Hl8KfDi/vR1ZC2AP4CDgj8DuZKF8CfACYBvgl8BEvszrgK/lt28Ftstv79xhWwcB5+S3T8jXsx3ZWYl3Atu0zT8B3ALskd9/Yq9lgQXAw8CB+XxPAW7O17M18FPgVfljARyS3z4L+HG+jmcDV+XT3w98Pb+9d76u7YHPA2/Ip28LPAZYTPZh3QF4HLAG2DevaRPw5/nruBr4GiDgMODsfD3/BLxx+rUDfgvs0PZ6/C3wE2AOsEtez67563pfy+s0XctjgccD64C/zx87H1iY334u8NP89inAOcCcut+zVf95l6QASSeTffA3RsT+wCuAZ0k6PJ9lJ2AhsBFYFRHr8+WuInvz3wPsA/wkb3DMAW7Ll70a+Laks8l2g/r5YUQ8QDZMwO1kH4L1LY8fCFwcETcARMRdfZYFuCkiLs1v7w9cGBEb8ufwbeBFeW0bgXPz+a4BHoiIByVdkz9P8tfp8/m2fyPpJmBPsvA8XtLuwPcj4neSXgCcFRH35dv6PvBCYDlwQ0RMf/OvAc6PiGjb1iuAJS19DdsD84FftzznFwDfiWyX4w+SLsqf471k/1Y35PO9MK/l/nyby/P/Pw74C+BMPXpe+XYt6z8zZrg7MwocGL2tIftmAiAijpY0l0f7EgQcExErWxeSdBDwQMukh8heawFrIuJ5Hbb1V2QfyCXAf5f0zOi9L9xp/ZuVQdYSKLLsfW3Ld/Ng5F+tZK2SBwAi4mFJ0+vquHxEnCbpMrLnu1LSf+2zrdZaH265/3BL3QL+NiLW9lhPr23c13a/0+u2FXBPRDwncR1jyX0Yvf0U2F7SO1umPbbl9krgnZK2AZC0p6QdeqxvLTAh6Xn5/Nvk+/RbAfMi4gLgg2TN6sfNsPZLgBdL2iPf1hMLLn9ZvvxcSXOAI4GLCix/MfCGfNt7kn3jr5X0NOD6iDiJrAXxrHzeV0l6bP76vRr4WYFtrQSOkR7pJ9q3Sz2vU9bvNEEWzqu6zPdqSY+RtCPwSoCIuBe4QdJr8m1I0rML1DgW3MLoIW/6vgr4rKQPAhvIvkn+IZ/lK2TN4ivyN+sG4FU91rcx3305SdJOZK//58j2ub+VTxNZv8k9M6x9g7IRzr6fB9LtwMsLLH+bpA8BF+Q1rYiIHxQo4QvAl/Jdh03AWyLigbyz8Y2SHgR+D5wYEXdJOoVHP8BfiYgrJS1I3NbHyV7Hq/N/hxuBv26b5yzgecCvyFoQH4yI3093XLY87yskfRe4CriJzYPrDcAXJX2YrM/m9Hx9s4bPVjWzZN4lMbNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkfQMjH435dknXdnlckk6StC4fBXq/8ss0syZIaWGcAhzc4/FDyAa+XUg2ivYXZ16WmTVR38CIiIuBu3rMchjwjchcCuys/FobZjZeyujD2I3s+hfT1ufTzGzMlDEIcKfh2zsOFJoPSrsUYIcddli89957d5rNzCq0evXqOyJiYpBlywiM9cC8lvu7k13FawsRsQxYBjA5ORlTU0O5VKiZtcgvKjWQMnZJlgN/l/9aciDwx4i4rd9CZjZ6+rYwJH2H7PqTcyWtBz5Kdk0GIrtI8QrgULJrUN4PvLWqYs2sXn0DIyKO7PN4AEeXVpGZNZaP9DSzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZA4MM0vmwDCzZEmBIelgSWslrZN0XIfH50u6QNKVkq6WdGj5pZpZ3foGhqQ5wMnAIcAi4EhJi9pm+zBwRkTsCxwBfKHsQs2sfiktjAOAdRFxfURsBE4HDmubJ4DH57d3Am4tr0Qza4qtE+bZDbil5f564Llt85wA/FjSMcAOwMtKqc7MGiWlhaEO06Lt/pHAKRGxO3Ao8E1JW6xb0lJJU5KmNmzYULxaM6tVSmCsB+a13N+dLXc5jgLOAIiIS4DtgbntK4qIZRExGRGTExMTg1VsZrVJCYzLgYWS9pC0LVmn5vK2eW4G/hJA0p+RBYabEGZjpm9gRMQm4F3ASuDXZL+GrJF0oqQl+WzvB94m6VfAd4C3RET7bouZjbiUTk8iYgWwom3aR1puXwc8v9zSzKxpfKSnmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZMgeGmSVzYJhZsqTAkHSwpLWS1kk6rss8r5V0naQ1kk4rt0wza4Kt+80gaQ5wMvByYD1wuaTlEXFdyzwLgQ8Bz4+IuyU9uaqCzaw+KS2MA4B1EXF9RGwETgcOa5vnbcDJEXE3QETcXm6ZZtYEKYGxG3BLy/31+bRWewJ7SvqFpEslHVxWgWbWHH13SQB1mBYd1rMQOAjYHfiZpH0i4p7NViQtBZYCzJ8/v3CxZlavlBbGemBey/3dgVs7zPODiHgwIm4A1pIFyGYiYllETEbE5MTExKA1m1lNUgLjcmChpD0kbQscASxvm+ds4CUAkuaS7aJcX2ahZla/voEREZuAdwErgV8DZ0TEGkknSlqSz7YSuFPSdcAFwAci4s6qijazeiiivTtiOCYnJ2NqaqqWbZvNZpJWR8TkIMv6SE8zS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS5YUGJIOlrRW0jpJx/WY73BJIWmyvBLNrCn6BoakOcDJwCHAIuBISYs6zLcj8G7gsrKLNLNmSGlhHACsi4jrI2IjcDpwWIf5Pg58CvhTifWZWYOkBMZuwC0t99fn0x4haV9gXkScU2JtZtYwKYGhDtPikQelrYDPAu/vuyJpqaQpSVMbNmxIr9LMGiElMNYD81ru7w7c2nJ/R2Af4EJJNwIHAss7dXxGxLKImIyIyYmJicGrNrNapATG5cBCSXtI2hY4Alg+/WBE/DEi5kbEgohYAFwKLImIqUoqNrPa9A2MiNgEvAtYCfwaOCMi1kg6UdKSqgs0s+bYOmWmiFgBrGib9pEu8x4087LMrIl8pKeZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJUsKDEkHS1oraZ2k4zo8fqyk6yRdLel8SU8tv1Qzq1vfwJA0BzgZOARYBBwpaVHbbFcCkxHxLOB7wKfKLtTM6tYk3zUAAAWKSURBVJfSwjgAWBcR10fERuB04LDWGSLigoi4P797KbB7uWWaWROkBMZuwC0t99fn07o5CvhRpwckLZU0JWlqw4YN6VWaWSOkBIY6TIuOM0pvBCaBT3d6PCKWRcRkRExOTEykV2lmjbB1wjzrgXkt93cHbm2fSdLLgOOBF0fEA+WUZ2ZNktLCuBxYKGkPSdsCRwDLW2eQtC/wb8CSiLi9/DLNrAn6BkZEbALeBawEfg2cERFrJJ0oaUk+26eBxwFnSrpK0vIuqzOzEZayS0JErABWtE37SMvtl5Vcl5k1kI/0NLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS+bAMLNkDgwzS5YUGJIOlrRW0jpJx3V4fDtJ380fv0zSgrILNbP69Q0MSXOAk4FDgEXAkZIWtc12FHB3RDwD+CzwybILNbP6pbQwDgDWRcT1EbEROB04rG2ew4BT89vfA/5Sksor08yaICUwdgNuabm/Pp/WcZ6I2AT8EXhSGQWaWXNsnTBPp5ZCDDAPkpYCS/O7D0i6NmH7TTIXuKPuIgoYtXrBNQ/DXoMumBIY64F5Lfd3B27tMs96SVsDOwF3ta8oIpYBywAkTUXE5CBF12XUah61esE1D4OkqUGXTdkluRxYKGkPSdsCRwDL2+ZZDrw5v3048NOI2KKFYWajrW8LIyI2SXoXsBKYA3wtItZIOhGYiojlwFeBb0paR9ayOKLKos2sHim7JETECmBF27SPtNz+E/CagtteVnD+Jhi1mketXnDNwzBwvfKeg5ml8qHhZpas8sAYtcPKE+o9VtJ1kq6WdL6kp9ZRZ1tNPWtume9wSSGp9h79lJolvTZ/rddIOm3YNbbV0u99MV/SBZKuzN8bh9ZRZ0s9X5N0e7dDF5Q5KX8+V0vaL2nFEVHZH1kn6f8BngZsC/wKWNQ2z38DvpTfPgL4bpU1lVDvS4DH5rffWWe9qTXn8+0IXAxcCkw2vWZgIXAl8IT8/pMbXu8y4J357UXAjTW/xi8C9gOu7fL4ocCPyI6hOhC4LGW9VbcwRu2w8r71RsQFEXF/fvdSsuNS6pTyGgN8HPgU8KdhFtdFSs1vA06OiLsBIuL2IdfYKqXeAB6f396JLY9VGqqIuJgOx0K1OAz4RmQuBXaWtGu/9VYdGKN2WHlKva2OIkvpOvWtWdK+wLyIOGeYhfWQ8jrvCewp6ReSLpV08NCq21JKvScAb5S0nuwXxWOGU9rAir7XgcSfVWegtMPKhyS5FklvBCaBF1daUX89a5a0FdkZxG8ZVkEJUl7nrcl2Sw4ia8X9TNI+EXFPxbV1klLvkcApEfGvkp5HdlzSPhHxcPXlDWSgz13VLYwih5XT67DyIUmpF0kvA44HlkTEA0OqrZt+Ne8I7ANcKOlGsv3V5TV3fKa+L34QEQ9GxA3AWrIAqUNKvUcBZwBExCXA9mTnmDRV0nt9CxV3vGwNXA/swaOdRc9sm+doNu/0PKPGjqKUevcl6wBbWFedRWtum/9C6u/0THmdDwZOzW/PJWs+P6nB9f4IeEt++8/yD59qfp0X0L3T86/YvNNzVdI6h1D0ocBv8w/Z8fm0E8m+nSFL4jOBdcAq4Gk1v8j96j0P+ANwVf63vM56U2pum7f2wEh8nQV8BrgOuAY4ouH1LgJ+kYfJVcAraq73O8BtwINkrYmjgHcA72h5fU/On881qe8JH+lpZsl8pKeZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFkyB4aZJXNgmFmy/w9W6YfOq3XCnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or[df_2_or['hi-c-rao']<=2], 'hi-c-rao')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1418,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or[df_2_or['hi-c-rao']<=2], 'TN_0_30')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or[df_2_or['hi-c-rao']<=2], 'TN_30')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1375,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or_gene_TN_0_30, 'hi-c-rao')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or, 'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or[df_2_or['hi-c-rao']<=2], 'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or, 'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 471,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "gene_order_tss_y\n",
      "6       130.0\n",
      "9       130.0\n",
      "11      164.0\n",
      "12      164.0\n",
      "14      164.0\n",
      "        ...  \n",
      "3345    202.0\n",
      "3347    235.0\n",
      "3348    235.0\n",
      "3349    235.0\n",
      "3355    242.0\n",
      "Length: 1004, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or, 'hi-c-rao')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "gene_order_tss_y\n",
      "6       18171.0\n",
      "9       18171.0\n",
      "11      14490.0\n",
      "12      14490.0\n",
      "14      14490.0\n",
      "         ...   \n",
      "3345     6781.0\n",
      "3347     6746.0\n",
      "3348     6746.0\n",
      "3349     6746.0\n",
      "3355     5279.0\n",
      "Length: 1004, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots_with_1_level_3d(df_2_or, 'hi-c-rao')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "gene_order_tss_y\n",
      "6       0.999614\n",
      "9       0.999614\n",
      "11      0.999614\n",
      "12      0.999614\n",
      "14      0.999614\n",
      "          ...   \n",
      "3345    0.999614\n",
      "3347    0.999614\n",
      "3348    0.999614\n",
      "3349    0.999614\n",
      "3355    0.999614\n",
      "Length: 1296, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ranked_matirx = rank(df_2_or['exp'])\n",
    "df_2_or['exp'] = ranked_matirx\n",
    "plots_with_1_level_3d(df_2_or,'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "gene_order_tss_y\n",
      "6       0.999614\n",
      "9       0.999614\n",
      "11      0.999614\n",
      "12      0.999614\n",
      "14      0.999614\n",
      "          ...   \n",
      "3345    0.999614\n",
      "3347    0.999614\n",
      "3348    0.999614\n",
      "3349    0.999614\n",
      "3355    0.999614\n",
      "Length: 1296, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ranked_matirx = rank(df_2_or['exp'])\n",
    "df_2_or['exp'] = ranked_matirx\n",
    "plots_with_1_level_3d(df_2_or,'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'rank' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-192-90513c82b00c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mranked_matirx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrank\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mranked_matirx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplots_with_1_level_3d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'rank' is not defined"
     ]
    }
   ],
   "source": [
    "ranked_matirx = rank(df_2_or['exp'])\n",
    "df_2_or['exp'] = ranked_matirx\n",
    "plots_with_1_level_3d(df_2_or,'exp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 592,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "gene_order_tss_y\n",
      "6       0.883556\n",
      "9       0.883556\n",
      "11      0.883556\n",
      "12      0.883556\n",
      "14      0.883556\n",
      "          ...   \n",
      "3345    0.943445\n",
      "3347    0.943445\n",
      "3348    0.943445\n",
      "3349    0.943445\n",
      "3355    0.943445\n",
      "Length: 1293, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ranked_matirx = rank(df_2_or['exp_median'])\n",
    "df_2_or['exp_median'] = ranked_matirx\n",
    "plots_with_1_level_3d(df_2_or,'exp_median')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 608,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_median = df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 862,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_csv('/data/lohia/gene_distance_expresseion/gene_contact_map_rao/processed_hi_c_files_one_buffer/chr10_tss_tss_1000.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 875,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_csv('/data/lohia/gene_distance_expresseion/gene_contact_map_rao/processed_hi_c_files_one_buffer_manulal_resolution/chr10_tss_tss_10.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 819,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>77</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>968 rows × 968 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ENSG00000173876  ENSG00000015171  ENSG00000151240  \\\n",
       "Gene stable ID                                                       \n",
       "ENSG00000173876                0                1               36   \n",
       "ENSG00000015171                1                0               39   \n",
       "ENSG00000151240               36               39                0   \n",
       "ENSG00000201861               80                1               48   \n",
       "ENSG00000263511               37               40                1   \n",
       "...                          ...              ...              ...   \n",
       "ENSG00000254536                3                2                1   \n",
       "ENSG00000214279                3                2                1   \n",
       "ENSG00000130649                5                3                2   \n",
       "ENSG00000171772                6                4                2   \n",
       "ENSG00000225899                6                4                2   \n",
       "\n",
       "                 ENSG00000201861  ENSG00000263511  ENSG00000180525  \\\n",
       "Gene stable ID                                                       \n",
       "ENSG00000173876               80               37               37   \n",
       "ENSG00000015171                1               40               40   \n",
       "ENSG00000151240               48                1                1   \n",
       "ENSG00000201861                0               51               49   \n",
       "ENSG00000263511               51                0                1   \n",
       "...                          ...              ...              ...   \n",
       "ENSG00000254536                1                1                1   \n",
       "ENSG00000214279                2                1                1   \n",
       "ENSG00000130649                2                2                2   \n",
       "ENSG00000171772                2                2                2   \n",
       "ENSG00000225899                2                2                2   \n",
       "\n",
       "                 ENSG00000107929  ENSG00000107937  ENSG00000148377  \\\n",
       "Gene stable ID                                                       \n",
       "ENSG00000173876               22               19               18   \n",
       "ENSG00000015171               26               25               24   \n",
       "ENSG00000151240               45               38               38   \n",
       "ENSG00000201861               28               26               25   \n",
       "ENSG00000263511               38               35               35   \n",
       "...                          ...              ...              ...   \n",
       "ENSG00000254536                1                1                1   \n",
       "ENSG00000214279                1                1                1   \n",
       "ENSG00000130649                1                1                1   \n",
       "ENSG00000171772                1                1                1   \n",
       "ENSG00000225899                1                1                1   \n",
       "\n",
       "                 ENSG00000067064  ...  ENSG00000127884  ENSG00000265395  \\\n",
       "Gene stable ID                    ...                                     \n",
       "ENSG00000173876               18  ...                3                3   \n",
       "ENSG00000015171               22  ...                2                2   \n",
       "ENSG00000151240               39  ...                1                1   \n",
       "ENSG00000201861               24  ...                1                1   \n",
       "ENSG00000263511               36  ...                1                1   \n",
       "...                          ...  ...              ...              ...   \n",
       "ENSG00000254536                1  ...                1                1   \n",
       "ENSG00000214279                1  ...                1                1   \n",
       "ENSG00000130649                1  ...                1                1   \n",
       "ENSG00000171772                1  ...              100              100   \n",
       "ENSG00000225899                1  ...               71               71   \n",
       "\n",
       "                 ENSG00000148832  ENSG00000203772  ENSG00000148824  \\\n",
       "Gene stable ID                                                       \n",
       "ENSG00000173876                3                3                3   \n",
       "ENSG00000015171                2                2                2   \n",
       "ENSG00000151240                1                1                1   \n",
       "ENSG00000201861                1                2                1   \n",
       "ENSG00000263511                1                1                1   \n",
       "...                          ...              ...              ...   \n",
       "ENSG00000254536                1                1                1   \n",
       "ENSG00000214279                1                1                1   \n",
       "ENSG00000130649                1                1                1   \n",
       "ENSG00000171772                2                1                1   \n",
       "ENSG00000225899               74               84               77   \n",
       "\n",
       "                 ENSG00000254536  ENSG00000214279  ENSG00000130649  \\\n",
       "Gene stable ID                                                       \n",
       "ENSG00000173876                3                3                5   \n",
       "ENSG00000015171                2                2                3   \n",
       "ENSG00000151240                1                1                2   \n",
       "ENSG00000201861                1                2                2   \n",
       "ENSG00000263511                1                1                2   \n",
       "...                          ...              ...              ...   \n",
       "ENSG00000254536                0                1                1   \n",
       "ENSG00000214279                1                0                1   \n",
       "ENSG00000130649                1                1                0   \n",
       "ENSG00000171772                1                1                1   \n",
       "ENSG00000225899               77                1                1   \n",
       "\n",
       "                 ENSG00000171772  ENSG00000225899  \n",
       "Gene stable ID                                     \n",
       "ENSG00000173876                6                6  \n",
       "ENSG00000015171                4                4  \n",
       "ENSG00000151240                2                2  \n",
       "ENSG00000201861                2                2  \n",
       "ENSG00000263511                2                2  \n",
       "...                          ...              ...  \n",
       "ENSG00000254536                1               77  \n",
       "ENSG00000214279                1                1  \n",
       "ENSG00000130649                1                1  \n",
       "ENSG00000171772                0                2  \n",
       "ENSG00000225899                2                0  \n",
       "\n",
       "[968 rows x 968 columns]"
      ]
     },
     "execution_count": 819,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 877,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or.set_index('Gene stable ID', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 815,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'exp'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2888\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2889\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2890\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'exp'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-815-b95fc67efb1e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mranked_matirx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrank\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mranked_matirx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2897\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2898\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2899\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2900\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2901\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2889\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2890\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2891\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2892\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2893\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'exp'"
     ]
    }
   ],
   "source": [
    "ranked_matirx = rank(df_2_or['exp'])\n",
    "df_2_or['exp'] = ranked_matirx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 878,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 20)"
      ]
     },
     "execution_count": 878,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or, bins=101, hist=True, kde=False, hist_kws={\"range\":(0, 100)})\n",
    "ax.set_xlim(0, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 861,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or, bins=1001, hist=True, kde=False, hist_kws={\"range\":(0, 4000)})\n",
    "#ax.set_xlim(0, 10)\n",
    "#ax.set_xlim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from lohia_utilities.calculate_auc import *\n",
    "from pandas.core.common import SettingWithCopyWarning\n",
    "warnings.simplefilter(action=\"ignore\", category=SettingWithCopyWarning)\n",
    "from lohia_utilities.create_corr_network import rank\n",
    "\n",
    "def calc_auc_hic(resoulution_in_kb, case='simple', dist_tp='exp', prediction='hi-c-rao'):\n",
    "\n",
    "    df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/1_dist_with_georg_hic_sub_median_hic_%s.h5' %resoulution_in_kb)\n",
    "\n",
    "    #df_2_or = df_2_or[df_2_or['exp_georg'] >= 0] # liming the matrix to only chosen values for rank standerization\n",
    "    df_2_or = df_2_or[df_2_or['hi-c-rao'] >= 0] # liming the matrix to only chosen values for rank standerization\n",
    "    df_2_or_u = df_2_or[df_2_or['Gene stable ID_x'] != df_2_or['Gene stable ID_y']]\n",
    "    #ranked_matirx = rank(df_2_or['exp_georg'])\n",
    "    #df_2_or['exp_georg'] = ranked_matirx\n",
    "    #df_2_or.rename(columns={\"exp_georg\": \"exp (GK)\"}, inplace=True)\n",
    "\n",
    "    ranked_matirx = rank(df_2_or['exp'])\n",
    "    df_2_or['exp'] = ranked_matirx\n",
    "    df_2_or['gene_freq'] = df_2_or['gene_occurence_frequency_y'] + df_2_or['gene_occurence_frequency_x']\n",
    "\n",
    "    #ranked_matirx = rank(df_2_or['hi-c-rao'])\n",
    "    #df_2_or['hi-c-rao'] = ranked_matirx\n",
    "    m_l = []\n",
    "    change_group_level_1 = df_2_or.groupby(['chrom_x'])\n",
    "    for chrm in change_group_level_1.groups.keys():\n",
    "        df = change_group_level_1.get_group(chrm)\n",
    "        num_pairs = df['Gene stable ID_x'].nunique()\n",
    "\n",
    "        prot_list_sp = np.array_split(df, num_pairs, axis=0)\n",
    "        #for i in range(0,num_pairs):\n",
    "        for i in range(0,10):\n",
    "\n",
    "            long_form_top = prot_list_sp[int(i)]\n",
    "            long_form_top['dist'] = long_form_top[dist_tp]\n",
    "            long_form_top = long_form_top[long_form_top['tss_tss'] >= 10000000] # liming the matrix to only chosen values for rank standerization\n",
    "\n",
    "            long_form_top = long_form_top[long_form_top['Gene stable ID_x'] != long_form_top['Gene stable ID_y']] # remove all the self pairs from each set\n",
    "\n",
    "            mp =  long_form_top['Gene stable ID_y'].values[0]\n",
    "            #print (long_form_top.shape)\n",
    "            \n",
    "            exp_median = long_form_top['exp'].median()\n",
    "            exp_mean = long_form_top['exp'].mean()\n",
    "            exp_var = long_form_top['exp'].var()\n",
    "\n",
    "            long_form_top = long_form_top.reset_index()\n",
    "            sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=long_form_top, ci='sd');\n",
    "            if exp_median >=0:\n",
    "        \n",
    "           \n",
    "\n",
    "                for dist_thresh in [0,1,10,100]:\n",
    "                #for dist_thresh in [0.5,0.8]:\n",
    "                #for dist_thresh in [100000,1000000,10000000,100000000]:\n",
    "                #for dist_thresh in [4000]:\n",
    "                #for dist_thresh in [df_2_or_u[\"hi-c-rao\"].min(), df_2_or[\"hi-c-rao\"].max()-1, df_2_or[\"hi-c-rao\"].mean(), df_2_or[\"hi-c-rao\"].median()]:\n",
    "                    if case == 'simple':\n",
    "                        long_form_top[\"True_sim\"] = [1 if score > dist_thresh else 0 for score in long_form_top[\"dist\"]]\n",
    "                    elif case == 'tp':\n",
    "                    \n",
    "                        long_form_top = long_form_top.sort_values(by=['dist'], ascending=False) \n",
    "                        long_form_top[\"True_sim\"] = [0 if score > dist_thresh else 0 for score in long_form_top[\"dist\"]]  \n",
    "                        for ind_val in long_form_top.index.values[0:dist_thresh]:\n",
    "                            long_form_top.at[ind_val, 'True_sim'] = 1\n",
    "                    else:    \n",
    "                        long_form_top = long_form_top.sort_values(by=['dist'], ascending=True) \n",
    "                        long_form_top[\"True_sim\"] = [1 if score > dist_thresh else 1 for score in long_form_top[\"dist\"]]  \n",
    "                        for ind_val in long_form_top.index.values[0:dist_thresh]:\n",
    "                            long_form_top.at[ind_val, 'True_sim'] = 0\n",
    "                    #\n",
    "                    #long_form_top[\"True_sim\"] = [1 if score <= dist_thresh else 0 for score in long_form_top[\"dist\"]] \n",
    "                    #long_form_top[\"True_sim\"] = [1 if score >= dist_thresh else 1 if score2 <= 1000 else 0 for score, score2 in zip(long_form_top[\"dist\"],long_form_top[\"tss_tss\"])]    \n",
    "                    long_form_top[\"true_pos\"] = [score for score in long_form_top[\"True_sim\"]]\n",
    "                    long_form_top[\"true_neg\"] = [1 if score==0 else 0 for score in long_form_top[\"True_sim\"]]\n",
    "                    long_form_top[\"predicted_sim_from_exp\"] = [score for score in long_form_top[prediction]]\n",
    "                    ca = calc_auroc (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "                    m_curve = calc_auc_curve (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "                    pr_curve = prec_recall (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "\n",
    "                    tpd = pd.DataFrame(m_curve)\n",
    "                    if m_curve:\n",
    "                        tpd[0] =  tpd[0].astype(float).round(2)\n",
    "                        tpd = tpd.groupby([0]).mean()\n",
    "                        m_curve  = dict(zip(tpd.index, tpd[1]))\n",
    "                    else:\n",
    "                        m_curve  = {}\n",
    "                    tpd = pd.DataFrame(pr_curve)\n",
    "                    if pr_curve:\n",
    "                        tpd[0] =  tpd[0].astype(float).round(2)\n",
    "                        tpd = tpd.groupby([0]).mean()\n",
    "                        pr_curve  = dict(zip(tpd.index, tpd[1]))\n",
    "                    else:\n",
    "                        pr_curve  = {}\n",
    "                    m_l.append((chrm, num_pairs,dist_thresh, ca, m_curve, pr_curve, long_form_top[\"true_pos\"].sum(), long_form_top[\"true_neg\"].sum(), exp_median, exp_mean, exp_var, mp))\n",
    "            else:\n",
    "                pass\n",
    "\n",
    "    df_scores = pd.DataFrame(m_l, columns =['chrm', 'num_pairs','dist_thresh',  'auc', 'plot', 'pr_curve', 'true_pos', 'true_neg', 'exp_median', 'exp_mean', 'exp_var', 'Gene stable ID'])\n",
    "    df_scores.to_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s.h5' %(resoulution_in_kb, case, dist_tp), key='df', mode='w')    \n",
    "    return df_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1281,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/1_dist_with_georg_hic_sub_median_hic_50.h5')\n",
    "df_2_or = df_2_or[df_2_or['hi-c-rao'] >= 0] \n",
    "df_2_or = df_2_or[df_2_or['Gene stable ID_x'] != df_2_or['Gene stable ID_y']]\n",
    "ranked_matirx = rank(df_2_or['exp'])\n",
    "df_2_or['exp'] = ranked_matirx\n",
    "df_2_or['gene_freq'] = df_2_or['gene_occurence_frequency_y'] + df_2_or['gene_occurence_frequency_x']\n",
    "df_2_or = df_2_or[df_2_or['tss_tss'] >= 10000000] # liming the matrix to only chosen values for rank standerization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1285,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['Gene type_x'] != df_2_or['Gene type_x']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1278,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['strand_y'] == 'protein_coding']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10454046487339219"
      ]
     },
     "execution_count": 1109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or[df_2_or['hi-c-rao']<2].shape[0] / df_2_or.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5222033571607262"
      ]
     },
     "execution_count": 1114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or[(df_2_or['hi-c-rao']>3) & (df_2_or['hi-c-rao']<15)].shape[0] / df_2_or.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 856,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 20000)"
      ]
     },
     "execution_count": 856,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PRGvSQmExzl7XUoJ7UsJbms8wkSR15mkurXlL/W/fXoG0MMNEGjNDSquBp7mkKeY4iibFqu2Z+AemlbaU19ywrgTz9a1Js2rDRBqlUR3M59brpceaNqsuTPyPTZNkGHcsXg3Bslq2QwtbdWEirXaHE1DeRkYrxQF4aQ3pDxcH7zVM9kykCTT/oK8ex5Qml2EirbBRD97PWeoBt388o38dS1nesRDNmZjTXEm2JvlOktkkV4y7HmnareTNLwfNezj3P5trG7SMPbPpMBE9kyTrgI8B/xjYB9yRZFdVfWu8lUnTocugfNf5D9UjWk4QDDqVtdhdnOfPP2ielexBrcXTcRMRJsBZwGxVPQyQ5EZgG2CYSCtgqT2CYfYSFjvAj6pn1X9Kb/7pvbdtOcUr4JYpVTXuGkjyZmBrVf3r9v3bgS1Vdfm8+XYAO9q3rwUeWNFCl+c44OlxF7GIaagRrHPYrHO4pqXOV1fVy4e90knpmWRA24tSrqquAa4BSDJTVZtHXVhX01DnNNQI1jls1jlc01TnKNY7KQPw+4CT+74/CXhiTLVIkg7TpITJHcCmJKcmORK4CNg15pokSUs0Eae5qur5JJcDtwHrgJ1V9eAii10z+sqGYhrqnIYawTqHzTqHa03XORED8JKk6TYpp7kkSVPMMJEkdTZ1YTLu264kOTnJV5I8lOTBJO9s7R9I8oMk97THBX3LvKfV+50k563UtiR5NMn9rZ6Z1nZskt1J9rav61t7klzVarkvyZl969ne5t+bZPsQ63t13/66J8lPkrxrUvZlkp1JnkryQF/b0PZfkte3389sW3bQJfLLqfFPk3y71fHFJMe09o1J/lfffv3EYrUstL1DqnNov+f0Lt7Z0+q8Kb0LeYZV5019NT6a5J7WPs79udBxaHyvz6qamge9wfnvAb8CHAncC5y2wjWcAJzZpl8OfBc4DfgA8IcD5j+t1XkUcGqrf91KbAvwKHDcvLY/Aa5o01cAH2nTFwBfoveen7OBPa39WODh9nV9m14/ot/t/wD+9qTsS+A3gDOBB0ax/4BvAn+/LfMl4Pwh1XgucESb/khfjRv755u3noG1LLS9Q6pzaL9n4Gbgojb9CeAdw6pz3vMfBd4/AftzoePQ2F6f09Yz+f+3XamqnwFzt11ZMVW1v6ruatPPAg8BJx5ikW3AjVX106p6BJiltx3j2pZtwHVt+jrgwr7266vnG8AxSU4AzgN2V9XBqnoG2A1sHUFd5wDfq6rvL1L7iu3LqvoacHBADZ33X3vu6Kr6evX+cq/vW1enGqvqy1X1fPv2G/Tet7WgRWpZaHs713kIh/V7bv8xvwn43CjrbD/nd4DPHGodK7Q/FzoOje31OW1hciLweN/3+zj0gXykkmwEzgD2tKbLWxdyZ1/3daGaV2JbCvhykjvTuxUNwPFVtR96L0jglRNQJ/TeW9T/Rzpp+3LOsPbfiW161DX/Lr3/KuecmuTuJF9N8uut7VC1LLS9wzKM3/MrgB/1Beio9uWvA09W1d6+trHvz3nHobG9PqctTJZ025WVkORlwOeBd1XVT4CrgVcBpwP76XWHYeGaV2Jb3lBVZwLnA5cl+Y1DzDu2Otv57d8CPtuaJnFfLuZwa1uJ/fo+4Hng061pP3BKVZ0B/DvghiRHr0QtCxjW73ml6n8rL/yHZ+z7c8BxaMFZF6hpaPt02sJkIm67kuQl9H6Bn66qLwBU1ZNV9fOq+r/AJ+l1yWHhmke+LVX1RPv6FPDFVtOTrQs71x1/atx10gu7u6rqyVbvxO3LPsPaf/t44emnodbcBlL/KfCv2mkK2mmjH7bpO+mNP/zdRWpZaHs7G+Lv+Wl6p22OmNc+NG3d/xy4qa/+se7PQcehQ6x/9K/P5Qz+jOtB7x37D9MblJsbgHvNCtcQeucP/2Je+wl90/+W3jlfgNfwwsHEh+kNJI50W4BfBl7eN/3f6Y11/CkvHKD7kzb9T3jhAN036xcDdI/QG5xb36aPHfI+vRG4ZBL3JfMGWYe5/+jdRuhsfjHAecGQatxK7+MbNsybbwOwrk3/CvCDxWpZaHuHVOfQfs/0erX9A/D/Zlh19u3Tr07K/mTh49DYXp9DOyCs1IPeVQnfpfdfwPvG8PP/Ab3u3n3APe1xAfCfgftb+655fyjva/V+h74rIka5Le3FfW97PDi3fnrnl28H9ravcy+c0PuAsu+17djct67fpTcIOkvfQX9Idf5N4IfA3+prm4h9Se+Uxn7g/9D7T+3SYe4/YDO9j1H4HvAfaXekGEKNs/TOg8+9Pj/R5v0X7bVwL3AX8M8Wq2Wh7R1SnUP7PbfX+zfbtn8WOGpYdbb2a4HfnzfvOPfnQsehsb0+vZ2KJKmzaRszkSRNIMNEktSZYSJJ6swwkSR1ZphIkjozTKSm3QX2gQHtH0zym+OoSZoWE/GxvdIkq6r3D2M97UaBqd47vqVVxZ6J9ELrknyyfUbEl5O8NMm1Sd48aOYk/7595sO9ST484PmN7TMnPk7vjW0nJ7k6yUz7Gf+hb95z2k0D7283PjxqdJspDZdhIr3QJuBjVfUa4Ef03uU8UJLz6d2We0tV/Rq9z5IY5NX0bv99RvVusf++qtoMvA74h0lel+SX6L3L+l9W1d+jd9bgHcPaKGnUDBPphR6pqnva9J307tO0kN8E/lNVPQdQVQt9Xsf3q/cZEnN+J8ldwN307kN1Gr3AeaSqvtvmuY7eBzVJU8EwkV7op33TP6dvXDHJlvziI1p/i979jl5wP6L2capz8/x+a/6ffc+fCvwhcE5VvQ74L8AvMfiW39LUcABeWqKq2kPvszcASPIz4P1Jbqiq55IcW1WPz5tn47zVHE0vXH6c5Hh6t9//a+DbwMYkf6eqZoG3A18d4eZIQ2WYSMtUVX+V5HRgpgXLrcB7F1nm3iR307vb7MPAf2vt/zvJJcBn22dn3EHvVurSVPCuwZKkzhwzkSR1ZphIkjozTCRJnRkmkqTODBNJUmeGiSSpM8NEktTZ/wNK44D5gcf5eAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or['hi-c-rao'], bins=1000, hist=True, kde=False, hist_kws={\"range\":(1, 100000)})\n",
    "ax.set_xlim(0, 20000)\n",
    "#ax.set_xlim(0, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 15)"
      ]
     },
     "execution_count": 1283,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or['hi-c-rao'], bins=101, hist=True, kde=False, hist_kws={\"range\":(0, 100)})\n",
    "ax.set_xlim(0, 15)\n",
    "#ax.set_ylim(0, 20000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'AUC')"
      ]
     },
     "execution_count": 1171,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#p = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='tss_tss', x='exp', \n",
    "                 data=df_2_or[df_2_or['hi-c-rao']<=0] \n",
    "                 #,palette=\"colorblind\"\n",
    "                 #,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "#axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'AUC')"
      ]
     },
     "execution_count": 1143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#p = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='exp', x='hi-c-rao', \n",
    "                 data=df_2_or[df_2_or['hi-c-rao']<=40] \n",
    "                 #,palette=\"colorblind\"\n",
    "                 #,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "#axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1170,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['exp'] = df_2_or['exp'].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1057,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['tss_tss'] = df_2_or['tss_tss'].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1056,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['tss_tss'] = df_2_or['tss_tss']/df_2_or['tss_tss'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1020,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'AUC')"
      ]
     },
     "execution_count": 1020,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#p = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(x='exp', y='tss_tss', \n",
    "                 data=df_2_or[df_2_or['hi-c-rao']<=0] \n",
    "                 #,palette=\"colorblind\"\n",
    "                 #,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "#axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1006,
   "metadata": {},
   "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>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>hi-c-rao-common_elements</th>\n",
       "      <th>tes_tes</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>...</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "      <th>gene_occurence_frequency_y</th>\n",
       "      <th>gene_freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>72050381</td>\n",
       "      <td>0.122194</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>72322032</td>\n",
       "      <td>-</td>\n",
       "      <td>3445</td>\n",
       "      <td>3445</td>\n",
       "      <td>ENSG00000143622</td>\n",
       "      <td>...</td>\n",
       "      <td>2135</td>\n",
       "      <td>2134</td>\n",
       "      <td>ENSG00000233008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>7321</td>\n",
       "      <td>15163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16027556</td>\n",
       "      <td>0.178424</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15874301</td>\n",
       "      <td>-</td>\n",
       "      <td>1947</td>\n",
       "      <td>1945</td>\n",
       "      <td>ENSG00000172380</td>\n",
       "      <td>...</td>\n",
       "      <td>2135</td>\n",
       "      <td>2134</td>\n",
       "      <td>ENSG00000233008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>7321</td>\n",
       "      <td>15836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>77436353</td>\n",
       "      <td>0.061727</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>77163358</td>\n",
       "      <td>-</td>\n",
       "      <td>247</td>\n",
       "      <td>247</td>\n",
       "      <td>ENSG00000069812</td>\n",
       "      <td>...</td>\n",
       "      <td>2135</td>\n",
       "      <td>2134</td>\n",
       "      <td>ENSG00000233008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>7321</td>\n",
       "      <td>15498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>117251428</td>\n",
       "      <td>0.056937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>117463736</td>\n",
       "      <td>-</td>\n",
       "      <td>4361</td>\n",
       "      <td>4360</td>\n",
       "      <td>ENSG00000081248</td>\n",
       "      <td>...</td>\n",
       "      <td>2135</td>\n",
       "      <td>2134</td>\n",
       "      <td>ENSG00000233008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>7321</td>\n",
       "      <td>15825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72758307</td>\n",
       "      <td>0.196935</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>73049950</td>\n",
       "      <td>+</td>\n",
       "      <td>3487</td>\n",
       "      <td>3487</td>\n",
       "      <td>ENSG00000132702</td>\n",
       "      <td>...</td>\n",
       "      <td>2135</td>\n",
       "      <td>2134</td>\n",
       "      <td>ENSG00000233008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr1</td>\n",
       "      <td>7321</td>\n",
       "      <td>15631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261627</th>\n",
       "      <td>69438229</td>\n",
       "      <td>0.806037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>69701689</td>\n",
       "      <td>+</td>\n",
       "      <td>3760</td>\n",
       "      <td>3766</td>\n",
       "      <td>ENSG00000185630</td>\n",
       "      <td>...</td>\n",
       "      <td>2360</td>\n",
       "      <td>2363</td>\n",
       "      <td>ENSG00000152078</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96MV1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>8386</td>\n",
       "      <td>16750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261631</th>\n",
       "      <td>111087060</td>\n",
       "      <td>0.277369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>110988571</td>\n",
       "      <td>-</td>\n",
       "      <td>4540</td>\n",
       "      <td>4539</td>\n",
       "      <td>ENSG00000196550</td>\n",
       "      <td>...</td>\n",
       "      <td>2360</td>\n",
       "      <td>2363</td>\n",
       "      <td>ENSG00000152078</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96MV1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>8386</td>\n",
       "      <td>16032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261632</th>\n",
       "      <td>91258483</td>\n",
       "      <td>0.779141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91223771</td>\n",
       "      <td>+</td>\n",
       "      <td>4204</td>\n",
       "      <td>4204</td>\n",
       "      <td>ENSG00000157181</td>\n",
       "      <td>...</td>\n",
       "      <td>2360</td>\n",
       "      <td>2363</td>\n",
       "      <td>ENSG00000152078</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96MV1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>8386</td>\n",
       "      <td>16531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261633</th>\n",
       "      <td>66060614</td>\n",
       "      <td>0.526012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>65973702</td>\n",
       "      <td>-</td>\n",
       "      <td>3680</td>\n",
       "      <td>3679</td>\n",
       "      <td>ENSG00000158850</td>\n",
       "      <td>...</td>\n",
       "      <td>2360</td>\n",
       "      <td>2363</td>\n",
       "      <td>ENSG00000152078</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96MV1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>8386</td>\n",
       "      <td>16928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261634</th>\n",
       "      <td>59544041</td>\n",
       "      <td>0.116555</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>59602279</td>\n",
       "      <td>+</td>\n",
       "      <td>1159</td>\n",
       "      <td>1160</td>\n",
       "      <td>ENSG00000116819</td>\n",
       "      <td>...</td>\n",
       "      <td>2360</td>\n",
       "      <td>2363</td>\n",
       "      <td>ENSG00000152078</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96MV1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>chr1</td>\n",
       "      <td>8386</td>\n",
       "      <td>16220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2926044 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tss_tss       exp  exp_georg  hi-c-rao  hi-c-rao-common_elements  \\\n",
       "1         72050381  0.122194        NaN       3.0                       3.0   \n",
       "2         16027556  0.178424        NaN      20.0                       4.0   \n",
       "3         77436353  0.061727        NaN       1.0                       3.0   \n",
       "4        117251428  0.056937        NaN       1.0                       3.0   \n",
       "5         72758307  0.196935        NaN       1.0                       2.0   \n",
       "...            ...       ...        ...       ...                       ...   \n",
       "3261627   69438229  0.806037        NaN       8.0                       4.0   \n",
       "3261631  111087060  0.277369        NaN       6.0                       3.0   \n",
       "3261632   91258483  0.779141        NaN       2.0                       4.0   \n",
       "3261633   66060614  0.526012        NaN       3.0                       4.0   \n",
       "3261634   59544041  0.116555        NaN       3.0                       3.0   \n",
       "\n",
       "           tes_tes strand_x  gene_order_tss_x  gene_order_tes_x  \\\n",
       "1         72322032        -              3445              3445   \n",
       "2         15874301        -              1947              1945   \n",
       "3         77163358        -               247               247   \n",
       "4        117463736        -              4361              4360   \n",
       "5         73049950        +              3487              3487   \n",
       "...            ...      ...               ...               ...   \n",
       "3261627   69701689        +              3760              3766   \n",
       "3261631  110988571        -              4540              4539   \n",
       "3261632   91223771        +              4204              4204   \n",
       "3261633   65973702        -              3680              3679   \n",
       "3261634   59602279        +              1159              1160   \n",
       "\n",
       "        Gene stable ID_x  ... gene_order_tss_y gene_order_tes_y  \\\n",
       "1        ENSG00000143622  ...             2135             2134   \n",
       "2        ENSG00000172380  ...             2135             2134   \n",
       "3        ENSG00000069812  ...             2135             2134   \n",
       "4        ENSG00000081248  ...             2135             2134   \n",
       "5        ENSG00000132702  ...             2135             2134   \n",
       "...                  ...  ...              ...              ...   \n",
       "3261627  ENSG00000185630  ...             2360             2363   \n",
       "3261631  ENSG00000196550  ...             2360             2363   \n",
       "3261632  ENSG00000157181  ...             2360             2363   \n",
       "3261633  ENSG00000158850  ...             2360             2363   \n",
       "3261634  ENSG00000116819  ...             2360             2363   \n",
       "\n",
       "         Gene stable ID_y     Gene type_y Uniprot_dc_y  dc_y seq_length_y  \\\n",
       "1         ENSG00000233008             NaN          NaN   NaN          NaN   \n",
       "2         ENSG00000233008             NaN          NaN   NaN          NaN   \n",
       "3         ENSG00000233008             NaN          NaN   NaN          NaN   \n",
       "4         ENSG00000233008             NaN          NaN   NaN          NaN   \n",
       "5         ENSG00000233008             NaN          NaN   NaN          NaN   \n",
       "...                   ...             ...          ...   ...          ...   \n",
       "3261627   ENSG00000152078  protein_coding       Q96MV1   0.0        263.0   \n",
       "3261631   ENSG00000152078  protein_coding       Q96MV1   0.0        263.0   \n",
       "3261632   ENSG00000152078  protein_coding       Q96MV1   0.0        263.0   \n",
       "3261633   ENSG00000152078  protein_coding       Q96MV1   0.0        263.0   \n",
       "3261634   ENSG00000152078  protein_coding       Q96MV1   0.0        263.0   \n",
       "\n",
       "         chrom_y  gene_occurence_frequency_y gene_freq  \n",
       "1           chr1                        7321     15163  \n",
       "2           chr1                        7321     15836  \n",
       "3           chr1                        7321     15498  \n",
       "4           chr1                        7321     15825  \n",
       "5           chr1                        7321     15631  \n",
       "...          ...                         ...       ...  \n",
       "3261627     chr1                        8386     16750  \n",
       "3261631     chr1                        8386     16032  \n",
       "3261632     chr1                        8386     16531  \n",
       "3261633     chr1                        8386     16928  \n",
       "3261634     chr1                        8386     16220  \n",
       "\n",
       "[2926044 rows x 27 columns]"
      ]
     },
     "execution_count": 1006,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1003,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['tss_tss', 'exp', 'exp_georg', 'hi-c-rao', 'hi-c-rao-common_elements',\n",
       "       'tes_tes', 'strand_x', 'gene_order_tss_x', 'gene_order_tes_x',\n",
       "       'Gene stable ID_x', 'Gene type_x', 'Uniprot_dc_x', 'dc_x',\n",
       "       'seq_length_x', 'chrom_x', 'gene_occurence_frequency_x', 'strand_y',\n",
       "       'gene_order_tss_y', 'gene_order_tes_y', 'Gene stable ID_y',\n",
       "       'Gene type_y', 'Uniprot_dc_y', 'dc_y', 'seq_length_y', 'chrom_y',\n",
       "       'gene_occurence_frequency_y', 'gene_freq'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 1003,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1037,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'seaborn' has no attribute 'plt'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1037-35d117d5bff9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'hi-c-rao'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m<=\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'exp'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tss_tss'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'plt'"
     ]
    }
   ],
   "source": [
    "sns.scatterplot(data=df_2_or[df_2_or['hi-c-rao']<=0 ], x='exp', y='tss_tss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f65cb217d90>"
      ]
     },
     "execution_count": 1286,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci='sd');\n",
    "ax.set(xlim=(0, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f6686369cd0>"
      ]
     },
     "execution_count": 1280,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci='sd');\n",
    "ax.set(xlim=(0, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1039,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1039-147cf34ad93a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"tss_tss\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"exp\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_2_or\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;31m#ax.set(xlim=(0, 100))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mlineplot\u001b[0;34m(x, y, hue, size, style, data, palette, hue_order, hue_norm, sizes, size_order, size_norm, dashes, markers, style_order, units, estimator, ci, n_boot, seed, sort, err_style, err_kws, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m   1135\u001b[0m         \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgca\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1136\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1137\u001b[0;31m     \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1138\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1139\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, ax, kws)\u001b[0m\n\u001b[1;32m    812\u001b[0m                     \u001b[0merr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"estimator must be None when specifying units\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    813\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 814\u001b[0;31m                 \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_ci\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munits\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    815\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    816\u001b[0m                 \u001b[0my_ci\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36maggregate\u001b[0;34m(self, vals, grouper, units)\u001b[0m\n\u001b[1;32m    755\u001b[0m                                columns=[\"low\", \"high\"]).stack()\n\u001b[1;32m    756\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 757\u001b[0;31m             \u001b[0mcis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrouped\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbootstrapped_cis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    758\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    759\u001b[0m         \u001b[0;31m# Unpack the CIs into \"wide\" format for plotting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/groupby/generic.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[1;32m    224\u001b[0m     )\n\u001b[1;32m    225\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 226\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    228\u001b[0m     @doc(\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[1;32m    857\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0moption_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"mode.chained_assignment\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    858\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 859\u001b[0;31m                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_python_apply_general\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_selected_obj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    860\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    861\u001b[0m                 \u001b[0;31m# gh-20949\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m_python_apply_general\u001b[0;34m(self, f, data)\u001b[0m\n\u001b[1;32m    890\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0mafter\u001b[0m \u001b[0mapplying\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    891\u001b[0m         \"\"\"\n\u001b[0;32m--> 892\u001b[0;31m         \u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmutated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    893\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    894\u001b[0m         return self._wrap_applied_output(\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/groupby/ops.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, f, data, axis)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[0;31m# group might be modified\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    212\u001b[0m             \u001b[0mgroup_axes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 213\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    214\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_is_indexed_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup_axes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    215\u001b[0m                 \u001b[0mmutated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mbootstrapped_cis\u001b[0;34m(vals)\u001b[0m\n\u001b[1;32m    736\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mnull_ci\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 738\u001b[0;31m             \u001b[0mboots\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbootstrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvals\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mseed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    739\u001b[0m             \u001b[0mcis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mci\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    740\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"low\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"high\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/algorithms.py\u001b[0m in \u001b[0;36mbootstrap\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     84\u001b[0m         \u001b[0mresampler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mintegers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m         \u001b[0msample\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresampler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m         \u001b[0mboot_dist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     87\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboot_dist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/seaborn/algorithms.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m         \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m    145\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0missubclass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbool_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    146\u001b[0m             \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'f8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 147\u001b[0;31m         \u001b[0;32melif\u001b[0m \u001b[0missubclass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    148\u001b[0m             \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'f4'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    149\u001b[0m             \u001b[0mis_float16_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot(x=\"tss_tss\", y=\"exp\", data=df_2_or);\n",
    "#ax.set(xlim=(0, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1041,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f65b286d050>]"
      ]
     },
     "execution_count": 1041,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df_2_or[\"tss_tss\"],df_2_or[\"exp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1049,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"tss_tss\", kind=\"line\", data=df_2_or, ci='sd');\n",
    "#ax.set(xlim=(0, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1060,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f66001c6b50>"
      ]
     },
     "execution_count": 1060,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"hi-c-rao\", x=\"tss_tss\", kind=\"line\", data=df_2_or, ci='sd');\n",
    "ax.set(xlim=(0, 0.02))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 774,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f5d31db1510>"
      ]
     },
     "execution_count": 774,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2FdpcQp4OF2zu9mXTwuCdxyMMpyxSILS75OKY567TD1g98851+rnEX5ADvezg6rqwKJd0QZtLiGNZF522mxtObazg4JxFua5ru/FcFKvoJQrZJSfcZrnBJ0ezzm32RylO58UFrehyuOpJv/sAvjX6/VsAPGxuJCJ/U0S+S0S+69VXX72wxRFy0xBsTaMf5T2fMbS7hFwsdg3Jp3XJtcWsMOeqthYRjNKzOcfaCvKCSb+ngTaXkKfHorsoLCssfuFrj/Clu13TJ8hNgXaXXBRZYdBLFBRWz3AO8p4irqgqLQzeXzGj+XCSXYnApuu2vuxVkKsKbS65DIzd3D32JhARvLffbtO12VwjRloYPBmlK7eb5RqzvD4SRMQnIOPnop/7SYJsDUWhdebYdpFps/RvZ0WQm+7E4yzXF6Z8dFlc9aTfZwH8GeX4bgCnIvLoshdFyE3EVeZd9irWZ5sSlIQQsg6bssFTP8tPQcGeMfqSG4u7+5Mz3RwV2qK4oK5CQghpQyAQ221HjVj8+K98gF/8+iNKAhFCLoxUn7HTzweptRUYKzhNi06/bJpqZPrybZqAajyEkKvFo9M5TmaXXxQRCDLIbTZdWznzvfsyjMha14VxqjFO9cLzTVserzdJsJBMK4xdSDK+83j8VJKlHx3OcDzNW1+zFihM92flrqHXO0ZxqUk/pdTfAfBFAH9QKXVfKfVnlVJ/Tin15/wm/y+AuwDeB/CTAP6bS1oqITeeYMOvUhVMF/aaG29CyM0iSNNtgtN5gZ5SLgh+jnXMcoP5GQLiqTZbIz1FCNlejJWlVcNSdsYs9w+nmYERwSTVmC2RViKEkKdlkulSvk37zj2lFJTqluo0PskXz/SzIkgL29lVUVi7sUDx0xDsMCGEXBWMlZXFFmflaextNYN68TVtZGM21FpBVtiV8V1ZojbUDLcKXEEx4OU9G/72LDM4nFRyotYK5sXTxQjSwuD+ybz1NdfptzomfN07/fqXeXAR+VMrXhcAf/6ClkMIWcUVcNTTwiArLF64Pejc7grc1xBCyEYJZm2eG8xyjU8/t3uu/RxNctza6WGSaVgR9FpHKC9ZgwCzwmCWG9zeWc+NzLVl0o8Q8sw5nuZIC4Nvffl26+sC6bRFoQt6OMtxOs/x8p2dZ7JOQsjNZjjNsdtPcGunB22l9MJEuhUYXNIPMAIYExKAzs/KCou9Qa/1fVZWdzxcCFIFkJVq9z33RymUAl791N4FL44QchPRRjbagZxpg48Pp/gD3/z8ud4vIpHkaN1OGmvPUbLbjrGCwrh79H5veSyg7aMJxcjWChLfpS4CKOU27im1UIiSaYM0GvdRWItc26f67AWCw1GOeW5wa6d+/bMiKFYk9ESwVmJwm7nq8p6EkCtCuLhcdtJvnhuczNtbuGtcgQQlIYRsCkFVNTgvDE5ma9jBFgpjMc4K7PScC3hWR1sgMEbOdPxMW3dzwMQfIeQZIiJl4m7xNfdvlxma+Jkls9zgaHI+G0sIIaswtupAKIwtQ7iC7o6T0OVnfWeK8R18qTaYF+22z73vahRfCQQW3ffoo7S4UlJ7hJDrjRXZ6FwgZ9+ffoetnX4bnItqRFAYJxPdxUdH04XnBG4dUn+ytO29RCFvSIeO0qIWCyiMuw4+zflYn3xskyk1XgK7K/4gcEnf6wyTfoSQtSjlPS95Up6bBbB6O3vJ6ySEkE0SO6zGCjJ9PhsX5lQppaCgzlwcIQIkicLxGQLiWWGwubpEQghpx4pgmrXLcgqcJJLukH+fpu69aWEwzvRTzRkhhJCYuweTUtLTdSA4r2g4zcteDoXuAinjZT2t75azUs0AbJu5dDjJkGkDa7tt30UhTreu0x+cFxaj+fIEJiGEbBJBt6zyWbEdUvKn82KlnKTA2fW2wlxtVstxrosx1VzYZbz5cIQ/9ZO/hbcfjetrlMXRI7FlV0q561O076AwFNDGotDdx1+FWCyVxS6LYzo+L2vXkwDdZpj0I4SszYaLYM6FlfWGrV6B+xpCyDXj4cn8UnXfgz/rNOrbA9urgtSx3j7U2ecCCIB+cjYpjNxYF8jqOFhaGAbYCSFPhbXAbEm3S/Bhu2IL08x1l0xzAwU3f4QQQjbBONWY+m5iYwWFtdDG4pPjGZ7fc2MrlFKdvpCxggTwSTwpZeAGSdKaKDuZ5UgLC23lSnQzrFO8O880xllBdQhCyIVg7eputzPtTwTFkv09Op3j8Wn7DLrAstmnodBjUyt1XXa289yDwtooXSz2dVLN8e/11xXqxSaTtJ70y41FbsxTJTFDorHtFAojENsdf7C4GtfGZwmTfoSQtQlV0pfJL37tEf6Xf/zuWtuyr4QQsklO5/mlVYPZyP7m2i51UN9+NO5MTLp9lK3bZ7aTYb7Auu8KN1KJUp1O9/4oxWhOOSdCyPkx4ip224LmXqS+s3Bs6rtwpplGAoVRSptECKmT6fMFKQtjS2l0AVBoi1Gqoa2g7yXXE6WQdyg5GCuACtJqTipT+3lMbcVg2vjEoDxdN8WmCPP8ln1+Ik6qVAQL86AIIeRZYLHZmX5iAb3Ejmsj+OR41mmPBe3JqiBluanmhsJYmFXjN5ZI4wvgpJobEYHmnsJ5FsYi03UpzzQ3fk7t+T97awUJ2mMMYVZj559WONOPEHLFmOWXI3dx2cm+wJc/PsaX7h6t3G6TF25CCAGAXG/2piBmHYfXopr/0laVl2uLaa7Xdp6bFdfrVFULnIzGugGvIroz6XpLbmyn/AYhhKxCvGTessIHQbcSxMTL42Xaot9TOJpmz2CVhJBt5t7RDLP87F3A2gpOZ9r/bJEb1+mnom16SpWdEblelHEzVqCgYKwLZIp1ycOeUq2+n5sB6Py7Yo1I8cOTeekLPjyZY7zhwgeJHm1ov16l3PxqQgh51ojdrLynk5S0rffVxrrZ0122VQQwUbHvwThDYaxL+J2jYHcZubHoKXR2+sUqQ/U1ull5tU6/lvcXvkj5aJItxA9SbX1R8LlPARZu7Eib36+tXZAYXXh/hxTrdYFJP0K2CG0s3no0uhQJtNDltykN6fMSKjZWwZl+hJAu2oIpq9DWQqzTpN+kzGdaGNw9mHRuI7ZKmi2TaZoXBvNcdyfPGi/F9vSDg0k582/p212R+dqFIC5AtXisJtp0D9omhNxsrBW898TNFFnmB1txdrq108/bn67gxiSrCutybZfOBySE3Fxct8LZ/RUrgnFWuISdT9alhUGiqrRfklT27bVPhvjKx0OXuPN2SxtbKieExF9hLHpJe9LPJdHctktU4WuczPIyOTgvzMa7A0MsYdnHV/gkaKIUphnn+hFCnj0Wm57pJ77goiXpJwK1pEgjRqKZfsfTHJm27j2yueaGQgt6KulMeoVjNQ8paJP3XOz6ywqDtx6N8ObDEV68tVNb+yzXGPSSp5P3FFlR9NIdOxZUUtnXFSb9CLkCDKc5Mr3aEx+lGuN0/S6OLg5GKU5nZ6veuwqm0A2bXWPDq7BYQshSLnt+2/3hDOMzBhQK3+l3OM42GoywImtVjQd/tNC2VaIuzTXScFOwBs3kXagi7F5E7Z+VxAH2rmVpK2U14FXiOt8EEHIRZNpspFsktpPvPRm3BimMWIigtShDAPQUOosiYjWNSabXmiFNCLlZuDlIZ3+f9QHIeWGcz2PFdRUnVUguUQqFEWjjEoKz3M07/uR4inFaoDAW/cR1RgRJusInAkMQNkZHQc917JmVqMDMPJuxHl2rKLwk3m4/oeQ7IeRCsL7DeGP7E4GW9n3aUqJ59T7CNtpaGG+PN6k4pI2Thu6KyYTjtUlgNtfTtrJ3n4xxOM7wynO7PsFXvTbPDXb6yVPFhIx1nX5t+3DjRboVPmxUGHNdYdKPkCvA0TTHfI2A78E4RVqcr7qwycm8wE/82vv4/77+aK3twxyoriNbK9gfpwvPj9JiY23TuV5PAs6KMPFHyBVFRPDO49GlJlTSwpy5s8zJRIjr+NvgWpYFqWPiVwu/jub6T1MNa7tlOmtWvCGzode46YnfLyI4GGedx9MmvKN7pp9Z0r142bx+7wQfHU6vvfQHIc+KcaqxPz67TGZaGJxGQV8BfGeLKxBosxYiQD9RrUUUrktZddqruLNvkmofAL96dokQcnnk5uxKEYCzX6EjQeATe9oiyvn5pJ9FYcQXZoWAqwtK5sYiSUKnn/PJCiNlt+DC3CURGP/eYh0Z+ei8zIZ9XSBSDlqy59y4Y+70Es5UJYRcCAInx7mx/QlaZ/IB3TPomu8PS9LWzWUNBRybcksLazHoJZ3zU8Oxpg2/WnzhibRsG3h+b4C9QQ8v3t6B8teouDglFLF0KXCsQiA1WewYbS2U6k6UCtyMxOs8YoRJP0I2jD1He3DQG17FwTjDTj/ZSCWCthb/z1cf4v/4wkdrbR+OuGom08FoMbCzP0ox25Auf6bXC9RfY7tNyNZjfHXzZRZVnfX41kqZFOuSBrVW8GS0WPzQuW9xCa+uxJLEFX9GYGTRQR3NCwx6am3HVaRuK+2SG5Tme2IeDGeYdMyaDU648kPJl2GstDrsl83pvMBHR1P8zkfHGE7zy14OIVtHoe1aahZNZrnB6az6zoWK4q75HCJAv5e0ViRDAKVWJP0iWxYCzte5+pcQUnE0yfDkdN65TSg6OKtZiH04l4hzPtws07VOv16ikGmLIkq4iThZT2OllPK0XvJT4CUxvUJo04cz3nc1dt1OvyqgvE6S8MyIeyxzNYPcad8Hoi9bFYQQcr14f3+ycA/v/MrNHSMo57TZOSOu+6yrokIgPqHmNgr230iY6bcZtHFJv67C42Xynk5mtF4Y1yzmGPQS7PZ7C/sMbxGpCl3Oi4ggSYC2U/jhX3gLX/lo2BkXseHe4hpfapj0I2TDPDiZYzgrkBZmre49IEi1dZtv62UteytalNfF2LPPUHJyJMsPvixoq213sPcsGLve6FqGaAi5uugygXZ539SzzmRxQ7ldUYfusEOFtTg4Y1eL+Pd1VbqJVB18hbFIsBiMDtr4nZ1+jZfizyDMLFy1VoHrmBFx14UuCaZcB9mp7qpGbeyVS/qFz/fTd3bRTxK89skQbz48XTn3kBBSMS/Mubp4g60tf/f/Cx3XrcEU30nTLu/pAgNdN/9xJfM4dQlA5vwIuRloX5DWhRXArCOF3vI+wPlPVqrugtwn8QI9L1MW+xlWXJee8QnHnlKAlyruKeVnRFXb1o9bqVOs07lsLWqB5k13Oq/qUpkXBoMoCUp/ixCyKawVTNJicT7dCpWcs6J9YUjrTD/rC9BWdPpZqa4bxvgOP+te3MRag4/dT1R7oZynvHY11iuQMvEXPQmF1Uj0b+Llqs+LXZI4FBF85eMh3t+fdl+vw2d8jTtGmPQjZMNk2mCeaxxPchxO1gv8hnbt5n7irgKn6+zc8FXzSJZ1mdwfzkqDqG1VMbIOIoK/8gtv4edee9B5Hm0zmcKFahNou/pCJ17a8/qabkK2G2Nlo3bhPGTanOn4wdl2sksdzrE9+7xCsZVN7lwDqqSfUqo1cLJOxVz8tviQ6yRig9MfrkdW0CndlxYGPaVcgKtL3lOktUrvMon/HnuDHl59bhfH0xy//eERHg7nG71BJOQq4ebZbea/71Sbc0n3WFkMwoSCtWVlFxbLAxhB3rPrvOa5wXO7fQDAONNODvQaBwIIIRXa2M7gJ+ALXFvu25cRChDi7a0PtirlCxWSephUwckLh2clHFc7VYgk8UFh4/YRuiVCMVaMlbpPusoUx0k5YzZ/L90l7Qm4OEa/V30eaXHFHENCyNZipL3o2Ml7ns/aTTJdmwcN+CLaJfe9VlwxbJcvKvDynv79Fu5aYp0ju2Lg0nqE4/cShWKdTr/mGsXvI3pBsJ7amvVF1D//uw/w1z/3dufxuwifT+h+jwlS0ak2MB2Fh1aclHbXNtsOk36EbBgrrlJ4kq8fMDFmcZ7TONW4N5zV9hvo6obIClubgRLz6DTFyawoj2mii94003h8ulySTuBkzo46EpnGtM9k2mRHzzqJAsZnCLnaaCtOumjN72phLD48mGzs+MZLHZ0laROk5cJ7l639PMOgBU7qqasbJlTUiZf2SNRiAYj459uKL75q8pEAACAASURBVKr9oKwIL/frMWvY6kWnX3A6K5YmGnNjywBO18fiZvpdreCOuxGoPiylFF64tYNP7Q7wzv4Ir90bYsyZM+SaEH//7h/POjt4z0JaWOhz3NCHIExaGNw9mJQzTrpmj4pdHsAItq/Lxs0yjZduD6AA/92+3OIUQsjTk2mD/TVk19eZLWxFYE33vaa1guNpDmsFX39w4mZIN5J+XR10Aicv3EuScv6R9fP8CmPL+X06BGMt/HOLvqkVQaGlnKcU5qIu83/j7pRnob6wVCrOM88N+j4JOkgSnM4pq04I2Qyh4aFpfuwZYwIxB+MUk7Se9Atd1W33zOEevutwImF+X/V7Yay/728v+j0rxie7FFxSsWst7t+W1xo+srXVtaaL8JYHJ3N8fDQ990y/sB+FxYLrUDCSFmsUHrbEVK4TTPoRsmG0tZhkGpNMr+0sG2sXbjImqcbJLK91VTjDrFZWKyybnZIVBo/8rAJj3YUjLLEwFpOO4GUIeFtxgaG2C6ORdnnPwmxuELiR5cGeGDco/Poab0K2mTAfb1XQpOxMNoLDaXYuh9xawb3jWe05bS2sDx6vi/GBZu2DQsuq7EIVYbA/945nK5OAIkHes3uQdllV52kLRgdpqFXHA7BQFR7Ocb33VjclUK5wpI2sqAJUXZWJIZkamGQaH2ww0Xse3Oe7uOZ+L8Erd/ZgjODLHx3j/f0J586Qreedx+PSxk4zg0nm/NBmBXMXw2m+8F3IClMGpwNr2XKp7GnwkQ1CwUa7PTEiS21gWTEtyyXuZoXB3k4Pt3d7mKS67GYmhFx9ppleuAfWxuLr90/x7v546fsOJ5m/b19dtBWCxvG9eDNgPCsM7g1nyI3FcFrgwXBedhqj9OVc4LctPJrASRT3E1d2FLonnNKEuK4+3ymSQMFgubxnCBaLL2KyIhilGg9O2mcXWh+oLqXsN2z/rCzv9rNeXrXfcyHKnX6CUbr+9YcQQrpwHdItMsg4+/zmYPNnmVl4r7bW3WM3XNHyHnpFp59bUxVrCPGH0JX2tHZZRPCXf/4NvPVoVP6+dB1R4rG2DwSp6nhb6ZT3/Nnf+hjvPB77OK0bcZWvMeZq6Xn4f5NELcR05j4usWrEQPg7Xuf53Uz6EbJhjHWVwrNMrz0QNujtx5zOC+S6mi0Q7OyyYMY4LXA6L2CkfR5BcN6Pp7kzrr4bxUZBkKakSbPrIiT+DiYZjmeLlXfNoG38/MY6/fz+O2dWobpBIoRcPfQa8p7DWV4m64wI5rlFuqSgoYvcWBxP6/Yq2KqzzJkKEssmJCM7Ok3iTsDRfHkXXLxv0yLvmRYmKvzwNyWRQ920gwIv79mZPKzeH8tZWG+nVxVLhBuQOB3WV2rhMw5k2s2rUViU3ghY/3nFn1OhLe4PZ5c6z2XVDNnbO328fGcX94cz/PaHx/i2/+EXP3NhiyNkg4i4LpJQ6VoYg5N5gY+PZphm638H7w9nmEXbi/dJY3/SWMHbj0cr92WslPJGRqwvfPDzqSKVitiuiDg/2aywZctcyHlusNfv4VO7fUwyJ6/HTj9CtoP39ycYzetJonnhChgKI0t9sdN5gbRwgdsu/wkIBbD1+/b9cVpTyym0xTjVKIxFLwHuD+c+IOkSdtpYWPEy7S3HGPQSzHNTyn6KL4AIxWG9RLkuEl90JSJ+dnLdXoWuksJYhPRhKB5rK3oTCTa33vG3Sdq6XwLNz36nn2CaahbxEkI2gon8yZiyiPUMfHI8w+m8wLwwC11i2ksvt81YBbDStwyFF2ETEUGhXdOFgurszAvbdyWxjBX8/a/cx1/73DsrO/PCGpq7+/JHx3h8Oq/ZZwGWDvUTEfzdL9/DVz4e+sIPp0zUvEc4C+EzTPyMxHgtMx8/SPPuomoLV2hjnkFn+1WBST9CNoyxbh5Aqu3axsPIoqM7yTR6ieuSAGKjtpicA4CDcYbTWQ5jpFXWyIqTNVJw7w8Of7gguIBPZSi1sXj7UVUVacvt6gHtmKww5UUqZpOVgmG9bS3Y+6PUB495c0DIVUYbu1L2d14YjHz3sbFO4u08sz3KJF3juWWdycuwAoh1c0uDs9p6vEZBRbGG/QvVcs2CjY8Op5jlptzI2qo7W1CvShNxNxiJUij06qIIwF0Tgi0NtnvlTc/CjRJwZ7ePgyVz/XLtAldKLe+sDJXl8fkYX42+7mzcZ4GV1QPJE6Xw6Tu72Ov3AOC7LmBZhGwcK/UCLdehkuFwmp3JpxqlBTJTJf2C1HDcXWesLEjat69JYFEv4rLebw3vfjxKMY8KA0p7JotVu/FvIu2+4iw32BskeG6vj7GvEubsTkKuPtPMzbTXxuJ0VuBw7JJwobhLYdHHCmRefnMteU8bCrWq545nea0oLdMGaWEwz41Pxnn5cqXKOX5dZmXQV5gVBoNeUib1RKSMCYTzcT6KC3aGrsG6nXNPuNP2fpbfV1uMouzAkyq5uYnZUTHuvNv94qY0vQvkLv+7EULIWQjxz6b9sS0+Yxux3zjJNOa5dkm/hU6/qrO69n7/7yqpeVfkFhXmSpB3DjNdu9f6o//0PfyJH//N5ftf8TvgOuAzHUtT17f6K7/wJn7pG09q1zKXlGxnXpiFGbOFjwel5nwFvvHHEIpVAkGlZFasUN8TpxCyzn3JtsKkHyErKIw9kxEwJsy2s2WAM9MG7++Pl1YxGGvLIO0oLXD/eFZq9s8LH3SQqouj7YZklBa+ArC9kjFO1IUul2anX5wsTLXFrKiqJY1UycfypqBB7rtfFi+km5vVFAI6bRfmJ6Os/MzjIBEh5GqRaVtWIC9jlruACeCLErRdKiHZhTaykAQrZ5qcwUa4pJrrtDbomofiXguvWtudSAuVfIlSC7JUma6uI6X9jqqkm0sQAZKkezZgTCwvIj7AvkryVMr/CwEiX5VemIWuvBDYSpRywZulnxnKpGApwWcFt/o93DueXVrQPf47rmKnnwDAk2e4HEKeGa5zxRUVWP+9FVGYpnpte1IYi3lhkeaVHXASR45SqUHau0wW11R1AYfgs/MnpXxeGt/RMNtKYdGWBRuq/CyV+8M5JtliV9CtQQ+f2htgmlHek5Bt4XCcoTAWmbaYZEUpCxkX1WZLlANSbWGMLHTA5dri3cd1WdDyPjTSbRtOi1qsYJYbaGMxzV0xrJs3JJEf6faRLAmPDnoJIPAdfZUcaD3p55KJYZvQrRHLybmcn5TddaG7pKuLz/r3lPOkNmz/ypl+La8V2rZ8InKpig+EkOuDtWGmX9M/XF30aq3gGw9Py5hmYSyGswK5Wewkc7PtFv3HIH/pEoIdB4vu+d363L29sYKeWj3T78FwjnvDeVk8vXAuzWRky/5OpjkybWux4phcWz/Cqf7Css7BMPewLJ6WKmY9O0d8B6jHo0NBTSAUis9yg65QvoWTB13V5b/NMOlHyAqGs3yt4d8B6x36WFs4LSze35/grcej1sqMuLpknhu87W8wdnq98qYlvC9RaqHTT0QwmhfQxl2A3LyT+nHcRaYa4h0qGsNmAkEeVVnM83pXTbCDIQhT27cVTDON3MTq0xXLZD/PQzh224VZ2+r4yxKThJDLJ8z57KpUm2S6lFsy1gU2TubL54423/ulu0f4YH8CbS0KW59D6uyROlOnn/EOfG5sKX/UhrUCLXGn3/KZpqfzAveHM4gI+olCVtha0YbTofcSz6jkRZV7oiHj5G4iVst7Vj8rxAUdvkpuha2Oh3THNlYECwH0OODfFoQv9ylSzv0Lm2TaYqefIC3s0puWZ42JrpuEXGcqn7AKeisF3Br017aTuXbzqSfRDMC4cyMOXqwjJVx2mUhln4xURRtum/p1RLpmW5XVCu614C/HzAuDvUEPz+/1S3tGeU9Crj4n8wK3d/quw64wZRIuzBVOoBaSR/PclLJp2ob5oZW909ZiOM/rKgTeB6t8FVegljWSfiLAeF6gpxTgC6wUnGJPsKkv3h7gpds7C+eSKIVveel2+XtI3mmpuiiCbUxU7Lephl/oirksUNrFIJncZtaDXx4Sjc15VJsgnhnYJNwbxCilapLRhBByXoyIn+lXfz4UOTTtkrWC05m7Bx2nGofjvLT1xoobrWQW7akuk3NtyTXX8d09qkhKueZQtJEbi7Rw6jmrYpxB3nNZ0V7T/La5ubmRWryjeS5FS9dkVwgh+NRxvDbcI4Ri8LPiYh/hl/r1L6iAzHOztPnk7sEEP/K5d6CN7VRJ2naY9CNkBcbImeZIGd8i3FdJacy1sdgb9HAwznDveF62GwPe4Es1P08bpzO92++5AdY+yG29UYu7OB6ezMobjayQUrbTyGJw1RlBZ2B1NLelNI6+giQY3NN5XgvK1LtBpFaiN8k1Pj6eotCLjnx5ftF6Mm1qn8FZCPtpBmqC5FO4USGEPHtEBB/sj8/sqOXalrI9y5j5LovCWFhxlc+TNZM/WWEwTgscTTIvY1wPJLgkItaeuwo4G5wkClr7Cmi4YoeFRFfkJIfAyrKgsTYWaeHW1ksUxqnGV++d1M4jtp1V0YUrLGl2dQuqeTHr4Lrvqvc2bXX75xCqFKtEIwDs9Xs4bEh8xjcbScfQ8rhIo0yWGoueUtgb9PDgZL7W+Wwa1+nHCwq5WqQtXbXL+PBwuuBvTTKNx6f175RIJXscvuMv3d7B7Z3eWl15gLPrvURhnkVBcx/EDfYC8EEXn8jbH6dLrx+hMC10nQhcEDqWhm7a1tJXRYstK4MDUYFBtIn2yh63BgmevzUoZxlS3pOQi+dokuGkZX48gFYFnnnh5nG6e2JbBmYzbdBPFAb9BOO0bgvvHc/8vD9XsBDk2QNWXMAwtqGhWy8k7ua5gaCusjPLNAa9BLmx6Ceuay+8HissKK+CsIqgINFUHxC/D1v+Xu9WCbY33IsLIgn6Ft8mdLuEYHOsLLEpuu7TZ7lxn1fEoJdcWuEXIeR6YUWgZTHBVCW26tuHGCfg/NVpXhWUuM5yA2MXC8hCsfKCzLwA8MVpi69JfTtpKrVZjNMCu/3eSgWKcvbsknhA3XduOMOekJxb1p0dmkxs7Zq5XN4zxEtCpx9QjaxKC3tuVQ0VlcLE5xXGo2grpXJUk9fvneD1eyc4GGcorrGvz6QfISsoTL3zYpXUp7GCl27v4MXbgzLgUHjZy5dv7+Lu4QSvfTwsDbsAsJDS0GgruLXTw3O7fQx6CrNcV7NHVL3T72iSI9eu6sP6G47Cui6UtkBIeKaIDHT4twr2uG1OZ7pm3ask4eIF0RhXBZNrs3DZCOcXX9jGqcbRuP1GbhWlPFTjzxCq08vgsbRdvgghTc6bgAecs3YwyTvnbQynOe4dz2rPZcainyxq3QeCPHJPqVJaop8427dOgrEwFoMkwVwbpLlxlc7R+wpj0UuSMw1tFgnDs6W0g9NMY9zoPiwr2CTqaFlyGBO6TYxg0EswzorSKQ5dNyG4H4I2QZakKfUcfur5LvNln1MthKPigo4q8N+FDVGk8B6/v1s7PRxO8tpx46B72w1OtU8pE4gmuhYmicKdnR72R9mlyDtpI0vltwi5LA7GGY5aZl02b+7TwuDjo+nCze4s1wtd067Tz3VE68hf7ErWN8m0cX5rLA0f3hvtJ3QVigienGYLc5ziNYUCinBqztezUZC74XNGRQnNZJ2gXhUsUk/qz7yN2R308MKtAaa5LoMuhJCL5XRelIWvMZk2ePPRae05EUGmDXb6CQpfTBWkPNPCFSPs9BIMZwW+fv+k9FPmhS47lLW3f8E+Ae67P/edg4Hc+6/BJo1TjUGSINMW89zg/vEMqTbY7bvn+j03aU+Hgi2FMwUXQ8GEs3WLAdVENYpto10HlZ/668vllYONDF0iguVS9udFGv/GzAqNflI/w91+srbKByGEdGG8PHxLTRiAxfjpLNOlD/1klOL2Tq8cxVEY6+ORi36ysbam+hYI+3fxhIpRWuD+sFGMp+rxWyvALLcY9NXKLmzrfddl15r4NMe+yLqJtlWBXvM97hzd66ZxfVlWxxJ3+oX7/hBjz/Vi4nQdRABRVUy9Lu9ZXbfHS+RDw99nXpjW8VjXBSb9CFlBbizyaN7eBweTzu2NtVCqHihJC4t+L0EvUfj0nV3feVIFP+LODDfLz+1Lec1mF/RGOfdJ+8D3ONWw4qoX+kpBa9ea3KxUdMdxNwYJFPLCIDQvhs2M70gJVRuTTPvh4eG8qvWGKsCAtoJpbpDqxZl+Ydt4PSKVtMlZCRdL07jyGJGFrgx2/BHSTVoYfHgwfYr3W0xzvSA5HHMwyRZu2KtOv/Yvadif+G1z7ZxnZzsW3zPJdG0eXrC5Iu61phxnpl3QZt1ZVYBLAAWpjtAF3RY8KaytdaeERxuFdkO5Q4f4Nz9/y523t+HG2/9AcJIBZ8+7HNR1fOdEoaz2Dgm8VU53CKoDdXkRl2y0ZWUdUHX5AKuTfn7v5c/uv5FQCe8SHReN9jdt5GZirWA4PV+B0rNknBW1IDTgbPkbD09rAdrDSYbRvKh9JwEgzc3CcyGxFgIFpSyvwso5F9aKO1ZaYJAkLtAQ+7Q+6FzKe9oqkGGsXWofg00SVBJHFlJ2U5fbxD4nvO8MlDOuPzyclut0r4U5gfX3hutBP1F44dYAIu5zvc6BAEKuKqn295UNZpnBONU1fyL3Kjm9xEl4ptqUfmRWuG67Qc+pIxxO87LQYJ67jkAt1Tw/I9HcOX9vHOTdgMoXDEVjx9Mct3Z60NZikmm8/XhcqlOkOkixwStOuCScNsu7IZoE+1f+gvqPwd5Vz9fvg8Px46C2dBSjhXnXVhbl3DaB9S3WbbueZyFJWjHoJUiL5fJshBCyLm3jRcLPbTP4jibuehEK4nZ6iYsrRI0SvUZyL7zWVjQXbLG7J47HKEktliJwiZrmWuGvIat6sM/S6Xc8zVttvdZVrKP5HsDdIzdHSsWbHIwz/ODfex2PT92YrNBpr03UiBIl/c4jpf/R0QT/7K39MjYRf9xxwWOzQDsQx+qLFY092wyTfoREPDqZ40sfHGIcyUgYWwUCTmfFUqMB1I18EhnzzEsexcSzTQDv1PuKieYA1HiIai9RMCJOvkSbci5Jv5eg8N16iVpMilnfBZf4bpmQdCvnotgqOO0uOlXVRHgdqILOsYHXxlVUWt/K3rzhaOs8XFcuqklcfVk/P98B0wjiEEKWUxiL6RLJg3XICoNpqls7oIfTDIfjFAfjDPNGhVXhK6WXfVdz7WbB9ZTCPHfBnUQ5AYe2RN2D4QyjeXWMoHkPoDy/2AZpK75S+wxJPxu6E6OgiF0Mijj/NcjSVR17bYSEn4jUJJ6sVF0uwWmN5ZsAXwAS3TAsrmPJuQlqwaZwPxAC4et0+in/t7CNfQFoXD+rfbn1Lkv6+Wp2VA57bmz5mXxqb4AHw4uX+MyjIhxy85jmGh8cTp5J4DPT508mzTKzUGgxzTT2R1mtmvXJaYYXbu1g2rC/01wjbyQNQwFDmKEaztgFLbrX89ajEV7/5AQPhnMMeq43tkr6uY5dBZRB5iAhGo65zD5Wku2+4w9VN3LwRZuBj+Cbhk4/bQSzaDZf/HW2jah3LLn3wq0BACcPdF5/lRByfuaZbVWiOJnnSHOnwhP8jZDEC8HXwqtFWCtl4k0phZdu7yBBVXiaG4OpLwwL9q8XBWqNFez0FY6meWlbnFKEgjF+3tO8wN6gBxHXFRI65HqJQpqbsnMtrFGtKNhaQOr+a5ns8/8myh1XG+u7+hpvj55IoGBMvZu7vq3zNZ0/2C1Pf16aI0Ji5oVekPcMtCWACSHkLATFoNisRXWnjRimYDjLYaWKww56CaaZKa8RtwZOnS2Ou4bX4vmtgdgPrXdluy7E+NiA8upB4b7bl9yucV8afOVlKjnxsY8n7cWN4djdEvz1rkm3arfAtx6N8N7+BP/4zccAUN6LxMps8Uy/81xrfvSfvIf/84sf42sPTgGoWnw6Lo5sjmKpztFtP8vNUtWR6wCTfoREfHw0xSy32B9VHQWFsciNMxr746yzoyW2VUpVweG0MDW5ini2SZDeUMol8wpdDzIKXAC8eXEKs/ysuCpspxttobV1x25pJxe4C1CmK8nSqnqjklxqM7oLMwAjwjps49zK40o9ySdYLi2yini2YPP84lkHIVBECFmONuL16N1svthuPDmdLwSLm4zSAv0kKYOqMadzjTcejpBri7l2RQGZ/9daoGv2XFY4qeB+L/GOmLOLgvYu4XGqMY+CQ6mubK7rNqvbAtfplywUR3QR5CZD1VuY69c8hcLb63i7ZUdx0iCL+widflB1Sekg8QkJMw7b/z4uIbf83MJLSXStCA74OjP9/vrn3sZPf/FDSOPcbg162I868jLt5vIFln3eZZUlKhuvo2KZUDG/Sl5702gjC0U45OaQaYuTWYG0ePr/7ua5qfkkj0/SVonOVYi4WaLN78JwlkNbKedqigimeYHbO71yNl1glrnulqYknPVzTpqdfqs6LA4nGb7p+T3c2Rlgb+BuLeOZJ4nX24z9SBP5hstMjkV9vpR7ezW/2Z0nagFk6wvfVCQNrUORHVBJEyMEHervBVyn34u3dwC4oAHlPQm5eOaFWbC9aWFwNMkhyiX2PtifIGv4BvElO/cjOpqFt6Fzw1hnT61Y37VgG/fozv+Y5wbv7U/w5HReFtoaazEvTKnYo6AwSgs8vzfAK3f2sNNPsNvvlcHaYEeVwkppthil2lUpgozxbr+HH/ncO/gHr91fsNe1uIQ/dkhutib94DsAJSo+i16fZhr743TpWh+ezFcmNMX64ubGAkKnZfNvFbgMiXdCyPXCWKCnktZCCqBuM9PClgUSwX8No5fC73d2+27Gnq3700AVC44Jtj9RTqLzcJLhyem89IvjNSX+WhF839ApDqyeNW190cay8Sux/+86/eqvf+nuEX70n77rpTjr5xUIMWPd6FgMfvYTf634tXcPICKVvKcfe2WtlN11rpGl85Ra+eYX9gAAP/tbn8CKrX2Gsf8wy03rZxaul/PCwLTMerwuMOlHthoReap5VM19ZcbipdsDPDpNS8OgrbthyLWrKAyVg200g6yhTTyLuk6AuuawK+QQQCppkbjjo58krgoxjk6Iq1hIdQjQuI4YK1Vngraupfv9/TGA6mKllHK6yVGyL5ynFbddmDugUF0Uym4QaUiNwB1zb9DzhrvurIdAcu2zkTNWOUaU1ZfNrhaRsnrcHeJ6Gm1yPXmWQcVZrpd+3wrrgr+5ttgf526GkefRaHVQepRq3NntY9Jih50cj2Cn72Q2j2c5PtiflJ3EbXKPw2nu5uRlGju9BP1EIdXGySwu6fQLjmQsVxdmuCignA1Ym+nn56zEwZEQAFpGqAB3vrfraLZWYBrRG5ccrKTjuiqlc23LfdQ7UJxN6yeqlC0NCTZjXSJqp5/UBorXblqw/L8pQdVNrqJAfHh+VaWdFcHXH5zin719sGBlbw16GE6LSC6juvYlLcUo8flWBRvup6JxLQRcMvcicdfjCz0kuUJMUjfLo+lnjtPiTDZbRPDVeyf48HCKSaZhrWBaaIxSjeOWmafWCt5/Mm7dV6ZdECL3N7OzXOOtRyMcTXK8+twuHp3OoY1FbpxP5+xEUbuRnRe6lPGM12it882cXay+t13nGif+b+34ALdSZYdy4W23RMezIrCmkpMPzwd7WH0OKCuyg50VQc3Pa96gizg71lNOyi+WN7JRMlNksTgsFDwkicKLvtNvmulzy9ETQs6Hux92ijbhOzrJNH7r7hFOZgV2e4mbtZe7eXy5NpUPJVWCqy3gKXB2zt03ug6yMCM5FAYEv8glARU+fWcHT05TfP3hCKNUl6o7sc8scKMugjxlohS+6fk9/3OQTVbOF4Ks166BqmvZ5cmqOcP+rh69RGE4K3A4yWuFU0BlKxPvuypvF8NM1YXPJhRT+P3Y6DnABUbb5iwGRvNipWy+W8fifXrhOxXb6CfLi9wIIWRdCmPRrDlozjwNxKpsoRiu33OzWmOJ5mY8IxSCtHX6BbsX5D0LbZGbxVEgIlWRhvjuaGMFu76wbpVXGva3POlX/Xw8W+z0+/V3D/A7Hw0xz0xUZBf757HiUf38wucSmmj2xxnefjwuk36FkbLLL7z1vPKe4VhvPhphnOnaPuKxLy6p15b0c8+5WPt6o1G2ESb9yFYzzU05q+NpCfMA+r3E6fLnle5wqAQMhqVToqzmr7oAapAWqZ5VUaC1inaGTrt4H4Oewjir5O0AF5B4PJqj5+cCaD9HEEA5GypoQwfJO2PCzYZPkJlwQ1Nd0FzQJ7xWd8erIEvduAPupurOTg+DnlOfXjD+CjCNWO25O/2kvu7yOLa68IQHIdvA/ijFBwftAd5N8NajER6dtEsjprlLzKWFkzgaRxKZk1TXurYAF2C+7wPUIoJpqnF7p4eZ7yRJi6qSKtUGL9wa4Pk9Fzw9meY4muSlA6pa5B4PJxmOpzlGqcbAz0F1lXaVbdW+YzBU/WZ+Ll5I+om4AFA/UegnSW0eYCD3ld+hGxsATuYFHvrPKS0MPtivz28tIjurFErnsGlrtLe1CEk/kaX2qLC27HiJE1whoRgKOEJVdugeLG80UNesR/T8sq66OKiuIimMsN/VM/2in239mhfmZQXHPo+69cLNS+uaoutL2elnbeO6efGV3iHZTG4mQbbtdF64OSAiyLXF65+c4Mlpe7eD9f5ijJt5bPDJ8Qy/8+Gx60zOLMZzjeE0L+1OINMWw3nemiQPsrchAT7N3FzWcaaxN+hBW8HjUVra2SQqCANcVWsoLou/j6GrI0jjVcn65d/btDCttm2QJKXMaKEraeayiMwHOEKxVnj+wXBWzvwAoqBz8CsldHtHqg6ovNU4AZkkygcRIj8X9flXzR7w8Hn3lMKLt33SL9egqhwhF0tIALlCBO9TFq4T4OU7XdX0SAAAIABJREFUOxA4meNUayfhmxv0vCxkaRvEFd02r+AKCoV2ia8QSE0SVclvorIZhXH3sEopvHRnBy/sDTCaF6UE6Gju5piG9xXG+nvhOsHehu48kfakWxtKwXUri7uXDnOGJfr/kCRt+tWlrRPnl4Z1d/mlrljNy86jHugtfLB7GSGY24Xz9xZlSPMWVY7ATi/BaUeykRByvcm1xfEGZmyH+7pmp1/wDWv3uFLFZE3t3tn7v/73xKu1GSulOluzaSIQilwVXOLOFdp55YtY3hPV7L5QzPaZT+3h9k7fXdNWFui642RL5T2r97/zeLxgeUfeF5/lpnaPHtBR7MDWPrMqLrA/TvH7XryFnV6CX3v3oNbpJ1JXMsqMXVoY3EURvScvpCaRGhdsptF5xITzqKRHr6fDz6Qf2Wq0sbUAQZMQpImZ5Rr3h7OWbevbBcNb+GrpVJvKSC8LporULaJI+f564FCiQGsIWriftakHGQe9BPNMO6Pkn37h1gBHk9wHeCyMl8oLWv6Jr+TLtfVBmdBBGLot6sYaqCoQQ7dhHFBxr1eV0tIw8HlhsdNP8Mpzu/499UBS/P6wz/MYdnf8+r+BskNRogDQuY5AyLNlluuy80BE8OHhFMfT+s1s9hQdTbETNcs1TucFPjmelQ7r4Titklvawootu+mOfLVX7rtJJpmurWU4zXHfz1Y7mbnO591+Up7TV++d4P2DsZc1ridtjmcu4TfNdClb0Uww5dpiOHPdfjt91+mX6yDv6Wxcrg1e/+QEX7x7hINx6qU6K+cuyMUppdDvqQUpYwC1oHZlo6R0jqeZxpNRWrt+mCjBpXznStPZdduFhKL4Lufl8nihqMSGiwtQ2vGQ6HPdijbqsq6vY+Rn2jQvS102tq06MVw7Vtnm2iUOi4GjRCmc+v+OslryYHkXYVMWJZbvC/STpJaUvgi0WS41Ra4/41Tj+b0+7g9n+I33DvGFD47w/v4Emba4ezRp/V6PU413noxqtmM0K6AAfPrOru8+MZgXGpO8wHCaO+WGwnXtHk0ypL6DxYrgrUenmOcGj0/mmOUaWWFLFQljBafzHM/fGuBlL0f5wt4AHx1OkTaKAUISMDdevg7SSPpJOWsqi2Tml0nLTTKN955MWr/Tg74qv6suoF51mABV5XLo8gvLaFbium3ggt3enjZtVBykiZcSri8iUq4/vK4Q/ND6usPfM1EusQDAz265nkEAQq4qhU8AJapShpllGv1EYdBLkCiFSaYxLywKazHPDQa+wy58vxVcwUXTQvUThamfFd3vuZlJwc8K3tE4LfBgOKsV3ALA3qCHOzt97A6cPNy8sGVnn8ArQrT4DCEoHBKIbn1rdvqVNk9hd9ADRPCTv363Fsx1qkTu86p3i1QFY+7Yblsj9Xv1mKDOE+ICgJN/O546H75bEcMu+MQL+xc4haMGRUd1xU4/wTgtFmI6hJDto+0+s62AtfZ6YfDo1MUfRKS89+18T24wbCQKtZ8zHZs/Z1bqcdHyGXE20DT8znjGqFLunE5mOZ6MnFQnlPJKGYsz/dx7qpirEds6iiRJoqaJ6KW4eG0ZpWrOkvhDOJ07uz289skQR5Osft/iP98QR473CVTJMVe8F6kmRQt7Msrwba/cwb/x7S/jN94/xOms8O91ZxoX8mbF6mtHG/F1ozD1WenzPPq5MAs+P1DFp6e59l31Z1/DNsCkH9lqcmMxjwLoMSKCtx6NcDJrBNMLu/Ac4IxG7H4HYxbmkUwzXcpjNKueH5+mZdXCwhr1olxFuDEAIuPvnzNSv8FIlELhq/LKTj+l8M3P38KtnR6M9fIjruwDyr+ea9fpFyqdXTu7KoPR4RzCmp3UiDfeXs4kdLPE24n46ujoZHNjanOb4s8hrDsO5Fh7vpl+1lZ61wvynlbcPJoo4cd7A3LVmOUaX/l4iLuHrovsdF5gXmgvhelsTloYvPbxCUY+6BCcomVyPDEnsxyvfTIsnZ6jSY5+kkB7Z3SSaXz1/mk5k2OeG9c1UjiJ3uE0L2fvBaaZ66qbZBoHkwyT3M2T+vhoittezs1Y4N0nY8wKjfvDFKO5LrvtAN+RVhgo5dbY8xJwTTOQG5f0sz7QErYJHWNJojBK3ef1wt4Abz4cYTjNy+pmbeqSG7v9Hm4NemUQCKhkPIM9jaXiQjfMyazALDe1Ga6mrA5EOV/Qemc3yD8DrupMqTghuCgbmmsnWxUCKHV5zyBnFznXvgrQdRZWc+b2+r3Wysf4GtMkvqGpJeLE32Cs+G8sTiaINAWdgds71Vy/rKiuDW1yroEyuCSh22jxmr7TT9a6ydskhbFrhuXINjPPzcKNsSt8sLi94+Z1fPrODm4NengySvHKc7vQRvBRpDTx5DTFg+Ec80Jjf5SXnW4AcDBJcWvQB+C64ML8PYjCJNdeni3HW49GeOvRqJzZZ0QwnLrrwFuPx3jr0QgPTuZlZ4m2FqNUY7eflN0l/V6Cwgj2x1lp4/qJwn1f+BHm+ynUixGCr6aNlHOigZA8W/w+Hk+ysoCjOfdyp5dg4iVFQ8GGK0Zz3/8goxd83mAXmvPzrA9MB38u2JtYcklaulrcupXrpLZVN2HoZg5B8CAdGgjrS6KZftPMrJSrIxfLRc92JRdP/J0LP5+mrhgMcDYtFEoU2mKS6dIGCoAE7n79eJqhn9TDXf2eQlbUx1z0ksTPTHb25nRe4GiaVzNJI56/NSh9wVl0XGDRHwokCWCNs5VVYm59u1J4BZ4Xbg3wyXCOz371Id7bn0QKEM6eN/3qkPwMxccu6ddu04HqvtlYKWXwnA/uZD3TwnTKyuk17lNC12Fzq7Z4SaCXOB8/XxLAJoRsB6O0wN0Wlbb39yed13YRKRs9hrMC33gwWmlr5oXBSaNDuDC27Hgu9+1lJBJVT1qFZKCCqjVEKFXvIg8y+EYEua4XWjRNbbOT0FjxsdxGsasAQTFOBJBGocSqMGrZra7bR5eEz+57/+BnIAJ8/r3D2uvjstNPl8eKd1M2j1ipzah11xy37v1xim/61C6+5w+8itN5gW88Grn3eun9WHp0np9vfnYcTy5MPb4cjxiZLev0K+U9XYHQqhjItsKkH9lq0tyUya0mo7nG/eF8oXJEW8EkdTPyTiINY1dV6EiUk/4IjrRSCuNUY5A4JX3TCADsj9NymHeTZXIVwSZVQVNVJsPi+IlzdOuB7PC8k+p0r4WEpMBJE2lrnXSfrWYF9nzgpTbjJNz0WHeTZIyUAfb4dGpJysbpxF0zzdsYkcWOHpHFuVzrIKiqgxbkPUVq8p7s8yNXiXcej5AWBu89mSCBwv1hitN5gXvHM+z2XTB47pN7J7McJ/Mcv/vJEG89GuPLHx3jZJbjq/dPygTPwTjF/qguL2et4I0HLmAcZDbvD2d4brePnV6C42mO/VGKQTQbIysM+klSJhatuBklsTTcPNc4mmT42r0TnHpZo/1xiuGswO0dt/aXbu/g0WmK53d30FPAOCtK2wm4Lq3C25WJ7+KLg8mzXJcDnZvVviE4reArtH0wfdBLsDfo4aOjKfreNhc+YB2+/b1E4dPP7bpAr99t7NDFndsu2ek2Gs5yWEjtBqS0s1J1m7igs1v/gU90hSKMkBS0suicD2c5npymMH6ttiGTGbpgQmAkLQy+8MGBT1hW2yVJLF1XP0in4xodK7btodu7i3FW3UDZKAEZ2O33MPYdonWZwOVdhOG65yS2rPs8Gtvs9BNMwnzbC8LNZ2Ta7zqTaYPXPhnicSTXWRhbFmYAcHI6ynWYvPLcLnqJwsu3d/Dx8QzDaY5ZrvHmoxEej1KMvH954GdZiIiXCXW3XDt9J1MWC7TdGvTw9qMxRqmbh7Q/znwgwPm390/mUL74bJppPH9rUNq7iU/6xez1eziZ5djxwejn99ys6i+8f4g3H56i30sWCtisFfRUUsoThYRhqChufncfnaalNHHzO6mUAkSV0svN2Sahc9mICxaE9+e6rs5RKku47J9PMAabFexeVNDRKGgwxsuW+m7Cv/fle/iZL35U7R91uxnWlyiFW4MedvsueXleOXqyeXJt8cbDk6Xd8+Tqo40t/aWTWbuMcSjCEFTSxJO0KG1aL1FItfVKEwbzoioye+n2Dl64PYCC8xef2+3X9u18XlvO+LTiuvNCsBJwPl0o/OiS+G7OLV52a5soBS0ugRiUItatKHJrjH3RqmMaaEiRoi5PVhXsVkXBxtrSNjYJ6g3h+pD4QmFrgVmhfaHa8u9eHBhfRjj15nVjmuvyb9iGApDm/N4Tss2M5wWG0/roEGMF80J33n9acfbWjd8YY5brBZW2JhLFOwPad2PXVCWimGxDzqb8Icz0C89n2i5smhfWJ+ncK20zsStb7K49hXVdfmZhNp5L1ASVi6ZhbdpPY6Us6AYq+55bi6/dPymlNZun9uqndvHNL+x5daPq9XHZ6dc+ay/Ewq0s3ku4Au8ChRF85vk9fOfvfwl3dnvVtcrHT9KowDxvUedbh7hgs5n0mxcGe/0Eg55aOtMvPBfGeJ0n8bgNMOlHriSfHE07JcZyLxE3L6wfglptezjJYK3gwckMg15SzuYLaOMkL6e5wfv7k9LAzHJTVgP2lKpJWCTKGfcg4eECFlK2Kc9zV23Ydq3IisVOgVABUbZMK+doh6rk5g2GSDXHpbYf32ET5gAquEeSuM9okoehpK5zIkmqi0xc4Qh4SRIvhReknVxFdH07XwhZnmeQZooDv1K7kErZwl59LnIuuSSprbv+30fhq0asRNKk19Nuky0izJ67N5zj/nCO4cxJsX1qt483HpziaJLjzk4PgHOsAODBSYpX7uziVr+Pb3p+D7v9Hn73kyGenKY4GGc4GKf42v1TvPN4XJNdyI0tpYVCdVuqbZkcO5xkOBhneG6v7ypmtZP17CcKWWGQ+HDHeK4xyzR6Psg9TjXGqcbJPIe1Ltjy+DStVTf3Eqc1v+M7TobTvFaxe3unhzu7A/R8V+Ggl5SVcwDwydEM01w76bmGbIVLnrmEUC9RKHQlOXR7p4+9fq8M6uQtScOwj2AZYsc9SGkCzmkttEVhLMaZK/KIq9CCIxsCRKGcw8LZmkybMrgcbHwoQGh2rhnjEgHhPLWpKpzF7y+P7PBvvH+IH//Vu3hwOoeFra0/toVl1SEUtG43gPGlNZxPOG5XN15gmkadfmi3swquUl4a14ZQ3NIkXPdCp1GbYx6ShsuGkm+a0BnEmX7XD/ffpvtv7KPDKTJt8PBk7mU8D/DFD47w5DQtJTPbUErh9k4fD07m+Ohw5m1lgdNZgZdu7+Bg4oIauZd4D9+DQS+pFVUoODv2ynO7ePHWDpQCZoWBSlD6toMkwYu3dvDS7d1yRioQBs8vJt5v77o5hKErRimFT9/Zxaf2Bnj5jttHmGsVCIGQIJXXDL7GdiYtTFk1G88YreN8XNchjfK7DXgb4wPJxlbym7m2tSK+YE9t5PfFM6sEqAVYnL0Jf5/KVw+dfl+7f4qvPzgtiynES4c+OZ3jcJKVdkcpd027s9vHLDtf9TF5NuyPU4xm/z97bxYr25ZlB4211m4iTnv79zJfprOc1bjKZVUZVIDBFrKEjQyi+QUEEhISHwiEMCD5w7IQX3xYQv7AtEJlISEw/gADJdEYTAE2rsqqzMrMl6+/777bnXu6ONHtfjV8rDXXXnvHjjjn3Hf7F0N67957YsfeO+JEzDXXnGOO8Wplnrf4eiC7CULe2HhbSYU/eDzFHzyeruQFtgHEIRhDVjWQbm8a0USzI6uNYoFlJZ06Tdt8407Zpparcps2R5ZeQl05UizQTnyUja0VhH7SQzBo7TvGscA4EoPHWRKC6eTFV92jcrfXD/fd9Gc4+Swd4SyscVNs3HGSpBSH10mt02si0kn4vhSVRuV8FYegtfFkuE2g/mX/sFAqdR2KZvvd32KLtxmTvLGyy0GgoDViE1lVG4OqcRYgLkddJ11JMOg2hWiyjrMhiVHmc8r2+W2uGTaThFt/+tGqUm0tmGqyK/t/bR+lqWypWonP8No6IF0Y2qDTnbLV+NkojbNF20ylcxW1xLN5uZLH0uOUn/ffemoSFlIFNeDgd0bynrrr40p/J2L6e/spYsHxJ3/+jj9GOu/XUFWqavSlv88hhEMkjVKd97tqFJKIYxwL5LXsTCT2n7+s5SDB8V3Btum3xRuHRmk8nZWd7n8fjyY57p8uUTQSQjBfJFDa4IvTJYpG4SJvcDCKVjyAKudVlVUSi7JB2VADsS1y2I2CXXxIFkM6c25Khr86z/CTpzMvhVe6Sb9ueXOVCQLYAFtL7V6DstNwYN6rpQ/m3pf+6kKTMrLXKEwjgYu8Rl4qgNnkngrlxDAkjehQ2k44OaTO5B4VxD3r0vgiNwDvhRAifL1+ohHt5oMah9cNrCRxB6wWpmkR9Q0/rE6+EGZF3WF7b7HFi4LWxnvLPZrk+N0vJ56IQD56gPUF4cz+yRhDzDlmRY2yUViUDUaxwNg1A0exwI1xgm8djnG2rHD/NMPhOAZjwP93/xw/fjzzEyEGBjHnmBcNHl3kvgARC45aahSN8s06kmyIBPfea6NY4DSrMMlqJBG3Mm2VxLKSuLc/ws2dBGnEcZ5V2B9FGEIsOJaV6nz/IsHtxKHz/4s46zSYlpVl7CljcHMn6RS2iYlNRZyskUjjNn3ZTSPP0i4b62HYl3NCINnR9Sxtix9aGzTa+ERecNaZFCe3F2PsYzAkFaq9ZHIolQkDLx/XD3XKWJkSaor1J7yJ/UdxnRrCtVSdqUAWbFzChJ274v0QjAmbnt2f061vis2hbCE1NfuIOXdM/tXVYdhImxoDzm9mw/Wr5tU0/YZ8Bbd4tViUDc6X1drHZ/n1PX6k0vjoaI7cFR1OFzVu7aQo3CT2ThLhcGybY/1mWh+7iSVTnCxKHLh4mDcSO4mw/hTarMgVCc58sfnGToJbu2nn8XEcYVHYKT3y3zsYxyuFawM3JTPw8jlj+ODGzgoxIzyH4MzHFaD1oqqabnGdEF7Hy765Hw5Jstl4bPNWkpanvJ4mSJQjaUliOhvT2cDT3dlBP2rC01RiOCtJ1zT+B9zFVSKmaQOvegE/zeKajcoqfxBzWTAOwRl2YuG8v7bTJW8CpNJ4cJZdOkm0xZuFo2mBnx3NfbyopcassPtvY+xEwEWgvGOMwfGswk4isD+K8XCS47wnYy6cvOcoFk4lY/VTsT+KvNd8/7lSGz8lcmc3xU7aNutIcYDIceuIP1TUJYxigb01eTFngDTdPO/KdCLWLbb2J/zCSb8Vz1NjT7A/ipFGwpEhjJ+y7oNyOvL0I3UgbWzDrVZ6bX5IJJDLvqAGZrDWUdaqs2b1kQiBeblt+m2xxZuI0J+tD6ojkMqaJcq2AahWGpXavPezcpAKZ4vax+RLm37GTpUR6Jo0NBEeB7ST3+01A7KFamsHkVNh628/KqeyRD8XnK1MsKneOlC73Lf/0qmmrKlm0SP49vc+xrSKUeHhh+MEO7FYict0PZJ97p+P5D3LOvT0ax8PVYLCFNmSHIFn1PQ7GAEA/vQv3fXHNI7FEu7n60t+/+sQfgZqaTqDQER830mi9fKe5Onnahtbec8ttnhFqKXGspTIa4VZ3gz6rDye5tZzqVJIhPALTV5LzHOJeWmfN4oFsrpbFKqkNf1elA2WlcRFXuP3vrrAeVZ7hpngdtIv8PT2LGjOrKfUl2e59Y/SNthltYIZkCTLKrlSgGbMbiiWlfIFIe4KzOtiDU19dM4DKmq0cnIG7YYmayQE561XoLsNY7qeKIBtAgrOIFU4VdhesNVutv+mwNkP0FQUJ9B7T74A9DO9pvi7CWERe8UjSzmhpqDQvg7/4x8c4S/9Dx96Q+Attrgq+p87qTQ+fjbHkwv7WVqUEj9+PMPxvMSnJwtIbfBoUmA/jaGN6TSz9tIYu25CbZwIHM8rHM/LwUJAJLj/XheNRBoJHI4T3NpJMMlqPJrkfmojjTnOFjUmy9qfH1jdh88L6ZtbjZtkJl+/SV5jJ4kQC4a8lshqicTdw04S4d7eaG0hJIk4arnKgAOs11PEufM1YU6S10qKlo4AEQve2fiH920bcdJLPIUYxwLHiwrnywrjuMu2prgAdCf9DLrNwCbwBEwE70hZ0kTNvf0RdhJhC8loC8pVwFKk6WZq6g0ZedfOR9aYrqwzc/cllV0XwuRea5rIa9/dVTFUW2C6CmMu9H8JP9qbInMoEWJgBitXO4n9HK0QL9hqA5SuTZ8JqYxvigzhVTG931Gy31uF00WFj44WgxtBqTQ+O1msyLvPctsoXFeYXFYSk6zCvLC+ncr5141jgZ1EIBb8ytOd1MxKBPffSaPb7yf5KvdBRK8hjGKOmzupf/4mTJbNinQdod8k7CPiDIVsv0vSvQ+NXp3co4nirJI4WZSt/K4rRg99WyPOvTwQXY+ajNKdQDuGMBWhte7GLSogkwwy3PumTBB3gqIMFbiBLikOrsFHTUB/fkfUsModrVQU51bxw65lxhHVtgHhdeNsUa0QZLZ4tbBqMOuLu0NYlBJH0wLHrghYNQpV0/og7yYRvjzL8NMnMxxNC+vbLG0DSHAGBoYPn8ywm7SxTnCGvSRCGvG1kpJEFBsCg5UL5WA+5jPXxhNBXlRLteEcV/8gcu4m/YKnXDWi9KdFfLHVERro39KRMTqydegSYL331Jr1MYylNBFj/22Jhc3Gpl8gRbcBJKvaD6lFIzeuW0lkCY1bbLHFy8X90yUenHVV15Sb5B2C0gafHS/Wnu8iq3G2qKzEoouDHVlGaXPlTYRTImXNywbjWMDg8hzZwHQULYhESPZI4XH2zx6RzLRSnGEMpiny0P6BBj10kJQyV5xdUQ3qvS5r79R9/drAky5MmPMikIjuvdYwx/VDHab77/A+6FxUdwiPWHpPv7ZZFj4eKnd0piPdSz1xU4d39+1+5lc/OMQ/8cfex69/59CtQRpl8L5Qff66aLT29gm16ipzVI22k36JsJ6Bg00/+7OsUm6/8W7m+tum3xavDOQxNcutV9XD82zl8a/OM1ROcu58WeHHT6b48Om88wWcFrVnoDVaYxQJz2zIK4mikTjzQZ15aczwOgwM89JOgxzNCkhlJeGo0Cwcy0+5ggMD88m9YAzzsvZymo2yAX5ZyY60JAC3IK3KJFmJOzsdSIte5ORGhtJdA+d51HuUGHu0MIRFJOuhZSCYLRTLgK1I7x/93V7DeOZk3Wi30WoRymqGi9JlXifar1NdGToqlF8HHQZ4L3BLRZ4M3SmeIVARrlkjf7fFFkNQ2uD3v5rgOPB++uo8x6NJjqfTHABQKYWzRYWfPZ3jcBTjxjjBomwwTgRu76ZrWayx4GiUxsNJjv2gMdjHOBbYS4MpOMZwYxzj6bRwTSTmm1X9ax2MYhy6cwvG8HRWQDj5JJr044wh4hw3x4k/vzEADOs0mvpTICEozgx9uyLBPeuLuaJsoyzjOnMSTUPnoySSu6bb0PXHscAkq7GslZe18+8TulLGpvPzbuJK09mx4FgGk+L0fCpCGdjk1miXbEvX5KPXZlrpu34e205muoJ6L74bbQs4bqCwZXQb09kwDLH96H1a1/TrNw3hzhHGy02EjKzTCMXgLzoS3K1ZqxffNOnnWehrFodXyfReL1u4xfOilhoXvYkNwG7ijTF4PMmtHPIkx/mywkXWIK+ll4lplMaxI+tklXIEr/azcjIv8XtfTfCjR1M8vsg715BKI68lzpc1YiFwsiixDJpSO0nkPUqvgxvjxMfs3SQKipY2llSNXmnwEcFiCIwxT9ZoBpQiCJzZpt2681yGUSxwMq9aP1cn3az1UOZkY1nRWDIeTehRYXgIkfNvhQnJdJYxrJRdgywxwvgiNOX1BGoKKhMQNJgrRnPmCV7dkNIWMrRxft2G7jVgEhv416CN9SptPf1skT6NuG9wvKuFgLcFWht8eZ5hP12fH23x8nG2qDzJ7apYVBI3dhI8cWoXWa3QKIV50Vj/zMRKdC4KiU+OF/jJ46mf5AXsRPSdvXQl1t3eSxFxZhtz1+wEG1gCSNez14DB2AnBXesFrYbyGH/05f51BOv316ryXKdhaKcw4BtwlNtRg4324f1Jv2ezckVajsgQlkgxEOkptsMWU22cJSJaV265D6oPXBYq3axN5/qNk8HeRLiJBUNWqXdWfm2LLV4Ghohnm2CMwaOLHPfPlshdflg2Cj98eLGSVxPIGqi/H7US71ZBJ6ukVc9hq/dVy8vlPaU2SCOBZdUgjWztoqw3E1CMaeuU9nVZErYlsnWPI3QmpYP/whwwFhzNwBR4JbWvCYTnCOvQSnf34DRVrnSXxGuM8QMT2tVhOq9t4PUq1dqJtLL4qw29EDyQGg2vTQTfedl0hjYIfuK8Vxc2sPWMk3mJG+PYr9ucMfxrf/oX8Efe37frizS9z4DCFbjKK5DK+L1bLbsejpVUSATHbmJ7BYPehO7e81oC7Prfl7cF26bfFtfG8258P3m2wNmywhdnGYpa4fPTJZ65DYAxBvdPl/jidImsapBGAmfLGkobTPOqM1mwLCUSLqwPnrHFE5LTm+QNDkax7dY7GHQZFla60gaG/VGMs4X12Lqzl/rgzdmqpx/93U6aaD9pIl01Ih9o+tnHsaJRz7llTthFLjhvMzAqiPZH/VzYTkW0kqCct8k+SekZ2IDc6HazYUy7qBGDRGqDcWx9YGjSr1ME9oumDei+UK4Gtg3hwgEqDpnuAqQ3F5aHEDb9huQ9uWPU2NOun/ajpOJdHeHe4uVgklWYlxIfPp3hdGH10Y9mBe7ujZDVCnktkVcKh+MYe2mENBIQnOFbh+NLpy4A25TT2myUt9lJ7HlDRE4GblrUTjaTYT+NvdwcIRbcN8tGsUBWShw62bhaaj+RfDiOO001E/z/qtDYvHkH2iI4Hg6/AAAgAElEQVSI1BpKGeT1sERTxFmHkbeuME9staF3j2IQsBo76NTa2MJ3UUtwN+WxrJVvUlACbq/lWNagGGoJHtKvGW3xPPSgImhjpwqpPWqAHgO8K++pfPw13sOVXnN4ajqFbfoN/86Gwp5v3pluI3QIS7e+xmKVabhy3ite36pXu0k/J5c6VBR7lUxvZccPX8m1vimYlw0+OV50NoizvMHvP7jA0cxOR8/LBsfzEo8vCiyqBofj2JvTny0qfHK8hNLGSpjXqrPBezorsJfGuLmT4OmsdE0hg8cXOf7OF+f4e/cneDTJcXs3wfmyxpdn+Uo8/ToYxQI3nA+gzT0VslquxPQb48TLN68DkcrWrQb7aYTD0XrPwctAcp9UxCF5T63NSpOSGm5a28Zfd1pu+Pyx4E4euW3CGWML01LbRihN8jVuIk/DDJC77KQ05Z4kC8060dPd50BsIb9nalB2/aVbSTorf00kPPuup7Hw8kPbOvPrxXlWoXSs7S1eHy6K2st+XQVU8N11jT3rB2qbbVmg2nB7N8XeKMLtXdvc65Pf1kktk3LOprx5CBG3sva8k3fZth9NcMMVhvma/F2b9RPbQ+gWxM2V02pPMnPHq2A/ztHu+6nYS/nm2bJckUOnnFGb4XhJ59XakjNsLcCRh7X13F6TWjoVocunoo0x6L+lbT68HvYzYDbav2yxxRZdfHQ071hVXAapjSMZME8Ke3yRY1lJPJzknZw7fE6jVgmb90+XVspZaiwqiUUpIZyqSygHmtX25xsn/bTBTiKc9zVDJLirG6yH1m1OWUmN0pGCQ3l6oG2Kid59USizsa2N2eR/3SebKN1aIIWvJGwkKdOuO9TUoynKMHZS/cBe34Cx1femc7xBb9Kvvaf+sfZxV6/gRCxpr1822q8jtWy9BsNTkIKR1qZTT9WuRnG8qHDvYFVeO3b5damU/1wKZutQQ5+tyyC1sfKlsM3VvpxrLDh2UjfpN7B4yeD9auTz+Qq+DdhmzlsMwhjjtW0JWWVNr3/8eIovz5adY4mtGwY1Yww+e2ZlmWqpcZ7V+GqSY1402B/FuDlO8NnJEmWjMC8kns0rcMZwuqixmwjMywY7cQTAJvSzwjK+52WDJOKIOfeJ/rK09zbJbANvWUofVBi6msGV1F4SdC+NfHE+hHBazRQoR7HwG03BGZal9KPljbbF8kabwSKr1HpF3pO8RiqpXKLLvHTfYEEWtjDdL6Lb8fj2OfujyPvDCM5w0xWfrI9Ju8ho0wZorSn5dwUf1wDse/r5RaS3Sxma9KMizGfPFn76iKEtEFOR5bo9t0YH/lq96zZOmircDK2DIXbKtorzRkNpy9jJKok/eDTFw0l2+ZNeIr6a5DgYxbixk+Anj2e4f7pE474rDFa+YlFJJBF/rumLWPAVf6erggGYl21xeTeNNvpRjWKBe27ijpp+mxqT1/2m7MSiI8U0eM+ueNsoAzDT0aIPYSevr3YHu+nwtA4VTQA3QecLxm2hhKZAaPMB2ML6ZydWsqQ/+WVgfLIrlZWDlj02n3aNwj7BIBg28f+180EueffTywFRQXfP1dfhp9jLeZckEWLdGmObiWztMQQi1aSRsNdb8zk7HMUdOVvCMNPOkldI3nNIzhpomd6vInYrYy4tXm2xHvUA63eWN7jIKl80LmqFD49mEJzh85MlqsYa0ZP0OmAneKe5hFQaX53nqKQtGp8uSjch3U6JzXKJUWzlgctaWZn4osGnxwscjGLc3rXNtlhw75O3u0Ye8+si4hx5ZZt+feLXVcCY9ddbt/2MBP/aDZDdJMJFZpvoJOVWSYV4YFJaaTu52EjTacoPkd3s/dmiiOmdR5LkJqP4aL1VlLI+fd2mH60TcFPCTrKPsTafDVjVQ7GlccQ0ym096xvGT7VoY1C5SVC6dwB+0o/kTbd4PTDG4MFZtlbKdotXB5q+DmGM8cSMPkjGnHKLWV4jqxTGcYSiHm7WEWHuqoi5QHrNWJg4UkJ4HfvXbj5FftJDaLS+VmynQjpd5TLPWAJN+hEohkWc4fZeujLp18p9msE9Ot3AUH5jc1FLwFBB3cDANgE3kcK0MW7KZTNo8iQ88KrKOwboeNFuscUW6yGVxjSvO8MTl4FIVRFvSZZZpbCbRJDa4NPjRaeJKJUl7tZKdchRUmkcz0vUUqFqFMpaYZrXSCOBmHNkwTmKRnvFo7WvxdX5aI9vFdIuafoZ45tTyuWdQFt/IFAs7DcSO9PIvcm+Pi+Ucsm+WgZnrPN+2dvwgdXfI/lPt/fk7pXufWjvHh6PQNIebZ20VWrrvzft/bHeuUJp/lK23oXhmkF1mb4fIf31eF7i3v5o5Z5J/c76h9v3ZTcVdn9xxVpPiEZqT6K004LdCdIk4thNIhSBul6IsBFYPuc9vA3YNv226IDMtWdFg589nfkvt1QaP3x4gQ+fznCRNfjyLMPETT/cP83w+ckCk6zGh09n/lyV1Hi2KJHVElklIRiwCBj6kbBMi89OFvhqkmEcC3DGkDdWx/9bB2OMEwEO6zd1PC9xPC9tQ09w7I0i3NxJfLOM5O1iYT3sqOguAl8R46ZKrE+HXTwOxsNSMZaRbAsWo1jg0B0XCw7O3f2DjrHF4L6JLQPzhdsQJFdHzTgGuIbV8GLHYJttQ5N+YSF6yL+AAc5Ett1g7KWRfw5N+lEcJElU/z6gu2gYTf4m7fM7snTBe3eW1Sgq5cvroZSolWy6XmDtTPr1nkuMxKuYiLcTh+9mYH8XkFUSP3gwwYdP5/j8ZIl50eDB2TDD7EWibKxkHGDjBSUkRa2wLKyUGjXnnkwLzy7aSSI8m1fIqtWpjlcF8uW7LgRn+ODGeO3jJFN6Hewk0aUFaUpkrYwldwn46v2PY+ElQS9DGonBhiuDXcdOFxVKqTxzmzPmE3xlbJwt6vZ9HMXCP65Nt0hjc/BAng6tZKf3CzDw7MXjWdkaRWuN/TT23oPkF9ie23SYz+FkdigFGhZgTPD2bZb37DYvGdpJbLqFjfKetf1+xIJt9LqKet6M9trD4Vm6YpX1TbCbx6FCGzG9r+sp9DwY8ujd4ur45NkC5z0pz2neYBRH+PRkgR88mOB3HpyDgeHGTuKleye95zCnOvBokqNwPk/H8xLLSmEcWwLXJ85X1U6Cue8GAyZZjZNFhVTYIjJjbcFgXax4UYgFw6JskFXqudYEzthz+VtcB4IzPzUhnVpCo81gAd24mFQr1WnKKzMsf0e5ZP8x26QlkpYlKFChgrOWONFlMJvOn9+7vdshcvjjev9mcM1nl8mGk36UKlJsFWDew4Ty6FEsnFLI9T2ot3hxmOYNsvr5pWy3eDEgomqohGN/rvHFceYLm7O88d+rcK3eTSI8nBRolPXgyWuJ+Dly1j7u7qcbJeeHkEQcRdPNM4a+4pv6cjdGybUkod8/HPm8OFSOuArCrS0Vdb28mm/6aTc50j6u9HAXbljcE75WoB3BjLn8VRvyr1rv60WEYnofF2WzUhex1zB+gpBAufNlEIytkNK32GKLVSxKO2FXNAoXeY2zRXkl6ULrkWrzwKmr2xaNJUjc2klwPK9w5GT2L7IaHz9boHFWHWGetKwkcke+q9y02Ly0xOhIsE4jsqgk0ohvbLj09+Cx4Fdo+rWTy6HlBANb8T4FBhqJwaY1VNkBbCzq11yUe+/C/DUWHFklMclqVy/QwXmIPOe8q8OJOcqtHXHYDKwX/XeLCHRAUKcNiG7d98b+mzEX84MjQhuNkMAZnkEF64/u5evGGJwuKrx3MEJWyU7M5u49q2Treb6XRqjVZnnXdZDa2M8UZ6icBzdNTVJfYC+NOtOL3ed3LcC2k35bvJXQbvrtqphkFT58MsPTaYFJ3mBZSTy5yDHJajRa42xZ4cZOjHEc4dmswCxv8NUkx7N5iUcXBU4XrRRnXlvvj2VhGduCc+z3iseH4wRnixon8wp7aYRxLDAvGm/eDdjNNzUOj2eln0LjjPkJvYhzPJkWXibk2zfGPrFOI+6L+DRJl0b8UhYhAxtcHAVneP/AFsgNbLGSQkheq04DzKlNroAzQBobiMiUfl2BxJ6H+eZg9+eXN64YGIq66xW4P4r9ffnCh7GL0DgWqAYWUV8o8f+zqBq1MpFhYBOErJIoGuXfh5Yp0o5Rz64h1dbRxO4lBjTp5wvxGN7AAfDSJOsmYbZ4fchrK//z0dM5tAEu8hrnywo3dhJoY3Ce1TiaFs/l6WCMwVfn2cbpnVPnV2KMwZdnGX70cGonSIq68+UUnOH2buo3/KNY+A3u62j6JZFtTvX9Q6+KTRJ3kbg8Xj4PmNv0V1IhdtPVQ2UIxtjXfk9JQuPBWYZp3vhJPvI/BGzCLdwUdv/19j9vrvfkEvVWspjWDJpsJj8YpQ2O5gU+fja3BRQNpDHHThKBM+Cv/p9f4Lc/O22fi3byzk7HtE0/ZdbLe9Lbt0nec2XNIPkmt/7Q39eBJv3MhobfOqxjidNmijHmPHbNWkktg1fD9Cbfsi1sMZFygFpqnDgS1kVWdY7T2uAnj6c4npd4NitxvmwfV9pgUTW4tZtAKdu4PhwlfnrncBx7QhZnDDfGic8XGYDH0wJ7SYRRJPBsXiEWVvGhaBTOlzUe9rxGDkYx7p8ucTwvX9o03yYkguPZvHKS8s9BxnATG9fxfrouaCpE6TaufHA4HmzWa2N/942y/1l28GY5Joon4XmsVJArurjXJxVNlXAvzROellI/02ENBIUMn1uufmcpbyQv6/B7HeakacT9/iXyTT/uPV63whCvDw/OM4zj7ZTf6wY19aiZTqgajYuixnlWWV/VhxO/7y5q5Qu1o1ggqxsw2PjIWdcr+lWCFDrC2Nz/inPGoDfUlMfJ9SYSwzzb4OqkIso36fjO5Erwp1TkId02AWupV95j8rMy7hjyWqQbozxNajt9bYvYdo2+MU7c/no1IGpDk9/2sWnWDErBtl7X7TnKZpjo1UcSNCK22GKLYTRK45NnCz8ocboo8dMn87U1t0bpjtQ7g/2uZaWE1pZoGXninJVKNMbgi5MlJlmFRmrn+dl+p8+XNRIhkFXS58Ha2P11LLgnBBhjPKHvskm/MNySStGmHNQYS8il/I+OpPrpZ8cL5zVt417Eu/KeoXVQv+n43sGoE9MpblJspdw9FgzTvMEnRwsn4xmSSdp77zdNfVMOloQx2PXrvVapW1/szoBDJ3em4+2fghP5t30snPSjnN2eqz0mJJ10mpWwRC2pDd47SFFK1ZFkpvy6lholNf1GkZX3fA4/Pals7WYU1K/p910rjSRi2B1Faxt6YSOwqLdNvy3ecKwLePOywe8/vMDJfFh2A2iL7ABwsqgwLxucLCokguPheY6fPJnhk+MFduIId/dGiJ0h5umiwkdHc+ynEYyxbI9xLHA0LTAvG8wLK8N5sqzwdFZgJ7Gs6n6CfGcvxZ09K2mXRhwHo7hzTCSs111eK++30cdeGmGa1dgbrW4Kk4hjUVopqAdnGRgs62Jo5DiEgcG8bDaagzMnPcpgCzRFIzssENvIGy5iV1IjjYRN0omZjuEmoS/+9O6lP5U3BL5m/J0KwqHUJndB8/3DMd3oqryn6TIO64GCljEGRSWR1dIzBela9nF7zLxsNn42+wgDc58NIp001FXY2OHUzBZvDiqp8MOHU/zOlxMsa4m91Pp73PbxQeDjozl++nSOT08W1244VFLj6UXZ8fgkZM5r5DyrMM1rzEuJB+cZ8toy5I5mpZMb3ozXNRk0ivhgjHgbkFUKkeBdyYsXDPJ9WVYNylqDFJeTiGNZuOk7RZIfAzr9vc8ayb1Zb1INZSyLsWq0M8Vu2W+00SmcP+C8bNx0jJuBNsAPH13g46O5/XewQeGslQyhY/uSIvbnbaEFcMQSvSqv2L4fnWe784bynuu/W5mT9iJG93U/cmZgGVemnfRT2nrQrlt7+StietPG95sOYww+fDrHT5/M3LRsiR8+muKjp3P8+PHM549SWWLY0azEp8cLCAGcLmr/WaI8hDMrqZmsIV+lkZUGJs85ANhLYxhji8ajWKCoJQ5G9phZXkMbe/1QUjgSHIkQ3qvuVSMSHHf3Utx+Tslmzm2e9rLvnfJY7Yob6yZm6HtpPbq0n/q4DjOXoy2oMDipZafWYRm5reKFcYVhW0jRjkTRLWBTPPRNPHTXYCJ/CdaSMGwua/C3Pz3Fn//rP3IMdOff5woTJMk/ioST99zmi68L87LBNK+vNVG1xfNBaYNPns3XymdnlfTS6MT+LxuForETe/dPl/jJkxk4mCccH81LjILC6G5iVXMiwfGtw/UKE68CH9zYWSE4hDmoYF0/6RcJW/i9Wmzn1Hhz/ybC6sqkH8VHRpPZxjcCuzBe4UEq0yHnAADcXlppA87berEI1oehjwgpRvjJGNNK63WPaz1eCUWjvC3LJqSReGW+zlts8abiyUXuG3jWt677PaukxjRvcOrquTRtd5HXg/u7vFJ4PLGEamqOcWan4RZuv0XxSnCGsrEefctaQhs71WfQ9fSblQ12U+H3a2F+FjbsKqkBw7xP3jpINUyC25SDKg23T+9OdDFmY/CilDaeulNEwhK9OnVC1iqJXZaOa3c9e0v2HLHguMgr5I20wyI9Mp8nc5iu7RHtr70y2mWefu5+G9lt+lGdub+u03OpZgHTNv4WvUm/tgbRnkN6Ql1fmcP6+QFoa+3BpWlvX0nl7bf2Utv0e55Jv0YbCMGcHL8jxLjma+1swPbTCAbwJO8QnaZfo/z7967htWbQjLE/B+CvABAA/gtjzH/Qe/wPAfhrAG64Y/6CMea3XvmNvgW4f5ZhPxV4r5dAT7IaEWO2OTeKveYtYVE2+L2vLnBnL8GvfOsQF1mDu3sjlNImX0+mBe7spaga7WXIALjpA4ZaKdxMU+e5ZJtYT6YFnkwLjJ3Z6tmiQiwY4tH6ZI6KGowxL6NJiDj3LBGXyw4+/4ObO4Pn5k6a4v5Zdi0jWwbbBL25QdbOwHi/kDQStuAbJPGJ4IOLK71fB2kMqVrPv3WhjnMGVWPtYrMpRHJG8kZdeAklYEV/uvXza3+ugoBPXlYAPOO7fz8XeYNUCD+haIsm3WPKRq+VNB1CR96zt3hZuShuF9xLmge0eG09/d4cLCuJT57NYYzBfhp1pnzo87WbCAjGcHOH4+m0wL39EaSyWt57GzzsGqUxWVYYxRFmZYOs6spEURy8t59iltvE1cZO683308czGJhLi7epECjk65GdiQTHd9bEwDcZBgaTvPayDH0vqRcFYqZrYzcit3dtXI84w6LUbqNjY9HgpF+/6ceI/OAaZs6/j6RDqelHLEGprEdK5OSnQylNG4PRMZ8mRSb6THdkNLRZ8YldHd4jogXQV89aWZLc66BrrCOfEHI36afd5Px1cvSwgRkinPQzcBPkaz4KacRfSdHneXxn33ZIpfHxswVu7yZ4/3CEp47ENclqcAZ8dZ7jIq9xayfBKBa4yGt8eZZBaSvlYozBrd0EtdTY30kxK2p8/GyOO3spivpqTP4hyfUk4kgi+50N1RaIFIY18XlvFGHvNW51vk7DjoFBarWRePYiYNB63aVrpPaoQFw3GsrYzXrrEX1ZDhoU0TnDompaGWHAN/orJ7lfq9YTxRaJrAwoxdr+HdJ3NKtkx787vG8i4PmJGG3w4GyJ43mFvJZII4Eo8I4lJvI4sfKexqyXtNvi5eLheYZRtG34vQosS4kHZzlujOOVegJg2ftpbKerK6UwzQ0+P1ngYBxjN4ns9PbYEi1O5hXu7KeY5TXu7LUkWyJuvInoy9hHgkFWaw7+mhjF1/MhDKNPv9nn5T4DWTeaugtzzfBcra+1bdxqbdUVaNcfFkKNdkMmwXlsbaOfJ6MTZ7VrPA69Fu6K2YSiVleyJ6D6CXk1bbHFNxHHiwra2Onb86zGomzw/bt7/vGqUaikwqyokURWac0Y2+BnsBYc++MIVa1w92CEopGYFQ2KRnWaYwDsfiv4GkecI6tlZ9p7UUpv/0MoaivBv6jsdPc4jjp1NwZLVKhcDs8Z2+jt2ZfXpHMobUBLyixvMEq4n8DT0J7UKqXxcY8sMFr1h9X7SrnwCjgksbmJqGFJZmRg1J6RM7tnmZWNn4Qeeh1D/tikGqTXJNpD0bWSbTOO/hxShqPHqaYfVoo7TT/VTvoNrUNAq8YB9x6cOo/fewd2XxYOKdK+qGw0ake02x/FqOSw/OZlsHV0N+nnSHpUn2mURiLs59++rmElO+Ea3HmtOrWYdwmvLYtmjAkA/xGAPwvgMYDfZYz9TWPMz4LD/iKAv26M+Y8ZY38UwG8B+LlXfrNfE5OsRlZJ3DtIN0qobYLSBtO8xq3dZDDgnC0rnC+Bewcjx56ySdfJosLBOEZeK9w/XeJXvnWAnx3NIJXBL3/rAJ8eLzGOhfU8iZYwMK64YhMpxhKkkRi875u7bXIcB949t3dTNzFT49uHI2gTrTQbr4NIMCxr+yU+GA37710FeSW9N8yVr81XPfJCcDAfsJKIY+EaXYRxIta+9kZpu3kqFBJx+aRfo1clOvx9bMiTiU3XPyQMrFfR+G5ZL92f13LV5NwYYFpYhk/4eKgJzWCnNa5T5A+ZTOE+ggpEDNZHi66y7jftm37ftIruG4paavzo4QUE5zjc0GRnjPnv034a4yePp2i0bZpHguGPf/cm8kri6azAB4dj3HU+cBdZjU+Ol/j+3V1IZSVl90YRns1KvH84wv3TJdLIxkHCs1mJsZtOjsTV5CVfd4H5bcThKMHxvMTd/dRPtr0MMGYT14gziEAutPWIswwzwcKfw/99KFR4nXxj46l2rHfhE2gbL7nza6VTaIOevIeNRSQp0fcaoOe0zzVgvWXFuPvo7yTWTTn1SRG0KeIMUBiexiO0Hohu87L+0IHrrm/6hetIJbtEoxCJaCW7XyYapddKjL6reHJR4GRhpTvLRuHBeY5EcNzasXH5kZP/oQbbwSjGybxEGgncDvJTyhmTiONkXmGSNZ7Q8SIRcev5fJVm4tsGzgFZa8QvWdaQJu6UNmDR8PsoOHebYUviqqR2sm/rlUYA4OZOd88SCYZTt85SI47DSvqSzzYUsXTpvK0axXDOZhtyp4typWBgYBuLYMbHacDKw1M6KbVGDO6Y3/Zx8hwZxwLGWELGO1oHeKORVRKni+q5p2W3uB7OllY2+f5Zhrv7I7/+nS6sRPK0aLCbRGiUrUlIZXCeNZDKxnqK+1wwXOQ1fvxo+tx1j9eBfq6URgIvaxixT3DeBCIvEPrNPoqVoSwZSa7JAQUQBuvpR8o9jTK+yE3TJSpQIVpUEv/J//UF/qV/6HtejnsoHpK0XSgr15dK63pWtT8vHPniqiil2jb9tnhncDIv8Wxe4hfv7V9aM9XaYFFaK6TvApgVNaZ5g+/fbY8pG4XdxMbsbx+OXWxjqMsGjycFkpgjFRyN1rizn2JeSkitkdWyk1MLxjDNuzZR1HjPK+Un4GqlIQT3OZTS9rt/MIqdkhhWXpeBjT2lm4DjfLPtTn+fSOcI876vJhm+e3OnbfrpNp+se3u6xk1IEoG1f19p1FXA0QpryagExplv0IV3Gjk5ayJkhKRfwNaTw2k6b93B2tfer+QS+djft2PK1b1JP/Ld7g86dD391st7Nirw9BtYh4Du70Ab4+tp9/ZTZJV0Ht5O2tXF7UoqL+9p68Xar1vXUa1qlCVCpxG31h9eHQ9oHJn8wCkBLgYIw0pp7I4E5oVEUcuVqdl3Ba+zOvkPAvjcGHMfABhj/w2AfxZA2PQzAA7c3w8BPH2ld/g1MS8bfH6yxDRvwBlwsijxxz44xGRZ41s3xjhfVvj0eInv3hrj24djcM7w5KLAXhrhcKebDD65yPHxswXeOxjhj377AHmt8NnxAr/43j5GMW/Ns4sGN3YSHM9KfHxstYN390c4HHOcLEoIznC6sFMVnx4vMC8a3NlLEQuOZ7Nypan2vGy8USzwwQ2bKX9dL5XQ6+66Rt0Eet5uEl1ZoufWFTaZJEsE2EVQawN+xZf7rYMx0khA6dYrjJphq9fZLC206SVxF/T6C2UYrNdNvNlFwCXv3lPFFliohD3kV2NgUEuFcRytTFXZc9mViYotV0Vn0q/TALQLxFXkTu3x4X1s8brxcJJbxto1YsUoFtDG4GZsi4qzosHRtMA0r9Eogw+P5vheJb0vYNkoHM8r7I9inC1qPJuXWJQNGqkxyezkF32KS2kZcruu0P06PPq+KYidxJPgdsr7ZRWImJu2M4CXiw1RSQWlXRPBrBYphuIvHWVA0ip2PeC8lQmlSWdK101wvpAMobTx8Y0BK/ISIXN6aF59SHpjXYNt9Sd0H2796TGw+yB5Tz9Vfc1+Sz/srvglYnhzR4gER1U2aJxsx8uCVOvv4V2DMQaPJjm+OF3i1m4KbQw+P11iN4k8QxKw39fwMyU425gr7aUxkFq/aIPnz+HWgTGGUirc3FlPFnlbYSeEAZG+7Ek/u2lWPb+UELFgyBuJWiovN5/E9ne5yXewv3EfxQJaW4LMrGj891zD4CKvsZfGKBvl411/Qi8cLmHu5g1a/yk7hdwnNLhJP4QT020DsVEGIxdu6bNNMnM7rkgVyhtt8erw+CJHLMRbKVv+NsEYg3khcbIocWMnxrxscJ5VuLs/gtYGnzxb4O5+ilpqHIwY9tIIjy4KK9WcCGS1xL20uw7c3Em+1r79TYDgzDe5XhX+yt/6FH/fd2/iH/2ltoJPCggUZ9vJPt39d1AwpamRtZMTwVdKKu2L3J5A6zqCDAyfnSzwtz85xZ/6hTuWXI7hHJHIGeElV4gYpr18WEiulL6WhG/ZqK9FBN9ii5eBZSWhtLlyU79xfmRHswLH8wrjWOAX39vf+JxSKihlMHPNuHkpsSgbO/Hk4u2ilEhjgb1R1Nkncc6QRH6TAoAAACAASURBVByVVKiVBoON/fOiwV4a4yKrEQvuFSbSSCAbUEljsLWVWFgfbvJVozypltqHGLsXXX0dRDibl9J7vNYbGi5SGz8kEZ5DqTYeTpY13j9sJ8tttbH1d6PXxV2XixpNlCOG9wW0tU/O7FCBwOU1Cg3aZw+MWMMRd8E6R4TxlPbVocS9oo5eeDrTi8PGrllVv+mngyZi7/n0XoTqRUA76TeORU/es31+06vDhuc9WVS4uWNrOnkl/edknAivpGEn/dyUXiTcRKEZVCjaBKltHTp1n2tjnEe5sWTvRHCvIDPkMSu1wV4aYV5IZLXye4XXYQvxMvE6M7EPADwK/v3Y/SzEvwfgX2SMPYad8vs3hk7EGPtXGWM/YIz94PT09GXc65Ugnbn9s2mBs2WFHz+eopHae3rMiwYfHy3w4dEcF1mNnzyZQTCGz0+W+J0vJ1iUDe6fLvHgfNk570VW44vTDPf2R5gXDX7ny3P83oMJykbjp09mvqm4kwjcP8tQSYXPT5fYS6NOIeTGOMHDSY7DcYzDcYzjeekXglhw3NhJ3tji9roJuKviYBR7r8AX+RpJlqg1a+VXPn/YCKO4sptEgxuMiET1B8DANr43nDHUWq3IwYXBekh+A+gGdwro2rhit2nP04mLppUWiQW3SQWzd0rns6PtVkrpOr5s4ch1uMDQ5gQs1JZe3wAMmUhbPB9eVNwtG4VHF/m1WK+EnaSV9NxLIzydFVhW0koZxwIPJzkeXeSY5g1GsdWV30sjTIsaHAz39kZ4Miu8rOBuGmE3jazX5gA7douXA0qsdpyP18sATQEPnd2A5Cuc0bgeeO5AY8oY4yWQlbFxXOs2gaawRP+2z2OBr1RwAwhiMoNrFrZskLboTYWY3mswq0tEWOTuH9s9gfF+V6DEf0NoLIJJv6ySWBTXk7Ttx/zBhqq5POEuB7xqXyQatert+DrxMnPdZSXxuWv4UZ50d2/UafgBNpfqS6BdBbd2Uz8t+KKxl748ssDrBGcMjb6aJOrXvU7ZKMc+XtNo5xxZKTsyQZwxX4y4qoIGZ8x7b/uCEKMiS/ud97kiFRrcE0KfTbpiGE9qpVfuRbt4qU3rPyhN69milIGlbLR+VVEw6QfAe89s8epQNgpPp6VnaL8uvCk1hheJolbI63bdXlYSv//VhWXFC47dJMJXZ9Yz6jyrUUqN43nl8xjBGW6OE4wjgf1RjIizldgRC/5WN/xeF377szP8+Mls5ecq8GjuN/v6ExdELKMccCVfBMnGGU/6IKKZcY2+MNpRbtpOQAzvr2mip23mrRLYfGE9KLLXSnufv6sg5q9G4n2LYWht8HN/4X/efVnnf50x9+m08F55z4MnFzmOpsXGY86Wlbdq+MnjKb48W+Iib3BjnHhSZS312j1OUSunIGPVZZalBMC8bzZgY3oi+EpufGOc+PrwrZ0EqYjw4DxDVinsjyJMsrpVXQCQxhxlrQa/m3mlrH2TsB5/grcqNTYXa7Fp771wTSFLdFvf9Fs/6Wefk9UKeSM7MUf7eGgVKsJSqDbwPnKmd85FKS0BzZBFUTs9thamrQ3owbjbWmIMnYd+VCuNh+c5dCADSopmjdL4+Nm8c3wIwTkq9zloFYLaHDgE/Ztz5tcDwqK0kqyHO3FX3jOsC/em+8KayPG89H5+Bgw7ifANXaqTV1KjchPb9DltnoNgJ7VBxJnz5XZEa936yCdRax22HFAJss+3k4LkP/ku1odfZza27vsf4p8H8JvGmO8A+CcB/FeMsZV7Nsb8Z8aY3zDG/Mbdu3f7D78SVFLhBw8u8P9+foaPni3w0ydTMLAOa2kvjXG2rBBxhi9OlxDcStXd3k1hDPDh0zmk0bjIGzy5yLGsJC6yGj98eIH9kS2G3thJMI4j3N0f4XAcgwH4/GQJxuy1ZnmN330wAWDZGWEDikyzY8HBGMPdvdFzFdpfB+gL+aaBMzfZ4T7Nt3fTa09HhoyPUSwG5SoEZ/jurXV+XZsDE2lk9wuoIfuOJJv6CBN/z/Ig8cygUB2eOzSLpXFue56ABYJWGvU6sT1sVHb8BgzdL6CNHiwGhaCk5F0M6q8KLyruni4qcOBrFzYFt5vQ2Mnr7iQRbu1awsW9/RQ7icC8bJBENg7uphEiwRFxjv20Gwf30gjv7Y+GLrPFWwrfhBt4jDOGurFJ7W4a4cbKushaXX9/Pidt5xJ4qbSX5RQugSZDdN9Ic/dBUqD0mdc+lhp/P3bqz/hrebkkl/j3N2Driu5DcnjEHuw/X6NdyzZFxtozIA3+09++j7/8v32y4eguaOO06R5XepJrUDbrN4cvAlZS+6Ve4lp4mbnuRVYj5ryzlr/oBvzLIlEcjuN3jpEJkITSy5M8JkTcTspvysUiwZBTQYnZ776PFc85AcedhwYxkEl2ycAWrKjgZeA5XR2pJfuYi4suDvcJbOSHQhLNIeHLNwBd8Y2xdsIvctfYcSS8RpptvviK8eSiQCRWm0mvGm9CjeFFIPz8Ppxk+OykJRhnlQTjrW3HKBYoGoUfPbzAT5/MsJ9GUL19Yiw4dlNbmxhST9ji+iCZ474kJmfA3/1ign/zv/2RVYXoNfs6TT/VSrkRmWvd/srGVqu6E14zJFqHssc+vrJhv2OprCwgnYqK+p1r9iZCOue9IpKIY3ZNstkWzwdjbGNpktX46izDjx5d4P/5/AwA/tRLvOZriblKG9w/XeLZzDbtlpXE0bTALG/ws6PVRvwkqztNKq2tl+l5Vq8cS++hVBofH80xKxocz0tc5A0eXdjrJRFHVllCxt/78hy/+2CCZbX6Oc8q6QmJk6x2073Wxgiwv7Oslog3jEtxp461N4owyStIo/001qJsfMyg6bt4oAZba+WHHWonCaqU/byEtkF2unC1NioYQ1krZJVEEtn9B5EWhrBOjYJyuUXZ+OYeQbsdJXlS016ByAlSG6jeAMI4Fvjk2QJPLooOcVeZzeovScTdtKOrmQ4camAG97z0J4OtdS6rxttsGHqNBvhrf+cB/t2/8WN8dZ6hT74wsL6s4R4dALQyg55+7aRfex36WVZJpDHHOBa2EUfnCqoDTUd9rXvuk3mF98jPDwb7oxhKU9PPXrCSCmWjEQmGkVMOsaoj11sPlCMMWnlP5d+v0hGUY8F9v2Mx8H2iqb6dRCCr1FqVpLcdr5M+9xjAd4N/fwer8p3/CoA/BwDGmL/LGBsBuAPg5JXc4RosK4lnswLfv7OHRSXBGXD/NIPUeqPvAJlXN0rjdFnh/YO2qLw3ijDJKuwlMZQ2+PR46QPg/qjLYg4befujGIuy8T4pN8YJtMGVdM7fpiLJwSh+I6cQLRN7vdfeVXBnL72SmfempH3z82zxsm+QHSYq1jh3uA9PcY8COk3SGdhA2WeH281Gb8PCu/dqtP1ZtcGwdwiyt7EhEEuno0nN1p/b+A3Mu6nb/LZAKo2Hk3xlmuR5sS7+MsaQRgLfHjDn2MrDfDPAwDzbrQ/hJl0Auy4K3t+c0Iag+2ztRp5pSsUWOzQEj7xcJzXSjLHn5owm/YLz+OJzd/o6jGAUU/1Qc3ArJGvc3ygR262PoQahLYiH/x6On6HUqQFwvqzwdFpeXYOfDcs9hfKAV1lNI86xKBvc3X95xcZvgrxnLTWmRY2jWfm1pdi3ePE4HL38hqbgDItCbmwutjL7LRuYuRE9pYdl6S+Fm4xmsJ/D23uJuxbwxekSdwLfcApZ67I6YnLLfu7JbCy1pCDTKZJTEUPqdlKRijGUL3t5T7VaiN/i5aGSCo8v8o0ez1tcHctK4sOnM/zy+wfYSyOcLirUSiOvJXaSCJO8Xp0I6U1mR5y/dALCNx3kl9yPNYwxHC9KzIrGSdG3sQvoNv0aR0DTjjem9KoMOnP/o728Nu21TfAYhfVWTrQNxJu8mTU0pnmN3/w7D/DP/Nq3O8eEpDXvRSiHicfrkEYc06K5tvfTFpejkgpFrezgQd5gltdQ2u4bBGMYxYIK6Gev+15fFL46z3Ce1bg5tlNNp4sKv3DP4CKr8dHRHAejGHkt8f07e57YX0uNHz+e4rs3d/Dz9/YA2IaCMgbaNb7oWBoMaZTGL72/j0Vpm4kXeY2bO4mfrCOvPJI+H8cCP30yw9//h25CcIZlJTGOBZ5MC4wT4ZuUgG1UffRsgbzWuHuQXmty9uY49bmTAfnZtTHjYBSvDDQY9z/OrFzoXhp5UuvHR3OksfD7p3XqIBHnOM/qlb2W0gaRsPvyRumOj2j/NdnBBjsV+XiSYz+NUcl24tHoVq2n0Rqpi4WkNhYLbq0igte7k0TeC9AeTOSHzXYWtrFlsKyaFaIwvWe0V/ePBQwLG5dt7K6VhggarSTR+dXE+qqfL+uV+pUxVhaTiGx0+9qgXRMCeE8/2Fw53JvPCukbYSS76V9EcE/tudr6q9YGp8sKf+oX7vjzj4PPD+1pKmlJLjHnSF3Tr2yuNwwC2Bp37KZaQ2lTWtMSIby855BUrXIkxp0kwrKSa1WS3na8zh3+7wL4RcbYHwbwBMA/B+Bf6B3zEMA/BuA3GWO/AmAE4LVoa9AmV2mDj5/OMclrZJXCWVZBMIaI8ytvTmLBB4vPoS/KbhphXjaoG+2Zd+sQFszfVSmN5/UWfNlgzDYuEvH89/ciXhvfkC5zzjqj+oROA023CtTroPyEn3Ea2bQI9Q5kLdMQgPfrCtlKBsQeUleWhWrv0yLccITFfEULj1k//UIv/Zrkwi1eMJ5OC0hlEI9eTdx6E4kDW7waMGaJC0ObIB5o4K+Dph1OcD7ATexx5uUoafOi3WNUu5FKI40iOxWorZRof6qunfQjeU93LcCfx0o29ZqXa+MYGyzMEEEi/LeP5+hOH648t9ccLKVGJTWyWl3J+4aaniE0BexrII045gMyHS8S5M/4LuNsUeEnT2eIOPNSLFu8OXgVEzQR5zheFvjWwL4khK1NGHC0Ek4Uz56n7EpFBsaAb99or22MnTwdxyJgQK8Wt8Pj7Z/WW7VDQvMScszF4/Y8radfK11EjUDKFajp1yi93htrixeO41kJg7eLnPqysCibr02M+/jpHDNXwIex37tYcBxNS/z8vT1cZA12LtmLXoVMvMXXA01T1wP5aOtbZTxpl8hgIdFWum6f1sb7r4bfokZp/Hc/eIw/+0ffw81d+7liMMgbmhKCJ6r5fTXFzXBKb+D+pTZedeX//uwM//Xfe4hf/fYB/sTP326f53LpUAGo6UkBXgY7uW1QNtYjaovnQ6M08lqhqCUmeY1Z3vi9EAdDGnPspe+mkgKhqBXun2bYTSJ8eZ5hL4mRN9Yj7zyzHntSa3DOMFnW+PbNMU7mJSpp5XYfnGeIBcN3bu5gmtV2/+caDlTfmxcSjbLeZY8vcuymEU4WVi65bwvEYKekEsGxk1g7kj94NEUlFSqpsZtGqKXBXmrPndcSibDKcWkk8HCS2TztGs3wkOwac45Sqo5S3RAhULihB8Du627uJpgVjSUS5g0iIS+tuUSCYebsV0IoYxDBevreP83wx797A7f30sGGG2d2//7JswWktjlbuJ9XhqbcgFqqTvNJao0ksjZE414AYm4fzt2uuFV22/y+0kTdOkICedbRYxRniVZMEpm2ltDuySmO05QcSdn3t/j0T1IUAqycfTix3T82vBfCrLCf5VFkp/6H5D1lZ91pm8YXeQ2lDe4dtPuXMJ+nXkWjrLxnLJgnHVVObvU6IGuAUcxRNe2UI8l7xoL54ajceW6GMU26tXLH+RMzbPDCfYvx2pp+xhjJGPvXAfwvAASA/9IY8yFj7N8H8ANjzN8E8G8D+M8ZY/8W7OfoXzbPqyNzRUil8bOjOT64Me5sth84FggHkDcS9/ZHmBUN7u6mL41ltJ1AefMhOIM0Bq+oZzGIy7yPOGO4vZuuLFSrTb9VuLq2vQ6Ndhsq/LoCSn+hRHdjEN5b6M+yk1j52et8o8Px8Q7DxFFqOGNO/s50/AJWzkMbmC1z+7WhlhoPzrMtk3uLVwKbsGtEqwrhEKzrhdCHZUJ3ownJP9D0i4aT43OxhTmJI+02CSRRTdPRYdLfSidpd+5eY4y1MUuDJv2CuOoS/6H23mDTb2j6j5qJvhE5HD377wVNSJ4vqys1/Wwy3b2Bfm59lSUhFnbS72UyvaXU7yyR6nRR4iKvMc8lbu0kbyyxaouXjyTieO9gfKXPOoMlSZBnCjGon6vrBxtL+tL9aWQZ4hSTqSBCckzhTDDFPW2s7FCjDJKoPUK4Ahxj3UafUgEhQ2vLBmddjxMAGLvCl3wOyaEtng+N0vhqkuPwG7AHPp6V2EnFSlNvWUk8PM9wazfBR0dz/PHv3ryUABwinDKhqZ2bOwnOshpFYz3e99IIR7MC7x+OIJVG9A14v990FM7Pa2iqOLSl8JN3ayb9YsEcIQ2omq5M+cdHc/xPPznCzd0Ef+ZX7jkVCo6ioqItEXttcCVZu/C+DIbVIPykn2nvqe+9Z2DwN37wGN+/u4t/+tftFGBeq+eycCkbtW36XRFKG+S1RNEoTPMGFy4WAHaNTSOBUSSwl34z4oDSBp+dLABYifNxIvxnSWqNp9MC80LicBy7xpLCk2mOG7sxfvpkBm2stHwsOD47WWKcRDiel9hNIhROyvOWi9nH8xJjp/b2dFbg/YMRilp5UlEfWSV9E+TGOEFeS+ylMQ7HlkAfWjOFzTnBbd3raFauPfdlGCcCk2mFOxuU6wD7eUFPKdGr5jBgWSnc3du8J4wFR6M1bqfttRhaYumystNm87LBzd1ksF4oHGl3WtS4OU4gtZXxJNAe3ZJtu6ppUhvsxBxSrfpSM6diAWbzR8oPL9tuMnfNtcRZwMuxttfq+ulRjI/ccX5KjwFJ0DAbOnd77+3+n+Tr13r60c0E90Q+eaOYY1Y2rdpQ8D6FimvkIWuMwdnSytu+5xQNGbMEAsrHY5dfN9KgknZKr/XPVteW1qQBlCTiqKQCh52YJXlPP4kKS6zRxkAEL1ZpS95OI+4GVNg76eH9WrV8jDG/BeC3ej/7S8HffwbgT76q+9Ha4MuzDKeLCmeLCj93ZxdFo2CM1WjeSSxL/+aODU43d7bF6m86SL/6uaSNXhC0BtgG3W4Ag96NHXnPNSNvPvFHuwgTCwUY9otijHUWguF7No7ddL35jrBRqXoLZDvGTrzuDdfH+vvf4tXgIqugzZbJvcWrASXBabz6ebObBrUxjg8lgFRwZq7pJjhDKSmJtv6iFLPu7Y8QC4a8VitG5RSG/M97E4DUYATWS05QnGadn63feKw+P5AuMVgbmMmgnECsurNlje/d3l17/r/43/8Ef+ZX3sNvfO/WysbNvraeZMsl9yu4TcorqV9aw0oag+QdlY56clHgZFEhEhx3t35M33hcZYqHvra0caefEbHhuiDf0z4PYzeN0CiNolE+KhiQtyk6xIQwlBhti0S/+X88wJ//s7/kmeGkBKH0GnlPBTc93XpRRdT0c5JDtdJryXFbvFiczisn7/VuEi5mhbXk4Jzh4STDbhrje7ft5203jSCVxodPZlhWEk+mBfaSGB89m+M3vndr7fe0bBRmeY2buym0Mfjw6Qy//p0biATHvKjBmJ2On+Q15kWDmzuJJyN9/Gz+zstYvy1o5T2HG2qA3Qf7vyvay7bHSWWl8dbtbx+cW3m4yDUIYOwkRNG0FXzOmFPLcdemKUM/2TOcW9qiekAKhvPZckVVwOa7v/3ZGaZFg3/KSX8WjfQx96pgYMhrea1m+DcFWhuUUiGvFWZ5g2neYFG1zddEcIxi0WkYvasgH3TBGYpa4cuzDL/8/j5O5yUeTwowrCoq7KURjucVOGsbImkkcL6scDQtwDnDrXHi6xd7aYSvzjPkjcLtXetz+mxW4A/f2YUxBudZhZvjBIwxfOfGGIwxxOP161sldYdEGf6eLiNX7iYRLvIaB6PNyg3rEAuO9w/Gl5IpwyYpgTGgcNKaH9y4/PqCM7x/0D3OgOKM9VfbiSMUjd5oz7EsG8BY/1/BgbzuTvpxzvxeNcReEiGNuSXr9va9ZNfBHBmBhgoun/RjnhzbP5ImqMPHbowTMGan42gnTKQJqh/QlB4DvAxpS8Bob9oPVhj4JiewXt2sleqH71b6eoR7raNEoJbtudbJe9LfDdA2/Zx6DE2eUm4fB43L2pFrydOvCvwDrwLvy+jut5J2Kldp62sJ2Hgn3DRsUa82Fem17iQCx/MKQ76L7wLe/Wh/RRhj8NHRHCfLEnf3UmgDPJkWiBgHY1bbfisNt0UfJMP2OiXAbuzEz8WQ6zTQ1Lq5juD4YDEBbBBfV4Amj7118AXqa+4zm3BkP5z0c39lLJT2xNrCtQ4WtS1eDx5PLSNuiy1eBRgApQCeDDf9lDEbfUD7Q839SWLjCicwweMGqBsrH0LFOsZWCzr0r1De08Dg4STHDx5c4E98/7aPVWYgZhl3/ZUc1QyzsftbH3pH7EaEueL6eiKINjaJrpVG6TZ4Z8tq8HjAxuo/eDzDBzd38A/83K2V4rn1XDB4dJHj8UWBo2mBf+QXbq85WxdV8xKbfkqDv4P1pLJRuMgb3N1Lt2vgFldGGgnL0o0YYtnmnM/7CdrEnI44s1KddH5XJFkXl7Qx0ACOZgV+/GSGT0+W+If30taL0DUMKfQo00riSa2tpB1fZT5Tsa1WClthiJcPpQ0eTLJ3VunmaFrgw6dz/Np3DnEwjrGsFLJaYVY02E0Ffu07N3A0K1E0Cvf2R3ZaizFc5DXuny3xy+8fDJ93VuCTZ0t8cGOEP3R7F+fLGrOiwa3dBEezEqNY+Jwkct7CgC0QL0vZsRfZ4vWBmn6D8p4BYaE/4dcl8WqMwKF1m6+FhWryhGqUnQCkgqxvJtIe2g9/MH89ylFpn716j7bgqoOi6bJStvAelMAbpf39AUBRa++jelUkkZ1A+eBaz3r3YIwlv+W1wqJocFHUmBfSW7FE3BbUb+0k3zj/w1pa9bbdROAX39vHRVbjy7MlOANOlxVu7Q7XdhljiARb2VMJzvBsbiU/Q8LyOBY4z2qfywhuvzPT3DY/QnWWy34HEefIG/ncv6tRLC6Var/KOZ4HZN/wdT5lRNCSzkf5YBQjq+RaVTDBGWrZBiQequxwBqPtnroMSGSE23spKqm8vHBXGt7mi8oRwjbln0MYzG3dbYZKP/5zFPyM/KeVk50kyVjGmP+81tIy4MJbor8yWPJHaE1GTcvuPdJrZU5uuQVJYI4i6+nn1YaCC3bqyNq4oRDgIrf1gDv7iXs99newP4pwtqghXKxvtP0dC86wk7byntfZltI9xIJjFHG3jmnrWdzQpB/zTce8Vujz95TWiLiV0yV5z+2k3zuMad7gZFHizp7tSgu23nh0iy0IJOH2OlmSffP1qyKcxmvUOk+WdkEJAz7J2im92tyjxaZ/vnBB6ayb14irjV7X9LMbFeZ8W4gts259bhne715QfxvwbFpgWtS4t7f1kNri1YA5/4GhyVLOsHGjcpVk3xiDnUR0NksGdqo4XB544IPQ3pv9M5Tr0MZ6ovz2p6f4E9+/3U76rbmNoR/zDVPX/alGkmyOBGsl+wZfpyV1pBFHrdpJv/MNTb/M+bkuS+k3UiG0Mfjhoyn+w//9M/+z3TTC+796+ca1aCQO8eILxNYEnb1zRZJGaTw8z8GY9VV4zvRhi28gQoZ5uuc+OGaY0XwVWNm41VhkH+uRKtASKeh4S/Iy/h6MMV4iiAhi40TgPTGyE9Za+UK01sbHUqmMl/uhOEt1QO/pJ8120u8V4HxZoZYa+xsk5o5mBfJarn38TYXSBp8eL3E4jvHpyQLfv7MHxlyBWGlMMoVpXuPBWebrD7S3vDGO8fSiwG4S4f3DkS+CxpGVzHpyUeDefopp0eC9RkFpg8cXBbJKYZLXXqrt1m7S2a+OYrGVdn6D0E76rW/6NbqdOqY/+4XYMGcdx6IzRffwPPPXCGXomJNE65Db0JX3bC02holhNDFhdLvPXpbWQ4k+ZsbYZoxGO1VSNOraJNAk4pgXb18c+LqopEJRKyxKiWnRYJrXroFqGwSjWHhJym86Pj9ZYJbXmBXAz93ZxfGixJ29FKeLCqNYbBzmGKoBkxfftw+7tQvGbHMkDqTFx7HAl+cZRhG/Vp1ubxS9tTGZJDG/TmXNwMaR2tUlY2H929cRFDmznnXdc1hiRMKZ/16Ek67d5zNIN13Gej+3so/w6/R1pG9tTaG3z8b6WgJnlizBYOOt1gZaASLq1iBI3rNW2jf2+6D30E/4DTTsgLZGymBzXtuTdPVRVy9JY45atk2/8BSyU5OlaxtUjQZn7b0C9juyP4pwNCsRc5r0M85PD9iJbfy3Tb+rf4KoxiE4w/7YyfFrK9+fu9pD4r5/u2sm/ZQ2SIT9flO9on4HWX7bph/spvHL8+wbMea+xYtHIvhbmVyFmwq5JsCGywkl8AatrN1QYLYbhCGtaRP8HV6n+joT1GEBO0wAGmXZhYzZTYkeWGxDeJ3rt3B8u5b6SlJcbyrmZYOfHc1xayuPvMUrhN2MDDf9PLtuw/M3xQofzxhDSFZOhDNEDzZwjAFSds9F90TxjcgLWhsfp9uEe705eP8FMDbs1zrIYDN2ApCKPOtIbga2QJ4IjhwKlZv0O8/q4SegLWQtq8Yzyvv3frqwTcN/5x//I/jL/+snTld/MxIhMC8l3j+89NBrw5JH3r714TI8PM/x+CJfkTPaYovngW/EPUcKzMC8l97w421I64Rf1v6s0xgMGoLhhj0SHJxphLatUmvv6Sx1SxRrm3406Sf8+bYksZcLsti4TL7sr/7tL/BokuPP/er7b7wEKE3hjGKBrJYwMBjFAo3S+OhojnHc+vlNsgo/ejRFGvGVPIUxhlu7KT4/WeCL06X9Gdr9GGO2OKqUwdmywv4oxrSocZHXuLWT+pzhE6xG3wAAIABJREFUbdyrfpOQb/D089N9yrSynoHkJ6GfM94J1npjjJ/0q501iXHy6ga20G79n2wBmqbzKFYSYW1ddmQnSmzRmhqFWS17TUkre6/dZIhyee51rR58M0C9u97LjbITfEUtMclrTLPGr20ctiC/n8Zbm4wBTPMaRzOr3jbJazya5Hb6eSd57npvLPha2cq9UfecO0mEs6zEXHe/g5eBM9bxJX6bILj1YhZfZ50xdnK5lu05OLNegUMxRzjpztDDkMHGmQTcT/xNc4k7A1LAlojr/O+C27bkVw1hhN/f392/+u9RU1LZfWlrZSOpfhlxq0ohjUECAwbufVIZWin+oWnwtolniUQtWZgm/fr3aNx7AK+KQVDKTfrFotv0C57frclqn4+QhGdYq+DMkoy0MUHNgyb9eECwu568J61JEWcYu8ZhozSk0ihl+xhzk4ZFo1Z+BzTVOE4EtLHNyKH3923HN77LpbVt+M3y5lpBeYstCN++gm71m4hwkkOuCW6sVatrPVx8FWZ4ks76tAwX0L00aHC56xRW5ZpJP6nsgsZgC9e0CV535rd50u/T4wW+d3vHFwreNjya5BjH0Tu7SdvizYQt6NrEcwg24V0TD9x02sr0MqNC83AsHMUCk7zGrZ3u5kWZ7mR1yOCm85LksjZW0vP/Z+9NoyTLrvLQ79whIjJyqiGru6vnllotdatbICGQhJhs6zF6+THYlh4GBHixBCw/psczWn748VhexhjMw5aMGR5IQhJIIARCMhJSo9YAre5Wq9XzUNXVNY9ZOURmxnCHM7wf5+xzz71xIzNyqMqIyvv1kqoy8sa9N6Ii9tln7/19n3CS9+J9Dro+K2mwuffuguSaWcD6TMVd6EIN7IRszDNPv0EgXf12zHNT4/acKjvmG24/AED7wGwEPem98XFbgdgie2nUsdCOsa9Zq4q/FXYEmUTn5j9PFAvW+yzaxobDmHaP1o0/Zf+k2NK3YWdAN866froobf4upR2moFicNf0Ce75B7OcKO4NWL0U3FZaVVoavnl7GE2da+N++4ZaRziGjVKATc8SpxOmlDl5/+wG0e9x+dqcbIZq1IFes39+sretz7XvMqhENAmPAasRRDzw0wvHcI+xlWHnPdZh+OU+/gswnkEl9qpJ8d6Gd5NiE1LyjfXjKpc1poWD9VosegkD5IBzJyJFyBKDjrnt/kZm+0JLMyigNbT0fibjE1AjHgmEhpEI34eilAq1uiuVOgp55rxi0qpM7JLBbSLjEHz90clfvYRgcNwMkjDHMNkKcXuqa4v/Vy333T2j5yGtNMWQQGHTs2o51i5brlDqOmMekGZ4pexcZY4i5wL5m9r1QyGKjVAqNwIfHWGnO4DGYBlk+t9T7ZyDYgEQwCEXmoH18wN6Smnk08KukO1Bszscyv2my1nD36hTHfY/lGHP03GLMpp8ZY1oK1dZ5FbgieU/PeFpnvyMMrMlKZVl+SulBEMYY6oEPpWCb2qkZppuoZU2/mG9uwM5l+tkhPS6RSmlz/jDQjdOpeojzKz0UeSm0bpFSSJSKa9L6Yk83/WIu8NSZFbSTtNKzr7Dn4Abr1Mi6FaFUFuBddhxNc2wVCltbRHMbjiLTj5FvSzaDOLDpZ34xjnJNa1GKS6vRrif+W0EvEbi8FlcsvwpXHYwx3HZgcuDma2DDD+gz3nYfXw+h72GmEeYKL6zkWsWCimYlqmw4QUkrqzRoIwHVP0BBsqX9h6rCz1msp7dnkLIFnS806wU1/daT9+w68p5lvgJKKbQjgaYxhm8EHtaijZl+oc+w3OV2knMnIYn2eA0h4RK9VFSqFhV2DDRMsZWvCjHrBtXDVMkP6w2JSafQXCyaewzopllMkTTZDT3VSyGJ/vSN/BAVAdyiR4Wdh1IKxxfamAwHxyYhFd73pZO4fqaOf/yq667i3W0OqZB49vwKljsJPOZBQWGpk2Cxm+Rk28rYfJu0NesDA0OcCsxW9iRjCduQ4/2xpszTr8j4A3Q8I0ZJMUc9ZaQ9gSxGuuyQhOtGIEzuGJquH7exMourZfkvMSaEyhqT3TTvoRSlznWVkanbhqpCLxEbsoNHDVIqRFygm2hJ35Uuz8kP1n0f9dAbuVzt1GIH/+UzR3Bysbvbt7Iu1qIUK93EDkkEvoeDu1Dn1Y2I0fo3vJLwPC0RHGxjPxZ4nm78SIXAy5p03ZgPjBIHmvWclCSQxUYJoBF4mKiVS6aSlDwXso+ZJpWEUh68LcwUDGL0DSJFNGsBmjVgsRNDKgWhJBR8c486ZvjMs3lrlIg+Hz6C7zEj/0n3Yv4s5rDmR48BvmETkuSzlLBywXrojaSks6e7ObF01ptUSIS2iZnl07qxqRD6WnI6Fdq70WeB458tN1WbpTUp9B22oFAQAnZoouZrzvp0I0DvcjnTT3v+6ef3UmEtAq4ljP9ozDaw2uNoxxxzk41q6rnCnkPqNNBavRQ1b30NcTqcEnU1SOBjna+SezxNr2xK3tNZYETh7/QdlpJMcgefZyN/rFFGKiQurEQ54/ZxwWpPs4H2ytRbhdHCRhI464UDqRTUFj62+5u1gjk465POlIWCiutNCgBcOCxppX30fuQ9j+Crp5bNScuL4eRJUERZzFXIfA0ZyiWa9b3oJxcnJhc663j6WXlPbmRX8jfAhZ5wpsLNdCMcqulHjMT4CiTnokQuddzRifm11sessMtgbH2Jzo2eu54f4EToZ9PCyBjN7rXcAS8ls4JE2YY9J2nvsGWEkZmjwgoAK0/l+ww138sVPSrsPFZ7HKs9PrAwBwBfODqPEwsdvP1Nt6/rxbSbWOmmeOT4IrqJwHXTDRyYrGGmEeK5C6u4tBJdca+meuhpebVK7m8sQfKeZUw/+icleUwg3wgkUMG0LPcjac+a79kYSUNogceMFKcZyJDaC4sBkCbvc3O3skE5Ym67sbgT81wRl/I1KhJvp7gaeN5QqhC7CaUUolRgqZPg1EIHT5xZxj8cW8CjJ5bwzLkVXFyJoaBwoFnDwck6Dk7WMdUIRirGKaXwyacv4Bf+/Em0uil+5Z/es9u3NBDtmOPIhbVN+ehV2Bl4TA8ObKfp53l6QLGTCJv/+YzhzFJ3IINwqhHk9tmB5+HyWgSg30N+EIr7UmoGDmrebQRi1/U9PsT5pMriNwMpBGXDGAAxpguDHTS0ZuRQXbKGx/p9WOkle4zBLzD9aICDvkc0rOFCuPKegp6r68s0GKyUssNM1AT3PYZa4Gl5T3OdRi2TLd3MgB3l9T5jtoZATD9ilYfGhmu6EeTeF3vvZnCYnt9LhFVeupawd8YPSrDQjsfWLLVChe3CDapRIvr0yAHkpkioGJILlqYBmH/Oxkw+KRU8Z0EYFm7RJjfZaBbX00sdzDQCXcDBYIk6Oo0Ys8aZnk4HoPTk8HUz60v9jBoWuwkaVSJeYQRBReVB0N+7/iNIfm7YLY7H0Ge+TWGIO8VnMvLWj0u78ZBKYS1OsdxNcbbVxetu2w+ocl8txsoLPwr9x5KfAWOsT9vfBSXCYYGS0IkFeokoLdp2HXlP/XqLCbfe4E03qOkXDF/IYXrzs16xeCsYR7/XjdDqJdWAW4UdBQMgoOBvYYY0kywq/0zS5O9iJza5aD5uMj3toGWQpbISxQAQ9zH9WGEqOV8wL/o8k/KF9tfRTT89Bb01KdMK6+PkUseyKssQc4EPPHwar7huCm++cw7L3cFy0ruJk0sdM3GuP7s+A3zPtwX8Kx1/G6GPfRXLb+yQColf+uhTWDQy6WWefp5hS+iBBfIj7W/wpbb42j8Kdmqxg4OTNTCWNd90/soQ+Ay9VOYHLUxOSEw/13e6LEMSUqEWZt7PgM773MJ5lGZ5oIQu0G5V3rMeaF+/UULMdS68FnG0eila3cSwe5RlzsxOhGOTi630Urz7gRfxyIklvO7W/fi5t7wC+0dYreeFC6tIhRpLNaRrAYem6tuS3vY9hlhIxKmw9aLZCf1vOWzuNd0IcHElwu1zk5BKbjiUxsByRAgXQkp4m6xb6cHZ8t+tN+jmHiMM7Y4xBsa03Cfzs1jfK2nCKfN/JJFqFSxs/dYcV8h3GdM5L5V0qdnpeQwTphnXc2SZCWmBfEH/pSK/jrixbroRoJsIhL6HVGqmn8cYQs9H6DPL8hwWVt7TZ7YOQB7csXmPagF5+oXopaJPbUhI3ZicruvPWZSKUrb9uGPPNv2kNGbX9WpRqLA34TLFZgYkR+SVAuSZJgpGcxr9i7AuNK8/+b3VUJpj+rm60kJiuZPgZz/8BH7mn9yJlx2a0uyXdRbd4vnGAfSam2GAs63eWDX9lFJYaqdjJ8NSYe9gI6YfWNkR1PYbDjQ96MKdguaGbackIMlnRbhF6SzJTTixXJRN9t32Y7HQbVHyEHn10Usa9Ioyec9sU9es+egmAoudGDfXmn3P6cS0WdA+BEXGjJB6Gjxj+gVodYcr5HjQ0+n7Swzat4PNGImPA3qJwKnFblUQrrCjoMECtoWeO4OWXhqqjsOUDUpUIC42AUmGGShnj8Sp4+knM/8/LjIfK+vpx6jppyWJqEAuBkjhV9g61qIUi+0Eh6YGy6994skLWGjH+IW3vGIki+WazaP3IWXy9VeLeaclqqoce9yw2Enw4nzb/pwK2TdgQHmTECon61lkRlDDsMyX+NRSF7cdbOLCSmSPoz196HuIEoEZw5pxmSoUF8l7mQGlajOkusNF5oHaS0SOEUKMEZJj7qZ8y8ygmmn67dYwRiokuolAL+FY6iZY7qTGo1CvU/XQw3Q9HFvm7RNnWvjt+49iNUrxE998B/7pa24cyfhLSLhEO+a7IuVZQWO7zVafMfQSgURITNU31+wjeIxBQmGll2YepetAN6pEqYXH1raCDFL2DzOQWsV6d8TAIIzHIF3aYwwCOh5TrO+RXL3LwzBx0PcYOomwzT2h8p5+l9sxoiRjvPmMYboR5uq8QirUA88y/XqJsL8juHt5yqeV0k03kvdUKpP3BICpeoCYS4Q+AxcKqVAIPAbP076lej0bnpBBx7pSuqlR5iDfw7rvgRmmXypUbi+gX4dmG0419GvtVky/awudhEMINbYLcYUK2wU3n393ynk9UALvFloG+Usp2T/RyvSTQX9QqXwz62nRKNZ9vJMIKOhgvZHHjJ1yGbPCLk0ITdR8LHZidBM+NnrxvVRo7e4q5lYYQdR9f9046OrVE6j0vBW43wJRKNjUAx9cKitL4hZQpFJ2ui7hWeJKyX5RQrlMmkRvgvLfQzdm6uJ3ecJb1vQ7NF3HqcUuFtsJbt7f3/Qjph8AdGMB32e5Ig2XEp2Y2yGG6UaIM0vDeYbUrtCkN73Ojz95Hl88ehl3H57Bq2+cwT2HZzAzMX7DYi9dXkPoeVX8rbCj0BK7W9scM8b0ZnyjA3NFjUzmjn5W0AMSUmVeV/2efiwnA6zjazb8RQNsFAfJI5SYfjHPBhcq7CzOLPVQX4cZsNJL8ZHHzuDrb9+P+27edxXvbHgcm2/jfKuni/0jXBSvMJqggiqBmMjugIFw4hXFuXYs8MPveQQ3OAOgXOigWPSOElLhzFIXr7nvRix2EiSW6WcKvx5DO06hVNYwoX28e23AsLQLsZDiKYNhqpjcs5uIHHOxyBjpJXLLgxTkER1zecWVu4TUMvS9VKDVTbHcSexrYdAF62boI7gGGGapkPjAw6fwV4+fwy0Hmvh//tk9uGNuardva0O0Kwn7sYfnMaRSbvvf0YeWMC4jJxQReB66cTkjsExFZ2MoCIUSj15juVE6QGyOYMqq/2R+q7quCmRxNkpln7UHNTg9pusGLtOPOc9NucS5Vs/WQj2PITDynpohrvNjjzE7kJENibiEC6cOSwxz8zgx/aRSCIPsjZisB2jH3Mp7ctNwYwAaoc61+Sa8l2j4OfQZmsaTLzb/7r1UwGOwDUhijLZ6KW5xzkHDKvvMwFY3EWNpobQRxqNafAWw1uNb8qCoUOFaAZdac1mQZOQA0ILiMk0APaFNknAuGBgE+hfsnCooFXxL5EfWvWdnIXAbdroonk1ikzfVINBTt6rVvVtw6/A+Y5hfjXH73HiE8curcRVzK4wsyuSNLVS5LwB5yplDtgw3lqVCoREaA3FkU3p0famUTb4TJx7SAIX7HfMYy01YZ8f2yy+7HoLrea1S0ceV97yOmn4DfP06TkGrHXPMNsPcRkpIhXYiMG0YCjONAGsxH2p6uxZ4WO1t7P+3WQjzfjx6cgknFjp46XIbH3viHADg1gNN2wB89Y2zODQ92lPFq1GK+bUYh6bGhxleYTxABd6tTv+XDQn0XaMwzFAGJXVeSbE0KTD9GMt7ksgc08/JK81rYc7z6r5m+pHXaoWdQzfhmF+LStlxhD//yhlEqcDb33T71buxTYAbn+3ZiVo1VFFhS3AHowiJkDmZvKzxlg2BLXcTCKlwrtWzx6VSgjHWN7h1YaWHVCjcdrCJZ8+vWDk719eJmo0Mepir5nvW7xnI2H2sxC86k4pjuj5gGSnCNscAWMk1aYrLUSq37V8Xpzvb9JNS2ftudRO0uqmVpwf0kGA99MZm6HYzOLvcxW9+5giOX+7gu+69AT/+5jvGxgppuZPkWEUVxg9kL7HdldTzmGHdbnymmUaAi6tRH0uRbIK2ci+K2A258xlm2no1VwUIJeGT5zXTz9Rxmdm8tZcKLW/vnMuNwe7PQtJQcObX1+qlNoZ7xtYjk//M2G+U09De3711tzEmzL0oU6MgadYi069ZC7CvGaLme+BSH+t7TA8BBv7m5T3NOhd4DJMhNf30epNwLTNK16eB3eKgML1Wagp2jbctPX6t4NpbrYbE5XaEiXDPvvwKFcClDoZRKoc0ljUBn4rDqrxZSD4tYUnipQp/mhNu6p4JOXlPZ/JRmkmV4gSMi7JizziACtGApsifXe7ilgPNkV+UolTg5GIHs5W0XIUxhGaAlOjnK/eYTZyv8LMbhriRBpIyazSmIvP0E0YDHygy/dAnabweY8+9X5K1y7EPBzX9BCXYWXyfM7JsC+1yn6WuUyyhpp9UCsTx4ULm5D2njARHLxUbFlVCXzP9eKFAtl1Is8Fqxxz33TyLf/ddd+PF+TU8e34Vz55fweePXMannrkIQDc9X32jbgCOIk4tdKp8t8IVgWYTb2USehPXgKMOUSik5CTokRWwi0w/hny8zHmmOkFTKgU3dWWG6RelAnB8qlZ6KWIuUPM9hPZ/rGJ5bRLnlnsIvMHv28WVCJ98+gLecvf1uO3g5FW+u36U7ZVavRRSXVvFoQpXFySB7iIVCh/5yhksdRO841tebve4QmaDX9bD1BlySIXKMfFoz06NwVsPNDV7ORX29y4SIXB2uYvDsxOoT/q2SAy4nn793wW3HiBlxlYBgNVeVmSNiOkn9XO6Cd/23rCXcsxiaww7pTRTsJsIrPZStHoJVnvcvr7Q81APPRxo1q7p+K6Uwmeeu4T/7++PoxZ4+OXvuRtvuOPgbt/WUFBKs1hPL3axrzn+TMsK2weDzgOHoRYwxnBwsl7COC63MRoKZXkx62dgl4HYbyTRzJhWsyA5fUDH0eJ5lLkG/b1I1gB0Dp1KCSmBdqT35r6n2YGk5KYbj8p4EtM+PU8AofskCKcpqD01ydNP5RiPEzUfEzW9BlHt1vcYPKaZfgmXpcPKg0DDKz7z0DQ1BD2kp2snYeBZdRCyslop2Idww/SbrAeoBx7aZj2umn7XALiQaPVS7K8K0BX2MBIuUTOU50EylzlJzuKfwMAJmGw6xTmXy4pxF6BN3LO7wNA9KyPpxJ2pRb1QDg7Urs71OMEtzAdmSmall+LADvtZ7TSW2gkUrp6vSYUKOwndFCv7jdkQrGcgOgDu0Xl5Tz2RJ1RWYOZCOcbbjqefy/Qz8qPuN4wN8PSTUsHLbW5YzmeAJJPKQA+7TL+Jmo/pRoCF9sZMvzWzyXBP344FhFSYbpCnn5nG6w0vXxxxiakdbPqlQsFj2mvwxtkJ1AIPr75x1jT2boGQCicWOnjuwgqeObeKr55u4XNHLu/Y9XcKCZdYHOAzVaHCdsHAsEV1z81cBEpm3T43t6Swq5UnsiGHoqef5zEr2QmQOoT+uys9RzI/bpGnHnpWLoji1rlWF+eWe1bCSEEXTRqBj8l6gImaj2bNRy3wEfq6cXixFeGzL8zjx7/pjm2/JdcColTgXKuH/evEpg88fBK+x/CD33DrVbyzwYhLvCLnVyM71V6hwlbQKWH6pULiq6eXsWwKlK7EZpFl54IGx5TZB3/+6GW898ET+NFvvB0AMFkLEPoe1iKeDVI4p/u9LxzHXz9xHjXfw8+95RX4pjvn7F6ZfI7c4jNBmuuRd5S7v14ua/opBc718PB2fOJqgY9WN8UNsxNDHR9zgV4isBZxtHopWt3EFOIVfMbQCH3MToQj7V2301iLUrz7gWN46PgivvaWffi5f/IKHFzHY3XUcPTSGs61ejgwWa/qDNcAUqEwWdvemup5DCkffl9O9VAXW60Q6pCqwJA/p2X6Afj7Fy/jNz59BB/6iTfagVcCNZuUzBqOcSKwoOJc0694j8UaAIVgNxZLpQcyAs+pD5icN6vvqhKmn8ydE8gabnRe+n0qpCPvWR7fa76R9zRMPy/H9NuEpx8NIvvMNv1I1SPhWmaUPLpnTI1hpcj0M0Nb9cBDs+ajm3B416Cyx55s+nViYaSlqoWhwt4FlwrTZqM6KLwudRK7oAinyaan/EhOLv89ooR/kDa2PYehrG+q6efqRxc8BmjxsfKe69ThaZ3bDIV8FFAsxDcCH+eWuyPf9Gv1kqooUmF8wUxiPSBcMAyOocMg1/Qzya7rMchFVkDRnn6FwrYqZ1F7JYWZQffPpcz5DAyajqRru6y60GOYm6pjcRDTL+HY3wyxbCSSPJZPpikBn7JNP5OY91LcMDucJGWUir6N03aQCgmPMXRijsl6f+zyPYY7r5vCnddN4Z99zU1QSkts/dSffHXH7mEnQDImVb5b4UqA8r0rWSDVTD9mZJ/yhRQb94zCA4W7YnPGYwwHmlkRU7NMspzRPm4KFO7LaQQ+FqI4x25RUk8Nu0MJNIDWjjmWuymElJlkMoAPPXoGf/vMRXzbKw/hZYdG3x/pSuPiSmRlpcpw9NIavvjiAt769beMTgG6ZFlc7qZojon8XYXRhKuGQEi4xFrErd8fxSkhypt+oc+QCoWPfvUsfI/hu+87DAb9PVvuplg1A1dhwFDzvRwbmvIDBuDSaoS5qRoOTTfwG58+gosrUXZt6+nXv3dXJkmmRqK7X205zIqIZ/KefAe8u+qBl2MSukiFZvB1Y47lXoLlTmok//TASj30MF0P93Sj6OmzLfzW/Uex0kvxY994O773tTcNu56PhF58KiTOr0SYm6xXee41gsmaj4ltrqke290an66P5h8j32gAeNcDLwLQEs3u3pWYdp6Xl1B+4Mg8vnB0AffeOAMg84F1mdpF1rZl+kl3b68bZe5wrw/NtHMbd7bpV/B1da+QU1+TWT0iFY5ksyof+K8FHnqpgDS/9zyGiZqHVjcdqm5BoNpv4DNMmMZtzIVhHGpyCw38UY2hyPQTUit8BL6HiZqPTswhsf5wzThiTwofX25HOWmqChX2IlIhUV+H6ff3L17Gz//5k3jiTAtAtphIwEb9Up8rMEjZP9nh/iRzi9Tw95zpT2eTKzTt4prM0rTLoFPT6x3EZhlVuL5bANCs+VhoJ/Y9GFUsd9Ox8QSoUKEIOzU9aEPJymPhIBSjTk6q2MSxm/ZPOMMJMse0po1M7PirSOmwDum2TGGmGOfKblXSFAdIorn83qlO5DL9fM/DwckaFgZ5+sUC1880zN95TpIPyKSfpusBlFLZNN6AQk4RgedZmZKdAjes6k4yXDORMTaUP9nVRsVCqXAlQbJDV/YazExN98cupZT1NXHZJWkJNdvdwHOHSU1+J4BhQXv5fLUeeLaJSKzGMjUJxhhCX/s8zU6EODBZx0HzvwOTdVww8nonFztbfCeuHSRc4vRS18otFaGUwnsfPIHZiRDf/9qbrvLdDUbxkx5zgXSHpaUr7D24agivNkXdVJimn9nfUd7n2lm4qJt1fjXi+MN/OKHjG8tiIXnS1XwPtYAh5SXefwzoxgIHJmv4j997L974sgN4/8OnbC6WOvKeRTYG7U8ZYwDLS8uvdLOBsNgy/Tb3Hg1C6HvopsI0SVPMr0U4emkNDx9fxIPHFvDE6WUcvbSG1S5HM/RtPN4/WUOzFuzZhh8XEu9/6CT+r489g0bo4zf/+dfg+19381ANP7NPmbnS9zgMSMqvavhdO5huhNteUz3G+mTeNwuGrXsLDgpvpNhFbLRBNVDy9COsRRyrvTTn6acKNcEiEcMqYRRqrqRkQ7m752VeiialhlAKXpmnn3MuIljQ3/VzFVKhbI1gkPR5aOylAN30YwAaoY/EePoVG5iDkAphzxf4npHjz+Q9a4FnYxqpCK3FrjVKxmoMPIZm6KOTCK3wVDH9xhtSKlxciTBVrzSfK+xdaKNVlcl7lgS2R04sAQDOLnUBOB5PKpPqpEKMi2GYfsD6TblB4FKCMb04UQGnV2j6CVn+elyUTXiPA4oLEDMT6QvteCQLzoBuyhJ9v0KFcQQjQ+3+X4BZlsvwm4ti7HObcjm5DIfFTH8XSiHheaZfjoFSElVd/zx9UOG1FCYi2TqyFhQz3cGp0NdMvxfn26XP6Sbceo/qwlP+/MRGm6oHkAqYNXJvg6a3i6j53tANwmHBhUQqJYRUmNxBBuHVhFIKi51kYGG9QoXtQg95led7OwoFPabq5JZWmg5Z3BPkd1riCSILxYo8eyWLr8WiZyPUkkNwhs0G5bgDb19pOWAAuLRSPhyxlzC/FkENKAYBwKMnl/HM+VX85Le+fGiJ56sF3RjW903FpQoVNov51Qiadjy4AAAgAElEQVTveuBFvPO77kY34Qh9hr/8qTfjkROLePb8KhIutV+x1AMK1oNUlsufFb9LlLPS3rhDTb9Ae5AmQpphiaywrZSWGqVBpzfcfhAPH19C1zQluR00Q5+sc7Gw7NbbW70Spp8ZVNuJXbiUCl96acH+XPd91EMPkyMWO0YF51s9/JfPHMGL8218+z3X4ye++WVDD+YqpbCsm7hPXdGbHBKjPvRcYXfgMYaYi22vz1uJTwzo32eDCAsSy51sCIKXNCYVlPHYy59VQUtWAjpup4U8t7htL9Y6qVZADT1aU5hRXFDO86gRRvkwKa0V5T1rvh6Kc18GNdv0a9FSokVkXtnm9wyYCH2HCQ70WSyWwDL9PA+MAXXfQ2z8uxOuZUapXEHrmsusp9IHSZk2a4EdkBk3YshG2HOr4VrErWlkhQp7FVTgtUy/krhmkjrrtyGdYgdhUOGjVO6JZYUZK6+r1MAplzIIqTX3Ne1dP7bSTXNSJdJILOnzl5+HXu/YNf1EoXgPLTF1ZqmLm/ZNjOSkWy/pNxuuUGGcYIvLha8XSR1P1QPIzfoPOF+KvKefI5dB8p5S2pillHI8/bICjFTAJ548jxcuruGH3nBbdu+sP74XpwFpI6Cc5wwy0qbHi0y/uakaVnppXtbDoJMITNYCTNUD4+mn8k2/nk6wpxohpFKYnTBm29GQTb/Aw9qQxw6LVCg7UDKuhaOYy1LWfYUKOwU75HUlrwETs5CPZarwd6my3ye8vxDoxlnhxFSaUAZMQ4exHIuvEeoiArEJgfKceT0sdRIrr7fUKZdB3ivgQuLkQsdOXRchpML7HjqJG2cb+I57rr+6N7chVG6IplfixVahwjA4Ot/Gk2dXcHqpi3YsbJ5B+dOqqVcBZnjSZfqV5Gf9TT/j62yOpUJmaNgQemhM9eW2vVTg0HQdl1YjG+9owCy1xeN+v2i3eQjkh1RdJYbY8fTbKWnog1P1iu01BJRSeOCFefz+F4/D9xje+Z2vwpvvnNvUORY7CW490MTJX/+ec1foNjeFdsQr9bYKfcjkKrceE7Zau6LyY5/9kVFCe+7iqn2sjLWtlI7n7j657khXEigvJRSHdbMcN39+IZSx2dA/e9BsP6ucAZ0L+4zBN3t9iufuFbh0m37Kqvi4dQCpVM5P23091PTTTD+GiZpvh5qlUvCH+Lejmkno6wZlLcg8uBPjLUj5PFmHuB66NEDjMcP0q/u43I61DOqY1Yg3wp6LkqtRWhVAKux5UFCtr8P0Iw1+qt/SxIM7CaLVQ/plPAcVgVThT/1VHD6ocjNh6zFAmkC90ktRD3y7KZFKWc3+QQ3FcWX6pUL2NVlDM9VChfNRQ8cY4laoMK5gjEy5y+F7rK/RtR6KxtZ5ec9+ph8XrhRdlqRSHCfm9a9+4jn82aNncGk1yu69hLVXjHqMMStnqZ8zmLfISzz9Ao9Zz6XFkoJ2N+Fo1nxM1c0EncoXzYnpN90IoBQwVfMR+mxo9p5vDMnjkkL/VsGFQi/Rr7XM028coDdU47XGVRgv6DyLXdFiq54PUzmZzyJscUPRQET/557nmn4Oe9qJfTo2571YSHJI/97kwZtsphPLD9Aex3sZi+0YXKqBa+bfPX8JZ5a6ePs33j6Sspnu2tXqpqhV8skVtgBqfvUSYXMkQCsXAMCSI5feS0SOmVy2d/WdeLRvIoTS5OQc089jOl8LnUFZN6Yycy3y06JGIh3bjTl+8oOP4bkLK32qEop8NQyEVJbh0Y65veeIZ/KeqZAId6Bho31Yq33memjHHL/5mSP4r599EXdeN4V3ve21m274rfQSHJisjZQn7VrMc0OIFSoA2hNPKuS86reCLX2y1ID6oznZUifb25bFcvK5c5lmlNu6ftVRKnNxOBfLTV1An885Rul9vMcyqU7PY+Z4Q85QrqefuadSeU9pv3uu5x8xAOl6fklsJhlOIGPpTYQ+4tRIaw5Zn7VNP08rn9UDz66tqZAIA8+uQ3Xz964jp03XIV/BpvH0c1/ztYLRy6avMFq91DY6KlTYq6AgSR4A5U0/XZigyT7SfnbzegX0rYjaX6pswsVoRW9QgF4PXBimH2MQZlHqxMIamAM6+e+lYt2V2npljZlec2LMd4uo+T4urPZ24Y42RjviCKuYW2GMwaCZxTtZVGCF4gjBZfplnn4ql7xTrEt4/thbD2iJ3796PBvAJY9Te5xU+NWPP4evnFzK3Y+b3JKcaRnocXeTHRh5T0AXdF0IqRClEpP1IGv6IVsHlFJ2ClzLeyqEgYfperApyU6GzCNhJ5BKia6ZBhxXec9uLLCdKdcKFTYCNeKu6DXAcp6muWvbx1WOfZLy/liQK6DIzP9PONPgwkhOFpt+qVCAzJjOm5X3pKYfY9lA3V6ElArHFzqYHmCxEaUCf/rIabzqhmm86WUHr/LdbQyF/H6pHXNb3Kqwd9BLBM4tb2/PRTJm3YSjEws063mmnztA1Uuzpl9iWAxFyTSX6bevGUJCxyjaw7djgdD3wBhDzfcgTfHXzT+VuVaz5sNjmZ8T5ZqrEce5Vg8nF7sQhRmrYn1UKIV66CH0Wa7pF6dkxaGQcoWgathccTx7fgU/8+HH8aWXFvEjb7wN/+F/vReHpuubOkc34Qg8hlcdni5l7uwWVs3gd4UKLjzax247Pd38Z13RoHC/4BkUVG7vPohNFvoeDk5m31HKPd2mX5yK3OvTKmr0d2VjclGhjcsC048ZMgVgG3+26WfWI7pP93ZToWx9T5hagzBrSibvWa6uWA98OwDi+5o+0gwDxEL21S3WQ2zkTgPj3UdMPygthRr6DMykaIwxTNUDrUBmlZRM088MxDRrgfX0K/MGH2fsuUx1pZtUi0OFPQ+a2rOefiVxjaSIKFGnY5Qpdig1eApC+6L0P06B3GUHDmvWqu9FwvOMwa1U4FKahZXlpO56JmAPKkZJ+5rGq+knJEqT7cl6gEsrUS6RGBVQU7ZChbEFyxebuwnHAy/Mb8mXFNCSyTMTWdEz1/QrFKYBnXi6yTt5ANiYB+0TMDelpZgfdRp6xSJlzCWOXFrD0+dW3JfX5xdatiYAGRPRZWmEPsPBSX3thXaexUKNs2bNx1RDN/30PdHr0WzgwGOoB55u+vkephvh0J5+9DqjHZRa00w/vSGZGtOmXytKqiG3ClcUvsdww0zjip3/0mqE3Cyzyg9fSCXNMJnO9yinS0o266IQWyn3dD39pJGGd69BrJdUysw7epMDY8cXOjg0Xce+iTDnb7XXsNiJEaWZ30sRf/3EOSx1E/z4m+8YTeZOrsCmrBdbhb2Fjz1xDv/HXzyxrXMQG6GbCHTizEevFujP06KTS3WTTN6TFA3qYf475PaetdSxGYRwmH4134NSWUE25crKgOrn6SGtidAHYxmbubi31I3HQs6olK52GwhTWJ6qB+jEwuahkcOa5lKW+j1V2BkIqfAnj5zCv/urpxF4DL/xA6/Bv3j9LZu2OEqFRMQl7r1530jVUKNUIBWysmyqMBDbqfLpgbMtnEF3/frahVQ7deXn+zz9VNa8c+sENv6nrrynzL0+VchPCC4Lj/z6PEc+lGK9MjYfSpkBOJZ5+gmZMcPd89LQE/2empJUIxgku1wLPHu/gWEaNuu+fn+EGjh4XATl5FrGUzcTYy4RGDZ7zffgs2xxnKwH6KY8UwcRxPTzrKefkHq4uuiZOO7YU9UA0kSvFocKexFKKfzNU+ex2ktt4ZY2DesF10zW05nyMHrVskRqiWL7eht2Otdmv4ncyIV4XjbRTeegwK+UnsxeT25vnOU9y8KXxxgkFJYKLJtRQDflm5I+rFBh1EAyGPTVe/DYAn77745iqZNsiUflmmP/zVPncx5PPMf0c5t+2fAFxb5M3tMk6ebxTqH55cZ3kuckz1b3+cr5Waryrh+xo/OefgwHTcOxyPTrJJkvni7+5Jl+Umm29nQjMAxDmKbf5ph+Nd+zgyo7ASHl2Hv6rfb4wOJ6hQo7heYV+n6s9FK844OP4YnTLbuhd0sczPlLMacrG4AShSKIHTxw8kBpBtbcuD5hZPcSoaw3irseDIMTCx3ceqCJ/ZM1q6Kx16CUwqmF7sAhilY3wUe/eg5vetlB3H145irf3fCgz1pihnFGsjlZ4Ypifi1CJxb9BdtNgIqjRXnP0Mp75pl+FKdI0aDYfPEYw+tv3w8gky9mDLZw2Y616opCNvCbiHzzjlh4E7XAWmnQcS4ih3lI0L7Qyt4LNf2mGyE6rryn4+mXiqomd6VwcTXCO//yKXz40TP4tldeh//61q/FXddPb/o8Uiks9xLcc3h65Abglre4B6uwN7DdpZm8+Tb/RFXq6QfAes0RinGUZDmL1knCsfWgQQnuyNTb59PznIdzTD+pX5croal9rLOmITUGtbxndi0g31jMe/fpS9IaQsMrCiitW9YKFiEMWa6dCjX0YB2twaGXMf2iVGCmEUCY+3OvP90IECVZTSVj+jEEnodmzXgnprJi+o0z4lRWi0OFkcS//+tncP9zF6/oNS6sRPi9Lx7Hgy8tOJ5+5fKe7iJEAdEWO8jlFdrXpLimeYzhlv3NvuvT4lcM45sZoqFNhMf675mCs1QKByfr6xY76anj1vTTOtzlUWyqFuLMcndrU0lXCIkx9618VCuMOySyWEfNIJ2Eb/2zvdxJ8HtfPI4vHL1sH0tLNgOup5+b4GdMP90soyS560xVM+RZe3ROt6BU3Fx4jmxeEfT8HNPP89CsBWjWfCwUmn5d0+Rr1n1M1wOsmcacy1zsxBxTDT3RqJSW49h00y/wdszXVBuSwzYox9HTL0oFolRUAxcVxhZrUQohFbqJwNxU3Qwj5HNOHUeywoc7EPHBR07hfCuT4Csy/fLynuZx1e/V1zDDcUJIOzSxmWZPlAqcb/Vw6/4JzE3W0eqmI5WnXS2s9FK0kxSNsDyefujRM4i5wNvfdPvVvbFNgj5Go6isUeHqgCR64yE+A52YW8UDF5Fl+nF0EmGHi2pW3jPv6cctk0I/r7jH9T2Gn/62l+ObXzGnG3AmVlJO2bZMP1gFgESoXH5IDcVmzYeHTNqtjOnX5xWt8gVnKfUAxUwjQCfhfZ5UUgI37ZsojaNSKTxxprUn4+RO4PNH5vGzH34cZ5a6+D+//ZX4+bfcteXhnMVOjDvnpnBo+sox+reK8yvRFRs6qnANQG2v9kTst81ft/xhkqqP15H31MNt/bXVjOktbQ7FABy9tGYHyRQ9iPyAnHDqAVzKTBbfDmlkzUYtC6qsryBZroqSpp+QWp6ZMfQx0d29Z1kN0FWhIUl9UtWIU44Bc8d9IHWkINCEEJL31ApwmtXuXn6qHqCb5j1yAa2i5nvMrsO9lFdNv3FGO06ribwKI4nnzq/iyKX2Fb0GFVDXoiyQUTFDKeDjT57DL330KQDITSJbeU9VEvAHLIaDCo2aNp43mt0MaPKEpgiVU3ihTUnOn2DAwitLij27iZVeaqXk1gMXgxtojdBHO+bWM2sUUCaxVaHCuIFBywlTQSO2sQbYjnhIbL4fPUeuw5WTcCfRsiQ9gy3EMF1gcSU8IuecXPZvMNymX1nfkmJ1EYKm6twpPfP3g1P1PnlPl+k32dBMP+lI6ymli2LTZoJYKm3qPTOxOXnPmu+hk/AdkWym971N9z5i083DYLWXXnGvtQoVriSslKbMhhuKH2ldaM4eduU9/+zRM/jPf/uCPbY4zOY2Ct3n+4UcqxkG9pxZ0294T79Ti10oADcfaGJuuoZWLx2qWXCt4eRCBxNheSw9u9zF3z5zAd9572HctH/iKt/Z8FBwmH578N+wggbtp908axB+6/4jeOsfPIzHTy/nHs88/TTTj4aLNvL0y5h+/U0/Bs1YEFJBoH8QQkuqKdTMwG/MhZEBRe71aHlPNZjpxwWK2zsussF6hcw3amYiRDfJmIqxw/QbNADw5JkW/v1fP4Mnz66U/r5COboJx2/dfwS/df9R3HZwEu9622vxLXcd2vL5ljoxbphp4NaD/YPcu42ES6xFg4dIKlRAiRrZZlBUl9jcM0sepXjq5A5l5ANdb8hDOE01qt2CMfieZ/fzOdUK6doo5c/DzL1QacAzMp7E1iM1uMD3+pl+yOfRxAaUpmFYLu/Z/164Qyua6ccs2z0Wcuj6LPl3E7OwYZh+gH6fQ99D4GXXmp4IECXCvieU01NJY2aCmn7imqth7qmm38XV2HaRK1QYFSilkAqJ3g76EZWBNintmNvJiIbD9Du12MWxed14dDcbpU0/pgO0Qj9LZD2QhJwbyjeznNImwhr0IlvMqFjurp+DJnTKWDO7iVY36ZPkK8MgeU9C6Pu4tBrt4J1tD1VRpMK1AGbkPVFI2IXaXluFklVXo5+XMP1y8p4q05l3Pf0k8hPbnViY37FcYcpl+lF81EXz/ldSFj4p8Q+dQERSI3OTtdx0OlDw9KsHVv7DXVc6ibCyQdIw/WYaISIu7dTgRqApxWGL6VIqxFygHXO0ugkur8U4t9zFsfk1PH9hFcIwEGuBN5Zsufm1GBPB+DUrK1QgUJxzJ6GdMGxk5rUHH33ri4UC1wO5z9PP/L0o78k85Go2mbyntIXusqLMIBxf0Hn1rQeamJuqo9VNrni+P2pYjVIsd5OBrIz3P3QK9cDH277+lqt8Z5sHTaBHqahULPYoaD89TL7x/IU1AMD7HjqZe5zyvrWII0ql/W6EphhKbEJAM/0otlE+V9r0Y5rtIKTSSjxgObZCzSd5T/25TY0nFH2M6fVM1Hwwlkm7Fb2NYi77JOCFzA9C0M+zpumXFa039kU9v6L3sc9fWB14TIU8Xri4ip/58OP44tHL+MFvuBX/6fvuw3Xb8NttRxyTtQCvuH56JAkT1xoLp8IVABvUfuvHsfk2fvKDj1mFFwC2EbZ5lD+JMZ0/JFxmXtHFzzHZiRS+c9meOVNpS7j2s3QbctngRXljkRfyXQBWyllBDxin1AhjsPLLdvDYeWlcaPWxwKw5QBbfXfnOQZ5+hMBo6lOuHaf9TPJBoPePGnv1UHv6KaWQCInQZ3l5z3qomX4FSwB6nTNGdaiXCNv8vFawZyoCMRdYjVLMTdZ3+1YqVMiBpoy7QzC9tgPb9Iu4LTaTp582LZV6klnIfNOv0FyjaQ4A1jNgWAyK4WULXBloqoSo50C2oCd2KnzjIG0NXEek6ZcKOdS9cKlyRawipuoBLqxEuP3gpGXf7CbiVGyqKVxh7+CxU8tQSuH1tx/Y7VsZCm6x2WUVb+fTnWzI9KPHZE4Ok5Lc1CS2tJFwY0gn5jg0XUfoe7m1hRL+iEt0E4HJemA9/Yrf1bKIRJcIigk7gLmpOk6d7uaOp+bjZD2wjb2u8Vem82l5T9P0kwqh72G2qRPvlV6K66aHH9bqJhyepycVudBJf8IFeqlAnEpEqfbq41JahhD9SZsX32M4MFHT9zWG0kFCKiy2E+xrhhsfXKHCiCIt5nROk49gc0rDVilKJbkeRJTLeizP9Ct6/RUbOZPkM8KVkUYa7NdShhMLHTRrPg5N1XFouo5UKCy2U+zfQ/vRM0tdNAYMITx/YRUPHV/Ev3rDrdjfrF3lO9s8qF28FlV+1XsRSim0hmj6LXUSNGs+JutahSVKBJ4808LHnjiHb7jjgGX6LZhBKWL6ucXS/c0Qy91U5yw07FVSVAUyX6bAYxBGoo0x5AqXYeBphl2QDTIoV8XC5KLEuBi034xS0VcM5zKLzQpZLNVNP0fe02H6DcLlNd30e+Hi2sBjKmgIqfAXj53Bn375NOam6vj173/Ntj1RYy7AlcTX3nRgZGMcF9vbf1XYA1DDK3yeXOzgXKuHhXZs1V0CnyFgm//8U2Q7emkNBydrODilcz0GBgmJhEs0a36OwU1g6JexB/L7e2L6JVzAY9kAsTvA4Z7VkiSg1yz6HS0NHnSst+w3kTXCimuAG7e5VAi8bNAEACJTb6DhFbABnn45eU8twUmDL4mQQ5MyqGZC7PVG4CHmGUsv9L3ca5hpBOglmQWK62sIALMmB+1dg55+41fN2CLaEa8WhwojCQoqV7rpt+oy/ay8JzH9ssDZS0VOarKoe1y2kAwDYpOoksVsWEjT9IN078dMgzuefoRBd1c0cN1tKLUxK04ZY931Jot9s/AudZJtTfjtFNaMh0SFCkX82VfOAGPS9PMYg4Tqk+bQMWjrmUXmQ+o85tD1hBOnMqZf9jxlfqc3Evr4Zs1HNxGWORz4LMcidpmES53Ebm6k6n8lUin4hUet7IfL9AtI3rOGVjexMsxAP9NPP5bX03flPWG8BWYndMNqtcdx3fTAtzAHjzE8fW6lv5kHhsDXzbzA8zBVD+z9rYdOzMfSz6+bcChUXqoVxhsUZylPo2IIgRX/ZKyvgJJr+hFL2fcgZDY45ko3S0XF8+y70zTnSIUEF6p0QGI9nFjo4I65STAGXGd8kS6s9HDn9VNDn2Oc0Yk55lcjHCxpciql8N4HT2B/M8T3fu1NQ59ztzJ3pbLPYDcRCP0qxu41RKm0sSleR97z3370SXzTnYfsfjoRCo+eXMJXTi3jK6eWcY9pzCys6aafZfo5n6mDU3Vr/0A5IDUay5h+usDKTHzTOaubU9Z8Xdgllon25svO0eOOvCd0/liGOCVfvmwQVe9Ps2OE0r+bnQgRpRKxeR9cT79BuLSq35Ojl9YgVZXLDML8WoT/9/6jePb8Kr71rkP4qW99+bbl6IVUWI1SvO7W/ZZ5M4pIt+mpXuHah7L/tzGKTDVA10i3Ix/7a598Hm96+UG841teDsBIahoGWrMeYLGT9Hv6MQYB2ffJdo+je0qM5Y9l+jkx1f07NdACz8NqLwUz/9F74xlPPa3Gpuz65nten9y9CyG1Z57vaQsUaioC2VCKUuWefm5t0DPS1E1nXRqWlEHynIa8jkboI3bW6Jqffw0zE6FmzheGCokpuK9p5D2TytNvbLHUSRB6e+blVhhBKKWwFvV7FFGzrWj0feTiGj72xLkdu74r70kTEI2AgnLGHuklwnqoAK55a/5P/ffN3YOi/7a4Y6distaizp+njOk36DIua3FUsJGM3bAL4ETo42yrtxO3tG2s9tI+s/kKFQBdCIzHJKEi7Xs7DU2xRm1v0jQtafS7U9mUqKciM96WUiHh2TEJlzYeCqmsCTUx7ELfs3/X5883/QBjLi7zwxi0AShCqP4pc2oAHpysQypg2fGE7Ti+eNMNavpxm6gnXCDi0v4O0MWr2UbG9BsW+5o1HJys48BkPffn/skaphshmrXAblCGQccwIccNnRHyda1QYT38xWNn8dv3Hy39HeXGlPvo+JQPSpfXIjx1dsV4kPZLtg9q+nEpc5O+jNFQhUKxzm2nqo0ig0K5HHIZpFI4udjBHQcnoQBcN60bX5fWRkeG/Urj7HIXoe+XMiMfPr6I5y+u4V+94bahi2urUYpDU7VdU7Ogz00vFTmvmAp7A25OEnPNBrj/uYu5/aSQCvOrMS6vxXagl9R0CAtt3di6ZJp+xMxnRnEAAA5N1TER+toL2Zye5D1rhe+Lb6wvaPhTmuGEHNPP96AU0Kh59p6kkbH49U89j3d/9hgAI7PG8sNdLiKzX3WjoJB5FjY1AfcZ5gTlhdEQ8p6XzXvSjjnOj8h+dtTw9y9exs98+HEcv9zBL/wvd+EXv/2V285XlVJY7sZ45fUz9t9tVJHy/sZIhQpbBS9p+m0ZJrS1Y97n+yqVbqpNmYZ6GflA78fL5T0Bp+nHtcQ4xfhBpAxaAkKfmditB0IylptuzCkoQLmSmaxvv+zeLhcSvlmvsqEUsz6ZRJphQNPPqQ2GvpambtZJVWN4ll3CpWYbmutNhD4U9HsP6MEVl+k33QghlELb1EXo/adUbrah414n0Wz2UbGB2gnsmWx1pZdaKcMKFa4kPvDwKXzuyHzf4599fh4/8p4v46XL7dzjfADT7++ev4Q//tJJ22TjQuJTz1zY8uTBSuQy/fQ5646nX9Z8FLlFyNWRBohdoosfUm6OtUdrkPsUBjZ0E1AoZTc2xQ0DFcJp4Vnvtoq07t2GVNhQO3pYU9tmLcCKU3TfLUip0ImrSegK5ejE/Kp5Pl5ajdAqfCdWeykePr449DlchnLiTipv4+OdON95Hdfy+v6W6Sdcpp/KHZNYWQ/d9JtyGmuAbqC58sFunCEZZ8ZgmIzOi1Hlhe2scO4w/ay8p06WqZgFAN2YI/QZQt/LMf0o9K709H3S7/QGISuAbabpt9Nox3wsm36L7cTKd1WosFU8enIJP/xHj/QNpO0kjl5aw3MDfJsozuU8/QrH/M3TF/HfP3fM/rZYQHGL1hS7ar4piju5rTtUQVPPBCs5xKWW49/EsNjFlQhRKnHHIc30u35GN/0W1nY/R7saiFKB860oN9RB4ELifV86iVsONPGWu68f6nypkX26c1j6945Dr8XSWCIMO0BS4epAKoVzy8M3iYRUQ/sGE1q97Lsbc4GPPXEO73rgGD7v7PtXoxTKHEsxKeEyl/PS0BXFJdd+hp5zz40zmKj5toAJZA23ut/P9GPmT+ky/Zx8sR54UFCYCA17mWe+0C9d7tics1nzwYxCQhkiYvo5sVAz8vTfPZbJe+43udySycETc//rFVPn1yK86gb9HT9SSXzm0EsE/ttnj+I3Pn0EN+9r4l1vey3+0Suv25FzL3UT3LR/Ajfu232loI3QS0UVfyusi818OqgWuxN1CcYYlNQe8+6em8EoexmmH4AcyYKOKb0/57gJh+nHWPY7rXBjJJadJFba3NdDKhw/a1DTz4PHTC6MjETh+6yvYefmv2S5RIMmrmqZlfcEK60Tu4PDtHZl/tn9ufwg0D145nXTOdYivWbWAi93fcpFqSZkPf3MQZP1AKHP7PDssLXXccCe6IIJU3yuZOYqXA088MIl/MOLC+wkxPwAACAASURBVH2FgS+8eBlcKvzO547lmk1WVrPQ9OskHNwsGgDwyIkl/I/Pv4QPPHyq9LprUbpugTQn72nO2ahl8p604LneAYDr6Ud/Au/6u2P4k0dO60LxkMuq1ZlW+QmWYSemldlo+55ehIobBl7C9BvUTaRDRqXpp5TacLpIM42GwyhMH2fTRFVSXqEf3URctabfr3/qBbz3wZO5xz7z3CX82ief74u7ZdCycnl2HQD4Xr/E0mbgTn17np7CTgcw/WzMKjb9hLRMRKmUbZ51nNfF0C+VB2RFJ5jX9/kj8/jVTzxrn1XK9KME2fNsPCIVBfItWGznmX7EPrT3FmdMP0q8pxqZ/5znMevttNjJGohXG52Y23sfF+hJ7WRbkjQVKgC6IdfqpTi52N344C2CS5krZrjIPP2oMM1yXT/G9EADNyxnfWw+aKUlA2xh4FnGXvE5okRKrlnL/K+EzMvhbYQTCx0AwG0Hmgh9D4eMvGdxCOVaxbnlnp7CLskDP/3cJZxfifCjb7p96OLtSi/FXddP72p8UyovmVhhdPDQS4v46T99zDLFXJxa7Nh9MOFTz1zAOz7wmN3fCqnwP58635ebuvv5Vjc7R5RKu3e7sJKxd+k6lAtNhD5SkWcvFIuac1P98rf33jiLidDHmtP0s/KeZpDdNto8BhimHw0nsMJ1wsAw/Sx7Wdk9uNvMrAc+GAPCdTz9imoQJDUP6MddTz8AWOrkfRAHKe0kXGK5q+UlmzUfRy5VTT/C0Utr+Nk/exyffX4eb339Lfj1778PN8zuTINuNUoxOxHi5Yemx2LfHvGq6VdhfTC2CVKBHc7YvtUSQzbU6+agjDHL9COv6OLAP2PrD9wCQC3QjbSEy5y8p1sXlU6OQrE28L2c2g+ta1oZmtmf12P6uXdWbPoBLtPPKMk51iguXKZfYDz9aL/tDipvhNRInBKbj9a2VUN0CX0vV6e2TT+zRnNb02D2vpu1AJ2Yg6HfMmCcsfuV4asATa2tis8Vrg56qcBKL8X/+PxL+LVPPg9AN+SeOtvC4dkGXpxv20IA4Hj6pSK3sWibKQUKXDRx97kX+lmEAPCDf/gIfuiPHsELF1fx8Sf7ZUGtvGfE7YaV5D1d9ojrtwQAgiSWnLi30Imx2Im1F8oWvlbuIsxY//T2oOcIlTX9hFK5hZEK6Lme38Bzqb5jdxMSakOmn1TDtkfzkla7hSiVQ99vhb0FIRV66eaafmeXu30Fm0FIhcQvfuRJPHmmBUAXM9bi/HOXuwkUsqnp9cCM7AXFusxTxbcskK3ATb4DT8tO8jKmn8yYfkrlizgJl9rTz3h+Thl5jKLEY1LCmlkyDTXyGTi+0MGz54l1Uy7DnCXI2ZpEd1zK9Eu4LZpP2oYkB71MKjSRp5+ClgKZnghweLaBFy7sXsFnHD39olTajViFCtsBFazPLA3f9NPMruGZNlyo3KCDC8v0Wyc3ss0+VV5ILounNd/LxVQ335WKPP0y2Olj438lNyHrfHyhA48Bh/c1UPd9HJiswWPA8i4ymK8WYi5wdrmLaWegg9BNOD705dO498YZfP3t+4c632ovxcGpGq6b6W+OXE1w4+1YRdjRw+mlLqTqHxb6xJPn8W8+9Dj+4O+P5x4/3+phsZNgpZfi/ucu4uilNfz+F4/jIUcF4gf/8GH89t9lEsR5eU9h91u0ZweyguJlkwvNTATgUlmGXBH1wCvNNe6Ym9RMP+fc5KdHA2czpqnmm7jlmXxOqmwwglDzPSi4TBEtHR9zkbs3XShFThbNRcwloAoScoV6ADH/qOlHeaFVylAoZU1Tw/b6mQbuun66YvpBv7cfeewM/u1Hn0IqFH7t++7DD73xth2TOO4luol79+GZsckdo7RiWldYHzON0MafjbCj8p4MiIWuLbhMPmbYdDGXmKgR06/Q9AMrrZ25x/lMq+fopl8+z3UJFva5zg/MOY5OyZheN5QyQ008Y78VQ0zuvG7TTxsCWvnm0DyRsfKhr3zTT3sMUq0g5nLowSpuFBfoCrS2uUw/N0zYpp8ZQqF/H4olQaDvo53o3lHV9Bsz9FJRFZ8rXDVEqcRKL8Wxy22cM8WPR08uQSrg+16rjerdomjqMNRc5kfHSCpRsk+JcquX5qQ+injghXm8/6F+NiDJqPVSYdktNC2rpWqU/T3PFUHyTD+6V6WyYu8wyMt4ZucadgpHmev6jMHz+k3A0wLTb70mP11zu8F8s7Iwg6AkkIoNPP02UWjaLa8TF52YV+brFUpBDanNJNe/8vFn8cFHylnORaz2Uhy5tIZnzq8A0DGtWFimae1hG4/kj6KfI+xj24F7bc/Tia9boKEYl/P0KzD9aKiJPP3qgY/QZzlJPoVyJnTR00+zZpwpwHWmDRnLJgBXeylSITFV1555Cy7TLxZWxqQeePre4sw3dqVr5D0bmbynLl4x3H14Bs+eX9mVpFsphU4iRmKAYjPopTuzJlWoQIXzzTT9/ugfTuAdH3xs6AENLlWuYOGizNOvGJOs7LEk6flC0y83+WyYfr5n5enpHMo5plhHbBopPFqv9P0Ml9ucWGjj5v1NBJ6HRqgHO/Y1azm20LWKSysRFFBamP3Lx89hpZfix958x1ADudysTXddv/ssFCE3HtKrsDu4uKrZdm6TTCqF9zx4AkC/VCTZanz2hXm864FjeOGiHno6s5zFvLWI43NHLtufWwVPPwoeLhtvpZBf7pvQA1HtmONAiVfa3FS99HPtewwTYV7e0zIpqOlnmuokceYzZhtqRXnPmu9BKWVZgsL8rixea2/BrBHpfo97qehT+SFmH6DfEpJKJqn21V5/3l+W2s0bv9Prput45Q3TOLnY6fPF2ktYaMf4v//6Gbz/oVN448sO4t1vey3uvWl2x86fColOwnHfTbNjpRARp2Kg52SFCoCOWWFJPWyxHfexwTOm2g7IeyIbzijKe0Ihz/QrBkEGu6b8zVPn8Yknz/cd53sear5nlH6Yjbdufuye1q2XKsBKYZpZOT3oRudRcl15T3fQg5uYH3ievQa9bpL3VCXqGUBe3jPwNXORBoMTLjFgW9AHklmnS9Ag9pohzNR8L7e2TtX1ekQDx/TvQ+ubz3TTrxNzXXeu5D3HC6u9dCTk7ipc+yBK8kovxXInscn5+VYEjwFvuOMgAL3gZM/JAorr60ebFtpIuIn7V04u9V2XEBu5kSKFe7WX2k0CTSrSRIRUDuMw4bnJFKG0TIi7gAhHTulDXz6NH3nPI0O8O3QvZY9tHFSVYbL4vt7U6PuCHWshKr27IA06q+uPtR28NN/esseiC4W81F8ZpO46jA1avXRb0ocVrl1QnNvoM++i1U2HZpB0TYFg2RReolT2NfdWeuQvsvE90OT042eW8TufO2bve1Azig8pTeG+fprcy8nRWakNx9PPeAlRKPiFjzyJP/jicUjoe/Q9hslaYE2qgfzkIK0LDE7Tj2m2cWoYDMoUwUvlPU2c9ZymXyP0zJQ3w9xkLTdl30243dwwxjBVD9BJuN0gWHlP21zTybvvMdxzeAadROSY8VcLMdf/huPm6Vflu3sD86vRxgdtE5bptwmPrPMr+tgvOzlqzAXe+ZdP4dh8u+94LuTGTL+cfEOxAGH+lHooShSadjmmH/maBHmmX5RK/O0zF3VeW1KgCAPttxpzLaWs4/JwueOJhQ7umJvUAxmm0D43VbPrz7UKLiROL3UxW8LyW2zH+Njj5/DNr5jDXdcP5823PAKyngQhtbzntVMKunZwycRFtwFHPvW1wMP8WpTL+WhIhp5HEp1nlro43+rl9nc0SLXcSWyzIebSqkVQkRHINwaBjO3Wjjn2T2bfCYo0B6fyjcDf+cHX4X0/+vUANNPYPTfFPPL0o3P7WqPN5mU37Wtq6TcnvmbynkZGzcgc01CwCz2Alf3s7ucSLiGUXJfpR01AYiKS2kaSa/r1f4vmTTH+uuk6XnX9NKQCXtyjEp9femkB//uHHsfR+TX87D9+BX7pO15pB+R2AtLIwb/6xplSRvaoQik9JD8KA84Vxg+/8/ljePcDL+Yeo1i/U55+ZZYa9DiXChM1X7P0+ph+2d7797543LLT3ZqCtgNhmSerqYnmlc76yRuAHnoLA88qBNH5KO+VKsubA8/rb9g51yCWXeBl6mtFeU8AfYN0gOv5l1mE1AMfvnmPhq2tpiJTgAMyZQ4aMqn5+fEUYvoRE5DeV1rTfY9l8p5sfe/ZccOeiJZrEa+KzxWuCmgarZcKLHcTOzHSSTiatQD7miECj+WYEG5gc/2lyJOJApM7ffLMuZXcdS85BSAKuG4DsZcKJELiRqP9TobapH3sskd6SZ7pRwGxaN4q9SghPvLYWSx304HT2hZGxnN4kco8ckw/x9PPalDz/kL8oJ4eLXTDGsUOQiJ2hvpN0nzrLS7ErhwHKKWw0k1RD3a/QFNh9EBTy+7wwHpIhZ48my/xaSkDxdFWN7GDGMUGIw0+DDPVp30BFB45sYRPP3vRTrINuvfv+90v4Zc/9vSG53WL3Z7HUAu83ESz6+mXMf3085qOFNSnn7tkhyI8xjBZDwpMv3zsBoD9kzUsup5+Uk+8KWRFpbJXx60UBpymn29j6txUvc/Tz5VAnaoH6MSZhDQVxygRVzAJvAfcc1gXhImxeTVBbNRx8/Rr9ZIq373G8dLlNv71+7+yYSFUSLUtNYIFYvotD8/0u2V/E4AuVhLm12I8e34VL873328q1UBPv+JwRRnTL5P3VHba2ZUNcnM8+nvoa58OillHLq3hw4+ewQsXV7V0p5dXivA9D7XAQ5wKQDE7+LARVnspFtoJXjY3CW5Y2ABwaLp+zTP9Lq/F4FKVFmU/9OXTEFLhh99421DnWotSHJys7Zh31XYhlETKJbxxmsLbI7BNP4fpR/nma26ahVRaApRAuSKxPqjp9+TZFt7xwcfwgYczdYn/+DfP43e/8BIefGnBMq2iVNiczfVILjLnqDHXiTlmGqEtgtLjc5N5ydpbDzStR3IzDErVfWomnlBTzVj69TFrc0y/gOQ99feSm31lGdNPMziyc1FeQTKkicjvSYsDE8LIexITsR1xzZKVyp6rLIe+vBbDY9ojmoYCXthjTb8oFfjvnzuG//SpF3DDbAP/7a2vxVvuuX7HWc6LnRh3zE3iupnRiK3DIhXjUw+pMHpY6aW5wRDA8fQrqWWeW+7ZGPk/nzqPPyzIRJeBagvF2mhiVL3qgWe88PK/H+Tpl2P6MYaa72X1C7P/h8rkPd1TuE2/mUZoh2xt049lEphCKTt8HJSsJ+64U07ek94/c0/EKmcoV16rlzD9PAbUQs1gHLbZxqUsNP3ynn5a3tNl+hk5bvPvn1mWGI9cz2H6qe0rwo0S9kRlYC3ipfTeChV2Gq60llQZzbkTa18jjzEcmKzZYgqAwiShfr5SygYkmvCj4+45PIOnCk0/10Cc9JTdph9NPNy4bwKAZs34jNkNuXSCfDcRuclAIXXzLMf0E3qixA2F7oZnELaTpNE9UEGYijyEorznMPex3QkOLuW2G4d0P0Kt34QcJ4q5ZslUevsVytFxGlLDTNW5hZlh2Lld2/RLbUEmLVynZZt+wxXFlWJoGR/AFROT1/tOPmO98QbDjf0kKeHGbXqtqcgmqmlAw21GzTQCSGUkgBlMwuoy/bKYRzHm0FQdS53EJuVKZfdDf5YxsOn5JOkBaMY47VsOTNXynn4FXzzd9OP2vWt1EzAg1xj0mJapOjBZx+HZRt+Qy9UArb/j5OknpcJqj+eaHhWuPVC+t9EQxEe/ehY//Sdf7fsedxOOt7/3y/jq6eXc40+fW8Fjp/RjUSrQiQUmaz4ur8W5gbT1QAWTx0+3bOztmlhUNmDBhfbJK8vbKA+lpqArEb/aS7HUiZ24qB8XKj9I4g5WUMwJfQ9cyj5pudVeCmkGy1x4TBdo9P1rNuAwZtYnFjVD+fa5SUjlMv1002+n5OFHDUIqnFjs2GK/i9NLXdz//CV8932HcXh2YsNzcTPwMwqyngSp9F6vym9HC6mQduCoHaV270yqOfeZRt3xhYxxTHt2avpdNLGV8idX2vipcyv45NMX0Oqm+Jdfd7ONCT2zz3fl4tZj+tVDzyoIkPRlkennolHzS2Uwpxqm6WcGpujzSAVOGqpzn0uF2Jrx7KOCNOW0P/+WV+AnvvkOKKWLn8zxSqK84qBpUEYF6xyX6ZexrvUwG0mU0ppgrUVKcsxLaxHmpurwPc0SvHG2sad8/V663MbP/dkT+MyzF/EDr7sZv/EDr7G1m51Eq5vg+ukGbj84uePnvtLgUlYjFxW2jCiVfTUB6+lXIiX8K594Bh9+9DQA4LFTy3jQGWoDdKz7h2MLNtdmyGoLxboe5cH1wEfgeaVS4cVHVCGv9YxsqVtDID8+ithu3l8WZxnL6gKMOf6tLtPP9/p8XfV1lH3dPtNNOyIm0OsLAzZQ3h3Ie/r5xtOPMYa67yHmYmMiiUEqiAyif87kPfW6H/peTiWN8lLa09D7GpKnHzX96PdjVHvdCNd8ZSAV2gyySs4rXA0UTbpjLqCUQjcRNskvMiHy8p4c3YRjsZPYQFRk+n3dbftxYSXKFVYvrGTyS7RgdRI9VXdsvm0nHm40m+ylToIwYAj8jM5tmX7G04++M2VMP6GUldckCvfl9uACVJQK7ZtinuOGUNKR3gjKGKrSRAc17OibTcWmHL19A6bfduU9uVBDT32vB2U8uda7Hy1fNR5xbNgCYYW9iY4zYTeMxCfJdXKphmJI9EiGqZvYoo57HSGVndobVspDIbs2PbdsaGAz0iDuseTdQu+NK6nsTrUKavo5spMHp+qZ/LGnmX7ue+zeJSXSh6br4FJhNeJWGoTeIy50I7Cs0ESPkbwng57Mo8R4blI3EymWdQtMv8m6nlqndWU10gMxbo7mmQ2IUrpQ98wu+PpRwj9O8p4xlwP9EypcOyCW8nrezgBw/HIb82ux9bkizK/GWOokfbK5f/6VM/igYbbQENfdh2f0c9aGkxO1PiZS2RyVhjyKRRYgyy/LpHz6fZqzgvbb3/tl/MyHn7AxmOQ9uVC4+4YZfPd9h02Mcz1S81PJxXxrNeIQyvibOI8zMNR83xZxdHFj43hE7+8dc7qoShJGc1N1tHpJ337hWsFiO0bCZemw7fu+dAIToY+3vv6Woc7VihLcdd20lWwaBXCpJR0Dv4qzo4T51djmOkcutfFDf/QInr+wanOhV1w3hYnQx/HLWdyjvQoNUBTjnLv+v/62/fiOV9+AN7/8IO69adY2/SK75xb2WkX5Xmr6xVyi5nuWbXBgUjf75qbyTD8XxMor4sbZCTQCDy8/NAXANOkcZoYoYVHrpp8+JvAz6U9aU77x5XP4mpv3Gal4/Rz6nBNTec40KBPeL+/pevpRE5AxreTQibP3J1MZ6n9dl9diHJrO3o9X3jCNI5fWhoq54wypFP7q8bP4xY88iV4q8B++91786DfefkVICx3TfL7rhum+ov44gMutakZVqKBrksWccz2mX6ub2lpsLxVoddNcPHr8zDL+89++gJfM2sKYw/QrBLnENv08BB4rkfdkfSoC7ZjnYrnvMYRBxvRTgJXXJORY2ANSTYrfPss88YTMlN98j/UNwbnnpVqx9pGlXD4brqO1pgy5pp+fXb8eeojT4QkVqZDwHHUOqjdQ3TvwvZy8KA3ydtM804/WOY858p4K4PzaiTTXfNMv5tU0SIXtIXGS+o1QPI6k2Dpx5ms0V2BCFJl+//qPv4Ife9+j9jFaaFKn6QfATmQDwIVWlDsHoBkWXzm1hJ//8yfwovFSObxPSzhoTwLPJvWuvGc3ERBS2maelU1y5T2t75PCzIQOsEVTXBf/4vcfwu987hgAvTi538lhE3miWdumn3kaPZuXePoN8l2xBfRtM/3UjkyB0G2st8ilQpXqYo8i2jEfmansCruPtSifIHcdFtowbIeuU9wepvhMMXC5m9iijhtn2zG337lhfQWn6yGWjSwyPbesSU8edcPAvSebaJoCuRsK3OKKkkbe0ymCHmjWIE2T0GMMkzU/J+8JZHIhFGOuM0UVKu4rKJuspzRFWxKOsglALf0U+HqSO5P3rIFL7WsrpEIvFXbtA3TxRzf99HlWe6ktrJEnITNTewoK9900i04scHLx6vr6UXFqaoyafpvxyKwwvlgxMaazQdOPZOSLXnrEQmlH+edHqbBxg3LUWw40ze+G+2yRdBGg80xgfQ9Xikdl085FT5TQ9+z90GM2D3SGImqBh5/61pfj8GyjoFqhjP+IV9r0WzFMv2LTnDFdoBhUxBmEE5c72N8Msb+pi+RUVJibqiNKJVpDqGOMG5RSOLHQKZVFfvpsC4+eXMY//7pbrCThemhHHPsmRkfWkyCk/j5Uw8SjBdfm4rkLK5BKy7KRjNt0I8Rd10/hybMte1zXseQA+ptQlM/9/Fvuwi9/zz34N//oTrzzu+7WjITQz8l7AlncXCkMp802s897LciYfiTh6Ta5ihjkY3lopo7f/+Gvw2tu1gxG15MIME2/QlwNjbxn4HsIPO0hrZSOfZNGjSgwxdrAMh90LeC2g038wOtuwjfdOQdADxgPVM1RsPkooCVIOwm3a4Fl+pXE0vm12OanAPDKG2bQ6qZDy/uPI5Y6CX7l48/iPQ+exOtv3493v+21+Jqb912RayVcIhEC9940O7YqaEKMzxB0hdFDlAokhdhIe9uiIoWWyZf2cfKIdVV5KN7TOsLgePoV8l6qedRDH77f3/SbqPm5+AcAy90U7vyGz5j29BOkgpFZAFH66spwDlI1o/plztNPZrUAUlZzUbQLoUE6InTEXCCwddrBQ6hu08+NQ/XAR8yHb/pxoYz3oP55yuSetL+pBV6uHhn4mnneS2ioMGM10muerPvgUoGrfmuYccauRnvG2Hcyxo4wxo4xxt454Jh/yRh7jjH2LGPsTzd7jWGbNRUqDMLvfuEYfu2Tzw91bNnnLeYCHYfpd9Aw/awXXaHpV5zeJomSREiEPsPL5iZxy4EmPvn0BXuOC85mh6YbOomw03snzcQxyemsxRyhz+CzbNqOgjx5+oWmQEFMNjf8Wi8ulU0wuj6FLugev/TSIhSoWVg8pvSpfaCisO8xyxykWG6Zfs5U+Hrn0X8Od93/n733DrDjqu7HP1Ne3V616sUqlmRLbhjbNBtswPSQ4C/kBwQSSCFAAklIQkIgkBDSA6QQnEIJGIwN2MYY446xXNWtrl2VXW3ffbuvT72/P+49d+7Mm7daNVsr9vxj+e17M/PKnHvuOZ8SF5xZ49f1ozm1g/HrnWkI6Xj+nGFwTFeceV+p+QDA5ZF+9b+exkP7RuVjxVOU91SL65nABRRUeDsek7516nnUwdxsmXmdjckalmHc/RqVdZopQkM/nRf7JCsVkqjzVU8/DtBQh1EMQv5YFOBZ4ZsXF1LeMzr0U4Af5O0Xh6VVTa8J4WfqAcqPmlgTxWDgqqLlSd6TiXPmqy4ahTyV7zPZaNI1vokg75zdL7DE51z09HM8vw7MZT5ON/rGinLYfybxVN8Ebnvm+Fm4ImVoJ36jW4/lZK2nBuXK3rHw0I/eT9TTpOp4sglOeXOxkBWb7V7KcnxkREN3UuRLupfi2XwzMP1mGAhSUNOC6jDKgQBvVqv1GXlCm3ogRaRGvuLwJoUerh9Joo6aPsQqPFkcmShhZSdn4WgImufElBlUFDoulMiVHZRtr2ZQ4TOG/9lyFJ2NSbx588KTHsfzGSzPw7rzkIni+wwV25Pf53y88DGSr0pQAQXdT+3ZpAQpTFcd2fxrTJu4dlUHBnIVKdsZp0qyoiOL91+3AumELvNqJqJGAEBh+gU5ZiRv4VN3PY99wwXJ4gMQkrpNKEy/zUta8fGb1uKKZW1132ta8UanfXk6oYtGqSYZeMRQpvvFU2o6iqShgYHvm7kkmw+IoV9rNgnX9/njjEHXdZG3AtmzN29ehDbxvkhZAKgFwGkaPza/Jg0tmQTKVgAqofwQBc26no+JooXupmDQv074+l2oEp/PHJnAR27bhr1Defzu9avxyZvXzwoUcTrh+QzTFRuXLm4NKXDMteD7mPlqdz5OL6quXzOMo71xtCdQiYDW6P/VmrsYqXFTicBHrpbpx/8/aeiiFq2tfaNeyLmyHapldZ17+qnXylhYgUJNrbHynspzVHULtR8cx/TzWSDxKYF0RtjTj4Z4MzL9xHM0AIYWkEHSCR1Vt7YPUi9c3xfynoLpJ5h8ebHup4xa9+WGVACMdpWeBiCsVhI8N8YxQudyvGgVq6ZpBoB/A3AzgA0A3qVp2obIc9YA+FMAL2OMbQTw+6d6nrLl1vxg52M+TiWGpqtSHumJw+P4yG3b6iai+KGfLz39AL7htz1fJiQ1oVTsWuQ2LSYkC6JpGt66eRH6xkvS20/106OFqGy7cjMyOMU3Q4sUxGzC0KVxqe8zuQCWhSyoqevQNGVAprxnjwWefpRox+vIe6oLXn+uHPuc2QQx/TiCJLguepy+E3UTUW+5mImpcyrXw/yzQ/2m65hpgXNjEOjna1Qdb84iCOfj1MJyvRkbwk/1TQAA9o8EG/aQvGekwB6eruKP79wVGsyd6tBPfT55tKgyymqxHuczFRdcXiN8f8YO/U5hQKAiDQNPP2L6KWg6j4WACo7nh5h+tutJOSVd44OqUnQtISaMH8h7AsBkyeJ53g/Y5K7vy0FiNAIpDN50MgwNhh4U1SRTNV605DWog7PGlImS7Ulf2ELVQZNogDEEjXFdyD53Nr44vn5y6DeHPP2qjjdn1oi5EIwx/PkPn5eSl2cSP907jNuf6z8l+d96ocp7Vh0Pn7lnD97z30/je8/1Y7vw6XM8Xw73aph+4vEowMxyfdnQoHpODv1m6T9nez4WtgSKEgBkTov17TDucAAAIABJREFU9BP5yIlpfEgQwgx1kZT3ZJDPpXsgocjXAQg1KNw4pl/ViUUm68T0czxA4+c42V3meD76J8tS2pOzawTTT+Te4ekLi7nCGEPfeDG0NlE8cXgch0eLePdLl8shxUyRK9tY3d14XjamqRE0z/Q7t2G7Pn64/URN081nDB/4xnP4gzt2hh5/7lgOC5pTWNaRlY9NlR2Z5xpTJq5Z1QEAeLJvAowxCRBToymdwNuvWIIFTWkJ9ErHgBjTpgFLMP3aBZt3IFfGjn7OJCSFg5SpSzlL+n8a+mUSBm5Y1z3jb0kdoFOjtDFlivqMScaEQfKe4lCuz2pyZ9I0oIEzUUxdk3XxdMVBSyYBTwB+fca9mgxdl3mLrpGGkFVXYfpFUjRnnkCyL1oF048+b5IsjTJQJko2fAZ0NwdMl5WdDUiaOg6MXFhDP8v18JXHevG5e/ehszGFf7nlMrz+kp5zppLDGEOubGNtT5Mc3M7VcD1/nuk3H6cVPmOC7Rov7xmtU0kG0naDHikQBvgSgI76qAlFUjLaJwiYfnpdT79o5BTLJ4APqBLC+w4I5JTVK1fLW8djNcBATdPkkFBXhmY+C8gMXBEucp/JXoIYDGqBvCcTn21CWkexuqCthMKs0zVN5j2+rvrQFMnQmcL1OFCPzkNS8ESASZhaTU3flE7UePrRoFXXNWRT/N9Vx4/dm8zVeDG7slcDOMwY62OM2QC+A+Ctked8EMC/McZyAMAYG8UpRqHqhiik8zEfpxoV25PJ4cm+CRydKNdFfldiJJCqjoeS7QZMvwZiQvANf9jTL7wBySSMYDjo+vK3fMO6bjSlTNy/ZxhA2HiWjleyPLkgDIihX2s2KTcbpqGFNge0npCnn2kE9Ow4dh4V67QQ1mvGqxu2J3snhbxnRCN6FogtBiaZfiTvScdSz6FuIupJh0p04hlQ/YgJczap3zMy/Vy/hmZ/vkbZducbInMkeseKdQf2s4m/v/8A/noGJjQxtNRGoJrnok3wLb3j2DuUD23wVanK2Uj8qOht8jtV71O1+J1tE34yRootTto3J5pEmTqSTGqoHle6zmU5HY8XzSGmn+crQz8uvaEO0hwxFCQQRkNKyGPQe1YukzYYNJx7+sgkxguWPK76nLiCO2D66VIqL6F4G3UIFstE0ZLfW1YZnBGrr2xzn9diNVgbPZ/BkLr6QZ6+5EXw9SvOQU+/iu1J37D5OPPIlR0ULLfG++50YnCqCtdn2Ho8hwf3jpzRsSh/lSxXkecFvvHUMXz9yaMAePOUgaNme8dKoXuHGtnFargJQBJGns8wNF1FayYhZelmK+9puT7aGpJIGBomSYaUJJbjhn6RnKNG4Onn429/sl8CSNQIwF+8GvRE7QrwxoijvG+PcVBE4OkXPla+4opGtRaqUTVNQ8rQBbNFyCid5HMYyJXh+gyrOhukIgUhibtE7p3JB3suRr7iIl9xawZ1jufj608exYqOLK5f133S4xQtF80ZU3qQn2/xQvvL/qLG1mOT+O8njmBn/1Tocaop1T1nyXKxs38K113UieZ08PvLVxwULQemriFl6uhoTGHdgiY8c2QSjsdiv0vaI6cThmwcxklsphKBpx/VPap/6ms39ADgta8KglSZfqk6fn1qqAND6gE0KkCplDr0gxYC81IOpe0YZ/rx/08YulB1YILpl+AqP7rO2cwaYOrBsE8Xvk/0WVhOuC4N7es1yrf8NS3ZBEpWIO+ZSZCke/i9Un2vMv0MXcOa7sYLiul3ZLyEj9++E/fuHsLbLluEf3jHZildfa4iV7axsDUtgTxzOSqOd94xwOdjbgT5Tkf3/idl+onHCbgwrfSBS5LEESQ0Gh46kdqW1oKUyffQM4HaqGacFGAICkOoT6jH9gVSl+4KtT8xnK/ig994rgagTS9X1S08helnGlrNfUa9BrpuXedrDp3P8sJ+zvWIV7RumWLdotOkiOnHaoF5ceH4vlj7guPqGv++dA0wdaNG+a0pbUpVE9p7qNfcJJj5FduDM+/pd1ZiMYB+5f8HxGNqrAWwVtO0JzRNe0rTtNef6klKljvPOJmPM4qy7UnGwkHRiI5rAAMB008deFQdjp6mJm2raKJQ4yYq76nGwpa0bMxYXjD0S5o6Xrm2C0/1TaBoubBcP+SbxI/lykVnsmSjQciTEMKLWBqaFh4aVmwPrkfDtWCDGx2QeaLIp2Z6vcGBuiidyFUkOpFitmVbyNNP15TrCUuY0MIz03HplWfix0eD0LMx9PN9Bh3xNH+KucL0cz0/5OUwH+d3/NW9+/DN02SyOJ6P7f1T2DUwFesvVbE92aBRGXAqwyR6/+wdygPg8k2DUxUwFmjnt2UTGJqehaefow79+PNVNrAq0znboV9U2hMA4m5Xep+ZGLZDNNT3bmgaMmKNKNmuLHZJt1/1IfV8hoa0KRs/tjIUNHRNrjUl28NE0cKtj/dJpg4V6oTWfvrIJG79eR98FlyP63MUbVx2JARgQg88/VKmIRNuSyYBU9cwUbKlxGiY6ZcIvceC5aJJNOlUHxldD85Pvn7HXkBfv5LFAWNzqX4s254ceMzHmccJoUzQnyufkSqA5zPpN/X5H+/DFx8+hD2D0/jIbdtqAGSFqhMrJ9OfK+P25/rBGAsx/agWXdPdiCuXt6F3rITxooVx0Ty9fm03ipaLJ5WBWa4e00/xtxqcqmBRa0aCF2Yt7+n6SJk62rLJgOknzhPv6UeNkRimn+Kh98Th8Vi2L73MEx7TnKEihn6GHpJw4gNBPRj6RWpaKe8ZuYV0DUgmAnnP2Qz9+sZ4rlrZ2QDPZ1KlAwgAF6fCCp8LcWyyFAt2ue/5IYzkLbz/upUnBYN5PkPV8bCup/m8beqeSS6Yj9nHiMhhBFqleGQ/x3+rPnjPHp2E6zNct6oDjYqU5lSFy3s2pk15/21e2opDowVMlOL3rJKFlzRkozUdM5zj8p6c6Uf39EieH/Nzb70EN21YwI+TMCRDj15HYKL0LFivai1JPQB6PYEJ3nHlElyxlEuEyqavH3j6UQ2WEK/XhMwxqTpMlbm8p8848MpnnOVn6LpUXyDfJhpUWm4gJx7d1+sa36PTPcyZfh6q0tOPrEXC99KY8OyOelpd3NOE3rHinJdaY4zh7p2D+IPv7UC+6uAv37IRv/HyVee8zsxXHDSmTazuajxnTMIXMmx3nmk9H6cX6l5YJQZQLVrD9BM5y3I5w596mlMzyHuqx4n29YKhnyGl5usF5dpof1XXeW+AzqFBk8M4ur/pqLSnrjgejk+G1dbo/avymL4fAIbj5D2ZeB31EgwBAKaP0lYIKj4LLDuioTLUeS9aMPUShuzLzIZk5whPP1r4DF2Xx+aqEqxm6NecTqBse+J9EKsx+DvZVlXm5T3PWsT9CqK/fBPAGgDXA3gXgP/SNK3G2VbTtN/UNO05TdOeGxsbk4/7PkPF8ev+4OZjPmYTZduF4zFMlmzZQK7P9OOLw6KWtCzypysOfBYwXUjahhogtICkTD3UrAaAnpa0pI07Qt6T4tUXd8PxeDPEcv0aDfiS7YWGecSwaBNDx4SQZNOhhRa5iuPB833p2eSJhSSa9nzGAI3J186G6XdGcppAsBGJ0L5DaJdZ5OdgkHnalyOYfrMfGswUPvjCN9OxzjdPv3p51xUDzPk4/8MR/hkTMQN7nzHpJ1oveseKsF0+5I3zXLtz24AsDKfKDv7k+7vw8P7RuvKePmNy6LdrYBq/862tuO/5YVl0X9zTXFO0xkXZDuSU1SEh5aKQvOcsC7rJmJw/E9NvNqHmRkPX5DWXLFfmqKRAY1O+o88rZei47YPX4BVrOvl3IA5FTD+Afw5f+VkvnuidwJO9vOkvJTl0Db/3mjUAAkUER1mTuP9q7TXT/sQ0xNBPIOipetM1De0NSYyrTD+laUUNtbLFJT6LlosmMQj0WcDSMTRNHvOSRS+8r1/JcqUh+PkS9XIuRcXx5uvdsxjUbK46/qxkhevFeNGqQfM+tH8URyfK2DuYl495PsOHb9uObz19HHdsHcCPdw/Jv92zcxDffOoYBqeqmC4HQz/y3vvYjWvx6y9bCYA3wIlF9pbNi7C4NSMHhkAAYChUa+U9AQ7WGJyqYHFrJpBym+XQz3Y9JE0d7Q3JGqafHcPmo6Z0FA2tPkbN5Th50EB+XhxPaTSbERQ1yR/T4zWefnXkPQOmnwcdWo0XTFwcGS8haepY1JqBxxhSyjCMWEFxQJK5GoWqg4miHfKaBfhv9DvP9uOypa24fFnN9r0mpio2LupqqDnOixlq3p3KTaLq+kgZc0f2ea7GqABKDCpDP8YYnjk6CSAMVj0yXkLC0LC2p0nKhQPE9HNDv6dNi1vgM+6FGhdyIBeS5Ixh+gkZsqrjoyltImnoEtzRmDKRSXIpzUzSCClOqUy/uGFiNNTBoCrvSZ5MmqbhvdeuwPJOzhSj/OcqTD9SW0gKfyNd46AIx2NwfB9Fy0Wr6CGQfYYGCPn2gOkHBCoWlhtm+kUzOAEoNABtDUnYro/pCHMy2vCmoSkNUSnWLWiC67Maf9q5FFNlG5/90V7c+ngfNi9pxZffefmMXo5nK6qOB6YxbFzUUuMVdr7GyWpdy/XnrZvm47TCUlQr1LrTlfVmuNYtK0w/VUUoztNPBbZZESaZfJz28CYnXrgzNCIpP44Xw/0HQ+PynpTfNcFsU9Mp1fvqnvD4RNA/Ue2baE0AANcPZEqpD6wGHddTfP+kTzZqPf3qic+oQz+1t51OGDxnYXY9Y9fjKmjE9dMQsAiTph6rLteUNlG23ZAEtgqYlUM/250f+p2lGACwVPn/JQAGY55zF2PMYYwdAXAAfAgYCsbYVxljVzHGrurq6pKP2/JmmF8Y5uPkwRjD17ccxce+uwNbesflY5TwdygSIydj+v3x6y/Gh1+9WjyXF7ENETkPWngoobRkEijbbkgqrac5jULVBWN8uKZuHNZ0NyKbNHB0vATL9UJG4QBHV6tNEmqskvdAwuCUak0PGsm6xhc41w9kND2xxkWTr+/zhE6vLVjxydGJIK3BwhN/risd82FGIjCN5Zsan9GGJ7zQhjz96hyXHj5jTz92dph+ELrXMx3L9WsR6C9m1Mu7jufDPykOfj7OhyAJuLjm42MHx/C+rz0bOxCkoIZ1wtBC+RHgjZo7tg3g1eu6cdXyNgxMVbBnMI+tx3IoWa5kJqs56kSuIhvRW4/l4DPg/r3DKNsudI3nPHWYRMEYw4lc0Biq2B66m1IwdU16+gHhXNWUNqUExGwiFyfvOYOn32yOqz6HD+tU6Uv+OBWtsgFOngFiLUgYeg3Tj+TVSpYnz0FFOF2zrgM3rl+ADQubYWgalrZl5XOpCI7js3hC9knTODrP1PUaiaqOxhQmirZs9qsSmQQ+KdkuipYLxoDmTMD0I3lKnuP5+buauK/froEXduh3vvn51cu54m+wXG8e/XwWY0DJKf2TZZzIVXBopIAtveP4/I/3hRoAMwU1rdXh927xWz4yXkLV8eCJhuZkycbzJ6bx9SeP4j8e65XPf17k2h0DUxIIVqy6sr5sb0hiaVsGC1vSeLJ3Qg4pu5pS+JUrluDIeAk/fn4Yn7hzFw6OcsUKFXzher687ydKFnJlB4taM/Lerp4kn40WqugTIJCUEWH62eSJEv68VLSw6/s4PFrEF+7bJ3MU1Y5ReSU/psZTfZHpHqhh+gl5eFPXhbxnOL9NVxz49PrIbZRKkM8I4PispokQjSPjJSxvz0pWYTrS9G/JJEJI8bkeA7lKqHFDccfWARSrLt533YqT7sXLNh/OLG47tzJ3pxpq3m1t64DlePO2IS9AkNSjWttNlmwUqrx+LFqBIkKh6qI5nYCuabLGALhPZ3Tod/HCJpi6hqePTMaet1Gs+6qkZyrm+yYZsqrrIZ0w0JAyMFoIhn668GnOJs0Qkytl6mjJBGzCk0XI0y/C9IsL1UuK8isx/ege1UDepj4KFZ6fSYVIgyb31oZgBAJB85aGkJbjyc10NJdq4DJx5NVEA0UC4WXFe6pl+llozyZr7q+1C5oAYM5KfG49lsNHbtuOnQNT+O1XrsJfvGkDWrPn3lfP9fhAd9OS1liJ2vM1Zqp1AV4bzKtazMfpRDVkhxTpTyJG3tMh0Jof8oCdLscx/YJ8ZkX20/JxJxj6JSKefodHw2xm+luU6WcIT7+gd8v9q9V0Sv9W94THJsNqOfQcTQ9kPBmDlMUnm6foaxgCZqQhJKAplzte4OnHBFEjLmgtMnUtlJsyyYDpNxs1NtfnbEK6TF3TJEiH1t1o6ZlJGHBczoSnz1gdjpKtQXme6XfW4lkAazRNW6lpWhLAOwHcHXnODwHcAACapnWCy332zfYE/Maabz7/Iocfown87NFJ/MuDB2ueO1awcMe2ARweK+L/njoGJjyOKGHv7J8SBtgzDf14slve0YDlQp+dniuHfqKYLVguPnHnLjw/OA1d45uEYtWVi0YmYWBZe1Y0g0pwvDDTT9M0ZBKGSEpMSqRRlGwvtLjR30ne0zR06GKwR3R3Mjf1fE6X5t55POFFc6/KPKEGftQoFoiw8IQEk3qo2c7dCPVhatyLMPByCXvFkGTTTA0G6el3RsxDvvJFC4R81amRzTpZ+OCbqxmHfp4/JwAMcYj9+agfRcvFh761tS7qeP9wHnfvHMS+oTw+ccfOGhSaGr1jRfzk+eG6MoiW6+E/f9YrB3kkARfHXD48yhu4jx8ar3u+3Semsbg1g81LWrHteA75ioM9g7yZfWCkAM9n+OUrl6A1m5BN6MGpCoqWi3aRh9TfPKF4F7akZd7tGyvh+cE8GpImlnfwnKqi1QDgqz/rw29/a6tsuFRsD9mkydHFyvGpeCtWeRMoaeo1jeh6kSs7SJp6qHEf5wlKjdzZgAHqMf3GChby4jjU/KDnRod4KVOHoyCu1eFhyXaD5yvobyDQ2SfWi6824D0fYPG52RMywxoCP7+UaYRyemejYPpZ9Zl+RcuVw2Z6jJrygCjSlXS3eUkrdp+YnhXL5mxEyfbmlJ+fLSRg58IaMVfixFRFyoztHcrjT3+wC5/84W585bFePNk3gS8+dLCub7Aa1Oh83cYe+Vsn76en+ibwrlufwq98ZQv+6+dHAACHRsONzemKg37BcN5ymOdjXSP5XhvpBM9LmqbhlWu6sHNgCnsGp9GUNpFOGHjl2i60ZBL4ymO92DeUl7K7JVHrAWHwRe8oz8OLW9NIGDpMXQuxauLiN77+HH7vuzu4vGfCCDH9yuJ8VBscGS/huaOT0q+a/ra9P4cneickw5xyKNWxludL+UcKddgH8JxMm/eEroUaKpS7KMdEvznL9YVXUO37S5tc3lMTsnUzCXwyxnBkvIRVnQ0AeOMm2sTuaExeMPKeFdvDSL5aswcZLVRx984TuH5dFy7qapzxGJ7PAZbreprOe+BCOmHMD/1egCDWnCrveUTUtpcu4Ww9AuXmq478/RHTrzltYlr4sqpDv5RpYF1PkwSq0c+NalIp76k0ImM9/STTjw/9GlOmzHEEGGpImVzeUx36mzpesaYLf/L6i0PedfViJk+/uCClFdfzA6afqMHo9ZoO2XAmb6qWTAKaeA4xnlWmh6FxqAMBQWzFE9EXYN6q42GsYHEWiWJJQUpEBMJLJw35OjVGC9WQbCtFR2MKXU2pkNf3XAjb9XHr4334zD170JJJ4J9vuQxv3LToBanTfMaQq9jYsLC5BhQ+18Nyzy/lo/mYO6HWj/Yshn4EWrOiTL/q7OQ9o0w+6uGkEoYEhQEchPex23fgC/ftr7mmiUjPWde5px9dv6ERYzCQsoxTDVWVkjSobOxAXtNjQV43hXSnGkR4UHsJhkLEiMp71ivnTIN77xlGGDicSRiouj5nss9iu+96TK5NAF/bkkp/BKi1G6LPzvV9hekXrPFtGV4LlC0OwI7r9cwmGGN1ra9ejHjRqlbGmAvgwwDuB7APwO2MsT2apn1W07S3iKfdD2BC07S9AB4B8EeMsVon9zphed78yO8XOB7aN4Jf+vcn8N1n+0OPP3t0Eg/tH61hadBw7pVrOtGfq2B7/1SIUXJssoTWbAIt2UQs6wPgiwmh4AhpMCkam1R009+HpirYN5TH8yemkTB0ZJJGiHHTlDZx5fI2aOKa1URKkU4YsjncEpH3VD396HhAIO+pGnzT85rSJmzPhy1QVFzmg5J8+PPyGNfDtj1fFulxjKEQauU0EycQePqRJ4uvsAbpHKaQI5WvqXMsuowzmU9xBEut1NMHvvYcPnrb9lM+lmlodQ1jCRF/vjdDALxgTfm5Gp7P0DdWlPfTzw+Noz9XwQP7RmqeW3U8/NEdu3Dr4314qm8C+4YL6J+swHZ9fPfZ4/Lep/jSw4fwb48exr88eEg+5nq+bBjvHpjGj3YN4fvbTwAI0GP5qlvzvQ1N80bLY4cCaZWq4+F3v70NW3rHMZqvYnv/FF6yog0vXdmBoekqPn3PHvzp93djeLoqGzYLmlNoyQSI1oGpMgZyFdkEVAtsagKv62mSrwWAfUN5ZJIGlrXzJuoxpXB1PB8/EjJ4JA1UdjxkkwY6GsJIWiqQi5aLhhSXY1Jz5IHhQl19/ULVQXPalCw6IB40QGuD4/pgjMtX1pMGVOXudB0SPPGFn+zHR77DcwgN96ISIYSkS4j3EKD6guOUrABEkhQFbaDDr8n/ej4LfQ+ux2RzOxqeLwpsIZNnGro0zqbfdEdDCuOleKZfk8JmpKEAmWYzRf8/yqS5fFkrKo73gjV96DcyV2IebHH240SugnU9TWjPJnHntgHBBOMAgJesaMMTvRPoG+dN6HzFwZ/9cDcOjxaxbygfkkYemq4gaep433Ur8O0PvDTUTD42yf0Cl7RlsE9IG6u33ZHxEr7+5FEAXPlhl5C47WlOS3nP9mxSbthffXE3fAZsOz6Fa1Z2AOAb3Ndt7AEQzNFVKWEg3Ag5JIZ+i1ozAHiTtzLD0E+th20hQ9/WkETJ8mC5gSc25Zi/uncv/vJHe/Glh8LrFA0HA/AB/y+d23I8fDbyugD8xeRrA0+/WnlPQ/iQ1gvHY6IBEn48nTBguR401AIJozFetFGwXKwUQz+PsRqvu67G1AUj73liqiyQ1uEP7VtPHwcAvPuly096jKmKjVWdDXItOJ9jNoOa+TjzGCtY0DW+N6e9+NFxXvtduphLfn9/2wC+8eRRFKqu/O3QgGnNgibYno/xghVi/wEIDaGJcdXTzL/XQN5zZqZf2tRRsFz4jA/m1HqB6sTXbezBK9Z0hgC7SUNHOmHgZas76753tQ5VcwfVR/WGfprGm54AzzvS0y8VePox8HWA8iM1r1uzSTDwHoXHAoCElPfUg7qP21F4Nfn39uf68Yk7d0mPKSJNU3+CgHmZOvKeowUL3c21Qz+AS3zOJabf8cky/uB7O3D3zkG8adNC/OMtm7G8o+EFO3+ubGNZewMWtFxY+YoD8uc9/S60yFccKel8LkNVrVAJA8RuiwJ2VXnP8kmZfurQL5D3VPunqrynKkFPdTLJV6ve0VF1I5L39Hwm1Xcc30dYBYOOy68jaeg4NhH19ONAUU0LwC9EeAEgFN8Qfg2CWhsI1gNf+fxovWOA9ISNi4TB7ZoyZpjp5/ms5v3UC8fzQ56AuqYhmQjkPYFaPzkCS3Pf26B/TNGQMpEwNPmdzIZxGH9tDAOzsKR5oeJFhaoxxn7MGFvLGLuIMfbX4rG/YIzdLf7NGGMfZ4xtYIxdyhj7zqkcv1h1Z/yxzceFG47n48uPHIbPgOeOhSU8qLEc9asiJMVbL1uMhqSBLb0TMtkDHK3dkkmgvSEpnxuVd6o4nkSwEXKB5JcaI/KexIrzGU982aQhm6BvuHQhfveG1WjNJrGupwnPHJ2E5fk1Zs+ZhCGZJTWefpYXamiTuXmb2OCULC6Zp2sBipskQKoOlwnTFRRKtP+rLgw09MtXnJoiPuzpF1DDlSNhVsEEaoRkR1nwalqkUwl9VoiMwAfmzBqlHF3DQseZKFly4DHbYGKDVY9GfoaX+YJG1fHm8+4Mcce2Afzed3fg8/ftg+36ePTgKABg27Gc/P7/9if78aFvb8Nn7tkjX0dMwOF8FXduG8D/PX0c9+0ZDh17TAy9TkxVZMH3wx2D+NC3t2HnwJRs5j60bwRVxwvpxH9ty1H8xV3Py/MMTVeha5zxR4X4k30TOD5ZxtZjOfxgBx8cvmXzYlx7UYd8LgNw7+5BjOYttGUTSJmGlPYBOBva9Rk2LGoGEGaYUAOaGBIbF7VIpk02aaC7OYWUqYfQauRVB0AyGCu2h0zc0E+cq2QR0y+QkRjNV/GHd+zEU338eA/uG8Hh0cA/xPEYEoYuB2r0Gf3qrU+F5KeogcLAi+JvPnUMn777ecRFiOmnMPTUoOI5WnTSWpAUuv6EiAvJhFqezI10SwaSHOGhn3otju+H9P7VIF8saEBnUwpt2YQo+nWZpzobuX/LSL6KhKGF1i1qvpVtVw4LCJBCayEgmldKqb5pSSt0DdgekZE9V8ElaOfO0G+2nmvzEY6h6Qq+vuUo+nPl0Mb8RK6CkXwVKzsa8FuvWoXr13Xjwzesxu9cfxFuvqQHv/+atTB0DY8d5KCI+54fwq6BafzzgwfxiTt34VN3PS83/SemKljYnJZSZwRmoHtw05JWfPymtdA14JpV7fIaGlIG7tw2gAf2jiCTMPCOq5bIvy1uy8DzGQanK5KhAvBB3cZFzehoSEqPPwB4++WL8cFXrMSrL+4GEDRhqVkRYvqNFaEBWNjCh35pwWipF1v6ghzs+pzV1i7AZbmyEzRNPA6EIICdqpjheExusANv0TDTz/Z8DE1XcGAkyMuBvCf/rxfy9NMRlW8i/5FoqIC6uGZiOmEo9WtNERuKI2IQvFIMFnzGkIx4gnU1pTAy0fMtAAAgAElEQVRdcc6KJ/SLGVXHw0CuUjOsOzJexCP7R/HmTYvQ3Txz07lsc7nGJe3nl6znfJz7+O5z/SHvUoqi5aJke1gnZB0Hp3gNenSihK6mFHqaeW760a4hPLhvBAWF6XfZ0lZ8+IbVeNlFHPSQr7o1Q7Jlym+tszE89KMahQZTBG6KRiphyP1u2jRk3dWQNGQOueWqpbh+XXcov5yMJWq7fsjHUPUDpXTG/QJr85SGQI5Nresk088ImA8JIX+cF/KeLWkTmsYbor6o89ShH4Ep+GBQR1U0TQGRfzVgcLrKlUM0koLnr6HBKkm2ZmLkPX3GMFawZM0fjXU9TRgtWHWVls6XYIzhx7uH8LHv7kCu7OAv3rQBv/XKi2J9Ic9VTFVstDck5V7qQop5gNvcjyd7x2sUhv53yxF87t69sz5GxfZmVD6qF2F5TxUUxnNltNZV5eVp+NaeTcreK2MMRdFXVsG5VFMzhHt4nKVK60rQY1XPW6iGe6nVyDUZQmWHrkvXNLk20KoQvUsuW9qKiZIta35N06R3K3+dWDcEAw7gwBBNC680VAPTsMwQbEBScqNeCX02Mw3nE4YO09Bk3xwIpJ8dl81q2BYo0wXvP6X0R4DA55YilTDgCOWQKBCaXpdNmihaHjRodcHgs7k2y/PPGzLEBd2ZLdleyB9tPi68KFkuth8Py+IdHi1iomSLRKChf7ISKixp2KdKCwFBA2JBcxqLWjMYyVdDQ7+y7fGhXzaJXNnG97cN4JavPok+xViaZD6AgNFHx40W3aqfR8LgPkwk97NuQaM0eL5qeRsOjxaRK9k1aMNUQpdsH1W+wdQ1lG13RnnPku1JRDM1Hugay7bHG7kaZ86xGHSzp5i9EvL10YOjeNu/PxGSFwzJe/rxokizAVH4jJvUmmIYSQsMtOAcKYFQDB+79uBRH5jTCcYApvHXq+d0PXbKjRxfLIz1hn6nu+C8GFG2532lorF/OI9HDozCcj3cs3MQ3U0pPNU3iW8+dRR7BvPYsLAZFcfD7hPTKFkutvSOY6JoYaxg4YZ13M+A2G37hvK4Y9sAAODnCgvPcj0ULBetmQQqjod8lfud/HQvHwx+6aFD2H1iGpmEgZLt4YnD4yHZgbt2DmJ7/xT+7v79sF0fw9NVXLKIo6l7RRPzkf18QNk3XsIj+0fxitWd6GpKoSWTwKWLW6ABWN/ThAf2jqA/V8YC0UQhfXQ1Nopjq7/5kuUikzAkw+SirgbZnMkmuUfKsvZsCO2rSuHRELNsu8gmDHQ0hpsHlCfI4yWlyGNQPp4o2bBdH//6yGHc9sxx+VrX92EaOrJK82hwuoKC5eKEaNAwxlBR6g5HoMyjJtzyeiKeftkYf5dEnQaRHPqZOlyfwWGBtj8Nq1R5T8pRrhcucA2dy4LUMP0Qn3dc5nPEN4AvvP1S/OVbNkq2H+XTTvG5H58s1wzOEoaOpKmjZAVMP2rIMTAYBjH9wp6CjSkTa7qbsOP4CzP0K9veeefpN1PkK8482GKWcWyiJFl19z0/jDu2DeBD39qGW776JN5565M4OFLA7Vv7kTB13LRhAa67qBMfu3EtbtrQgxvXL8CHrl+N5kwCVy5rw88OjsFyPdy7ewhJgwMSGlIG+sZKuGPrgDhfGcs6giYzgaQ2L2kFAFy/tgsrOxvxxf93OT5241rZELUcH4Uqz+n/dMtm3Lh+Ad57zXKs7GzA+oUcNHF8olyT5/705vX451suC7FbGlIm3rJ5MW5Yx4d+xHQJhn5Brdif44NEak6nE4aUgKcYL1oyZ2yLSFOnTF3mgLGCJcEcvGniyU22il52PF/KjlKOotxMach2uZQeAemAIK+RvJynsIWJyUI1ILGU4xr4aqNZ02qRwWkpaefD82vlgtQ4Ms73BCvEd64BNYPGzsYUpsp2zec612Jkugpdq/V9+dqWo2hImXjHlUtnfL3PGMq2i3ULm+frxgs0HM/HPTsHawbwjDHcv2cYPxQAMjUIaPaSlRwEQQz/o+MlrOjIyv1sxfEwXXEwVXHk4DlhcGZzm+KZ1hQZ+i1py8h/dzTwe59yNIHF6J6PehZTqPvxjJD3BOL99lTGxMmGfj5jcm9Jx6agZmw6IqkO8DyjMjZcLxj6Xbq4BZctbUV7Q1I+j1gmKnDYEF7NPuONUhUkYSj+TqkEB8z56l6aaZgu896LL1gausbPRSAT6ofIoZ9SY+ZKNlyf1WXSXky+fuexxOd0xcFf/3gf/uOxXlyyuBlffufleMmK9pO/8CxG2XaRMHRc3NNc0+y+EMLzWcy4ez7mShSqDj5/337cFwF7DE9XT0n94JavPomP377zlM9fT96T6lLLC9dk1Adm4N6xALCgJS2JG5YbSESq+2h1iKdKfNouJ3Bogknt+GFwGwDs6J+qkQVVw9CDHoDtCa/piMVDtPdJQOuoQhTVu9ILlkHxudPF+YI7zmcsLO8pesVqnR4M/QKwSFwkTT68VOvjjNh3WwqTfKYgFTQaTeqaJtfYpKnXMBUB3oe3xdAvkDINnmiaGjJJQ+xdTq7uUf/aeG/lTFTuzmZc0B2CkuXWMKPmY25EnMeUGnftOIHP3LMHX/lZL/7i7j1Svm4gV8bHbt+Be3YOAgCuWtGGiuNhNB80CShpRxPfZMmGqWtoSpvobk5jNF+toVS3ZBJoa0iid6yE/91yFAAwoki3VR0PmchGQXr6ieanpmlImXrIz4OYfpQXVERYj0Bbk6eUGmGmX7DRaM0mUbLDTD/a9LRnSavYFRsETT6PGtoV24Ohc88/KsrjPP1Ino4aJo8c4EOI74lmFxAxyj2DIVuISq5pwYLGgua5qc8OkRH1gTmdILR3FAUSbaDPNmYa+vmMSZ+G8z2qrheLpP9FjGLVRdFy8bUtR/HFhw7hjq1cIu73b1yLlZ0N+OGOQWQSBv7gprVImTqeOTKJHf1T8BnwqTduwH//2kvw26+6KHTMB/aOwHZ93LRhAY5OlPHA3mEu8yYGSxuF7NE9OwfxqR8+j6HpKl67YQFGCxZ2n5jGdRd1oC2bwLbjOYwXrdCvamVnA8q2h0cPjsL1GV66qh0aeKPl/j3D2DkwhaSh4/BoESXbwxXL2+Rr3/+ylfi916zBr1y5BCXbw/7hgty804afGH/NaROLxWDPdn08vH8Uv/fd7UJS0cDa7ias6MjiimVtcuhHDZhXrOnEgZGCZOENTlWxvD2LhqQRMP2cOkw/Rd4z8PTz5WsAXjccGS/B8xn2DE7Le9v1mABnBLmZino6riWaIPR+bddH0XJRcbxQjpiuOPjUXc9jpBAwgg1dQyaGWVYPuJRWilp+Lfz6DYMXq/RenEjjnK6DmjeUM1VwhiP8Q+Oyo+dBMJa4LOcGMbxVEYsdAjl/fLIcO8hsTJko2a7cNKkofLquuKb65ctacWi0IFGV5yoYY5INOlciX3ViJcjmIxyMMfztT/bjC/ftB2NcarmzMYnffMUqvHZDD3RNw5cfPoRHD4zi9Rt7JEMhLm5c342Jko0/+f5u5MoOPnbTWixrz+LDN6zB8o4s+sZKKNsuRguW9HgGgAUiL75u4wL82RvW43oxiFvR2YBs0sT7X7YCGxc184Zs2caKzgYsactC1zS846ql+NI7L8ciURe6Pgsx/YCgTo2LzUtb8ZX/70q8efMiAEE9rDYoPJ/JoR3Ac6+qasEYw299cyveeeuTmChakqFHkTJ1CfgYVcBzjucjryhsqKA612ey3o4y/Sgs10fV8UOoaVW1gSTgDTn00+Wx6bl6hOlH/1IbzXG5h8B8jieUHWYocY6Ml7CwJR1IQWuokRTtbOQ1+nTl/GatzBSO5+PYZLnGL2r78Ry2HZ/C/7tqaY2sYjRy4vd9oXlOzUcQ24/n8FUhUQ+I/PF/z+GObQOYKFoYmq7W+N6Q5+nmJa1Y1JLGM0cmubdproxVXY0h/0if8TzWHPmtqeo3UVnFpW1BPqZ65dpVHfj7X9mElZ0cEEH3fD2GVqsCZksp8p71fvOyEXmSvhRjYZWDhKGFBnn82nTUcDnEgE31ZqLct66nGZ976yWyJ8aZftzzNF9xkDR0ZITHlCEYIDo0qeIACE8/TQNjvPdgOZ5sTBMIl/oRVVELUy6lmniq5MjPi78uuHySwa/H9FvV1QhT185bic8d/VP46G3bsfVYDh94+Up8+s0b667D5yocjwNjLl3ccsH6jrq+P2/dNIeDlHFGI7YXubIzo4y8GrRvP34a0olqXzRkP0Rgs0j/rqLUtyTp2dWYQsly5V4x7ngqkE5lAHIAcaBG4Ym/qbKjh0eLoJlfXA9AHWzZLpe69bzwfUGvp33hIiHzq37GPiN5zzBDnNYNOrdaE9M55LDM4EART1guOV7Y08+YgXyVNHSYuh4C4jWIddd2mfxsZgrX8/lgkZh+WrBmJw09tp7nIGU+4FXfB4WhaWgQQz+G0+8Vez4T3oHnR8a6MFcE8A1g1fHmh37naUyV7ZrB3uBUBV966BAOjxbxa//zDHYPhBH9xSpnrtmuj+8+14+tx3J4VAyZHhIMFGoE7xa+J1ct5wirvvGAjUdMv6i852TJRltDErqmYUFTCqMKQpmiJZMISdUBYXRG1fHlRsEUyD459AsZieuy4QkEQz8K1UtA3dxENwvpRCBPp8rrdDQk63v6iSK06vpSKpOeR9J1FceT1+8JVEcU6eD7TA7bWjKJUCPlicMBdZ/YgBqoMXN6yU/VmCbTWApquidNHbPJrVFJqNMJxgBoGhhYaEFwPBb63GcTtDmqt7hwbe/zY9E4WVTs+aEfABwcKeA3/+85/NkPdmO/8Ir7zrP9WL+wGZcsasZbNvGm6ztfshTdzWlcvqwVTx+ZxNZjOWSTBi4WvnbZpBkaXlUcD00pE7969TIkDA1fevgwfudbW/FE7zgA4BKB5vre1n7sGcqjpzmND75iFS5fylklaxc0YfPSVuzon8JYwQohnt+6eREShoa7dnDQxMqOBixsSePBfSP410cOY9OSVrz7mmXy+RvFuQDOHHnN+gXYsLBFtitIxo5y5oZFzUgaOlZ3N0kEseX62D+cR99YCWNFC40pE20NSXz5XVdgSVsWS0WznCSIXruhB5mEgbt2cnT40HQFC1vT6GhMSYZ31fGRTZo1zXDVZ68x4ulHDeii5Ur2YMn2pFSb4/lI6GF5TznsE2sArQXUbLI9X64hKoCkd6yIHf1TqDq+RDyTf0o06jWISPKJahyS/yBJJmJ00iZE9bwCVKafLgtTCnpOXC4iVnJUWiqpMP0IOV+2vRAzkqIxZaJU9SSqk5pkGqLynuG4bGkrfAbsHDi3bD9Cbs4VTz/GGApV94Jr8hSqDj77oz0h+dyTxVjBwj/+9ECovlJj58A0+nMVTJZtDE5V0TtWwpXL2vDmzYvwwVeswi9dthhHJ8robEzhXS9ZFnsMimtWdeBKocRw/bouvHx1J/7tV6/Ay1d3YkFzGsP5qmxKqE1nYvotbEnjmlUdNff9zZcsxCvWcIb3SKEaO3xWHyN5utnG4raMrAeJ6VeN1CzqMbmfXfD3isNlgx2P4fatAzV+oynTkO9xIFcJoaApj6dMPTQsdDxfeo/Q86MyXpbj1cjYUi3nKTnL8xmmKw4S4nN94vA4jk+Wpd+fyoiljf4CxUcqrkmQkUM/PySJFBd94yWsUIcMDDV7URqqjkzH+73OhRjJV+V6QOEzhq9tOYruphTeuGnhjK+v2B4yCSM0gJmPCy+GBeh2p5DmnijZGMlbeOLwuNyDPS/27BTPHcshkzCwvCOLq1e2Y9fAFB7aNwKfAS+7qCPW+7EpMmyj4dHLV3fiOiH1SaEOBLvEvdiYMnFxT1DTZqRqT/y6StKj9FyqDRvryIKr6gwzBQMLsRM0TQvyj+jkErBLA0IAWEPTJLPCVeQ94xrHCUOH6/uYrjhoySTAEK5DDYM8/fjzDT3wOk0lOGBOnloMKqmmsxxi+vGGMg1kC5YbkktVgcA0BOiqM/RLmjpWdTVg/3B+xs/vhQ7H8/G/TxzBp+56Hg0pA//4js1462WLZ2SDn4vwfIZc2cYli1vmTO16OjHP9JvbQco4UaDHVMWGpUgGzxRHFTWxU42wvGcY7MYfC/f0VB+/KQHS6mpKwhX75qI69FNep9bMBctVQG2B/KWhePqp1zVdcSSgIs5mwtA12RuwXR8a6sve/sFr1+KL77xMgtCiAD4dAUsc4DUckT1oLVFFZChl02ena7yXQ+uQ6ulHQJR6kTS5vKe6PtF1OrMclrk+EzKk4pQawky/mL4KgU4qViBlqjISDZ0DvEu2W1f1aDbh+lz5bV7e8xyH7fnzi8J5GkXLxXv+5xl88ge7Q49/59njeGDfCB7YNwIG3pxR4zP37MFXHuvF44fGUKi6WN6eRTqh4+KeJjxyYBSez+RCQPKSly/lPkB9Y8ECQU0HVd5zsmRjsmxLFtyC5jRcn2FgKtxsaskk5Mbi/detABBOoFXHk7KenNFnSElKtdBPJ4zI0C/M8lAR+6osSXSzkFZkR7JJQw5b2huSqDo+ypYrj0WbJNqY0FBB1wJECg0eK7bH0RsKZTs6q/MYg+178rpU1KPrMxwSEhy0ECVNXRrTRhvGsxloqWarhh4gu4GAIZcUxrahY8ccWqLDz0TeE3zB1IDQwsST/OwlmxhjcrEipHo0uMTq+R++zweecfJZv0hRtFx89kd7Ybk++gRrjJCu73npMmiahhsu7safvWE93nrZYgDAS1d0YLxo4dGDo7hiWVvoM1wsBnN0j63raUJnYwpfe9/V+PzbLoHvM3znmX4AwIaFzXzAzoCbN/bg1vdehXTCwHuvXYGuphQuW9qKy5e2Il910TdewuruRnmei3uasWlJq2xUL2zNYHlHA0YLFpKGjk/evF7KcnY3pWJleBrTJpYLmSQp7yne+8KWNN577XK8/XL+nlOmDtsNhj+DU5WazSox/WiD0JAycf26LjzZO4Gq42FouopFLRl0NiYxXrTk8zLJQN6T8prtcaaI5zM0poW8JzH9RB4vVB0cGi3KJssuMWCiwlLN0/RaGpgRgq5F5FrHZXJDUFLWCXXNoGurp8xYr0FEjSjK77TBoMK1IcVRanRtQVM86ukXFKYUrsebTnH50fVZrFxGQg9yb1s2IZ/TEMP0a0oLpl+ZI8xTpgEmclxWNrNqHWvWLWhCJmGcc18/GtTOFU8/y/Xhn0RycC5F1fHws4Nj2NE/hWeP5vCNp47GPu/unYP42pYjocdue/Y4Hj04hrtiJOO+tuUIvnDfPnnPPHxgFEXLxUVKDnzjpoV47QbOwDsZS0nTNHz01Wtwy1VL8VuvDDOye8TQ7+g4z6XqEOjaizrwuo09Mw47spKt68UO/dQ8SQPCUwk6ZrFKEkXhmiXM9DNCDQnVU6lYdTggQtm0c8keHe3ZJI6IWlzXeL6kurerKRVqUrhegJiWTL/IILIgULdqUHPCi/jsOV6Apv6Xhw7hrh0nAk8/5VqJFdPekJQ5y9CDxykyyhqielVFo2y7GJ6uYlVX8H0z1PoE0uc7PH1q/s/nS9B+K8rQe/TAGPrGS3jvtStmBN36jKFoObh4YfMvfL14oQdJde4Sgz1S5lH35buVoZ/j+djSO45rVrUjZRq4ekU7XJ/h288cx9K2DFZ0NMTmxKZU+LfYmk3i2x94KT7xunV171cAePXF3fj4TWtDg0AgAN+qIFw1lirs7dRJ5D2BAMA1K6Zf5HIJ5CWZfiTvqYX5frqClrIdD0UhmawCHWi4xz39GPJVB63ZBJdi0/mQDuIwpqGHpOB18D1r2jRCnn6u58NTGuC260tfQIjjkFx6wgyOqcp7kvJFPXlPgNeAh0aL543lxUCujD+6Yye+v/0Ebr6kB/90y2VY1dV48hee5WCMYbJsY013Y43c94UW1Eeaj7kTjDHsH8qDMaYM/YI60nYDefeZ/MmfOTKJfMWRBI/T2fGoADcnwsALHldAbsp+nXoVBGx9eP8oPnzb9tjXqUO/v79/P/75wYPyOVQbcQn6sLynqWuYrgSefpmYPTSX9+Tv3vY4gcP1WWjXTO8safD+bEYhdYSeI14SMP0CMIaUdlaZfoyFepWmQUQMfl86ni9tSVSP2bhImoLpp6xP5O9nu35d9TM1AnnP4H2k1KFfzPlpDa66HlyPgwEN5Rp0obxUsrwzYvr5NPQ7T9arC7bStr15+vf5FD5j+OQPduPh/SP46s96AXAE8PMnpnHvrkFMVxw8fogzVZ45wiVA9g/nMZKvYmi6AsYY+nNlHB4t4ueHx7GwJY0vvvNy/Oe7r8KbNi3CZMlG71hRsjI4cwrobEphUWtGNrGrAqEMBPKe247l8Gv/+wx29E9JZki3QP1Sw4aiOZPAzZcsxF+97RK84VKOYi1YLv76x3txcKSAiuLpBwRogo4IEjsVYaSZhi7NS4EI00/ZiNQO/ZRzmbo8H6G0c2UbF/c0oTltyg2Kpmm49T1X4fdfs0boOCvynknyViKmYiDvWcP0Y4At2CUpU5cbJvIipIWdknY6wQegZAJ7qhEwVHToWsAq4cax4joSemyjumS5oSHr2fH0o/OHFwTX82GdAqqDseB66iFKmH96xc0LHY7/iwW2YIzh54fH8cWHDiJXtsEYw3881ou/vGcPClUHn3vrJWhMmcgmDfzZG9bj/detwKXCx8nQtRDL4yUruZRmJmFIQAHFEtEcpnuL/JyaMwlcuqQVGxe1yLzW05KW+ebSJS3yGKu7G/E/v/YSLGrN4LKlbdA1LrP5pk2LkE0aSJo6elrS+LVrV2DTkhZsWNiM9oYkVgoj+CuXtyGTNLCsPQsNgT58XNBgkIZ+rdkkXrW2C9es7MBbL1uMzYJ1SPKaJHU8XrRrBi3UGFeZ0Nes6oDl+nhw3whcn2FRawYdjSkcGi3iA994DhCfIzEkqTFJcpsA6sp7cqZfERsXNWNZexaPHRyDz7hpdcIIM/2oUW5FBoctKtNPoPvGC5YEQqisP2oQGZoWi4ir1yBK1zD9+LkJ1daQNFG2PThuOH+TX18g76kLec+w/4AGLR4w4XP0do0xtrKmmYYuZRGzMYOzxpQpc3I2FTTTm1KJoFEcaWbRcTctacH247nTZozPJmhAO1c8/bg04/lf8Xo+wz/89AD2DIYBXWXbDSk/PHJgFH//0wPS62lL74T0Sds9MIXhaS69fuvjfbhzWzDcGy1U8fD+UZi6hnt3D4WUGg6NFHDnthNYu6AJf/mWjWjNJvCjXZzRfJHSpMsmTXzk1Wtm3bhrb0jiPdcsr2lC97SkYbs+dg5MIZ3QZU0JAAtbMvjwDatnHHao+S6uwb2iI4u3X74Yt77nqpB31WyjKWUiYWjSr1WV9wQiQz9TDzVicsrQz/E42lmVQaU6tbs5haPi+K2ZJGxF3rOzxm/Vl3mRGttOxNMkTtaXmhOe78MV/9Z1DdCYbCR4PkNFsARTph5SIqB6K2Xqcp2IGxDQ9+G4bEam37GJMhgg100mfK1qPP0Em2UkPzeZfuOFqpC8Dn7Dtuvjm08dw+quRrxiTeeMr58q21jW0SDXyvmYOzF1EvuNaBCDa2i6itF8Ff05vq+mFWtVVwMeOziGQbFn3NE/hZLlSTDDxsUtuPmSHtiujxvXL5BeSNH1uSkTMwhMJ+oO/F4q/AJbs0npdaoGAb/qyWarzcRMwpi9vOdJmX61wFi6FmIsLm3PCjWEcJ2maUGD9h8eOIhbH+8DUMv0o5zk+lzekzP9uPwxPwYALcL80wLaRjrBAXvUafN8hoKy3lZdj0vHKXmP8qsquabuwccKFprSZmyTm2JdTzNs1z8jps/ZCPKj/P3v7sBo3sIn37AeH7p+dd0B8bmOybKNhS3p0CD6Qo3zZeB7oceTfRO4f8/wWTnW/uEC/ujOXdg7lJe9wbGCJfdx6ppST+Kz6nj43L178cff34XDY3w/cDqMVks5vgp2VX9X6sBOlaGfrnCbJSJ/PHZwLHRsx/Xx8P4RVGwvdJ6h6SpOTHFQg+spvtPCXuOZIxPyfS9oTgumH7+eOPCproWZfrpGQ7fgPdBnS5LMlJsqNvfK++GOEyjbnpD3DIDHrh+AOUyTmH61w0RpuSTWCI/xc7oeQ1KsN5y1Xr8rmE0aSCf00PpEPRY3wriMC8aYBPPROq9KnyYMLXbQRSCass3lPXU9DLQxdQ3ZhCH7N6drTWURC/M0LJ/ORcwNGPNpxOl4as1HEI8fGsN//qwPX33PlcgmTTDGsGtgGmsXNGEkX0V7Q7IGFacmmGgcmyhh94lpnMhVkBOMusmyjX984ADGizZ2D+Ylg4DQH/uGCvit/9sKz2f41auXoWx7GJyuoGC52LSkBYauob0hKSXm9g8X5NAPIOSuhs7GlEQmF5SmQb7K9Zi//cxx+Rg1iclzhQrLTMJAxfHQmkkgnTCweUmr3Mwfmyjhqb5J7B3MC1m1IMUEWsqBhB5/PFwYRuU9VePw5pnkPc3I0M80ULI8iZTzGbCysxF/9bZLQ6/raUljosQ3YoTABsJNTkPnjV1KujWefj5TWHyGlPBb092IQ6MFucDJgZyph1B9aswmn0pjWUODrvP3xgBhYEuNGyN2kSjZLqq2LxsMqg/M6QbfmMUM/SIN9FM9ZtziMleYfo43N67zdGOqbGOyZMuG8NNHJvG3P9kPgDeL33bZYvxYmFO/ZfMibFjYjN9+1UUo2y7WL2yWw7q4aMkk8OFXr8bKjgZ0N4eRrtdd1IGpso1Ni1vw8P7RmuOsWdCIJ/smkE0ayCZN9DSnMV605fAtGu0NSfzdL2/GguYUWrNJtGYSyKZMGLqGlZ0N+GslX6wQzcuXr+ZNvHTCwMdvWhtiCEbj6pXteGDfiPSxMnQNf/jadTXPSxg6LM+XPiBA7aAlk+Seh6rs0qWLW5BNGvjBdt7wX9SSlmOXh+cAACAASURBVH5+CUPDFcvacOniFjn8bM6YGM7zXBQd+tGAnhrO0xUHJ3JlXLeqA69c24V/euAgfn5oHI7H0JDSpFylrimefpHBIa2NvNHM/3bHtgFsP57DN3/9paFNRINk+vE2z++8ahXu2TWEASFpWJfpJ4rWZB2mX1b45gU+hvycvMANy1jUyHt6DNDi5Y9Vzyw1EhGWdWdjEpMlO3Zw1pDiA8l81ZFSWBXbCzUs9JihH8DZ+08fmeQMz9ZMzDPOPCTTb45IJM0Vj5ORfBWPHRxD2XZlbmKM4bM/2ovxooX3X7cSjx0ck0OugyNFLG3PYmCyjKf6JtHVlMZn7tmLq1e2h6SFe8eK6B0rolh14fkMf/L6i/GFn+zHowfH8EYBzvr2M8fRmDLxJzdfjGzSxKWLW/D4oXGYuiaZyWczeoR/xtZjOSxrz54yC1MFgcU1kU1Dx/tftvK0r880dLzm4gV4cN8I3v3S5agKAAPlAxWolkoYEh19bKKEcVFPpxO6kPn00ZpJSE8mqnu7m9LYL/yXFramsW8oL8F2XZGhn+sHSO/A0y+i2hDzPgIGc7AH0UUzXGX0VUUu7mrSQ4/L5oauoymTwFTF4ZJ0kfOQqobtefB8QKuTGmgPQkM/z2dIGnrNvoiAeVNz0NPP9xmOjJdrmFU/2jWI8aKFj924Zsbfe9XxkEoYWHEO7rv5OLdxIlfBh769FZ9+08aQp/NMMVKoYkFzCiN5C1uP53B8Mqyg88evuxgf/94OfPnhQ/ibt2/Czw7xNeAyAQ7TNQ0fun413nX1stCQuDmdgCWUGxgQK/k5U/zpzetnBA9JT78ZBjkLW9IYmq7C0ANwRj0v4MSsmX61oALKP69Z3403XLIQ7Q1JTJSsGoUIDfHgMRVgQr5/CZPLe+YrLtYtSHKmn/B24jlQE8NBhTUBnodTpoGqa4HKRtdnIfUk2yV5z+AaWjIJDE1XxdCPP6bWmKMFq66fH8U6oVB0YLgQAuu8kFGoOvjXRw5jS+8ENi1pwcdvXPuisusKVQeNKRNruhtnZLReKGF7/gWjanG+xo93D+E/HuuFrgGblrRgYUsGU2UbT/RO4DUXd+One0dw4/ruEKjzPx7rRVPKxLuvWV5zvAlRMw5OVaRcPweBuWjJJJArBz2AekM/enwgV5FDs7LtCrWs2f8e6sl7uh6T9S8H9CbkOXSxH54qO8gqrG511tCUMnE8V8ajB8eg3cTJFAQsLlmu/M2qTD9D1zFetPG5e/dJEMqC5hQGchVZm2aVPTQdz9A1eYx6ymKUWinXEnCk4nh47ugk/vvnXCWlIWmEGHm+kMjXtaCfH2b68WEe9WQNQ4Op6WBCFtRWPP005fxx8dm3bMRArhL6/khNyfK8EPsyLuTgMcT0C/vnGjEySrRHKVuumD2Ea35d05BNcnCyDm1W3oJxYbncZu5ULZ/OVcyNjsZphOV40H+hOCdnNx7aP4rpioP9wwVcsawN245P4TP37MHq7kb0jRWRTZr42I1rsbKzAf2TZaztacKDe0dwz65BfOXdV9bIuuzs58juybINU9fw8ZvW4s/vel4O+J44PI5Xre3C0fESjk2W+SDK89EoGtHPHp0EwJsAkyUby9sD6ZzOxhS6mlJ4um8CubIjB3SEfm7PJrF7ip9f9fHLVx1s6Z3AgZECN+y0PdlcIU3545NlJAwNLZkEKo4XGnRqmoZ0wpADxXzVhaFraFEQzzTcWxxpTqpDPYA3qkOefsowj8y1PZ9JyrR8njooNA2ZyFRN/Oi5QiGSOiVOdQE3dV0aegO1wygGyIZ50tTlZqynOY3FrRmJ2gzJe7Jab7rZplKpu6wjdF2MBQuv6iulHp+xsHzVWfP0A6BDC+k1ux4fhvqR5nrd4yj/1oDYxYU07F3Px5cePoRfvmJJjTH9+RDnC5rlXARjDJ//8T4cGi3iS++6HEvbsnhO+O9dvbIdP9kzLJvHf/NLl8qm9KvWzl567bUbemIf37ykFZuXtMJyudTAxgjLbk033wjTxvOK5W1oTJszouhp8wwAb79iSSj/qHH1inb84WvX4WWrA+T+9TGoaDWuWNaG737wmpPKdpG8psryiWuYRM+XMHRctbwdPzvEUXYLWzMS+Xfp4lb8+Rs3yOe2Z5PobEzh4EgxpL8fMP14XiCWXv9kBT7jLJVXre3Cd545jof2j0jz7evXdiGbMHDbM8dl/otKhNLnrjJijoyV4DPuO6sO/bIRpt/167pRsjx846lj8r1SaFqQd6gJRA0kQhVS4d6QNEKfK92b5GtFQUhD9d4lxq7Hau9nT8gRR79Z09BDuZ3LnxRnZPrlK44crHmMhX6vWkzjHQAuF2zX7f1T53zoV695d77F6aIQX+ggxYVtx6eQrzhoziTw1JFJ7BnkHj3//OBBWK4fYtNevrQVpq5h71AebVnOFjs8WsRwPpBFvPXxPuwZzGNpWwZL2zK47qIOrOjI4pH9o3jjpQuxpXcczx3L4X3XrZC/x19/2UpsXtKKRS3pGhDW2YgeAdyoOJ5kaJ9KqDLC5+p3+PYrFuOne4dx/55heY7WTAITJTtW3jNXsvHR72yX7OvupjQcl3v7qfLutOEmn7zmtInNS1qxZzCPyRLfA0TXJsv1ZVPHEU2H2SD6qXb1fSbrOcqlqmSQ5fiwXA8p0wgN/SgShoaWtIl+1EpxAkFtbEumX3xt1zdeQkPKkENN12dIxgwN6POdKsd7T57PkSvbqDheCBSRrzi4/bl+XLW8DZuEmkFcMMblBK9a3j4v6zkHY+/QNHwG7BvOz3roN5a38PI1ndh+fArPHJlE2faQNDhgoDWTwKLWDN75kmX4758fwYHhAp7um8TL13TW9BGijOamtAkNHK0/VXFqPP1OFvw+r79HoxorPcMe+lNv2oBvPX0cS9qymK7MDBaS8p4nY/oRmjV0LTyHGJoGQ5UnjrzW0ONlvlUmBRNKSKahwfUYip6LxrTJh3S6Jpu9WpTpp7Ap0gmd+/ZJ0AUL9VeqiqcfBa0RCTM4pprjRwsWlpykplvQlEJrJoEDwwWptvRCxu6BKfzTgweRKzt4/3Ur8LbLX3jvPjWqDmftXLK45Rcmn9quH9rDzMfM8eiBURweLeIDr1g169f87NAYFrWkMVqwcPeOQbzn2uX49N170Ddewj07B3FiiiuwkT0JADx3dFIQJ2qHfqTSMJK3MDhdkfL340VLDP0Upp8dP8RS1SiOTpTRKkBaVcevyw52PB9/d/9+vOeaFdIqpKocJ6xww5BNGihU3dAwr2x7aM1wospUxUEmach9+3C+ioUtafzNL12Kz967F9OKpyntZTgAgvefSVWH8rGqADGSD+SN9w7lY5l+1DPRRf8ZCHsOqneF7FFq/HFV3tOsKmsIyTkrXrB+VDIz4tvMWNCT5ZZLmqzZGYv0LWZYYy9b1obLIvujBqXWPllLkb4/Q9cVT79A3jNh6NBi0iKtwVWXDxbVtY0fT0M2pcPxmPRuPJ2gAehMkrUvZFywK0TJ9mb0E/hFCcfzcWC4EJITmyl2D0zhG08elYbbBwRK946t/UgYGg6PFrGkLYvu5hT+4acH8NHvbMen79mDj35nO+7cNoDRgoX9Q7yBM5Kv4je+/ix6x4rYOTCFnuY0OhtTuGFdNy5Z3CIL6fULm9GQ5JJ2S4R31dUr22HoGt59zXIsa8+iVzR0KaII0fU9TdIv4NpVXP6CpDrbG5LIlWz4LIxEOzpewr8+chiruxrxm6/kiyEV5elEwFzLJk2JtIg2KjIJQ6KbAV7Aqg15utEXRod+sUy/eE8/TdOkr19UZiTKKgwQ1qo0U/2GloawTJvabONMP8EyY/FsPHp/SSMY+i1o5pKqNfKepsEHcjHHmU3LMkB0cGNW7unHQueoxyZ0PT+EGDkbnn500bquhVAcdJ7ZIjtUpGk9ph8tsqMFC48cGMNdOwZP/7rPYThn0UuVMYZjEyUpQ/DogdEX1Qz3+RPT2DdcgOszfObuPfj3Rw9jR38OlyxqwS1XLYXt+vjWU8ehgcsVnQvEZco0cOP6BTWbTGLdEVP5HVcuxZ+9YUPN6+vF6zb21PWFMnQNr1rbFdsInSlmswFNmjoKVTdUhM+WXfWBl6/Emu5G9DSn0d6QlEzAW65aEnreX73tEok8dBR5z4aUiZRRK+9J/+1sSEHXNHQ1pVBxfGm+vaA5jTdvXgRD1+Rrrcgx5NBP2chMin8fHC3MwPTjMhwquENtEKkbhLpMP5L3FGw6ikAGj4XQ4WQkHmX6aRqXFY6GFxkaqsdRg5gsgVSHj0nBLm9Km6i6PnJlRzIBGQsjGuv92ha2pNHdlMKO/lydZ5x5FOeYp5/j+ucdyG3bsRz+8Hs7Q5sd8nLyfIYvPnQI//V4H/7pgQNY2pZBSyYhf8Ml25MghDXdjVi/sBkHhgt4YB+XGhrOV9E7WsSVoum8T9Sc/bkKNi1p5Z6p67pxYKSAj92+A39//wGs6mrAWzcvktfS2ZjC6zb2SLnlsx3dTWn5jVy/dmaQRFycTN7zbMTClgyWtGVxeLQomX7UmFWHfhnR4B0pVOEz4JgAw7VlE3Ak068W7EaKE9eu6pD1PjV5omC0vML2dj0/VNPNFIQ29lkwJDR0DWBaqNFddTnTL2WG/UMoTD2oYXWtpucu63MC3tS73Y6Ol7CqM2Bc+IzFDg3SCQMNKeOUpRJf7GCM4chYqeY3+b2t/ag4Ht4XkSaPxmTZxvL2LFqy87KeczEOCS+l/5+9746T6yrPfm6dvrO9aptWq111yZItuVe5GzAudIgTSkJIKKYlIZCQjxgIcUhCSAghgIFgxwEM2IAtsOUiS7Ysq5fVSlu1vc/s9Fu+P8495547c2ebJGuN9+HHT97ZmTt3Zmfee877PiXbXvHRfb14wnK54BFPa4imNFQWeLG1sRgHz0yiayyGTXWk7lKC6vWt5VAlEf+4ow2JjI4rV8xsDwsAlzeV4rrWchRl2bifK9j2nvn30LVFfnz25lYokji70m8+9p5Z9YUN/bh1lgBq3WZyj3NvsfI1jz5OlURohsma3eT45HdU+SAKgiPXiRLPvIqEpKY71pURbuiX1nVruMgN/axrhJu9p2maGI4kHYRlNwiCgJbKENosq/zXCppu4KHdXfirx45AlUR87e4NeOtFyy7owE+zSIzragovmK3ohUBaM+ZEqF4Cwc8P9uOXh/oRT2uOPOaZMB5LY0V5CFesKMUzbcN47uQoOkZjKA16WG8vrRnYcWwQA1MJGCYRZPAWvzyiKVIbjvRPIaObLOJj1HLomZijvSeFRxbxpo1kPc/3txNpHQfP2Jnvo9Mp7OkYx2HutqSmO/LwKHTD5AZOXKZfRmfrlcl4Gj5VYvvaaFJDgVdBSdADRRRZDdQMQjLj+7qGSfaWmmFbz/N7+jFLBFMW8iCZMRC33kt+oMlfB4oCiuNx1HmMwnbfE2GCU/qldcfrZsMy+jiY0E069KO1HzlgSj+LiGKY9t+O9tJNwHXoNhN8qu2qMVvPj4pKZO5cAfu1qrLo2q+g1/RYWrNUjYJDkShZSj8ASGa0Bbu3ZTTi9JHMo8Z8rfH66GgsALGU5srmfKPh10cG8e3nOxDyyPiXd2zKydHgYZgm/m3naVbQVUnEns4xtA9HcaQ/gj+6vBElQRVrqsPQDAN//uP9UCURH72+Gf/6dDtj2f7sQB+ebR9FeciD4WgKO44N4Wh/BNe0lOF9lzaQL6EoYHlpEJ2jMfzdm9cgo5kIemUru2oMG2uL8JFrmxH2KTg9Mu0I+QaAuqyhX2tlAZ5rH8UVK0pxdUsZnm4bdgz9NMNENKkxJlqxX0XHaAwCgE/d1IKqsBeKJOLihmJ2zFVVBdjdMQaPbOft5Qz9VAkDUzbjXBYFrOas9+gFtrrQadeX3chQJdG1sFMEvTImExmokvN2j8PeU4JHliAKcFhNzNY04Qudn9usyBJZ+NPGr9uALMll+tFMl4owUfo9fWIYibRuW28qou1xvYBZm86KO8lk4Wd7jqGfdfu//K4dLZVBXNlcZrFr7AcY3EZloaCqFkkQ2PPrHNs8mdFnzCawj+O0xHWTs9NFLm2M7e4Yw4evaVp0zL54WneV0s8XkUQGX3nyBA6dmcLm+iLs6yYN/q6x+KxNpbOBphv42f4+3LSmMse++JFXelHkV/DHVzfhZ/v78OsjpAH9pg3VqC3yo6HEj66xOKrDXld10/lE0COjtTKE5hksNxcjVFli7DaKuQ79igIqHrx3I2MTr6oqwM/+5LKc70RtsZ9tCtK6gZhF/Ah6szL9stiF1N5OkUTEUhmi9OOKJb/pTOsGdrYNMwsTep1w22CdHIqimGOs+xiDm/xswsmS4/9bFkVkdDvsm/ye/JvMGvr5VYkNrwAu0y9raMfsPR3EBaJkcVvmUjZ49kKeZwUC9tCAXlPSOmE+6obJmmIj0SSWlwWQ0Q34VclxPcvXTBEEAZtqC/H8qdG8VqNni9dbpl9Gn5uq/FxgMp7Gh3/0KprKg1hbXYDrWiscjbq0ZiCazOD7e7rQMRLDkf4pbKkn66qeiThKgyoubijG8+2jeKV7HBtrC/Fn1zXjmRPD2N0xhqRmoHc8jndcXIdjAxFcVFcEQRDwq8MDODk0jUuXl2B3xxhMANtXVWBf94RjLbDeyjG9pqUcvzjYD1kUcPv6atyxvuo1vV6qsojSkAdhn4KaovkrUl+LoR8A1Bb50DEaQ2NZAAKAsE+FKMRQxA1lPLKEtG4wZw6AqG4UScR0SmPfX0USkNFNtuasLSav+6qVZei1LJ1Gp9Mo8Ck5Fnd85nJGt62DfKo0I4GKrpd002QNaJbpxz1HMmO4ZvpRKJLArvlutYc2eei5uH3ddMNE51gMN6+xFfsa935kozTgcVhbvx4wlchgOp1BScDe0wxGknj80ACub62Y0YEimdGhyiLqSxefS8US5oZTdOjH5d1ndAP/+0ovJFHA9lUVjqHWsJVZWV7gRXN5ED8/2I+MruPalnIc7ptiBNWQV8HVK8uw4/gQWitDM6pFKd56ESF4HbeiPc51naT7cO8se2iKspAHXkVkipJs0Jyjudh7igIctnWs2csr9pDb6CUKvfykLMNyagCca0ufIsEwAUkQWS6gKJB1Hn2sLNmNVa9C6jLfH+CJG6lMrr0nU/q5DP0iSQ0pzWDq8JnQUhnCS53jzC3gfKN/MoF/3NGGk0PT2L66Ah+4Yvmc9vbnE6ZpYiKexqqqgjccgSKtLyn95oJH9/UikdbRMTINwwS+8psTODYQwUP3bZ3x82uaJsZiaWwNqCj0K9h5cgRnJogD2x9fvRz/74njAMh6/qE9xG3n2+/ZwvqsPHSDkLep0o8S9C5uKMKTRweZaIJ3PMiniuIHJ9tXVTBSWSyto8S6/aljg/ivFzrx0H2XoCigsn0tT4BNZnSEvArGY2kMTiXRNhhFS2UImmGwawgdXpmmiURaZyIQzRoM8n0KqjCn61+A7IMyupnjoDSVyDiVflw9j6Y0q5dqDfOs/kHA4ehGarYoCgh7FYiCfb98oMptSSREj2RGR0pzEmypqhsADMOO8WA5edlKP9j9U1EUWP+C9lH4NcB8iREBj630m61HS4eCkui0taaW3IokuO6N6fuYypC9Bo0EYOcsCux9T2SMBSv9MpbSL525cIIFHr+3Q794Wn/dsLTPJw6dmYRPkRBNaXipYwy3ra92/P6bO08h7FNwfWsFXukeR99kAhfVFUHTDZSGPHj6xDB6x+N497Z63J7VNPmnt22ER5ZQHFCRzOg4NhDBVCKDvV2kQU+/VL8+MgDDBC5rKnUUyndvq8dUImMNq8htVOlXU+hz2EVSeBWyWMzOA7liRSm6x+N4z7Z6dnHhh34AMB5LMaVfTZEP4/E0WipDzCIsW+lyXWs5dneMYTiaQmNpwAoOd36mfIozQ665IuQY2FF1Wk6m3wz2nqKQG7pNsgoSUGXn7T7uuTyKSP4vS44cwJmsSfhCDziVDUyybVlyUr9/XolGh3iqLBLbO5XYGlE70/6phGMgF0/rOUOuuYIWXdkq4vwQMm0VbdXKlRqJprDj+BB2HB/Cx25YydiMFLa951kM/SzRoijarCCeDTJXZgdRUVoXzzze0eSiJDAW0XRKw0FrILaYEM9oOZ/d+SCtGWgbiuJn+8/gWH8EjaUB7OueQH2xH2UhD3a2DeOq5lL4PbKjLswVr3SNQxCEvO/bqz0TeGhPN7yKhDs2VKNtMIrKsBeDU0kcPDOF+y5rwGVNpbisqRT/9NuTePrEMDbWkmNtXV6CrrE4Gi9QzsRX71r/ustzUCUBw5xSGgDLeJsr+PqVr6lPmyz/vavLfh6PDFW2G8rxnKEfucaoMs2tcjaR+ecdjiTxq8MDbNDlpvSjaB+exloua1HjFs4AANNuDgFO0oYsCYC1N6J/azoos+097dfHvyab6GDkZPpphuGoXRndgCC4Z55SVlz2J00SBUfziV536cLZNMl1bDql2XkIuomAKiGR1lERdl7TZ/oob6orwpPHhnByKDpjTuZC8XrL9MucxyaIaZp4vn0UP91/Bh+5thldYzFEUxo6RqZxoHcSL5waxYP3bkQkkYFumnhodzeeOznCPgv7eyYR9ipYUR5E73gcdcV+fPiaFfjwNSscz3PPllrcs6UW33mhE73jcVzcUIy3bCLWQZRItaa6AH923Qrs7hiDKou4pLEYHpnkJTSWBjA4lcS6GvLdKg6o+N59l5yX92Su+Pj1zfPOmaLgiSNumX7nCrXFfuzuGEM0qcGjELVKkV911Dq6hqSW7QAZ+qkysb/J6CZUWURAtchpVs1aUx3Gt969GdWFPkbuGJ1OYVmRL2cQNukY+tn1yKdImET+wRhdfxsGYHJKP8EEFK7OxdOEYU3sPV2Ufo6hX64lESUvpDQjbw7YwFQCaeuzyJ9fPreN0pDndWfv2TUag09xfh5/sLsboijgXVvr8j7ONE1EUhlcVFu05MLzOkVGN9A1FoMqiRiMJBFPa3hodzcUSWQE0J/tP4PN9cXMfYKSiMtDHjSVBXHfZQ0s31o3TJZ9CgAfvGo57t68DFVh77zWsqUBFSErCuRcgjbGZ8r04xH2KfjfD16a99wVK8tutvM0QdaXdKgHELW1aO3X+fKT3VAVBOTk/DmObYIRM3nyg1+V2LCRDvtof4DeT5bI7YZhwmsR5ijpQjNMZm8KkDppGM7zo+tiRRJASwCt37T5XxaafV/XWkGiCU4ORxmh6HzANE08fWIY33quA6IIfPbmVkfMwYXEWCyNumJ/jovUGwEZ7fyQ/V5PSGZ07O+dZM5mbnji0IBjIPRqD1G7dY3FZtw3xdI60pqBkoDK1kQdozGEfQq2Npbgu39wMT7/i6M4ZtnyA8RiHyAWljxZ4eu/O4mdbSO4xBJUGCapaetrCqFIAvvez8fe87M3t+KSxmLmSBfnyK1nLHLZUCSJooDKhnD8XjiVMVDglTEeS+PRfWfwqyMD+PH7t0HTTaKeG7GdJ1KaAc0wHdbSRX7VMcyzh348yYw8X/ZwdSqRgaab7PZskrxXkXJIw7wYg64lJUGAIAooDqhMLZmtEKc7eoHLBfGpJP4qwBHpqDrczlk1maMPPR5fx2nPkvYuVM49I542HO8Ff9y5gva105ru6Nu6gXeAczsGzaHNBt2j0OegznY86Gc/kdaR0RbWK05pBvyKxJSuFxqvj47GPGFYnrmL4aJAvxhnu8lJawbaBiNYVVXANqx8GOhgJAkvp7aiz31sIIJLm0pwfCCCV7oncPPaKjx+qB+1xX74FImpVR7e2wuA2MN97rZVUCQRO9uG8fSJYfzx1U2uWVNV3CDr9vXVuH19NX51eADHByKMRRH0yJhOaVheGsCGZWHH42lzhse25SX4w8sbHL+jzf2AR0JDSYBZU/AoCqj4yLWkiRT0yLiquYwtBqnl3VgszZR+tOm4ZYahCT8YCHpkFPqUnAV2Notjc507O7GiIFvp53yczNl7emQp5/VRe08163G0GUPCtgV4ZQkeRYQsiQh4JMRS+qx5Nfxr4l+PJJIBK238Gpbcmx9K0Zw8VRZR5Fdxy1risU/ZmyPRFDK6wcLADcsrmn91goC8TRQetAkkiwLL9CObIoF9F0Sr8fxqDxk8Ly8jzRfdMKFZFznTtJOnzirTz/pXFAQ2kOTZIPkWLjMh2yqUQjNIUzdibapEAXjh1MiiG/olUmdXd7+58xR+d2IYAPCBKxuxbXkJvvZkG95zaQPGplN4pXsCH//fAwh6ZHzlrvWWMnju+O9dnZDE/EO/XafGAACdYzF854UOPHagH2uqC6BIIkIemX2+AeDD1zThutZyxurd1liCR/b2YvkFYrG/3gZ+gJMNRpv3gfPQ4JasnBL++06UZcTeSDdMh6WIVxHZsEqVRGR0Axp3vSXHtI9FG7d08W0v2p0LPa8iYjKecTTP6eaADm1MmHmVfvQ+quP3TqUfredBj+wgpNASm23PSVXTDqWfVcfcSBEs4DurKc4HaQO20o8OzgyTbHSmEhkHIz/oUZAxjJy8HiD/Z3r9sjBEAdjfM3Hehn6qLM5p3UYHFMT73wCA17wrRJTgZ38c0zTxgz3dGIqkcM/mZTjcN4X/eqEDhpUB9Nc/P4KaQh+K/Sq+d9/FeKV7Al98/Bj+9el2HOydQkrTEU/rqC/xs7/744f68YuD/fjUjS3onUg4Bt5ueMvGalSGvQ53hLKQB3956yqsripAyKugttiPipAHiiSivMCL3vE4PnjlcjSUBhZVDuPZWIeqliJN45Sx5wO1RX4YJtA5Mg2PLOHeLcswGa9w3IcS2fr4oV+AqPVSmk7ypiURAQ8Z+vEDPUqqo9+lsVgaa6oLcizupuJOe0+6lprNtozWOM00YXDuCxCcJBBaoz2KCCWPvSe1P/8mzAAAIABJREFUB3QboFPLoVSG2Na5meh1jhLLQ37oZ8LMWbdTlIc8ONI3BU03Fp1rgxsiyQwm4mmUBu3vZvtQFM+1j+DeLbUOh5FsTCYyqC3yMSvGJSxOPLS7C15Fwr1banN+1z0WR0Y3cU1LKXa2jeDYQIRZeooCsW/84Us9eHhvL/72TWuwflkhdhwfQqFPQUMJIc5SdR5AFMA8vIq0oJzeuzfX5rWnPxvIooBCn5JDMp4JM63DPbIIVRZnXaubJpffbN3Vq0gW2cr5WFG013akwepUPKypLsA9m+2/pWmaTJXB12CfKlsDQbJWlqw1Hj+klARiIk7tPQFbEaMbROlX6FcwGc+wrDn+XMKuSj/yOzvPavb3ekV5CKJA4mfO19BvOqXh33eewnPto1hTXYD7t7fMaj36WiGSzKA4oF4wgumFRlrXZ4yteb0iltLgV3P7f2546tgQvv18B/75bRuxvCyI6aTmIIdFEhk28FNlEcV+leVgd4zOPPSjw6bigMoGWh0j06yPWRr0oCSg4kCvbZm5z+q5GSYZGtI16842ogTs5Oygq8Je+FQJVWE7Bmg8lkbIKyOa1PLae9LbKwqIMxsdhsW4XtvAlDX0i6bQWmX35GKcBWhS0x1r6liKZMKaAIoD5DtOCQx0WMivW4oDKnyKxHoKlNjH7xfpufoUF6WfYaBAIs+f7TrhkW2befr382eJOwC7JpcEPBiz+g60NlPwmX4UPoWQbPn9Pv09/dyZJqf0Y/fhhn7Wv7RPoIgiU6DHM+R9Oxuln0+RIMAauM6isKOvQ85S+tGhqiKJrj1JpvTTDEKEdlHI0/1AIqMx55H5gMx/DMiSAoN7Ty8kFs/u+Bxitsnwa4XplIYv/vIoTgxGsbwsgHdeUodLGp2sjM7RadQW+dmG79WeCZQEVIdFimma+KffnsQLp0ZRGlTx/968DrG0hs89dgTv3laH29ZV41P/dxAZzcAntq/EJY0l+NXhATyytxfRpIY11QXwqxKeOjaEf3/2NJ48SgZ9qkwGQx+8cjmmUxrqSwKoDvtY4bpqZRlWVoTmtQi/eW0lrmouw47jg/jvXV1419Y6/HBPN95+ce2cLmReRcKdm5yZTJQJWBrw4P7tLbMeQxIFfOom+3620i+NaFKDT5EYk39TXf6hiSKJ+Js71hCbpqCK7asrcu7j49R5//Xei5ksm+KmNZV48dRozhc9m+VMMv0oqzB3808vvGqWioouvOmg0KdK7CJT4FUQS+kzK/3AFXw4L1CytfjPGOTCZpoWg5C7HlN2Z7ZdiZcxNewsLJoPmN1InqvYLsPZ10lWo9q0VIgZjTTkabOG2kFWWZ8d3TCRYcNL+5huSpa5gg4qJVFg55bhLqTJOcq5TdhDUN4qlEfGIE1dqvS7pLEYezrG8eFrjEXFmk5qC1NYJzM6Hj80gN+dGMZNqyuwobYQV6wohSAI+OrdGwAQpr4qk8acpht4cMdJPHjvRs63PH99GY+loUgC+iYTEAXB0WQzTRMvnh7D/p4J7OkkQ79XuycwFiPZM0ctNtsfX+W0dPHIEjZwTd2msgDu374SF81QU5bgBJ8DVVfsR/vwNILnwTZHEAQokugYqIuCwLG9DMeQviTgYZ8nhTGaTccCnW8MTyZslqIqiaz+UfYitf1oKgviaH8EZ7jmOf3+8vYU/HeaV3fThbXC3cYy/ajSzzrH7OYqa44bTitIyXquRIYy9MiggSj9kANK/sj+vlFmOkVrZQjv3laPTZYS1jDJNSmR0R2N/KBXBsxcVZ0g5Fdihyzl2P7eSbxza73rfc4GsZTmUJzSIQQd7NmvXIBHIcOOgCrRjeTL5/yEZkHG2rScDSKJDL77Yid+e3wYqiRib9c4FElAfUkAlzeV4LKmUnzmp4fQNhTF9tUVEAQBFzcU457Ny/DovjPwWi4DXgX40lvWocCn4P/2ncHR/ggEECZwtgrKDSVBD25bV5VzO89o/sLtq9maoyLkQe94HA0li2vgdy7gVyVEktr5HfpZpJX24WkUW3uP+izyOP2+Ziv9NN1EPGXZDUsCs8N1y6zibyvwKjmDMIe9p0Xc5J+bh0+RWFOFZfoZJqtXokjUMHy9pvtCovSzb9++ugIvd46jpTLEiBOCy8acqttSmoGykMfVoq9zNAZJFHLs/fK5H5QGib1nUjMQXETruHzoHY87SISmaeK7L3ahwCvjrotq8j4upemQRAENJW/MJvXrBbph4vFDAzBh4o711Wy9+1LnGP7zuQ5c20qySW9ZW4WdbSOsoQsAzeUhvO+yBvSOx/H44QF89ck2fPFNa7CvewLv2lo3a47d2aAy7HUoBs8VBEHAv73zonNm5ajMkUhkmrnNwY21hZhOajnrIrLuIj/TGSGf77usyO8gOVIVIZBr70l/R4Z9hDghWmtngA4EBQAmUz/SdbNumJhKZFAR8pKhn5V96q70E1kznu7BqeJnLkM/nyqhviSAtsHzk+t3tH8KD+44idHpFN6zrR53XbTsgjdrKeJpDZIAtFaFFs05vdbI6MbvnZNb52gMH314P0qCKj5/+5pZ18mnhsln/9CZKfg9Mv7kh/vwV7euwhZLUUeHbBfVFaGhxI9oUsNwNAmPLKFjZNr1mE8cHkBzeZANukqCKlt7xtJ6zuCLYtty0o+iiCYJsfPMhG0BPcI5+tDXtqzIh+6xOHv9zeVBvNozmZcwTwmytKdJibl8ph+NWxqOkn9pT44e8/n2EbQPTeO2dVU4wikV+yyFIBWJTFl7ejos5O3uSwIqBCvzbTqlOew9KejzuQ79dJvYmz308zmUfuQ94/fGdD1MH1YaVNE1Zr/P/NHs3ph9m1cRkcjoOeICgcu0MwCW6UfB/zcVTvBKP/p7qrqczcJ6JoiiAI/Vd5nV3pO6e0hOQozPWqcqopjH3pP8PqOZrCeSfa8wU/oZyLg1Q2aBbpgOQg4Ro11YssKcqqYgCF4AHwZwBcia4QUA/26aZnLGB14gOJsyrx0mYiSrIp7WkNYMfOlXx9E5GsObNlRjX88EvvSr47h9fTVe7ZnAl9+6HofOTOKrT7ZhY20hPnNzK0QB+NKvjqOu2I9/uncjO+5PXu3DC6dGyQDp9Cj+7oljSGk6Ehkd393VBVEQMBknRfbfdp5Gc0UI39/dxQr3mqowKkJePH5oAE8eHcRt66rQWBrA917swps3VuO61txhFkAWa/Nl3YmCgKCXKGIEQcBNaypx27qqs1KhUHZJSVBdENOKXqhODESxp3MMDSV+fOjqJuxsG2YWJPnAL5arwrnvBS3oAVV2PbePXLuCKRB50MLtVyXE0yRU1iMT+w43BhNlkuQq/ejQjxTYt11cyxjTYZ+CganknJV+iiSyoHHAWuCLAgzLzsgwzRwGdJKz9+Rhsyh0ppChqkETpEmeyOjs8zWX0Vuay/Sj11bdIMU0bXlk0wsPVfpRC07DNHPUKzTLircimA/clH58bmAy4x5onHMcE6CXat4qlEdGIxlbkSSxz7xhVQX2dIzj4JnJ82pvMh8sVGFtmiYe+PVxvNoziY21hfjQ1U2uG2O/KuOBO9ehyK/i5c4x/MdzHfjei53YdWoMmmHi0ze15LDXdMNEStPxkR+/iqqwF4ZJ/v59kwlGrNhxfAj/+vQpqNZGdHlpAB0WY/+TN7bgG8+cQmXYi1tdGtE8BEHANS3l83rtb3Tcuq4KO44PASDN5/bh6fNmqUibyGuqC1hdpwvTtG4gntERUCWSDxC0NzSKpfTjffgB5yKYt2jzqRI7Lh36lYe86JtMYHlpAEf7I0hrBi5pKEZrZQjXtZZj58kRa9FJmtV5M/1clH70v+1MP3J7tnIun9KP/jdtovtVmdkJuyv9ctnkQO7mRZZEvG2Lk2GuyiKqwz6cGbc3KX5FgiKLOc392YZYm2qL8Oi+Xodd6LnCdFp35PmNxVKoCvsQ8MjweyTLklyEKuVuKLq+fNvEOT2ZOeBs7Y5M08RfPXYYPeNx3H3RMty8thJ//vB+RJIa/vLWVVhjqfM+en0zvvTEcVzGDeDee2kDWitDCHkVFAdUxNMas0XZvroChkmG5d99sQurqgpy1B0LAe+c0FpVQNa/59EC80KBNhXOZ35QTaEPokA2z/ls7GimVf9kAjWFPgxMJVAe8mJkOsWaIookskac25qTXyMWB9Q52HtadkQu51QV9rJrNN30G4ad6Sdbjg9uue6qLDhqVUtFCB+6ajkECMwWn2SgOB+nSCJkiTgx5FtTd4zGUFvkc9RsE/nt/EqDHkSTGqaTmUU/sI6lNAxHkigJ2Pucfd0TONw3hQ9dtTxvjrFpkmHAprqi8zr4WcLZ4/TINFsH7Do1iuKgiuMDERzpm8JwNIWf7e9DVdiLVZUhFPtV7Do1CgC4ZW0lttQXY11NGOtqwigPefC3jx/DV35zAqosOhwyXm84l5lxpQHP3FSDAlVt2FK/rY0l2FJfjOksmzBBEOzmLkjdkvLYwwOUvEv3/Pb9qL0nJZ8JAv3XmelHQa8JtOFOh36VYS9pLKedJDTAOfSjTWe6xhyOJuFTpDnXwZaKEJ5vH2GZ3ucCumHikb09eOSVXpSHvPjqXRvQUhk6J8c+F8joBpKagc31RbP2dX5foRsmsYh8HTrbzIT9PRMwQTKPj/ZPzTr0Oz1C1j+H+iYR9MjQDBOH+qbsoZ+1Pvr4Dc0o9KsYjiSxbXkJfnGwj62dAEJofPzwANZWh/Efz57GtuXFjGBXHFAd1/XswRdAHNjWVoezhn4aqsLAS532bYBNfm1gQz8/Xuocx+BUEsPRFO7YUE2GfnmUfrRm2P1TayBpEc8yusHcduiQMZOl9PvvXZ1YUR7E+y5rwJPHBtk6kyoOvQoRYFASGiW18fvpYu61k6GfVde4WhtnA0rn9zSSyBDSuehU7FG42nu6ZPoxpV/Qg309E+QaILg7UPD10afK1tBPd/xe4O5nmiTnTpFEzt7TPh4VgdCBnMz1XuPcfgBADvFjLqCE7JRGvDsMI39mfYIqC6U8Sj9ZgNtDGeFbN5h7UfZbVxggf4d4RnMVY8wGzbCvTfyQ9EJirruMhwBEAfyr9fM7APwAwD3n46TOFpkFyDDPFh0j07j/0YMo9CuYiGegW6qAz97Siq2NJXh7SsOf/uhV/OJgPwDgN0cG8MThAZSHPDjcN4U/+/F+bFtejLRm4NTwNE4ORbGyIoSfvHoG39/dhSubS/Hha5pwWVMJHvj1cZSHvPjCHSvw9d+241vPdUCVRXz4miZ89ck2fP7nR5BI6/iDyxrQP5lAdSGxSvqXt29CPK1hVVUBREEgbO3z9H54FQlv2Zif+TkfFHhlBD3ynLze3aBIIgq8MnYcH4JflfCxG1aiutCH917acNbn5rMuOvNtONHCXRJQEU8nrOJKlHpuyjw3JglgX1BoAast8sMSVjBpsptyEABb2PMbAL6ZLIsCNN1kNprU+oNHUqPWnVlKRuu8UprdLCeWnKSAP7K3F4ORJL7+tk1z/gymdZtRTs+ZMk4y3GCRPi9gbyg0g7wOw7CVhrI19NMN07U5NBtoP1yyLLhM03RcGKi39VxAn10UBFdGiaabTOkX8iq4qK4IflXCrlOji2bot9AL2pNHh/BqzyQ+eOVy3LGhesb7rrSyHK5pKcd3X+zCT17tw8qKIKJJDZ/7+RG8/4pGfO/FLlzZXIbqsBcP7+1FdaEX0aSGaNJmt3WNxfHsyRGmCK0v9uOf374Jk/E09vdO4p9/147SoIr6Ej++evf6c7apXIITK8qDzNbT3kScn+Yn/Xjesb6a5XLQ2phI60ikdZSFPIiNxVHKNTZViQz1tRky/fjPvk+RmBJvMp6BKoko8ivW0M8mmQQ9Mu7ZUgvdMFHgldmGyoSzQc7XZKb0k0hTJZnRc5R+dIhXlKU6p40htsC1QGt3Iq1BALk20RrkxrLT87DiRGah6t6EMSzlTaFfcTSiVFlkf3ses33jNtUV4pFXenH4zCQubTq3jpqxlMY+h3RYucbFjnyxIK0bCEgL/970TSbQNRbHB65cjjdZNfgvblmFtsEIG/gBpPH4gz/ayjalFNkOFhRhn4J7t9QiZbH+r2spP+fK9LdtqXUMl3+f4FclBFT5vF5/VFlEbZEf3ePxnAYxBV3nRpIa1lSH8bHrm1FX4sf/vNTD6iq1W6JZ0DnPw/3dK8NeV2tnCk03WdMl7Mv9XH/shpX43fEh/PxgP6tRp0di+OFLPQDsBkV2zgd5Lmemn2ypVwzTZJ9rUch9nADAY9mZ5kPnaCwnxkCAkPczT8klg1NJVLqQChcTzkzEoUi29ZhuEJVfVdiLm9bkxj9QTCUyqCnyOZQBS1h8ePH0KHZ3EKeL4oCKH73cg0gy4yAhpjUD65cVQhAErKouwK5To/CrEv7k6iZHE35jbSEKvDL6p5K4ZW1lzvXijYp3bq3DPVuWzX5HAMhyTgDclRuSCPD8UlEQHKSu7KazCbuBytdknyKRPb5A6iFd44mCXc9liwjM12pm72mamExk0FpVAK8sMdI5fymgzh5umX7D0RTKQ545D3NaKkP4zdFB9E0kmFr9bDAYSeLBp9pwfDCK61rK8aGr8xMZLgQM08REIo31NeFFTxA5n5hN+bMYkNaMORNcusdieOLwAPomE6gKezESTWFsOjcLnkcyo+PMRByiABzpi7Dv1WlOwdc5GkORX2GRT+UFXpQXeHGkfwo/29+Hd3x7D/7uzWvx7MlhPHagn/UYj/ZF0FxO+iw0t5nazPODL2rlXVHgzYk0iSZJQTozEUeBZdlpAlhVVYATA1EW31RT6INumHj6BCH+rq0OOwgDbq8bsIURlJhJB01DkSRnF0yGfpSQH08TG/rxWBrXtVbAq0hWdIfOzhUgsUZhn8LsPd2UfnZevQwgxchiDnvPtPvQb5Ip/XKJFADpScgiIaZRe09e1coP/QSB9JCTGQPxtJ7jmkZ7nfxAy6dIiGZd19lgzzp90yRzFIezkcuanvY7FVG0+wjU/c1h75nz0BkhCmSdTtfaumk61Os8phM6Oz/+Ho1lAVzVXIaVFQWu+yeHMIXmF2Y9R6G1bqGfnfkKROhjAEAEHNFYFwpzvXK0mKa5gfv5GUEQDp6PEzoX0HRjTsqhhaJ/MoGXO8dx+3oiD44mM3jsQB/8qoS64gAua/Ih5JWxtjqMtVZxC3pkfGL7Svz2xBA6rc2pJAr42t0bYJgm/uHJNjx+iAwBo0kNf/vLoygOENnuVc2l+MT2FoiCgIvqivDohy5j5/Kn1zTh7399ApvrinBZUykqC7rRNRbH2y+uxV0XOReX2cyR10sjWxAEfOH21Sg9Cz/14oCKSFLD/dtXLigzIB94pd98wIZ+QQ96JxLsYuFXZVcGF70gZ/+ODgjdGNp0o5WPEWYRQxyWcvxQkeTjWUM/07Z140GbztmFkPdLplJ2YslJvpnxjO6wc5qLxSe1cVIkgTVzNJNm6VnPkfVSqXWIbpjQTXLx4Id1ALltIUtoM6vKaIbpzPSbh9KPHksSBaRdbEE1gww1I4kMCrwyFEnE1sZi7O4YWzQWn3pWVuNckNEN/HhvD9ZUF+D29XNnAwc8Mu7evAynhqfxyRtbMJ3S8Mc/3Idv7jyNsE/B744PQTNMFAdUnB6JsaaiKonQTRM/frnHkU9032UNkEQBJUEPq5ObaotYwPESzh++d98lmIyncXJo2mFtcb7A20A1WGrPtqEoEhkNjaV+dI3Fc5R+qQxZUyizLIIBwjDjv48Bj8QGSA3cNZiy9yRRwLfeswXxtMYWx3wd5hfPNItKlYn6MKXr8HvIuaaY0o/cpzBL6Uc3Q3Rol/06khmD2U9puskxzZF1HDPvIl6VSG6r6EKiMEGuH0GPjBLuWu5RRBQH3fP8ZlqitFSE4FMkEmZ/HoZ+lOGvG/kzuRYLNCs3dyF4pWscB89MAQC2NtoEko21hdhYm5tJt5Dvp0eWctajS5gdPlV6TRSMd2yoxjeeOYVTw+62TyvKg6zxUxJU0Wop6p3kBAFBVcrb7OIbzBUFXgdByqdKrH4JIOuCzlFyLk1lQTzD2QgSm0g/6kpIo9fK0WQDC3ofwN1W0yOLjjouWwxh0yDM86uaS7GyItcBhGcfu2EqkcF4LJ2zzzJh5pDiKGju6UAkiY2u91gcSGZ09E8mHYO7p08MoWc8js/e3Jp3/ZnWDAgiHGSXJbz2MCzmPv1uDkeT+Ppv2/Hn1zWjMuxFLKXhK785AcMk34+/uLkVX/9dOwp9CqoLfTjSN4Vty0vwwqlRNtReXUWGfvXF/pz9nyyJuKq5DE8cHsCbN5wb8u/vA8geO/9ejWbiuogOAFjuMoIAkzYgQZUdznWaLNm3uin96FBQdmT6SWSPL1k5fhAsyzfn0E8AHEqcZIY4AWU0A9FkBoU+BR5F5IZ+7kq/ImtQYSv9UvNycqIKvLbB6FkP/Xa2DePfnz0NgLi7XH0O3AjONcZiKawoDS6Y/P77At0wZ9wXnC1Oj0zjey924bM3tzoIqGcm4igJeGZ1Xegei+FjjxxgmaZumE5pmE5qKA6o+MpvTqDXspbcvroCB3snMRpLIaMbeL59FE1lAfhVGZIosOtv11gMhglcs7IMO0+O4Nn2EXbudDDRMTLtqha8uL4Iz50cQVoz8LnHDiOW1lkOJwBEUxoO9E4i4JHYwKrQr2B0Ou3YU9JzqQh50Whd34v9KsbjaUStGJrBqSRqivwYnEpgIp5BQ0kAX3zTWlZPlhWRXuxTx4bgUyQ0lgbgUyQ23EtrBl7qHGNRL9TNhpJ1vVb2G6011Nqz2K9ixLL3pMOtRFpHJJmBYdoDPH4Pf8b6G8iiYA39LHtPy66SV3zT10738DNl+vmzPi9TltLPtvfMikaSJWiG6VAb8segfxNJEGGa9hpydDpl9Yn5UD/y+gRBYDf7FBHDUd3Rq7RV3baYggopbKWf/V4ZloUaHcCrXG4e/VvQtTezip4H6Fo7mSGujfliPgAgkiR/J1ly9qEDHgl/em0TMro7CZl+htK6AV13VxIGVEJipErS+QpEeDK4ASzIIvRcY667yf2CIGwzTXMPAAiCsBXArvN3WmeHjG64SlzPBQzTxNeeakP78DR+fWQA/VaREQB8fPtKXDuDvduG2kJsqC3EYwf68J0XOvHOS+qYveQDb12HL//6BLavroBPkbC3exyxlIbN9UV4z7aGvA3GS5tK8bHrm7Gygvh7//XtqxFPa2itzB/S+npE6wyhs3PBnZtqkNHNvIz0hYIuAOav9COPKwmoTF0BEKszN2VedaEPkijkqDd8WfaePAp8ct7fAfamgm0ArKJJJfiUMWgYACybzOzCmMwYrt7NvPokYw2sREtZZ5hkgBdP6/jRS914eG8vDn7hRtdz5MFYJZLIWIK0hmqWmjC7ucLL0E0DTNlHjwPoC2eOmWAXUgHktTmVfvkZ4flAlH6556MZJjwysfeki48rVpThmbaRRWPxmTHmT7Z4vn0U47E0/vy65nnbdbz94jr2315Fwtu21OIHe7rxqZta0FIRwlAkiepCHx470IfWygJ87rHDqCvxI6MZ6B6PY9vyYhT5Vew4NuTY5NUX+3F5UwluXpufvb6Ec4eghyi5qwt9uKSx2DXD6VyikrMGbCoLIuiRcaB3Aom0jppCH7pDcbRylj6qLLLPtUPpl+ea7FUkiILAmuRBj8w2j2UhDwq8MiJJp2Vf0CMjrekkn8U0HZsHh9KPMrStc+JVJLQZTU8r5JVZ0DjgVD1LWU1vgBAxVIv4oRkGBEGAGzFNN0x4ZNF1461IEmYqp6KVBVhfHGCD+AKv4kqaIUPH/MeSJRHrasKOMPlzhVhKY3beummeVT7B+YZuWWYvxO5oOJLE3z5+DACx1+VtM5dw4VEd9p33eggA17WW4xvPnEJ1nlysoEdGa2UIR/ojKPY7CRH8f29fXZnXloq3Pqos8GIoYqdD+BQJk8gg5JVZfmrnaAzFATVHIea1SGZ0I0831nzjShIJL9hd6Sc6Nu6iYOdUqbKIT93UymyZeQgiqbupPFnN1E6LH3CZFkFCzlM/ykLktQ1HUq6/Xyzom0gwRSRAhoA/fKkHLRUhXNbkvqcyTRNTSaJMWbL1vLB4dN8Z/HBPN752N7Er/M2RQRzum8Kj+3rxZ9c142j/FAyrgXjTmgq0VhXgm++6iO2NRqIpmCb5u2+yMqtXW3vyuhL37/u7ttXj6pYy1BQtbgXrYkJaM5DSdNJshfv6hx8IUvtN/n68gw9dq/Hg7T35dY1flZDWDdvaU7TyAQV73UkHgoZhwqvaSgnTJM1swyR12CvbmatuQz+PLKKykFxr6HpxOJrMiWeYCTWFPgQ8Ek4MRXHDaveImtkQT2v4j2dP45m2EayqDOH+G1sW5RpoPJZCZYGXEV3eyOCJ2+cKXaMxnByO4oZVFfjxyz040DuJvV3jLK4jmszgo48cwM1rKvGBK5fPeKyXOsehWdmo/NDv1PA0xmMprKspxLef78DernHcuakGvRPEMr1vMoG11QU4M5HAaDSF+x89iM7RGHwKGcb7FAlffut61BT5cHKI5Pm9c2sd2oen0TeZQHnIg+FoCoORJPyqjO6xOK5YkUuGXLesEN+77xIc7J3E3//6OO7ZvAzXt1bgw/+zD5cuL8Gu02M43DflGKQX+VWMTqcdazHqzlJR4EXQK6O2yIe6Yj92nR7Dno4xGKaJwUgS62sKkdJ0TMTJ+o7fe9Kh31gsjYvqiiCJgiOveU/HGP7hqTYsK/KjsTSAVEaHLNp7XlEQ4FclxNIaDNPEoTNkL7i+NowXT4853LdiaY2tD+nwMskRuCgJXJbI0I+uT2kfj1f9Fme5EjEnNu612Uo/p+ItksggYxhsDZpr72kTeyes8+V7BX5VhgAwgQMlKI/F0ijwKuC7cFRMwD/fM6jkAAAgAElEQVSFTyVDVYfSL+tfAyYbTNJZijPTjxyb9ioV2RZi5Np75rfmzAea6ccc22aYlY1aqlhKSKGQBNHq/7pHX3gkmulnMBvO7C20KovwqRLilguSZpiYD/+XxlkBpFeTyUMYfC0x10nFVgDvFQShx/q5DsBxQRAOAzBN01x/Xs5ugUik558rNRvGplOIp3W82jOB9uFp1BX70TMexzsvqcPlK0oR9Mhzti+5ZW0lSgIqLuPY6aVBD752jy2mnE/uyfWr7AVPdoD8Egjy5RaeLfxM6Te/xgwt7GGfgr+4dRVaLdvCq1eWwe9i3bC+Jozv33dJDss+O9OPB7X3nKlpZGV1O45BJe90sU/sPYk1ZvbmnSj9co8vCsQqlNp7yiK197RtNhNpHQ/v7QXgrijJBgtsFQWmZqEZLmmN2ns6z4/+nqhbwJ4fsG3tFjr0czZayTAxo9nHymdRkHsc+zGSKCCjGzkycqrkiCYzTJ20qa4QflXCC+2Lw+JT1815kS3GplP4wZ4u1Bf7cVGdOyNuPrh78zJc11rObCdoZt89m4n1242rK1FT5EMkkUGhX8H921ugSCLuumgZewxAGnSfvWXVWZ/PEuYHURBeE9sanr0piQLWLwvj5c5xGCZh833nfRc77q86GtucQi7PkMXHWS5raR2lQY+lzhUQ8soo8hPVuZt1kG21nCfTj9p7WvVPEMAGjJQdSdc+oiCg0K+yXABaZXTDyXyj/51Ia1AlEbJoKf2EmZR+7q9dkQUk89ga03MFyKYp4JGR0tIoCig5bEj+vZgJm+oK8XLXOAamEq6Zu/OFphv42f4+DEVTuMRSvemGCY9n8Sr9tAWwB5MZHd9/sYttJgOqtCjZ7W90/Mk1Tee8weUGRRLxnfdtYXXFDetqwjjSH3GwV7PrVEtlKG8GEl9HQ14ZE3GntRwAlIc8GIwkLaVfDI2lAVbPmHLFuq+dP5J7fFqm3TP9pJzsav445L9z1QS20s99XddhWWvxau7ZVMKUpT0Rm9nO60IirRnom4yjwGvvb39+sB/jsTQ+fVNLXrLBVDKDygIvSt/gypSFgtpwn4vsqmdODAMA/uaXR/Ht927B0yeGIQB4+sQw3rW1HofOTEGRBHzr3ZvZHk8UBKbYp+44X7hjDTtmY2kAFzcU4fI8Q19CFPj9Ih+fbxgmaQ5SBV+2mwxg79fpb0TBeT9CiLDjK7KdfkyYrD7y9dunkKGfaD1eEml2s2Bb0VmTQMO0j5vKkKYpVaUU+lV4FYk1f/llHO1fBDwysyQ0TBPxtIZYSkfFPJR+oiCgpSKEtsHInB/Do20wiq891YbhaBLvvKQO926pPed9w3OB6ZSGgCqjuSL0e5djtxDouolzTSH55rOncXwggmdODONoP/k8vdI9gU11RfjE/x5AY2kAac3Ano4xvP+KRvZ3aBuMYnfHKJrKgriymayf9/eQyJCXu8YxEUujKKCiZzyOz/z0kGWPHEbveBzRpIZH9vaipSKEP7++Gd967jQ21xdjb9cE9naNI6UZuHNTDQ6dIZl9XWNx/NnDr+KWtVU4dGYSDSV+VBZ48YErl+OLjx/FWzbW4D+f78DOthFUhr0wAUbQcMOG2kI8/IFt7LU8eO9GlpU8MJVEOfddpLaevOigosALWRRQbw2iH3jreiiSgBdPj2HX6THs7Z5ARjNQGfYiksygA7Gc/b1flaFKItK6gQ9dRYapZMhC1liTltpuOJpEY2kAiYyeI4rwe2TEUzoe29+Hxw7046K6IjSXB7GzbQSRpIa0xVyNp3VMWmQu+jro4EuVRKYSlEUBBT6FDVap0o/PePdmObyF3Ow9rf24T+GHhR4y9NNtYq+WlRXnsWyWPbIE3Uiz46qyiLRm4MbVFWipDMFr3Y/+bSbjGYhlAgYmE/ApEvyqzLma2cM7nyIhkdYdjhXZaj5i72k4esf8np9eb3SHEMPqI2Ts93QmV6DZ4JFF0tMQhLxKP8MwEUlQop9zaCda/QvTdLcXpZ+jjG5CM0h/NftuikzyHelnYCbFoRs0zv1MyrLFvlCYa4ft5vN6FucYCU3La6cyG/onE3hwx0m8eWM1K+LTKQ2f/skhDFvBoFvqi/CXt65C73gcy8vmb1vikSV27CW8vsGUfvNsVtMBm1eRWGguANyTJ5tGEARXWy2an+Jm4Xllcxl0w8xRB2Yf95TVrLh1HVE2KbIIpHXm60/VcibcMv10qHnkzpSpQS9wokBDmE2Sgcfddy6DN5rVKYsiK+KGZUOXtlgp2YRqWqQNy8uUKg0BuyG0UMW1wRV0KvpLcw2huSr96HvLg5eR80qOSCLDlH6KJGJbYwn2dI4xKf6FBPmbzv2i+LWn2hBL6fj87avPyWZGEATH8C4bf3rtCtfbFyOzcwmvHTbWFuLF08Qazm0Q58x/ym0WZ4NeE+hHenlZELeuq8Sm2iKIgoCigIru8bjroIs2tvkGtirnDhppY44+B8+K44dlhX6FDf2o1bFmGI46aWf66VBkwVL6mXltNag9qNvgT5VExM08dY9bfAc8MkIeGRPxNEqD+XNc6MI93++p/eSB3smzHvq1DUbxjWfa0TUWx+VNJbjbIgsYRn61/GKAYcyef5iNPR1jePzwAAAyaPnWuzcvyobXGx2v5TW9fJbhzFs21WA8lnbkt/G1yc1KkwdPGBMEwWFJ72VDPy/GYmkrsyaBLfXFrD4FPDKmUxobEGZ/XHnmMm9Hlw1PVna1ZK1zZ1u7CKCZfnmUfmMxlARUxzpdM0zXjG4KOvSb5KzuFxsGpxIwTPs9nYyn8ZN9Z7BtebEj75MHZdc3lS/Zei4E00kNn3j0AK5sLsO7t9Y53v+54NvPd6A67MVt66uR1gwMRYiK6vhABP/yu3aMxdL4g8sa8NDuLvzyYD8O902htbJgXopMSRTw+dvXzH7HJcwLbKnDKfh0y50hezkmusQP0EExXQdm1x/DtBu49O+tSAJb5wqwlH6wm6j0OqTIIkSQrEEvZ49mmCYilqVfoU+BVxGZAoNfJxb4ZPzRFY3YuKyQ1XzdMJnSeT72ngCxeH/klV7E0+4kOjfohon/e/UM/uelbpQGPXjgreuZanWxgeRNGdhYW3zB9/eLBbppUtfCs8Z3XujEmYk4jg9EsH5ZGD1jcXgVCa2VIezrnsCGZWMYjqYwHE1BALGg7RqL4+kTQxiZTuPkUBQjVl94bJqsjU4MRnFJQzFe7hrHi6dHcdv6anz9tyfhUyTcsKoCv7LW3QBxZ7lqZSnqiv340lvWAQBKgypbY1zWVII/vLwRADAwlcDDe3vxi4P9AICPXLsCgiBgc30RfvT+bfDKInadHsX/vNwDjywi5JXRNEt/mt9X0fs+cOc6nBqZRiOn4C4K0KGfTfwJ+xT82zsvYv0T3ro3rRtsPVYV9mJsmrxHbn3Sf377RgQ9MlPfeTl7z4iVDUjf41TGYHl+FAFL6XdyeBpVYS++cMdq7LGs3kenU2wtEk/rTDlHCQcUjaUBtFlDPkkUUehTEElqME3iSCYK7uIJOggsYPaeuUo/XqVX6FMQTTntPfnsU8MkThYmnOtlSRTgkcjQrzigorrQh7EY+UzS9XAyo2MqnsZnfnIYVzWX4lM3tbI1Le0rkPORkcjo7D0mzy04/jUMExndRMgrstv48mNaPWFKAFRkLtPPInuoMrEflWYgEs4Ej5U9aHJCjWwkMjojvUoWQYV/z/L1rQG7x5LWDWi6aQ0NnfeTBAF+VcZ0imTSz1cgQga6tlKSf88vFOY6qWg2TfO3/A2CILzPNM3vn4dzOmskMwtT+p0YiOCB35zAeCyNB3ecRP9UEi+eHkXfRAKaYeK2dVUQBeC+yxuhSOKCBn5L+P0Cy/Sb99BPcjx+oRAEAV5ZdG1KloU8eYeI9uOBP7q8EZOJDO5YXw3ALoZOpZ97pl86Y+T1OPcohBVNrTfpABEA9KxJmzaHgFMauCtLdsYAzRvUdBMeRcxRh5gGYaXoBgmCNQybpSJnqQXnC52GIoJarJiOxtPclX7Opq0AZ84gveDphonplMZYRQBw+YpSPN02jIO9k9jScGHVfmlNzxu2m43usRiO9Efwh5c3MD/4JSzhfOKBO9e5WlJeurwE39xJ8jzc6jHfIHbawrk/D1V/Ux/4xtIAykNe1lSn9njZdVOAteg282f6SVTpJ4mWCs/6mbLi4FQgkk0asZ2jlSlb6Wcz9Ii9pyyRvEBBsOs1DyMPc46chzDjwpivz8UBFaOx1IxDd8Jizz/Uqin0oSzkwf6eSdyydu6ZoDziaQ0/2NONJw4NoCSo4nO3rcJWzgZ80dt7mvOhWhDQITcAbK4vyms/uIQlUPhVGR+5rtlxWz5Fshuyv0Me7mfaQC4LedA+LKJzNAbNMC2lH/ld0Br6UYZu9lo0dxgnsHrN2xx7FAkqF/4sikKOcoBaJ/MgSj8p/9BvJJZjbaobJgIzKP0CHhleRWQM9MUGTTfQMx5H2GsPMh/Z24uUpuO9lzbkfdxkPI21NeG8eeJLIMjoBk4ORbGmOuwgt3z7+Q4MTCXx8wN9ONw3hbbBCK5YUYr7b2zJq7JPZnT8374zuLK5FE8eHYRq2e2eGpmGZpi4c1MNJuNp7O4YQ02hD2/eUI324Wn84mA/0rqB915a/1q+9CW4gHdR4P/MPeMx1BUHYMJ2UyHbQmLDaW9hBfY/ug7M6Q1wA2RK2HVTdPCECboGlQRSL03TJsglM7ql9CPN3rBfgddSkwDOOi0IJIIGsNXNhmli2Mrfmo14ko2WygIYJtA+PI0NefLTeAxHk3hwx0kc7Y/gquZS/Mk1K14Td5GFQDdMRJMZbKormjVH7o0Ekic2v/4uHZrTeKZNtYXYVFeEXxzsY4SKT97YgrBPQVozsK97Avt7T+DHe3sRsPKGb19fhccO9OPZkyP41ZFB1ut54M51+OWhfvz3rk4AZBDypg3V6BidxuH+CK5oLkP78DTee2k9rl5ZxoZ+a6sLcGwggitWOAUgJQF78M07t1WFffjY9c0QBeBA75TDmYN+hv/+znV4bH8fvvtiF7Y2liyoD14S9OSQp0uDKkTBOfQDbAU4j3SWcq0y7GXWmSFvrgBhWZHTnc6nSMxePZo19Etqes7wza/KiKU06CZQFvRA5AQSU4kMs1TUDbvOFAWc51FX4mdDP6r00w0TsZSOWJpEcbhdd1eUh7CiLMpqLO8gQYd5Po50UegntqGGaddXer/SILFn9SoSYGb1HUQBHkVENJVdT+11dDKj46f7+wAAp0esPT9T+tkEDq9CbC+nOKIZcXwTbDGFCRbLROFQ+ll7Tjb0E23LfKpwpD2KhZJJvYqIkaiV6ZdHmBFLa+wcsl09ZFGwxBjuzkSiSBySMrpt75kNSRSY0m+m88iHlGY4CIivJ6Xf5wVBuAvAJwEEAfwXgBSARTn0S2X0HDbAbGgbjOIzPz1EmD93rsNDe7rxwz3dKA2quGZlGTY3FDsUWUtYAnAWSj8uiPZcnINbDuBsoM3UG1ZXMBsPwG7eUNs43QoNN13YpindQEh0VxJ6rAYJVfpRe0+eIUIxl4BTW+lnb2g0g2yU07qBoFfOYXbz9p6CQP3grQsVp6RbCBxKP4tRkuIz/ebI6jBdmrb8OekG2ejFUhqxIOQWTpvqChFQJTx/avSCD/34C9xs2HFsCLIonDfb3SUsIRtra9xVCYV+FSsrgjg5NO36e6eaJb/SjzaWszfoy7MawXTDka30MwGIIvmX3zwoWaoUgDRySP0mdUKVRLZBEh1DP7tWmFwtdGb6keMnMjoCHlJD45xFZ7bSjj7eXekn5WXlmVnnVl7gwVAk6boRpBAEi92ep6wIgoBNtYXYdWo053XNBS93juHfnz2Nsek0bltfhfdsq89hjBsuuTiLCbpuzpFqQZDM6NjXM4FrW8qQzBi4cfVSdukSFob5DP0UjkwG2I1kYk1M6k15yANFEtA/SZozlWEvax7TNTbd22WzclM5Lgu2hRJvc+xRRChcTRcFZDXO3SEIpO5OJXNVeWnNQO9EnFkCU2iGOetetCTgYVkziw0j0ZSVY0Lex/7JBH59dBA3ralEbZF7lEQkmUFFgXfeqp03Ch7a3YXTIzH8zR2r8cThAXznhU687eJa7Dg2hI9e3wxNN/F02zCubC7F8+2jOD4QweVNJXiufRTLy4K466JlME0TiYzOrlVpzcAXfnEUxwYiaBuKIqUZSGkGXjg1ygbKq6sKcH1rOX74Ug8+cOVyyJKIuzbVYNepUWysLcRbNtZcwHdlCQBXgwT7Z7puY1brXNkTBGQRLU3LRt1uKmcP3g3OupgSX+n6hhHPQNaF9H6bagtxy9pKNJQGLNWIychtaY2QaqNWE7nIp8LDZfrN5OIAkEYqddEqn2fNWFlBCKNtg9FZh34vnBrFN55ph2EAH7+hGde2lC9au0zTNDEeT6GlooApoJZAQONm5orDZybxpV8fx6dvaoUqiXi+fRS7To1iw7JCmCbwvksb4FNENtDyKhK2NhajOuxF/1QS17eW4z3b6lHoV9E5GsPP9p+BYQK3rqvCskIf1taEUV7gwe7TY/je7i4UB1SsrQljbU0YB3ommf3sqsoClIe8WF8Txuh0Cp++qRU9E/GcWCia0VYe8uTsRQRBwEevX5nX2UkUBLz1omVoqQy5DuQWilvWVqG5PDSv4XNFgQdDkRSqwj4UB8gQai59Ur8qoX+S1I6otdYasZSCSRd7zyK/wkhiVLFLlXyRRMYxhOyfTECVxBxy7zLuvZJEe2g4mUgjZtnrAsD7r2h0DD6vay3Hda3l7Gf+b0Kfl+/xhn0KYlmZdxTVhT4MR1PE3hNmrtLPquO83b0gCFAVcgWIpXXsPDliHZsSQ0z2GPrftG6Pu1jK03pogCj9ZMkeFjoy/ax/aZ9SkQWOPGzZe1o9ioW6LvoUieTFIr+t5kQszUgw2e+nKHK2oHlOwSOLyGiWvafoopq3hn4DU0mi9JunQCSjG6xnI4kCUq8jpd/VAO4HcMD6+fOmaf74/JzS2cEE+bIF5ij1p3hodxcKvAr++W2bEPTK+Opd6zEYSVpWBUssmyW4w3+WSr+ZrH/mig9euRxlC8zNoEWer2W8dZwo2BJpwzRzcqwympHX1skji0hlDMsbWmFF2E0mPZfBG1UDSqLIFC/0YTQ3MFvBQoeV9Oh06AjYze75+jRTUMtNACx0nVf6LVTKnf3+kPMzmdVBAaf0UyQRWxtL8FLHhbf4TGn6nJruw5EkdhwfwtbGYlfL2iUs4bXG/dtb8OCOk1hbnWvzo2Qx7iiyP+ulQQ9GoqmcfNfszRfdNPhd1hW0ZvE5UJJI/PJ1w2SLTkUi00G6TFVlkdUMvgTwGxRaUrJZbbR8J9I6iv0qZElwkDAM074P+dk99BogNT9fLScNJfvnT9/cin3dE456lvN+CHTjkr+ubKwtxFPHhtA+FEXrHG2axmNp/OfzHdh1ahT1xX585u7WvPlDBsxFrYSbj9JvbDqFv/7FUaQ1Azetqcxrz7eEJcwF8xn6+T0SttQX4Y4NlqMEs5YTGbO7POSBLImsYRxQZbam8qsSBNhr5uylBi07f3R5IzbWFhImsrVmLOaGfqosOrNZRYFZ1s0EURCgWGvabPSMx2GYyFH6GYY5q5tHWUhdlPaeumGicyzmIJk9tLsLiiTgHRfXuT4moxswDBNN5cFF21C/kHilexyP7jsDANjXM4HdluL6ESvb/J92nIRhmmgo8ePjN6xEZYEXJUEPbl1biS//5gS+92IXIokMRqZT2HVqFPdd1og7NlTjhy9149gAaS4f7Z8CQNYqD+/tgWkCDSV+hH0K7ty0DGtrwqzuN1eE8I13bEJ1oW/JPnBRgGYp2+4xVIlkwr6dglp58rWLDu6oq0J2k5w0YslttAY7apR1fJ8qsf1+oV9lmXfU4MbvsW3ldIPYe8qigIBHgk+xa3i+LSGLrzBNjEfTUCURhTNEkbgh5FVQU+hD22A0730SaR3ffr4DO44PYWVFEJ+8seWc5D+fT4zFU1hW5EN14VL0RDZMbt8zGxJpHV//XTtiKR0Pv9yD2mI/vIqIZYV+7O+dxLblxbh787Kcx8mSiPde2oAv/+YEtjYWM+XbWzctw8EzU/CrEt5/RSOrmeUhLzbUFuJA7yRuWFUBSRSwtjqMnW0j+N2JYYgCsMKyuv7kTS1IaQaKAiqzzeRBn6uhJJDzO4rZavW5XteHfQo21+fPB+SxuqoA3eMxXLq8FM+eHEaBV8a6mjBWVxVgWdHs3zuvYhMGKJF1dAZ7z8qwFy91jgMAG6CG/XRol2H2ngDQP5lEoV/JWZvwakNZEhCWbaVgPK0zgu6bZyHGuP1dfFlDv+x4odvWE9LlmpoCHOidhFcmSjyeaCqLxM1NZD1Zk6nzBAjwKhImYmm296ZDUnpd4B026eCWV53Z9p7kZ5rpp0g2pYR36TEsMkqGz/QTLMVhmir9BIdyfb7wcK4a+YZt47E0O+fsPbokCKxW5DsHVSauRrpuWvagyDkGVZIC8xeIpDWDvfeSKGA69foZ+hUB2ArgNIBlAOoFQRBMc4Hd8vMIwzCthdHcPmgZ3cDDe3txqG8KH7iyEUGuAVW5lPW0hFlAWVjZbJ3ZsKzIh8ubSrDapck8X1zaVLqgxwkueQCALSuXRZEN6gxLIZdj76kbeRuiJGdKty4eRDpuGOQ7mqP0m4Ps2b7AcEo/67a0ZhBrOu7q5lMk6AY31DPtXCvy+s5W6Zd7G88qSsxV6QcXe88spR8E29+8IGtQdkUzsfg80DuJiy+g2m8uSr+0ZuAfnmqDaQJ/cFnja3RmS1jCzKgu9OFr92xw/R3PuONrXfZCMuxT8P4rGrGyIuS43W04CABBV4UbWXiqjueBPfSz6oIqCw7SQXZGFQVv05JP6Uft8xIZ3fLmF1mzXEDu0M2whoZu33TRxReff238e9ZUFpw1c0IUZm/Gb1hWCAHA/t7JWYd+hmniqaND+N6LnUjrBt6zrR5v3VQz61BvoWzF1wLaPDxHnjw6iDPjcfz1bauWBn5LOGvwec6zZfqJgoAv3GFngBGSFvmXDv3KQl7HcXyqhGjSYvLKIjyKyEiY+TJFafagCZvtVRRQgBFSy0VByFFsi6KQE6ycfXhRcGan8ugcJSrx5VlW5QZMh2rbDWUhL9qHogtSKp9PjE2nkNJ0hDzkOnViMIJdp8fwzkvqXJuVAGmSrakuWCLK5sEje3tRHfYiqRn40Z4edIxOo7UyhK6xGN61tR4P7+1BfXEAH76mCYrVeKa4f3sLVLkdP93fBwFAc0UQ39nViZ+8egaTiQxuWlMJSRSYfdwntq/EP+44CdM08fd3krwoVRZz6n79DM3lJby2IGs68h+SIEC39t65dcFq/MJq1Jr84wVgBqWfaZqsUUprLc1XNWE3fvm1mSQKbN1ngDg/+FWZqBc0MvSbSmisoe5xsQvNBovoMEwMR1MoC+XPdp4JLVb+mlv2c/tQFF97qg0DU0ncu6UW77i4dlETuACilC70qWgqCy0RJ1yg6YYr4dANPz/Yh+FoCtesLMPOkyNoH57GVc1l+NgNzZhKZGYk61++ohT/8vZNaCixB0Kb6grRWhlCfbE/Z8Bz67oqnBiMYPtq4l60znKWefH0GJaXBdg1MdsiMxul1rW1vsRdSb/Y8cBb18GwCKp3bqqBIAhYVuTHV+76/+y9aZQsx3Ue+EVEZlZV7+vbV+ABD/sjQJAAwcUCKVCmSdHUiCYli9YhPbI9c2jJtqQZS3M0mrE08ow9tiWPj2bO+IdkSZYt0xZl06J1ZImiNRZBQAIJgiBBEMTy9rX37lozM2J+RNzIyKWqq6t3vPzOIR+6Kiszq7rrxo177/d9D/X1evJuVo5PqGX6RXGOLXhwrGrricSSHA4EPM6w3AhTg/hXlpo4WsCApNcBuu5JjOMXryxrpl+fpI6iHJh+7wxpeVP6+4mlwkcePmolTOn4LNMv8PTwbyeStmHoSnbO15PBuZurbTQ7sSU4cHDQIlHUmGTMkDysbZIemPNTdiZJY5DUyWKjduY58p5EdggE1wPGA6aCtSBp+hURM1phjHYkQTo32c9emIWx18iwbvrpv9WAs9wwgeBMe0a2YzAwW2/uF+1YpvwSpcrXX3Ya/Tb9ngHwfyilfoUxVgPwDwB8CcAT23ZnAyKWeTZSN1xdauLnP/8SLi828eTZ2YE9YUrcvjg0XsU//kvn1i1eZlH1BX7qA/du0131CWdaxAUFb8E100IaqlyRmXyYWRhcVIwhr5X3pAYi1GBMP9Ju5gyCWHpm0QljvRC63/1aoKXm6Nzc6DdTkdtddAeBhEx/cgqpKfBWv55+mcvnmH5SP0hSB2OZZsFbjmuJzz95dW53m35hb6ahUgr/8PdfxsvXV/F3//w9ODReDlWU2PvwnUGCLEPExVAgUgMY/+ij5wqTu8dOT+GnP3BPajMJJAUfVXAdjzN04MhpkKefLd44TULnft93zwHUfIFf/MNXHD/V9PQdFYfCWHvX+SJJbhVytfCenn6eW4HKoJu2fi9kPVqLMFbzcebACJ6/tIQffHsxAwUALi028MtffBXfvLqCh46O49NPnulLAof1eR+7hXYo+855nz2/gHsOj+Htp0up+hKbx0aYflkwpiWLPMGw2nbkPZ34NRQIx3+KIxDcTnoXxRLKXYn7yrh+HXlFVb1Eup7kmGmAweXLFhVbGWMIBE/JiBLemKuj4vFcTqMLIr2/mzMjFfzZGwtoGXnlvQClFN6Yq2Mk8O3Pv/ql85gc8rvKQC43Q8yMBqWspwFNuf/+N6/jxNQQjhhG0g+87TgmhwPrI/zf/7k7cdwUkXtJbAYex088dRafeuI0wljiwGgFf/LqHP74lVu49/AYPvTQYXzxZS3vVfU53nVmxo4ZeQcAACAASURBVHqrlQMe+wvExoti3VDzOE+p1FiBQ8NOSMeuZFAMKGb62edIccgpMBfFPo8zGysB/W/NF3YIQiqFlWZoZfVSHoFdlgUa0JVK4eZKa+C4cc+hUfzRyzdxY6Vt469UCr/z/BX8xjMXMDnk4xe+70HbhNnLaHZiMAbce3hsTw2A7CV089/KYrUV4neev4LHTk/h00+e0X/3jOFjjx4HY6wv2dQsc58xhn/w/Q8VNhHeccc0fuuvvcP+3o5M1PDhc0fwuReu4vQGBitmRiv4bx4+mpKN3E/gjIELBg/5gYN+MFHzEcZavpqYfgv1DqJYohlKzIykz+l6wk8ZP0RmfP2Wm2Hqe7TWjgrZxG5NTXCGIxM1PHpyEp/72lWMVL2uUuZZFOXAvmnW+YKl/P1827jT/86OVlDxOI5M1KBU2lJCy3vqgdwbqy1MDwdgLPHgq/oCC3XdNCSZ0Lm1tl0XBAeo91nUdKYacML00yw+n3N7f65MJa1DkWlgMWfIpBnGYOa4TiwhBuz6VX2OTiShMmQNQqMTG4KEfmPZYQ6XAd8tXlQ8YT39qj7LdQcFZ6gFAp1YIoplijXaD4iMYu8JRvJz0E7oFqDfHcZ3A/hzjLGfVUr9HGPsHwE4tX23NTgiKfvWHf7sVy9jbq2N//V77++bulyiRBZZZsd+AgVDd9NAQUoIBs411dzKexYkol6XrL7icW2ka5h+NLmoZN7TL/tzEYh94glu5ebodW5jkVDzhWEpJpInYawAZtgym/T0y0qtKKgU069VUBwqPlF+EiXF9DNTNStNavqlw7YvOB67Y/clPtsFJssuri238OwbC/jLbz+Bd50ZjJ1aosROI+Wv58S6bCKZzTvOHipeFzzB8UQXdjadkxk/VdrgUlxzm35u0MhuEAhVX0vqAcm0XCwVPN9pKqbYOobp58QfdyhBKT0VJ7ow+nRzrPuGfKN1DAZWOOWXxVuOT+C3v3q5cCozjCX+3Vcu4zPPXULVF/hb770L77t3Y34ue5np1wrjrmuwi5urLbx+q45PPnFq+2+qxG2BVGwcwPcy8Dg8wfU0bSfGaNWzjTti1tHPvmD48LkjuMMM2BX9yWe/p1IBf/upM7j30Dg+/+I1VH1hc0HBGWSsDDs5H+ey33jOdAG9iOn3+lwdp6aHi/PjdfKx2ZEAK61wQxPl243Fhpa1Ilb6M28s4KVrK/j0d50p3F+HsYRUEncdKNkpAPCtayv4+c+/hKfuPYjPPn8Fo1UPH33kGBSAR09N4e6Dozg2UcNrt+o4PTO8oc/MVZV5912zePdds/bnUzO6OHlkogbG2K4OAZYYDLRPJX9npYzXs4lPKXlPIBe7GLTPX9LY0/HnxkoL4zVfn8/69ul/iYGiY2P+njzBrRcgU7rYPBR4tukXSYXlVmjjhdtEXI/pF0uFW6vtnPd1vzhr6i8vX1/BofEq5tfa+Cd/+Aq+fnkZ77xzGp9+8kxP3+i9gjCWqHciPHpqsmRK90AkZY8dhoZSCr/8xVfRCmP80GMnUfUFfvL9Z7fk+r0ajtn1/0fedRoPHRu3f6P9nv9T7zw98P3td5Dly3IzxGorxFAg0OjEWKh30A7jvLxnqumXrI3jQz6Wmp3cd99t9v7ix96ClWaIsVqSd1EO+QNvO4Gf/HcvYLUddd3LZ1HY9DNDu1VPpBjQtGejv5jxmo9/89d103ix0Sn09OPOtp+BPO+1hDyxIY9MVPG1S9qPmdYFwZmVyJwdLWj62T9bw/STCZGCnqN8mzOGyAygRLG0TT/622+FsZYFtU3Cvj66HCjP1M22fA1gpRlCcG6fCzLfPfqRIb1murDynl3IYoIxaxXXiWSqvtsPwlim5F2zhI7dQL87jJ8GIAG8F8DPAVgF8I8BvG2b7mtgxLK/6YJYKjz7xgLefmqqbPiVuE1BBeZiTz+SX4qNZK5SKAyMXjemn8fRDmNDE9dSoUohxb4j9DNBQTJmgjtFcMN2IZnRlHa1ryc0rJktI6YfbXh4co4BkNaW1++NpsB9wfr29MvaUnNznwQqeneT9wSAd5+ZwR+9vLsSn+4kaBHIc+SdZcOvxD6CO6nl9WD6refd1A/cMwYeR9SJLdMPSIYcKpkCu1twX2mGmBkJbNJNLDV3Om8o5emX/HdgiuwpeU8nOlH87ubp14vpB/SOD4XHc6Cf2YmHT0zi337lMl68sozH70hYbN+8uoxf/uKruLTYxHvumsWPvPv0uvI6RdjLU9etPmSVAeB3nr8CAHi8ZPmV2CK4sdEf4DsSeBweZ/iljz+Mq8tNMEd6s+YLMMZSygwfd7zkCpl+TiGFotDZg2OYHg7AmR6CIEa14Lq4LhiDx3nOFysLYvp1DLPFDswphfNz9VTzxT3Tuky/0QqkAm6utnFgD1hKKKVwfr5ufWyiWOLXnj6PY5M1K12WxVIzxH2HRm/7YnUsNcPoM89dQjOM8dnnr8DjDO1Q4lefPo+JId96Oz14bAIPHpvY0uufnBoGA3CsDwZ7ib0HGkiQyrD3lZYIphytyL2XZfxIGUszL6hIHitp8kflNAT1c+4gaXFcZVbKTTMJtdxcxRM6HkrN9DtjBjLSTL/i+Ef2Is0wxlIzxOyAse/k9DCqPse3b6yi4gv8sy98B51Y4kffewZP3XtwXwwhSKWw2OjgwaPj+6JBuZuI5fr7iM88dwlfem0en3riVI6tt5NgjOGxMt/eEMiPb261jVYo8eDRcbx4ZRnXlltohXGOuTw7WrH53rTT9JswTL+qL+wALQCcdhR2aC12QXHzrJFxvbDQwEjQX6skKKiFekLvqQOPp+KiVfMxjTvA2WeqZI9PrLmKrwdyGRL/anrfVV9YVuQR41d6a63tDIowpwHIcWisgusrbXsvtrFHZIpYkyV8L/H0ozVIewpKKGibJs5ZajC5FUn73qTqTgpZD0O+abbFytYjXMyvdVD1eTIInamJ0DqIVJ02DS1Bqj39aPjPBefMetc2TS27X0ipIDOxigEbOsd2oN/fxmNKqU8DaAGAUmoRwMYrJ3sIr9xYxVIzLANyidsYenIvGw+p6CKYZudJpdtS3Zh+3ZhlZMRK7LOkUYecNnIvpl+9HVkKNmDkPR1pEKUUoljqiZqMH4yUKlkgGRBKaRc/OraIOt4PpCsWzfR2LIz0uYYCr29Pvyw4Y6lpcpIwXWmGCATPFfwB4NzxCQxXBP7kO3MDXXOz6Kdv+vK1FQxXRF9mziVK7BUEXpoJR8jLew7G0ghjiUYnyk2kJXE4udZjp6fAGPCkkX6h493ieyOMUvGUbtNl+hXJe9J5PMERWp84lvtu9/T0Y8UMQOs/s8HGQL9NwnsOjaLqczx/aQmAXjP+7//yKn7qsy+iHUn8L997H/6H7zk7UMMP2NtMv3YYdx28ITz92hx+9+vX8OFzR3C0jL8ltgibkfcEknhzaLyKR07o4Uv6rtVMPKWfg0ze02sAjUJWMqDAUPUFqn4i70kxlaST3EE03RjMn5+KNq5PzM3VNuqdGHfM5ouLCmrd2DFtJKmuLTd7HrdTWGlFWG6Edj37g2/dwJWlJj75xKnC/H+lGWJ6OMDB21iuXSmF5aaWk/u1L5/HvYfH8D/9BW3f8MSdM/j5jzyA991zAJ947OSGB182glog8PG3HcdT9x3atmuU2D4waJYemGH30b5bcMefKRniooKrC85ghiVMY8+n4rFuIiq6EICKR7G2d7O+5gvNsDKScozDFLG5sfCQWGlFlkVTdQrzvcIf5ww3TPH5wIDynoIz3HVgFH/w0g38/f/0LRwYq+CXPv4WvP++Q/ui4QcA8/U2Ts8M74mhj70O/XfY/fmnX5vDv3z2Ip48O4vve7i7XHKJvQmSCL68pPOhR05MgkEPjbcimRss8gW33vUu02+s5mPJePq5kp7vv7/32ujupd59tx7kqneivu69SNXBF3qorOqLFAPaF9z4u+XHZBWAwAxkUBwfNsxq6vTpWJyP30cnqmAwTT8r7+k0nlhaEhVI1hQ6Xzs25AXObcOMzuGyzrX0tL4PynOJ6Qek/WM3ilqgzxHFMudbH8USa53Q+gbSvabek538Y2BdtiYVj+umornPolsl6ddmGG+I6RfJLJ1D304oN8YW3Gr0W6UKGWMC9BEyNgvN/Nu3eOb1eXiclSy/ErctdM/K+Jm4TD8TsLlh1BHLT6lixkO3okYi/aEnP2hBiZwGHqGXQeqt1TZGq55tzulF1DQQJayEpyfSU9UVj1tWoYJh0EUK0k8vEoMy/aRKZCb056Nss24oECl/v15QKr3oC2cqCdBNAcYYVlpahqBoI+MLjsdPT+OZXZL4dPuf3fCt66u459DYthY9SpTYarjfJTe+UNGZ4tygTL9WGKPeiTQb2vlu6J/TBZzD4zX86iffhunhCubrySSfWxCveAKxVKDbYbZIlDT93Dju/rfvcfg8YfqBqdTaoGWedeJf9D0m39YsdHzeeEwidvh68AXHA0fG8fzFRTz92hz+3z9+HUvNDj7yliP4y28/2bfkexbkm7inmX5h3HM6XCqF33z2Ik5ODeFTpbRniS2En5EG3igqfr7iYZl+QbrokT1/oQydedDu9x3p9KonUPWE/VlPIMfgTMe9IhZNFlTMbjvFpzfm6gCQ8+2hgsd6cW9mRBeqbjiT17uJi/N1+94anQj/6tmLuP/IGN5eoCARxRKhlLj74O0t6/mFl2/in37hO2AAnrhzGj9t/Nr/3ofvx+mZYUwOBbjv8NiO3MsPPXZyR65TYuuhoBtqmqnH7d5QcJbyKbWzptBNuCiWqLfN4BiYfT3g7OeZPod+DbPPcQaMGFlh2idnoeOjjrkSDAKauRKY3He5GSKWyhbX3cJ8r9yJM237AAze9ANg2UDf/8hR/NBjJ3fN4mIQLDU6ODBawakN+L7dzliP6fcHL93AobEqfuy9d93Wa9J+Bcl7XlpoAAAOjVdxenYYX7+8hE4kU40zwqGxCtpRnPreE9MvjCUmhwI8cmIS77v34LqxQTjNo3fdOYN/+cyFvtm3rkoFDf1rywyGqs/T8p6CIZISHueIM+wv19OPmpAfe/Q4nrrvoGF2m7WA6fqhG2+HKx6mhgPMrbYxauI61REAvXacnB7GC5eX7WsSpp9p+oWJYlki72maf8YrT0mlZajNADDlua0w8bFbT/2rFyzTL5I5ZbhGGBt7JZZ4+nnp69D71WteMSo+x0ortDWRonhBymobZvoVWAQwsJ617p1Av02//wvA7wA4wBj7BQAfBfAz23ZX2wylFL78+jweOja+ZzwUSpTYaRD9ORvnfLvYcGPgrQzbr5ip0ZXp53O0o1jTxB2mX2HTrwfbLpI66FNzzuPc6kTHZuGh++DOSAfpWCcsE308FaXpvrfK0w8AOmZCZqTioVXg/VJ4nszPnKUnyWlhXW1FKcPhLN51ZgZfePkmnr+4hLef3mmJz94ls/m1Ni4uNPCeu0ppzxL7C6mmXwHTbzjw0I46m2gs6X+zkdUOShj5OQDweLE+vcv0c6ffgESLnx6KZVoO0p1sDIRmUdvJOpWV99RxuFsi7xVIZNDrBmmcCbZeZEnw8IlJPHdhEf/7772MO2aG8TMfvBd3bdJvl+RJ9mrxgNbFXhur584v4OJCAz/+1N0DNV5LlOiGNNNv49+RSiZWuecZMoUMr0vTr+g76f59M8D6UAE6HyXWCw20AbDyyf18xUkqT8u461zsjbm6LaS4iKTqy2pixhS7F+ud9W9gm7HWjjC31rHeXP/++StYaob4mQ/eV/h5LzY7uOfg2MBr35sBSil89quXcWisirsPjuCvvfsO+xyxV0uU6AfUWOMwA0/QygqBx0ApmUgVM/V/1zuxLlwKTVegQbGKl85dpMnnKF/wPYEf/+678Rbn77QoTfO5rgXohqL2G/SF9pmimAHoQjuQttjplZtwxnBjhZp+g7PcPvrWY3jyngMpf6/9gHo7QsXnOHtobMMqGLcr4h5Mv1YY44XLS/jAA4fLXHefwjb9FjXTb7Tq4YEj4/jcC1cBoFBC/LHT0zickbQerwVoRxKrrQiBx/Gj772rr+u7g71HJ2v4pY+/BUf7lMseMVKQU8MBrhimomcUyPTQWZ7p59ppWLBkkJfy1NnRCmZHK7i23NS1R54M9NYcZnUt8DAzUsGttbYdJNADJJE9+QcfOoSaL/CFl2/Y2A0ktYW2aUzpva9+zJX3BDTrK5aykOk3bPJBpdZXuugGkpfvxBJhZo+w1oxsvSSy9d9s0y+prXZbgwLBEcWqq6cfAIwT068zCNMvDcEZWn2SQbYLfXW8lFK/yRj7CoD3Qe+lPqKU+ta23tk24tJiE9eWWyX1u8RtDVUwiQAkutQVTzfqYpl48G3M009kGnL68VDmPf16Nf1iqRA6Mp3CkfeMpbSTE1r2M3kdsRTpdeSVZ5t+ZjJkULZ19pYVkmbdcMXDWjvs6zzZ3wNnLLW4hLEEZzCGw92bfiTx+aVX53a86adUvmnh4p//19fhC9bF96ZEib2LoEthm+LZUEVgoTG4p587Xe2G18D4oAKutAZPMd8YdPzwU0y/tFSdTdJdpp/r6cfTGxFumH7KDHpkmX7KyHsWFSmYkYTOsgl182zjyT9n/TH9AOAdd0zjD166jifPHsCHzx3Zkk1/LFWhnPJeQRjLrn4FhM+/eA0zIwHeXXqplthiUGGCD8iGnRoOchtpGnCgTT99j7Ob+qL4k8pFM0+/954DmBmpGN8spJp+lCu6KHo31YCafsk9vzFXx+Hxaq7xFUuV858pAjXYlhr95YvbicuLDbveLdQ7+J2vXcE7z8zg7KH88MRaK8LUcAWHJ/ZXoX2r8fylJVxabOLvfPfdeK+R3S5RYhAwM+DFwODZ4qrOt2JidziRiXEdByMpIYSOP9Q09ARL5S4ULlkmY3jo+IQttNM9ZOGZYTDOASV1zuhzbTUxX4+xsKZZyiTv6Rahqz1iIGcMzVD7VrvSfBuFL/i+a/h1IolOHOPR41P7ipm424jj7kX8Fy4vIYxVISu9xP5A4HEMBQKXFzXTb6zq4YGjSdOvUrDP/khBLZ8GEOac5lc/yO5T75zN+/51w+mZEfz9jzyAZ95YwJWlpmHK6Zie9/TTDadqwK0KjwvL9Mt54hkCBnT8l1KlzlvzOWZHK3j91poj75nkswoKVU/gE4+fxNOvzwPoGAn85HtFdUy6fyDJt+lfpXTDjXMtn0n5dDtKlMaIpT4ISF4+jKVl8xEWGh37nhN5z/TfhWtB0m1IoOJrK5PYeBMWHTY+rO+j0Yk3xNKLY5XzzxM8bd20G+ib5qaUehnAy9t4LzuGL78+DwDlwlDitoc202Zw+WZUyAk8XQCWSllpzWJ5z3zCGsYyteHwHHnPTkHQ60WblkohjJLA7zkNRKmUnQLRNHp3k8Mss48K65HTPKTiRlYvul9o+nbyeSilPf0YgOFAYKHen1yTQl7eM3Q+o0hKcMaw0opwRw8JFF9wvOOOaTz9mpb43Elk34OLV2+u4enX5vFXHj+JI31OTJUosVfgNtRS8cUEISpOD22C7eDKayTJeTJkQRsRV3eewRh0I9OY9FkqplHcpX0FmW8T3AZgYAY9FJLCtivXqZRCJ5Y9PeQCoWWVhRMbpVLr+s4Vgabd+8HsaAX/7Acf2fA1eqHfwv1uIZKqcMNImFtr4/mLS/jYo8fLyecSWw7a3HtiMDbsj773rtz3m5p7WXnPIPP320veE9DF7VhJCKP+8ANvOwEAWKi3dVHdiam+4Ou0zjWo0OBKt78+t4YzB/JNsVgqjHrrb7HHqh58wbDU3F2mX7MT4/pyC1OmcP+v//Qioljhhx/Py0XGUqEdxzh3cHzPsqB3Cs+8Po+aL/DuUsWixGZh8iTGSNo8nXsxMK3cwJJBS55p4jFGhWaW80HVuVzC9CuKoYVxVRAbWsuJelwPfVV9jnYoMV/PMP1cGbtuhkpIYvv0cLCnJdS3GrFUWG528PCJyYG9wG9XxFIW5rL/+k8v4jPPXcJoxcN9R3ZGSrnE9mC85lvZ39Gqj8PjNTx170GstEK85dhEf+cwUsOLjRB3H1x/7xN4HJ1IbjoOPXhsAl+5qL3lKT9+8Og4Do1XU3tJzxAqPM4LJ8wqGaZfAmb/Xw/9JgPHVV9bhMyMVPCnbyw4hAeeyrPpv2lLnkh46n+pRuvu2alOQP9KqRCZAWKX6ee+Tg1o6wEAw9XEP9utDyulsNjoYLSif7+x1DVX3+u+P+g2GFvxBKJY17ep8ZkFeUw2wzhRjusj542kzHngCcbQMtKpu4XbbrVRSuH/e+UW7jk0as0/S5S4XXBztYXp4UrCHCmIXbRQ+VyzNpRKpimKFsTsBLZUCpcWG6mm35Av7ELTLgh6vRpvugAdg/pYrndfLJOGodtYpPdGnn70c+Qy/azu9NbIeyokBfGqLwqbm/2AGImEyGjYrzTDnvKeAPDOMzP4w2/dxPMXF/HITvqV9mD6ff2yToCeuvfgzt1PiRJbBLfYnEqCTQw6OT2MYxNDePDY+EDnt4UdZuIJS85PTb4kXrPkNSzR9HeLO4JzO6RhrpC6Ts7TLyXvyW2xvd6ObFORsNKMIBUwWvG6ft89T3sUuAOZgyb/xGTcLUi1t5l+USx7Uqy/+PJNKADvu7dkoJTYelDuN4i0J4BCewWKEzREUfMFzh0bx90ZtlnRtH8ylGE28EpPIWfBmVvESAYdXBTt66m4ouU9dYy8sdLGU/cdyh3br7wnYwzTwxUs7jLT78pSwxb2Ly008J9fuo4PPni4cFBrsdnGXQdGy4I1gK9fXsb9R8ZKtk6JLQDTAwhMxygFWGsK2m8ywFZtyZ7DM0MLdDwzjTk3L2RG78zNMRn0Y+Q/RINkWfic62YkdDMyYWN7aEcSiw3T9Cvy9OuxNlAauhk/v/0GKlrfdXAUk5tgN96uiJVCkPkb/fLr8/hXf3oRT9w5jU/sM0/HEnlMmKbfeM3H1HAAzhh+7H39yXMSXPZyP3vP4UDX7LZit0l1AqpTfvrJMwC0WhfBFxwSquvfamCZfum/dWbqmmDc5MDK5qU1X4CBYXa0gk6svVaBpLmXBQ3/WjYfefpR048nw3CJ2pD+OTa1VWEYcm5NIWH6qa4su/VA76mTsYNqhjHiOKlhROYesp9iop7UXbo/8LhmEip6H/kDRyseBGOotyNAwUqyroci2yhPsML6907itouMb8zVcXGhgSfPlkWQErcXYqnQjuJUg82anTrxiYrcHsl5IAlgRRJtCsCt1YTVRubjbsHj8HjNBuEir7teTD8l9bSHZRuyRJJOe/oRFT3x+gP0IiSV45llCtiRIzmqz9H10j3hNgtpI9aJtDFvxed9N/2yNW3BWYrBEcYSCgpr7Qhj1d5FlnPHJjBS8fAnr85t5K1sGrKHr9RL11ZweLxabnBK7Eu4BW03Qaeicc0X+DtP3T2wJ4ly/oM7QvQ0TQ0gNaRBXzOmkqYYSTIzoKs2feLpp1LDHl4mWR8xhfh6JwagUvFpoaHj/EiPOFQxTL/0tRUG2YdTsWu3EEuVm5bfSwhj1Z1iDeC5C4u468AIDo+XDOsSWw/KFbeyyGY9/UxDSXCG/+0jD+JcZsK7sOnnxGpdDskzYZV50sp7isTTj47tViQYzsh7np+vAwDumMnLR8VS9ZS2czEzGuyqvGc7inF5sYlRM1T2a18+j6ov8HHDjnSh81AfR8qYgrm1Nq4sNXN/myVKDAadb3Aq6JrQ5Qtu1FRIpYHyPWaacM5jpmF4ZKKWkryk00nlSH0yXUS9sdLqKcXGufakgmk6UpwdrnhoRzEWGyEYg40f1QJZ0cLzmkB7YJ9Jc24Gi40ODk9UcWyyjJ+DIJL5RsJvf+Uyjk8N4SfffxbHp4Z258ZKbBnIxuYtxyd6eoL2woTT9Av6aNL87Ifux5NnZzE5tPk6ld8lL3aHIWiIIvCK7438o3Mx2chq0aNKJecdCjyAAbMj+j1QXZZnPKttI48aY0jLPtNQm8ueo2af6ykbxpoZyVjW39v11h7s90f5fzvD9Ku349Sga0T30CXVdn29s6h42lM8OwjtguRm19raEzHusyDRiWXub1dwtiFfwCKc+qnPb2rSbu9WM7YJX/z2LXic4V2lv0mJ2wztKEbNF7opp1Qq8Qd0w2q1FSYLlpfIZVJjrSgwCqZllFxwpBezwxPV3vKePTz9FHQAtdMYxqQcoKYfNfFY6v44Y5BG3tO9a9JlpmJu0URGP3CZftToDF2mX5/BPW/3au7T3FcUSTQ62tGhl6cfoBfbx++YwrNvLPT7NrYEJJ+ahVQKL11bwf2l3EaJfQqSSgLSDTJe8NhAUFqiyU2PlVLGBzWRUwKM/Cex78xIt0ISy2gSPDMbmEwHooDp5/x34HEMm2S7bpJcNzxRYXq06nVlmPkez/mkKqWnxTcKkZEl2WnEam83/dbaYcqT0UUnknjlxiruPzIYA7VEifVAU75b2fSjnJMmfd3BrvS1u782obQU98S5k0NSTukLbgcjdG6XD3C1QJ+fmn5vzOmm3+mCph+QlxzqhgMjFSw1OxmG9s7h+lLLeB0yfOPKMp59YwEffeRYaloe0L+LVhjjnkNjhZ6Ktxu+fnkZAPDQgCz/ErcPlFJodvJT/o1OZCW/tFS79qYnaXMFnf8ppRK2H3OGWUFNOFK00Yo3P/HU3fhb702zYxRUis3HuVaVofP1+k5X/URIlAYzRioewlhhsd7RjAjz+hTTr0fRno6/XZh+K80QI1UPZ2ZHbntZ5EERy/SAcRRLvD63hreemCwZfm8SLBi54IePDz5MM5Zq+q3/d3HmwAh+/KmzWyIz7HOKk+nr+oLZuqtvjPaK7JEAWCnQXH3B7PkZknjtynuCAbNmAJmafuRZnW2AJWw4OjXVaJOaqlUeynj7SUksehGHjwAAIABJREFUO125SDP93Dps4dtbF6QC4lo7AcBSo5P6fRLzLivQz1ly790axxVPIDTqb8IZqHbhm6Zfva3X6H7doDqRzK19ZDE1aM3ZYFMSbrddhPyz8wt46NjEusXzEiXebOhEErXAS3ncAUmgb0cx6p0Ij56axAcfPIzRqpejexclVVqGLgluSulpRN9h+h0YrdoiTZGmcS8POt1MM9MYjl8BoIuy9FpP8FSQFcaPMJbSblYYmPUApGnFrElsv3A9/RjTm7IwlvA4Q80X/Ru2FkhjMjC7MIRS2QL8evKeAPCuM7NoFGwutxNKFU/KXF5sYrUV4f7DZVGkxP4FNX6KmH6b9UpTcArMLHnMM0MMDK60htsYTBI4SoIFZ4UxmoPZIlGsVDpOMjdZ5zbZppjjDiXQZmyk4nWd4AsEz03DyS7xYT3sdl1ZKtXXhnG3sNgIu8qPfufmKiKpyoGLEtsGxhh8j2/pdyRh+un8ca0dWfk4F8Xynkmjr1vooKGIrMR9RQirgtHttUOBzr9Iouf1uTpGqx6mC1UMVN+DDjOjFSw1wv5zxi1EGEtcWGhgvBZAKYVfffoNTA8H+N5zR3LHLjU7OHNgpFCW9XbEt2+souYLnOrS9C1RgjBXb2OlHeYKfo1OnGoGeoLbvA+mSZcw/SiXUwnrzxSOs2XEXj6rbl5FKi291FoAoEqe1SzJeYcr+rEbKy2MOwyZVNOvRwy8neQ9W2EMxRTuPzJe+isPiKKhmEuLTYSxwp2zZQx+s2DUKMm8ZRNNv6ovbDOs3+GrrQJ9v7Oy94wxq4DmG/3mon0xQ3dPP4ZEkYJD78+rgSvvCcwYpt/NVe2LmNiCpPPmrG0IXapTUO9NjklqryStqZl+6TqCvlfWc03phaHUgB2z3/35eie1vmhfQZ4bWOGZwZgiVDxua8vd7lMwhqGKQL0TadW7fpl+kSwcomHobWfVB45t5sW31cpDUhybmR4oUWK/wpVYy04yK0fG7djkED71zlPW6wQoNnYlZB/TDUWkipFuY5AKG99z30F84AHthdIrkEqpoKTZnPD0hEsslWXuFTH99MIEJ+or2+TzHYnQQSAdmQkGPQHSibW8Z80XCI1B7HpQKJKwUw4zR2KtpQvwo+vIewLAuWPjVqJvpyC7JC+v3FgFAJw9PJp7rkSJ/YJAcO0D5fyNkwTGZpl+OoHX/+Nmik8pGKYfAMbsJoIbQxZiFjPoYo1vmX5My4awjPww6870c+N34HFbyFlrR1YOikC+U72GD3zBcnFPKjXQ58RMMWo3sRWTn9uF1WbUten3zasrAID7DpdNvxLbB1+wgT39ikCxjrxFu6Evec+C2EEDb9mCR8XniGVeDtRFzc8z/U7PDBcW1xV6+1m5mBmpYLkZotGJ+jp+K3FjpWWHMr702jxeubGGTzx2MlVYAfQQyEjVw9ECj7/bFZcXGjgxNTRwYavE/sbcWrvnwCqB8p/hQOTiC2eA6yQluIlNzCq56aEKcwgxAAFdwGNgqHgcxuYZzOSp7nHKZXiwRFOCQed3RUoWWQz5wihJJEO3tB+9sdJOyem5jJZe+RPt4weVxt8viGKJtXaEB49O5OJqif5RVCd67dYaAM3UKvHmwN9+39342Q/dh+mRzQ0DjNV0fNppBmjidZ2/Lkm+ax9W1jU+BiZO5JiAxF5zJDvpnBRbxms+fMHsfj2p+6pEKQhJbKbz5Ekeiehn1mpEKSOtWTD8nLzv3oMkvVBz5D2VqYd2IolWGKc+11gqeLyAOOFct9vwS8XTOT/VL4sOE5xhKPBQb0dgAOIeVlQu2gVMP0IvO6ve54wB4OBALza4rZp+L1xaAgCcK5t+JfYYFuudQgbcVkIBGPI943PnyHs6z7sBmvHEAJakKos2BUWPMcZQsYVq/Vi2gfjA0XF870N6mjhaZ8I5hm6gCWPKSteMpLTynh7nqYWHM72hiaWjrcxcTz9zjgEDcOqOWaJx7QlmC1b9TG7TQpyGpoFLqaAUwwox/fpgKHuC4x13TPf5LrYG3Zh+r99aQ8Xjpf9LiX0NV+qYQN/ZTct7skSCjoo2gG7ev+euWXAwG4dzEhRmmi1wYi1n2n+FhhmUmeC2TD+prKwTkJH3FCzx9COmn7PRJsbNcMXrqpPvexxZO3TVZShgPQjH12Y3wNBdfmW3IU2zuNuG5vmLizg+NVSqWpTYVgSCb5q5cHO1ZZv7lJfRlHY3T46ix9zvqh6kzvORKcZmC90VR5a4q6dfJSlExFLhwny90M+PrtPv2jAzUkEsVcobeyeg30MDY1UfYSzx618+j5NTQ3jyngO541pRKeuZxcXFBo5Plbnt7Qil9HeC8qi289/5YzXjjTsFV/tc5mfax7oeS57jk1yg9qbzMSRxy/oumddI5YjHK5ZuAJr/dpVrinBwvIrxmp/yb6J4OF9vp6SAXUZLr6Uh8fR78zL9pFJYbHZw76HRnFxyiY2haADwtZtrqPkCR8phlDcNJocDvO3U1KbPM1HTjLedVmuxuWXB0Bc15nzBINFdAacq8p5+VLe19QKz/6dcuRYIvW4whhmnYcqN4Z1misN53JzHWIBYC6ZY16Ldz83KezrrRWRqCTRoQnCHALt57a0Hj+thQqqLx0qh0YlyK1QoJQTnuZyds0QKu1vK6g5gdMtrOWdG3nNjTD/yOyzCoDXnJa20tKmKyK5WMxhjf54x9m3G2KuMsZ/qcdxHGWOKMfboZq73tctLGK/5ODldGr2W2Ftox7KvicHNgDE9zayMvCcVC23Tz/G+o7iWNOryxq6EvLynliChY6eM9FF2ioRkTID1PP1088suMMa8HNALT9MsCjVf2MWGpiWVeZ3d4yin6WfuLxyQau1+XjQxGcbKynsCxVKmWUhZRD/X7zk245srzfUZNi7eucOepd08/V43k/B7mS1TosR60IXt9N8w/ViU2A8C+g6R5+qjp6bwsUePpxJqzlkqgaWvHMmPelzLXHheUiRS5jhpYopUOubcWmvb1xBcec+1TuIzQ1isdyA4s5OFRSiabpPGo3CjECJfJNtJbISts9OQqnv2f3GhgW9cXcGTZ2d39J5K3H7wBd/0JHW9HVl2MMWjITPpm5UkIqzH9OMsyXWzcH2hKZeseHxd2R3K69pRjCtLWlbs9Ewxw0Ch/wnzGSNvd3W52dfxW4V5w1TyBcfvfeM6ri238Ml3nsrla4uNDu6YGd5xBYm9iHmzbq62Qiw1QhyfLOsJtyPCWKHqJT6gq60Iq61ipi4xaYv2QeRFRAVdwRh8U0il3M0j5l/Gn54ZhsNQIBzVmUQWnmVyRf1oeojCsgoVIHqQ0CqegC84xms+Zk28Gq345v0h19CiWNmL6UH3ObNJRs9exmKjgxNTwzhUNqU2DeU2rw1eubmKO2aHS7Z1iRwoJu20vCflfcVMP2GfY9DxsWjYwu7pnZyWZOtpQINB748p1g4FwtpxTDmS8x5P1H4YS66WZfrRv0TMECIZEKG3Qt8zaVTWPG4YixmbELrfQb+XNDjSjqRR7dB10OyQa7MTo+Lx3HXs+8yo2rkIMmp0Rb8HwZj19GPoXxmuW9NPYXB5z0uLTQBYG+jFBrvW9GOMCQC/DOADAO4D8IOMsfsKjhsF8GMAnt3M9aJY4ivnF/Hw8YlycSixKwhjiStLzcJpJcEHl5nsB9L4OAmWbFKyxVm3EQjo6QgqeFpj10KmX9pCVSHxCAC0XCiQFFdchgkFxV7vXSp9/1Il90z/RjGw1tYNsdFqYiTumUZkrNJ6zRJAZO6LpliKeq2NTmTl+5abIa4VFGNiqfD8pSW7EClDP/cEt0y/VrR+008VmPrphcEYviqFlVbyHvvBuWM766FXxOSRSuH1W3XcMVvKbpTY39ASdul0idtYs3VpFIVfKvYo6MIOMWkSaQ1lNwxRrOxwAWc6qfMFT8VUznSjj6bUOEciF+V8bQNPF/ADj1tJYXe5Wmx0MFrxUhuHLLLrAb2vbol3L5h3u+HXbRUYtoDJuU0g5nsRPv/iNfiC4f33Hdrhuypxu0E3/Tb5HXGmlynOJvKexd//oslcNz/lvFjeEyAJPIqp+rHAFPCzebCLqq8nituRxOtGVux0AdNPUgG/X6afKdDcXNk5pp+USnsSVnzU2xF+688u4tyxcbz1xGTquEYnwmjFw9GyuQUgGVA0BRgcnyo/l9sRrTBGLfBsjNH5WvdcxTNFxWxIksa3Tyo9qMB4kkMps+elfEsB4Jyb/SY1/DxMj1Ts8K3gTA9uOTE1UZNRqUIsSXXqQbP+CrS+4LZwPeLsRyeH0k2/il/sSeWCM4bJIX/H5fd2CkvNDqaGg65s8BIbA6lbEObX2vjOjbVNeb+VePNi3MSkYIcHN71eTT87oKsbdjo+ZpRxoO+ZIR0/rS2TI/W83AgtccFlrhHTGgCYE+MFTxrndh1gyfmARNktEHkmXEreU2rLKD2YUiTvmfc17Bec6ZzcMv2kwkKjYxuchIsLDRyZqHUdDOy1pLnDy92OJXnPtU4EgFl7qPUQxrKYYagwEMGn0YmwptWXWht+sYPdXGnfDuBVpdTrSqkOgN8C8BcLjvt5AP8Qm3yj37i6gtV2hCd2mAFTogShE0mMV33L2nKhm2Tbd20pNQNNmEKIXjz0c7bQnLm+O73hsvOyENpYwEIpXag+NT2ETzx+Ej/5/rP6OJoiIQ8+nngDhL2YfsbPj7yoXOaL9rvTi8JwRdjFxjP+flreMz3ZmMh7mqafygfgudW2LXpHsUQ7zB/zlQuL+LnffQk/8uvP4TPPXcJaO9LynjyR93QN2rtB5nt+gDJehs4UacXjffsB7AWj8OvLLTTDuNzwlNj38AXPNX/sgMEWbCgSj5WkmcZM1caNw8wUgAicadaJy8zmXMdWCqlUzFEmhurX6ePonPReKCaOVDzUO3l5z6VGmCr0FIHzfJleobvERi+4/gO7gWRTtn+glMKXX5vDY6enSzmpEptGK4x7DmVVPL5p+SR3hIDi6ZDJobpduehrKZz70GEyfxADFcfpPEYamTNbtO/2jfc9gYrgaIcS5+fr8DjDsck8gyOWClWvf+8mYvotaPmeHcFio4NmJ0bgcfz2Vy9jtRXhk0+cTq0vsVSodyKcPTy67+LgdoEGZy4tNACgZPrdpgilRCB4z327MpJk2o+egfFujUFmLBL0MOpwVQ9WxUpfw1U5FwyJWg/0XnO85pvvp87lTmX2XMQQgfnX/SYLxm3DstsQUTe4zN+JoSD1HO1Ve8kBc5bEvjcbGp0IvuClJPIWIvtde/q1eSjsvLJRif0B8hndNXnPgu99xRf2cWJ2Z6EHejkqfr7u4DLAGYBIyWRQzhc2tlNDK2F4k7cst2uQVbswR9ClQkPy8ITDCiTChaOypmuyekDFVcTxBbM+soN+9pxpr1rt6afrtsuNtId9sxPj+nILx6dqxfsBzuxwXxHcxqgo8AWkc9QCgU4kIaW0LMheIJ/AouFBT3C0CurJ62Futb0lhLXdrAwfBXDJ+fmyecyCMfYwgONKqd/tdSLG2F9njD3HGHtueXG+8JgvvTqHqs/xyIlyIqTE7iCMJWZGg0Ipy2QGb3sgVSKnqZRh4yWCzgDSZt9JEVmHCNuoo6aaE2E9kWH6KVo8GD7+6HFbeKybBlinSN6zx+SDlvfUm21uF0tq+imstSMMBQIe57ax6Bv/BJLItLFSwU5q0ARKkTFrJJPfRjc69udfvIaZkQCPnprE5164is9+9QrCWMvY0TRKP02/oml0zpn2jTGbu5VmiNE+pT13CuvFXTLYvrNk+pXY5wi8vLwnxaCtYILZYrM13CZPKpUacrBeLeZ1gms2c2ATfAbOOHyPWbk8ZXzfSIOfzuMmpHR+SqiHK2RcnW66LTZCyzbuxoYpZPphsObZXhBl2GghbDvhxtyF+bnCY64sNbHYCMvp5xJbgqVmx/p7FuGTT5zCx992fFPXIG8SADgxNYTp4QAH1ikGF30v3VhM/s9Z0ACCHdrIqEfo+yj+zjMzfdyOYrx+q44TU0OF09yxVKj0OaAFJPJ2i438QOB2QCmFN27VMVLxMLfWxn/42lV8192zOHMgnastNTs4PTO853LPnYYbdyOj3nF5sYFAcCt1WGL/otmJCxV4gB5sYeg8yTL9kI837Uji1lrb5nPciXMArAqNMhmgYAxVX+DoRE2z/yTgudJlGXlDt5mUZSq4A2RkuUE8KZfhwQUcFsjGcp3RFNMv0/Tz0kzqIrzn7hl8190Huh+wTxHGEq0wxoNHx1MSciX6hxtzb926BSDv6fel1+ZwcmqoHLwoUQiqPe70EHxveU+tpiOVqa8WhVzT0at4IufpZ/fkLJF+nqj5+O/ecwcev2PKHkd7eZacztSBmb1mtolkPf2ihJhBEJnaq5RGwpKZwWHnXIHgiKRCzRMDKfzQR0BMPwZgrRPZWgbh4kIDClpNrmiwQjDWc9jYzdG7rX2CMQz5ep1rhdLWwnshkrLr4KDgrK9zuFBK4cpSc0vk9XdzNSr6TGxEZ4xxAL8I4CfWO5FS6p8rpR5VSj06Pjld9Dz+7PwCHjkxmersliixk4iVwviQvyuFTPJUIkPwpDGnocwooCvLyXnCBnHZeUB6MSOauj0XlN5gZGVMzAPEGnTlPdczNiVfPyrk0H3FSrPgRqseFAAKtZ5g1vBWOvKenLNkQbPynkVNP2nvnyZaXLxyYxWv3FjDXzx3BP/j99wDBqAZRoikhC+YnXIktkzv95YvoAvG0In1hD0DsNIKMVbbW34q68XdF68so+YLnCo9VEvscxT5ViVMv82nUXrowyRF1OwzMZSzhP1C8p30Kj3YAFTI9NskuYEQiaefSorqNOBAmwCCl4nrI8a4Wheekti32OhYz79uKGL66WsO0PRDd9bNdiM27Pi9NKXtxtyp6eLp5hevLAMAHjy6sxLPJd6c8DjvWhAHgIdPTOKeQ2ObuoY79Hb3wVH8i0+93TaasrGKUDT1SoNcDAzMyN3lj9Kx1Q5SOP/Ssd1CFWfMNP0k3pivF0p7AnporLKBYu9EzYdgDEuNnWH6LTdDrHVCVH2B33z2AqRS+MTjJ1PHNDoRar7AialSqcGNuzSZc2WpiSMT1ZIB+SbAfL1d6L++2Ohgvgv7VkGryyTpkcolPppZwYynH8/Je5LXH4NpzDl/S4zpmkHFDNVSsZcZObWsKwSp4Livp0tJlRzMmKPyAzMcgcGafm4RcnI4PRhAe2DBusfB73/kOJ667+CGrrnXEUuFxUYH9x8ZWzdXLtEdbsydndXe1K4ok1IKr95cw7lyuK1EF1DTb6cb77RfL5b3FPAEs2tDYa5JLDmPp2QzrWKOSpp5nmGCf/ChI5gcDqysc9XxVKVjlbkmrUG03tDenG6F6r363OlmH70lBTO0wvMypIHHEcYStU3EP2L66Xotw2qBQt75+ToA4PhkDflRY/3+eg3tuizE7CC0e47hij6uGcXr1qqB3nZVgrG+yCAuVloRWqHcEhns3Wz6XQbgjoceA3DV+XkUwAMA/gtj7DyAxwF8jjH26EYvdGu1jfl6pyyClNhVMOhALDgrKKLkixOqoNk0KHTTzywwNuE3wdydHGRGVpLo3yYIhplGmct6KZK3K5IxsVKeTgPRNv16efqZ57REClL3FUuJtXbCgqPG2F944HAiARo7mtWMpRY0IPH4c5Gy4lOJpA/h6pL287jr4Kj9DKJYIcoy/Qo2kvn3B9OITa7BOUMYKfPeGVaaEcb22bT11y8v4/4jY3tCarREic2g5oucXBvFoM0y/ajRZw2nldOoQ+K7AlBhx85va6afVKj5NNSQTMi5IZUzpv1MDWM5Wwyn9xI4TL+1dgSwdOxbaoQYNYl8t3dd5HG4H+U9pVI7LguzFfj65WVMDwc4PF7d7Vsp8SYAY3lZra0E+U117St2ebyoGU+xJytV5+ZWJI1Ex5IsUT9DCQw6Rt5YaWGpEXZt+sVS9S3FDuj3MjnsY6mgsLEdOD9XR9XzcH6uji986yY+9NARHBxL4oVUCvV2hHsOj5VNrQxoCPDacguHx/PSriX2HxjP21u0oxjcaZC5CGOJqi8QCJ7b57rQPn1JsdSVEAbMYJGJPyQBau8JWq3B97i5h0SSjdR6XFDxtet7pMmyjOwYNQtTijh9YijowfTzk0G0XugxT7LvoJT2nbrrwAhmRsv8a6shVfJXv9wM0Y4kDo2Vn3OJYpDk8E7v44rqpIRD41UcGK1YqU2gIMU1g24npoZy8vHMMMNJttMXjjWUSvjdRHDSQx60xqQbkRSbregb1XtjmSJlAK7aEDfnkohk0rh06yC+4IhiheFgcJIVDdi1ohgKCqvtMFeDOT9fR80XmB6poEjFk68ztFtxPP1Ej/WTaq/NTtzTiorgKsVl4Qm2YU+/W6utLfO93c2Kxp8BuIsxdpoxFgD4AQCfoyeVUstKqRml1Cml1CkAzwD4sFLquY1e6KVrKwCAew9vbhq1RInNQCm9+HicpdgT5tlckGh0Ytxa25SVpYWUusmli70st8EASEc6WUA4kkCeePrlC90+53aKBHA9pNL3QNcjvWjBmV30egVBYsDExPRDEsijGFhrRxgzMiMjFR+/8sOP4qNvPWY3W6GUycaLJQHXynt2Y/qZ30gsFbK2f8ZQ1RbJBWeIpEIYS9P004/3o92soPD3/uM38atPn7ePCdOc1PKeSjP99lHTb36tjStLTZw7Vk7hleiOIn/TrUIsVeH09iD44XecxKefPJN6jGLQVjS1uanIkCwykEh9utdwJZwUdCEpVgrVIJHc5OZ/tJUgtqCUjqdfxodVZCYTRyoe6u04xfSTUmGp0cFo1etZXBLcsKydBYDWlo2Cs91l+vn7TJpJKoUXryzjwWPjA8uqlCjhQkeS7avMDjoQ0M3Dwz5PMY7liypaMtm8xhblkwGDbvdD08cvX18FgK5+xbrpt7HYMTtS2RGm30orxIJhbP+LL5/HUEXgY48eSx2z1Ojg1Mxw6QnaBcvNENeXWzgyURac3wwoUqZptGMc6NK4CWOJsaq3rgoAyXdKhZT9BEEqhZovHL8+5wDTcAwctgXJu9lD3BwuM8jlzPcme3KkYyRjzAzfckipCge2eqHmFHWzsYIKqr2GBvaSisJWYKHRweHxKo5Pleo22wF3WP7GShsAUsMqJUq4OD5Zw1jVw5GJnR3OySrnuPiBt53A//nRc1Aq7ZmXgtINt7/7Pffgh99xKnnYMPyUkXnmjOn6a3KEPc7NPynMKqVSjUi6PQaqHeifO5FMSXvqY5PBYgCIpVZo42YQ2R068QVHJKX15R4EnOnGZdvUUJsdmRukOz+nJfa71ReErYUUw1XjyDLlXYyZta0Vxn017OJY9ZT33EhdigbMtkLaE9jFpp9SKgLwNwH8PoBvAfiMUuqbjLGfY4x9eCuv9a3rq0ZmrpQpKbE7UCZaByLRc06hoLjZS1KpCLHszgyMDa2bMwYwU/ilS7NE65+8n/TjTqMuw44D0sUS3Ug07xXJBsMFeaeEMrbnsmy8HtMTdG8xSaGw5NpSSay2NAuONjlcJIuQPneir8yYwzQkpl9BEI9kItUSSYXsEdT0o2kaj3OEsfbM8gWzE5DNPuQ9r6808dqtOl66umIf4xwO009LmO41ec9eeOGylph76FjJri5RDKWU8TvZnoJysxNj0SmibqYBeGxyKOd3RKFwKzz9bHyiErtN7lXqGlZaw3xkgnHD9EumqmlCzw7/IfGNIUY1Z1r2Int+moi0nn7OEMhyM4RUQOAJW5DqBsHza9xAnn671vLT6+9GJPr2Al69uYblZoi3npjc7VspUaIvkIde92XALV87jxYEIM/Ke+pCPjfT0LkBNMZyU86JzF339YgzhkAIm6+e6tL0U1AbHgaZHa1gqRFu23pIuLTQQNUTeOHSEr5yYREfe+vxlGdfK4xR8QVOlIXrrnhjro5IqpLpt0fR7PRXnCO4thaEWCnUAmG8kBSWm/q7eWu1hXYoMVr1c0NYWVh5T6ksa1A5+VSzE6Pqc8OmVjl5TxgmB/23tuAw18tc0MvQEl2VBAUFwRNWtYvAFxB0/Q2mW1TUHQpErsBdtXvj3ifdzoGSncRqK8RIxcNdB0bKgattgqs6cn1FD8QfKhUtSnTB9EgFv/kjj3dVZNgu+HaItqARxZmpARNLrosEPWO52Ei2HwTOtMS0Cwo91CCLYn0u2st7pkmoVGJ7RKeknyNn4JWu5hIn6F6IiGHvx6kjKGBTdmrMDNi1otgSVbL+hhfmGzoHL94iGHuO7tdw9/e9moM00NIMY0RRH00/1X1V40wTRPLEn2IsN0P9OW/RgMyuVjSUUv9JKXW3UupOpdQvmMd+Vin1uYJjv2sQlh8AvHxtBXcfHCllSkrsGiKpMOQLcM6snrMLpfJFDFcapB8sNztYahZPCpOnH+lBa/8A/Zwb9zknqUn9ACXsWWNX4QRTX2SYHcpIhnZh+lnWIE8mS0h2rgg03ShlImHiyoKSp5/eEDlTLA6l3dWlbuc8/Qo+L4eerVQ+QDfauoFQEcnnEcZSy3t63E5ANguYfi9dXU6d76sXlgAAlxYb9jMUjCGU+nxKEptx/0xdv3B5CaNVr2tRrEQJbWS9fdJx0pErimKJa8vNLT0/xZqtaPrBMJhJ0tP6ooJYKRS/jC+M2RRwI6NMU33EjMtNfZtiExWrhZG9oM+ezu/Ke9Y7kY59JibNrenJ2rGaZzwFek/QZde4geogu5iyxVJtmaTGTuErFxbBoH3WSpTYCpDSwnaCs+7FX2XHvvKvycLn3OZQlCsWHcdg/EoAcJPIujJI3d4v40mMnB2tpJpl2fP7G2TNzIxWsGQky7YL9XaEmystDAUCv/L0GzgwWsGHHjpin5dKYbUd4d5DpSx7L7xyQzM9j5QF5z2UrWDlAAAgAElEQVSJtXaEenv9gUsC5V3Zx4itFsYSK80OmmEMwRnW2hGGAmH3086rUudQppEXmwKr4NweHsYSKy0tWaYUeeqlz8QZ0/KecOKjc4nUfpezrgU9pXSemmP6QRdoOWN2qHYj0F7XrJCFYD2leoSR9SJMr0HmvYRWGEMqhQeOjpdxcxuhGTT6b/SGafodGK3s5i2VKJEDxYBe+0epkhw0r/uGHCscgK3LurnyaNVPvZ4aelUvLR1Kj5NPvZvXZ3376N7dW6D7oTquVHoNc+sfVHP1Pfp3c7Gw6nO0Q2kkrdOf0kK9g9V2hFPTQ+b95T8wzterUyRNybR1ShoTpunX6MTo9OHpF8Wy53UZtAJdP7i61NxU8zSLN/3q1ApjnJ+v4+wmjeZLlOgX8/U21lrpDUcUK1RMEuzzfEEUyDP7ZMFUXi/0CkVSKgSeIxMCXUDOvpg7k4h6Ulof04nSTL9EQs5MjmSmChnPvx9aG0JHKpQZZkrYI5AqANPDAThzNKgtA1GhGca6+KLS9GzabGh5z+SxyMiLer3kPWNpG3OR43FIsEw/YthQ008aeU9q+mUMW6XURRXX6+9rl3TTr9GJsdgI7fvrRDEiKdEwx5KE6V6HUgpfv7yMh46ODyTpV+L2gJ7c2r4UhBjH9N9bzRqjAslmN/np5Nt5wuwGGGN288CZI/tpPAE4cwsshukn0kxrKuoQ048hzeoWRtqD3tNIRUAq7WuTNP30QMm4YVX3gidYKq66v4uNQE/i7U4MieX+Y/p95cIi7j44Wsryldh1RLHsi7WWmjguQFFRBEjHE8rvPJEMSujh32J5H8YYRioCQ4GwMTfltd3lfshnBOgu7Qlzv0V+Lr1A8p79qEMMisuLDfhC4L9+Zw6v36rjrzx+0r4fAFhsdHBiagjjQ2X86IVvm6bf4R2WDSvRH/gGhsmUYbjlhpSQ5FVKAUMVD4uNDmZHq6gFHFVfpPbnDLAqOvbc0DmZJO8j82AYSwQex1DgoeILG3uEsydnTHs5uxJlFNMoJro5bbZhx5znlWF4KJUu+jGmhxhoAGyQXLbqi5yfn36c5D27n3O9lLDXIPNeQRRLrLUjPHh0YkM+riU2jjBOajnXV1qYHPLLz7zEngMNfPVs+knNvqZcNQvOi9UvaICXc4aqL6xvYeoAJLVJ5wk79EH2S1bVjf7n3C6p/lCMpporrTNkF+Ky0+3wsG16bm7vXvUEWlGMsaqHqeF0c/+N+ToAWAXHorVEcN5zKNvd3/c6jj7jZkfXZNfb13QiWThsSFBQfVnbtKMYc2vtTXkjZrG/KhoD4MJ8A1IBZ2ZLxkmJnYFUKtfFl0rZ6QevSN6zAOTF5GJxHc+PojgTS2VZcJwmGp1zp6c5eMosmQoXJJUSiGQixDb9BMkipe87+xZpQaBJicQYlvWc5pNSb4AimehHU/Nv2WwIdEMsbURumX5SpSZZQnOjtDAXe/ol70cqlft91Tsk72kWN67fQyQVAsGstEkzIykolUKzE6NhmoHfvraCZ15fsEXaS4sNe5+66C5Rb+vFYWyfFHKvLbcwt9bGueOln1+J7tBFjjzreSvPb5t+Kp3QbgW2kunHrXSTc78saQjSNZjzPFiiWV810+AUl12mn+uxGpt1iabCrUyo4Kni73CF5ImlPYaYfnaysMfbDgqYfmK9Ck8BKh4vLMjtBGIzKLNfEMYS37m5Wkoq3yboRNIOY/XCWiva8e+PNNLN9fb6ksoUSzZ6i26Rm7yo6F+S3WOMBtnyBf33338IP/uh+3LyRb2Yjbpor8/Vq+nHsPGm38xIBWGsML+2PT63rTDGteUWKh7HbzxzAXfMDuM9d8+mnq94HCenS1nP9fDt66sIBMfUcL7ZUWL3oZti+YCiGXvp75dU+QIr2XFUPA6Y/EMPcjIcnajh4FgVFY+nZNSLYhiDLrKRPJfO6bTX9OxoBVMjgfG2Z8b/L/NaTkO1yfADxTWlVG7INS8Pqm9IwRRnWboJx0zuyA2TYpBMdjjwMF5gPVF1JOe7op+4v4eJfkopLDY6uOfQaDkosQPoxNKu0zdWWqWfX4k9CWp29aoNKBCbrvgYwfIWSRbmJQfGqpgyhAi3bquAVDPcrhlGIUiwhIXunC7N9MvsfRO1IcqTddPPK2j6+YJbP9rNoOoLu8fJDu9dmNe1Utv0K3h9aki6AEHG068bRqseOEvIHuuxz9uR7Hm+sWqAl66tYrXVO9dfquv69lbKRe+fisaAePXWGgDgzowfT4kS2wVdYFUpaTSatAMATyAnF0nFCbc4o/WbE1CCGUuFhXo7F3gY8otELBUuLuiJCJrwsOfOxhGGlN8g5wwUE628p3mAO/KexPSz7xX5AO0uMKGVCk2MvnvJe1IzL4qTaUm69nJTB2EqRKemv831Yqnwx6/cwr9//opupsn1mX5SSUjzaUoFqMztNdqx8c5K3kMYKy3vKbhdcHNMP6WZg0uNDv7zN6/j+/6fp+EJhr/xnjsAAJcXGqnj25HEWpuYfvtjU/HCZc1cfOho2fQr0R1Swsg25J9rdKJNefAB6WICNQC30i/Jsku2RN4zkXMCkkadecoOFwQ+TwpDikEIU7gJPCvf7MZmgOKxjsHE9CMpC4rZHmepqcRh40la70Q2Ps6bpt941V93QtvnPBdX+QCfE2MMozWvr+bGloNtnsW5k7i61IRUKL24bhOstkOsttdvEC01O2gXyIz3AyosbzRqLjU6mBoOUh48vVA0JJagOG64uZ7nFFmsUoVt/BUXT2q+wMGxqi26ZGXvul3zlomDp2e77ykVkny/X8yM6gbSVstQE64tNyEYw+994xpurrbxV5847aw3CqvtEPceHtt3ksa7gbV2hCMT1VLJYo+i6PtOcpqRVOl9thk+U1BYbYVohTEiqVDzhPE91vmYLximR3yMVD3cd0TLOJKcuj5R8d8CMyoLnpHRVApoxzEmhwLcMTOMkYoHz+RLqRjEEhsNtzBs0z+kh4JFj+omyXtmi6BjVQ9HJ4fs+x+kuPhTHziLDz10OPf45JBuaA5VurMUeB9tRt/jG/Jn3EnM1zUzumT87gyiOKkjXV9u4VDZ9CuxB9GXvGemYZZFUSimYWBkGNu+4LauSS/rplLDzXCxWy+1bD7nmr71x07nx/SWpDIqagVNP86Bmic23ayq+sLIiOZX9PNzdcyMBBgxCmhF1xKM91wXs/Ke3UCs/HpH+wtG6zT9wjhp+jU7ca5+4QuOmifwwuWlnnWuS0tNW4vZKuwPvbhN4LVbaxitepgdKXWfS+wMaCJvqRlCKoXp4YqRstPPZ+U9lVKA0smtlArcmRB2Q4tUOlhEUiKWepM+UQucY3WBptGJsNaOcGC0qs1ihW50CSqCIO8XqKB9/IihIRRLFaGJnefKzFljV8EKFyj3PUrl+APGCduE/o1iao7mNx50nlBKVANPb4bMMTS1SSy41OQjMf0U8Ecv38S3r6/ge88dtsVo6+mX81dUkA7TL5YyNzXa6ESoetw+7pnfSyS1bAstuPmmn/5d//qXL+A3n72AU9PD+LmP3A+uGGq+wOXFpODDwNCKYjtdMlYwTbkX8epNHXOPTJQJeYnuICProonsZhgDCjnpljCWGyhKqlw8kKpYK3+jUErhzMERPHpyEscmN9dkYUjiVlLQUVaDHwDeccc0BOeYHAosW09By6MKpmOH9lZlqfhoDrQm3pHDsubcYfpxlprKo0S62Ynt8MPcWkcbh1dFsvnoAu3pp/+bfs+DYqzq4+pSa8dlfBi2qKG7Q6C1Y7N/jyXeXBDGU2oQUJ640dcrABNDPq4sttY/VvUu/nbz+ksVvK3UMhUxmPXQKjpz0gxMrxGekdnrVqxgDLi+rJt+d3Zh+lG826g/1ozZo95YXf8z2yg6kcSlhQYYGP7Nc5fwyInJlBLDYqODY5O1vFRUia64/0jJqN7LyH77wljiwGgFkdRqK0OmmJYUPxXasW74VTyOkYqXssMYqfg4MlFLfa85Y05DTjkMvOR1zAzz0n5aAWCKYSgQVlFBCF1IdHNbzhg8zi3TzxU61sOr6fcnOMs0B1mqQSjMwKybGxLrQ0uQFvufrofvvu8Qnju/kHv8PXfN4NBYpdDvz0XPlYUBB8cquLbU2nOxaaUVYmo46Dn8UWJrEcpEine+3sFs6edXYg9iKBCYGgpwtEcNTCplGXFFY2a8YBLO1gUyx/oi8YqlM1UzTT+6jvWWdQeLbW04uY8g4+lHx9K/5LfqrieuetvQOnG/H5BNUjuKc6o75+frluWn31keggO8x7xIJcX0615X8gXHUCBQb0dQUOs2/VxG8v/8H76BwxNV/MRTZ1PH1AKBuKXwjcvLeOj4RO79NToRVpshZka2to76ph/pe+3mGs7MjmwpPbJEiV4geSBK9OkxV+fZjRm0Mcg+DnMeKvwqpRAIjk4kdZPJmX6wU4Iqb34dCIF2LLX8B2Og8Jid8tBFTl2EoUILBcIwju29AzqoU7CnCULp3KfILFjS+E/pcyWefvoaWtpESoVvXVsp/EwZ9LSHyw4EkqbfqClSuwuSlfdU2vev3olxdallJ2J8y/TLSrECEsp+7lLmmZmNToyKL1JF88gw/QKh5VJ8wdCM8lMcS40OfuOZC3j76Sn87o+9S0+rMeDYZM3KewL6dxBGyhrS7xem34X5Bk5ND5cxt0RPkC59oW69/b8EnUji6gZYEBRXAafBmLlYLFXusX4gFTA1VMHffO8Zm5huBtT4o6k5pZLJNcaA0ZqPd56ZgXa4c4s2Ovb4HofvcVuEEs4IupZ20p8BrQvk4WeHFjhLy3s6TD8Kj/P1NsZrPgTjvQs10OsEXUtmJtg3itGqvw4TfHtAhbL9gstm7Tg2WU6d3w5IMrnuiKWCL4rl09tRvK6vhC1MIC+Rud69BUJ0bdjFUlnmsG28bTAMM5ZEQs82/dyhNFjmc/beGMW/zPCCZ+JWt9SFM4a/9OgxVH3eteAYSzWQrNG08SyZW916D6sbKy1IBXz2+StotGN88olT9rl2FMP3OE7PlMXrjeBcKaO8JyG7sJOl1N/v2ZFKynYhdu0foJv+YawwXNGSXtTI4wy5BhZjsENRJM/uhloGPUxF+RwpLlDeRhCMIYplLpe0TD8GUFORmT28zm+Tc3g8M3zrfAbK5L+MsULFBcGRO1+/8DLNRvu44Dg8XuvJhu2l/qCl4zhmR6oDD61sFxqdCIIB9xwe3Vc54n5HaIrpy80QsVSlvHKJLUecYYITpFFaI0Q92Me+4Pi1v/p2vOPOme4XYuk9fhacFQ9E23ptKm/VOb6tN6u0p5/dKxjFI8ZJ/Sh5PnvOgBqJ5jGXpEHo5unHmB5q2SzIF7aVUSoJY4nLi02cdKQ9iz5DkV0TM3BrHr0GfAVntunHAMQFzEMXnVAz/dpRjO/cXMWfvrFQ+PcyUvXQDGN869pKbo82t9ru2YgcFG/qpl8YS1xYaODOchKnxK7BNJ6cwqcQ6WCuJy64afqp1CvJYBsgDWiGVigxUvUwWvUsNTiMpWmqGTYLTxpegcdtIZgxYvWpwqk+3ynUMAYr70n0at+hb9PrfcFSMn20eUizFBU8xlPn8lLyntoHsdGJcw022jCFkYQv0huXVdMQo4lJeks3Vlp2GkNKoGk8+L59fdVuIKiBmZ3aIA8/ejiSCtlw3Qzj3IIRSpma1gwER6uA6Uc6zv/tu05jKPCs5MvxySFcSjH99GaNmH6j+6Dpp5TCxYUGTpYScyXWQWyGA4oS7KKUKit/1C+kUtbTL3vem6utnO9mv9jKvb4wcY3OS4MjlHQzJA1Lmhzn5nHBdQz2BbcFIvI91U3NxNOPYh03hRrqpYmMvCcVtxqd2P5+bq12MF7zrXRor7fviYQFrbBxqTsXlPjvNBj2V9Pv0mITs6OVHWdElti70L6UIpdTAXojvZ6EMsnC9etD7aKXp10kJdZMTgbAFKg3XtilPDDx9Eu8qYjtp2OnPp4aAuaSOUk7j7Oe75Mx4Kn7DuLf/o0nuhbIo1ilCi79guQ9l9ZpxG4UUSxxYb6OdifGf3zhKt537wGcNixFpRRWWiHuPVTKem4UD5by9XsSOk/MM3xp8Guk6qUSQWr8U77FAIQyxrBh+jGQUk3+++GyHCjPylp0VDxiVZght4J79oV+3GUe6P23ZvuRdYdSSYEzu4fvVeBMMf0KvubcxMhB0p3AyJwWDZasF9FZj4PCWGK4IjBcETbn3QsIY4lmGOOBYxMpebgS24/IeGUtGq+ryT3G/iyx/7FQb2O1FeUez/rBXl5qruvtRuh2nK3JFsQ2GkpzoeN/plMHvTZRfNRrhcrtA+36xpN1yzbsGF3TyYUtC9HcKym7mdfEUuYU46hxRk2yzYLY+O0MeeLKYhORVDjl+E93GzzpVXtIMf16rH226deJoYB1h5CJ6XdhvgGpdB3l2zdWC4+dGAqw2Ojg1ZurKYLPlaXmuiz5QfCmzvIvzDcQS1X6+ZXYcdDmgVJ8aTT9gWJjayrcZhNbxpgTCHSjqhXGGPIFRiqeXUxiqeB7zDb07H2Y12g2Hsm/GT1nnt6wAAzCRD46RRE7j5mJRnq9MDIk9rKKCtfp+xAmfpG+sUsFjww7MYxVaqpPqeQsrrQffYbWa9CZMNG3oGxxWimFhmm+vXxj1d4nMf2yTb9YKkAhVSjK/l6anVjLe9rPiVnfHGoGBh7PNRSkSqRSq2bDQBu6Y5M1LNQ7ltmnQE3CCFWf5+jfexG3VttohjFOTJdNvxK9IVX3Jp6dTMsc77G8V1wvULNLARDIswoZkJNJ6gdyPX3LDYFZr1JAD4BIM31uizx2EtudDmS2kBQIbjz9HPaLGSJRSIpRLtPPy6w3xE7pRDJp+rWTpt/cWhsTQ0FfPkbu71UqZdeVQVDzxQDtgM1jvzH9Li02/n/23iRWsi3LElqnuZ31r/P33P25f29+Ez/+j8iIyIzIysyikZIEJaJRghBJIlVSJSTEiEEhRogpoxITmkENQAUqKFRCUBIMIKUsBIIqMonspCwiK5rfd+7+Wmtvcw6Dc/a55zZm9jr/3oQt6X93t2d27zV7dvfZZ++11sa9jcrvpcbRJL1U/FqFOqmqrYGXKwUp2hnDSq2/L5XWLr5ctujqx7Q6fEtPn5SwDMuOU8Y6av7ZjNvGRp/oVp6LWAtlfIV3nLYGKYHsk1eh0PpK6u/tTggG4wRxk3hyvkBWaPy3f/AxOGP4N3/5Dfez01mGO6MEWxvFxKVBFtgbvFwolsxKoqZfN5SGZED7apSjN1xhVDN3D9Mc+LZcoJ4Lkaqv8pjkKGAUFtzK7zSaBdZAVPd4zFmxsVZFRj1K1VV8ZOcGlDGWc9ZqpWze29Vm+nHOsNMPl5Ln1s1yXkb2yAuNbighhbG1v+6M75uA0hrHsxTv3Rk8l4LsBqth7D0ZjuwauVH6bXDzWEJErjW42BKiQx1Z0e5QxABH3PWPQqQ1soKuXIP3Nz+qOpc4r3BSt/ekxFXYNUVZ1Z+5lpJwTAglqzhhuHl99oFZWq29+j+TnN0IIYIah3Wl3wfPJgBQsfds2yTUFfV10FxeABArSG+cMzPTz9ZmV/3etTb2n4Iz/OzpxD3+w49Olr5muxPi05M5Pnpm3HrO5jkW+WVG2VwcL38V+Rr48VdjAMCbG6XfBl8TSI3CjXa7DM3Mm4FXK4bQDAAzjNV7HOYG9Wcj0VDwTigQSu4aVrkyj9Gmpb44xQG3mwfmZghS46x8qq4Vn8u5JP4cPo6ygWiaibxSWKqfn67dn+nHvWBsrDEVskIjLYqlATUrlCvuuFmDOTUjS1sn83GX7yO39p4A8KMvzhpKvzZlodIayur7jL1n9VpmmbX3JBtUwdymxG/61TcqxjrGHIyYONScPLTquE9PygShsMrAV8Xa86Mjs2i9sdM+72aDDQikImm93VvyNKUNseGixWdKnI3ST1vVdLPrd1UG8c0lT5R8Uzz0Laq0i2XaJvUMZk1gsIo+bgpGHUsMoMKNX6gnJTZZTHBezgEolMabt3r4wcNtAMAXZzMXkyZp7n4/T8cLjJLAsxdZnkz7a5xS7USXi0IKjiQQLm5+nbiOQvHrhNIanx7PNvP8XnJMFvmNfY/9O2qWFjiaNhuKpc15SxG8VjhoQ6n0a7cIXXV1Uiy3AVZag3m3Vt0Zojw/qfaWsKGd0s/+SXkgynlb5rXla2gf3XZn07ztZe3KNvZ1HYWdCXZZSMEx6gQ4md6c0k8pjZ89m+DpeIG//xdP8C9/546bHbjICzAOPNrYel4K97YS/Ff/1vdf9GVssARK61aikLIEWM4ZOoEonWA0nGU57V0ZM3OSARNjiiXOOLy2lxcekYqUeGSPzBmzLj/2td4LBTdFVt8WmDEgsi4HrLafp3zQ32eTnbF7Hnyyg3b7/7YiKJHJrpqm7fXihhqDzrsKq86XFcoVfff70ZUdOW4SzyYLvLnbw15/M6/+RSC3tSOn9Ns0/Ta4Yfiz7n3Ueb7igrWDQumlxAbeos4mcm+9hvrZyaysVeqqpbIUto6p4fLdir2ndyyyjDZ/p5+XzhgEsxZ564sn0gDgrE4HSVmbpDw8EGbkyHXRCcqZfj4+eDaF5Ax3PZJr21oSCbGWgEd1YLmqnsFKe0/OGBb58j1c7tmF/+TJGJ1Q4N2DPn740fHS1zDGsN0J8eMnY3x5OseT8/lzqz28GhWNK+InT8boRgL7g82w1w2+HihtiiyaWTqfF+xdQ6oWXKi5JzlHYQvUpZVbtVDNmAmocSgQSe4WgVwpN4fJX4eoaBMF3M1xcuckdRyxAVE24rR9nIooWV4Wj2lBIks4DfOe3XpkGST+okQbLnMsVQloZO9JSr+KPYoury8rylkp9PKsqKoG3WfrLZrKDm4XnOGjoylmVvVXytSrCzLZe/pKv/qivchURekXcO7YKHSNpulXXRy0KhuVScjpUqG1diqNj23jjGypzuf5K9P0+9Be+/2NvecGa+AXJBo/I9aaB6XNvZWv8VP3QTNalG4yjgtlZoRepeW3qjB8WWiYpJJCF82FYcTgABxZw5XvNZz1lOQmFv/VX3uI3/6ley7GG9UKvd5cM9lScMZcgVtrjV//xj7+jR/ct1dkkv9OKDBNC2h7DKP0u1gcEp6NlUY78/4yGCTSxc2vA1Swe1WUfp8cz7DIlbPt2+DlA1mtXyZ+rYJ/FDPfJsDprKoSM2QweSXrTHMODSmuovQzr1sWI7UlnZH18rKNKOWpbaxnoGk5JL08kHN/HpYBEefoOeYv5c/JxnTZ/p9i7qpidl6oKzX9AGC3F+FkdnNKv6fjBeZZjv/6H3yIfizxr37vEADZeub4xn7/lXCQeJkgOMdOb1NTeFlRqHalrUapbO5G0u0dldIVK+IkNJaSvrLBPKf9PvEt6v0RHYUd9eCUeqzc6/mODYDZP3ZCWX1McDeaxg9HhsjArJuN3wxky8lV9vyctcc2yXlrofmi6C9RvVKDchWWhVLfoq6fBDeUbV8dx9MUB4N442LzgmCaJ+Z7fmSJMdsbe88NroG2OWs+WcKHRmkLYfaHF8uJ6+SM8nhETGt7Pq8QOLTWWORF6YLWsn4oWzShh+tjMZj9n+QMglGeS2ucfU4tF9YeMdC37gTg1LZ+04/W1ygQV5prXUcnsk2/FqXf4VZSKuGWrDPDTuBIbstA+e8q1xNBSr80N65uLQQXAjnFAcDPnk7wcLeL772xhZ98NcbpCut+wU3j788/P8NnJ/PnpiR/rbP9nzwZ4/Fe70qWBRtssAyrBrgWSiMMuLWU85p1qCr9qnJuU9gQ3AT301mGo2lqCrqiOo9EcoZYmoAaSlEOEQcFY7sZYGSNaRLnfhRYVglz1pv+XUFHkd61GWm0+Xtmi8WB9Xk2M/2YVfjRdZYLEud1e0/tFqHUU+zRdRfKFKTzQlXsNg370vy7zd6T5gMK2tD4nzdn7nW50nhnvw+l4STX3H4W9RocNfno7VAj1sfcKf3K90ALAS0ikeCY502lX+qUfnYOoS1oHQxiSM7cXD/OjErmfJ5jkJQLwJPxfOV38EXiw2cT7HTDjfXJBhVM07xRkAbabd3c3KX648oUzYsLJNpA6V9PTxc1246sUJCSr2Ujtx7bU93dBLhn4WRUebqc7eezvFEdws2YaYQKznC43cHBMHaFdirUk5JcabiGg+QcgaR1CmCsSiwBzFy/aZpDaY1pmmOeKQyT0LuW5fAV40pjacHsohjGwdfa9CuUvpFNy9eFH31xBgB456D/gq/k9UOhNI4m12/EFDZ+ZUohK9SV4k4ddASlNXa6EcCqJCaltZmJ1PJaii+rQLOsAskvZ4NsiwvLgoTWdra1zZN9G/v685wlfcvFlgQHy9YVpSUR5dz1soqbZ8Kaym9SWa8KbmKZOt3CEPOuFjv2+tGNKf201vjw2QQ//nKCP/3kFL/9/ftu9vXpPMPtYYzdjWJlg9cMhdKIpSmans6yShOd7v1+XJKINEo1HgAMYlkhN0nOjCp6SUwQ3DQFGYzVmdbmGqZp4UZr0L6bmm8mrlWP0W3ZM1HTq3Ju1zysPpfXCsH1uhe3TcE2BQHZzF2V4xQHAp1ANHI0ba93GVY1GTXg1CKdUJq18wXte8eLHJ1A4K39/qae+ILg5zXHkxTdSGwIKxtcCx8dTy+chxtyGnMjh6huufZ1Sxw1TH7a/hpDVitz4sKSTshmmogjBGfvaQUYWqOqGrf/kbWndXP21G0lEY4eqe9/KVZTXfVkYvLUoVebpMZgJxBufNJ1QEKWeh31w2eTqrWnbq53FwW9z1XEZMGN3fc8U9Aoa7htyK2ys1AaP3s6weO9Hr53fwsawB+tUPsBZh/Tj+VzJRy/thEzLxQ+eDZxTKkNNrgqskI5m8ZpmuPLs/nS5yqtkUjhBfPyxnVNv5qNBu6lo+MAACAASURBVDH2aC5euZCwypw/I9nmiENRbibomYysyLRreJFaTXDgG7cHlevwCxvMBfyqGsYPPBnZaLoNDHPWJQAqihlaXKqfCxBaj+e0UJWARkq/RWaac20zVYxKRbtNQN12lBqa/idO2zia5/edeyMAhgxAnwNnDEWtmmU+t7JlWSjdKPLMczPTj54kBSuVfp6956LF3pM2RtQEdQuw4Lg9jPHJ8dS9x0JrnM0z9D2ln1LAJH3xVidt+PBoijc2TMgNaphnTdtexpoECIAskpupiYK+cKJtjs+cmoTs5Pz8PlcaoWhXkFzs+FhZ0LhMUV/y6jph7DtZafXBWaUBSH83ttDMJvol6QKAm9lHSkKty5l+nBPBQ3sztbR9uXmsG0mMF6bp9/TcFM6oGLYuHfWVOcZa6sIfRSuuo1a6CiZp0VqEe1nxoy/H6IYCd0ebmX43jUVeYJbl1z4ONf2U1ng6Xqxcw5cVN784m2Ga5p7q19yJSmv0Iok7wwTjRfVa4yUzMZeF0fG8fL1S1qKOX5xsYUD5bPtryBGDclu2pAFZ2tK1n8WfIWL+JPcEUxkPhFH80WX4rGshqk4SgCVKqNW2pxfZjF+V5EBNv1VM4oviZJrhbJbjb/8/H+FgEOM33z8AYJwmGIBHextV8AavF56czzFNC8SB2SMv8jLv9Im3nUhWxmbQLD7OgJ1uWFEHEDFtWYOKHHo4L2clzdICmVIIJIcQ5UgMt9dGTakh+EqiZEnWhXu9/yc9x88ja31CVxdoC18UY6/jXrE/iDFJL7dO1udZVX9WLTzv9SO3l/86scgL5IXCe3eHz2XG0gbrkRUKR5PUfT+PJulG5bfBteDqqrXHac9dh6mlmnhFDmoXKUWoFWsHEdqq59HWnr68tkKXrkRtzS1hxytpeA5utefRCCnjglHO6waqzUe61npDnYQalP8eW3Kab7Er7BoYBuJGyBFO6eeRScbzHE/HKR74rjYtismLwin9Vthpkr0nAMxTtZKAXNj9w+enpfvO470e+rHEH62Y60eIpKiQq28ar+0K9vHxFFmhN02/Da6N8TzHODUBbpErhMHy20Ypw06TVn1RmXNHs0Q4XDT/xH5POSuLtGTDoWEDPRUsYAJCEpgZTv58AGhS15UFYVfwrQUzmu/khrjaaOlY1SgL1pTkpl7Tj8MEQdOopAKKz8RmjfkASms3WFZrU0Tyr6dQCovcWMn5RX26DlKoEHuEGCn0XGEbeM6xiZWfNw1f3etFuDtK8HRsCtjcFtPr9TVtZTy+whK6WsRfZMbCiX6/kpeqPqf0C0TD+1lpeE2/clA8Hflwq4NPnNLP/A7PZhkG1j4lLxTigDubvpcJhdL4+GiK+9ubYtIGJaiB3siPtZ0rVysMF2q5HaSxx7vgd19Tkd2cy1cxA+ZeCgSHblzYeixTIxLmWdE6vHsZfNICJeTmPdhijXdOYhtyWKWf5K7g5G9YQsGd1YQ5JpyKWnLuEn6ntAFZT5l1qxsKTBaFaVJMFgCAkWflsSqn939/pBa6DpKwvXHxPDBLCzAGvLX/6qjmfvTFGd7e71/ZnmuD5cgKjViKS860ayJX5cxkmmPchnlWLCWWScaxyJVTzzKmXXzlnOFgGDeOG8v2mRblvLvq+/ryfO7eq4a5d6W4+CxVoLTHlZ713TwrcGbtbcxxPXvPJbGUCAvLlIAUwwKPrautKoeBuZlblKf5swQF5xWnDPOYZ628BG0KwTquamdM9p51W/ir4GfPJvjDD4/wwbMp/sqvvOE+o7N5incO+oiWfC822OBVQJorfHlWzbH8OfGBaBIVKF6Edu/2ZDx3ZIxCGzvO3X6MkddQcAXSJUFBWBt1blV0Spsi7d1Rgjf3em4UBu1PqXjsY7sb4vZwteqWmo8Vcm6lWNtUjtA/qSawbKafmcF89Zl+ADDqhq1xcVU5dtn5tK2D+E2/nW70te97C2X23986HK6dDbXB84PWwNF0AUoSjqfpZp7fBteC1nCqOB/LopURZ5jXaa1t3F+fExNBbxl88p45D9U3y66fsYpmVunXtE32RRZ+vls5D4OznacZtm4ZqTNEUK21+n/WZ/odeOPTJOcIRNkguy461g1t7oknPnhmnNoq4gK9XIm/Dk7pt0KZyDlDzzYg53nRsBv1URjGNn76xFzn470uBGf47r0Rfvjx8SXHJNw8Xtum30++Mh/4m5um3wbXhEI5v4lYgcsKNoU2hZ2AcwS15NpX+tFtbyzXlGMmU8CltYSY4UBZSHnnYIBQVpV+QLWw6qzsdHMRo4XOsQVrGwe4x5krFMxzsvcUjinCHXMEtQanYWf7645SpT8/UPVPFsyod9Lc2H76GzX6GzHfQ1Eeg3sbPGef4oH+SYz6JBQV+zPOmT13szEHaChdznwgSxbCPDdsUnpMemxyWkRiyRsycF8aHnuD4qmgdW+7g89PZ8gKhVByCGaun3yzs0KjE4oLFZ6+bnxxOkdW6I3Sb4MKZlmBXiQbcUijtEPyobRG0qJOYbD3zIWTO6OC06T0qxW4qciz3uSuHavquueLrBLv1kF4STxn1VgKGJtSP5ZTkV9yhsQmxoFt8tFzyPJD0zE9pZ/wWOGl0q/KSuw6e0/g6blt+nV8e8/VSTJnNB9Vr0yoL4JI8ooy6HkhKxSmWY5vHw4v9ft7kZhnBT46muLtjbXnc0GuFOJQXNtarFDGajNTGlEglirniFhW/64XyhYa7D0VcFbOoIPJQXqRROARIxiMOwRnZr7beJHjaLLAyTQFGM3VK89BFvJ0bmWVdrIlTq8D5Y8Ucxa5wsxu3o3Sr7QXXjazj4rtFKWzQjknBKCMwW6mH5HPmC2OtxTCyzmAHnnDIhDNRmAdYs1nobG6gLAKu70I80zh5Jp2sqezDF+dzfHf/+EneHu/h7/85q59PMX+IMbextZzg1cYWmuczNJWMtGtQeSICv7MJEOANf+KbJNPcu72nUYZ3DyeIc0uVxsLZvasRNzV2hAxIsnRjaSJX16h1ldYEKTga9XBROQt3081CHVDiYNh4j3fey2I5NquOuHM2MZfp+nXs+/1Mjnass80VxqRFJXPqWeJrzdhi30RaK1xNF3gnYNBJe/d4MXgbJa7b/xG6bfBdaFtHG6NJy0P0d6YxBScsUauOJ7nTmTgv65VOQhS+jVjOa0Zrk6sSBRCDmbVAwqvFtwW3+khNx6J0wgR1ngNrz3XncMjJQPAyTRFIBj2emUuKS3ZphPejEsOqd998QQ1/R769p7s6ip1Emmsy9nJbW2WFWvsPRW0Bn76dALJGQ63TD30u/e3cDLN8IEdL/Wi8No2/X78ZIwkELg92mxuNrg+mPdnFAg3S64OZdUlgTQSZ//1/kw/guBkZ8cqgZcCmG/vSYsOFSOlZ6lJjGg6F+NmoagXNcw5uX28fL6bEWWbj6QYocBPdkPCPMnOB4Atqls2tneORjLPqnJxWfkMGPJCY54rSM6dlagPKrj5PtF+wYcUKqVVKXMbBrIESQKBb/hNP7uw1hn8NBCXlC+68rh5bJGpim2Wv2C4pl/bjAMNpLl5FSkfGcpF+d5WAqWBz05mCAR3Tc6BXXBypTBIAmx3Q8xeMovPD48sA2d70/R7Xvi6Nrw3iVlWYH8QV+xyAWvf01LcVqo5hBogpTO/cGqnoUuvexvb/FvdNBH5mhJvO8h+sy2ZX+TU5Lx4Eip4+b4cKcMjGgjGQZGE7OoYzHDp+7bJHnBTYHeWd3YQt9baEU1I6SdEuVGg2A/4GyGTcJO95zNbhD4YRhd+V2SVp/XVZ1wRGGPoenN4ngcKpXEyTfH+nUHFTvllx1fnCygN3NvaxN3nAQbzXb5+00+571UkS7YsDXcvlMY8K5ArhU5gvut+bpLmyjF1ldaQkkNWHB0M+emWZ4OmYe690FrOL/LCNvdNXPBJZUA5a8+3lA8Ec/ZBlwGDcb1wqkGtXcFAKQ0uShcF+nkd5nqq85nbrIgo/6LCuU1TTVPAi6N+wT3gHNDVaEZFoHWEhnWF7eCKyubdnilkXkYl3oaPnk3w+z96gmeTFH/1Vx+CMWbmSAJ4tCHCbvAKYbxoFlLTQmHUCQ1JtJLUMbx7e4BBIhEKozqgnzKUe+RQcNwbJdjthcjsuAmOdutewbAyJkhuZ/pZIhWN1aCGJGflSI+2IutFQVtM2udSDkrgvDoXsH69ZmZfu9KP2f38dZwCBGet+9J1h2yL+1mhGvbqgeDY6gQ3ooK+CI6mKQ63EtzZ1BBfCpAttdZ6o/Tb4NpYRTZblt1RfPRFEz4WRdFw9wLaLTnN482f0d7fd7fIlbIEvzJ/rZA6vH+s2mqHktYfS/ZtWQu4t0YC5fv87v0RfvH+yI2QOJlm6EcSidfgE4KafjdDmCV1tT8m6YOnE/QjiW3v/mf66ip11/Rjq3N2El7MUrMvW6byzHIFDoafPhnj/k7H1T6+d38LAPDDC1h8Pk+8tk2/nzwZ49Fed2N39HOMNFetm3Ot9aUKOAxwDSCAYSsJlnb6tVUCBpw3CtfMS9o5bSQs05oYeE627bEt/LfgN8vqFkJUZzDKO3jznGqMDUHqRf/Cy/OTFx9DKQd39p7CbI44J3tPu7Hh1c0Vr+nPGZY3/SQ3M/3SXCEQrNJQpfdOj/l2H/48F41qMPObrNOFp/Tb95t+sDP9Kh+PY1NqVWXp0FUtclM88X+/PuOU5g4mYbPplxfKbDIZK5mdrDw2sULI4vNsbgqCvtKvG0rc6keY5defM3ST+PDZFAxGrbjBzeLLszmyQuHJeFGZudSGdfOAlKf4Asx38jpFxkJpfHk2x9EkXdqUHMQBGDOqpM89SyYiEVSOp42dHm3wCCYeXc7mMbCJMkMZcwkaVeXwRfDl+dxYTXjquDq0puu8+JVKXpIUOEeFQUiKFRreTZ9LPUcNZNWazhV3mD2m0s4eSViVM4GUgGa9MJ9NN5KYLAporZ3S71Y/BmPtZJI6AiGs0vDq1hs+Bs+x6ae1xtFkgbcP+th9xVQwz8bmd7OzKYI8NwyTwOUg00vOLSJoGOJRwBkGUeDuI3IaOJ9nOJtnjowwywp87KnaqNANkN0Ph5Tc5St0v+/0ImTK5BlxIMyMDclxMIzBGUMUcGeh7CvxANtMZL6lvLaq3cvfwIzZxn+NtGZ+WJIbXJxsOQWpkBnMc7NCV3ItKnZQk43cNQwhw8S4Ok2EXi2oWO//jDXXozrq86p90OfaVky5CHb7xirpi9PFlV4PmCbJT59O8Pf++DP88sNtvH93CMCo/N7Z778yCuYNNgBMPjuv5bSFMuMipKiTFsz+m1TG9caRvwd/+2CALRtPJTevaVPbUWF4WU0wsKpBwZg3W6l0N2Csau+p9OoYsgy+io7xKll0KVj170SCaDzN7oWvWy+71Y8av6uVl7fkfHmhkbQQ//Z6MaY3MF93Hc7mGYZJgMd7/RuZTbXB9ZHaust4kSMr9Ebpt8G1QHOl2/bwbXc8NdxMXZVEBk3UayC+wKION2LJex3l3H4dmPJKWmfqh/ON1djS91Q6txlCsKfe8wUnXu3ZP82dUYJ/7595Cx2bPx5PU/SToCLEEMy4K91UjhlKMyarqvSb4o2dTuUzvSwh0YezPF2Tsw8Sk0sQASlf1vQrTL3jp08neOTNHdzuhniw08EffXR85Wu9CbyWTb9Cafz06WQzz+/nHGfzFE8ni4YV5zQt8GR8uU01g224RAKDJFjqLa9hGmCB5AgFdxZnxMQmcGr2MVPk5jX7EG3Vf4Eo58bVbUHI3o0s3UrlhlUBanpe9Rq3OyGKolqIJRun8t2Sfaf5+8Kb6eeKKYxBClZpsPnXVl94/AK7v7ninOw9CwQ1Rr22zUmn9JPNph9dN/caCMRqBICZ3SQkgcAbO13XfKT3QTae7pyWQalglX66fBwolYOdULqFuqr0M3+PA9FoDhdKO+tOgp86HG4ZFg1ZWJ3ZBk+frE1grMEGSXBlOfvzws+eTnAwjDdFpRtGobT73ggOZCvmWhRK49k4dbOT2nA6zZwfO2CKyRfxpl+G8SLHve0E3bg5w5Luj14s3X1MiaZG+6y3QmlEAXfzlUowd99cdL5WFHBXWPaV0eZoDIG83D0kOcPZPDPJt2e/4YMs8ij2rwJZNvtxXVgFChW6AbhZAj7qOWooyPjDxkVvU8KtUpA+N8nKmbBKmyKShje7xir9ZlmBrNB4Ml64tY8zY3e1DoEsWfg3Qb5ate5eF0fTFPe3O47F+CqBVJg7vU0R5HlAw5JumEZeKJxMM0zTHEdTY5N5UfU1g8lf+nGAYSe093h5X5PdsNKmgXs6y9CJhIshuVLY6gYu5wtsfki3BOVBvUhCwxTJaKO63QlxZ5Tg1iDCnVHiGnJBo2huSWFUXLZ5FG8pNCz9vGwTkjETr+n62jbmNNPPP/az8cLN8NCwRQ5LYsuVqljDUwz0lX70dkLJ0YlkhZCmtWcFypvqRWFj36r3KlYo/ZTW18p/9nqm6XfZ/YmPT46n+F/+9HMs8gK/+ysPAJgi9l4/wl4/Wv3iDTZ4yUC3YsWa3eaIlZn3Nu5wd39zDOMA0jogoEXlFgUCgeB2P4vGSA4AtmG3PIcRllDlN800yoaWUfpxj7yg1xYY27A/iCsKE4qNy+AIvCBVi7nWZfaertB8DfTjoJEUrzomY+05dK6Us3bzMew8fwcGUiq+e3twpd/TBs8HRGZ9atfG3c1atsE1oDVKt4kKltzz2iOq6fbY5TfqKufxmndtZ/KP5Z5fI2wwVv6sTvjglb1+U71IrkQ0x9mcr3TeaHPPCFydtH4w88D5PMcglpUYKYXJ+f365nXA7R5i7o0F+PBoggdeMw0onemuAvpM1tl7biVmfz1e5GDA0lpEWiiczXOczjI82q32oL53fwt//vnZC3Vpey2bfp+dzJDmCo/3uuufvMFrC844DkcJzmvWIGSn2QbVogKkAJoVJhENPYu5+nMZTDFBcoZICgi/+VaRYBPDw7CNuW2mQZeNQ7JrqhQsapEtrChZmLMnosHkvm8zYbsXoRMKVxymczBX2ClLIcQMIWsFKv5wxvCb7x/gX/neXTe/qboI1dYshkqBvbJQcIZcKdOsFKza9HNKP5rp5zcLy2NRo65EaVlXNukM6528oIl9WVf65YWyRXZdaTrQp0JM/24kW3+31NxMWuw9SdFYafp5lx0HAnv9CB+T0s82bwae3VwoOeJAoNuiJHxx0PjRl+d469ZmrtRV4M9bq2OeFejF0lg3oizSjuc5TmbV2T+5UtjqhMh1u8oZsMme950zrFrROqf06XixsoEImHvz7lYHO92w0fRb5Ar9KDDKMjs/JQrKxn5bomVmgnJbwNWVx+OA41Y/wtPx4kLFdpo1ymCK2bp2P4tLFjoYgFEnwDwrwBlv9+q3hWU/9i+Di7uoFoncDEKrkhOMu8eILV6/cjfDxj7Mvd4cKQVzq1YSgpVNQW1mwALGWpXbz4xY8rOswLNxilESIg54awOyDb7K5yrM9jra5jzeBI6nKXZ6IR7t9V5JVjc1/bY3Sr8bR27Vcklo5vdO0gL7gwinswyxFBh2Aoy9/FJrjckirwye9yE5w61BhGESuPuZch7BzM8EN03GWApE1iKXEAcCnUhinpk5VNJzdCACRSg5BnGA83mOoc0bHux20Y8DPNrt4XCrgzgQCOxc6PpMP6OAs+8HVMzGcs+jGvwNeCj40tmFROrQqMayVCkXpyiWeqJlp5CkYwDAKAkQSu5Yu5yb+YZ7/cjFODqePwsaqKpNaI7KqjiwKv7lhb5WwYMa9yfTq830m6UF/uTjE/ze//cVfuObB7i33UFWKBRK4c1bG9XKBq8eFMxey88taeabrI2/8PeVoTQxILYW8mRz7iOS3Mw85bA5Z0tDjBP5of36yFadcSJalXmc+ZOBi7KQ69scXwYHo9iQPVm5v16vKC5/TorDtlfQ3v6qCmVCEopLzb/1Y3P9J1SM9dEJTZO2ba9yE8gKhUn6as10/nkBZwyh4Hg6Nmvj7obktsE1oLR2+94qlhO6OC+Jan6jbdUrqW6otcZHR9V5bs7dp7YuMbBKTsxg528rEn5Uf17msqjk6lGtzkj/LteoZg5cKv2anw251NF77cdBZXRHL5LoRbJy3uuAM4ZIcrf2f3W2wDxTeLDT7O1clbJCdek2wo+PkSWcTBZmtugypd8iV+73/KjWg/reG1vIlcafffriLD5fy6YfqWQ2M05eL5DihaC0Xtn00NDY6UWN4rdR1rXjqWUZ+8V0iqGF0gikSUaVNvN/vjqfNyzjODeBKpKkViG1Q3keGsotONwQcJJoUzIvGszEZrMyCgQKpV1xmCznqODqs0wI3VBguxtVunIkdWcom4ycM4Q28V7kylp6wjX4vnNvhB882HFWSv6KJ1i166dRDar+3wU3lp608Whap5aWn21KP2k/48ogcla+b1owyB/6rVs9d43cfv4+csva1Lq0+mQoCz3E0uiGZRHat1SkRSSxsx/9op1T+nkLZX2pORwlntKPmn4l65EW4/1BjMkVrcZuGrnSOJqklZmJG1wcp7MMzyaL1kbdPC/QDQVypSu2j/O8aDQKC6XRiwW6oVyphvN/kiuFKBCtSQxnhrm0rME2TXOMOgF6kcQgNkosZ4EJc+9tdWmOFUeujBKCZjO1NYN84kT9kgLO8c07Q/RiWbneo8miwp4iBZ1/fKP0043jXSZV1DAFqLywSr+Wj8U1/VjT6qPtuaZRx9zMFm4p2rTuMDBXIKfElmbv+YikqDQhhV1QiBBilDJlE84UgFjZYNRlkR8AepGJl9M0x9PxAqNOgDgQdu1c3wEgpR/F9esiDsz7u6jK8yI4n2foBALfOBhcu+D1ovBsvEA/kq1Fsg0uhpNZinlW4Gi6wPG0VFmlhUI/kk5Fu8gLHG530AkFHu52cWeUVPKVk1mGJBQYL/LGvU+NucOtDpLQFKy7oVH9PRun2BtE2OtFGHVCxIHAVjewTg9wRKFuKDGMA8yyAqHgkHY+s1FxlN/fg0GERVGgE1bVEmSX04sD83rBKvmJUSmbRh0Vbk2+d/F7g2IaACQBd/alQHkcBpOj0mfkH97EvWrTj1TPRrFSKqBpvfzLb+7iP/6t9+2c5aplJ5EngCrhJRBN0gapcVa9W7mCzFGo6yn9drpGvXAyXU20WYZPT2b4H374KSRn+J0f3Adgcou3b21sPTd4OWGstdub3IUydp0Hg7hCpFDaKv2kP39UVxxkbg1i7PUj5x7T1iQLJUckhJt11zZ7WFhy17IcJhClvSfnZe7mHGiYJVhZQpbG1Ww0I2nGU0RS2H06a4z4qINOY3IwE7uWKf1uStW2PyhnypprWEGgWPIzDV3Z6/vH8mfW3iSUNrPi3nvFZjr/vKAfB+jHgVP6kSp+gw2uAq3hHCQqYEt2t15N0TgHUWWw/rT2moaGIbAQAaVeDy4V67AikOoxaP52aQnabNRBV2Pq3/prP8B//jvfBVCN8XRu4eXjhOZMv2rz0T/+IAkqa9B/9C++h3//n33nxpp+jAOR4G6O68+emWZaW9PvqusXXes6pR+NqJmmBRiAomjfBKSZwkfPTP32YU2R+M3bA0SSv9C5fq9n0+/EqGTubr16Vk0/71hlh3Y8XbgmCAAcTVKczpubhbNZ5ooJpJDyCzCmQdR+gwvO8Av3RlYVYQKN9l4XCsP6fmu/jzgU6MWyUpimgvX+IMZOL3INqXrhhCyaOGcNaxD6OTGcvXjeSKAjyW3TjzYX5nnGVqlpKwp7jMe3euiGpdS7vliQVUpQs1Kikoh/TMFr8nS6Tu0fzzApHQPcWxSE/SxgP4O8EUy1p/Tzr4eafuXAdHd+akQCjomf2KLHv/QLd/Af/HPvIAmFVfrVm37KSuT9x8vz0oajFwelvadH3aTFkoosPkPVNP10TelX/f3c2+7gk+MZlNbO3nOQBC5RoOOPuuFa+8CvCwu7KG+afhfD+TzD0/ECp5ZcUGiN28O4wvAfz3M8myygNTDshJU5avOsQD+SELXvb16YYkgUtLNtaS5pLMufa5j7vK3pp2EURBNvk50Vyt1T0zR3iU0SCuSFKXpSMzpXCkM7j1IKo+iNBMc0LRBJ0cqWY6xUOpcs7qoNZmLJDv51TrNybVA23lARF6jGQdcUFO2DvFchkcLYzC2ha5NaRtTsRJeBSBQUB6jIzb2gamxFSkU3kUN8UEyhuFjGc+3U0PQ7lsLOl7FRjj5XmrulNZzSb7oo8HS8wDAJbKG8OjtwGUIhnAppzYzsCyEQHA+2uw1161UxSwsoaLx/OGwt9r0qOJqkG2vPa0IpbRwhtCmukpp/lhXY60cIJcd7dwbY7UXY7oT41uEIu84xoXqcN2/1sNsLMV7kLoekGXx+PpUEAt1IYKsTYJBIvLHdxagT4uFuF3Eg8M5B3zg2KI2zeYY393oQnNSAzB6PIyt04/s77IQYJgGilrlIANALjWNFKKoxSmsTG7QtgC4y5RQil4mTFE9CbwYroxNYBMIq/XR9rh4qTT1aDygfE6xpryklx45XBKyHpkpBxWM319efes7d+t68JmIduVKIr1HwMCpNidM16vo2LPIC//tffIV/+LMj/NZ372K7G+JslmGnF2J/+GrNKd3g9YPSunW/kiuN80XW+rOsUMZWPA6a9zw39p7EKTBjLco7NxDGLSIOTF7aNq8vEBxxaPJEIprV4c/ja4OwakPKWV28ozyMlwVFIjRc1flgqxuWhVusbtQZIheRHcz72O6F6EQtzX+GtQ3Ei2K7E13Khn3ZuhIuycloZu1N42iS4uFuF7cGm1j5MuPJ+QKcwc033uD1wpPzdvLzTcPExGaMWXVqQ5I1zwllk0TMluWGjJzaYMUEsGMyyteV12VEKbWqrSW02VpB7TWcmXFEjFWvoRNKdCNp7njIyQAAIABJREFUnNYE82qltDaVubB/LMC6vLUsCf55B7GsrKt3Rwl+/d39G3OUYADCgDtRxQdPJ2AA7m+Xgi5/dvlVQMKWda8PJUcnEGuVfllR4INnE9wexg3SZSA4vnV3iD/88OhGycuXwatb6ViBT45n2O6GjQ98g5cH2rIdfCzyAp9YW8M2cFv4BIzEdpBIy7otFYBaaxzPUixyBcmNH3A/Chq2c223NxWCu5HEg52uswU1fA5TXKfC6uFWB99/sG02HbX3IbgZCC44c/Pq6osLKS+ogMFrBQhSCdaDZz2W+vYmdAxTuOGllUhLAO5FZbBmMAwUUsoxT6XnrJ0AN0D2W4dDvHmrB8AWoi2Tsfr+AD+dp0WKrmWYlAmb4LbhYIvlK+09PTWDuy5e2nvSVfiMlMkiNwuefb+dSOKf/9Zt99p68FWKLPbMRvXTkxn+9JMTb6Zfbj9D4T6nqq1Mae/pPx+w6tTGTL8qDrcSLHKFp+fGWjGxcydypdEJpftO9ELpmscvGgurRKgzWzZoR1oofPPOALlVL0vO8Giv5wgEWaFQaI3v3t/Cd+6NMCB7T3sPTtIch9sJRt2wojItlEYipVVYNC1DaS5pP5aV+6wblfaeX57NkRfKFarvjJLKOU5nGRZ5gTRX6ITSNfWSQCAOOA4Gkbv1GUqFLRWY+0mA8TzH7WEMsGZMI5smms+kraLbL2wnYVWZyGCK9W4WlNYQrknYJD8oXQ6qvujdQ+sDnXtJTmwVPWUsXndMsvcs/fWZ+1yIwCBEtdHWpuA2TL7yOZIKUKyMZ6S6oUKWfw0a2llPacDNVJmmBZ6OU7fJvihLnQgpwM3YewKGyGXsPq7H9M4KhWmW4xcOR6+8AubpeFFpeGywHmmu8Nnp1BCmLBEikhwHwxhv7fcx81QlAxvfdvsxfuHeCJwzDJMAnDMkgXA5XlYoxKFAJxS4v9016ndL4pilBXZ7YSWfiwITh28PE/ziG1tIrP04qQz6cQApSlvfLWvf2o8D3B7GEMLMXM4L1Wj6dUOBg36MeIn6sxdLY/FZsw81hQnmYvCD3Q4iydc2wghfnc9NPmv/3abWACzRRBpVnk86oGvwCWSSc3CUMY8Yz35uW48vPsmgQmbz/t2mYLzI/EKjrmz/2XVn+gGmqH0Ve8/Pj2f4O3/wMUadAL/13bvIC4VcKby1sfXc4CXA8TRt/V4TUayNpJbmZqRGElatvRngiA/k1KK0bmXrR9Io/ZY1tW4PEwRildKP2Ryq/fUULzlK202Nqr0nHZdyveuq6jg3lqErm37WtYfy+Eia5mmbIwBnuDHiUzcSrr5hrmM52twViODXZi8HlHnpRWfpXgQn0xS7/bBVQbLBy4Wn4wW2u9Fm3uIrDqV16z5ukuZfS01La2Pv2XaqtlBPD5natSXO1qPbkssmRx0/LvrhlqMaz+okWQ2NyOaVbfkp1Y6Z29M3r0Fw7moM1Bws16jm8wNhCgHVc7Fa0+/5KqI5Y4hEae/54bMJDoaxqykBRAy6eq+HyCVyjed2IDg6ocQ4zcHAGhbTyu4l00LhZ0+neLSkFvrr7+7jy7MF/u4PP7nyNV8Hr2XT79PjGQ5HG5Xfy4zjaYaTWVax0pymBTohb20I1jHPCzza7aEXS5zNc3x2apqFudKIpagUiXd61VlT1ICqnyNX2jVsdnqRK4bQ/zVrNtBkrelHRQoCKXHqGw7jDW0uhDYI5tDm39T0o4YYNY7az1++L253He58DBeq1tC8A9OrKw/ImKeks03If/svP8Q/9fYeqJjO0fS3Fi1VIl8hOEzKIE2NK/oc2jZ/zt6zVelnCtaVDYTXTBgvcteAAwwbuxOWC2i9aeuUfsp8FP/zn32O//L/+sCxZ8ZWfUekAq115boia+8ZtzT9crL3rBXD/I+KbIk/Pp7hfJ6hb609s0JV3gfnDLu96IUOhSUs8gKP93qtbNoNDE6mKQqlzYy+SGLPKoFPZxluDWIzr8nOw5jZ2VHDJMBWNzTFX6URuAY3kAQSO50Q07RAVijkhYKCRhhwO6NP44vzGaZpjvEixyw1jbpBEmCQVIkQgyREoc21RQHHOM3N980Wsen7OVnk7t5Nc4WtblnIZozh8V4P97Y7CGyhhTHmCs+B4OBg6IYS/URipxe5ZhSASpFA2AaW0hqnswwns7RSlIhlba4HA/b6Udn0Ayn9UCEwEKgQUo+n43mOo8kCbSAVHKlB1ir9WoeEV0HxkzEGMhqlOGzIDOUcP1qJSIXcIIBYdSE9TLGW1C2+vaf/3rU2M/2IgUgF9K6Nb2fzDKezDCPb/KDzrvPQp/XCJ2BcF1JwvL3fx/n8avZ3gPndn8wyvP+a2Dg9m6TY2czzq4DiYRvSXOFsnmGvZyzjcqWRBBzfOOjj3nbHFRUpTq9q4jDGsN0JcTbPcDxNcWcYgzGGYSfArz7ecffgoiiMpbqHQSzRCaUjOLTBxXtWVWK8vd93yts2pR9jDG8d9Jda1u50Q9c49C2jC68wwRnwzsHAWPqyZiI5zwp8flqS9Ghto7gP1Aq3zP3POWIAAHS1aefHFSJaMF7m9kaJWJ3h5b9NrQHftJmU0f7x6PF6AcWoyRtvtQLesndw58b1C/p7/Qgnl1T6ZYXC//Qnn+Evvhzjd35wH51Q4niW4e39fqVAssEGLwrL7opCaTcKoY5cmaYfzev094aBJT34bhBthTvzuvafAcDBMIa0Kuy2eCnEavWvs1HnnooYVcXEm3akBP30ujGCcuSL2HvOswJbndV5DqmebwJScNwaRDibZWtLDwwtdZiiSm6tI5S8sX+5DiaLHKHkr7TF+88Tno5T7G2cLV55TBdFw9bZzZS+REP/qvUvZWP2skZdmz0/EXnJ3pMx3aj/1iMI1ZsB61ih4RqA5ZP8HNXkr/U5ewG5ULQ06vxybzOOm3/TeA5zPFZxd6sq/cyfoeSNPb4v3ACA4Zp15brgjCEKBBa2rvPBs2mDmJEVGv1rNP3I3nMZQZEgOEMnNEo/wVlj/fnidI7PT2cYL3J8cTbHw71e63F+7fEO/sm39vC3/+GH+NEX51e+7qvitavQns0zfHw83Vh73gCeF9vCWH6ZYDnLCmS5afIp23TLlcZHx9PG+bX9L7PM5mESYJQEOJml6EUSeaGQ5qZQnRXK3cS+4oCOQ+y8+vuNrR1S17IL51lRUZ3Uk2wqQACeZVzFYoSaftVbTXBTxCd2ICdliA39USAgOUMsOd661Xc+wvWcNLAzWajhR17QkvuqtzUbA1vwpSKtrv2M2JP1xp5G6T9N6hDzGlQ8quk4jME1UoeeNYNvsUnWcWXD1fxJc3OiWtPLfJZULC/Py7zfw2SRVwofDCWrkbPm9zxXwIdHU3xxZiw2F5n5XtH7IatD+q4Y1VD5yVDjOA7Nz2dpuTjQHMr6gF0fhzZ2fXI8xdk8d0oDo9KqLm57fTO750UjKzTubWJuA1mh8GQ8N8o9a2M0TXMcDGNwznBrEIPz0q5gpxdilhbIlMK2V8iX3Ng3dKxVA8AQBRzbvRA7vRBprnA0Tc13mxt7z1wrJFJgmhZY5AWU1pjnBQaxdHPpKGZ1AtPYm2UF9vsxikIjL7RhWQclc3eeF3hjx9jPzbK8kWzdHiWIpMDBIMbRJEUvlu4+DQTNk5K41Y/QjWQlgfzitJwFyDmcirrQGo/2eq5RD5iGuj+LU2ugFwUorOrbzAxk3lw7YuYZKF02/fzbz5/PVSiNp+NFJfmntUAKvlS9RkrrNqXfPGvOYeSUzNuQIATNf6GEvGRtuzq5rtqD0HEk91/HnAqaGojkQx9QQxSo2G/SZkTrMtZ8dWaaoDTImpSI6yCtypLew01huxtir2+KSpeF1hpH0wXe3u9ht//q2zjlSuF0mr3WTb9C6aUNvGU4m2c4bWkMk1Xmd+6NcGcUO8Vyz5IQOtb2shMIHE/TC61pD3a72OmFeLTXxV1vjjhZy1GhuleLlfe2Ou6eWgZpbZcFqxYBklAYe2RuLZMvaSnJbRyrxzBaD4yVfTVHqdsWzdLCKAVtkFvkBaJAuHgDGBZtSbDz4oFX+DZKPy+k1Bp4RBbJCmXzYu6sAn0rYzfvtPZe/bfoN+Vo1pYPwRnWTXmlmNoGs85cb1u9149wMs1ayW/L8NnJDP/dH3yMu6MEv/HuPs7nJiYcbGw9N3hJUNd9zbMCn51OkStlm37N77vSJucFgK1OSd6l+ziwc0GfnC9aybWAKeblWq2d2RMI0T5jmpUEgTYYZxwNwXjF3tOvA5C6rlRkrLyUtaA97CoFr4m7JqcdJavzA87WzzS6DB7t9iAFwzxX699r7ee5Uu0WpB72+1FFjX9VpLlCWhT41itu8f7zhKfjBXb7G2eLVx25aqqvC6Urls1rj1EofHG23B1uFbTWbvxSHabxWH2MoXTPIQJw3SljFYwDhq/08xptleuytViUCsFqfbepMKS9Pv2s7Yr2B3Gl7qnh23uWzyvJKu3H8dfBreT5Nv0YM83Hea4cyfCNnU7lORdZL1aBSOnrCDSCM3QjgfO5afqltXxlmuU4mmT4+Mh8Hx8vUfoxxvDv/tOPsdOL8Df+tx9VRCFfB167Ve5okmKaFri7UfpdC7O0yuK9CXx1PsdkkWM8z51qQGmNjr2RAsnRjyWmaeEabm2YLHIcjhJwzjBIAnRCgV4kkRYKaaEQB9xYKJJsV1TpHMSGqAf7QulK8eT2MMZkkbv5ehSMffiLBqlHfAhuGo6iFpOELazQ7DnBWKWhlwTcFZfvbiWlLLsW7APBoezMJnNcBg6jzqN3t468RpuDOsGZzkXB0JeGEzR0a/GkcU77b1KaDD2FBSn9/GPQ87RVQ1LRzy9E0Tmkx4anq/KXRaVRUchplKwOzlhj0S6Uwn/x93+Mv/MHH0NpU8zKipIPT5YE9F0xw+bL45OKj87pb06KwjSCKk2/2u90mAToRxIfH89wNsuchL5tcevHwaVnkj0PKK03MbcGoyhKMUgCu1EJkeVGBbFjVR+HWwm+e3/LMbBGndDMq9CoNHgFN/dYbIueYKYoGwcC3z4c4S893jGzS5SxOAo4R26bxBoaB8MY33+4jV95vIP9QYxREuD2KMaX53PEUhh/em2++3e2EvRiifNFhm5oCsvDTuDi8cB+PxdWCdiGO/a7MPKSwlBwSM7QCQS+eWcIgBpacH/PC+1IGYIzjBc5drohHu128fhWyZzy46ybdWnvqdNZiuNpCiHKOMhQjVHKqnPrBQntlbZnWYE4EHhm2YjK2mAG9vNdVswgFZ7wSByEk1nqmInjeY7zeQ6ak1qy7iwRBHCqzjqrrxrvDMhO2n+YivLcbmIoroaSu40C2QdqXW44NIxNEwCXBww9pV+pPlwObmWWN6F+8WEUpX1kSl2amPRskuL+Vue1iVUn0wwaeC3tPRd5gbxQOJmlOL5Eg3eVS8QsK3AwjLHVDdGJJDRMUbQfVTevu/0IccAv9Ll2I4n37gzxcLfX+J4ngbBW89yRhAi0gV+FQBhF87L5RqMkwC892ML+4Gq/f1GLF1rDzREMfYJVy3VqaCShcdUAjMV3EgiX1wLmXk0skc8FM5hZokTC0Lq0vyfLe/odUm5LFqqhZC7fIzUiQErB8vfu5+l0Dnp/5TyTZgxjzBDYVjX+pFg9q3WZLd1FsWftPS9a1C6Uxt/6vz/E56dz/O6vPgAAZErjrf3extZzg5cG3DbH6F4k0kChTRyph21jHy8csWyrE1Ts4ALOXV4zy3KkeXtjrxdJDOMAgVx9L0SyXenn3B2W5DBklc5ZTbHc8nTKm9ZZia0D40b5cREo3SSL1iE5b5BSroNQcnzzzhDRukZay1vICo1OsPpahp3wwsX2ZSiUxuksxft3hptRQK8ItNZ4Nk7d/nmDVxeF1o2YWigNKZbMxWtBtmRW60VAe+gGSQxNBzeCP06JSCfrwpCju+mSMFZX+pECECDFuq1NMO0IvkQ8IbVfPbeTljxcX1ra16GqA4//a6Dnt5Eg6nzf3ee87+TMjF1YZAU+PppCaTSUfgxotay+KPYGEbrh+pmAZqxDiKNJCsGaSr+0UDidZfjoaAoAK0cd9SKJv/4bb+PLszn+5v/x0ytf+1Xw2jX9qED+aIm0coOLYZrl6ITCFdWU1vjibNZoxI3nuetUa62XslPJb3+aFUiLAve2Oy54bHUCnC9yvGnVHLO0QD+SmNsEn1QylFAXWqNvC5DdUOJgEBvFU65MEzGUlblpbraRBymqs9DO5xlypSvBIwklUmVUhYFV5tUDg/SCfqGrzR/A+DYvm+lXKO0sQfwCELGFqdlGhRlfkeGOY4shtHjScXxVy0U2/lRcYfXgz1BpKBJKdaNZZOqvNddcLbIvk4UTW53OQ+wWgNSE5fcqarH3JHYlZ+WMLsaqhR8/qWcoCzOcs4piCDCNubN5jnlmmi+LXJmmHzHas3K+IGOozHoEysXSNf1Sf+aaUQ1W7D1bCk+H2x2r9MswsHaKDEBU+36FkmMQB0sb5F8nDjdKvwpOZine3Ovh8W4PDAyHWx3cHsX41t2ha5Z1QlnZbPdjiU4g0U+Ciq1cIIwfeyg4YimQWJWHj61u4LzmA2mSyK1OiIc7XRxudSC4aRoyG2/e2e/je/e38GivaxjT0NjumgTo4W4XhS595He7EU5nGXZ7EQJhyBmCsaXJVhIK3N9JKsPWpTQzVv3r9mOCYOW9KKxqbVEo3BklYLVz+cUdms9Hj7kmHy9jKNn/0p2uFDGlq9dtQx4AIM0LvLGToB9Jdw8TAUQKYuM1Yys18NoUIZKXFlWLwigwmWVbcO/1pIQpiRuU7Jfvp35m6ZR+5WMB5+iEAqFt/uU0089+lK7pB2p42uNaogRnwOencwBozPRbt6r4Sr+bso4iJKHAo92uswa/CGhuy6O916cY/uEzs8F4lWJv4dmVr8L5PMeZVev1ImOr0nasp+MFlDbHLJRxj9jphojqFsAwjUTaqHZsbGsriu71I7x5q39t1VbXXvewE1zpOyc5Q6Y05BIlnxQcB8MEW1csgtWvSWnjtlEoXSnYtikCNYDdXuhyj9KaqZqnJlE5P9aPh7JkslUUzKziGlESGci+j2KWmb1sY5G/FupqbPLdK7Quc3huG3z1GL7ud96mevROfW2Cw24vxCQtcHrB2Pbx0QR/9//9BO/eHuAvPdzGyTy1e6lNIXuDlwdKm2YOMeQ1rLNPoa2VePWeGi8y3NvquBg1SEJobdQd0jbhBDNK6DgUSAvV2kyLA4FffLCF+9ur57UdbnUwiJv3DAMgV8RuwUqbYIpVZj/a/hqTH668lAshDNbEKZRxkFxnlh5Lctzb7qx8zmUxTAK8d3dw6RmnF1FudEPRqOFcBlprHE9TvLXfx/ZrSJh6XXE2z5EWCnv919fZ4mVEG5FOa93aGLsoqOnk38OmTry+kUbIlXIzni+LOsEMgBunIVv27hqwynIiGpekWTqeCfnV4G4esvtsbvfZutqcq9dKJdUW7DVwbonAbLlzG7mB1H/a9rtzZDkn5GjWZMKaWIbei7+u3R49XycJzsx1zHOFD55NALQ109ilnU58/Ou/dA//4b/w7trnCcaw1Q1wPE3BGZzlKCHNFdK8wEdHU4ySoOLU1Yb37gzxr/3iPfzeP/oK/+ePn175+i+L167pt90N8Tf/yi/h/TuDF30pLw20bh+Yug4+i/d4muLuKMHZPMOT8RxHkwWOJinCgGGaGuu4k5mZa9IG4ysfYphI3NvuYqsTgoLjwSDB9+6PsD+M0Q0lZlmOnmVen8/N7L+zWWYtjUzzjRoqSSjw7u0BupF0wbcbSmjPnqiuftAwGwF6/sk0xSIvsMiKiiLMqF9Ms1IImtdXDamCl0HVsKNrSj9mmIx1Vp4vH3cbBlb+LA4Eet4GhAox9YDuGl/uTzQsRtftL5zSr2UnwlhZBPFt3SrNQatWLNWTVatS/1gEXwEkOYNS3jWzpuWmm+nnBXc3088OnHWX36KO8RVJGqYYDvucupVAXhSYpDlypeywYQWly1mDxPCIJAe0aVT47G76e6vST5tBr34Doy1RuLeV4JPjGc5meWVYbhtb9WAQfe0S8TbcHd3spvFVxiI3LOY7owTDJMD9nQS9SOLd20NsrUgGIinwg0fb+O69UeVxaoJF0ihGekmzOLHdCZ3KT3KOUDL0E4mHe71WFi/nDDu9CLv9GIFgeO/uEO/fHYIxhq1OiDvDxCVTt0cxvv9gGw9swtWx9serkq23bvUriY9gbKkyUGsNIYyil5pbgeDohcIpzHwEovSbJ4V14M2ziwMOwc17JDa5X7g296w9Ru2W8iNPNwzw6FYPkzR3xIWAc2vfuWQcACs3BPV8mzFDsFjkBUKrGCHmniNuUPym7huqzD7fwtgHZ1V7TwAIJcO97Y67lrww6hgqjsnasRiYI8kwxtCNJL44M02/XTtHo76eLgNn5bXcoNDP4c4oQSz5hQgP47mZ6/q6zW3588/PEEoz5/BVwWSRt1pvjud5dZg9yibRw92eI4EVSrtZIM8mC0SSuzl9k0VuLIoHMXZ7Eab1eR8abkauFBw7XTNXta7C68eBUytfB91QYprmlXznMggER6HUesXEFZF4jU/AxAFSQEfeZ1K/5xe5Qj8OsN2NHFGDoXS+qOReAXcKbh/Ssw+iOKFI9UekMpC1aRnnKXcmBTNQFi/oNT4qt7tXCV9m2SdZNYbWsY7AEFxTxUNN6S9P22fL+lBK4z/7/Z/gdJbhr/3qA0wWBUaJmde4wQYvC8h6c9gJkOUlobMfSWSuyVMjFgAYeOTQJBS4t93Bs0la2dvnytjYp7laqrKNpFirZJNL7DI5YxAr1Luck1Vw6SxEReE6SOl3XWIAB2vMhW+eyxIwGJYqxZ839vrx6pm4LSVshia5tfE6xrDXv/o8++Npituj+JUiS20AZ+m/zq52g5vDNM3x2em8UUM+mWU4mq7PUXzMs6Kh1vZrfTQKaZVbh4+8MHXe+tNPZ9n6mjerEsKAkqzB+XLbT1DTjlGsNz9TVpjSyHS9EoOAicm+4wQA1wwEDIk5lKXfPa0lVGN1ZdJa4BScG7e2WiOz7bkUdZ3Sz/uZa/rZ9aXxWk9s8bwdZpzSLy/wwbMpQsmxPyhzW3qf11nfAiucWJfXC84wSkJkhSGW1u0900whVxofPpvi4W73QiTP3/7+Pby938N/+vv/GE/OL3cvXRWvXdMPAA4G8WvD5L4ulNZ4OlkYG6gLBNJCaYznOSTnuNWPnLUhFZa+cTDAL76xjV9+tINffrSN793fwuFWgqfjBQDthm2f1uyYZlmBW/0I790Z4sFOx84UYc7e85a9kUNpNvW7vdD5+T7e62Jmi+hRYBQu1ZlopmijNZwtmZFe26YQVVVRWsGZpp9tLjHjdzzLi0pTKZIcHKaYbGYgNYsEvrxbKTSK4IID80w1mOSMlYwOYnUwG9AFZxjEAW55M4dIqVE/PzFVKuxlxr0i7nobNlokqNhOT6c/fcUhPZ/WNb/wEnCyytROBl4v4hH8Qr6zQPXo3lRIotdnbfaevLw+stRzl8aqdixU3MqttSb3Pq+60m+c5q5ArlE2+ejPecXeUy9V+sUhNf3KhlyhNNJC1+w9AbDqNRxuJTidZZhlhZvpp9G+uA074Uth8XlVi7FXHaezFM8mC5cA54XC+TzH+3eGpjnEGd45GFxKNdLWmEgCiUByhJI37OgAYzNHM/QCwZCE8sIsW8YYbvXjMo5whm/eGaAfB+7nW93QFU4iybHVCVc2UJr2E7wylw+AJQeQrQdH7lkkC86wP0haPze654FSRe4XkZNQuMZWJE1zTfgz/ZTZLHBWVZ/UNwBxyLHVCTxiBNz6Y2Jx+51HS05lyLdV1DEA40WO3V5kH2MIBUdilRnMBk/BuW3IlQw+7sW4+logLVnEx92tDm71Yzeni+KsU29zbtV95YByIcpNQy+SRvEMk1cBniJxzcIirYraVyjeJKTgePtggPMWBZiPeVaggML7r+Hclj///Azv3R68Uu8rV8ZO0y/YzbMC09w07BZ54b6nnFt7tqS0sR4vcmR2fnM/krg1MC4PoeDIlAKDsSDe7UXIlMLZLHNzVeNAVO6Rbx0O8auPd5+bKioKjHXyVa3TTFFbrx0yf1WE0hBTzufWrQPlPNK6ittnNVM+n9hZsPTaJBR2xnR5v3dD6WyFfVTnTpvXK60h4DUDURbUTdOvnOOldUl282NhnRDBvXzVf64h2rFqYgpAyuXWzXRNbaCm5HVJBdT0+8IqrFfhH391jr/3J5/hVx/v4K39PuZ5gbf3+68VsWGDlw9ZoS7lLlIojTgQrsmX5gqdQGCrEyDgHN3QzKquF2rr++n72x0cbicYdU1eSi44UcCvZfW2CswjSbVBMAbGS+JBwMu9fONYtgJ83etkjF2w0Gnci17WelgtNDuss2IFTJy8yjz7s1mGXizx5mvk+PDzAsr1ey2K3A1uHrmN8/uDqEHE17qcUXfRtWCS5hjb36HSQBJy5z4DwOV4F1X6KejWBl2uVKsziA9HcPX3/3a/3ab0YyhdxShPFl6zjoiyDWhyqrDNPa0dmc0/tnNPs++Jfqxh9tyceUTaZtoKKZh73bqPj44tXC7MGj/z6yn+ddJS2I9lRSTzPEA9gEVmlH5vWAIzIVcaSXC9nJsI1euozIIzN4P9ZJpW3N8AY++ptcanJ7MLO01KwfHXf+MdFErjP/m9v7iycv0yeHUqBRtcCfOswF4vwqgTOLWUj9NZinlmGnsnU1O8HnQkHu910Y8DFFrjbJ7h4U7XzZcbWus5sop7uNvFuwcDvL0/wHYvxNPxAnNbuDmfl83GXmxeRwmvKcyySsEqkKYwnIQC790Z4hfujTBMAhTK+P53AoF+FDRu8lgK3OpHeGe/jyQUCLhwhRLhSTKHrLH0AAAgAElEQVSULq0zlTK2kf1YYrcfWQVEedxQcFNksI1IwZsMvcpMP09dWP7cFJbrRR/yjA4Eq8wWEZy3DhMPJK/YGRE4BwpPpUfXScV0YH3BlRYcvxhCr6OFDrALDoVG75DCLRKmAWq0flV7Ol+pAtSbftbf27umoigXUgBOcRp5i0zF3tO7forDwvOYIoVRbr9H5bmbFiFUAMuVsS9IbdGbbD0pwQltUUzVZvqV9p7mz1laTWqyXDWa1vUE495WqZobxNIxoNo2i91QuNk/LwrBkmt7HVEnT+RK49uHI4ySEGfzDONFjge7nYqF7U2A4uWoE7hGsI9uKHHffm8YY9jthtdKylY1EnqRxONLWmh3IoGDYZVZS+E091hydN5BEuDBbrt6VArP5k2bpjt52jNm7Pno2FEgwFG1qFPQkLKp6DDki9JCigompYLFPN+sfeY1Z7OsQnIxRAtWmasKwCM2mBdudUPHKowD4ebMcVYqts1Goqb0Q8n+q3yWnOEbt6sOB9vd0Fiq2hiTq+oMViHgNljaHlt4hXAiqwSCOdUm480NRxuoIFe3tr5JbHdD7PejBsmIkBUKkzTHtw9Hl7aZetmRK41Pjmf49uFo/ZOfAy7Kxm3DdjfAxFOnj9MMh6MEk0WB42mKo0mKbiyx3TW5ayg5kkAgKxRypdANJcaL3M0XnaY5IilQFNrlpsMkQCwFFnmBSHIcTVIcbjeZ/c+zQRIIo5ZdpnBeB24JWc9TqXF7lDhSFYMpWnPOKko/wDb9yO5faWx3Q1cYIEKDyWurn2kgeYX9TEpAE7+q80yVKgsjgC14cPOfsupsKsgUHtmtnuJWWNS1Igj9RPD2wrzfjGwD5cF11GeCXxW7fav0O1vN/NVa42/8r3+BvND43V95gONpijdv9dbO79pgg+vibJ5V4vc65MrM++xYR55pmmNvEKETSQTW9v39OwPjsGLHeUjOGzloKDm+YWsNgJ39zDg6oTR76efQxKFxGcsgOINAmUtSfaFt381YSdy63jWtVzdQdH3ehdmbxjJyax29WDb2zeswzwpopvGeJWRu8GphbB0i+ps17mvB6TzD41vGKYh6c2mukBfK5VTTtMCR5/C2zmrTEGi1IfTZ2haBFOGXsevkQEuDrtmwqoMIrpQdpnY8lGBVUnHlXFRjhJfv2s+F6gP10E6CBG3dhpzSjzePSxDuPKULG82bdvWA2pmceIRe6M7ffC6310EK9gZJDmUMrrzWE74M4uC576mNoMfMBP/pk0ljnl9WNAU1lz4H7Lq8ZjkQjLm69dE0M3sQbz+UK42TqRkx8WjFPL867owS/Dv/xGP82aen+B//+NOrvo0LY7PqveZY5Ao73QjDJGiw6PLCBLnxIsfpLMOdUYzv3BvhvTtD3B4lSEJTREkCgb3+chWPFBx3thIcDGPsdEIobazmTqYpplmBk1mGWAp0a4WPTiCQ1AY2k+IhksLNj4oDgYBzM88qEBh22q3q3rs7xJ1RYjYLkjl2nvACeGEVHgHNOLLzBJJAoBPKSiLIOUNsC+1SlHOa6u9dqXKeTH3TL4UJWvWiD2flXCl/oTBNu+ZtScqS+maBGl4lY4M2Qk3mxkowX85dfl5U8DafR+0lrMqq9ofcUpHasVd0tVDsK37o98S8hc5X3zEAmQ2u/ufr7D05zfRjdrHXTXvPoGz6+az+0pK0RNn0U9C6ZJ/Sn2UD0lyLgnZ/Z6xskpJyh5qENAcnzWv2nmjicNtv+gXIiuVzDhhj2B9EmFzR6uQmsGpT/DqhUBqfn80bdqqDWOKt/Z6ZP6o1tjs3r3ocxBKh5Njrx62Wl5wzp5gGgDf3+89NAcTYcqvOZQgEb1x31dYNzk4ZMI21VQqcTiDdvNeAG2umUApEUmCrE9o5MUAszc9ErRAjamxsaspFgmOeKadyBEpyAMVVM+/OxB26BoKJRbZpp83sEG3Vy3EoXGztxxJCsEYSRqpvWhVMLGMu0aeE/TK9CmJD0uzUitKvpBi65xKIrDLqhO73zb3rWgVaO+rW1jeNR3s95Eo1yBuFMp/9+3cGFYvk1wUUg759OPzaz306y/BkvFg6w5nw1fncMXt97A9iDBKJZ5MFno4X2OpEuL/dhWYa+4MY8yxHP5K4PYyx1zMxbbsbYrLIITnDdi/AeJFZAppEXihs98x31ClSOcODnQ5ujxK8sdOF4FiZxz4PkMrvqs0gmhe1zLbuJtCLJLZ7oWNGS0t2q6tbhBfv4lCgEwqnXNYom2i6RuDyrdSJYEZqQuNwUBZLaB1wxDOg/BnM71RwBgVtXSbstXkEs3qRgxqnhNJymLXm1OtymWUK71ypCintqiAb5XXzSv/44xP83j/6Er/5/gGGSYBBIh1xZIMNvg7U5yG1xXrAuKZEAUc/km5O6XY3QiQ5upGE4AzbvQh7/cjNUO/F6+8lzo2Fedfu3Z9HqsHZ6phAxVg6t59fNZ6L5aSBy4ABF7D3NH/W3TVeJtQ/BSr6X6QhF0mBfiwvPLomLxTGixzfuvv6EcB+XkC1mf5rmM8/Tyit8fnZDHlhG3YXaKqRC83BIHYjMrLC2Og/tRbLlA9GwjgxFErjw6PJ0uNT/pcro0BObEPHf4IUTRL8MtDM53oNr3SvWX4gIrhqmLjz1fkcs7SwJI+2uYJV8gepud1MP7V8Ty6YJcPZXNTky9UYR5dqiLLlCqFtfsyZ2XvXxRnuHNwozi9CfHE1W0eaa9aLaX2pvyf65zCRa9egmwDVbolM7yPNlRvXcFWQuGXdp8Y5w7Z1GDiapGBg7rub2c7vpyczAMCjvYs3/QDg19+9hV97cxf/zT/4ED/+anyp114Wm6bfc8Y0zXHeMr/kssgKhWeTRYXRfjxNV6p7CqWhtUbX2iOltjh5PE0xs+yMBzs9BMLYYz7c7VU8epNA4P27A3zvja0Ls6J6cYDbwxiH2wnO0xx3hwkmiwx3t5IG840UfT5CYTYGfjCJJEcUmGscdQJnf7MMgTDWF1SglZ5UmtjCoTSLVFYodEJTXO5GojGzr2s3KctUVmQPdDrLcD7PGs8xxXHeYvvJbIGD2WKJLcIyMz+wjlBwx/Con194jTnBjNTZHyi+LpgJzvDWfg+3rQqHrN7odfSeykZiySbxF6+AlwN1iT1R/Syqn4t/fgCV2TDEKKeFkIqL/u+H1t9Siegdv3Y+p/QrVIX5yFl1fqBS2jFY88LcP+TdTDZ3i1w5VSi9Mra/X//66jP9yE620LrCoveENQ57vcgxbQaxRF7olRZhO92oYpPwdWPVnLqrolAaR9MFzuYZpmmOJ+O5a7g+byxLFo+nKd7Y7mCS5vjqfIbjSYpeZAoOnVCiFxr2aXfNIPqr4P5O97nZ0L0o0O1S2E2A0uzCM5H6iUSWayhdkgHiwCiCRp0Qt20B1BAmqg1+as5Twqet9WUccARCYJ4XlaKTYKxiQXxrELumYjPAMjtfz9hzTlJjW1gojUSaOYj9KEAkubOGqryao1GMNklp+ZgUDMNLzLUwmxOa6cc8ZXjJUNS2HSk8EgoRdf5/9t40Rrouvw/6nXPuXnv1vjz78+7bLO+Mx8GSLWsCweAQg2VbAYSEpUgogAAhJYolhBKUBJPwBYgUI/IhX0BAkLCIrViYWCQRAUfBdsx4xp7Fycy7Pltvtd3lHD6c5Z67VHdVd3U/3f3c3+idp7uWe29VV53l//8tWt0P6HyvxYpWHqOXqvQD5Nj+aKNdyBMWQo4dr291sN65nflW4zhDpF77VSPlHA/XWxjHKZ6eTGttSQ4niSGb6YIAoC3YHXzxzgBfvDPAl+4N8MF+D6HH8HC9jcebbbQDB93AwVrbN4rpQeRhFGd4sN5GP5SWu6HH4LsUnsPQDRzsDyIM2/n3Yrsf4o2tDjY6Pt7e6VYsKy8bvsPwxnbn3DZiVLlLXJa9p8a9YYRpmpqii8dYPcFNCIxjafekM0ZsNrLO27PHNMb0Wpcay2NNuBBqgarVeHLdadt7qvUxJUr9nI9dNtmt7I5RebsLTUT5MyX1Kk+XnmHvOedPwXm+DrwI9P7mYHz6vvEv/+o34TsMP/3lfUySDG/csrzSBtcXegyfpbKm8PRE1iZmSVZr9ZZxgciV1vOSzEvQ8SXZdsdyf+gFLmaptP9cxBKZEQLfZYh8Bs+Z32y7CAgh8M5Yw+isUUBaU9a59ehjEXLxjONFG2MguFENLkluXXyPs9UNFsr140LgxSTGW9udWsJkg5uBxt5zOQgh8OR4imcnM3R8F9OE4+lothBBPMmErIkqEhjn0vXt9a02Or6Dtban6mccoc9MFFTo1Nu5axDIfWjoMngOKzTsCOSauU5lNw+hW8z003XVbuiYSJ550Oulg0mMQcszz9XktSJEYW9MiBz3c7KZmEuypkw/R8VoiGLuNS0pC2mhNpHnxhKak+dqm36ocbaomWv0fp/RamNPP96OWTH3WY/thm6lXn4ZsOevstIvE8KIK84L1fZcaI+mSaMvRjEEhPmcZ1wKTb775AS+QwtrmoWugRD86R97hH7k4q/82reWsk5fFk3T7xKRcRn46LkUz0azhfxax3FaKWxnXOBgHOO1zTZCj2I0SzGOU7iU4lA1FLkQeHoyxYEqfB1MYjw9mSnfZIbAY7KIPpphfxCCEuDeWgu7/QB7gxD311qVDSMhBFu9cCm1SMt38O5eDx3fxXrk4+5ahN1+VNuoC1xWKY5rxV75OnqhB4dR9CMP/ej0YqdWoeTS5TwTJOMCrkNMs45D2kExSnBn0KrYSrQ8mcnisHoPff2W6ceUB0FKZLGqPKDopp9Diwq+05R+IDX2nuq5uXKjaPUphDhzMFtr+3hzu1uyStJDISylH7Gs5uR/XA12gLIgFbnKT8ruRSEvsA76LdP2s4SQXEGgvjJpxpUVan4M/bMOTtcbKl04sierSE0c5YYbpUX/cC4ExjM54KZcIE65uS49EMvA+Dz0nSC3HbXZ8brpNzVNP2EUi3ZxqK6AzijBngoZ74YuEs4rSlkbncAxFgIvA6u2H+NC4NlohjuDCJxLBvHjjTYOz2C/rwIH47hgV6FxPE3QCR083mxjox3gwXoboyQtbCJ3+yGGba+xjlkQemGbcklOYWTxAnfHdwyRxeRoOqzCbA5UDqw9/OgiNZCrRLRSw3NlcHTLWkw6TjF3tBe6cJi9ULS/d8pCk8lMu5bnmKaf71KEHsOg5SplIjXKOfOeoGgBpdV9ekFPKcFG20M3XHyxqxmGGdfWevJ2rZBkLCd62KoZo/QLXdNYtTc9Z8FxaC2JZdXYVc4Eeqx9NoqxPwixP7i9ypdxnOHN7c6lFDptBZ+025zh6WiGZ6OZmWP2hxH+ucfreH2ri+eKgPbR4RhJxvHkeIrApXi82YYQ8hgHk9gw+XX2WS9y0Qtd8z16sC6JDffWWpXiXy908eV7fewNQgSeg7YvG9G+Q5Vbg4O7a1GFBS4zOBm2ltyIrQoXIWowRTibV0ReFbqBCwIKqEaa79CKulC7SqScG+WsTabTThhciMKY5lACwbUSkBjrPqbHZJGT1LKSRRLXLGc1BmrlI5AzoIGqEqfwlaghT8hrJ4Vz5dd7tm1e3Sor5Xwl9p6BK11RDmrWIBq/8a3P8X9/7zn+tS/vAwR4tNE6d25kgwbLIMlkHt9Wx8dENflCT+6hH222atV+HAKe2ndtdQPs9UNQ1biy1anSqks6EizU9KNyrIo8JjOaL2EubHkMu2esI7RjDyDXVPOITpQoUtUFx/PQO1tlod0trnPTT+/ZNVJ+Orm1jF7kFlyB5uHFOMbdYQvbjRL6RuNkmoLgeqtXrxLTJDtV+DFLOTqhi81ugP1BiEmawnPoQuRp213KZRTa0LMbunhju43tbmiadh3fxSzh5jnzHECE+i/lUmzhsuL6S+D0WBF9Xc9GM8Qph+eojGdrRZZx2VAcRN6pTT8Bi6Qv5DifqTxqbVMPyHrfi3GsrOat+qO13gUkqdZl9WM7U4RjbVMvRLGWa7/i3LWsSIQjeu6ArgUUz5PXkosKR9uNLb92qRrUpVBSuE/VRUxzsdj007/b+7bLhP1dv7dWVdCVYwiWhV1bOQtt30XLY0rpl8dQpVx+Ar/7dIQH661z7ck7gYv/8Ouv4+ODCf7ir/xexU1sVWgqkyvE89HMDMLjOMWz0QyPN9v4YL+Pu8MIz0YzjGYpno5kQDsXAp8cTgqL5EmS4WhWw1jf7mBvEOF1FdY+jjO8udNB5DFMYpmDsj+IkAlhbCu3ur5iU0j1g+8yvLXTxcONNj58MMTjzTYcRnF/rWVUEasAo7Lp9tZuBy3fwfuKxV1GP/IW7ohvdLylFq8tzynl88lBV9t72l9KvXje7gWVTcN6x0c7cOEyWhsurZnNDiPoh55pNGqEXjXHCshVJ4xKybie+nQmXxkmJ6Dm/JoNDii2tS6E0OVt4OS1AVA+1ITAUhHmTUFtjSRQlIpzLkxwLdEscMxv+AGyYAtIloR+b+I0n7R+6f/8Lv633/kETomBXc30k7frsPS6TD+CYoOKkTynBpATt1bmpZwXciv0AmKW8spiRU88dvFJe01PrKZfXMoDBOZPNnd00y9wwYU41TrKYRSDyDPnusk4mMhMp4cbLTzcaOPBRgvb3QB311rohi7GcWosE5eFDNodz32uVmKW/ySJskJ+V2VBvLffw4P1FrY6fiG7b7Pr47XNq1fe3GRo68zIY6AMC7PH5HwgLG9+bQla/J44jMJjzIwXnx1PkKrmA6BYdkqFGzjSRjrjKKiCGJENvLL6zs6eym/PyRHSejTP0/Mdhm7gmkaxz1hlztFjq23jocdcQggCh+HhRnupBTe1rqGgLFdzikN0o69IrGgZe898gU8IzpaPK/iMnllEXwUYJXhjq4PjWYKDcYz1jofHG+dXWN0EJBnH26UMx4vicJLg2Ylcxz45kXY3LiP48P4Qf+TRGra6AT47nqIbuob4sjcIsd318enRFNvq/o2Ojw/vD9GPPLR9Se4iRG6gF2Hy31trVZp32toYkISabihtMwkhWG97CLzbt52hhCgy2eW+NkoJQpciyTioavrNy6+WRTf5N9QWR1p1Z69r7ecRKv/VVkyM5U032byTj5VZL8U8FkqkWtC20dNfa/226LFRH8OGvVIT8obCtZWxiL1n3biSCbGyAvta28fBnJxSIQT+8q9+E4PIxT//9ibanoO9QX32bYMG54FdFD6aJMiUymOaZJgl3ORKS8twge1ugA/vD7HdCxG6DJ8dT00xWpOl9Jpn0PLwYE7mjfz+EOvn00EIwb21FkKXwXVooZC6KhBCziRuuLpCCihXoPrrIGZtd7Fr2u4FC1mWu4xeah7sRSHX0PnvScmJ5yy0Pce4cMzDwSTGsOUtlbPU4HrieJai7TuX8j2/DhjNZN34aEF3uFGcGOFHHaZJhs22j3f3euhHLuJUf7/Orp3EGUfHl2OMEQRAjimDlqx7hC5DxqX1vkDunDavqahJpdM0QyeQDkmidP9ZpN9ZyuExioOJzDBmtGjFKa2kZUPxrGxA8zkicr7RLhV2M2+WZpilmRFAaPc0/V7oU3AuTMSRJthqwYMk3aopguR2+OZ1Wy/ZNPeIJpjJNbGxo6f1QgE95yzSwNJkC8co/YrNTJcRCFQFKDZJ46oU03odMIy8ajwMLi44MPWVBYoaDiMYtDw8G8WmeQ3I5p8QAt9TTb/z4v39Pv69H3+M3/7BAf7M3/odPDk+Pdf7PLi+q4EbhnGcIlLKg2maIfIdfLDfw/4ggssoHm608cZ2B1wIBI7MIjqeptjrhxAQOJmmmKXSrsmlUlVwMInxYpzgziAybLhO4OKrD4b48P4Ag5aH17c6OJwmaCmbp7bv4PPjKXb6AV7b6hhvWZdRfLDfq23uXVZhTCvy5h3fc+jCm+TdfrQUA+zxZrtwbM9Vdp6coxd6BZn2aYy5buCaRYZXI1kghIBzjsBhuLcWVZi+kedgWGN9SIgKUqWksGGgtL7AIy1Gq0HlekLRN9tWn9qOadn8AGImqPw4QHHi19OetGrKrS25ECa4Vp/VZrX8B19/jD/9Y48L53t9qw1KZEaJfg3aI1lA4B9855lptFFryLKbjZodY99HST7h2xsJm0lU9gPnQhjrg4wLk3MD5E2/OOVwtN2qei9CRyv98mvQnwVtCypErmasslOqf6PHm22ELjNWFmcxOzXz9iZjmmTwGMXXHq7hwbpsnu31Q7ypitu7vRDPTmK0fFarxjsLccZhe3GXcTCJcWcYAZAbyWejGT4/nuJwEuP+eqswphBC8PZuD0NLeaxtPhssDr3A1naXiyrL7e+QHjPX2lUluMOIsfj0GcPjjQ46KkcGKKrgArVZYJQUvm+S0FAkEpQZcBq5Bz9BJjh8j6EfyWa171LcW2uZOcFzq0tNuQjN1ejE/g+S3bx2hsV1GZRAkYG4sh4l5nXpXAR97baqyDT9LCvRvBl59rziOvRKLEAAWUzc7gYIXIY3XxGru1U2/SZxhsCh+PDBEH/k8Tre2u7i2WiGu8MILV/mLL+53cEbWx3slYhM+jP92mYHg8jDPWvjszeI8Gijje1ugGej2UoUSZ5D8fZOz3wGX9vuXLl151WAEq2KvPxztUMHsukPPNpsV95PTc6gRFrt59dIc6WfWtfaQ4MmrFEq3R84zy3hNVFMjylcoJIBqokJjFi5rFqVbBHcdPWlTDIjRDbKDieJyVvNr63awHNZdZ1tgxJSrFRb51mVwn+97eNwjr3n//pbH+Gbnx7jT371HjIOvLFzOWrfBq8mkozjk6MJMi7XCwnnOJzESFQm2izLlPJfZnpmSrXhORQuo/jKgyHur7XMPupwIi3x7XXdvLWD71CV07f4OnrYkk46ocsuXRE9D7bSr87xx4a2brsKOJTUkpWvE+yr40IslRVOKcFaZz7ZdRyncBl9ZdaDtx0n0/RWW3tO0wx3htGp6r0itL26wCzNCvUqQBKRuqpREroMgcOw1qruHZOM42RafC4XwhBo9Rqs3KwKlVqvH7mG4N/2nVPVt7q+HXoOAocWHaqIVsvNf8WcC6x3PHzlwRAbnQCMFolemrzrMFog9JehG5CmDqxyC6m6BtPME7m7Q1npJ5ei+bpTz3HH0xTPRzMlushfo35dQohivRLWklLZedp1W9va3tQFSq9Hr7F1U/EsUErgONWmHyG6mSlQLjlq8jFwdU2/UJE5760ViW1CdVFX4a5hR6ecBk+JK56PZO1Rk01SLvDkZIZxnF04buOPvr2N//Qn38HnxzP8x//zb+M7T/KMv+8+uXjeX9P0OwdmaYbPj6dIMo6nJzM8PZEKvscbbXzt4Rq+9nAN7+31Klky+4MIX30wxF4/wMksRZJluLMW4Yt3BmAMeDaaYbcfYn8Q4dl4Bo9R/PCjNby2VWSsR55jWND9yMOdYYjXtjqglODOIML+IMLjDdn02uzm1/Aqhd+WF3gey/PmIo+BUpgCwCJMAUpQKHRoMCpDyX2XYacfLlx40mxlSrQsWx+vXpnHmLRCqbNg1ZmD+nr0Y7S6Y9n9hbTlVMdHvoGxrZAIkROTEDDKRE/be6rr0ufXrxcAfubLd/FDD4aF83lMNqx1049SIEnzRpmGy+qVfjL4V5jXnbPA7e+M/LuU7QO07F5DCGCsFk4pFwXvcx0YPkszaYsHPcEKBOr4Tqmh6DJiMge4EIjVMYLK56Q6Tf/L7+/ir/3rX5KvG2d/Truht9hsf03xYhRjHKd4Y7tT2PhpmxoAGLY93F9v4f39PkI3Z5SNZumZ9slpxjFLONqBU7GfGMcpXoxiBC7DvWGE0KV4Poqx1w/x+lYHDqPGz9tG4LLGyvOC2Oj4iNNMZQfQhcOhpfd/sfjbCVzTqNLQdoKEELx3p4f76y186d7AjNUmzFtZ//qOVHUXmn5M23tWr6MyvIrcd59zqXbb6QVKXUjzwjWglErFp1OlaDEkRIvhd17oYrxW+unza4s9Zm287AZD21L62de36JRSVtVfNl7b6uCDO/2lLMlvKu6tRcYCehWYphl2+oH5m2/3Ary31zPqOkB+Fu+utbDVK65tW76DL90byKy+u/2CCmG3H2Kt7ePOMDKuF6vAVYTIv2xoJ4irUMt2fNfkidaR8RglmCQZuqFT2I8wqtQ8TOX3cVEZ0zyHGSVgJvJx1FXjqny8VP3p+ZTbtvAktwfN7YeJyQksM5LtIYcAiFOBo0lSsSuqK84zaz1eB32tFYizVYKLYrPj48UkqRT/4pTjF//Ot7DfD/Hle308XK8qYhs0uAhmKcda5ONkluJ4lmKnFyDOeIG82m958BxqCr32GphRgo12njEuhHTMWQSEENxfk+v7Zcf3nV740uYEz8nJW16NStqGsTW+ouu6irnjvCi/DwTLz+sb7cDszW0kGcc0yfDeXu+VWCu8CjiZJejc4qYfgVRE11UyynZ/2mZ5veVhHGc4maWY1nwPtEWnwyjWOz7W237l+CfTFJO0aieo3aW0+4JUh+Vf2sCRedqBy9ALpZKwbj1yOIkxTTIIyEYhgSSOOYyiH8qmvRYo+IydWscSgHHMASQRt6D041xGetjKgznQbmhM1Qg0AU2uJ1UzTwhQXV8llhUk0XthRVhTLnKAsvBUz2VUZ+jljTztjKFBiZ0NmCv99GO1OlzXFepeFqNEWXJW7617vCbpAajUVaXSr57E1o9cuIxU8vUuC6Erv+/3Swq6JJPRKRcl0GhC9SKkEJdR9EMXz8cxGCFGCJKkHJ8cSAfHVexvv3h3gP/8X30flBD82f/ld/CP/vA5AODXv/n5hY99e0fPS8TxNMV6x8fnR1O8u9vDesfHeFbdDNfBYRRrbR/feXKCnX6Iji+f86W7Azw9maEfefAdirW2t3AB9M3tnO291QsqBZkG8suaZnJAD12GOJPqvAP4UrAAACAASURBVEX+ZoAsatUtnqkaZIMlF5XaFkmH5OprcGj9Il0r/ergUCu/zpqU65SBi16bplJL9rIuEJtT5EVty8rJWDeZx8kijmR+q2MwUpnPOQTe3u3il3/rY5xMUzgsV/rZiiyHFW1RGM3fM818yQvlRfZK6DLDtLGzajR73VyLrfTLhGkAAsAsyZV+ho0kCAgRhm1S/hu5jJrFmhBSaQYUG8hkDjPHZVQu0NQC4qymX+gxhJ70U79pRe/noxk2On6twsBG4DK8vSvHu51egH/6bIxpKpc5B5O4wmI7maWyoUQpRor1OYhcHE9T2IKwcZzi3loLm90ADqPohi6ejWNsdgJ0Q6nWvY1KkuuA7V6Ijw+mcCiB7y5u0cQoQeQxHE3SU5UwocuwP5TNEd3QKKh9SW69ob9jvmKt5+eCKlZbjDjrHGVDuVzpJ+A6FL3QQydwKsUgX2UFlqFJIYZkAcXQOuf6Vvv8a6WOUcgohjqzbFZsFbxuoNqsPtte7yxIxuTVjUU3bdy7CAKHnWt+L2OWZjiaJqCEGFYwID8z+0tsYFzz3akfJyPPaVTQS4ISzeC9/HNpl5F5nymHUkySDIOSklrn9NnMZ1rik3pK8ZtQAp5ws8Z1GAGHdqOQI5D+CguRf6YItLUnASXC2B45ymadlgbjcuFDNiVVgaP0msqvdl6utobN7q6+R6up5q93PBx8J8Y05WhbY9rf/L/+EB8fTPFn/oU30Amcpb6fDV5tHE0SmZt8ymc0zThmaYadXoAfvJiAEoK7wxbSTGB/ECHJBEKXmjHeYxSTNKvkf7YD6Y6TZhyMkaUsG++c8zNdR8q7KviWtSgl5NS6jZ1Letm4N2zdsIYXWdqura4JlHGBF+MYH+z3KiTABjcXx9P0VpJcjqaJWefV2ZdOk0zucy1C1izhWOt4WG/7+O3vH1T2ZImqcdrr8de3OsZhza4TCQiEjoNpkhUd0rTLlyKN+oo8qxF4DG3VVNzqBDgcy6asfSkZF6o5Im9t+QzH0/y6tro+vvnpMZJMYKcXGEGGxvPRDC6j5u/OhSissypKP0Xepdb+OeNCZS4X5yFds3QZM9acRWJZntUnrP2/jk3S9vT6urQ1qRB5o1Tvp7W4QK907SgoQlS0jKoFUF2DVUpOrQ43sR81nT9qCT4WgSYUyvPbDUioTENRe7xhy8M/+oWvX5lyWo/vZdvMJOPoRhcf27V4Y5FX4zKKXuTixSgGJbkQZJyk+PxIWnHurSgq7f56C3/lp9/HX/jb38Bf+NvfwM//yEP8xrcu3vS7SauBa4FxnKLlM7yz08VX7g+x0w/NB2HRjnPLd/Dl+0O8ud3Nmz2MYrsXInAZCCHoBO61DmC+afAdinGSoRc6oFROnF97tIa3d3sLPT9wWSG7S0MXUJeVGGsGsy40M7NhQO2mjNH5i2Ftn6SvJ7f3zG9bBuUmlO37TBQtgqj/Mp4zs/PXoCYS63INowRAtUQOvLfXgwDwOx8dSPVkmvtp248rTk55cxOl+3QDUL+XoeeYTK0iS50UWEJc5I2+bK7SjxfY6A7NN8FlprfnUGPvKZV+8md7E3yWbiZVtoOLTLJb3aBi8XDdkWQcrkPx+tZyFm2DlodpmsGhBF+6N0AncHAwjvF8NMPxNFF2FQK9SD5ure1jlnJ0wzz8/dlohhejGP3Iw0NljwzIJkfLk9aqhJBm43iJaPsO9vqSpR06bCll2Ht7fXzhbv/UZgIh5NT8Ex2uDchFHSPEZBloOJSabJr8uPOOmHvwA3J8Dz2G9bZfGcPtYpF9XKIah3ptPy9HalFQYiv98g2HZLjJTD89LNvX01Gf+4HF8l/mOlyHVgqCDa4XxnGGlu+AEpmF3OD6QNvWXYVaw3eZKZbUwWEyT9R2DwHyNZQuZksLqOJzNaubgBgFH6CKC1yue41qm+aP06+bkNzeU7OrCXL1n1wb5atLe4gihCCDgMvy5qTGRsevrN17oYvtU4iT89bTAljZ32m97eN4muLEyus5nib4r/6Pb+Ot7Q7e2G7jjZ1uY+vZYGFMkgzH1udpEmcF9cg4TvHZ8QwZF9jqBmj5Dt7Z7SL0JNGuF7l4sBbhrsXwb/kMglfJNowSbHV9PDmZYRh5V2Zn+bKw1Q0NYcZj9NQm5zw3n8tAXc3iOoHU7H6XbfoFLkPLyhETQuD5OMZrm+2K21aDm42TWXolSr8042fmwa0K4zgFI8DBJEE3cE1MjoasQ6XYG0iHOI1ZlqEXOOipfO2Wx+A71LgDTOIMa+0iQUsTADq+U8nd2+r5eDaK8UTNAbboRJPjy2slj1HpMAU51vRbrnJSI+Y6TmYJ+pGroiVk7csel7qhqwjxGXb6YcFyE5ANtjSziPnq2jQcSguOYATSQtReG53M0kpGslyvydflUtnMlPl5RdtPAaHc2Mr1RVIgyOo1qrxmYSI1GKUgtBhzpCOQ7OPJOK+ZbCYaNbjMitMP1Srxuvw5XftddKq1o1TK62WdVVi2y9avthd5V9Z8f7zZxr//44/xI4/XC7fbmZMXgRSIYKGun8sI+qGLlAuMkwxxxiGEwJPjGZ6czNDxnQJx9qJYa/v4Sz/1Pj68N8R/+/e+i6PpxWu7L7XpRwj5Y4SQbxFCvk0I+bM19/9HhJBvEEJ+hxDy64SQe1dxXbM0q4TBPxvN8Gw0wyzN8NZOV8qSo2pW26JYJIS5weoQuAweI1hvr3YRSAkBZYuFjtswRV1C8GC9bewMpdKvOvq4lGKjW89kdFiu9KOEGLaJUcAtucEgKNqCmoZiSeWiWS56IjOZf1YDU4jiZEdIVeknADzelGHsv/X9A1BCjCJuYjXdjqZpSYaO0nnzSYkQfV75mNBlSDNR2YzpiVmDC1kEBWSBvFbpl+VKP70Q0rkJLq0uinTeABf562n5tn3l6YX0JOMLN50GLe9UP/XriKNpgodrraVtMtu+g91+iHf3eghchnf3pOp6fxDBU9kgX7gzwJvbHby318OdQYjAoUa1dDJN0Q1dMFZlF0eePHZTVLsaPNpsw2WSgbhMLotupl3k76SVfiCyeOVanxENhxXHuiLkWMCFKCifoRaTuun15na3klfiOQxeKXNFMw01cQHILSiWzWfV0GzIlPOCPSdTGxdj34JiUfv9/R5+7it38FXLklkzHBfBMPIqTYIG1wPjOMXRNAEXAg/X203uzTXFm9tX09zxHVmsnrcWcSjBnWFYWetSqnL5aE5ALh9D2vxKgkFmNfNcRo1NEmAVToioqPMYJabowRW/WrtZ6NO9GMc4maWVtSqEgOcwZCW7+0HLq6w7tNXTPJw29q1M6acyWz89nJrb/trf/Q4OJwl++sN9PNhoN3vIBgsjzTgClxacU0ZxitEsNbWOSSIVfowQtH0HH94bmLlbf5+Hbb+QyRp5Dpw5hNS9QQQCUik830bYlp69yMXOKWx/ubZr5lkAQM41Q5pxeM5yahWNzU5gGtjPxzG2u/65FaMNri+Op6khIq4anx9PDbH7+TjGYalJNE0yfHI4WehYB5MYT05mJkYk4wJPjqeYWtmT41iOvZM4w1u7Pay3PQzVeoSq2tLT0RSH0xgEBPfXW9IFy7L8jpRy++4wxFY3QDdwTe0s4UVLZhs7vQDjJEWcckNm3e2HeGunA9+lOJ4mBeW0XneVVcO90DV2hi3fMUKW1zc7eDGJ1Z5TYL3ty3Ufk1mta1btPPJkNMC7e71alSOjcr1nUKqXaYUeIIlRApJsaj9GCIE67ilVhDXjIiYIKIpKP3kOFPL01GUUhA3Cep9g1T4Zk006re7T+2x7DtCHldeSiyykRWgeuZELHKq1AO0KUluhqFmz6jqD/tk8FrJmUVZU2td6lWCU4GsP1ypr8mXzX+eBoL6JWgct8AKAw3GCOOWYJBlmCcenR1PsrkjlZyP0GP7cT7yFP/GFPby3t5hI6TS8NFovIYQB+G8A/FEAPwDwm4SQXxZCfMN62P8L4EMhxJgQ8u8A+EUAP3tZ15RxgYNJDIcSjGYphi3paz9NMgxaHl7bbEt7yBV80BpcLTa7waUUHymRjZ5lGxaE5r7N9iK3YNVpn4cS7PTqBxSP5YWafuiagjWjRYu4Za4NyNVyub1nXoCxC9L6crVUPq95E0hOSzVvr3A+yOL3O7td1fRDzlYqLJKywmvJ7T3z69I/EC2LJ/IaQo8h5RwDr1goYapgpSGEME2/jOc/AzB+6UnKVYYDMY0Cz7KrsuE5FDP1GoQQOFRM27V2vqDSRal5SDOByFvs89X2HTBCzsy3uw7QjMx24GDjHN9NQgjesZS6vsPw1o60/kwzXshvDFyGWZpho+Oj5TsQQv4937/Tk42e0t+tF7noho3q5aqxNwiv3KLRoQRTaKUfgee4lY2lZr4V1MQkH+EcorOs7IV0kYRRN64PIhdAcUzSRXOiFC16k7NMM7QMSgg4YDZ4OTFDFlmYsTkpThgOo/gX393GhjVeLaMcb/Iury/03EqI/Bw2f6vriatqxLqM4o3tztz71zt+bTYXIzqnj5oGXPmSA0W6ooSA83wsVD0/M6ZwXeAQJXtPi5Ws181cKHtOojftwpDV7NMTYrGgcfGiRd2fQzPjV/W30k2/T46m+AJk8+9v/IPv4Sv3B3h3t4c7g6agfduRZBxH06RiWb8IMi7w+fEU290AhMjsmX7k4XiaIMm4zO1re2CUKEs2qbZ4uNHCiyXmgrbvSHVwzee+7Tt4sBGtlPl+G3CVmX43CUkmzm3/3W95+N6zEU6mKdq+g9e3OrdeXfqqgQuB0SxFe8VKv+NpApdRRB7D8TRB7HD0QregqgNkk07HMZT3cvK+3KUm4wL3hiG+/2KCtZaPWSpryLOU4/lohkHk4WAcI/FdOIygGzh4a6ebu8M4DCezFBttH69vdTGOU0Segze3O/gnHx2hH7pwKDXOHHeGEYQAPjmc4NlJjMiTa6B5ZPFh28cX9vv4xidHmKUcm90Agctwb62FWcrx+58e463dPDaKEQKHVLOe5b40/13fv9UL8IODick80zUXhxAMWh4GpTg4WbN01TGL99WVsuy3n1gLvjjj+MKdPtq+YxqA+hh17TCt1POc3KWCUlJonhEQ5fTDVWNQXwMxmbaAXK9GnmNuIOo2plWEqvGoD2G/BkoIPMbkmle7W+jjAsYu/zT3trbvwHNoQSgh35/q+wfIZqRUpjnY6hT39w6jJuuwfKyrJqxIq9H6+5Z12KsDUfuJRV4Xo1LpB0hl7izhOBwnAAE+Ppjg/b3+ha9n3nl//kceAAB+8r/++xc61svc5X8VwLeFEN8VQsQA/gcA/4r9ACHE3xVCjNWv/xDA/mVdTMYFno9neLTRxlceDBF5Dp6NpnAZwfv7Pby900XLd5qGX4MCNCu43Ow5C5plUR68e5G79KLGY/kmQhdwATl5UCxnxyavrWjAaRexdcOPKraireJjqvAdqoUIpcRS+slj6efbEJDWUu/t9fDJ4RT/5f/++/j1b36OkWq4F6+NVH5mVmEoV8YUG5Why5BygcgrK/3K9p6SAQvIQGC76WhCWzMOT7GxCFH5X47FXLfgOTLzQh9bs8fWS3Z5p7XoUs4Xtl1jlGC94xeu+7piFGdYa3n44p3BypUMMiuzbKXI8M5eD75DEbgUb2x10FILpbrvSLNpvHoE7nL2nqsApbLgYFv/lv/2hOQkivLtUGPgySzF58fTgs2xQ+mpzTrd3CtcD5FB2gQoDJZMFbjPA6LG5izLs7f0ubRtnlAe/qQ0/stAb2vcpdVrbnCzoLMrNDu4afg1AObnMQJKBV3zOTFKP5K7FpTXtb7D4DJiiGGaqCUVQiQnmpF8DVXMh84JBA6jeLTRRuAwMMXQtpnZ7VKhSxdtcnLYxcYuQ/YoWXAFK8z83ejI9aHOCfmrv/YtpFzgp764hzeV00yD243DSWzcRACZyVd2ICojyTiOpwlmqcxm0oXrOOUYRC4erLVwMIkxTTLcX2/h7jDCLM0wmqXohA46gVuw7zwLvstOtfl6vNlpclxL2OmFKylW3gbY00TKecEBZxlohVAmON7d6zXj4y3EJM4gUJ/huCy0Wm6qLPqenMxwb9jCVjcAowSvbXUMeXqaZDiZyQZSL3TldQiBz46mihguFXMHkxgAlB0jwXYvNBupWcqx3vbx4b0BfDUu9yIPR9ME620fhBBEnmOaZr5q3gwiD56Tu8ptdAI8WI/wydFE5d/l+1VKZQxJKoRpQp7mQDZs+/jKgyHur7WwaZE611oeWj4rrKNkXtxy1ru9UGYEusruOOMczgLjnm6maZRrhgTFZlSxAQgzH5UtOu2DaMtMXYPNCVvCcjEzj0bkMThUNsOkUECTyeRhp0mGTiD7A/mYJt2BtJ2zbgDq6yxHFbkOgecQ425hr6H12743iEwkSHkLrlWUpHSfXX8tv8+hz/A3/+2v4sv3ik4+5QzDwpt/xZDvXf26ZxV5tZIIuBgRh1FiMs0PxwnijOOz4yl4JvD0JMbuYPVKv1XjZa7G9gB83/r9BwB+6JTH/zyAX72sizmYxHi80TaWAF+828coztDyWLOAaDAXhMiBellbHwKpqCs/6zw+yb5bX1jWNiLL1tBlM08YpYl+bczSshOrUKMXHp5D8WCjZb5DinstJfNWIdwevo13OKP42sMhvvnpMX7r+wf4jW89wds73Ypc2maUzlP6EQLDqNFWdoFLMU5S+HXWVAV7z1zdJxuAVtNPNdKSTKAbUFP88Zzc+7y8mQtdZmxBuRA4HCcIXWYao/Z1n4Zlsu42Oj4+O5qe/cCXjGmS4a2dzpU3eQghxkqiQQNGKZKMoxPMt6GaR9Iw91PZ9HMZKSzsGa1X+J0GSgne3O7iaJIUxoaLfE2YCkdPFUvVzl3VjT4u8vHSfpkERbu7OuJGg5uFcZxhve3hwXqrQqxp0GAZMDV2MEJVw6+qTlxreRAADsZJwQLZZTRfp6nCiF7PFVjPRJLbNPYHEdZaPv77/+efFTbsAlK1WiYlMEbguzJbZRV8Bd1k1IeSBevVrSe00u/FKMa3Pj3G3/rHP8CPvr6Brz5Yq1hPN7h9OBjHpgD97CRGknH4LsOLcYyhUv4lGS9YdAHSKl8IAZcxDCIPT0+m6MCFgFRR9SMXz8cxBpFn7GHvDFv4+GCCd87BUm/5DFuNffdSuEgszG2E3n0nmTh3pjCj0np62PKXjlppcDOgCQztc+R4JSqjz3cYDieSFNENXIzjFA/WWng2ijFse4Wi/VrHw+FYEs/1nml3EOIbHx+BJkA7cPDkZIbApXj/Th9/8OmxUVn1IgeRJ0lJOvYhUrXknW6Af/LRId7d6yFJecH1ScN35Z40rPk+7A8iPD2emTWCjV7o4tF6C58cTgtKvXnwHYZHm+3CbZ3AxZZS/tlwGV2KrNANXHw7PsF2L1DW7PXRRWVUM+5JpelTbpgBxUZe3XE00ozj2ThG4FATm5GT+InJ9MtPJsnIE1XHawcOnh7HxmGCgGAUp3h9s2POKyN2BDjPc54Ldpmi2qxs+w4ozffaeg3NVS1Wv6f68fMgCWkw74l+XWUwQsz1E5K/v77LjO1pXe3iZSj9yj0/7Si3bP5rHfRnYJFXRSkx6+8X4xgZF/h7f/AUf/XXfh8AsNn2jSr3NDw5nqHls5dCiHqZVc+697i2nUsI+TcAfAjgR+fc/6cA/CkA2NpdTgw4TTKM4hQtlQ+l4TCKXtg0+xqcjcBhS1vSUULAML+IvAx2emHtcVymJ7UlG5KlyUg3vY1dKMktnGyZussoHm/m9lD5/JZnYZUH15RzBI5k0XRDD3/uJ97COE7xs7/0D/HJ4RSDVtX6Lj9+3vTTheq88UeMx7Zk38jHlDP3tK2dBlfMLY0TKzi1oPRzqCl++06+GCp/DgKX4cVIMsC4EDicJOiFbjFz5ow/j8ByjJZO4JzmFroyXGTcjVOZMfKycmmuKoS4wfUHJfI7XVYB22CEgJKq8zslBBlkxmfKhbLMyu9jpUDxRaEtoOSYpkgXS6rJy9cphMjtPa3bHaZU2xAqCJwUxg99uwFZzuKzwepgj7l7+3fOdYzRLEXKOfYGEQL3dDZwgwZnQbol5IxmvdYqPEYTsygKdu9SqUcMExpQm3wUs/8ISIV8GXrMFON0PrYQAveGraJbBpFrxJbngGC2krFLu1joF6qznVcFXdA7mCT4S7/6ewhchp/5cB/31xpbz5eBi6x1y+BC4NOjCdZbATyHmubd0TQ2riORx/DaVgdHkwR/+HSMtY6Hd3d7+MbHh3g2mqHlOaYIrj8racbVWoMgzjJsdduIM66UKXIvQgjB27vFXJj7axH2+uG5XIx8h2Gj08wfDc4Hm2AmICqk3GXwYL199oMa3BiU17pHyiWpew6l36FSSa+1KZIsw7t7PfzBZ8fgkFaUd9eiSp1stxfik4MX8B2KB+stHE4SdANJKBrNMryz20GSCay1fYQew/2NFn73o0MQADv9Nggh6AQOYlU30p/tQdtD6EtSRuSxWhKP71BQWm9f6DKKD+4MamtChBDcW5fE+/NajXsOrcwRgJw/3CXWOL7LwIVA23eUki7Ptz8N5cvmpWJWnTUmQS4g0Cg71khiq0Cccay1POz0gkJEj15HUlC1rlQKM6GI/erY3cDF05NYPVeYvMFOmDucIZNSQDvuSNcjpV1nsXlGkDf9Mp5nNlIC46Jh46xUWH2fJPLW/810c5OUWLy/8BNv4lufHUPUZPqVCcFXAd04t5FkHC2vSu47D+rcluZeCyHwXIaO7+CZqut+5/MTAHJc2h+EmCTZqc28jAs4TO7DT8tQvyy8zKbfDwDYVYt9AB+XH0QI+TqAXwDwo0KIWd2BhBC/BOCXAOCNd7+wcLl7mmSYphm+cKePbuCee5Bs8Grjta3O0k0/QmQBZBWkiXlKVDtfahlQNQvoZ+qB327cgWhF4Hwli2ZuE5IH0ZYnq4wLtH0Gh+VsnsCRjKBnoxmmibSa6YUufuyNjZLdXd7008eW/8rzEchJM7Q2Eq5TvFaHFvPvZmmGacIRugyTJCv4uudNP6EsIfPMLt1MrDT9HIo440gyDiGAw0mKXugW7QoWGPSXafr5DluJBcZZOO+4C0hG8ju73WbMbfDS0fFdZPz0pp+2wawWjAkgiGEKbnYCjNSYQcj8jNbFkT9X5w+c6yhEMvcSzs3mBrDCv4m2ASmeQ29anILSj4Curr7dYAnYY+77X/jS0tQOIQSmaYavKgv7Bg0uCqbWUNr2l2I+bZYRWrCEp4SAMrV2U3l+emzhQuS2wnNYvT/8cIhno5khNRDINZ495upxWDcJV7HiMI1OdbSUi5U2z1u+g8Cl+Pvffopvf36Cn/7yPn740XrjOvOScJG1bhlHkwQb7UDm9Tk+Diaxacp9cb8HzmVD22UUncDF/jDE4802fIfhgzsDfPRijB+8mOCd3S4+PZriYByDEoKUc7y+1cFnx1N8fjSD7zDcW4vwm997jrvDaG5Tz2EUK3SmbdBgYZQJZquwa2twO1Be6z4fyyJ7ncLtNEyTDC1f2hD/4PkY+8MIW90A/cjFyTSdO2/3Iw8PN1pghGBvEGG7JwmTD9YifOfJCXqRV3iuzNmTn+cNlZHWC1189EImxgfqs93xZYZa5DP0onryceAweM58Zd1Z35PLqKv47mJKPfN4h8JzGLqBC0alY5izwMZR1y11BAEhKHTvCIo1R93TyoSAx/K/h+1+RpDHD6WZwFrbwXYvlEQZUiSf6SWWy6ipDUZeTqRvBw6YET3kNUf9N6HQedPysvVx7FqpsK5bv+ZOIC2KR5bogKkswUq23ilvo93Ek427+sfpuBBaeoNf2+rgeJYq143ik18G17fclARkDXYQrW7/6pDF6rBMKV2GLQ8vxjGSTOCzoxk2Oz7+u3/rK3g2moFRgjTjc9fq0yTDetuHy6gUtlyx8v9l7vp/E8BrhJAHAD4C8HMA/qT9AELIFwH8dQB/TAjx+aov4GSW4p3dbmO30OBCOM9ClRCtHrmEC1LQBd1loZ+hlXPG3rPko00VG2au5R2RjG0IKYMHNNM7Bxd5/pruvXEh1WrPR7GxHvvzf/wd9CK30DLUl2OyrqyB287V0ptdPQEXr7GY6Xc4kRNuP3IxOZQqYKqYQDOVzZdwbvK/GKNwaG7vWWYyeQ7FLOVIM5mndTRNsD8IK5MYAYylqg1thbVsU/m6Wu6M4xQnsxTDlrf04r1Bg8vAVi+Qdq+nqD8JhSxOl76Gkk0oVK4rxWbXhxDyc61VdOdt+knbjXyhfZHmoR4Ps0zIxag6FCUELqXQy35K83EfqM+qOo96vMH1wGiWYaPjNw2/BisDpbl1kSyazOchl90hmCJT6PWb5+SuDELk6ynJFq8e8+tvb8scWGKvC6vsZEapzBW8QC6qDV3c0+BCwHdXW7Aetjx8+/MTrLc9/NxX7jT71FsALgQyIfBos41//E9fYJZmaHkO9gcRQpdWHCg8h+IdS3XBKMHdtZbJ3etHHn73owNwAXx5b6BsyDJ8fjSD51C0HelgVLZwa9DgOmIRJVCDVxPPTlTTr7Nc3eAkTvDOTg+9yMW2avYBkhztt09nO9jqUb3/2htECLyqQ4bDKO4MIwRWll4ncDFJRorYrq3KCd49w0rZcxgi17lWJJ9e4C4VM+M7FG3fMbWxZRzRzPqKACWRlySdltZ7AnKvGlmZoJLAmjfZGKHIhEDKcxthQrTtaN4A03tbXZMUkPFAvTBUr4uZ+p9+NQK5i5i+HiEArlxyOJf1PbNOLfHi1toeKCFIMp4T3aCcyLiormlPGSY1gc687jmNVl27LffUNBFD2KS7l4i6+nKS8pUKG8iCZED5txUYtjw8H8Xohy6enMwKLpEd38HxNJ27Xp+lGdZaEQYtH58eTZFkfOn67kXw0kYUIUQK4N8FqZhT0gAAIABJREFU8HcA/B6A/1EI8f8RQv48IeSPq4f9FwDaAP4nQshvEUJ+eVXn1zZXg1azkWpw9bAtiS4LjJJzMX7srEFCclslahVzCOSEVxcoa46jKslCWPZOKDb9tOe0oyY3QDf9XNX0U9YIarFhvxxb6SdEfh0EVvOPEoTKZkA372zY5wWkDQQAY7kwmslAZNn0k9eSKqWffr5sysnzlRvAocsQpxwJ50g5N/aede9VHX04zURBqbgo+nMYZC8bkyTD2ztdfLDfb1R+Da4N7gxbp2YlmeJ06XZdxJb2H6QQnq4ZiXV5qwuhtDFgF5gv9Fctzrix4QPk+NVRljUyuJsWCvYZr1ouyfH1XJfR4CVilkpnC52526DBKsAINaxsqhgDp60J7fUZVesnfbu2TYfaXBsbUEpqG9V6LKIF1nT5nASuI9doDqMrWXNTKq/PxiIs9mWwoUhRP/uVO/jgzvJ5aw2uB4QQOJmlEEJgPMuw1Q3QC11sdX08O5nhziDC3iDE8BwkOM+heH+/jy/c6RcKzTpygFGCD6z7GjS4TtAjsa4DrCKjqcHtxPNRjMClaC1hQ5xkkqC91vbhOwyDlnfh+Z9Rgs1OPan63loLW738vm7gYn8Qzn38PDiUoLtCJdMqsDeYrxavAyEEm508Y9Nz6cJNfUbyLMRyjZFDFH6nau3IRdEOVa4dhSHTMyYdKWwbYV17ZNoVjRTjirStpL2HD1xJ8tfCB3kbMz9L63epAeRckmwphVH6UQIIXmxmRZ6DwJVq1A3rs8JUA7FceDi1dmy/V1Z+dvU9lpamc3Oua8i9moh8lairMXOs1lmD1ZyjDloAM1BNP9+h+ORgYpp+hABrbV9lOs5HO3DhORSvbbRNzfmq8FJHFSHErwD4ldJt/4n189cv69wnsxQ7veBKO6wNGmgQ5Eq5SzsHWV4hBliqPJ0lpQsvJL+dENUcpJhb1FZTrjymbshV7ONglGz6sVwIdAIHh+PEKP00i9qehExjj8kCjM1Y0WsLrfSrU6wAUIG1+QB9oCwkdANgPMsQuLJQFFuZfoGb23nK5qr8t5wZqAOZ00xgkmQYxxn6YVGxqK+zDknGz7X4a/vXa8FooxU4TcOvwY0CVZuCOhUJiMwvaHlu5TnOOTP9SmeQx7vAUkV/35JMFDYMDqO4uxbhxShWY3FxA5BygZ5XVvqtJou2wdXiaJrii8rKvkGDVUFaMdkuC6e5PygLUJI/VzOyCQF8lUOt6d1njTNadazHN0kOrz5Hs8xXpSRhhFQ29qtmRb+928U05fiZD+80+9QbBiEEno1iCEjinxACT0czCAG81ZO5529ud7HVDdA9hWy0CMpqkMCl6Edes8ZucCNAoOyRnavPN2pwc/B8FGO97S/8GRnNUoySFG9tdS+4Bzs/PIfirZ3u0s9r+VL9fdPxcCNXSi6j9GNUNtwIl0SAWZoVnLDqnB0yLir1N3kcAEIgcClGM1lP1OtAvXakVAsx8uO5DsEkrq5DPUax0ck/h44SFmgQ/T9CkAluCG2axMYoRZplCzWZKCGyyVmuF579VACq0ThnXar/FLRmvaxvqfvaXPU3SfVuK7hI/mv1HIu9KqpsaoeRbPodTBKM4gx7fdWoFbLR71Baa/EpxWbURMlsdgN8dDjBaJaidUU12+tbGb5kpJxj85pa4DW4/dATzGoSRuadY/HBrPA8WlTNmUw/lUFoCi0gYJhfACYkl+bbx7Ohw2Ilc1oi4wLd0ME/ezbBJJaTtMcoUs6LyhdL6SfPkTclqbpYrfRLMo6oZlBlBAV7z+OpsvfUSr9YKv0EBGYphxBCKf2YObdjXUdZ6dcPPUziDONZiqcnMpK0E7q1bHRtZ2AjyTja57Biu86bp6hhHTe4YSBkDhtMkRgcStAJi59rSgkebbbP/V00qhj1u0PrlueLQY/RScZrc630WJ2fId9IBaUxjeAlWkQ0OBfGcYq1ttc4WzRYOfS4SIjlYDHnseXCimZY6+dKpZ9ex51dYNDeE0W7p+r1ha4kX6wqM6pMFiNApeB0UfzFn3oPz0YzrLebfepNwNE0UQx/glnGsT8I8PnRDOM4xQd3+mCE4JPDiSFdUEqwdgkW9y3Pwf311sqP26DBqqGH7STj15qo2uDlYhSnai5cbLxMMums9OG9IbortAG8KngOvXX5lqHHFiaieC7FeJaCUBmRkQnZvGOkau+pf+RcwHOKx3eYVN0B0i3saJLKtZrVjHEZMQo8Te4FZM0x46Kg6JPnI7i3ls+v0oXCavrpZpreUyuimy7v7fYDfOfz0UK1Wca0KrB4+2l2lAVV5GlKvxJZzzwfMNe6jK3oZWFe/WSVqvDTIgnKCF0HvcgBF8A3PzkCIOu80ySDgPzM7fQCfHI4RS8sXuMkzrDeztXGlBK8vtXBb37vufx+XMEbfPNGwxUgzTgcStFpFhkNXhJ0keMyv+O27eQykMWWvJCjGcy2HzVF3hycN5HrAUz7adu3aeSS9/x2LgR6gYujyRGmaa70S2e88Dh9PQ7Nfan13fKSBX7yg12stz1lk1mdJCilBcb20VTZeyo/5nEslX4ZF5gmGbiQmX6eek9aXs5e6oUuhqWi6v31FgSA7z45wQvLOrT8js1bC2VCILwl+UtxKjd218mnvkGDRaCtksvjF4VslLV9p1ZJfNFCRsHG5AJsVf1U3fSrKhalWjrfIMgxMeO8YqNx2bbUDVaPcZLhta3Oy76MBrcQjOWNN00Imzc86MKKHn8IUepiyOf5Tp65J7AAaU2fz/xaHdtCj+HBehuUEry2uZrvAKPFrBmZnbLaMZEQ0jT8bgiSTBICN7sBhBDY6YfoBi4oOcYfPhujEzjGXu6yQSk51aq8QYPrAj1yJ5m4MqVDg5uHH7yYIHsywtff2lzo8YeTBO/sdptx8BphuxcsHHUROBQnE4ATAdch4FySrKgAYNm+A1aGHgTcUqPUUY0tqbin4Fz6idkNI1e58RCiojjUoaXQQJxZr2Kk2PRjhBgHNAGZ46cbgCDAnUGE42m6WNOPSge08n77NPqvbtoBur4679gEhGt71NNruObYL2HfryNUNDIuagUWFwFZhGGo0PIZuoFcx/3ux7LpN2y7mCSZ2Qetd3x8/8W48txZlmGtXcxX7gQu7g4jfHw4xeAKcrtfyVn2JE6xPwgb+4sGLw2ESIXY5Tf9lh8Yy9eks0rsyU/n/s0LiQXyyVj+nB/bnmCEOq6dl8WFbIydzFIjx/cYxbg0MOvL0ddA8sqPUQ7+S+/tAABejOLabDyHopDpdzSRSr+epfTrBiFSzhGnHHGaQYg8u++xVUj9z/7EO3izZOVwb01aNHz76Qh66uqHbpVdQzQjqcq6uS2Mr5NZ0uRJNbiRoHPGa6I2CZG3emuinHxhkRvOeQpdkE4zMUexqMdzUswXJVX7MDv3oMH1xyzNELrMqNcbNFglNPHLNPROYc1q4oQhZ9HcCokSe60jaQhn9vz0WESKFkp15wVWt5ZyKC0UIgjByqxDG9w8HE4SvLHVwe4gLNy+0QkQp9xkkjdo0KCKlPNC4bxBgzosoozOuIDLyMKqwAZXg2XmQN+Rzl4yNofBcWSdjgtSqTnajalyrjKjBGmmlH4uQ6LGGXuN2Itc8zyX5U4TniMtGgP39DaJ57KC1SRRogiHEYgYxr4eqvbpMIr39noL1QsoZOOusl0ni6nuhJifNR24DEIA4ySt3KfrkeQalB7L79M817aLgC74fgLSerej1MO/+9EhKAE2O760o4V0xOs4DhxKlJ1n8cB1RPC7ay18ejRFkvFLt/K/Bn/Sq0eaiaWDVRs0WDXqFBerhO8wPNpon/3AEuwJhVhyd10QtlV1p+WY6LGOiyJTRVjlEqEKO5TmheaMCwxbHgSAJ8dTaflEtBTdPr5qRmp7T6tAXh7EeQ0LSL4mWrBpOlZKv76V6ec7FA6lmKXcKA+9mgXMsO0jLC0QtA3A956M8OxEHrtbp/RDrW21PNctUMaN4xShx5qmX4MbCV3QLhezddH5shhw9mHX2j6ic6p+9fUlnJtxvHweqbopvUZRHeMX3XA0uB44maV4uN5qSG4NLgVaXSf/BZjuwNVAM6lte0/t1OBQahEMhDn2aTB5gCB5A/AKIJnbWg0tZLGoGRRfSWRcwGEEm91qkbkXunhze/lMpwYNXgVY5kG3htzaYPXQhfCNBRp5J7MUO71G1HGTEbgMmRAQAnCVeIFzFQdU2o/qPzMlVbcFh1HTjHEZxSyp2gjfW2vlNU6W740dJl3A5jXNNHyHFho1TDnhMEZlw47K+qaumQKL1wuYEi+UH37aR9t2vuBCYN7l96NT4h7U2raszCS4erUfLW0n0kys3KWRnmKXWkboMfRCef7vPR1huxuYRrR0tZPEx+1egJNZ3lBNVUMvqHGc8xyK17c6OFBucJeJV26WnSYZOqHTWAk0eOlY7/imYXVZOM/Cx2SqqKe6ekK0LJkooUb9Mvc4Wr0m8ufa6j99rnIOjIAweZufHc8KTa+CvadW+jGlibE2ECYjz0Jd5or2tdYFnONpCkaJGR9SLsCYLGbFKTcZg35NI86htDI5dwMHvdDF95+P8XwkM/16NR7z8yZSgduxGZokGR5ttC+dxdKgwWVAkx8q3vo1dnKrPKeNtu+ceyww9p6pUvrVKIqBXIVjn7s8bko2W7OhvgnQViiXkR3VoAGgii3K0oiYf+c81igC898DjxkCWVnNfBbTmCC3FZV5LFezvqCKhAZIlYrPGpXKqwpdZJ5nA9bMlQ0anAb5/Wj2hg3mQatAy1EDZTwfxUgyjo0aAkaDmwM9l3LV5HNVhjIXqNQcCZExRkkmKvcxCqW2khaew5aHx6dYvEuln0TLc84UNgDAbi8sNBIJlXVFRpQlqWoCarHEMmBUKe5qnMHmtakILHtPzFf6aZRjpuw6ajUG5OpBS96b8SXkv7IlJI2eQ40TnACw25fuDvoK9Xu20Q6Qcm6eN0kybHT8ubXejY6PQeRiNKsqL1eJV26WHcUp7g4atUmDl4+dXngt2cHlgV4r5Oy5QxdZTpsQtU2csJ5bLigLiEJ4rn7MZkcu2j47msJ3tH1ncZrT1ykn+twKys6MMceEbg4WoW/SBZyTWapy+vLH+kyGKscZx8lUK/1qjkWrkyIlBNtdHx8dTPBilMhMO6faHCQElSZlxgU8h648K+ZlQEB6VzdocFOx0w8q30Vd6L4MkNK/F4Gx9+TcFN4L51ILf6260SQIHUxdeewKrqnB5WM0S7HZrX5uGzRYFfT6TX/CHDp/fNCFBHt99uZ2V9rdM2KUxnrdeNanVquONWnhqj7ndnEp46KWvdvg1UCacWw1ReYGDc4FXSe4DeTWBpeDjY6Pn3x/B197OJz7mKNJgmHbxVceDNFtag03Gg6T60AutAOEbvpV7RIB4NF6u1bp51JqlPgd38EX7vYRnmIj7NLcLSxwKUKXnSnM6EVu4bxUkWcdmrtfaJXfsrUCSuuddU47TL4extz3q3AOQuZcV32cyFWXrOX5iu5w/hnN/2XBlqjjeEwqO7tKvLHdC4wik5Kc5NUJcotPQDYrh6dkOhNC8HizjXGSFtznVo1XapbV/qqnvfENGrzqyDNSigw8rcbTHBM5yZ6S6Qe5mheK7QKgUFDWv2srTnOrgPFj//xolm8GRDHjRRejjQTeUijWqW/qJm99/XpgPpmlaPlOYaL0lHw/ybiRa9fZe7KayZMQYLsX4tPDKZ6PYgwiFxBV2yqpgCwO9LM0Q+sW5BxMkwxd3202dQ1uNDY7QfX7jZw4cClY0bH1dXOhbZqrr4Ooorm+T6jxtsKsxHLMuAYvDwnnhkDToMFlgBBlYUTy9di8DTRRDb869ZOr2Nj2U89SUeusFH0dl+2coUEV8xyQa0e/afq9ktAs/PPabjdo8CqDkNyNoFH6NZgHRgh+9it35+bCCSEQZxyPNtorVwE1uHpIdxnZ5HMZgceocuSqyZgHsNkNcH+tVRlDmGq6OFSuOc9SitpuPoQQDNveXAX/PFAq99E6vomqLtx5yLJyn119HgUWqg2IGmVkGfOW2FqQUX7sVdNHq+5wMEKQVWGjHSBY8Ji+I9Uduo+01Q3gEArOReGzoi0+tXKPoD7Pz0YncHF32MLBOD7fC1kAr9QsezxNsD+Yb8PRoEGDvEBs7D3V96WsxiOE4LRx0uT0qSYiUF/EIYQUvKMF8sDmlIvCAG8/P1f6aSVgfm11wax1jBd9my7g6Kafzu4DtGe3tA8YxbrpV2PvyWhFQaMH/uNZih+8GKMfKcJB+VJqlH6TJMNOL6yc56ZhmmS1eScNGtx0zCMYrOrYdSy/88Ael2xVjn2unOwhkXEBryarilhstgbXF5M4Q+CyhvXc4FKh12+Fpt/cx84vQuwOQoQuKyiczxr78rWetg29mnGJkdw+Xq5Rbz45q8Hy0FZTjZK6QYPzIeMCods0ahqcH3HG0Q3chnxxS+Aw2ejRjRTPoZgmGeKM19YcKSV4sNGuZvpRgpRXcwDnn5cWWmxrkVdw/VoEVK1xNYHNzrtednmqm5DlPfhp+2/7+gXEmXt1qzxbeL4WZFQefMUor+kvQxXei9yF+0KEEIQOwyDSTT8fkc/AATila11v+0g4R5Jx+C47s+kMAPuDEJen83vFmn6ZENjsBC/7Mho0uNYoF5o1A8KWgevHnOYXTQkxqj5bhUeIbASdzFIjiS43FDfavplwPMve04Z+ji4i6XupqlyLEj2k7lr1OK+VfqNZKtkY1nNtpd/xRDb96pgmenK3EbkMOz055nx8OEU/cs1rLD63+HuiQl9vQxZTJoR53Q0a3CYQ1KtWVnf81cAmVdQpbQrZququlNfbaESegzvDm09GuM3gQhJU3t7tNg3aBpcK3WzT40Y5l88GQT1TGwC6gatshqvErlPPr1ZdhBBcUaSfWnvKRSIXjdLvVcUs4ehFTaG5QYPzQO+XW35DmmhwfkziDGvtxsHttsCsIdXacqMT4J3dLpKMn5lRZ8NlFGkmFs567kduYS231vZNZtui0KRYSqXwIW/2zc/hmwdHMXGrvbdTmn6V2uLp56R1JD11vVdFojsN9vY14wKustd8mWj5jqlpbrYDRB6DQwicUl24E7hwKMHJLMX6guNT4DJ4jCLN+NkPPgdemZ3KJM7QCVy0Gul3gwanglpMDwDGA1s32aTEm4AukqFiFH7qV+XjOYkzTJNM3UcMU5sLASGAwKPY6spmmWeF+tpzkC5k66w+05CkxclKCCEt6U6z9xQCnAuM4wwt3ylMKr7D4Dqq6TdL5DXVNP18h1aKTg6jeHuna34fRF5tVg0BKTQpj6YJ7q9FN55BLK0VaGO50eBWQo+Fl3LsFR7ZHg/nrZe1RZ8eR0/LqmqULdcb00QWQRqVX4PLBlEkAj3E6Fy+eY9dlHW9SMaGrYaWa7yr2dKSkuWQe1XdxgbXCgnn6IbNGNugwblBgOgWxFg0eHnIhECvGYdvDQiRlp46kotRgp1+iB96OMR2b3HhTuQ7EKhXB9Zhve0X1FgOowups2wwQsEIASPU5PsBuZPOUsei9Q4W9BRiHSUEvPT7aai9V8j/q5KDL6/eMQ/aFlUIgSTj14Ig0vId7PZD9EMX/dBF5DEwVrWoZpRgsxvgeJpg2FpcwDFseZimTdPvQhgnKe4MGnZ6gwZnoezbrJt+JpfP5LKc4Rdt3VVgb1MCDmECbvVxXUZN48uhFHeGEYBigZmWjiMfSwoF8vL1Z1zUZvDp5wJAlkn/8HEsc/TswpTvUgQOwzThmMSZuqbq0Lk/CNGpKbK+v98zTc95eaL25Jpx6aW92b35quTRLMVW1186wLhBg5uAy1aXkBW1/gpkiZoxmxCA2WMopNIvaJp7NxKTJGuy/BpcCagZO+TosdsP55IFCBbIGIEc97ioZopUH5uTFCghcwkNq0b5shZtZDa4fQiXLAo2aNBAghBpiRY2towNLgAhgOgaNAMarA6+y2TTz1psRZ5TW2Obh7bvIHSdpdSBF0XF3lMp6c61jy+5aGhsdny05oyZnkMROFIpRlBj0Vm53lJjT4kvausEmN9svEwwSsCFdEC7DgKCyGf48Tc38df/zS8DFPAcBpfR2ubyZsdXgrPFx6dB5GJmRUytEq9M0w9Aw8hr0GABmElKje5rLQ+MEHQCp9BYo4Sc6q1sT3L2PEGJLOgY409jC0VVoUcO8o82WgAA18mVh/ZxdJ2FUQKQXAVobOrU4zIh5l6nntgyIcAFMIpThC4rbOR9h+LOMETGBb73dGxuq7zeObPhsOVjQxVg+6FbeG/NewLpvw3I7NE7w/ClS9hXgTjj5rU3aHDbQHG5mX6rItXZC/h56mGt9NPnTjPeFDRvKkSz3m1wNSAgauyQv3eUTWcdKKmyYSvHIwCIyH8+BZIFnRcjrqq4YxdiZCPz5q/VGiwHoZxHmhypBg3OBwLAcejKM5oavDqIU46Wxxr3kVuGrU6A9/d66Ibnn18ZJRi0vCtdnxEiG3668advq2venQVK5Nq6jNYZOcK9yMVMKcXOItzXqQaFWMDF7Qqhr+W6NP18xuBQgsiTNXGXyVp43eesE7h4tNFaanyKLvE1vvx37wqgJ4VlZboNGryK0KwUPeRvdgP84k+/b1RquhZ9Vt6cKYqQYvHGWH2CyKBZy6YzSbmxaHp9qwMAOJ7KHD2B4gSmH+dQCgiR23ta5xRCqKDw+u++VthxLjCJU6SZQFAKXPUcaq7lm58eydvY4mOJ51DsDyJ8djSbb++p5gouBFIusNO7+arkOOUIPdZYzDW4tdBMvks7vvm/i4HWjJuF85DiBoMSggwCblOMuXFIMg7PoU3DtsGVgChm80LkByI3yKcfL7c6P+uIJgOQ6FzSxa75orAi/YAlLEsb3B5ME45e6F6r4liDBjcNLiMmwqNBg2UxilM8WG+97MtosGLsrciZb6PtG0L9VUCLFhglJr/a1CSXPhaRLhpLPrEfeHh6HEPgbKVfXY2Bi6LC0jz2HI3LVYApoQiAa9HHsUkqAtIG1p+TNcgowd4gWur4splIFLFstW/4KzHTjuLU5IM1aNDgDJQUJp5Dsdb2TCCtVqoxejobxBxGlFR/qqijJ2J9CB2666obdBbes5PYPNc+nT43qzQVibF9EtD2nmcr/Q4mMq8vcCk6Qc6H8B2GB+st+A7FH3x2Im+bY181D4/UonTQcs0CwAZVmX7H0xS7/eBaTGwXxfEswb1hdKlNkQYNXipIrji+rOOv5DD2uFm3mEdRHS0XmqLJqrqBkHmwrcZSucGVQDOYF/m4uYwstLbRS4ZF8kioKorYSuXLhh4phRAAxJmWpQ1uH6ZphvUziI8NGjSYD0IIXNoo/RqcH5yLubEpDRps94Irrf/ruqidX61de5bdkxGcb10b+UytTRd4Lqlajwoxnxz8MvaVlOZEwOswV3gOzTl/kKRHz6ErI/8xStAJHaPWXCVe/rt3BeBCoN9MCg0aLARtlWTbbtrjPCFns0fk40g+MFojjUMla0NPNEbpR2WOlKcaao822wCApyczdV3FCUcP/owVWeZmgoWcvDIuau049bUA8jG66Rd5DG1LnRYpu8+7wwjPx7IBuSwz8Ycfr8F3KDY6gXotxTeQUvleJRlfmhVyHZFxaX203lh7NrjFsIO6Vw1Ssxg/L4r2nvXn+v/Zu/Ng6fK7vu+f7zndfbdnnZlHo2U0lgBBAggEkYEKAZuAC2FSEXawLeyKDZFNALuchLgMqaQIUKZYTGFwEicmmIIIjG0IOBJgzGoESEIIBJJGaKTRNvs8zzzbXbv7nPP75o9zTvfpe0/37e327e77flVd9Dz39nL6Ms+vf/37bseHjrszq2rVZCEPQNy4wrqLxTDLEwnGOQzYbjX0yAT7m1PPK4pgX5lgtqjgm0XqJ5TFEQH2Cyi400IZmEFk0o3LG1TLYipJFrTZjLWzBC3/sJyiSsXdQp7PrOh8oYGk2WjaSj+b/BRgsxn3OoqNMxf7+PJrVv/Z/7xW6Tjqj4RahqrwuAjyZSG/pmYcaaNRX+k3rYd2Wmon85/rt/YrZZIFbTQiXeZNARjL8cPmODINVMePeRhd3uJ4O0srqtpknlcBlpV+UT58tnyjfHCnpS949XV92ae/pDc/o+ovfd4rdP8o0WYjVrsy9LSfed4P6G0MyS4vP2yEIO32gn6NgfViZ6OhZsP06APb+sjN6Sr9vuZ1r9DljYa2mrG6aXbitZikg06qG1c2lqJn9az2O6lefnU95hICw5x1u4txK2hOM9jes34zPzDTT1Ig6LdyDrupXnJlk3UXCxOZzb0NcGTjtbap/jyyxc0hKdfJzIfvLbG+yuSKHeb5AVMzM73ygdVPcsX56CRBD16moANLpAiYmVmvlX05LmnSz/LlZ/JJk8o2m7EaUaQkDWM9Z91tlikRIzJTGvJYziIDuKPstBpqJ1lvduP1ndZcE8AvbzaV+fzb0i7Hb+8M7bUTPXJ9m0xMYAJRJWhWZk+XGQ2SNE7Xt2oP6+q/vzwzO89gqT5PM46Uhv4cKTPT93zNa/W6V15XcCk6NtH24Sub+pLXPJT3VB5Sip7/YfgbWLW95+5hHvTbasUD7T23N2I1o0hf8pobeunVTV3ZbOiBnckqKcxMNy5vqpsG1eXLmElJlunPrMkHoCTL9PBVWipjvY1b9TzVY8+tzq++LfLAc5kpjqpzWPNsRdp7rpZuFmh1hIWKI+vNPJ4XmyCAV60yXNSBQJm1nQXXxpIcQmBx9jqJXnF9a6kOxgDgIulkma5ukniB5fHAdks3Lm/mlX7l3rA455z0E31kpiia7hzg6nYeNBqrW8bA+KX8f4d1zTiPHU8jMnWSTNtLlGS1sxHrqJv1xhVc3mzOteJ4q3U2yYTL8xs8I+7iEASYgEntK4egAAAgAElEQVQDqR9xZEqD69JGQ804OtFmc/jj9KtGqreOzWRRP8hXfZ4kCwPl23FkvWyH42cr5cFLcFdcqUiJonLWSz5zZVTbpzJYmAX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      "text/plain": [
       "<Figure size 1800x1800 with 23 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci='sd',col=\"chrom_x\", col_wrap=5);\n",
    "ax.set(xlim=(0, 300))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or['hi-c-rao'], bins=100, hist=True, kde=False, hist_kws={\"range\":(1, 300)})\n",
    "#ax.set_xlim(0, 500)\n",
    "#ax.set_xlim(0, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 776,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or.set_index(['Gene stable ID_x'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 777,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(100, 'tn', 'hi-c-rao','exp'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 778,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores.set_index(['Gene stable ID'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 779,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or =  df_2_or.join(df_scores[['auc']], how='left')    #merging on the index of the two dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 781,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 792,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_p=df_2_or[df_2_or['auc'] <0.3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 785,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2127       ENSG00000002919\n",
       "3528       ENSG00000002919\n",
       "3531       ENSG00000002919\n",
       "3534       ENSG00000002919\n",
       "3537       ENSG00000002919\n",
       "                ...       \n",
       "2249259    ENSG00000271605\n",
       "2249262    ENSG00000271605\n",
       "2249265    ENSG00000271605\n",
       "2249661    ENSG00000271605\n",
       "2250909    ENSG00000271605\n",
       "Name: index, Length: 407403, dtype: object"
      ]
     },
     "execution_count": 785,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_p['index']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 783,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'head'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-783-b2dc71ecfc1d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_2_or_p\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'index'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'head'"
     ]
    }
   ],
   "source": [
    "df_2_or_p.sort_values(by=['index'],inplace=True).head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['gene_len'] = abs(df_2_or['tss_tss'] - df_2_or['tes_tes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 706,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_p.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 788,
   "metadata": {},
   "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>index</th>\n",
       "      <th>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>hi-c-rao-common_elements</th>\n",
       "      <th>tes_tes</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>...</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "      <th>gene_occurence_frequency_y</th>\n",
       "      <th>gene_freq</th>\n",
       "      <th>auc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2127</th>\n",
       "      <td>ENSG00000002919</td>\n",
       "      <td>26363042</td>\n",
       "      <td>0.755927</td>\n",
       "      <td>0.687850</td>\n",
       "      <td>76.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26361720</td>\n",
       "      <td>+</td>\n",
       "      <td>1964</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>2646</td>\n",
       "      <td>ENSG00000167851</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9UGN4</td>\n",
       "      <td>0.073579</td>\n",
       "      <td>299.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1562</td>\n",
       "      <td>3122</td>\n",
       "      <td>0.973126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3528</th>\n",
       "      <td>ENSG00000002919</td>\n",
       "      <td>31664590</td>\n",
       "      <td>0.742490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>31644396</td>\n",
       "      <td>+</td>\n",
       "      <td>1964</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>608</td>\n",
       "      <td>ENSG00000175061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1563</td>\n",
       "      <td>3123</td>\n",
       "      <td>0.973126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3531</th>\n",
       "      <td>ENSG00000002919</td>\n",
       "      <td>39984309</td>\n",
       "      <td>0.153997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40027175</td>\n",
       "      <td>+</td>\n",
       "      <td>1964</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>394</td>\n",
       "      <td>ENSG00000179148</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>J3KPH2</td>\n",
       "      <td>0.113033</td>\n",
       "      <td>867.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1562</td>\n",
       "      <td>3122</td>\n",
       "      <td>0.973126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3534</th>\n",
       "      <td>ENSG00000002919</td>\n",
       "      <td>33788230</td>\n",
       "      <td>0.926757</td>\n",
       "      <td>0.276618</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>33764760</td>\n",
       "      <td>+</td>\n",
       "      <td>1964</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>2977</td>\n",
       "      <td>ENSG00000183684</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>E9PB61</td>\n",
       "      <td>0.621212</td>\n",
       "      <td>264.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1562</td>\n",
       "      <td>3122</td>\n",
       "      <td>0.973126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3537</th>\n",
       "      <td>ENSG00000002919</td>\n",
       "      <td>40064323</td>\n",
       "      <td>0.423555</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40073940</td>\n",
       "      <td>+</td>\n",
       "      <td>1964</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>388</td>\n",
       "      <td>ENSG00000179593</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>O15296</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>676.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1562</td>\n",
       "      <td>3122</td>\n",
       "      <td>0.973126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249259</th>\n",
       "      <td>ENSG00000271605</td>\n",
       "      <td>17525962</td>\n",
       "      <td>0.572308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17493119</td>\n",
       "      <td>+</td>\n",
       "      <td>2444</td>\n",
       "      <td>2444</td>\n",
       "      <td>...</td>\n",
       "      <td>1913</td>\n",
       "      <td>ENSG00000108433</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>I3NI02</td>\n",
       "      <td>0.077821</td>\n",
       "      <td>257.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1561</td>\n",
       "      <td>3120</td>\n",
       "      <td>0.986747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249262</th>\n",
       "      <td>ENSG00000271605</td>\n",
       "      <td>56446443</td>\n",
       "      <td>0.268160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56448304</td>\n",
       "      <td>+</td>\n",
       "      <td>2444</td>\n",
       "      <td>2444</td>\n",
       "      <td>...</td>\n",
       "      <td>387</td>\n",
       "      <td>ENSG00000132518</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q02846</td>\n",
       "      <td>0.035358</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1562</td>\n",
       "      <td>3121</td>\n",
       "      <td>0.986747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249265</th>\n",
       "      <td>ENSG00000271605</td>\n",
       "      <td>52850567</td>\n",
       "      <td>0.063841</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>52498895</td>\n",
       "      <td>+</td>\n",
       "      <td>2444</td>\n",
       "      <td>2444</td>\n",
       "      <td>...</td>\n",
       "      <td>496</td>\n",
       "      <td>ENSG00000007174</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NYC9</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4486.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1558</td>\n",
       "      <td>3117</td>\n",
       "      <td>0.986747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249661</th>\n",
       "      <td>ENSG00000271605</td>\n",
       "      <td>55483324</td>\n",
       "      <td>0.806578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>55589733</td>\n",
       "      <td>+</td>\n",
       "      <td>2444</td>\n",
       "      <td>2444</td>\n",
       "      <td>...</td>\n",
       "      <td>434</td>\n",
       "      <td>ENSG00000141506</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q8WYR1</td>\n",
       "      <td>0.167045</td>\n",
       "      <td>880.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1564</td>\n",
       "      <td>3123</td>\n",
       "      <td>0.986747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2250909</th>\n",
       "      <td>ENSG00000271605</td>\n",
       "      <td>57892481</td>\n",
       "      <td>0.212853</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58017381</td>\n",
       "      <td>+</td>\n",
       "      <td>2444</td>\n",
       "      <td>2444</td>\n",
       "      <td>...</td>\n",
       "      <td>262</td>\n",
       "      <td>ENSG00000091622</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9BZ71</td>\n",
       "      <td>0.142710</td>\n",
       "      <td>974.0</td>\n",
       "      <td>chr17</td>\n",
       "      <td>1563</td>\n",
       "      <td>3122</td>\n",
       "      <td>0.986747</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>407403 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   index   tss_tss       exp  exp_georg  hi-c-rao  \\\n",
       "2127     ENSG00000002919  26363042  0.755927   0.687850      76.0   \n",
       "3528     ENSG00000002919  31664590  0.742490        NaN      36.0   \n",
       "3531     ENSG00000002919  39984309  0.153997        NaN      53.0   \n",
       "3534     ENSG00000002919  33788230  0.926757   0.276618      45.0   \n",
       "3537     ENSG00000002919  40064323  0.423555        NaN      39.0   \n",
       "...                  ...       ...       ...        ...       ...   \n",
       "2249259  ENSG00000271605  17525962  0.572308        NaN      74.0   \n",
       "2249262  ENSG00000271605  56446443  0.268160        NaN      49.0   \n",
       "2249265  ENSG00000271605  52850567  0.063841        NaN      13.0   \n",
       "2249661  ENSG00000271605  55483324  0.806578        NaN      40.0   \n",
       "2250909  ENSG00000271605  57892481  0.212853        NaN      34.0   \n",
       "\n",
       "         hi-c-rao-common_elements   tes_tes strand_x  gene_order_tss_x  \\\n",
       "2127                          4.0  26361720        +              1964   \n",
       "3528                          4.0  31644396        +              1964   \n",
       "3531                          4.0  40027175        +              1964   \n",
       "3534                          4.0  33764760        +              1964   \n",
       "3537                          4.0  40073940        +              1964   \n",
       "...                           ...       ...      ...               ...   \n",
       "2249259                       4.0  17493119        +              2444   \n",
       "2249262                       4.0  56448304        +              2444   \n",
       "2249265                       4.0  52498895        +              2444   \n",
       "2249661                       4.0  55589733        +              2444   \n",
       "2250909                       4.0  58017381        +              2444   \n",
       "\n",
       "         gene_order_tes_x  ... gene_order_tes_y Gene stable ID_y  \\\n",
       "2127                 1964  ...             2646  ENSG00000167851   \n",
       "3528                 1964  ...              608  ENSG00000175061   \n",
       "3531                 1964  ...              394  ENSG00000179148   \n",
       "3534                 1964  ...             2977  ENSG00000183684   \n",
       "3537                 1964  ...              388  ENSG00000179593   \n",
       "...                   ...  ...              ...              ...   \n",
       "2249259              2444  ...             1913  ENSG00000108433   \n",
       "2249262              2444  ...              387  ENSG00000132518   \n",
       "2249265              2444  ...              496  ENSG00000007174   \n",
       "2249661              2444  ...              434  ENSG00000141506   \n",
       "2250909              2444  ...              262  ENSG00000091622   \n",
       "\n",
       "            Gene type_y  Uniprot_dc_y      dc_y  seq_length_y chrom_y  \\\n",
       "2127     protein_coding        Q9UGN4  0.073579         299.0   chr17   \n",
       "3528                NaN           NaN       NaN           NaN   chr17   \n",
       "3531     protein_coding        J3KPH2  0.113033         867.0   chr17   \n",
       "3534     protein_coding        E9PB61  0.621212         264.0   chr17   \n",
       "3537     protein_coding        O15296  0.000000         676.0   chr17   \n",
       "...                 ...           ...       ...           ...     ...   \n",
       "2249259  protein_coding        I3NI02  0.077821         257.0   chr17   \n",
       "2249262  protein_coding        Q02846  0.035358        1103.0   chr17   \n",
       "2249265  protein_coding        Q9NYC9  0.000000        4486.0   chr17   \n",
       "2249661  protein_coding        Q8WYR1  0.167045         880.0   chr17   \n",
       "2250909  protein_coding        Q9BZ71  0.142710         974.0   chr17   \n",
       "\n",
       "         gene_occurence_frequency_y  gene_freq       auc  \n",
       "2127                           1562       3122  0.973126  \n",
       "3528                           1563       3123  0.973126  \n",
       "3531                           1562       3122  0.973126  \n",
       "3534                           1562       3122  0.973126  \n",
       "3537                           1562       3122  0.973126  \n",
       "...                             ...        ...       ...  \n",
       "2249259                        1561       3120  0.986747  \n",
       "2249262                        1562       3121  0.986747  \n",
       "2249265                        1558       3117  0.986747  \n",
       "2249661                        1564       3123  0.986747  \n",
       "2250909                        1563       3122  0.986747  \n",
       "\n",
       "[407403 rows x 28 columns]"
      ]
     },
     "execution_count": 788,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 662,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f663333a750>"
      ]
     },
     "execution_count": 662,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#g = sns.FacetGrid(df_2_or, col=\"chrom_x\")\n",
    "sns.relplot(x=\"exp\", y=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci=None, col=\"chrom_x\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 791,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f6681df2410>"
      ]
     },
     "execution_count": 791,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or_p.head(5000), ci='sd',col=\"index\", col_wrap=5);\n",
    "ax.set(xlim=(0, 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 793,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f669c3bfb10>"
      ]
     },
     "execution_count": 793,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or_p.head(5000), ci='sd',col=\"index\", col_wrap=5);\n",
    "ax.set(xlim=(0, 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 651,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f66952fe550>"
      ]
     },
     "execution_count": 651,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(y=\"exp\", x=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci=None);\n",
    "ax.set(xlim=(0, 1500))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "sns.relplot(x=\"gene_freq\", y=\"exp\", kind=\"line\", data=df_2_or, ci=None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "sns.relplot(x=\"hi-c-rao-common_elements\", y=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci=None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "sns.relplot(x=\"hi-c-rao-common_elements\", y=\"gene_freq\", kind=\"line\", data=df_2_or, ci=None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "sns.relplot(x=\"gene_len\", y=\"gene_freq\", kind=\"line\", data=df_2_or, ci=None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 517,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "sns.relplot(x=\"hi-c-rao-common_elements\", y=\"exp\", kind=\"line\", data=df_2_or, ci=None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 674,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 500)"
      ]
     },
     "execution_count": 674,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or['hi-c-rao'], bins=100, hist=True, kde=False, hist_kws={\"range\":(1, 300)})\n",
    "ax.set_xlim(0, 500)\n",
    "#ax.set_xlim(0, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "ax = sns.relplot(x=\"exp\", y=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci=None);\n",
    "#ax.set(xlim=(0, 4000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#sns.set_theme(style=\"darkgrid\")\n",
    "ax = sns.relplot(x=\"exp\", y=\"hi-c-rao\", kind=\"line\", data=df_2_or, ci=None);\n",
    "#ax.set(xlim=(0, 0.02))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "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>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>Gene type_x</th>\n",
       "      <th>Uniprot_dc_x</th>\n",
       "      <th>...</th>\n",
       "      <th>chrom_x</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.851248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5904646</td>\n",
       "      <td>0.525548</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2943</td>\n",
       "      <td>2943</td>\n",
       "      <td>ENSG00000137747</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9BYE2</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50482554</td>\n",
       "      <td>0.131419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>1517</td>\n",
       "      <td>1518</td>\n",
       "      <td>ENSG00000256443</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26341905</td>\n",
       "      <td>0.971394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2344</td>\n",
       "      <td>2344</td>\n",
       "      <td>ENSG00000137504</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>E9PIM0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105765008</td>\n",
       "      <td>0.316229</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>ENSG00000110148</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P32239</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>37036535</td>\n",
       "      <td>0.972983</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2164</td>\n",
       "      <td>2164</td>\n",
       "      <td>ENSG00000162139</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9UQ49</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>21507706</td>\n",
       "      <td>0.415434</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>3328</td>\n",
       "      <td>3321</td>\n",
       "      <td>ENSG00000183715</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14982</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>44706943</td>\n",
       "      <td>0.894939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1875</td>\n",
       "      <td>1883</td>\n",
       "      <td>ENSG00000172613</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q99638</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>49412048</td>\n",
       "      <td>0.818587</td>\n",
       "      <td>0.194414</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1567</td>\n",
       "      <td>1565</td>\n",
       "      <td>ENSG00000149499</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>H0Y3M3</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>37713173</td>\n",
       "      <td>0.690144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2136</td>\n",
       "      <td>2133</td>\n",
       "      <td>ENSG00000149380</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q7Z4N8</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      tss_tss       exp  exp_georg  hi-c-rao strand_x  gene_order_tss_x  \\\n",
       "0           0  1.000000   0.851248       0.0        +              2806   \n",
       "1     5904646  0.525548        NaN       0.0        -              2943   \n",
       "2    50482554  0.131419        NaN       NaN        -              1517   \n",
       "3    26341905  0.971394        NaN       0.0        -              2344   \n",
       "4   105765008  0.316229        NaN       0.0        +               370   \n",
       "..        ...       ...        ...       ...      ...               ...   \n",
       "95   37036535  0.972983        NaN       0.0        +              2164   \n",
       "96   21507706  0.415434        NaN       0.0        -              3328   \n",
       "97   44706943  0.894939        NaN       0.0        +              1875   \n",
       "98   49412048  0.818587   0.194414       0.0        -              1567   \n",
       "99   37713173  0.690144        NaN       0.0        -              2136   \n",
       "\n",
       "    gene_order_tes_x Gene stable ID_x     Gene type_x Uniprot_dc_x  ...  \\\n",
       "0               2810  ENSG00000150768  protein_coding       P10515  ...   \n",
       "1               2943  ENSG00000137747  protein_coding       Q9BYE2  ...   \n",
       "2               1518  ENSG00000256443             NaN          NaN  ...   \n",
       "3               2344  ENSG00000137504  protein_coding       E9PIM0  ...   \n",
       "4                370  ENSG00000110148  protein_coding       P32239  ...   \n",
       "..               ...              ...             ...          ...  ...   \n",
       "95              2164  ENSG00000162139  protein_coding       Q9UQ49  ...   \n",
       "96              3321  ENSG00000183715  protein_coding       Q14982  ...   \n",
       "97              1883  ENSG00000172613  protein_coding       Q99638  ...   \n",
       "98              1565  ENSG00000149499  protein_coding       H0Y3M3  ...   \n",
       "99              2133  ENSG00000149380  protein_coding       Q7Z4N8  ...   \n",
       "\n",
       "    chrom_x  strand_y gene_order_tss_y gene_order_tes_y  Gene stable ID_y  \\\n",
       "0     chr11         +             2806             2810   ENSG00000150768   \n",
       "1     chr11         +             2806             2810   ENSG00000150768   \n",
       "2     chr11         +             2806             2810   ENSG00000150768   \n",
       "3     chr11         +             2806             2810   ENSG00000150768   \n",
       "4     chr11         +             2806             2810   ENSG00000150768   \n",
       "..      ...       ...              ...              ...               ...   \n",
       "95    chr11         +             2806             2810   ENSG00000150768   \n",
       "96    chr11         +             2806             2810   ENSG00000150768   \n",
       "97    chr11         +             2806             2810   ENSG00000150768   \n",
       "98    chr11         +             2806             2810   ENSG00000150768   \n",
       "99    chr11         +             2806             2810   ENSG00000150768   \n",
       "\n",
       "       Gene type_y Uniprot_dc_y      dc_y seq_length_y  chrom_y  \n",
       "0   protein_coding       P10515  0.142195        647.0    chr11  \n",
       "1   protein_coding       P10515  0.142195        647.0    chr11  \n",
       "2   protein_coding       P10515  0.142195        647.0    chr11  \n",
       "3   protein_coding       P10515  0.142195        647.0    chr11  \n",
       "4   protein_coding       P10515  0.142195        647.0    chr11  \n",
       "..             ...          ...       ...          ...      ...  \n",
       "95  protein_coding       P10515  0.142195        647.0    chr11  \n",
       "96  protein_coding       P10515  0.142195        647.0    chr11  \n",
       "97  protein_coding       P10515  0.142195        647.0    chr11  \n",
       "98  protein_coding       P10515  0.142195        647.0    chr11  \n",
       "99  protein_coding       P10515  0.142195        647.0    chr11  \n",
       "\n",
       "[100 rows x 22 columns]"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>Gene type_x</th>\n",
       "      <th>Uniprot_dc_x</th>\n",
       "      <th>...</th>\n",
       "      <th>chrom_x</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.999501</td>\n",
       "      <td>0.851248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5904646</td>\n",
       "      <td>0.390949</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2943</td>\n",
       "      <td>2943</td>\n",
       "      <td>ENSG00000137747</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9BYE2</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26341905</td>\n",
       "      <td>0.944702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2344</td>\n",
       "      <td>2344</td>\n",
       "      <td>ENSG00000137504</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>E9PIM0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105765008</td>\n",
       "      <td>0.224094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>ENSG00000110148</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P32239</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>46940649</td>\n",
       "      <td>0.859582</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1719</td>\n",
       "      <td>1719</td>\n",
       "      <td>ENSG00000146670</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>B5MBX0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2806</td>\n",
       "      <td>2810</td>\n",
       "      <td>ENSG00000150768</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P10515</td>\n",
       "      <td>0.142195</td>\n",
       "      <td>647.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679611</th>\n",
       "      <td>949262</td>\n",
       "      <td>0.949299</td>\n",
       "      <td>0.825583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1656</td>\n",
       "      <td>1656</td>\n",
       "      <td>ENSG00000168439</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P31948</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679612</th>\n",
       "      <td>53896373</td>\n",
       "      <td>0.608669</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>3004</td>\n",
       "      <td>3003</td>\n",
       "      <td>ENSG00000137700</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>U3KQS2</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679613</th>\n",
       "      <td>28597041</td>\n",
       "      <td>0.464279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>2526</td>\n",
       "      <td>2527</td>\n",
       "      <td>ENSG00000202314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679614</th>\n",
       "      <td>246237</td>\n",
       "      <td>0.910353</td>\n",
       "      <td>0.892779</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1701</td>\n",
       "      <td>1700</td>\n",
       "      <td>ENSG00000110047</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>A0A024R571</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679615</th>\n",
       "      <td>0</td>\n",
       "      <td>0.999501</td>\n",
       "      <td>0.851248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1731</td>\n",
       "      <td>1729</td>\n",
       "      <td>ENSG00000162298</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q86TM6</td>\n",
       "      <td>0.296596</td>\n",
       "      <td>617.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1008016 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tss_tss       exp  exp_georg  hi-c-rao strand_x  gene_order_tss_x  \\\n",
       "0                0  0.999501   0.851248       0.0        +              2806   \n",
       "1          5904646  0.390949        NaN       0.0        -              2943   \n",
       "3         26341905  0.944702        NaN       0.0        -              2344   \n",
       "4        105765008  0.224094        NaN       0.0        +               370   \n",
       "5         46940649  0.859582        NaN       0.0        -              1719   \n",
       "...            ...       ...        ...       ...      ...               ...   \n",
       "1679611     949262  0.949299   0.825583       0.0        +              1656   \n",
       "1679612   53896373  0.608669        NaN       0.0        -              3004   \n",
       "1679613   28597041  0.464279        NaN       0.0        -              2526   \n",
       "1679614     246237  0.910353   0.892779       1.0        -              1701   \n",
       "1679615          0  0.999501   0.851248       0.0        -              1731   \n",
       "\n",
       "         gene_order_tes_x Gene stable ID_x     Gene type_x Uniprot_dc_x  ...  \\\n",
       "0                    2810  ENSG00000150768  protein_coding       P10515  ...   \n",
       "1                    2943  ENSG00000137747  protein_coding       Q9BYE2  ...   \n",
       "3                    2344  ENSG00000137504  protein_coding       E9PIM0  ...   \n",
       "4                     370  ENSG00000110148  protein_coding       P32239  ...   \n",
       "5                    1719  ENSG00000146670  protein_coding       B5MBX0  ...   \n",
       "...                   ...              ...             ...          ...  ...   \n",
       "1679611              1656  ENSG00000168439  protein_coding       P31948  ...   \n",
       "1679612              3003  ENSG00000137700  protein_coding       U3KQS2  ...   \n",
       "1679613              2527  ENSG00000202314             NaN          NaN  ...   \n",
       "1679614              1700  ENSG00000110047  protein_coding   A0A024R571  ...   \n",
       "1679615              1729  ENSG00000162298  protein_coding       Q86TM6  ...   \n",
       "\n",
       "         chrom_x  strand_y gene_order_tss_y gene_order_tes_y  \\\n",
       "0          chr11         +             2806             2810   \n",
       "1          chr11         +             2806             2810   \n",
       "3          chr11         +             2806             2810   \n",
       "4          chr11         +             2806             2810   \n",
       "5          chr11         +             2806             2810   \n",
       "...          ...       ...              ...              ...   \n",
       "1679611    chr11         -             1731             1729   \n",
       "1679612    chr11         -             1731             1729   \n",
       "1679613    chr11         -             1731             1729   \n",
       "1679614    chr11         -             1731             1729   \n",
       "1679615    chr11         -             1731             1729   \n",
       "\n",
       "         Gene stable ID_y     Gene type_y Uniprot_dc_y      dc_y seq_length_y  \\\n",
       "0         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "1         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "3         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "4         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "5         ENSG00000150768  protein_coding       P10515  0.142195        647.0   \n",
       "...                   ...             ...          ...       ...          ...   \n",
       "1679611   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679612   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679613   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679614   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "1679615   ENSG00000162298  protein_coding       Q86TM6  0.296596        617.0   \n",
       "\n",
       "         chrom_y  \n",
       "0          chr11  \n",
       "1          chr11  \n",
       "3          chr11  \n",
       "4          chr11  \n",
       "5          chr11  \n",
       "...          ...  \n",
       "1679611    chr11  \n",
       "1679612    chr11  \n",
       "1679613    chr11  \n",
       "1679614    chr11  \n",
       "1679615    chr11  \n",
       "\n",
       "[1008016 rows x 22 columns]"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "98.33900502349701"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df_2_or == 0).sum().sum()*100 / (df_2_or.shape[0] * df_2_or.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene stable ID</th>\n",
       "      <th>ENSG00000173876</th>\n",
       "      <th>ENSG00000015171</th>\n",
       "      <th>ENSG00000151240</th>\n",
       "      <th>ENSG00000201861</th>\n",
       "      <th>ENSG00000263511</th>\n",
       "      <th>ENSG00000180525</th>\n",
       "      <th>ENSG00000107929</th>\n",
       "      <th>ENSG00000107937</th>\n",
       "      <th>ENSG00000148377</th>\n",
       "      <th>...</th>\n",
       "      <th>ENSG00000127884</th>\n",
       "      <th>ENSG00000265395</th>\n",
       "      <th>ENSG00000148832</th>\n",
       "      <th>ENSG00000203772</th>\n",
       "      <th>ENSG00000148824</th>\n",
       "      <th>ENSG00000254536</th>\n",
       "      <th>ENSG00000214279</th>\n",
       "      <th>ENSG00000130649</th>\n",
       "      <th>ENSG00000171772</th>\n",
       "      <th>ENSG00000225899</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ENSG00000173876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENSG00000015171</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENSG00000151240</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ENSG00000201861</td>\n",
       "      <td>62.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ENSG00000263511</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</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",
       "      <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>963</th>\n",
       "      <td>ENSG00000254536</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>ENSG00000214279</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>139.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>ENSG00000130649</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>ENSG00000171772</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>ENSG00000225899</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>968 rows × 969 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Gene stable ID  ENSG00000173876  ENSG00000015171  ENSG00000151240  \\\n",
       "0    ENSG00000173876              0.0            127.0             32.0   \n",
       "1    ENSG00000015171            127.0              0.0             32.0   \n",
       "2    ENSG00000151240             32.0             32.0              0.0   \n",
       "3    ENSG00000201861             62.0            114.0             43.0   \n",
       "4    ENSG00000263511             35.0             35.0            233.0   \n",
       "..               ...              ...              ...              ...   \n",
       "963  ENSG00000254536              3.0              2.0              1.0   \n",
       "964  ENSG00000214279              6.0              2.0              1.0   \n",
       "965  ENSG00000130649              6.0              2.0              1.0   \n",
       "966  ENSG00000171772              7.0              2.0              3.0   \n",
       "967  ENSG00000225899             11.0              6.0              3.0   \n",
       "\n",
       "     ENSG00000201861  ENSG00000263511  ENSG00000180525  ENSG00000107929  \\\n",
       "0               62.0             35.0             34.0             17.0   \n",
       "1              114.0             35.0             37.0             31.0   \n",
       "2               43.0            233.0            262.0             42.0   \n",
       "3                0.0             49.0             49.0             26.0   \n",
       "4               49.0              0.0              1.0             40.0   \n",
       "..               ...              ...              ...              ...   \n",
       "963              0.0              1.0              1.0              2.0   \n",
       "964              1.0              2.0              2.0              0.0   \n",
       "965              2.0              1.0              2.0              1.0   \n",
       "966              2.0              2.0              2.0              2.0   \n",
       "967              2.0              3.0              3.0              2.0   \n",
       "\n",
       "     ENSG00000107937  ENSG00000148377  ...  ENSG00000127884  ENSG00000265395  \\\n",
       "0               13.0             12.0  ...              3.0              3.0   \n",
       "1               30.0             28.0  ...              2.0              2.0   \n",
       "2               31.0             37.0  ...              1.0              1.0   \n",
       "3               22.0             23.0  ...              0.0              0.0   \n",
       "4               29.0             33.0  ...              1.0              1.0   \n",
       "..               ...              ...  ...              ...              ...   \n",
       "963              2.0              2.0  ...              1.0              1.0   \n",
       "964              0.0              0.0  ...            139.0            139.0   \n",
       "965              1.0              1.0  ...             71.0             71.0   \n",
       "966              1.0              1.0  ...             67.0             67.0   \n",
       "967              3.0              2.0  ...             51.0             51.0   \n",
       "\n",
       "     ENSG00000148832  ENSG00000203772  ENSG00000148824  ENSG00000254536  \\\n",
       "0                3.0              4.0              3.0              3.0   \n",
       "1                3.0              3.0              2.0              2.0   \n",
       "2                1.0              1.0              1.0              1.0   \n",
       "3                0.0              2.0              0.0              0.0   \n",
       "4                1.0              1.0              1.0              1.0   \n",
       "..               ...              ...              ...              ...   \n",
       "963              1.0              1.0              1.0              0.0   \n",
       "964            151.0              1.0            182.0            182.0   \n",
       "965             76.0            168.0             87.0             87.0   \n",
       "966             66.0            173.0             66.0             66.0   \n",
       "967             50.0             88.0             55.0             55.0   \n",
       "\n",
       "     ENSG00000214279  ENSG00000130649  ENSG00000171772  ENSG00000225899  \n",
       "0                6.0              6.0              7.0             11.0  \n",
       "1                2.0              2.0              2.0              6.0  \n",
       "2                1.0              1.0              3.0              3.0  \n",
       "3                1.0              2.0              2.0              2.0  \n",
       "4                2.0              1.0              2.0              3.0  \n",
       "..               ...              ...              ...              ...  \n",
       "963            182.0             87.0             66.0             55.0  \n",
       "964              0.0            188.0            159.0            113.0  \n",
       "965            188.0              0.0            267.0            146.0  \n",
       "966            159.0            267.0              0.0            154.0  \n",
       "967            113.0            146.0            154.0              0.0  \n",
       "\n",
       "[968 rows x 969 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.max of Unnamed: 0                             1029\n",
       "Gene stable ID              ENSG00000272080\n",
       "gene_occurence_frequency               1030\n",
       "dtype: object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df_2_or.max()).max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 735,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_nan = pd.read_csv('/data/lohia/gene_distance_expresseion/gene_contact_map_rao/x_t_0_less_way/chrX_tss_tss_500.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 736,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene stable ID</th>\n",
       "      <th>ENSG00000182378</th>\n",
       "      <th>ENSG00000178605</th>\n",
       "      <th>ENSG00000167393</th>\n",
       "      <th>ENSG00000185960</th>\n",
       "      <th>ENSG00000205755</th>\n",
       "      <th>ENSG00000265658</th>\n",
       "      <th>ENSG00000198223</th>\n",
       "      <th>ENSG00000185291</th>\n",
       "      <th>ENSG00000169100</th>\n",
       "      <th>...</th>\n",
       "      <th>ENSG00000185990</th>\n",
       "      <th>ENSG00000221603</th>\n",
       "      <th>ENSG00000185978</th>\n",
       "      <th>ENSG00000225393</th>\n",
       "      <th>ENSG00000185973</th>\n",
       "      <th>ENSG00000224533</th>\n",
       "      <th>ENSG00000168939</th>\n",
       "      <th>ENSG00000124333</th>\n",
       "      <th>ENSG00000124334</th>\n",
       "      <th>ENSG00000227159</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>ENSG00000182378</td>\n",
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       "      <td>1286.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENSG00000178605</td>\n",
       "      <td>1286.0</td>\n",
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       "      <td>1286.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2</th>\n",
       "      <td>ENSG00000167393</td>\n",
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       "      <td>1286.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ENSG00000185960</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ENSG00000205755</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1296.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1353.0</td>\n",
       "      <td>1353.0</td>\n",
       "      <td>1353.0</td>\n",
       "      <td>1406.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>ENSG00000224533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>ENSG00000168939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>ENSG00000124333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>ENSG00000124334</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>ENSG00000227159</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1030 rows × 1031 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Gene stable ID  ENSG00000182378  ENSG00000178605  ENSG00000167393  \\\n",
       "0     ENSG00000182378              0.0           1286.0           1286.0   \n",
       "1     ENSG00000178605           1286.0              0.0           1286.0   \n",
       "2     ENSG00000167393           1286.0           1286.0              0.0   \n",
       "3     ENSG00000185960           1286.0           1286.0           1286.0   \n",
       "4     ENSG00000205755           1296.0           1296.0           1296.0   \n",
       "...               ...              ...              ...              ...   \n",
       "1025  ENSG00000224533              NaN              NaN              NaN   \n",
       "1026  ENSG00000168939              NaN              NaN              NaN   \n",
       "1027  ENSG00000124333              NaN              NaN              NaN   \n",
       "1028  ENSG00000124334              NaN              NaN              NaN   \n",
       "1029  ENSG00000227159              NaN              NaN              NaN   \n",
       "\n",
       "      ENSG00000185960  ENSG00000205755  ENSG00000265658  ENSG00000198223  \\\n",
       "0              1286.0           1296.0           1296.0           1296.0   \n",
       "1              1286.0           1296.0           1296.0           1296.0   \n",
       "2              1286.0           1296.0           1296.0           1296.0   \n",
       "3                 0.0           1300.0           1300.0           1300.0   \n",
       "4              1300.0              0.0           1353.0           1353.0   \n",
       "...               ...              ...              ...              ...   \n",
       "1025              NaN              NaN              NaN              NaN   \n",
       "1026              NaN              NaN              NaN              NaN   \n",
       "1027              NaN              NaN              NaN              NaN   \n",
       "1028              NaN              NaN              NaN              NaN   \n",
       "1029              NaN              NaN              NaN              NaN   \n",
       "\n",
       "      ENSG00000185291  ENSG00000169100  ...  ENSG00000185990  ENSG00000221603  \\\n",
       "0              1298.0           1341.0  ...              NaN              NaN   \n",
       "1              1298.0           1341.0  ...              NaN              NaN   \n",
       "2              1298.0           1341.0  ...              NaN              NaN   \n",
       "3              1302.0           1341.0  ...              NaN              NaN   \n",
       "4              1353.0           1406.0  ...              NaN              NaN   \n",
       "...               ...              ...  ...              ...              ...   \n",
       "1025              NaN              NaN  ...              NaN              NaN   \n",
       "1026              NaN              NaN  ...              NaN              NaN   \n",
       "1027              NaN              NaN  ...              NaN              NaN   \n",
       "1028              NaN              NaN  ...              NaN              NaN   \n",
       "1029              NaN              NaN  ...              NaN              NaN   \n",
       "\n",
       "      ENSG00000185978  ENSG00000225393  ENSG00000185973  ENSG00000224533  \\\n",
       "0                 NaN              NaN              NaN              NaN   \n",
       "1                 NaN              NaN              NaN              NaN   \n",
       "2                 NaN              NaN              NaN              NaN   \n",
       "3                 NaN              NaN              NaN              NaN   \n",
       "4                 NaN              NaN              NaN              NaN   \n",
       "...               ...              ...              ...              ...   \n",
       "1025              NaN              NaN              NaN              0.0   \n",
       "1026              NaN              NaN              NaN              NaN   \n",
       "1027              NaN              NaN              NaN              NaN   \n",
       "1028              NaN              NaN              NaN              NaN   \n",
       "1029              NaN              NaN              NaN              NaN   \n",
       "\n",
       "      ENSG00000168939  ENSG00000124333  ENSG00000124334  ENSG00000227159  \n",
       "0                 NaN              NaN              NaN              NaN  \n",
       "1                 NaN              NaN              NaN              NaN  \n",
       "2                 NaN              NaN              NaN              NaN  \n",
       "3                 NaN              NaN              NaN              NaN  \n",
       "4                 NaN              NaN              NaN              NaN  \n",
       "...               ...              ...              ...              ...  \n",
       "1025              NaN              NaN              NaN              NaN  \n",
       "1026              0.0              NaN              NaN              NaN  \n",
       "1027              NaN              0.0              NaN              NaN  \n",
       "1028              NaN              NaN              0.0              NaN  \n",
       "1029              NaN              NaN              NaN              0.0  \n",
       "\n",
       "[1030 rows x 1031 columns]"
      ]
     },
     "execution_count": 736,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [],
   "source": [
    "#merges DE prior genes\n",
    "ensg_gene_name = pd.read_csv(\"/data/lohia/gene_distance_expresseion/biomart_mapping_files/ENSG_gene_name.txt\", sep='\\t')\n",
    "mg_de_prior = pd.read_csv(\"/data/lohia/gene_distance_expresseion/mc_predictability/pnas.1802973116.sd02.txt\", sep='\\t')\n",
    "ensg_gene_name = ensg_gene_name.drop_duplicates('Gene name')\n",
    "ensg_gene_name_mg_prior = ensg_gene_name.merge(right= mg_de_prior[['Gene_Name','DE_Prior_Rank', 'Gene_Order']], left_on='Gene name', right_on='Gene_Name')\n",
    "\n",
    "ensg_gene_name_mg_prior.rename(columns={\"Gene stable ID\": \"Gene stable ID_x\"}, inplace=True)\n",
    "df_2_or = df_2_or.merge(right=ensg_gene_name_mg_prior, on='Gene stable ID_x', how='left')\n",
    "ensg_gene_name_mg_prior.rename(columns={\"Gene stable ID_x\": \"Gene stable ID_y\"}, inplace=True)\n",
    "df_2_or = df_2_or.merge(right=ensg_gene_name_mg_prior, on='Gene stable ID_y', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['DE_tot_rank'] = df_2_or['DE_Prior_Rank_x'] + df_2_or['DE_Prior_Rank_y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 520,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
       "      <th>strand_x</th>\n",
       "      <th>gene_order_tss_x</th>\n",
       "      <th>gene_order_tes_x</th>\n",
       "      <th>Gene stable ID_x</th>\n",
       "      <th>Gene type_x</th>\n",
       "      <th>Uniprot_dc_x</th>\n",
       "      <th>...</th>\n",
       "      <th>chrom_x</th>\n",
       "      <th>strand_y</th>\n",
       "      <th>gene_order_tss_y</th>\n",
       "      <th>gene_order_tes_y</th>\n",
       "      <th>Gene stable ID_y</th>\n",
       "      <th>Gene type_y</th>\n",
       "      <th>Uniprot_dc_y</th>\n",
       "      <th>dc_y</th>\n",
       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pairs</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ENSG00000174669_ENSG00000174669</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>456.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000174669_ENSG00000183340</th>\n",
       "      <td>30017774</td>\n",
       "      <td>0.863495</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2591</td>\n",
       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9Y4A0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>456.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000174669_ENSG00000182791</th>\n",
       "      <td>220849</td>\n",
       "      <td>0.688515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>401.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1847</td>\n",
       "      <td>1847</td>\n",
       "      <td>ENSG00000182791</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NVE4</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>456.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000174669_ENSG00000132275</th>\n",
       "      <td>59768598</td>\n",
       "      <td>0.939615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404.0</td>\n",
       "      <td>-</td>\n",
       "      <td>384</td>\n",
       "      <td>384</td>\n",
       "      <td>ENSG00000132275</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>O43159</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>456.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000174669_ENSG00000168496</th>\n",
       "      <td>4579304</td>\n",
       "      <td>0.887136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4489.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1527</td>\n",
       "      <td>1527</td>\n",
       "      <td>ENSG00000168496</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P39748</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>1828</td>\n",
       "      <td>1827</td>\n",
       "      <td>ENSG00000174669</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q14542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>456.0</td>\n",
       "      <td>chr11</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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000239306_ENSG00000267940</th>\n",
       "      <td>60413328</td>\n",
       "      <td>0.860745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>366</td>\n",
       "      <td>366</td>\n",
       "      <td>ENSG00000267940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>0.170404</td>\n",
       "      <td>669.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000239306_ENSG00000254694</th>\n",
       "      <td>59592446</td>\n",
       "      <td>0.722093</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-</td>\n",
       "      <td>3224</td>\n",
       "      <td>3225</td>\n",
       "      <td>ENSG00000254694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>0.170404</td>\n",
       "      <td>669.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000239306_ENSG00000173715</th>\n",
       "      <td>127869</td>\n",
       "      <td>0.934376</td>\n",
       "      <td>NaN</td>\n",
       "      <td>446.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1856</td>\n",
       "      <td>1858</td>\n",
       "      <td>ENSG00000173715</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>A0A2U3TZP7</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>0.170404</td>\n",
       "      <td>669.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000239306_ENSG00000166086</th>\n",
       "      <td>67452489</td>\n",
       "      <td>0.909951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403.0</td>\n",
       "      <td>+</td>\n",
       "      <td>3337</td>\n",
       "      <td>3339</td>\n",
       "      <td>ENSG00000166086</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9BX67</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>0.170404</td>\n",
       "      <td>669.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000239306_ENSG00000239306</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>1850</td>\n",
       "      <td>1850</td>\n",
       "      <td>ENSG00000239306</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96PK6</td>\n",
       "      <td>0.170404</td>\n",
       "      <td>669.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1679616 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  tss_tss       exp  exp_georg  hi-c-rao  \\\n",
       "pairs                                                                      \n",
       "ENSG00000174669_ENSG00000174669         0  1.000000        NaN       0.0   \n",
       "ENSG00000174669_ENSG00000183340  30017774  0.863495        NaN     274.0   \n",
       "ENSG00000174669_ENSG00000182791    220849  0.688515        NaN     401.0   \n",
       "ENSG00000174669_ENSG00000132275  59768598  0.939615        NaN     404.0   \n",
       "ENSG00000174669_ENSG00000168496   4579304  0.887136        NaN    4489.0   \n",
       "...                                   ...       ...        ...       ...   \n",
       "ENSG00000239306_ENSG00000267940  60413328  0.860745        NaN       NaN   \n",
       "ENSG00000239306_ENSG00000254694  59592446  0.722093        NaN       NaN   \n",
       "ENSG00000239306_ENSG00000173715    127869  0.934376        NaN     446.0   \n",
       "ENSG00000239306_ENSG00000166086  67452489  0.909951        NaN     403.0   \n",
       "ENSG00000239306_ENSG00000239306         0  1.000000        NaN       0.0   \n",
       "\n",
       "                                strand_x  gene_order_tss_x  gene_order_tes_x  \\\n",
       "pairs                                                                          \n",
       "ENSG00000174669_ENSG00000174669        -              1828              1827   \n",
       "ENSG00000174669_ENSG00000183340        +              2591              2593   \n",
       "ENSG00000174669_ENSG00000182791        -              1847              1847   \n",
       "ENSG00000174669_ENSG00000132275        -               384               384   \n",
       "ENSG00000174669_ENSG00000168496        +              1527              1527   \n",
       "...                                  ...               ...               ...   \n",
       "ENSG00000239306_ENSG00000267940        -               366               366   \n",
       "ENSG00000239306_ENSG00000254694        -              3224              3225   \n",
       "ENSG00000239306_ENSG00000173715        +              1856              1858   \n",
       "ENSG00000239306_ENSG00000166086        +              3337              3339   \n",
       "ENSG00000239306_ENSG00000239306        +              1850              1850   \n",
       "\n",
       "                                Gene stable ID_x     Gene type_x Uniprot_dc_x  \\\n",
       "pairs                                                                           \n",
       "ENSG00000174669_ENSG00000174669  ENSG00000174669  protein_coding       Q14542   \n",
       "ENSG00000174669_ENSG00000183340  ENSG00000183340  protein_coding       Q9Y4A0   \n",
       "ENSG00000174669_ENSG00000182791  ENSG00000182791  protein_coding       Q9NVE4   \n",
       "ENSG00000174669_ENSG00000132275  ENSG00000132275  protein_coding       O43159   \n",
       "ENSG00000174669_ENSG00000168496  ENSG00000168496  protein_coding       P39748   \n",
       "...                                          ...             ...          ...   \n",
       "ENSG00000239306_ENSG00000267940  ENSG00000267940             NaN          NaN   \n",
       "ENSG00000239306_ENSG00000254694  ENSG00000254694             NaN          NaN   \n",
       "ENSG00000239306_ENSG00000173715  ENSG00000173715  protein_coding   A0A2U3TZP7   \n",
       "ENSG00000239306_ENSG00000166086  ENSG00000166086  protein_coding       Q9BX67   \n",
       "ENSG00000239306_ENSG00000239306  ENSG00000239306  protein_coding       Q96PK6   \n",
       "\n",
       "                                 ...  chrom_x  strand_y gene_order_tss_y  \\\n",
       "pairs                            ...                                       \n",
       "ENSG00000174669_ENSG00000174669  ...    chr11         -             1828   \n",
       "ENSG00000174669_ENSG00000183340  ...    chr11         -             1828   \n",
       "ENSG00000174669_ENSG00000182791  ...    chr11         -             1828   \n",
       "ENSG00000174669_ENSG00000132275  ...    chr11         -             1828   \n",
       "ENSG00000174669_ENSG00000168496  ...    chr11         -             1828   \n",
       "...                              ...      ...       ...              ...   \n",
       "ENSG00000239306_ENSG00000267940  ...    chr11         +             1850   \n",
       "ENSG00000239306_ENSG00000254694  ...    chr11         +             1850   \n",
       "ENSG00000239306_ENSG00000173715  ...    chr11         +             1850   \n",
       "ENSG00000239306_ENSG00000166086  ...    chr11         +             1850   \n",
       "ENSG00000239306_ENSG00000239306  ...    chr11         +             1850   \n",
       "\n",
       "                                gene_order_tes_y  Gene stable ID_y  \\\n",
       "pairs                                                                \n",
       "ENSG00000174669_ENSG00000174669             1827   ENSG00000174669   \n",
       "ENSG00000174669_ENSG00000183340             1827   ENSG00000174669   \n",
       "ENSG00000174669_ENSG00000182791             1827   ENSG00000174669   \n",
       "ENSG00000174669_ENSG00000132275             1827   ENSG00000174669   \n",
       "ENSG00000174669_ENSG00000168496             1827   ENSG00000174669   \n",
       "...                                          ...               ...   \n",
       "ENSG00000239306_ENSG00000267940             1850   ENSG00000239306   \n",
       "ENSG00000239306_ENSG00000254694             1850   ENSG00000239306   \n",
       "ENSG00000239306_ENSG00000173715             1850   ENSG00000239306   \n",
       "ENSG00000239306_ENSG00000166086             1850   ENSG00000239306   \n",
       "ENSG00000239306_ENSG00000239306             1850   ENSG00000239306   \n",
       "\n",
       "                                    Gene type_y Uniprot_dc_y      dc_y  \\\n",
       "pairs                                                                    \n",
       "ENSG00000174669_ENSG00000174669  protein_coding       Q14542  0.000000   \n",
       "ENSG00000174669_ENSG00000183340  protein_coding       Q14542  0.000000   \n",
       "ENSG00000174669_ENSG00000182791  protein_coding       Q14542  0.000000   \n",
       "ENSG00000174669_ENSG00000132275  protein_coding       Q14542  0.000000   \n",
       "ENSG00000174669_ENSG00000168496  protein_coding       Q14542  0.000000   \n",
       "...                                         ...          ...       ...   \n",
       "ENSG00000239306_ENSG00000267940  protein_coding       Q96PK6  0.170404   \n",
       "ENSG00000239306_ENSG00000254694  protein_coding       Q96PK6  0.170404   \n",
       "ENSG00000239306_ENSG00000173715  protein_coding       Q96PK6  0.170404   \n",
       "ENSG00000239306_ENSG00000166086  protein_coding       Q96PK6  0.170404   \n",
       "ENSG00000239306_ENSG00000239306  protein_coding       Q96PK6  0.170404   \n",
       "\n",
       "                                seq_length_y  chrom_y  \n",
       "pairs                                                  \n",
       "ENSG00000174669_ENSG00000174669        456.0    chr11  \n",
       "ENSG00000174669_ENSG00000183340        456.0    chr11  \n",
       "ENSG00000174669_ENSG00000182791        456.0    chr11  \n",
       "ENSG00000174669_ENSG00000132275        456.0    chr11  \n",
       "ENSG00000174669_ENSG00000168496        456.0    chr11  \n",
       "...                                      ...      ...  \n",
       "ENSG00000239306_ENSG00000267940        669.0    chr11  \n",
       "ENSG00000239306_ENSG00000254694        669.0    chr11  \n",
       "ENSG00000239306_ENSG00000173715        669.0    chr11  \n",
       "ENSG00000239306_ENSG00000166086        669.0    chr11  \n",
       "ENSG00000239306_ENSG00000239306        669.0    chr11  \n",
       "\n",
       "[1679616 rows x 22 columns]"
      ]
     },
     "execution_count": 520,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 546,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tss_tss</th>\n",
       "      <th>exp</th>\n",
       "      <th>exp_georg</th>\n",
       "      <th>hi-c-rao</th>\n",
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       "      <th>gene_order_tes_y</th>\n",
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       "      <th>Uniprot_dc_y</th>\n",
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       "      <th>seq_length_y</th>\n",
       "      <th>chrom_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ENSG00000183340_ENSG00000183340</th>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2591</td>\n",
       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9Y4A0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2591</td>\n",
       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9Y4A0</td>\n",
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       "      <td>524.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000149231_ENSG00000183340</th>\n",
       "      <td>32</td>\n",
       "      <td>0.996508</td>\n",
       "      <td>NaN</td>\n",
       "      <td>785.0</td>\n",
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       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
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       "      <td>Q9Y4A0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>2590</td>\n",
       "      <td>2590</td>\n",
       "      <td>ENSG00000149231</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q8N4S0</td>\n",
       "      <td>0.540441</td>\n",
       "      <td>544.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000184384_ENSG00000183340</th>\n",
       "      <td>46793</td>\n",
       "      <td>0.935457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>785.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2591</td>\n",
       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9Y4A0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>2589</td>\n",
       "      <td>2587</td>\n",
       "      <td>ENSG00000184384</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q8IZL2</td>\n",
       "      <td>0.416955</td>\n",
       "      <td>1156.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENSG00000087053_ENSG00000183340</th>\n",
       "      <td>464673</td>\n",
       "      <td>0.983718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>774.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2591</td>\n",
       "      <td>2593</td>\n",
       "      <td>ENSG00000183340</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9Y4A0</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>2585</td>\n",
       "      <td>2584</td>\n",
       "      <td>ENSG00000087053</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q13614</td>\n",
       "      <td>0.132193</td>\n",
       "      <td>643.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 tss_tss       exp  exp_georg  hi-c-rao  \\\n",
       "pairs                                                                     \n",
       "ENSG00000183340_ENSG00000183340        0  1.000000        NaN       0.0   \n",
       "ENSG00000149231_ENSG00000183340       32  0.996508        NaN     785.0   \n",
       "ENSG00000184384_ENSG00000183340    46793  0.935457        NaN     785.0   \n",
       "ENSG00000087053_ENSG00000183340   464673  0.983718        NaN     774.0   \n",
       "\n",
       "                                strand_x  gene_order_tss_x  gene_order_tes_x  \\\n",
       "pairs                                                                          \n",
       "ENSG00000183340_ENSG00000183340        +              2591              2593   \n",
       "ENSG00000149231_ENSG00000183340        +              2591              2593   \n",
       "ENSG00000184384_ENSG00000183340        +              2591              2593   \n",
       "ENSG00000087053_ENSG00000183340        +              2591              2593   \n",
       "\n",
       "                                Gene stable ID_x     Gene type_x Uniprot_dc_x  \\\n",
       "pairs                                                                           \n",
       "ENSG00000183340_ENSG00000183340  ENSG00000183340  protein_coding       Q9Y4A0   \n",
       "ENSG00000149231_ENSG00000183340  ENSG00000183340  protein_coding       Q9Y4A0   \n",
       "ENSG00000184384_ENSG00000183340  ENSG00000183340  protein_coding       Q9Y4A0   \n",
       "ENSG00000087053_ENSG00000183340  ENSG00000183340  protein_coding       Q9Y4A0   \n",
       "\n",
       "                                 ...  chrom_x  strand_y gene_order_tss_y  \\\n",
       "pairs                            ...                                       \n",
       "ENSG00000183340_ENSG00000183340  ...    chr11         +             2591   \n",
       "ENSG00000149231_ENSG00000183340  ...    chr11         -             2590   \n",
       "ENSG00000184384_ENSG00000183340  ...    chr11         -             2589   \n",
       "ENSG00000087053_ENSG00000183340  ...    chr11         -             2585   \n",
       "\n",
       "                                gene_order_tes_y  Gene stable ID_y  \\\n",
       "pairs                                                                \n",
       "ENSG00000183340_ENSG00000183340             2593   ENSG00000183340   \n",
       "ENSG00000149231_ENSG00000183340             2590   ENSG00000149231   \n",
       "ENSG00000184384_ENSG00000183340             2587   ENSG00000184384   \n",
       "ENSG00000087053_ENSG00000183340             2584   ENSG00000087053   \n",
       "\n",
       "                                    Gene type_y Uniprot_dc_y      dc_y  \\\n",
       "pairs                                                                    \n",
       "ENSG00000183340_ENSG00000183340  protein_coding       Q9Y4A0  0.000000   \n",
       "ENSG00000149231_ENSG00000183340  protein_coding       Q8N4S0  0.540441   \n",
       "ENSG00000184384_ENSG00000183340  protein_coding       Q8IZL2  0.416955   \n",
       "ENSG00000087053_ENSG00000183340  protein_coding       Q13614  0.132193   \n",
       "\n",
       "                                seq_length_y  chrom_y  \n",
       "pairs                                                  \n",
       "ENSG00000183340_ENSG00000183340        524.0    chr11  \n",
       "ENSG00000149231_ENSG00000183340        544.0    chr11  \n",
       "ENSG00000184384_ENSG00000183340       1156.0    chr11  \n",
       "ENSG00000087053_ENSG00000183340        643.0    chr11  \n",
       "\n",
       "[4 rows x 22 columns]"
      ]
     },
     "execution_count": 546,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or[(df_2_or['Gene stable ID_x'] == 'ENSG00000183340') & (df_2_or['tss_tss'] <=500000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 543,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "y = [r[0]+ '_' + r[1] for r in itertools.product(['ENSG00000183340', 'ENSG00000149231'], ['ENSG00000183340', 'ENSG00000149231'])] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('ENSG00000183340', 'ENSG00000183340')\n",
      "v\n",
      "('ENSG00000183340', 'ENSG00000149231')\n",
      "v\n",
      "('ENSG00000149231', 'ENSG00000183340')\n",
      "v\n",
      "('ENSG00000149231', 'ENSG00000149231')\n",
      "v\n"
     ]
    }
   ],
   "source": [
    "for r in itertools.product(['ENSG00000183340', 'ENSG00000149231'], ['ENSG00000183340', 'ENSG00000149231']):\n",
    "                           print (r)\n",
    "                           print (\"v\")\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 552,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['exp_mean'] = df_2_or.loc[y,:]['exp'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 581,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or['exp_mean'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r in itertools.product(unique_genes, unique_genes):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = df_2_or[df_2_or['exp_georg'] >= 0] # liming the matrix to only chosen values for rank standerization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 623,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_u = df_2_or[df_2_or['Gene stable ID_x'] != df_2_or['Gene stable ID_y']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 627,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.39998808332141667"
      ]
     },
     "execution_count": 627,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_u['hi-c-rao'].isnull().astype(int).sum() / df_2_or_u.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = df_2_or_uf.groupby(['hi-c-rao']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 628,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 50)"
      ]
     },
     "execution_count": 628,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_2_or_u['hi-c-rao'], bins=10000, hist=True, kde=False, hist_kws={\"range\":(1, 10000)})\n",
    "#ax.set_ylim(0, 500)\n",
    "ax.set_xlim(0, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "data type not understood",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-18-333c21beaaeb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: data type not understood"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "z = np.array([1, 0], [0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1., 0.])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.astype(float)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = z.astype(dtype='int8')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 678,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1.,   2.,   3.,   4., -12.,   0.])"
      ]
     },
     "execution_count": 678,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.astype(dtype='float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0], dtype=int8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = dict(enumerate(z, 0)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 1, 1: 0}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 683,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6,)"
      ]
     },
     "execution_count": 683,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "zb1 = np.array([True, False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 719,
   "metadata": {},
   "outputs": [],
   "source": [
    "zb2 = np.array([True, False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 720,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True, False])"
      ]
     },
     "execution_count": 720,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zb1*zb2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "print (z.size * z.itemsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "print (zb1.size * zb1.itemsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 724,
   "metadata": {},
   "outputs": [],
   "source": [
    "zt = np.array([[True, False], [True, False]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 725,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ True, False],\n",
       "       [ True, False]])"
      ]
     },
     "execution_count": 725,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 722,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.0034])"
      ]
     },
     "execution_count": 722,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z[np.nonzero(zb1*zb2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 727,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.0034])"
      ]
     },
     "execution_count": 727,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import scipy.spatial.distance as ssd\n",
    "ssd.pdist(zt, lambda u, v: np.median( (z)[np.nonzero(u*v)] ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 662,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.96"
      ]
     },
     "execution_count": 662,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nanmedian(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 625,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0"
      ]
     },
     "execution_count": 625,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_u['hi-c-rao'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 622,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/11_dist_with_georg_hic_sub_median_hic_100.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 621,
   "metadata": {},
   "outputs": [
    {
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       "  </tbody>\n",
       "</table>\n",
       "<p>30288333 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          tss_tss       exp  exp_georg  hi-c-rao strand_x  gene_order_tss_x  \\\n",
       "0               0  1.000000        NaN       0.0        +              1996   \n",
       "1        13917823  0.617675        NaN       NaN        +              2163   \n",
       "2        87442348  0.217594        NaN       NaN        +              3558   \n",
       "3        85979439  0.388890        NaN       NaN        -              3511   \n",
       "4        44254636  0.197412        NaN       NaN        +               889   \n",
       "...           ...       ...        ...       ...      ...               ...   \n",
       "597524   71670055  0.618089        NaN       6.0        -               861   \n",
       "597525    4005672  0.119630        NaN     112.0        +              1872   \n",
       "597526  113259670  0.042676        NaN       3.0        +               142   \n",
       "597527   76893236  0.260073        NaN       NaN        +               708   \n",
       "597528          0  1.000000        NaN       0.0        -              1829   \n",
       "\n",
       "        gene_order_tes_x Gene stable ID_x     Gene type_x Uniprot_dc_x  ...  \\\n",
       "0                   1998  ENSG00000229956             NaN          NaN  ...   \n",
       "1                   2164  ENSG00000162643  protein_coding       Q8IWG1  ...   \n",
       "2                   3558  ENSG00000231434             NaN          NaN  ...   \n",
       "3                   3511  ENSG00000237842             NaN          NaN  ...   \n",
       "4                    889  ENSG00000204160  protein_coding       Q9NUE0  ...   \n",
       "...                  ...              ...             ...          ...  ...   \n",
       "597524               860  ENSG00000102302  protein_coding       P98174  ...   \n",
       "597525              1872  ENSG00000134594  protein_coding       Q14088  ...   \n",
       "597526               143  ENSG00000101916  protein_coding       Q9NR97  ...   \n",
       "597527               707  ENSG00000270012             NaN          NaN  ...   \n",
       "597528              1829  ENSG00000198354  protein_coding       Q5VW00  ...   \n",
       "\n",
       "        chrom_x  strand_y gene_order_tss_y gene_order_tes_y  Gene stable ID_y  \\\n",
       "0          chr1         +             1996             1998   ENSG00000229956   \n",
       "1          chr1         +             1996             1998   ENSG00000229956   \n",
       "2          chr1         +             1996             1998   ENSG00000229956   \n",
       "3          chr1         +             1996             1998   ENSG00000229956   \n",
       "4          chr1         +             1996             1998   ENSG00000229956   \n",
       "...         ...       ...              ...              ...               ...   \n",
       "597524     chrX         -             1829             1829   ENSG00000198354   \n",
       "597525     chrX         -             1829             1829   ENSG00000198354   \n",
       "597526     chrX         -             1829             1829   ENSG00000198354   \n",
       "597527     chrX         -             1829             1829   ENSG00000198354   \n",
       "597528     chrX         -             1829             1829   ENSG00000198354   \n",
       "\n",
       "           Gene type_y Uniprot_dc_y      dc_y seq_length_y  chrom_y  \n",
       "0                  NaN          NaN       NaN          NaN     chr1  \n",
       "1                  NaN          NaN       NaN          NaN     chr1  \n",
       "2                  NaN          NaN       NaN          NaN     chr1  \n",
       "3                  NaN          NaN       NaN          NaN     chr1  \n",
       "4                  NaN          NaN       NaN          NaN     chr1  \n",
       "...                ...          ...       ...          ...      ...  \n",
       "597524  protein_coding       Q5VW00  0.103672        463.0     chrX  \n",
       "597525  protein_coding       Q5VW00  0.103672        463.0     chrX  \n",
       "597526  protein_coding       Q5VW00  0.103672        463.0     chrX  \n",
       "597527  protein_coding       Q5VW00  0.103672        463.0     chrX  \n",
       "597528  protein_coding       Q5VW00  0.103672        463.0     chrX  \n",
       "\n",
       "[30288333 rows x 22 columns]"
      ]
     },
     "execution_count": 621,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
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       "      <td>+</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>ENSG00000185627</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>A0A087WUL9</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2699</td>\n",
       "      <td>2701</td>\n",
       "      <td>ENSG00000149313</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NRN7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>309.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275528</th>\n",
       "      <td>105328086</td>\n",
       "      <td>0.856056</td>\n",
       "      <td>0.106404</td>\n",
       "      <td>119.0</td>\n",
       "      <td>+</td>\n",
       "      <td>2699</td>\n",
       "      <td>2701</td>\n",
       "      <td>ENSG00000149313</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NRN7</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>ENSG00000177156</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P37837</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>337.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343381</th>\n",
       "      <td>105232971</td>\n",
       "      <td>0.889197</td>\n",
       "      <td>0.070446</td>\n",
       "      <td>119.0</td>\n",
       "      <td>-</td>\n",
       "      <td>73</td>\n",
       "      <td>72</td>\n",
       "      <td>ENSG00000177700</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>P62875</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2699</td>\n",
       "      <td>2701</td>\n",
       "      <td>ENSG00000149313</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NRN7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>309.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343326</th>\n",
       "      <td>105867990</td>\n",
       "      <td>0.981978</td>\n",
       "      <td>0.226579</td>\n",
       "      <td>119.0</td>\n",
       "      <td>+</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>ENSG00000177963</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NPQ8</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>2699</td>\n",
       "      <td>2701</td>\n",
       "      <td>ENSG00000149313</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9NRN7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>309.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355214</th>\n",
       "      <td>1066522</td>\n",
       "      <td>0.936410</td>\n",
       "      <td>0.991767</td>\n",
       "      <td>47941.0</td>\n",
       "      <td>+</td>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>ENSG00000110651</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>A6NMH8</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>ENSG00000078902</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q9H0E2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>274.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469661</th>\n",
       "      <td>1090177</td>\n",
       "      <td>0.993863</td>\n",
       "      <td>0.884164</td>\n",
       "      <td>53696.0</td>\n",
       "      <td>+</td>\n",
       "      <td>509</td>\n",
       "      <td>511</td>\n",
       "      <td>ENSG00000198730</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q6PD62</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>530</td>\n",
       "      <td>532</td>\n",
       "      <td>ENSG00000170242</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96K76</td>\n",
       "      <td>0.130182</td>\n",
       "      <td>1375.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470153</th>\n",
       "      <td>1032482</td>\n",
       "      <td>0.994699</td>\n",
       "      <td>0.938420</td>\n",
       "      <td>53696.0</td>\n",
       "      <td>-</td>\n",
       "      <td>511</td>\n",
       "      <td>509</td>\n",
       "      <td>ENSG00000110321</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>D3DQV9</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>530</td>\n",
       "      <td>532</td>\n",
       "      <td>ENSG00000170242</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96K76</td>\n",
       "      <td>0.130182</td>\n",
       "      <td>1375.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297658</th>\n",
       "      <td>1032482</td>\n",
       "      <td>0.994699</td>\n",
       "      <td>0.938420</td>\n",
       "      <td>53696.0</td>\n",
       "      <td>+</td>\n",
       "      <td>530</td>\n",
       "      <td>532</td>\n",
       "      <td>ENSG00000170242</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96K76</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>-</td>\n",
       "      <td>511</td>\n",
       "      <td>509</td>\n",
       "      <td>ENSG00000110321</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>D3DQV9</td>\n",
       "      <td>0.126792</td>\n",
       "      <td>907.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660026</th>\n",
       "      <td>1090177</td>\n",
       "      <td>0.993863</td>\n",
       "      <td>0.884164</td>\n",
       "      <td>53696.0</td>\n",
       "      <td>+</td>\n",
       "      <td>530</td>\n",
       "      <td>532</td>\n",
       "      <td>ENSG00000170242</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q96K76</td>\n",
       "      <td>...</td>\n",
       "      <td>chr11</td>\n",
       "      <td>+</td>\n",
       "      <td>509</td>\n",
       "      <td>511</td>\n",
       "      <td>ENSG00000198730</td>\n",
       "      <td>protein_coding</td>\n",
       "      <td>Q6PD62</td>\n",
       "      <td>0.240409</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>chr11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>59780 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tss_tss       exp  exp_georg  hi-c-rao strand_x  gene_order_tss_x  \\\n",
       "342895   105160442  0.950081   0.051895     119.0        -                76   \n",
       "343297   105838535  0.980966   0.774490     119.0        +                15   \n",
       "1275528  105328086  0.856056   0.106404     119.0        +              2699   \n",
       "343381   105232971  0.889197   0.070446     119.0        -                73   \n",
       "343326   105867990  0.981978   0.226579     119.0        +                12   \n",
       "...            ...       ...        ...       ...      ...               ...   \n",
       "355214     1066522  0.936410   0.991767   47941.0        +               146   \n",
       "469661     1090177  0.993863   0.884164   53696.0        +               509   \n",
       "470153     1032482  0.994699   0.938420   53696.0        -               511   \n",
       "1297658    1032482  0.994699   0.938420   53696.0        +               530   \n",
       "660026     1090177  0.993863   0.884164   53696.0        +               530   \n",
       "\n",
       "         gene_order_tes_x Gene stable ID_x     Gene type_x Uniprot_dc_x  ...  \\\n",
       "342895                 76  ENSG00000177830  protein_coding       Q9BWS9  ...   \n",
       "343297                 16  ENSG00000185627  protein_coding   A0A087WUL9  ...   \n",
       "1275528              2701  ENSG00000149313  protein_coding       Q9NRN7  ...   \n",
       "343381                 72  ENSG00000177700  protein_coding       P62875  ...   \n",
       "343326                 14  ENSG00000177963  protein_coding       Q9NPQ8  ...   \n",
       "...                   ...              ...             ...          ...  ...   \n",
       "355214                147  ENSG00000110651  protein_coding       A6NMH8  ...   \n",
       "469661                511  ENSG00000198730  protein_coding       Q6PD62  ...   \n",
       "470153                509  ENSG00000110321  protein_coding       D3DQV9  ...   \n",
       "1297658               532  ENSG00000170242  protein_coding       Q96K76  ...   \n",
       "660026                532  ENSG00000170242  protein_coding       Q96K76  ...   \n",
       "\n",
       "         chrom_x  strand_y gene_order_tss_y gene_order_tes_y  \\\n",
       "342895     chr11         +             2699             2701   \n",
       "343297     chr11         +             2699             2701   \n",
       "1275528    chr11         +               59               59   \n",
       "343381     chr11         +             2699             2701   \n",
       "343326     chr11         +             2699             2701   \n",
       "...          ...       ...              ...              ...   \n",
       "355214     chr11         -               87               87   \n",
       "469661     chr11         +              530              532   \n",
       "470153     chr11         +              530              532   \n",
       "1297658    chr11         -              511              509   \n",
       "660026     chr11         +              509              511   \n",
       "\n",
       "         Gene stable ID_y     Gene type_y Uniprot_dc_y      dc_y seq_length_y  \\\n",
       "342895    ENSG00000149313  protein_coding       Q9NRN7  0.000000        309.0   \n",
       "343297    ENSG00000149313  protein_coding       Q9NRN7  0.000000        309.0   \n",
       "1275528   ENSG00000177156  protein_coding       P37837  0.000000        337.0   \n",
       "343381    ENSG00000149313  protein_coding       Q9NRN7  0.000000        309.0   \n",
       "343326    ENSG00000149313  protein_coding       Q9NRN7  0.000000        309.0   \n",
       "...                   ...             ...          ...       ...          ...   \n",
       "355214    ENSG00000078902  protein_coding       Q9H0E2  0.000000        274.0   \n",
       "469661    ENSG00000170242  protein_coding       Q96K76  0.130182       1375.0   \n",
       "470153    ENSG00000170242  protein_coding       Q96K76  0.130182       1375.0   \n",
       "1297658   ENSG00000110321  protein_coding       D3DQV9  0.126792        907.0   \n",
       "660026    ENSG00000198730  protein_coding       Q6PD62  0.240409       1173.0   \n",
       "\n",
       "         chrom_y  \n",
       "342895     chr11  \n",
       "343297     chr11  \n",
       "1275528    chr11  \n",
       "343381     chr11  \n",
       "343326     chr11  \n",
       "...          ...  \n",
       "355214     chr11  \n",
       "469661     chr11  \n",
       "470153     chr11  \n",
       "1297658    chr11  \n",
       "660026     chr11  \n",
       "\n",
       "[59780 rows x 22 columns]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_or_u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2_or_u = df_2_or_u.sort_values(by=['hi-c-rao'], ascending=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "342895\n",
      "343297\n"
     ]
    }
   ],
   "source": [
    "for i in df_2_or_u.index.values[0:2]:\n",
    "    print (i)\n",
    "    long_form_top.at[i]=-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1203,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from lohia_utilities.calculate_auc import *\n",
    "from pandas.core.common import SettingWithCopyWarning\n",
    "warnings.simplefilter(action=\"ignore\", category=SettingWithCopyWarning)\n",
    "from lohia_utilities.create_corr_network import rank\n",
    "\n",
    "def calc_auc_hic(resoulution_in_kb, case='simple', dist_tp='exp', prediction='hi-c-rao'):\n",
    "\n",
    "    df_2_or = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/1_dist_with_georg_hic_sub_median_hic_%s.h5' %resoulution_in_kb)\n",
    "\n",
    "    #df_2_or = df_2_or[df_2_or['exp_georg'] >= 0] # liming the matrix to only chosen values for rank standerization\n",
    "    df_2_or = df_2_or[df_2_or['hi-c-rao'] >= 0] # liming the matrix to only chosen values for rank standerization\n",
    "    df_2_or_u = df_2_or[df_2_or['Gene stable ID_x'] != df_2_or['Gene stable ID_y']]\n",
    "    #ranked_matirx = rank(df_2_or['exp_georg'])\n",
    "    #df_2_or['exp_georg'] = ranked_matirx\n",
    "    #df_2_or.rename(columns={\"exp_georg\": \"exp (GK)\"}, inplace=True)\n",
    "\n",
    "    ranked_matirx = rank(df_2_or['exp'])\n",
    "    df_2_or['exp'] = ranked_matirx\n",
    "    df_2_or['gene_freq'] = df_2_or['gene_occurence_frequency_y'] + df_2_or['gene_occurence_frequency_x']\n",
    "\n",
    "    #ranked_matirx = rank(df_2_or['hi-c-rao'])\n",
    "    #df_2_or['hi-c-rao'] = ranked_matirx\n",
    "    m_l = []\n",
    "    change_group_level_1 = df_2_or.groupby(['chrom_x'])\n",
    "    for chrm in change_group_level_1.groups.keys():\n",
    "        df = change_group_level_1.get_group(chrm)\n",
    "        num_pairs = df['Gene stable ID_x'].nunique()\n",
    "\n",
    "        prot_list_sp = np.array_split(df, num_pairs, axis=0)\n",
    "        for i in range(0,num_pairs):\n",
    "        for i in range(0,num_pairs):\n",
    "\n",
    "            long_form_top = prot_list_sp[int(i)]\n",
    "            long_form_top['dist'] = long_form_top[dist_tp]\n",
    "            long_form_top = long_form_top[long_form_top['tss_tss'] >= 10000000] # liming the matrix to only chosen values for rank standerization\n",
    "\n",
    "            long_form_top = long_form_top[long_form_top['Gene stable ID_x'] != long_form_top['Gene stable ID_y']] # remove all the self pairs from each set\n",
    "\n",
    "            mp =  long_form_top['Gene stable ID_y'].values[0]\n",
    "            #print (long_form_top.shape)\n",
    "            \n",
    "            exp_median = long_form_top['exp'].median()\n",
    "            exp_mean = long_form_top['exp'].mean()\n",
    "            exp_var = long_form_top['exp'].var()\n",
    "\n",
    "            long_form_top = long_form_top.reset_index()\n",
    "            if exp_median >=0:\n",
    "        \n",
    "           \n",
    "\n",
    "                for dist_thresh in [2]:\n",
    "                #for dist_thresh in [0.5,0.8]:\n",
    "                #for dist_thresh in [100000,1000000,10000000,100000000]:\n",
    "                #for dist_thresh in [4000]:\n",
    "                #for dist_thresh in [df_2_or_u[\"hi-c-rao\"].min(), df_2_or[\"hi-c-rao\"].max()-1, df_2_or[\"hi-c-rao\"].mean(), df_2_or[\"hi-c-rao\"].median()]:\n",
    "                    if case == 'simple':\n",
    "                        long_form_top[\"True_sim\"] = [1 if score > dist_thresh else 0 for score in long_form_top[\"dist\"]]\n",
    "                    elif case == 'tp':\n",
    "                    \n",
    "                        long_form_top = long_form_top.sort_values(by=['dist'], ascending=False) \n",
    "                        long_form_top[\"True_sim\"] = [0 if score > dist_thresh else 0 for score in long_form_top[\"dist\"]]  \n",
    "                        for ind_val in long_form_top.index.values[0:dist_thresh]:\n",
    "                            long_form_top.at[ind_val, 'True_sim'] = 1\n",
    "                    else:    \n",
    "                        long_form_top = long_form_top.sort_values(by=['dist'], ascending=True) \n",
    "                        long_form_top[\"True_sim\"] = [1 if score > dist_thresh else 1 for score in long_form_top[\"dist\"]]  \n",
    "                        for ind_val in long_form_top.index.values[0:dist_thresh]:\n",
    "                            long_form_top.at[ind_val, 'True_sim'] = 0\n",
    "                    #\n",
    "                    #long_form_top[\"True_sim\"] = [1 if score <= dist_thresh else 0 for score in long_form_top[\"dist\"]] \n",
    "                    #long_form_top[\"True_sim\"] = [1 if score >= dist_thresh else 1 if score2 <= 1000 else 0 for score, score2 in zip(long_form_top[\"dist\"],long_form_top[\"tss_tss\"])]    \n",
    "                    long_form_top[\"true_pos\"] = [score for score in long_form_top[\"True_sim\"]]\n",
    "                    long_form_top[\"true_neg\"] = [1 if score==0 else 0 for score in long_form_top[\"True_sim\"]]\n",
    "                    long_form_top[\"predicted_sim_from_exp\"] = [score for score in long_form_top[prediction]]\n",
    "                    ca = calc_auroc (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "                    m_curve = calc_auc_curve (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "                    pr_curve = prec_recall (long_form_top,predicted_score='predicted_sim_from_exp')\n",
    "\n",
    "                    tpd = pd.DataFrame(m_curve)\n",
    "                    if m_curve:\n",
    "                        tpd[0] =  tpd[0].astype(float).round(2)\n",
    "                        tpd = tpd.groupby([0]).mean()\n",
    "                        m_curve  = dict(zip(tpd.index, tpd[1]))\n",
    "                    else:\n",
    "                        m_curve  = {}\n",
    "                    tpd = pd.DataFrame(pr_curve)\n",
    "                    if pr_curve:\n",
    "                        tpd[0] =  tpd[0].astype(float).round(2)\n",
    "                        tpd = tpd.groupby([0]).mean()\n",
    "                        pr_curve  = dict(zip(tpd.index, tpd[1]))\n",
    "                    else:\n",
    "                        pr_curve  = {}\n",
    "                    m_l.append((chrm, num_pairs,dist_thresh, ca, m_curve, pr_curve, long_form_top[\"true_pos\"].sum(), long_form_top[\"true_neg\"].sum(), exp_median, exp_mean, exp_var, mp))\n",
    "            else:\n",
    "                pass\n",
    "\n",
    "    df_scores = pd.DataFrame(m_l, columns =['chrm', 'num_pairs','dist_thresh',  'auc', 'plot', 'pr_curve', 'true_pos', 'true_neg', 'exp_median', 'exp_mean', 'exp_var', 'Gene stable ID'])\n",
    "    #df_scores.to_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s.h5' %(resoulution_in_kb, case, dist_tp), key='df', mode='w')    \n",
    "    return df_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1204,
   "metadata": {},
   "outputs": [],
   "source": [
    "    for resoultion in [100]:\n",
    "        for case in ['simple']:\n",
    "            df_scores = calc_auc_hic(resoultion, case=case, dist_tp='hi-c-rao', prediction='exp')\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 10)"
      ]
     },
     "execution_count": 1202,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "ax = sns.distplot(df_scores['true_neg'], bins=100, hist=True, kde=False, hist_kws={\"range\":(0, 100)})\n",
    "#ax.set_ylim(0, 500)\n",
    "ax.set_xlim(0, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1350,
   "metadata": {},
   "outputs": [],
   "source": [
    "gene_TN_0_30 = df_scores[(df_scores['true_neg'] >0) & (df_scores['true_neg'] <30)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1351,
   "metadata": {},
   "outputs": [],
   "source": [
    "gene_TN_30 = df_scores[df_scores['true_neg'] >30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1340,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'AUC')"
      ]
     },
     "execution_count": 1340,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#p = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(x='true_neg', y='auc', \n",
    "                 data=df_scores\n",
    "                 #,palette=\"colorblind\"\n",
    "                 #,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1347,
   "metadata": {},
   "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>chrm</th>\n",
       "      <th>num_pairs</th>\n",
       "      <th>dist_thresh</th>\n",
       "      <th>auc</th>\n",
       "      <th>plot</th>\n",
       "      <th>pr_curve</th>\n",
       "      <th>true_pos</th>\n",
       "      <th>true_neg</th>\n",
       "      <th>exp_median</th>\n",
       "      <th>exp_mean</th>\n",
       "      <th>exp_var</th>\n",
       "      <th>Gene stable ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.928998</td>\n",
       "      <td>{0.0: 0.4647971360381815, 1.0: 0.9644988066825...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1676</td>\n",
       "      <td>1</td>\n",
       "      <td>0.456546</td>\n",
       "      <td>0.418631</td>\n",
       "      <td>0.047458</td>\n",
       "      <td>ENSG00000116824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.586471</td>\n",
       "      <td>{0.0: 0.2935294117647082, 1.0: 0.7932352941176...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.460544</td>\n",
       "      <td>0.434903</td>\n",
       "      <td>0.033081</td>\n",
       "      <td>ENSG00000171502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.918846</td>\n",
       "      <td>{0.0: 0.45975855130785187, 1.0: 0.959423205902...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1491</td>\n",
       "      <td>1</td>\n",
       "      <td>0.742133</td>\n",
       "      <td>0.667423</td>\n",
       "      <td>0.060319</td>\n",
       "      <td>ENSG00000160710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.970571</td>\n",
       "      <td>{0.0: 0.4855855855855861, 1.0: 0.9852852852853...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1665</td>\n",
       "      <td>1</td>\n",
       "      <td>0.520593</td>\n",
       "      <td>0.469057</td>\n",
       "      <td>0.038791</td>\n",
       "      <td>ENSG00000006555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.552479</td>\n",
       "      <td>{0.0: 0.2765614938828101, 1.0: 0.7762395363812...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1553</td>\n",
       "      <td>1</td>\n",
       "      <td>0.472553</td>\n",
       "      <td>0.437655</td>\n",
       "      <td>0.036008</td>\n",
       "      <td>ENSG00000118298</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>1771</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.943408</td>\n",
       "      <td>{0.0: 0.47200481637567415, 1.0: 0.971703792895...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1661</td>\n",
       "      <td>1</td>\n",
       "      <td>0.729769</td>\n",
       "      <td>0.655523</td>\n",
       "      <td>0.070410</td>\n",
       "      <td>ENSG00000162396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.728024</td>\n",
       "      <td>{0.0: 0.3643067846607613, 1.0: 0.8640117994100...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1695</td>\n",
       "      <td>1</td>\n",
       "      <td>0.597605</td>\n",
       "      <td>0.531588</td>\n",
       "      <td>0.050947</td>\n",
       "      <td>ENSG00000177606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1788</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.586650</td>\n",
       "      <td>{0.0: 0.2936313533374198, 1.0: 0.7933251684017...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1633</td>\n",
       "      <td>1</td>\n",
       "      <td>0.624274</td>\n",
       "      <td>0.562235</td>\n",
       "      <td>0.053714</td>\n",
       "      <td>ENSG00000211451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1797</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.981503</td>\n",
       "      <td>{0.0: 0.4910404624277586, 1.0: 0.9907514450867...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1730</td>\n",
       "      <td>1</td>\n",
       "      <td>0.350813</td>\n",
       "      <td>0.355306</td>\n",
       "      <td>0.046997</td>\n",
       "      <td>ENSG00000143702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1801</th>\n",
       "      <td>chr1</td>\n",
       "      <td>1806</td>\n",
       "      <td>2</td>\n",
       "      <td>0.987273</td>\n",
       "      <td>{0.0: 0.49393939393939723, 1.0: 0.993636363636...</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>1650</td>\n",
       "      <td>1</td>\n",
       "      <td>0.508222</td>\n",
       "      <td>0.467589</td>\n",
       "      <td>0.027952</td>\n",
       "      <td>ENSG00000174059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      chrm  num_pairs  dist_thresh       auc  \\\n",
       "1     chr1       1806            2  0.928998   \n",
       "15    chr1       1806            2  0.586471   \n",
       "28    chr1       1806            2  0.918846   \n",
       "74    chr1       1806            2  0.970571   \n",
       "81    chr1       1806            2  0.552479   \n",
       "...    ...        ...          ...       ...   \n",
       "1771  chr1       1806            2  0.943408   \n",
       "1774  chr1       1806            2  0.728024   \n",
       "1788  chr1       1806            2  0.586650   \n",
       "1797  chr1       1806            2  0.981503   \n",
       "1801  chr1       1806            2  0.987273   \n",
       "\n",
       "                                                   plot  \\\n",
       "1     {0.0: 0.4647971360381815, 1.0: 0.9644988066825...   \n",
       "15    {0.0: 0.2935294117647082, 1.0: 0.7932352941176...   \n",
       "28    {0.0: 0.45975855130785187, 1.0: 0.959423205902...   \n",
       "74    {0.0: 0.4855855855855861, 1.0: 0.9852852852853...   \n",
       "81    {0.0: 0.2765614938828101, 1.0: 0.7762395363812...   \n",
       "...                                                 ...   \n",
       "1771  {0.0: 0.47200481637567415, 1.0: 0.971703792895...   \n",
       "1774  {0.0: 0.3643067846607613, 1.0: 0.8640117994100...   \n",
       "1788  {0.0: 0.2936313533374198, 1.0: 0.7933251684017...   \n",
       "1797  {0.0: 0.4910404624277586, 1.0: 0.9907514450867...   \n",
       "1801  {0.0: 0.49393939393939723, 1.0: 0.993636363636...   \n",
       "\n",
       "                                               pr_curve  true_pos  true_neg  \\\n",
       "1     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1676         1   \n",
       "15    {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1700         1   \n",
       "28    {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1491         1   \n",
       "74    {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1665         1   \n",
       "81    {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1553         1   \n",
       "...                                                 ...       ...       ...   \n",
       "1771  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1661         1   \n",
       "1774  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1695         1   \n",
       "1788  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1633         1   \n",
       "1797  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1730         1   \n",
       "1801  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....      1650         1   \n",
       "\n",
       "      exp_median  exp_mean   exp_var   Gene stable ID  \n",
       "1       0.456546  0.418631  0.047458  ENSG00000116824  \n",
       "15      0.460544  0.434903  0.033081  ENSG00000171502  \n",
       "28      0.742133  0.667423  0.060319  ENSG00000160710  \n",
       "74      0.520593  0.469057  0.038791  ENSG00000006555  \n",
       "81      0.472553  0.437655  0.036008  ENSG00000118298  \n",
       "...          ...       ...       ...              ...  \n",
       "1771    0.729769  0.655523  0.070410  ENSG00000162396  \n",
       "1774    0.597605  0.531588  0.050947  ENSG00000177606  \n",
       "1788    0.624274  0.562235  0.053714  ENSG00000211451  \n",
       "1797    0.350813  0.355306  0.046997  ENSG00000143702  \n",
       "1801    0.508222  0.467589  0.027952  ENSG00000174059  \n",
       "\n",
       "[171 rows x 12 columns]"
      ]
     },
     "execution_count": 1347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_scores[df_scores['true_neg']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1205,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 simple\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [100]:\n",
    "    for case in ['simple']:\n",
    "        #df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(resoultion, case, 'hi-c-rao','exp'))\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 728,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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e5PfKsvw3RVH89SRTSd7Yq5gYPJOTk1lYWEiSLCwsOMkAak0PPGDYuTEI3WE4P93Wy8qjdyX5VlmWjydJURSfSXJjkuXJozLJq1767/OTPN3DeBhAU1NTaTabSZJms5kjR45IHgG1pQceMOzcGITuMJyfbutl8ujiJDPLlo8m+YkznvOxJF8oiuKfJHllkp/pYTwMoImJiRw8eDBlWaYoilx//fVVhwRskB4Xp+mBBwwzNwahewznp5t6mTwqVllXnrF8c5J/X5blrxdF8XeS/E5RFG8ry3JhxRsVxYeSfChJLrroojz44INLj7373e/OFe9qZv7c89cd2Ojbfjbbt46teJ8kOX78eJKctb7X2t2GVvEn1WxDlfvgDW94Q8ry9MeqLMu84Q1v2NC22wc/5DjovnbjGdZ9cPDgwTz88MP52Mc+lp/7uZ9b9+sWdfM4SOpxLNc9/qS729CNba77PlhLv8XTSt1/06o+Drqhyn3wjne8I3/yJ3+S+fn5jI6O5h3veEdXt30j/z+HbR90g+PgwRXr6x5/Uv9t6LffwLp8Fy3Xy+TR0SQ7ly1fkrOHpd2S5NokKcvyj4uieEWSHUn+avmTyrL8VJJPJck73/nO8j3vec/SY7t3785D3/rLNjOq9+Qn3/K6fPCDH1yx/tOf/nSSZPn7b4Z2t6FV/Ek121DlPrj99ttTFMVS5dGTTz6ZX/qlX1p3HIvsgx9yHHRfu/EM4z5YrDoqyzJf/epX87GPfazt6qNuHgdJPY7lusefdHcburHNdd8Ha+m3eFqp+29a1cdBN1S5D37sx34s73vf+zI/P58tW7Zs6PdgLRv5/zls+6AbHAf2QTfUfR+spS7fRcuN9PC9v5LkrUVR/GhRFOck+YUkh854zpNJfjpJiqL4a0lekWS2hzExYKamplZUHh05cqTiiICNWK3HBQDDZ3x8PDfccEOKosiNN9441MOYAfpJzyqPyrKcK4riw0n+IMlokt8qy/K/FEXx8SRfLcvyUJL/MclkURT/LKeHtP2jcjETAOtw5ZVX5vDhw0vLV111VYXRABulxwUAixqNRh577LE0Go0Nvd4sUwDd18thaynLcirJ1Bnr/sWy//5Gkr/byxgYbC+88MKK5VOnTlUUCdCJiYmJ3HvvvWk2mxkbG9P8HmCIjY+P584779zw680yBdB9PU0eQa898MADK5bvv//+iiIBOtFoNHLo0OmRzSMjIxu+2wx05syKjZmZ0xPn7tx5uo2lygzqwixTAN3Vy55H0HPz8/NrLgP1MD4+nquvvjpJcs011+hxAX3i5MmTOXnyZNVhAAAVU3kEAECSnFVVtNgX5sCBA1WEAwD0Cckjau0Nb3hDnnzyyaXlSy+9tMJogI2anZ3NF7/4xSTJF77whezZs0f1EQAAtdaqgX8dm/dLHlFr+/bty80337y0/MlPfrLCaICNmpycXBp2Oj8/n8nJSbOtAQyp2dnZ7N27N/v27XMjAai1Vg3869i8X/KIWrv88suXqo8uvfTSXHbZZVWHxJAyLXBnpqamMjc3lySZm5vLkSNHJI8AhtQdd9yRP/uzP8sdd9yRj3/841WHA9CRdhr493Pzfskjam/fvn1pNBqqjqiUaYE7c+WVV+bw4cNLy1dddVWF0QBQldnZ2Rw5ciRJcvjwYcOYAfqE5BG1tLzKY2ZmJtu2bVtKHqnkoCqmBQaAztxxxx0py9M3XcqyVH0E0CdGqg4AOmUaYai/Bx54YMXyl770pYoiAaBKn//851csT01NVRTJcJudnc0tt9ySY8dUSQOnqTyilpZXFplGGOrPsDUAkixNntBqmc0xOTmZhx9+2AQWwBKVRwAAQF8oimLNZXpvdnY2hw4dSlmWue+++1QfAUlUHgFD7MzeWUmyc+fOJHpnbbbVhq3pcQEwfEZGRlZUG42MuNe92SYnJ7OwsJAkWVhYUH0EJFF5BJBE76yqTUxMZMuW0/cztmzZkuuvv77iiACownXXXbdieWJioqJIhtfU1FSazWaSpNlsLs1+Bww3lUfA0NI7q380Go0cPHgwyem7nI1Go+KIAKjCxMTEih54733veyuMZjhNTEzk3nvvTbPZzNjYmBs6QBLJo47Nzs5m79692bdvX3bs2FF1OAC1tTg182KpPNC+5cNxz7S4fjFZvpyhuvSLX/u1X1uxfPvtt+fee++tKJrh1Gg0cujQoSSnhw26oQMkkkcdMxMBQOfuuOOOs5b1PIL2TU9P5ytf+/M0t599Q2v0xdMJ2oe+9Zcr1o+d0AyX/vHkk0+uWH7iiScqimR4jY+P54YbbsjBgwdz4403ukG+ifTjpJ9JHnXgzJkIGo2GL1eADfj85z+/YnlqakryCDaouX1Hnnn7Tet+/oWP3N3DaKA9RVEsVaIuLrP5Go1GHnvsMVVHFdKLk34jedQBMxEAdMfymXVWWwZgOLzrXe/Kl7/85aXlv/23/3aF0Qyv8fHx3HnnnVWHMXT046SfmW2tA2YiAACA7jl69OiK5cWhO9Cu2dnZ3HLLLTl2zNBc6AaVRx0wEwFAZ9Zq7rt//35j+zeB/gpAP3nqqadWLJ+ZTIL10psWukvlUQcajUZGRk7/LzQTAcDGXXjhhSuWX/Oa11QUyXA7efKkHgsA1N6ZvWlVH0HnVB51wEwEdMLdfvjh2P7Z2dlcc801SU4n4z/zmc/4Tt0k+isAMGj0poXuU3nUoUajkSuuuELVER1xt59hNz4+vlR9dP3110scAQyp7du3r7kM66E3LXSfyqMOmYmAjXK3H1a65JJL8uKLL2bPnj1VhwJARebm5tZchvXQmxa6T/JoAww3Aui+sbGx7Nq1S9URwBB7zWtes6Jptt8ENqLRaOTQoUNJ9KaFbjFsrUOGGwEAQHeYbY1uGB8fz7vf/e4kyd/7e39PEhK6QOXRBhhuBGtX4CWq8ADWS0UzQPd985vfTJKl71egM5JHQMdU3wF0h+9ThtXyJOpqj0mi9t4gJbIfffTRPPnkk0mSJ554It/85jdz2WWXVRwV1JvkEbAhKvAAusP3aedGn/9+pqefXfr/t2jxQvjM9Un9LobXcmbipc4X/uecc05efPHFFctsvronsj/60Y+uWP7VX/3VHDx4sKJoYDBIHgEAUGsj883MnzqV7z/55RXrR+dPt/c8c/1Tx0c3LbYq1PHCfzG59eijj+bmm29eWv87v/M7KkY2ySAlsh9//PEVy4899lhFkcDgkDwCAKD2Lr5gPv/0p0+s67m/cf/2Hkezuc6sKqrzhf/ll1++VH10ySWXSByxIW9605tWJJDe/OY3VxgNDAbJI4Ca0rQcgEH05je/OdPT0/n1X//1qkOhpj7xiU+sqGC7/fbbK4wGBsNI1QEA0LmTJ0/WcpgCAJxp27ZtueKKK1QdsWGXX355zjvvvCTJq171Kp8l6AKVRwA1NUi9CQAAumV2djYvvPBCkuSFF17IsWPHsmPHjoqjgnpTeQQAQNfMzs7mlltuybFjx6oOBRhSk5OTS/9dluWKZWBjVB4BANA1k5OTefjhhzM5OZnbbrut6nCAITQ1NZVms5kkaTabOXLkiO8j1mWtnqLD3k9U5REAAF0xOzubQ4cOpSzL3HfffaqPgEpMTExkbGwsSTI2Npbrr7++4oioIz1FV1J5BABAV0xOTmZhYSFJsrCwoPoIqESj0cihQ4eSJCMjI2k0GhVHRF3oKdqa5BEAbNBapc2J8maGj6EiQFWW/yYnSVEUSZLzzjsve/fu9ZsMHZI8AmprZmZm6Y7AcosnDqs95sSBXlHWDKeHitxzzz2Zm5vLli1bajNURI8LGDwjIyMZGRnJ61//+qpDgcrMzs5m79692bdvX8czDkoeAbV18uTJfOORr+biC+ZXrB+dP93O7ftPfnnF+qeOj25abAwHpc2wUqPRyF133ZXk9AxHdRwqIhEM9XRmktfvMnR3EgvJI6DWLr5gPv/0p0+s67m/cf/2HkcDwKKyLKsOYd0kggG6QyVn/zhzEotGo9FR9ZHkEQAAXTE5OZmRkZEsLCxkZGREw2yGxpn9dlw0g0rOqnV7EgvJIwAAumJqaipzc3NJkrm5OQ2zGVoumhlWKjn7R7cnsZA8AgCgKyYmJnLvvfem2WxmbGysNg2zoVP67QD9ZmJiInfddddSNXCnv8mSR0PKWFQAoNsajUYOHTqU5PRMR3VsmA0Ag+Cmm27KZz/72SSnh6194AMf6Oj9JI9QVgsAbNiZvV6KokiSnHfeedm7d6+bUgBQgbvvvnvF8l133WXYGu0zFhWAfjD6/PczPf3s0m/RcosJidUek5DoXyMjIxkZGcnrX//6qkMBgKF1+PDhFcuf+9znJI8AgHoamW9m/tSpfP/JL5/12Oj8SJKc9dhTx0c3JTbWR68XAOg/r33ta/PEE0+sWO6E5BEAUKmLL5jPP/3pE+t+/m/cv72H0QAA1N9TTz215nK7Rjp6NQAAAAADTfIIAAAAYIBce+21K5avu+66jt5P8ggAAABggOzZsycjI6dTPiMjI9mzZ09H76fnEQAAAAw5M6AOlvHx8Vx11VX5wz/8w/z0T/90duzY0dH7SR4BAADAkBuEGVBbJcDWSn4lg58AK4qi4/eQPIINmpmZkZUHABgAKi7gtLrPgNoqAdYq+ZX0XwKsW2ZnZ/OlL30pSXL//ffn2LFjHVUfSR5RiUHICJ88eTLfeOSrufiC+RXr65KVBwDgtEGouABOq3sCrFvuuOOOLCwsJEnm5+dzxx135OMf//iG328ok0eDkLiou0HJCLfzxTSoX0oAULViYS5Hj4+u+7f26PHRPFvM9Dgq6sYFJzBIfv/3f3/F8uc//3nJo3YNSuKi7vxAUwXDDQEAANozlMmjROIChtXJkyfzlUe+luarX7li/ej8i0mSh2b+YsX6se89t2mxAbAx5ciWXHLBi21VA5+/c2ePowKA6lx77bU5fPjw0vJ1113X0fsNbfKI7pmZmcnYieO58JG71/2aYr6Z2RMjPYyKumn3czR24lhOjZTJue3/rearX5ljV79tXc/d8cWvt/8HAAA2mdYcwHK/9Eu/tCJ59Mu//MsdvZ/kEQAA0BGJi+ppzQEs97u/+7srlj/96U/reUS1du7cmZlTW/LM229a92sueuhTGd/e7GFU1E27n6MLH7k7r5p/NsnzvQ0MAHhZEhf9QWsOYJGG2UBXuEMIdJthzDDcJC4A+kdZlmsut0vyCIaUO4QAAACD6ZJLLskTTzyxYrkTkkcwxNwhBLrJMGYAhpnKfvrJd77znTWX2yV5BADUyuyJkXx7etrJOQB9RWU//WRsbCwvvPDC0vI555zT0ftJHgHAkNm/f/9SomW5tZIv/ZR4OTVX5OTc83lo5i9WrB+dfzFJzlqfJGPfe25TYgNgY1pV7ST1+X1KVPbTP37wgx+sWH722Wc7ej/JIwAYMtPT0/nKI19L89WvXLG+VfKlHxMvzVe/Mseuftu6n7/ji1/vWSwzMzO1v9gBqFqrqp2kdeWOqh0GTTeTqG9605vy+OOPLy2/+c1v7ig2ySMAGELtJF96mXgZBCdPnsw3HvlqLr5gfsV6FzsA7VG1w7DrRhJ1scJ869atK9afc8452b9//4ZvXkkeAQB0qJ0LHhc7AEAr3Uqibtu2LUVRpCzLbN26Ndu2besoLskjAACo0KD0egGgest/F37xF38x09PT+e3f/u1cdtllHb2v5BEA1NhG+u3MzMz0PC5g/fR6AaAXtm3bliuuuKLjxFEieQRJTl9IjZ04ngsfuXtdzx87cSynRsrk3B4HBvTUINzt30i/ndGt5yXbRjYtRuDl6fUCdFO71zdJUsw3M3vC+QGrkzwCYMPqPsvUoNztb7ffzref73FAAAAMFMkjSLJz587MnNqSZ95+07qef+Ejd+dV888mcQXGcBuEWabc7QcABk271zdJctFDn8r49mYPo6LOJI8A6IhZpgAAYLBJHtVU3YeKAAAAAPUgeVRTgzBUBDp16tSpHD01uu5qlqPHRzOfU8k2nc4BAADWS/KoxgwVYbPNnhjJt6enz6psW6viLVH1BgAAUGeSR9SGxEX1Ts0VOTn3fB6a+YsV60fnX0ySs9YnydIiMD4AACAASURBVNj3nutZPFu3bs2PnPt8m7NMbc36WyMDQHtMjw3AIJI8ojb6LXGxEYPQq6r56lfm2NVvW/fzd3zx6z2Mhm5q94Jn7MSxnBopE6MAgRoahN9kADqnSGF9JI+olbonLk6ePJmvPPK1NF/9yhXrWyXA+i35BQCDole/yabHBqiXQShS2AySR7DJ2kmA9VvyaxCcOnUqY6cW1v3/dux7z2UmMz2JZfT572d6+tm+ucvR7gXPhY/cnVfNP5vk+a7HArAZ/CbTrwx/hM1V9yKFzSB5BFCRkflm5k+dOmt2xFazJiZmTgQGn4tmAOg/kkfAUNm6dWtObBtp607zzp07exZPO7MmJmZOBIBhYPgj0G8kjwAAhlirIbRJNc2jXTQDw0SzZupC8ggAYIi1GkKbtB5Gawgtg6ZYmMvR46NtVfgePT6aZ4ve9EVkeGjWTF3UPnlkXDwAQGcMoQWojmbN1EHtk0ebRTkh/UwSFQDols06r9jI+XWvzq3LkS255IIX206int/DvogA/aSnyaOiKK5N8htJRpMcKMvy11Z5zj9I8rEkZZL/ryzLX2znb2zWuHjlhAAA0D3tnl87twaoTs+SR0VRjCb5zSRXJzma5CtFURwqy/Iby57z1iS3Jfm7ZVl+ryiK1/Yqnm5QTki/0lwUAOiWzTyvaOf8ut/OrVtVTiXVVE9Bpwah99dGtuHUXDL6gxd6GNVg6GXl0buSfKssy8eTpCiKzyS5Mck3lj2nkeQ3y7L8XpKUZflXPYwHoPYGYQjtzMyME236VrvDdcZOHMupkTI5t8eBAX2nVeVUonoKGDy9TB5dnGR5CvJokp844zmXJUlRFP85p4e2fawsy9/vYUwAtTYIQ2hPnjyZrzzytTRf/coV6+tyoj0ICTyqJ4kKg8HIBAbJIPT+2sg23HrX+XnhvFf0MKrBUJRl2Zs3LoqfT/L3y7Lc/dLyryR5V1mW/2TZcw4naSb5B0kuSfJHSd5WluXxM97rQ0k+lCQXXXTR3/rMZz6z9NgTTzyRE6eamT/3gnXHtuXEsbxiy0Jee978ul9z9Pho5kdHM/eq9d9a3PLs89l+zity6aWXrvm8drdh9Pnj2VLOZ2xkft3b8Fc/GM3oOa9cNZZ//a//dZLkwx/+8Lre60z2wfr3QXNhNHMjWfc29Cr+xD6wD85mH6zP0eOjWUiRcnRlY9g//k//OUnyd37q7571mmJ+Ia88d5t9sNp7D/FxMF8urPtz1KvPULKxfVD384pBOA7qvg+S9o/lftsH/fRdlGxsG54+PpqyGM0rXrHywvmzn/1skuTnf/7nz3rNK17xilx00UVrvq/joPrPkX1Q/T5I2t+GqvfBlVde+adlWb5z1djWHVH7jiZZnoK8JMnTqzznT8qybCb5b0VRTCd5a5KvLH9SWZafSvKpJHnnO99Zvuc971l6bPfu3XnoW3/Z5pjsf5fLLjzZVjbyE3edn++/+vy27yz85M635oMf/OCaz2t3Gy585J68Zv7Z/Mi5x9e9Df/h/u05/w0/sWosn/70p5Mky/+/tsM+WP8++PbzF+S720baGtvfi/gT+8A+OJt9sD4t98HfOC9J8oXvP3LWa/ptHzxx/NycysJZ1V+tjH3vufzIq1+TP/iDP1jzeZXvgzX02z5oeRy0+Bz123FQ9/OKQTgO/uV9r8r86Kuya9eusx77zne+k+SH+2K59VSw9eux3G/HQT99FyUb34aT2XJ2NfBL/V/2/V+/tWL92Peey4+//R05cODAmu/ru6j6z5Hvour3QdL+NvTbcbBcL5NHX0ny1qIofjTJU0l+IcmZM6ndm+TmJP++KIodOT2M7fEexgQAALWn3w7domk5nfBdNDx6ljwqy3KuKIoPJ/mDnO5n9FtlWf6Xoig+nuSrZVkeeumxa4qi+EaS+SS3lmX53V7FBAAkW7duzYk2q7929lE/A+iGQTgO9Nth2Elc9AffRcOhl5VHKctyKsnUGev+xbL/LpP8Dy/9AwAA0JF2Z01MkmK+mdkTIy//RPqOxAVsjp4mj2CQnTp1KkdPjeY37t++rucfPT6a+ZxKtpnPGQCA7ioW5nL0+PrPTZPk1NwP+xsBrGUok0e+WAEAYDDt3LkzM6e2tNlk91MZ397sYVTUjQo2WGkok0fQDVu3bs2PnPv8ujvh/8b92/Pt57dm/X3zAQBgfcqRLbnkghfbmqXp1rvOzwvnvaKHUQGDYiiTR8P4xWomArqhOX+6yWA7Y8XHvvdcZjLTw6iAOlMNDIPBscygUcEGKw1l8mgYmYkAAAAA2AjJoyFiJgI6NTaanNzA56jfpjaGRe6UV28Yq4FhEDmWAQab5BEA1JiZHwGgP7gp1V2alvcXySMqMaxfrKdOncrYqYV1V3XpFwS95U45AAC8PMkjaqMsk9FTTc2au2RYE3jQz9q9wzZ24lgyklxywbyZHwGotUE4N3VTqrs2q2m5SYHWR/KISmzki/W//73z0xytdwni1q1bc2LbyLp7BukXBHA2J3kAAJtL8oja0Ky5u9wZgf7T7h22Cx+5O6+afzbJ870NDM4we2Ik356ezu7du896bHp6OklWfWzXrl259dZbex5f3QxCxQV0yrkpVan7deZm/Sa3TB4VRfH3k5xXluXBM9b/UpK/Ksvyi+v+KwAAXVL3k7xBcGquyMm55/PQzF+c9djo/ItJctZjY997blNiA4Bhslm/yWtVHv2vSd63yvr7k9yTZKiSR0rkAYDVDOuMd80NJPBY3bBWXLR7ft1v59auD8Bx0C824zd5rQYy28qynD1zZVmW307yyrb/EgAAAAC1s1bl0SuKothSluXc8pVFUYwlqfetsg1QIg8ArGbr1q35kXOfN+MdtKnd8+t+O7d2fUA31L1yx3EwPNZKHt2dZLIoig+XZflckhRF8cokd7z0GAD0jXanuU+SYr6Z2RPtzeJY95M8AABo11rJo3+e5H9P8kRRFE8kKZLsTHJnkv95E2IDAACAgaVyh7pomTx6abja3qIo/tckb3lp9bfKsjQfMAB9p91p7pPkooc+lfHtzbb+jpM8uuHUqVMZO7VQ20bBAP1ANTBsnpbJo6Iozjz7LpNcUBTF18qy/EFvwwKgDoZ1likAAOi2YmEuR4+v/9w6SU7NJaM/eKGHUZ221rC1962y7sIkby+K4payLL/Uo5gAAAba1q1bc2LbSG0bBQOsZbP6EKoGhs2z1rC1f7za+qIoLk3ye0l+oldBAbC6fivP3sgsU08cb28blJcDnK3ffg+op3Y/Rz5D0FvlyJZccsGL6z63TpJb7zo/L5z3ih5GddpalUerKsvyiaIoxnoRDAAAAPW2WX0Igc3TdvKoKIrLk5zqQSwAvIxBKM82XAegc4Pwe0D12v0c+QzB8FqrYfbncrpJ9nIXJnldkl/uZVB0n9JmAAAAGCybda2/VuXRvzxjuUzyTE4nkH45yR+39ZfoqnZnOJpfSIos9DgqAAAAYNCs1TD7/1n876Io3pHkF5P8gyT/LcldvQ9teLQ7G8HYiWOZL+czOrr+v1EUydzWMaXNAAAAMCA2axjzWsPWLkvyC0luTvLdJP93kqIsyyvb+gv0xOjoaFtd2DerAzuwfsXCXI4eX38FYZKcmktGf/BCD6MCAABYaa1ha48m+aMk7yvL8ltJUhTFP9uUqIZMu7MRXPjI3XnV/LNJnu9tYAAAAMDQWyt59IGcrjx6oCiK30/ymSTFpkQFMATKkS1tVRAmqgiB7lMFCQC8nLV6Ht2T5J6iKF6Z5P1J/lmSi4qi+DdJ7inL8gubFCMAAKzpqVUSYLMnRpIk49sXznru6NZNCw0Aam+tyqMkSVmWzyX53SS/WxTFhUl+PsneJJJHAAA1NwhVkAujYxk955yc/4ZdK9Z/e3o6Sc5af/4bTk9Y8t2ongKA9XjZ5NFyZVk+k+TfvvQPAABUbv7c87PrLa/LgQMHVqzfvXt3kpy1fvGxmZm/2JT4AKDu2koeAQBAcz4Z+95z2fHFr6/7NWPfey4zmelhVNTRap+jxX5a82dUt41977mkvZmlgU3Q6vfAsTxYJI+olXZOMBaf74tpsOlxAQD1tHVLmS2j52bXzreuWD/90nDDM9dnZ7Jr18ohiEC1Wh3HiWN50EgeURttn2Akvph6oJ8SeNu2bcvOVfavHhcAvTU2mpx89Stz7Oq3rfs1O7749ezc6Y4OPzS+fSHnv2FXW8MNe2m1G1JJ65tSL85tSljQ11odx0l1x/JG9NM1Tr+SPGqDD1S1+u0EYxj1WwJv586dbf9Q7d69O99+5GtK5AGAJa2arietb0pte346z29KdEAv9ds1Tr+SPFonHygYjAReq2NSWS3DRp8RgB9q1XQ9aX2es3v37jyk6TrU3iBc42wGyaN18oGCwXDrrbeuur7TY3lmZiZjJ47nwkfuXvdrivnmUik8bKZt27atmhSVRAVoj0bB1bMPYHOOA8kjABgyGxnyCcBKayXVJeM3h2bNsHnHgeQRbDJDRQbTzp07M3NqS555+03rfs1FD30q49ubPYyKXtEDj36lChI2T6tq5kQyfrMMSrNm6MRmHQeSR9CBdqeJP+/VhopA3emB1x8GIYHnZkL17AMAWB/JI9igjUwTv2vXrlXvUrkzAvWhB171BiGB16u+U6og188ECgCDqZ0b/IvPP/8NmxJarUkewQbpGQL0i3arIOt+gjQICTy/IdXr1QQKAFRnYXQso+ecc9aN/FY3+E+vc3NgPSSPANh0hop0z0arIAGA/tBPQ7FXuyGV1Oem1Py552fXW15X6xtM/UryCIBNZZr47lLBAvQLQ0Wgff00FLtV1U7iphRDnDzy4wZQDckOgMFjqAhsTD8NxW5VtVNVPPSXoUwe+XEDAIDuMVSkvgwl7y5FCgyqoUwe+XEDAKDuVrvoT1z4s35tD5kylHxNihQYZEOZPBpW/XaCIStfPfsAAOqp1UV/4sKf9eunIVODQJECg0zyaEj02wmGrHz17AM4re6zigDDqdVFf+JCFYDukzwaEv12giErXz37AMwqAgAA6yF5BFAz7TS2XHy+HherM6sIAAC8PMkjgBppu7FloscFAADQEckjgBrR2BLoF/02EQcA0DuSRwAAtKXfJuIAgH40MzOTsRPHc+Ejd6/r+cV8c2nSln4jeQQAQFv6bSIO4LTVZhBtNXvo4vPNIAqsh+QRAABAzbWaQbTV7KGn16kIhF7auXNnZk5tyTNvv2ldz7/ooU9lfHuzx1FtjOQRAABAzbWaQVQ1INANkkcAAB1qZ6iIYSIAQN1IHgEAlVot8ZLUJ/mybdu27Fxl2EeroSKGiQAAdSN5BEBHVFzQiVY9OpL6JF927typcTQdq3sSFbrBcQD9S/IIgA1TcUGnWvXoSCRfGB6DkESFTjkO4LR+TaJKHgGwYSouADoniQqOA0j6O4kqeQQAAABQsX5Ooo5U8lcBAAAAqAXJIwAAAABakjwCAAAAoCU9jwAAhly/zuwCAPQHySMAgCHWzzO7AAD9QfKoxla7S+gOIQDQjn6e2QUA6A+SRzW1bdu27Fzljp87hAAAAEA3SR7V1M6dO90hBAAAAHpO8gigQu0MP118viGoAADAZpI8AqhIqya1rYafnl5nCCoAALC5JI8AKtKqSa3hpwAAQD8ZqToAAAAAAPqX5BEAAAAALRm2BgAAADAA9u/fn+mXeqgu/nuxLcauXbty6623buh9JY8AAAAABsy2bdu69l6SRwAAAAADYKOVRS9HzyMAAAAAWpI8AgAAAKAlw9YAAACAjvWqWTMb8+ijj6bRaOTOO+/MZZdd1tF7qTwCAAAAumrbtm1dbdhM+z760Y/mxIkT+dVf/dWO30vlEQAAANAxlUX949FHH83jjz+eJHnsscfyzW9+s6PqI5VHAAAAAAPkox/96IrlTquPJI8AAAAABshi1dGixx57rKP3kzwCAAAAGCDnnXfeiuVXvepVHb2f5BEAAADAAJmbm1ux3Gw2O3q/niaPiqK4tiiK6aIovlUUxd41nvdzRVGURVG8s5fxAAAAAAy69773vSuW3/e+93X0fj1LHhVFMZrkN5Ncl+SvJ7m5KIq/vsrzzkuyJ8mXexULAAAAwLBoNBoZGxtLkpxzzjlpNBodvV8vK4/eleRbZVk+Xpbli0k+k+TGVZ73vyX5ZJIXehgLAABQA81mM9PT0zl27FjVoQDU1vj4eN7//venKIq8//3vz44dOzp6v14mjy5OMrNs+ehL65YURXFFkp1lWR7uYRwAAEBNPP300zlx4kQmJyerDgWg1hqNRq644oqOq46SZEsX4mmlWGVdufRgUYwk+T+S/KOXfaOi+FCSDyXJRRddlAcffHDpsXe/+9254l3NzJ97/roDG33bz2b71rEV75Mkx48fT5Kz1q9lI685U7vb0Cr+jcbT6TbYB53HYx+c3oa/+beeTzlarlj/x//pj5Ikf+en3r1iffHX3pdXbjvXPujgNWdyHHQWj31gH3Qjnrrvg42+Zrm6f5/aByv/ZruxfP/73893v/vdJMk999yTH/uxH2t7hiD7YOXfrHv8G42nn7ah7vF3I56NqPs+SKo/r0iSX/mVX8nXv/71tl6zml4mj44m2bls+ZIkTy9bPi/J25I8WBRFkvxIkkNFUdxQluVXl79RWZafSvKpJHnnO99Zvuc971l6bPfu3XnoW3+ZZ95+07oDu/CRe/KTb3ldPvjBD65Y/+lPfzpJsvz9X85GXnOmdrehVfwbjafTbbAPOo/HPkj279+f6enps9Y/8d8eT5K84pyxsx7btWuXfdDBa87kOOgsHvvAPuhGPHXfBxt9zXJ1/z61Dza2DxbPA5544omU5ekbSXNzc/lX/+pf5Zprrsmtt95aSfztbEOnr1nOcdB5PP20DXWPvxvxbETd90FS/XlFN/UyefSVJG8tiuJHkzyV5BeS/OLig2VZfj/J0qC7oigeTPI/nZk4AoZDq5PC3bt3J0kOHDiwmeEAABV45plnlv67LMsVy7CWM29ELv734rnkrl272kpCAiv1rOdRWZZzST6c5A+S/Nckv1eW5X8piuLjRVHc0Ku/CwAA1Mutt96aAwcO5AMf+EC2bDl9f3vLli35uZ/7ORf8bMi2bduybdu2qsOAgdHLyqOUZTmVZOqMdf+ixXPf08tYAABgNcsrFlQrVKvRaOSuu+5KkiwsLHSlySvDwXHaf2ZnZ7N3797s27ev45m+qF4vZ1sDAIBaUa3QP17qiwrU1OTkZB5++GEzJw6InlYeAQBAv1Ox0D8mJyczMjKShYWFFEWRycnJ3HbbbVWHRQ2peqnW7OxsDh06lLIsc99996XRaNgPNafyCAAA6AtTU1OZm5tLcnq2tSNHjlQcEXWl6qVak5OTWVhYSHJ6CKr9UH8qj4ANWas/RKJHBADQvomJidx7771pNpsZGxvL9ddfX3VI1JCql+pNTU2l2WwmSZrNZo4cOaKKsOZUHgEd0x8CAOiGRqORkZHTlygjIyO1bZjdbDYzPT2dY8eOVR3KUFL1Ur2JiYmMjY0liUTwgFB5tAFm5AD9IeBMzWYzjz/+eI4dO+buJsAGjY+P5+qrr87hw4dzzTXX1Ob7dPn1QZJ84xvfyNzcXG6++eZceumlrhE2maqX6jUajRw6dChJvRPB/JDKow6puAAgSY4ePZoTJ07kjjvuqDoUACrUbDaX+jYdO3ZsKYnB5lH1Ur3x8fHccMMNKYoiN954Y20SwbSm8mgD3DWonuovoJ/Mzs7mmWeeSZIcOXIke/bscZIEsAGzs7P54he/mCT5whe+UJvv0+Xnnrfffnv+/M//PGVZpiiKXH755c5NN5mql/7QaDTy2GOP+f8/IFQeUXuqv4Cq7N+/P7t3784v/MIvLK1bWFjIP/yH/zC7d+/O/v37K4yOOtInhWE3CL1qDh8+nLIskyRlWeZzn/tcxRENH1Uv/WF8fDx33nmn//8DQuURteTuDdBPFquOli//6I/+aEXRUGdPP/10Tpw4kcnJSf05GEqD0Kvmta99bZ544okVy2w+VS/QXZJHAFSm7kNQF+P78R//8aX+FkmyZcuWHDhwoKqwqJnF46DZbC5VHH32s5/No48+mre97W19fxxAN01MTOTee+9Ns9msba+ap556as1lNsdi1QvQHYatAdAX6jwE9eKLL15zGdbj6aefXnMZhkGj0cjIyOlLFL1qAPqHyiNqb3Z2Nnv37s2+ffuMp4WaGZSKiu985ztrLsNaFo+Dn/qpn1paV5Zlnn/++YE5RmC9FnvVHDx4sLa9at7znvfkD//wD5eWr7zyygqjAegOyaMOSVxUb3JyMg8//LD+EEBlxsbG8sILLywtn3POORVGQ10NwnAdqrF8CHBSz2HAy+lVA/SDZrOZxx9/PMeOHXOtH8mjjn3yk5/Mn/3Zn+WTn/xkPvnJT1YdzrrVvc/IotnZ2Rw6dChlWea+++5Lo9FwYAOb7gc/+MGK5WeffbaiSKgzU0vTLXUdAryo7r1qHnzwwRXLDzzwQDWBAG1bfp38jW98I3Nzc7n55ptz6aWX1uo6uRckjzowOzu7VJL6xS9+sbYZya1bt+bZZ59dutNZJ5OTk5mfn0+SzM/Pqz4CKvGmN70pjz/++NLym9/85gqjoa4GYbgO1RjmixmAXmg2m0uToXz3u9/N61//+oojqp7kUQfOrDSqU/XR8pOM22+/PQcPHszll19eu8TL1NTU0kE9NzdXy+lcoZ+MnTiWCx+5e8W60ee/nySZP/f8s56bvG6zQutrn/jEJ3LzzTcvLd9+++0VRkOdGa4D9Xfttdfm8OHDS8vXXXddhdEwzFY7r0uc261l8Tr59ttvz3/9r/81zWYzW7ZsyeWXXz70iXrJow7cf//9K5aXN8ari7oP+7ryyitX/DhfddVVFUYD9bZr165V109Pnx6CtestZ55MvK7la4bN5ZdfvlR99OY3vzmXXXZZ1SFRU3UcrjNo/XagU3v27MnU1FQWFhYyOjqaPXv2VB0SNdHN1iJrnaM5t3t5U1NTaTabSU5XISlSkDzqSFmWay7XweTkZBYWFpIkCwsLhn3BEGt1QrJ40nLgwIHNDKd2PvGJT6TRaKg6YujVvd8OdGp8fDwTExM5fPhwJiYmanVjlv7R6XfpWokm53Yvb2JiIvfcc0/m5uayZcsWk1hE8mjo1T2j+qUvfWnF8v3335+Pf/zjFUUDDLPLL788f/RHf1R1GLDpVBXB2fbs2ZOnn35a1RFt8X3aPxqNRu66664kp4ss6jqcvJuzw0sedeBnfuZnVgxVu/rqqyuMZmPqPi3w+Ph4nnjiiRXLdTEoM95RnbU+Q4nPEQBUpY5DUIHVFUVRdQgbNjk5mYcffrgrI4wkjzrwkY98ZEXy6CMf+UiF0WxM3acFPnr06JrLdaHEn075DAHADw1Co+B2JrFYfH6/bQPU1eTkZEZGRrKwsJCiKGrZ3qXb/Y0ljzowPj6+VH109dVX13I8s2mBq6MihE75DAHA2fqhUXCnQ0Xan8Qi6XQbBq0qvpvDdRg+gzCrd7f7Gw9E8qjKrPxHPvKRPPPMM7WsOlp000035fOf/3w+8IEPVB1K2y655JIVw9YuueSSCqMBAKBq/dAouNOhIlVPYjEIFc3dHK7D8Kl7e5ek+/2Na588qiIrv9wgjGe+++6789xzz+Wuu+6q3Rfr7OzsmsvtaCcJqSwYOJM7nAAk3R8qslnqVlm0lrruA/pH3du7JN1PgNU+eVR1Vr7u6v7Fev311+fgwYMpyzJFUeS9733vht6n/SRkd0ubgfpzhxOApPtDRWhft/aBvlPDaxDau3Q7AVb75BGdqfuPW6PRyH333ZcXX3wxY2NjGz4gJCGBTtQ9EQ9wJhfNG9ftoSK0rxv7oOoRLlSv0Wjkscceq2XVUdL9BJjk0ZCr+4/b+Ph4brzxxhw8eDDvf//7XawBlah7Ih5gORfNnRmEXil1H4rdjX3g5jKD0KKmmwkwyaMhNwg/bnXPCAP1V/dEPHRT3S86cdHcqUHolVL3odiDsA+gG7qZABvpyrtQW41GIyMjpz8Gdf1iXTwgnKACVZmYmMjY2FiS1DYRD92y/KIThtHiUJGiKGrZK+XModjHjh2rOqS21X0f8EOLQ2iX/zP+5X+X8S//u7PWX/jI3S8Noe2O2dnZ3HLLLbU8BnpB8mjI+WIF+kWdf6AHIREP3TAIF53QDY1GI1dccUUtfw8mJyczPz+fJJmfn69tIrjO+4DTdu3alR9/x9/IT77ldSv+ueCcIhecU5y1/iff8rr8+Dv+RteG0LoZspJhaxj2BfSFOpfID8KMHNAN+n/BaXXulTI1NZW5ubkkydzcXG2HYtd5H3BalUNoTYZyNpVHHarznfJFhn0BVRuEagV3OGH1/l9AvVx55ZUrlq+66qqKIoHqrHYzZNhJHnVIKRtA5/xA00/a6a/Qzd4Kg0D/LwAGgZshZzNsrQNK2QC6YxBmK6vzsLtuWky8nGn0+e8nSebPPf+s5yerTftdjfanKDc9+XJmOIL6e+CBB1Ysf+lLX8rHP/7xiqKBagzCrOTdJnnUAeP66SerXbC1ulhbfH4/XbAx3Or+A13nmwn79+/P9PR0kiz9e7GXwK5du1r2G1jNWkmUuiRfTFHeGf2/oP4mJiZy8ODBlGWZoihq95sM3eBmyNkkjzowCHfKGQzt3ylP+u2CjeFW9x/oQbmZsG3bto5ev1aiSfJleJiIA+rtpptuymc/+9kkSVmW+cAHPlBxRLD53Aw5m+RRB+p+p5zB4U45ddetH+iqhkzV+WZCO5VFsB5mOIJ6u/vuuzMyMpKFhYWMjIzkrrvuqs1vGnSTmyErSR51oO53ygH6Sac/0FUOmVLiD8CgmJqaWlFNW6cbItBNboasJHnUAaVsAN3T6Q909EzpNwAAIABJREFUlUOmlPgDMCjcEAFWM1J1AHXXaDRyxRVXqDoCGGKLJf5Jlkr8AaCObrrpppRlmcQNEeCHJI86tHinXNURwPBarcQfAOrIDRFgNZJHANChiYmJFSfaSvwBqCs3RIDVSB4BQIduuummFSfaSvwBqKuJiYls2XK6Ne6WLVvcEAGSaJjdN1abXrrXU0sD0B133313iqJYai5qWmMA6qrRaCwNVSvLUm9XIInkUV9oNU10r6eW7qZ2kl+Lz5cAAwbF1NTUiuaiVU1rvH///kxPT///7d17nFTVne/9z+qLkvaSRCwExRuoMIYYIOhoMiCgJFq23QacJGQm4ghlbg45c04wLZg8xhl4gZ3nZIYkjycpiJeJmjM2TXdLFyYGJTEnJ14iGG80phG1pdUCNBG89WU9f9TF3k13011Vu3atqu/79eIFqymqv4uuXbX32r+1FkD699ROc5MmTRpyRzoREZH+Up9tIiIaPCoAg53M+721dK6MfPALcjkAFo/HqaurY82aNVq4XMRhLh/L4XCYpqYmurq6qKysLIgS/6qqqqAjiIiIg6LRKGVlZfT29lJWVkY0GlU1rYho8EiyF/TgVzQaZdu2bfpgE3Gcy8dyJBKhpaUFSCyYHVSJvyqLREQkW7FYjO7ubgC6u7sDq6YVkcKiBbPFafF4nJaWFqy1NDc3s3fv3qAjiUgGXD+WQ6EQNTU1GGOora11rnJKREQkJRwOU1lZCVAw1bQiEjxVHonTotEoPT09APT09DhZsSDB0fowhSMajXp2K3PxWI5EIrS3t2th0Twb6jgGHcsiIiNVKNW0IlJYNHgkTlNZreRKZWUlb775Jm+//bbWiglALBajq6sLgK6uLieP5VAoxPr164OOUdJ07BYPbcQhEpxUNW1DQ0NW1bQDHcegHaVFXKXBI3HanDlz2LRpU7o9d+7cANOIa/pWIyxYsIA33niD999/n7vvvjvAVKWpEBecFjeoqqj4BL0Rh4hkX0071PHo0o7SIvIBDR6JSMnbsWMHu3btAqC9vZ2dO3dy1llnBZyqtKhEXkRSgt6IQ0Syr6YdamBfx7KImzR4JE576KGHPO0HH3yQm2++OaA04qoVK1Z42suXL6ehoSGgNKUpVyXyxWAk03VU4i9SmDRdR0REio0Gj8Rp4XCYjRs30t3dTUVFhaa6SEZSVUcp7e3tASUpbVpwOpPpOirxF8m1eDxOXV0da9asyWggW9N1ioM21RAR8dLgkTgtNdWlu7ub8vLykr7olMxNmDDBM4A0ceLEANOULi04rek6IoUgGo2ybdu2jHd91HSd4qPF+EVENHgkjtNUF8mFlStXsnDhwnR71apVGT2PpilIIcm2ekKkFMXjcVpaWrDW0tzcTCQS0fFTolRZJCLipcEjcZ6muki2Ro8ejTEGay3GGI477rgRP4emKUihybZ6QqQURaNRent7Aejt7dXxIyIikqTBI3GeprpItqLRKGVlZfT09FBWVpbRxYKmKUghUfWESGZisRhdXV0AdHV10draqsEjERHJSrFshlIWdAARkaDFYjF6enoA6OnpobW1NeBEItkZqHpCRA4vHA5TWVkJQGVlpTbiECAxIL948WL27t0bdBQRccykSZM4d+rH+dQZ4zy/PnKE4SNHmEO+fu7UjxfszARVHolIyZszZw6bNm1Kt+fOnRtgGpHsqXpCJDOpjTgAysrKNCVeAE0DFpHMFdNmKKo8EhERKTKqnhDJTGojDmOMNuIQ4NBpwKo+EpFSpcojESl5Dz30kKf94IMPcvPNNweURoJSX19PW1tbuv3ss8/yzjvv8KUvfYmqqiomTZrkzO47pVo9oR3mJBe0EYf0pUXURdzV99wu9Xuq4sel87pCocojESl54XCYiorEWHpFRYWqNASA999/H4Bdu3YFnGTkSrV6ou/UEpFMpTbiKJXjRoY20DRgEXFPVVUVVVVVQcdwmiqPRHJAo9puS1VpdHd3U15errvNJarvcbpjxw4WLlwIwHvvvcf111/PWWedFVS0jMyfP5/NmzezYMGCoKPkhXaYExE/hMNhmpqa6Orq0jRgEcfoGiy3VHkkziu0HTCOPPJI3nvvvfRdKil8pVqlIYNbsWKFp718+fKAkmSusbGRgwcPsmHDhqCj5IV2mBMRP0QiEcrKEpdMpTQNWESkPw0eifMKYZrCsmXLWLduHevWrWPu3Ll0d3czefJk1q1bpxFvR0QiEaZNm6aTQgEOnarW3t4eUJLMlOICr5paIiJ+CIVCzJw5E4ALL7xQN5gkI11dXbS1tZXE57EUL01bE6cV2jSFQssjw5da40IEYMKECZ4BpIkTJwaYZuRKcYFXTS0RKRzFNp1/586dAJ5NFUQOp+9x8Oyzz9Ld3c3ChQs59dRTnTwORFR5JE4rtGkK0WiUnp4eAHp6egLPM1z19fUsWbKEJUuW0NbWRltbW7q9ZMkS6uvrg44oklcrV670tFetWhVQksyUYhWOppaIFCbXF6ndsWMHL730EgAvvvhieiBJZLi6urro7u4GYN++fVraQpylyiNx2kAXSEHeXY/FYukPh+7u7sDzZMLlEzyRXJk8eTLHHHMMb731Fscee6xzi2WXYhVOau2yhoYGrV1W4oqt6sVF/TcgiEQiTm48AAOvgdfQ0BBQGnFJ6jhYtWpVuvKovLycyZMn631InKTBI3FaoV0gzZkzh02bNqXbc+fODTDN8OkDTMQrHo/zzjvvAPD222+zd+9epwYjUjsIQmlV4UQiEdrb20umv3J4uiESvLq6Og4cOMD1119PU1NT0HFGzPU18CR4xXBzWQQ0eCSOK9ULJBHxVzQa9ZzoubZmkKpwpJTphkjh2LFjBy+++CLwwZQv16qPXF8DT4Ln6s1lkf605pE4rdC2WH/ooYc87QcffDCgJCKSjb4neQD33XdfQEkyN3/+fI466igWLFgQdJS8Wbt2LU888QRr164NOopIxvquQzjQWoQurUNYV1fnaV9//fUBJcmc62vgiYjkigaPxHmFtMV6OBz2tIOeRicimamo8BbmVlZWBpQkc42NjRw8eJANGzYEHSUv4vE4sVgMgNbWVm2HLEXD5QWnU1VHg7VdMHnyZCZMmAAkqo5cq5yS4OnmshSLkp+2NtSiiqCFFV1QSFusz58/n3vvvTfdLqU7/oWkq6uLXbt2ObdOjRSOt956y9P+61//GlCSzMTjcVpaWrDW0tzcTCQSKfpjYe3atZ7dN9euXcvNN98ccCqRkSum805jDNZaT9tFK1euJBKJqOpIMhIOh9m4cSPd3d1UVFQ4dXNZGxBIX6o86uPII4/kvffe0/aJkrG77rrL0/75z38eUJLS07fM/+mnn+bAgQN8/vOfd67EXwpD6i5zimtrXESjUc9ASjQaDTiR/zZv3uxpp6qQRCQ4J554oqd90kknBZQkO5MnT+bhhx9W1ZFkJBKJUF5eDkB5eXlBzJbIhMtVkJIbJV951He0dNWqVTQ0NDB58mSnFkaVwnH//fd72ps3b9ad7zzr6upKXzS/8cYbGgyWjKxcuZKFCxem267dbY7FYunXfldXV0ns7JI67gdri0j+7d+/39Pet29fQEmyE4/HqaurY82aNUVfxSm55/ImFqoskr5UeZTUv8RfayWIuGXZsmWsW7eOMWPGeL5+wgkn6INPRsz1NS7C4XB6nabKykqnSuQzVVZWNmRbRPKvurra07788ssDSpKdaDTKtm3bSqKKU/xRSGu0imRKZ1ZJpVjiL7k3e/ZsT3vOnDnBBClhW7Zs8bR//etfB5REXLdy5UqOPvpo56qOIHGSmho8KSsrK4mT1UsvvdTT7r+BgYjkXyQS4YgjjgDgiCOOcPK9SDeYRUQSNHiUNFCJv8hIjRo1asi2+K/vwpwDtUWGy+U1LlIl8sYY50rkM7V06dL0YrzGGJYuXRpwIjcV0zbxErxQKERtbS3GGK644gon34t0g1lyQdVrUgw0eJQUDoc9J52lUOIvuaetOIN36qmnDtkWGa54PM7ixYudvctcaiXyoVCIk08+GYBTTjnFyYvUQqQFUiVbrr8X6QazZEvVa1IsSn7B7JS+W6xba7XFumQkHA7T2NhIT08P5eXlGoQMwOrVqz0LHd9yyy0BphGXrV27lieeeMLZLd9DoRDr168POkbexONxXn31VQA6OzvZu3evBpAyoDXiJNdcfy8Kh8M0NTXR1dVVMmvISW5Fo1G6u7sB6O7uJhqNFv0mFlKcVHmU1NjY6FkfYsOGDQEnEhdFIhFPabOrd9lcNnr0aE/7uOOOCyiJuCwej6e3em9tbdVdQgdoaomI+KEU15CT3IrFYvT09ADQ09PjbPWa6xXZkj0NHiXFYjHPSaerB7WL+q6v0H9tBdfWV9i3b196jR1r7SFb1Ir//vVf/9XT/rd/+7eAkojL1q5d6/lMWLt2bcCJ5HBisZjnzq4+x0UkF0pxDTnJrQsuuMDT/tSnPhVQkuxo3SbR4FFSOBymoiIxi6+iokIlqQFxfW2FFStWeNrLly8PKEnpevjhhz3t3/zmNwElEZfdf//9nvbmzZsDSiLD1X93y7lz5waURESKjevrNkmwnn766SHbLojH4zQ3N2OtpampSdVHJUprHiVFIpH0VDVNN8qvYlpfYdeuXZ52e3t7QElERCQI9fX1tLW1AaR/X7JkCQCTJk0qqs88kVLh+rpNEqzUenwpnZ2dASXJXDQa9Swcr3WbSpMqj/roO91IguH6XNoJEyZ42hMnTgwoiYhk45JLLvG0L7300oCSyHAV4m6XrlfTioiIQGL9x77Xyps2bQo4kQRBlUdJa9eu9RwQru6u4zrXdzeKRCKeUfivfOUrAaYpTTNnzvRMXbvwwgsDTFNaiqniYunSpem18MrLy1m6dGnQkeQwwuEwGzdupLu7O9Dp5y69zkVERIbj+OOP56WXXkq3Q6FQgGkkKKo8StL6FsGLx+PpBU43bdrkZPVR/wXkfvKTnwSUpHR95zvf8bRvvPHGgJKUtiOPPJL33nsvXeLsmlAoRDgcBhKDElogtfBFIhHKy8sBKC8v1/RzEREpCBdffLGnPW/evICSZO6VV17xtDs6OgJKIkHS4FFS/6lqmrqWfwNVf7lGax4FLxQKMXPmTCBRdaSL/vxZtmwZ69atY926dVxwwQV0dXVx6qmnsm7dOierMZYuXcr06dNVdeQI7YgkIiKF6Prrrx+y7QJjzJBtKQ2+Dh4ZYy4xxrQZY/5sjKkb4O//uzHmWWPMn4wxW4wxp/qZZyhjx471tMeNGxdQktLVv9orFosFlCRzxxxzjKd97LHHBpQkc66vOwXw9a9/naOPPpqvf/3rQUcpSfF4PH38xmIxZ19LqQVSNQjhDu2IlFB5YC/H/anxkF+hR24j9Mhth3y98oCbx+hwFMNnmoi4LRQKpauP5s2b5+R5hdaCFPBx8MgYUw78GLgUOBtYaIw5u9/DtgEzrLXnAA3ALX7lOZxiWAXfdb29vUO2XdDd3e1puzhlJxqNsm3btkOm4LmksbGRgwcPpndQlPxau3Zt+vjt6elxsooQdNHpIg34JdYXO3fqx/nUGeMO+fWRIwwfOcIc8vVzp36cSZMmBR3dF8XwmSYi7rv++uuZPn26k1VHkKjGLitLDB1oLcjS5eeC2ecBf7bW7gIwxvwCqAWeTT3AWtt3a5Q/AP/oYx4pcOXl5Z7Bl9TaFS6prq7m3nvvTbcvv/zyANOMXDwep6WlBWstzc3NRCIR5y7CiqEPrhtoDTkXF8Dve9Gp7WjFFUNNEU0tYL9u3bp8xQmUPg9EpFCkbm64KrUW5KZNm7QWZAnzc9raScDLfdodya8NZjEQ2CrV48ePH7It/iuGcshIJEJlZSUARxxxhHNTJ6LRaLpipLe318k7tcXQBwle/4tOF6uPduzYwcyZM9m5c2fQUUQCoc8DEZHc0VqQ4mfl0UCraA24CrUx5h+BGcCAe2obY64FrgU44YQT2Lp162G/+ZtvvgkwrMfCodPUOjs7h/1v/TLSPmT6b/wy0iwzZsygtbUVay3GGGbMmBF4PzL5/zzvvPP4/e9/z7nnnsvTTz/tU7LhGWn+lpaW9FS7rq4umpubueCCC/yKNyyl2IdCOo5h5HmmTZvGY4895mkH3ZeR9qGhoSFdCdnd3c1NN93ElVde6Ve8w8rkNbFmzRoOHDjAN7/5Tb797W/7lGz4Su0zrRC53odS/DwoNK7nB/f74Pp7Kbjfh0LKkqlM+/DlL3858OsbKN2fQdD99nPwqAM4uU97PLCn/4OMMRcDK4ALrbXvDfRE1tqfAj8FmDFjhp09e/Zhv/nPf/5zAIbzWEhUGvXdKevkk08e9r/1y0j7kOm/8UsmWR5//HE2bdpEdXU1NTU1PiUbvkz68LGPfYy6ujpuuummwEs6R5q/pqaGjRs30t3dTUVFBbW1tYG/lkqlD/X19bS1tQHw2muvef4dJNYxCWrHspH+DMaOHcvChQvT7W9961ucddZZfkQbtpH24cYbb6SnpwdIrNu0fft2fvSjH/kV77BGmn/Hjh3ptfxeffVVTjzxROd+Bpn+G78UUpZMud6HTD4Pmpqa6OrqorKy0pnPg0Lmen5wvw+Z5L/tttvYtWsXU6ZMCfzcFPR5UAhc70Mm+ePxOHV1daxZs0bHQYb8nLb2GHCmMeZ0Y8wRwBeBlr4PMMZMA34C1FhrX/cxy2Ht2eMd13rllVcCSlLaVA4ZrEgkki7xt9Y6N+0OiqMPVVVVVFVVBR0jY42NjZ62iwuXh8Ph9Da0xhguu+yygBONzIoVKzzt5cuXB5REJDiRSCS9wGtZWZmTnwciubBnzx4OHDigqZtS0rSBQvZ8Gzyy1nYD1wG/BJ4D/sta+4wx5mZjTKqkpB44GrjXGLPdGNMyyNP57sQTT/S0TzppqOWZxC/FsFNOsbwxWTvgLFOnuNSHZcuWsW7dOtatW8cvf/lLfvnLX6bb69atC6zqKBObNm3ytO+7776AkmRu/vz56dePtZYFCxYEnGhk+lbSArS3tweUpLRpx75ghUIhampqMMZQW1vr9LmFSKbi8Tj79u0DcHYNP0hMPW1ra3M2vwSrGNayLAR+Vh5hrY1Za8+y1k601q5Mfu271tqW5J8vttaeYK2dmvwV2DylVHl/Sv81kESGw/U3pmg06rlL6+IAWDH0wXXjxo3ztPsPzrugsbHR8zpyrXpqwoQJnvbEiRMDSlLaiuVmgssikQjTpk1T1ZGUnPr6epYsWcKXvvSl9M2Q999/n4ULF1JfXx9wupFT9ZRkw+UNFFLH8pIlS2hra6OtrS3dzvex7OvgkUsuu+wyz4VCdXV1wInERS6/MQHEYjHPIsGtra0BJxq5YuiD64phMD4Wi3mOZddeRytXrvS0V61aFVCS0uX6zYQU16uniqGiWSQb+/fvT//ZWutpF7rURfOiRYvS70H33nsvixYtcnIATIITi8U8Gyi4dl6XEvTSFho8SopEIlRUJNYPr6io0B0qyYjrb0zhcJjKykoAKisrnVvnBRJ96Hssu9gH1xXDYLzrx8LkyZPT1UcTJ04MfLHsUuT6zYQUVU+JuCk1HX7BggWez7Mrr7zSqanwcOjatP3bIofj8nndUEtb5PtY1uBRUigUora2FmMMV1xxhe5QSUZcfmOC4lhctO+C2b29vU72wXXFMBhfDMfCypUrOfroo1V1FBDXbyZA8VRPiZQylz/PUhfN77zzTvpr1lreeecd5wbAioHLlaguHweFRINHfWhevGTL9TcmLS4quVAMg/HFcCxMnjyZhx9+WFVHAXH9ZgIUT/WUSCkLhULMnDkTgFmzZjn5eVYM76fFwOVK1GI4rysEGjzqQ/Pig+fyiDYUxxuT64Oo0WjUs0uWix9wxcD11xEURx8kOK7fTIDiqJ4SEXjuuec8v7umGN5PXVcMlajz58/nqKOOcm4H3UKiwSMpKC6PaKe4fsHp+iBqa2urZ/Co/7bxkh+uv46gOPogwSmGmwm62y/ivh07dvDKK68A0NHRwc6dOwNONHLF8H7qumKoRG1sbOTgwYPO7aBbSDR4JAUjHo/T3NyMtZampiYnR7RBF5xBC4VCQ7ZFRPLF9ZsJutsv4r5vf/vbnvb1118fUJLsuP5+6jrXK1GLoXKqEGjwSApGNBr1bLHu4oi2BK+jo2PItohIvrh+M0F3+0USXF5W4aWXXvK0X3zxxYCSZGffvn3s3LmT/fv3Bx0lIy6/hsD9StRiqJwqBBo8KgL19fUsWbKEJUuW0NbWRltbW7pdX18fdLxha21t9RzUmm4kmTDGDNkWEZHh091+EbeXVSiW86IVK1Zw4MABli9fHnSUjLj8GgL3K1Fdr5wqFBo8KjJVVVVUVVUFHSMjY8eO9bTHjRsXUBJx2ezZsz3tOXPmBBNERKQIuF49JZIt16e7XHTRRZ72vHnzAkqSuR07drBr1y4A2tvbnVu3yfXXELhfiep65VShqAg6gGRv2bJlQUfIic7OTk97z549ASURl40aNWrItoiIiMhwDTTd5YYbbgg41fAtXryYX//61562a1asWOFpL1++nIaGhoDSjFw0GqWnpweAnp4e515DKZFIhPb2dueqjiCRvaWlBXCzcqpQqPJICkZ1dXW6lNYYw+WXXx5wInHRli1bPO2+J0wiIiIiI+H6dJfGxkbP+bWLO02lqo5S2tvbA0qSmVgs5lnX1bXXUIrLlaiuV04VCg0eScGIRCKeckJXR4RdXxDPdf2nO5544okBJRGRUqfPAxH3uT7dJRaLYa0FwFrr5MDFhAkTPO2JEycGlCQz/ZdQmDt3bkBJSpvW8MueBo+kYIRCIWprazHGcMUVVzg7Iuz6gniue/XVVz3t/tMhRYZLF/6SLX0eiLjP9YWCXR/8Ali5cqWnvWrVqoCSZObdd9/1tN97772AkpQ2lyunCoUGj6SguD4iHI/HaW5uxlpLU1OTLjoDcNlll3lO8qqrqwNOJK7Shb9koxgWSBUR96e7uD74BTB69GjP1Lvjjjsu4EQjs3XrVk/7wQcfDCaISJY0eCQFxfUR4Wg06pnTrIvO/ItEIlRUJPYCqKiocPIkSYKnC3/J1kCL7IqIm1y+uen64Bck3k/Ly8sBKC8v1/upSEA0eCSSQ62trZ6LhU2bNgWcqPQUy/RHCZYu/CVbri+yKyIfcP3mpsuDX+D+gtOXXHKJp33ppZcGlEQkOxo8EsmhsWPHetr9F2+W/HD9JEmCpwt/yVYxrDMiIsXB9cGvcDjsmXrn2vvp0qVLPfmXLl0acCKRzGjwSCSH+i/OvGfPnoCSlDbXT5IkeLrwl2wVwzojIiKFYP78+Z5q4AULFgScaGRCoRDhcBhIrM2p81NxlQaPRHKourras6Df5ZdfHnAiEcmELvwlW8WwzoiISCFobGz0nF9v2LAh4EQjt3TpUqZPn66qI3GaBo9EcigSiXiqFXTBKeImXfhLLmgKrUhxiMfjLF682NnNE1zPH4vFsNYCYK11ciq5quKlGGjwSCSHtFizSPHQhb9kSxcLIsUhGo2ybds2ZzdPcD3/nDlzPO25c+cGlESktGnwSCTHdMEpUhx04S8iIvF4nJaWFqy1NDc3O1e943p+gL/85S+e9l//+teAkoiUNg0eieSYLjhFREREikM0GvUs1uxa9U40GqWnpweAnp4e5/ID/O53v/O0f/vb3waURKS0afBIRIqO63P7RUREpDDEYjG6uroA6Orqcm69nVgsRnd3NwDd3d3O5QfS6x0N1haR/KgIOoCISK71ndt/ww03BB1HREREHBUOh2lqaqKrq4vKykouu+yyoCONyJw5c9i0aVO67eJ6QaeccgovvfRSun3qqacGmEaKTVdXFx0dHbz77rt5/b5XX301AM8991xev2/KqFGjGD9+fHqzp+HQ4JFIju3YsYNIJML69es566yzgo5TcvrP7Y9EIppCKOKI+vp62tra0u3Un5csWQLApEmTWLZsWSDZRKQ0RSIRWlpaACgrK9OalgFYs2YNCxcuTLdvueWWANNIseno6OCYY47htNNOwxiTt++7e/duAE477bS8fc8Uay379u2jo6OD008/fdj/TtPWRHJsxYoVHDhwgOXLlwcdpSS5vjaBiHygqqqKqqqqoGOISAkLhULU1NRgjKG2tta5G1IPPfSQp/3ggw8GlCRzkydPTn8WVFVV6eas5NS7777L6NGj8zpwFDRjDKNHjx5xtZUqj0RyaMeOHezatQuA9vZ2du7cqQ+4PBtobQJNXRNxQ/+qong8Tl1dHatXr3bugk1EikckEqG9vd3JqqNwOMzGjRvp7u6moqLCuWl3kPgsePvttwF4++232bt3rz4TJKdKaeAoJZM+q/JIJIdWrFjhaav6KP/C4XB67q6LaxOIyAf6rl8mIhIUl3fSjUQilJUlLvlcnXa3du3aIdsikh8aPBLJoVTVUUp7e3tASUpXMZwkiUjiTnNzczPWWpqamrR7oohIBkKhEOPHjwfg5JNPdnIAbPPmzZ52LBYLKImUoptuuonvf//7fPe73+XXv/71oI9ramri2WefHfK5br/9dvbs2ZNu/93f/Z0v5zdHH310zp8TNHgkklMTJkzwtCdOnBhQktLl+toEIpIQjUY920ur+khEZOTi8TgdHR0AvPzyy04OxKfWshysLZIPN998MxdffPGgf5/J4NFwpM6FCoEGj0RyaOXKlZ72qlWrAkpS2iKRCNOmTVPVkYjDWltbPYvf991qWkREhicajWKtBRI7LLk4EJ/KP1hbJNdWrlzJpEmTuPjii9M7v1599dU0NDQAUFdXx9lnn80555zDt771LX7/+9/T0tLCsmXLmDp16oCzTxoaGnj88cf5h3/4B6ZOnZperPqHP/wh06dP5+Mf/zg7duwAEtVO1157LZ/5zGeXwCu1AAAd+ElEQVS46qqr6OnpYdmyZZx77rmcc845/OQnPwGgs7OTWbNmMXXqVKZMmcLDDz+c/n4rVqzgE5/4BOeffz6vvfZaTv5fNHgkkkOTJ09OVx9NnDhRi2UHxOW1CUQkYezYsZ72uHHjAkoiIuKugTYSEZHB/fGPf+QXv/gF27Zto7Gxkccee8zz9/v372fjxo0888wz/OlPf+LGG2/kU5/6FDU1NdTX17N9+/YBZ59ceeWVzJgxg7vuuovt27czatQoAI4//nieeOIJvva1r/H973/fk6O5uZm7776b9evX8+EPf5jHHnuMxx57jGg0ygsvvMDdd9/NZz/7WbZv386TTz7J1KlTATh48CDnn38+Tz75JLNmzcrZoLEGj0RybOXKlRx99NGqOhIRyUJnZ6enPdIybxGRXInH4yxevNjJKV/FsJHIKaec4mmfeuqpASWRUvDwww/zuc99jqqqKo499lhqamo8f3/ssccyatQolixZQmNjI1VVVVl9v/nz5wPwyU9+kt27d6e/XlNTw4c+9CEAfvWrX3HnnXcydepU/vZv/5Z9+/bx/PPPc+6553Lbbbdx00038dRTT3HMMccAcMQRR1BdXT3g82ZDg0ciOTZ58mQefvhhVR2JiGShuro6vY2sMYbLL7884EQiUqpc3vmxGDYSqaur87S1m7H4baht7CsqKnj00UdZsGABTU1NXHLJJVl9ryOPPBKA8vJyz/pGRx11VPrP1lp++MMfsn37drZv384LL7zAZz7zGWbNmsVvf/tbTjrpJL785S9z5513AomB4lQf+j9vNjR4JCIiIgUnEol47pa7eMEjIu6Lx+O0tLRgraW5udm56qNi2EjkoYce8rS3bNkSUBIpBbNmzWLjxo288847vPXWW9x3332evz9w4AB/+ctfCIfD/Pu//zvbt28H4JhjjuGtt94a8rmH85iBfPazn+XWW29NT0HduXMnBw8e5MUXX2TMmDFEIhEWL17ME088MeLnHgkNHomIiEjBCYVC1NbWYozhiiuucPKCR0TcF41GPYv3u1p95PJGIrFYzNPWuk3ip+nTp/OFL3yBqVOnsmDBAmbOnOn5+7feeovq6mrOOeccLrzwQn7wgx8A8MUvfpH6+nqmTZs24ILZkFh0+6tf/apnwezhWLJkCWeffTbTp09nypQpfOUrX6G7u5utW7cydepUpk2bxoYNG/jmN7+ZeceHocLXZxcRERHJ0Pz589m8eTMLFiwIOoqIlKiBFpy+4YYbAk41MqmNRFwVDodpamqiq6vL2XWbxC0rVqxgxYoVg/79o48+esjXPv3pT/Pss88O+bwLFixIn9Ps3r2b3/3ud+mbYzNmzGDr1q1AYre1vsrKyli1atUha+ouWrSIRYsWHfJ9Dhw4kP7zlVdeyZVXXjlkruFS5ZGIiIgUpMbGRg4ePMiGDRuCjiIiJaoYFpx2XTGs2yRSDDR4JCIiIgXH9XVGRKQ4aOAieMWwbpOUlm984xtMnTrV8+u2224LOlbWNG1NRERECs5A64y4NlVERNyXGrhoaGjQwEWANI1ZXPLjH/846Ai+UOWRiIiIFJyB1hkREQmC6wtOFwNNYxYJngaPREREpOCEw2EqKhIF0hUVFVpnREQCk1pwWlVHwYjH4zQ3N2OtpampSdOYRQKiwSMREREpOJFIxDNtTXf8RSQo8XicxYsXa9AiINFolPfffx+A999/n2g0GnAikdKkwSMRKTo6yRMpLsaYoCOISAmLRqNs27ZNgxYB2bRpk6d93333BZREJD+uueYaxowZw5QpU4KO4qEFs0Wk6PQ9ydMCuyJuikajlJWV0dvbizFGx7OIBKL/lKlIJKLpa3l23HHH8corr6Tbo0ePDjCNlJqrv/INOuP7cvZ840Kjuf0nQy+offXVV3Pddddx1VVX5ez75oIGj0SkqPTf3lsneSJuisVidHd3A9Dd3U1ra6sGj0Qk76LRqOe9yMWB7Hg8Tl1dHWvWrHHynGjPnj2edt+BJBG/dcb38eT4ebl7wo4HDvuQWbNmsXv37tx9zxzRtDURKSoDbe8tIu4Jh8OUlSVOU8rKyrRgtogEorW11XNe0X8KlQtcn3ZnrR2yLSL5ocEjESkq2t5bpDjMnz/fc8G2YMGCgBOJSCkaO3aspz1u3LiAkmSmGHYqc/1nIFIsNHgkIkUlHA5TWVkJQGVlpaoVRBzV2NiYXijbGMOGDRsCTiQipaizs9PT7j+FqtANNO1ORCQTGjwSkaISiUQ8U120vbeIm2KxWHpqgrVWVYQiEojq6mrPQPbll18ecKKRKYZpd6+++qqn3X9AT0TyQ4NHIlJUQqEQNTU1GGOora11cmFIEVEVoYgUhkgk4nkvcu2mlKZ8ibhn4cKFXHDBBbS1tTF+/HjWr18fdCRAu62JSBGKRCK0t7c7d4InIh+IRCK0tLQAqiIUkeCEQiFqa2tpaGjgiiuucO6mlOvT7gDKy8vp6enxtEXyZVxo9LB2SBvR8x3GPffck7Pvl0saPBKRohMKhQpmhF5EMpOqImxoaFAVoYgEyuWbUtXV1TQ0NGCtdXLaHcCMGTN45JFH0u3zzjsvwDRSam7/yY+DjlAwNG1NREREClIkEmHatGlOXrCJSPFI3ZRycRDb9Wl3AE899ZSn/eSTTwaURKS0afBIJMfi8TiLFy92citUEZFC4vIFm4hIIUhNuzPGODntDuDtt98esi0i+aHBI5Eci0ajbNu2TVuhioiIiEjgVMUpIrmgwSORHIrH47S0tGCtpbm5WdVHIiIiIhIo16s4Z86c6WlfeOGFASURKW0aPBLJoWg0Sm9vLwC9vb2qPhIRERERycJ3vvMdT/vGG28MKIlIadPgkUgOxWIxurq6AOjq6qK1tTXgRCIiIiIi7gqFQowZMwaAE044wdkKKpHhuuaaaxgzZgxTpkxJf23//v3MmzePM888k3nz5vHGG2/kPVdF3r+jSBELh8M0NTXR1dVFZWUll112WdCRREREREScFY/Hicfj6T/v3btXA0iSN0u/9k/s39uZs+c77vhxrL31tiEfc/XVV3Pddddx1VVXpb+2evVqLrroIurq6li9ejWrV69mzZo1Ocs1HBo8EsmhSCRCS0sLAGVlZVqYUEREREQkC2vXrsVaCySWhVi7di0333xzwKmkVOzf28lXZ7Tl7Pn+1+OHf8ysWbPYvXu352vNzc1s3boVgEWLFjF79uy8Dx5p2ppIDoVCIWpqajDGUFtbq7siIiIiIiJZuP/++z3tzZs3B5REJDivvfYa48aNA2DcuHG8/vrrec+gyiORHItEIrS3t6vqSEREREQkS6mqo8HaIpIfqjwSyTHXt0MVERERESkUJ510kqc9fvz4gJKIBOeEE06gszOx9lJnZ2d6Efl80uCRiIiIiIiIFKS9e/d62qnFs0VKSU1NDXfccQcAd9xxB7W1tXnPoMEjERERERERKUj9dy+urq4OKIlIfixcuJALLriAtrY2xo8fz/r166mrq+OBBx7gzDPP5IEHHqCuri7vubTmkYiIiIiIiBSk+fPnc++996bbCxYsCDCNlJrjjh83rB3SRvJ8h3PPPfcM+PUtW7bkLkgGNHgkIkUnHo9TV1fHmjVrtPaUiIiIiMMaGxs97Q0bNnDDDTcElEZKzdpbbws6QsHQtDURKTrRaJRt27YRjUaDjiIiIiIiWWhtbfW0N23aFFASkdKmwSMRKSrxeJyWlhastTQ3Nx+yyKKIiIiIuGPs2LGe9rhxh5/2IyK5p8EjESkq0WiU3t5eAHp7e1V9JCIiIuKwPXv2eNqvvPJKQElESpsGj0SkqMRiMbq6ugDo6uo6pNRZRERERNxx4oknetonnXRSQElESpsGj0SkqITDYSorKwGorKw8ZHtXEREREXHHq6++6ml3dnYGlESktGnwSESKSiQSoaws8dZWVlZGJBIJOJGIiIiIZGru3Lme9kUXXRRQEpH8uOaaaxgzZgxTpkxJf23//v3MmzePM888k3nz5vHGG28AYK1l6dKlnHHGGZxzzjk88cQTvuWq8O2ZRUQCEAqFqKmpoaGhgdraWo4//vigI4mIiIhIht59990h2yJ+uvpr19K5N56z5xt3fIjbb/3p0N/z6qu57rrruOqqq9JfW716NRdddBF1dXWsXr2a1atXs2bNGjZv3szzzz/P888/zyOPPMLXvvY1HnnkkZzl7UuDRyJSdCKRCO3t7ao6EhEREXHc1q1bPe2HHnoomCBSkjr3xtn2tyce/oHD9ciewz5k1qxZ7N692/O15ubm9LGwaNEiZs+ezZo1a2hubuaqq67CGMP555/Pm2++SWdnpy+7EmramogUnVAoxPr161V1JCIiIiIiznvttdfSA0Ljxo3j9ddfBxK7D5588snpx40fP963HQk1eCQiIiIiIiIF6ZJLLvG0L7300oCSiBQea+0hXzPG+PK9NHgkIiIiIiIiBWnp0qXpzVDKy8tZunRpwIlE8u+EE05I7zTY2dnJmDFjgESl0csvv5x+XEdHByeemMNpdn1o8EhEREREREQKUigUIhwOAxAOh7UsgZSkmpoa7rjjDgDuuOMOamtr01+/8847sdbyhz/8gQ9/+MO+rHcEWjBbRERERERECtjSpUvZs2ePqo6kJCxcuJCtW7eyd+9exo8fz/e+9z3q6ur4/Oc/z/r16znllFO49957gcSAaiwW44wzzqCqqorbbrvNt1waPBIRERERESlQ9fX1tLW1AaR/X7JkCQCTJk1i2bJlgWXLl9RmKCL5Nu740LB2SBvR8x3GPffcM+DXt2zZcsjXjDH8+Mc/zjrXcGjwSERERERExAFVVVVBRxApKbff+tOgIxQMDR6JiIiIiIgUqFKoLBKRwqcFs0VEREREREREZFAaPBIRERERERGRkmStDTpC3mXSZ01bEykyQy2qCKWzsKKIiIgIaMFpERncqFGj2LdvH6NHj8YYE3ScvLDWsm/fPkaNGjWif6fBI5EipkUVRURERD6gcyMR6Wv8+PF0dHQQj8fz+n337dsHwDvvvJPX75syatQoxo8fP6J/4+vgkTHmEuA/gHJgnbV2db+/PxK4E/gksA/4grV2t5+ZCp3ujEi29BoJXt/jGHQsi4iIBEmfuSIymMrKSk4//fS8f9/UdcG6devy/r0z5dvgkTGmHPgxMA/oAB4zxrRYa5/t87DFwBvW2jOMMV8E1gBf8CuTa3RnJBgawJNc07EsmdB7kWRLA9kiIiKSK35WHp0H/NlauwvAGPMLoBboO3hUC9yU/HMD8CNjjLEZrlhVDGu9FHq+UqOLfslEMRzHGrgoLC6+F2ngovC4+DqS4OnzQEQKQTFc67vOz8Gjk4CX+7Q7gL8d7DHW2m5jzF+A0cDebL+5TpCCUQwHdaHnKwU6US0sLr6fFsPARaHnGynXX0d6DQXD9Z8BFEcfUlw8jqUwuH4cuJ4fiqMPKa6+F7n+MzB+bUtnjPl74LPW2iXJ9peB86y1/9znMc8kH9ORbLcnH7Ov33NdC1ybbE4C2vDP8eRg8CpgrvfB9fzgfh9czw/u98H1/KA+FALX84P7fXA9P7jfB9fzg/t9cD0/uN8H1/OD+31wPT+43wfX84P/fTjVWhsa6C/8rDzqAE7u0x4P7BnkMR3GmArgw8D+/k9krf0p8FOfcnoYYx631s7Ix/fyi+t9cD0/uN8H1/OD+31wPT+oD4XA9fzgfh9czw/u98H1/OB+H1zPD+73wfX84H4fXM8P7vfB9fwQbB/KfHzux4AzjTGnG2OOAL4ItPR7TAuwKPnnK4EHM13vSEREREREREREcs+3yqPkGkbXAb8EyoGfWWufMcbcDDxurW0B1gP/aYz5M4mKoy/6lUdEREREREREREbOz2lrWGtjQKzf177b58/vAn/vZ4YM5GV6nM9c74Pr+cH9PrieH9zvg+v5QX0oBK7nB/f74Hp+cL8PrucH9/vgen5wvw+u5wf3++B6fnC/D67nhwD74NuC2SIiIiIiIiIi4j4/1zwSERERERERERHHlfTgkTHmdmPMlcN87M+MMa8bY572O9dhcmSd2RhznDHmAWPM88nfP+pP2kFz5aIPf2+MecYY02uMyetq8znKX2+M2WGM+ZMxZqMx5iP+pB00Vy768K/J/NuNMb8yxpzoT9oBM+Xs2DXGfMsYY40xx+c25WFz5eJncJMx5pXkz2C7MSbsT9oBM+XkZ2CM+WdjTFvyeL4l90mHzJWLn8H/7vP/v9sYs92ftANmykX+qcaYPyTzP26MOc+ftIPmykUfPmGM+b/GmKeMMfcZY471J+1h8w2rL8aYk40xDxljnku+7r+Zj3xD5Mk6d5DnFTnKH9g5RfL756IPgZ5X9Ms53P6MMsY8aox5Mtmf7+Uj3+GM5H0p+fhyY8w2Y8wmP3ONxAjfW3cn3z+3G2Me9zvbcIww/0eMMQ3J1/9zxpgL/M43HCM4Dib1OY/Yboz5qzHmv+Uj42FyjeRn8C/JY/hpY8w9xphRfucbjhH24ZvJ/M8Uwv8/jPiz4QVjzHHJ9keT7VNznamkB4+GwxhTnvzj7cAlAUYZtmFkrgO2WGvPBLYk2wVlGH14GpgP/DZfmUZiGPkfAKZYa88BdgI35CnasA2jD/XW2nOstVOBTcB3B3hMYIZz7BpjTgbmAS/lKdaIDPP95wfW2qnJX7FBHhOIw+U3xswBaoFzrLUfA76fv3TDc7g+WGu/kPr/BzYAjXmMd1jDeA3dAnwvmf+7yXZBGUYf1gF11tqPAxuBZXmKNmLJvnQD/8Na+zfA+cA3jDFnB5tsaMPIXdDnFcPIX9DnFDCsPhT8eUVfyf68B8y11n4CmApcYow5P9hkw9PnfQngm8BzQWXJVL8+zEl+ljmzhXmf/P8B3G+tnQx8Aod+FsaYcmttW5/ziE8Cb5P4LCt4yYHTk4ClwAxr7RQSG2U5swlWsg9TgAhwHonXULUx5sxgkw1P8jX0MnArsDr55dXAT621L+b6+5XU4JEx5qrkHZknjTH/mfzyLGPM740xu1Ije8aY2ck7O3cDTwFYa39LYke4YshcC9yR/PMdwBWu9cFa+5y1ts3P3D7n/5W1tjvZ/AMw3sE+/LVP8yjAtwXUfDx2fwBc72f2PPQhL3zK/zVgtbX2veTjXnewD6nnNsDngXscy2+BVKXOh4E9fuX3sQ+T+OCi/wFggZ99SMm0L9baTmvtEwDW2rdIXOiclI/MPubO23mFH/nzeU7hYx/yel6Ro/5Ya+2B5OMrk7/yvhhrNu9LxpjxwGUkBrEDk00fCkGm+U2i0nQWiR28sda+b61906U+9Huai4B2Py76DyfL/BXAh4wxFUAVPp9LDCaLPvwN8Adr7dvJ99HfAJ9zKD8krmnON4mqqb8D/l9fQlprS+IX8DGgDTg+2T6OxF3Me0kMop0N/Dn5d7OBg8Dp/Z7jNOBp1zMDb/Zrv+FaH/r83VYSI91O5k/+/X3AP7rYB2Al8DKJu7Yhl/IDNcB/JP+8O/X8jvXhpmT2PwE/Az7qWP7twPeAR0h8UJ/r2s+gz9/NAh53LT+JE6aXSBzHrwCnOtiH3wO1yT//d+Atv/qQy7706c9LwLF+Z/YzN3k6r/D7/x2fzyny9drB5/OKXPaHRJXCduAAsCYfmXOcv4FEtchsYFO+8+eoDy8ATwB/BK51KT+JirVHk4/fRmIQ7yiX+tDveX4GXOdafhLVdweAOHBXvvPn4HX0NyQqNkeTGPz6v8APXcnf5zk+S2IAfp5fOUup8mgu0GCt3QtgrU3dvWyy1vZaa58FTujz+EettS/kO2Q/Lmbuz/U++JrfGLOCRBn6XbkKPADf+mCtXWGtPZlE/utyGbqPnOc3xlQBK8jfVDu/fga3AhNJnDx14tddBv/yVwAfJTH9YhnwX8YYk8Pcffn9XrQQH6uO8C//14B/SR7H/0Ly7q1P/OrDNSSm7/wROAZ4P5ehB5F1X4wxR5OY6vjfrLeS00+u5k5xPT/43Ic8nVf0lVV/rLU9NjFdZzxwnklMH8mnjPMbY6qB1621f8xr4kNl+5r6tLV2OnApiffSWXlJ/YFs8lcA04FbrbXTSFxQBzFtNhfH9REkbmzem4/A/WRzHHyURPXp6cCJwFHGmH/MX/S0jPtgrX0OWEOievl+4EkS76P5lItzpEtJXA/49j5aSoNHhoFLYd/r95iUg/7GGRa/Mr9mjBkHkPzdz6kiLv6/9+VbfmPMIqAa+Adr7UDfI1fy8TO4G/+miviRfyKJD7knjTG7SZy0PmGMGZtpyMPw5WdgrX0teeLdC0RJzNX2g1+voQ6g0SY8CvQCfi1c7uexXEFivZT/nVm04X0b/Mm/iA/WaboX/15D4N9xsMNa+xlr7SdJDOC1Zx5x2LLqizGmksTF/13W2nyuk+VX7nydV7j6/+6JgU99yON5hefbkoPj2iamGm0l/+uLZpP/00BN8jziF8BcY8zPc57w8LL6GVhr9yR/f53EWjt53TiB7PJ3AB3W2keS7QYSg0n5lovj4FLgCWvta7kMNkzZ5L8YeMFaG7fWdpE4p/hU7iMeVrbHwXpr7XRr7SwSU+Sfz33EIWX72TCVxDqu5wP/kvpMzrVSGjzaAnzeGDMawCRXIy9wfmVuIXHBQPL35hw970Bc/H/vy5f8xphLgG8DNdbat3PxnEPwqw99F5KrAXbk4nkHkPP81tqnrLVjrLWnWWtPI3HyMd1a+2q2zz0Iv34GfT8YPkdi+qAf/DqOm0jcacEYcxZwBLA3R8/dn5/vRRcDO6y1HTl8zv78yr8HuDD557n4e7Lk13EwJvl7GXAj8L9y8byHkXFfktV164HnrLX/06d8g/Erd77OK1z9f+/Llz7k+byir2z6EzLJXeGMMR8i+V7qS8rBZZzfWnuDtXZ88jzii8CD1togKi6y+RkcZYw5JvVn4DP4dy4xmGx+Bq8CLxtjJiW/dBHwbO4jHlYuPt/8rmAeSjb5XyKx1k5V8j3qIoJZtDyrn0Gfc4lTSNwQzPfPItvPhltJVKO+BNTj0yY0FX48aSGy1j5jjFkJ/MYY00NiXuywGWPuITG/8HhjTAfw/1hr/Szv9zPzahLTQxaTOOD/PrfJP+BXH4wxnwN+CISAVmPMdmvtZ3Mc38+fwY+AI4EHkrN0/mCt/WpOwyf5+TpKflj3Ai8CruXPGx/7cEvyToMlsfbRV3IaPMnH/D8DfmYSW6+/Dyzy6265z6+jL+LzSYaP+SPAf5hE9dS7wLW5Tf4BH/uw0BjzjeTDGoHbchh7QFn25dPAl0ks9ro9+bXlNg+7JfqYOy/nFX7lz9c5Bfj6M8jbeUVfWfZnHHCHSeyaVQb8l7U2r9vdZ/u+VAiy7MMJwMbka6YCuNtae78PMQeVg5/BPwN3mcS0r13AP+U64+Hk4POtikTViC/ncYeTTX5r7SPGmAYS62Z1J//tT/1JOmSObF9HG5IDN13AN6y1b+Q85BCyzB8BXrLWPpBs/3/A1caYC621v8llTpO/qlYREREREREREXFNKU1bExERERERERGREdLgkYiIiIiIiIiIDEqDRyIiIiIiIiIiMigNHomIiIiIiIiIyKA0eCQiIiIiIiIiIoPS4JGIiIhIFowxtxtjrgw6h4iIiIhfNHgkIiIi4jNjTHnQGUREREQypcEjERERkREwxlxljPmTMeZJY8x/Jr88yxjze2PMrlQVkjFmtjHmIWPM3cBTxpjTjDE7jDHrjDFPG2PuMsZcbIz5P8aY540x5wXXKxEREZHBGWtt0BlEREREnGCM+RjQCHzaWrvXGHMc8D+Bo4AvAJOBFmvtGcaY2UArMMVa+4Ix5jTgz8A04BngMeBJYDFQA/yTtfaK/PZIRERE5PBUeSQiIiIyfHOBBmvtXgBr7f7k15ustb3W2meBE/o8/lFr7Qt92i9Ya5+y1vaSGEDaYhN38p4CTvM/voiIiMjIafBIREREZPgMMFDZ9nv9HpNycIjH9fZp9wIVWacTERER8YEGj0RERESGbwvweWPMaIDktDURERGRoqY7XCIiIiLDZK19xhizEviNMaYH2BZ0JhERERG/acFsEREREREREREZlKatiYiIiIiIiIjIoDR4JCIiIiIiIiIig9LgkYiIiIiIiIiIDEqDRyIiIiIiIiIiMigNHomIiIiIiIiIyKA0eCQiIiIiIiIiIoPS4JGIiIiIiIiIiAxKg0ciIiIiIiIiIjKo/x/gQCluRLJuGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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qq6tTVVWV06EARZV8Xsi0Wm9QkTwC8tTX16e2vlDOvfhtnSEdN2I2RwUAgHVWqtck91WwZUqAeSX5BQCA25E8AgCHGAP9auvMPQEp+S8JybhyAIUynuGb/BYBAJAdySMgT2VlZZpV3mPpQrXy9IUonMPKVO7FuHIAbsBvEQAAo5E8AhAo3d3d2tm6W/EzJ6dsDyVOSZJ2xN5O2R4+etK2WMySUtVOPWV5qIibkpDjHb7JuHIAbsBvEQAA2ZE8giMYrgMnxc+crI7F83Pat+qF/7E5GgAAAABwN5JHAPKSbX4IKb+hXuGuDk1r3ZiyLdRzTJKUKK8cta/KJ1iOG4XF8E0AAAC4RfI9SrJsU1RI9k1TEYvFFO7qHHWPk0m4q0OxWH/B4ygEkkdwhB+G6+AvCjE/RF1dXdrt0ejxwcfn1Yx4pGYwaWV2jvu1AQAAAHhfNBrVm627NHtqImV7ptU3JVbgzBXJIwB5KfT8EJky/dmeu76+Xsfe35/3awIA4Acje9pZMQ5AkFlZfVMavQJnIUUiEcX6SnVkwYqc9p/WulGRyMhOc3cIZPKI+XYAAADgV6wYV3xuSOBxjwPAToFMHgEAAAB2STeHnzTGPH7Kv6d5ZFKCFeOcRwIPQD5CPccUjR5POzdTtnmbipGgDmTyiPl2gMw/TE5NJgcAgB9kmsNPyj6PX7bjvCDoVS9uSOBxjwN4X0kirkRfX9q5mTLN21SsOZsCmTwCkPmHicnkAADIX7YOFiqCAABjcdOcTclIHgE+YHUJSEkyEnFNmGC68ocJAJCffM8H7V0leb+mG+Z68bpMS0tLzg9TyBVVLwDgbySPAAAAxqGvr09tfbkP1/HTUJ10mOvFukxLS0vOD1MAAEAieQT4gtUlICVp5o6HVF0RtzEqAECxOXE+cMNcL37g1mEKAILDzZM1w3kkjwAAAMahrKxMs8p7cr7xZ6gOAMCN3DxZM5xH8ggAAAAAAFAFiYxIHsEz2rtKdDAaZWl5AAAAAACKiOQRPKOv31B3f492xN5O2R5KnJKkUdslKXz0ZFFiAwAAABBsxkC/2jpzX0BB8v8iCvAPkkfwlPiZk9WxeH7O+1e98D82RgMAAAAAgP+RPIC6z+UAACAASURBVAIAAAAAFFS4q0PTWjeO2h7qOSZJSpRXpmw3Et5fBdgsKVXt1FOW5gz6zuYp6u7uZmoOuB7JIwAAAABAwdTV1WV8LBo9PrjPvJo02zvtDMuVmJoDXkHyKEdM1gwAAAAAY8t2/zN039Tc3Dxqe7ol4oOAqTngBSSPcuS2jHBTU9Nw4ipZtmQWiSwAAOB2sVhM4a7OtMNdMjEScbV3ldgYFYBi2Jdhsumh73d1xcCo/SvPLkpoQOCRPLLATRnhaDSqN1t3afbURMr2UGLwh3Vk1n5fZ8i2WAAAAABgPLINdTt4uoO88uzUfSrPzn4cgMIheeRhs6cmcp6MzcpykQAAwF6xWCxtlTAVxFIkElGsr1RHFqzI+ZiZOx5SdYX3J9sFkqWbcDrTZNOS9yeczmeoG4DiIXkUUMnD3mKxmKTBizUpOBenAADnGQP9asswTCGTts6QjhsxG6OyX3d3t3a27lb8zMkp2zMNh2dyVCBYMlXTZJps+i+PBW/CaQDFQfII6u7udjoEAAACx8pweCZHBewV6jmmaPS4ayoCMz1ntgqcIE84DcB+JI8CKvmERBlo8TBMAXAfJud0lllSqtqpp3Iehi0NDsWuPF0tCwCFUJKIK9HXlzb5wpyiAEDyCCgqhikA7sLknACAIVbmE5WYUxSA+7W3t2v16tW69957VVVVNa7nInkEFBnDFAD3YHJOAHBOe1eJDkajoyqvqcgGxi8Wiync1Tlq0vVsjER8uPIa/rB27Vq9+uqrWrt2rb7//e+P67lIHgEAAE/J54ZT4qYTcJu+fkPd/T2jKq+pyAaA8Wtvb1dLS4skaevWrWpsbBxX9RHJIwAA4ClWbzglbjoBt6IiG+ORvIL0SEGvYItEIor1lerIghU5HzNzx0OqrojbGBWKae3atRoYGJy7c2BgYNzVRySPXCDTj162H7xYLKYptkcGAIA7WbnhlLjpBAA/ikajaecTlahgC6pYLKbjGRZDyaStM6TjRszGqJzx/PPPp7Sfe+45kkdeF41GtXP364pXpJaQhU6ZkqQd7xxI2R7u6tCU8gmaUl60EAEAgE8ZA/1q40IbgEfRmQAUB8kjl4hXVOVcUjitdaOUOG5zRAAAAAAAeEckEtExc7/llRMrIxEbo3LGkiVL9Oyzzw63r7nmmnE9H8kjAACAADNLSlU79RQX2gAA+EhjY6NaWlo0MDCgUCikxsbGcT0f6/ABAAAAAAD4SHV1tZYuXSpJWrp06bhWWpOoPAIAAAAAAPCF5AW53nvvPYXDYe3du1f19fXjWmmQ5BEAABbks0KmFIxlgQEAAOAefX19KisrUzgcHvdzkTwCAMCCTMsCZ1oSWGJZYMBuVleMY7U4AIBfJXdWDnVqNjc3j/t5SR4BAcXSzED+WBYYAAAAQULyCAA8pL2rRAej0VFDoxgyBSDIrK4Yx2pxAABYQ/IICCiWZvamvn5D3f09o4ZGMWQquPr6+tTWx3AdAACAfNA5mxuSRwDgMQyZAgAAAAqDztnckDwCABRVLBZL24OTrXcnaD07VpSVlWlWeQ/DdQAAAPJE5+zYSB6hIMJdHZrWujFlW6jnmCQpUV45an8jES9KXADcp7u729JqZUHs2bEbCTwAAABYQfII41ZXV5d2ezR6fPDxeTUZHuu0MywALmaldyeIPTt2I4EHAABGYjVmZEPyCOOWqSd6qOe6ubk57WPH3n/Z1rgAWGelijDc1SGVTyhabCgsEngAAADIFckjAICkfKoIaxSLxSSTKkIAGI9YLKbj9PYDcFg+qzF/Z/MUdXd3Mxy+QNxc/UXyCAAgaTxVhPttjQsAAADulGmlMonh8H5D8gg4jeE6wdDX16dw30DOw3DCR08qJnp2AQD2iUQiOmbut9Tbz8qJwGDVXvjoSUvDq7m2KzxWKiucfKq/inU+IHmUo3hC/DA5zM7PgOE6AAAAAACkR/IIEMN1ctXeVaKD0eioccvZxjNL7hrTXFZWpq5JJZYmCo7QswsAAOA6kUhEMfVarnpx07UdRQrwCpJHOQqHpO48yvHc9MPkdXwGzss0pjnTeGaJMc0AAAAA4HUkjwBYwphmAAAAoDDoIIdXkDwCAAAoMibvB+wTi8UU7uoctRBKNkYirvauEhujAgBv4xcSAAAAAAAAGVF5BAAAUGRM3g/YJxKJKNZXqiMLVuR8zMwdD6m6Im5jVADgbYFNHu3rDOn+bRUp24ZKVasrBkbtf6q/KGEBAAAAQFHks5Kum1bRhb81NTUN/y0my/b3GY1GNavc9tACKZDJo4FQWKEJE1R5dl3K9oOn/whHbpekST1R9RQlOgAAAADFZAz0qy1N53I2bZ0hHTe8PReZ1ZV0WUUXxRSNRrVz9+uKV1SlbA+dMiVJO945MOqYCV0nSR7ZJJDJo0R5perm1ai5uTll+1DmcuT2ocfSLUPulL6+PrX15X6C88PJDUjHShXhvs6QQmVFCw0AAMD1rKykyyq6KLZ4RZXlIagSQ1DtEMjkEQB/qKsbXSUoZa4irDx7cAWWw+q1PTYAAJBdPDFYyeKGVQfNklLVTj2lb1zZlfMx92+rUCVzkQEICJJHHlVWVqZZ5T05n+A4ucGPMo23H6uKMOaiKkIAAAAAcDtfJI/CXR2a1roxZVuo55ikwSFq6faXaooRGrJg0nIAAIDgCoekbotDplh1EACc4fnkUaZhK9Ho8cHH56VLEtVkPA7FYXW4keTOScuZbwcInlgsZmmYhWTvUIsgsjrUReIzAFB4mVYqk1itDID/eD55lM+wFTgv3+FGbpq0nPl2AAAAgivTSmUSq5UBXkKnVG48nzwCnMJ8OygEhm96TyQSUUy9OQ+zkBhqUWhWh7pIfAYA7GFlpTKJ1coAeBfJI6CIrA53CWJGO0gGQmGFJkwYVaXmteGbAILHD8N1YrGYp+MHABQGnVK5IXkEAA5JlFeqbl7NqCo1Lw3fBBBMfhiu093drZ2tuxU/c3LKdq/EDwBAMZE8AorI6nCXIGa0AQDe4IfhOlbegxvjBwCgWEgeAQAAAEgR7urQtNaNKdtCPcckDVbOjmQk4kWJCwDgDFuTR4ZhLJF0v6SQpGbTNNek2efzku6WZEr6g2maf29nTEHlh7kJALiTlUm/93WGFCorWmgAgDxkWlE2Gj0++Pi8mgyPddoZFpBWpvlEQycGVzhOnDFx1P6isB+wzLbkkWEYIUkPSFosqU3STsMwtpim+WbSPudKulPSp0zTPGoYxgy74gk6P8xNAMB9Mt1gZJr0u/LswUlqD6vX9tgAAPnJd0XZY++/bGtcwEiZrkOkv3SQ10XOTX0gkv248WIlXfiVnZVHF0l6xzTNdyXJMIwnJC2X9GbSPg2SHjBN86gkmaZ5yMZ4As8PcxPAWfFE5t6dTFgxzt/yucG4+uqrWXUQrmZluE64q0Mqn1C02AA346YZxZZthES2axG7BHElXe4PgsPO5NFsKeUvok3SxSP2OU+SDMP4Tw0ObbvbNM3nbYwJ8C3mJgiGWCzGCRqwkfXhOjWKxWKSyXAdBJvVSlTJ+zfNbkQCz1mspAs/M0zTtOeJDeNzkq42TbP+dPtLki4yTfOfkvZ5VlJc0ucl1Up6SdJ800y9AjMM4zZJt0nSzJkzP/bEE0+M+fo/+clPJEm33357zjFnO2bv3r3qOtWr/inlOT9f6fEeVUyYqDlz5mTdb+/everqiytRPjWn5w31dKrUTChcktCMMxI5HdPWGVIiFLIl/ky89BnkE08+x1h9D7nG/8EHH6i3d/QwoCeffFKS9LnPfW7UY729vZb+hqRg/h3Z9T2WBr/LFWXhUc+dLf4NGzbo4KEPZIZCOb+OkUho1oyZuuWWW3I+Jtd48jnGrs8g33isHuP188GhEyFtf+m/1H64I+e/o1z/hvL5HpR2dWhi6YCnf4v27t2rnp6TmjDin/O3v/u9JGnR//HJlO2nEpJhhNRfIlf8FrntMyjGezh0IqT4gD2fQTbZflcSp05a+gwOnQgpNGFy2njy+c3LhVfOB374HmSS7d8z3+tBt3wP3HBMsmJd29l1XeGH70G+76HEGMj5nCxJff3SQKk73kM+n0EhzweXX375K6ZpLkwbW84RWdem1KnIaiXtT7PPf5mmGZf0Z8MwopLOlbQzeSfTNB+S9JAkLVy40LzsssvGfPFHH31UkpTLvrkcM5QRtjrs65LIuWNebNfX12vHOwd0ZMGKnJ53WuvTmp44rlnlnfrGlV05HXPPLyt17MxKW+LPxEufQT7x5HOM1fcw3vhfeuklSUp7/NDcBLn+DUnB/Duy63ssDX6XL5lXM+q5s8X/6KOPam//SXVcbu0zmB0KWfo3zDWefI4p9vdgrHisHuP188GGbRXa21muPg0ofubknI4JHz2pgf7EmP9++XwPZu54WJNL+jR76uiLpEy95e92hNRT7Z7foqampuG5NZLtefc9SVJpePQs8bFYTDH1uuK3aOaOh3XetG7XnA+K8R42bKvQwZ6pOjypxBW/Rfmckzdsq1Dl2RenjSef37xceOV84IfvQSb5fAZjXQ96+Zxc6GOSFevazq7rCj98D/J5D9UvP6qpE4xR1ZDZzsnRaNTS+UCy7z3k8xkU63xgZ/Jop6RzDcP4kKR9km6UNHIltU2SVkp6xDCMKg0OY3vXxpgAAAi8srIydVm8aY5E7FmaJtP8EFLm4S5uG+qS7+TCMYYpAICrWZ0WItzVIWn0aoQoHoYO2se25JFpmv2GYdwu6X9rcD6j/zBN8w3DML4vaZdpmltOP3aVYRhvSkpIWmWa5mG7YgIAAO6S6SJPynyhx0UeAMBu1ufAk6QaW1dyA5xkZ+WRTNNskdQyYtt3k/7blPTN0/8DAAAAWAQiB+1dJToYjQ4nWZMNDaNM91hdXV3WFaoADMqnqhTwM1uTRwAAAIAV+fT2Dz4WrBXv+voNdff3pK3CCyVOSdKox8JHTxYlNniH1VVcWcEVCC6SRwAAAHCNfOeQOvb+y7bG5UbxMydbnuAVAIB8kDwCAAAAgACKRCKWV360awEFAO5W4nQAAAAAAAAAcC8qjwAAAAAAgPZ1hnT/topR29u7ButOqisGUraf6i9KWHABkkcWpJtMLnSiV5KUOGNi2v1FVScAAHA5bhYA6+KJ9PcH2TDhNNxsIBRWaMIEVZ49euGCg6dXcRz52KSeqHqKEp29vHyvX6zVN0ke5Sjzyh+DH0Zd5NzRD0YyHwcAAOAGQb5ZAAD8RaK8UnXzajIuTCCNXrSgvr4+7aqPXuK2e32rHToneg31l9q/+ibJoxzls/IHAACA2wX1ZgEYr3BI6s5jxTsmnAbcxU33+vl26ByeVGL76pskj+ApXi4nBAAAAAAgEzd36JA8gme4rZwQAAAAAIAgIHkEz3BTOSEAAAAAAEFRkukBwzCuNgzjs2m232QYxmJ7wwIAAAAAAIAbZKs8+p6k69Ns3ybpaUkv2BIRAADAGJgDDyOlW50m08o0+zpDCpUVLTQAADwvW/Jokmma7SM3mqZ50DCMyTbGBAAAkBFz4GGkTJ9tppVpKs+WYrGYDqvX9tgAAPCDbMmjiYZhlJqm2Z+80TCMsKRye8MCAABIjznwMFI+fxP19fWKFWF1GgAA/CBb8mijpHWGYdxumuZJSTpdcbT29GPwkHgifYl/NuGjJxVTzMaoAAAAIKUfdidlHnp3qn/Urp5kZQgqw08BwDnZkkffkfT/SNprGMZeSYYGf67XS/qXIsQGwGZW5oeQ/HOhCowX8+0AKKRsQyozDb2b1BNVj61R2c/yEFSGn8KnuK6AF2RMHp0errbaMIzvSZp3evM7pml6/TwVSOGQ1H3mZHUsnp/zMVUv/I8iEX6V/Mrq/BCSPy5UgfFivh3AH2KxmKWqbDsrsjMNu5MyD72rr6/XDo8Pu2MIKsB1BbwjY/LIMIwVIzaZkqYahrHbNM0T9oYFwG75zg/h9QtVYLy42UGheHm4jtXEi8RweLhfUIcOwllcV8Arsg1buz7NtmmSFhiG8VXTNH9jU0wAAAC+xnAd50UiEcXUm3NVNhXZ/jYQCis0YULayms/Dx0ECiFTZ4JXOkSQm2zD1r6cbrthGHMk/ULSxXYFBQAA4Gde72m2mniRSL7A3RLllaqbV5Ox8lry59BBydtVkHBeto4NOkT8JVvlUVqmae41DCNsRzAAAARduKtD01pTFzUN9RyTNHhzM3JflU8oWmwAAH+hChLjlc+cbfAmy8kjwzDOl9RnQywAAARa5ov444OPz6sZ8UiNYrGYZHbaHBkAwI+8XgUJeIHljkGNvN5zh2wTZj+jwUmyk03T4Dv5op1BAXAvlhIF7JPvRPbH3t9va1wAAACwLp+OQavVfcVaxCJb5dF9I9qmpCMaTCB9UdLvLb0SAM9jKVEAAAAAyI2fqvuyTZj9/w39t2EYF0j6e0mfl/RnSb+0PzTAn7w8KaGffvwAAPCyYvU0AwDcrViLWGQbtnaepBslrZR0WNL/K8kwTfNyS68AYBiTEvpbuvHMkjfHNAMAAADAkGzD1t6S9JKk603TfEeSDMP456JEFTCxWEzhrs60N53phLs61FdiSuU2B4aCo3LHv7IvU1q4Mc0AAEjF62kGAEDKnjy6QYOVRy8ahvG8pCckGUWJCgA8hmVKAQAInkxDB70yJQEA5CrbnEdPS3raMIzJkj4j6Z8lzTQM40FJT5um+asixeh7kUhEsb5SHVmwIqf9p7Vu1JTEce3rPKX7t1WkPNbeVSJJqq4YSNl+qr8wsQIAAAAYq+qYKQkA+Eu2yiNJkmmaJyU9JukxwzCmSfqcpNWSSB45aNKkSYqkOfEcPH2iqjw79bFJPVH1FCUyAAAAwP+oOgYQJGMmj5KZpnlE0k9P/w8OikQiaU9GmU5U9fX12hF7uyixAcBYvLzqoBvt6wzlXIm6rzOkUFnRQgMAAIAPWEoeAQAwXqw6WFiZ/m0yVaJWnj24UMNh9doSD6sOAgAA+A/JIwBAUbHqYGHl8+9ZX1+vmA3VqKw6CAAA4E8kjwAAQEEw/wcAAIA/kTwCAI+xMl/Q0P7MGQQAAAAgXySPAMBDLM8XJDFnEAAAAIBxIXkEAB7CfEEAAAAAio3kEYDAYZl4AAAAAMgdySMAgcIy8QAAAAD8JF3nuFTYDnKSRwAChWFfwCAq8AAAALwvW0d3ITvISR4BABAwVOABAAD4Q6bOcamwHeQkjwAACBgq8AAAAGAFySMAAAAAAHwm3NWhaa0bR20P9RyTJCXKK0ftL9UUIzR4EMkjAAAAWFaMyTkBAPnJPg/O8cF95o1MFNUwTB0ZkTwKEC7yAABAIRRrck4AQH6KNQ+OnWKxmMJdnWmrpzIJd3UoFuu3MargInkUEFzkAQCAQvHDTQkAAMgdyaOA4CIPAAAgVbqqbCqyAX+Ix+N699131dHRoaqqKqfDQR4ikYhifaU6smBFzsdMa92oSIR5m+xA8ggA4HtcQAIYKVN1NRXZgD/s379fXV1dWrdune68806nwwE8j+QRAMB3mpqahm8AJenNN99Uf3+/Vq5cqTlz5qiuri5rRSYA/8v0G0BFNuA+uXQCJZ/74/G4Ojo6JEm/+MUv9NZbb2n+/Pmc+4FxIHkEAPC1eDyu/v7BiRMPHz6ss846K+fjqFaCF7E0c3CwGAqCwmoV0f79+0e158+fb1d4QCCQPAIA+E5yz+IPfvADvf766zJNU5J0/vnnp+15HFmt9MYbbyiRSOjGG2/U3LlzqVaCJ7A0c3CwGAqCor29XYcPH5Ykbdq0SQ0NDWk7dZLP0ZdccknKYydPnuQcDowTySMAgK9t3bp1OHFkmqaeffbZMXst4/G4EomEpMFqpdmzZ9seJ1AILJARHHzW8LuhTp29e/cOn8dPnTqllStX6qqrrsr6HZg2bZr27ds33J4+fbrt8QJ+R/IIAOBr1dXV2rt3b0o7neSL0H/5l39Ra2vrcHvOnDn0WAIA4IAjR45kbaczcthaciIJQH5KnA4AAAA7tbW1ZW2n89xzz6W0W1paChoTAADIbtWqVWpublYkkjpRVyQSGbNDZ6hSKVMbgHUkjwAAvmYYRtZ2OkND1jK1AQBAceTTCTRr1qyUdk0NiwIA48WwNQCAry1ZskTPPvvscPuaa65xMBoAQZM8Gf/Q/w/NScRE/MDY8ukECoVCWdsArKPyCADgazfddFNK+4tf/KJDkQAIurKyMvX19SkejzsdCuAZS5YsSWnn0gk0co6jXKqVAGRH8ggA4GuPPfZYSvvRRx91KBIAQTQ0b0tzc7OuuOIK9ff36/zzz1dzczNVR0AOGhsbVVIyeNtaUlKixsbGMY/58Ic/nNI+55xzbIkNCBKSRwAAX2PyawBu0N7eri1btsg0TW3evFkdHR1OhwR4QnV1tZYuXSpJuvbaa1VVVTXmMXfccUdK+1vf+pYtsQFBQvIIAOBrAwMDWdsAUAzr1q0b/v0ZGBjQunXrHI4I8I7GxkZdeOGFOVUdSaM7ipLnPgSQH5JHAABfGyp1z9QGgGJoaWkZnusoHo9r69atDkcEeEd1dbXWr1+fU9WRRNUxYAeuoAEAvjZ79uyUdm1trUORAAiypUuXKhwOS5LC4bCuvfZahyMC/IuqY6DwSB4BAHytvb09pX3o0KExj7n00ktT2n/7t39b0JgABE9DQ0PKpL8NDQ0ORwT4F1XHQOHxLQIA+Np1112X0r7++uvHPKaysjKlPWXKlILGBCB4qqurtWzZMhmGoeXLl+c8/AaAdVQdA4VH8ggA4GsNDQ2aMGGCJGnChAk59fa/+OKLKe3f/OY3tsQGIFgaGhr00Y9+lKojwKK33npLl156qf70pz/ltH8+VccAsiN5BADwterqai1fvlyGYegzn/lMTr39Q0sCD2FuEgAAnHPXXXepq6tL3/72t3PaP5+qY2CkeDyuaDSqjo4Op0NxBZJHAADfW7FihSZPnqwbbrghp/0vv/zylPaVV15pR1gAAmbdunV67bXXtG7dOqdDATzjrbfe0rvvvitJ2rNnT07VR/lUHQOS1NTUpPr6etXX1+uNN95QV1eXvvCFL6i+vl5NTU1Oh+cokkcAAN/buHGjTp48qV/+8pc57X/PPfektP/1X//VjrAABEh7e7s2bdok0zT19NNP05MN5Oiuu+5KaedSfVRdXa2rrrpKknT11Vczxxgsi8fjSiQSkqQjR44oHo87HJHzSB4BAHytvb1dmzdvlmma2rRpU043bPv27Utpt7W12RUegIBYt27d8M1HPB6n+gjI0VDV0ZA9e/bkdFxvb2/K/wO5WLVqlZqbm3X22WenbJ8zZ45WrVrlUFTuQPIIAOBr69atU39/vySpv7+fGzYAjnj22WdT2s8884xDkQDeMnny5JR2RUXFmMe0t7cPL3axbds2Kv1g2fPPP5/Sfu655xyKxD1IHgEAfG3r1q0aGBiQJA0MDIy6gQOAYigtLU1ph8NhhyIBvGVk5VBPT8+Yx6xduzbl3L927VpbYgOChOQRAMDXZs2aldKuqakZ85jZs2entGtrawsaE4DgOXHiREr7+PHjDkUCeIthGFnb6VA1gvGaOXNmSnvk9WQQkTwCAPjagQMHUtr79+8f85j77rsvpf2jH/2ooDEBCJ4zzjgjpT1lyhSHIgG8ZcmSJSnta665xqFIECQHDx5MaY+8ngwikkcAAF8bWWl01llnjXnM+eefPzzHwuTJk3XeeefZEhuA4Dh16lRKu6+vz6FIAG+56aabUtpf/OIXxzyGhBPGK5+KN78jeQQA8LWRlUYjV1JLp729ffhGLx6PM9EmgHFjOCyQn40bNw7fuBuGoV/+8pdjHtPY2KiSksFb3VAopMbGRltjhP+M/M0e2Q4ikkcAAF8bOWZ9ZDuddevWyTRNSYMTbbJCG4DxYggEkJ+Wlpbhc7Jpmtq6deuYx1RXV2vp0qWSpKVLl6qqqsrWGOE/hw4dytoOIpJHAABfa2try9pOp6WlRf39/ZKk/v7+nC5UASCba6+9drgSoqSkRNddd53DEQHesHTp0pTvzrXXXpvTcY2NjbrwwgupOkJeRv5GX3/99Q5F4h4kjwAAvja0VG+mdjqXX355SvuKK64oaEwAgqehoUGhUEiSVFpaqoaGBocjArxhxYoVw+fugYEB3XDDDTkdV11drfXr11N1hLysWLEipZ3r352fkTwCAPjaUG9lpnY6vb29WdsAYFV1dbUikYgkKRKJcEML5Gjjxo0p7VzmPALGK5+5tvyO5BEAwNcuueSSlPanPvWpMY/5zW9+k9Letm1bQWMCEDzt7e3Dw2ZjsRgT8QM5evbZZ1PazzzzjEORIEjymWvL70geAQB87Z133snaTiefoW4AkE3yRPymaTIRP5CjmpqalPZZZ53lUCQIkqEJ14fkOteWn5U6HQAAAHYauaLR/v37HYoEQJC1tLQoHo9LkuLxuLZu3ao777zT4aiAv2hqalI0GpWk4f+vr6+XJNXV1WnVqlWOxMV5HE5YsWKFnnzyyeE2cx5ReQQAAADYjl5seElZWZn6+vqGE55OovIITnjsscdS2o8++qhDkbgHySMAgK/Nnj07pV1bWzvmMeXl5VnbAGDVyFUcr7zySociAdJbtWqVmpub1dzcrCuuuEL9/f06//zz1dzc7FjVkUTlEZzx/PPPp7Sfe+45hyJxD5JHAABfu++++1LaP/rRj8Y85tSpU1nbAGDVyN+iH/7whw5FAmTX3t6uLVu2yDRNbd682fHJ3ak8AtyB5BEAwNemT5+e0p42bdqYxyQSiaxtALDq3XffTWnv2bPHoUiA7NatWze8UMTAwIDjk7tTeQQnLFmyJKV9zTXXOBSJe5A8ApCXpqYm1dfXq76+XtFoVNFodLhdX1+vpqYmp0MEJA1eBJeWDq4PUVpa6vhFMIBg+vCH4sc3ZAAAIABJREFUP5zSPueccxyKBMgu3eTuTrruuutkGIYkyTAMXX/99Y7Gg2BobGxUSclguiQUCqmxsdHhiJxH8gjAuE2aNEmTJk1yOgwgrZaWFvX390uS+vv7Hb8IBhBMd9xxR0r7W9/6lkORANktXbpU4XBYkhQOhx2f3L2hoSElnoaGBkfjQTBUV1cPL3SwdOlSVVVVORxR7pI7+f/4xz/qtdde0y233DLuDv7SAsY4imEYSyTdLykkqdk0zTUZ9vuspCclfdw0zV12xgSgMJycOBGwYunSpdq0aZPi8bgrLoIBBNOLL76Y0t62bZsuuugih6JBoSUvcy+5a6l7qxoaGrRlyxZJUklJiePJmurqai1fvlxPPfWUPvOZz3jqJh7e1tjYqP3793u66qi/v18DAwOKxWKjKmCtsi15ZBhGSNIDkhZLapO00zCMLaZpvjlivzMkNUp62a5YCi355ODlEwPgVnzHUEgNDQ3avHmzpMFy91wugktKSobnexhqA8B4tLS0pLS3bt2qO++806FoYDcvV2RXV1dr2bJleuqpp7R8+XJXJGsaGhq0Z88exxNZgBcM3Su1t7frqquukiQdPXpUa9asGdf32c7Ko4skvWOa5ruSZBjGE5KWS3pzxH7/KumHku6QB3n5xAB4Ad8xjFd1dbVqamq0d+9e1dTU5HTSvOKKK/TrX/96uM2S2gDGiypIf/NbxxbJGmBw3szXXntN69at82Syf+Sqnj/84Q/HtdKnncmj2ZJiSe02SRcn72AYxkclRUzTfNYwDM8kj/x2cgDchu8YCqm9vV2x2ODpKBaLqaOjY8wE0sGDB1PaH3zwgW3xAQgGtw0FArKprq7W+vXrnQ5jmNdv4oPELyMI2tvbtWXLFpmmqc2bN6uhocEVVXhWJHeEStILL7wwruezM3lkpNlmDj9oGCWS/k3SrWM+kWHcJuk2SZo5c6a2b98+5ot3dnZKUk77jueYQrj00kv10YviSpRX5rR/aP7fqaIsnDZON73vYsVi5+fm9ffgpliKyW3v2+pzez3+Yh6Ti8ceeyxlyeFvf/vb+v/Zu9vgqK4zX/T/jSReJME5ZWZjBBLMQIyUkJyyOT6ewRlOeDe0JEREZm4ycMsf0J5UnNz+cGNhjFJTLldEASJVU11zpspp+Xy5UHXuQcgCpOYdPH6dmSR4KjWOJRzpFkYIwjZJDBLCSGLfD1L39NpIre7dvXutZ+3nV5WKH6yWn6Zf9trPetZaf/M3f5PyMf/+7/8uxL/+9a+nzYtfA/n5UM/f62NUy4f6Nc3P1+DZZ5/FBx98gGefffax75lc5hP012DNmjVY9V+H4RQ4j/27D997FwCw+i/XCH9ufLUWJcVzcja+9otK7wevMs3niy++wFtvvQXHcfDWW29h5cqVmDdvno8ZpkblcyArn/7+/sTPFhQUCI/t7+/P6L+Z6X0yMPW9cqbPua2tTThw5bXXXsN3vvOdtPOYjqz3RDaP9bN41A+gIikuBzCQFM8F8HUAb08cvbgQwEnDMLa5N812HOfnAH4OAM8++6yzdu3aaf/jR44cAQCk87PZPCYXGhoa8MFvb+L3/6U+rZ9/4tdv4fmvlOHFF1987N+p9LzzlYufrxv156BSLvmk2vPO9HdTzz+fj0mHe4bro48+ws9//vOMf890efFrID8f6vl7fYxq+VC/pvn5GqxcuRJ79+7Fa6+9lvYMtkrPgcpr4N68Otm1/68PADB7ZtFj/66ysjJn42u/qPR+8CrTfPbv35/4Z8dx8PHHH0vtPqLyOZCVTy7zzfQ+GZj6XjnT5/yTn/wEY2NjAICxsTH827/9G/7hH/4h7TymI+s9kc1j/Swe/QLAU4Zh/BmAGwC+CyAx1es4zhcAEldNwzDeBvAyn7bGGGMslxzHSRkzxli+qLYUSFeplsXEl8+0trbmKx2WpVgsJnSA8GbzdNi2jb179+LgwYPklnzpsE/d4sWLcePGjURcXl6e1e/z7fgYx3FGAfwIwFkAnwD4347jfGwYxuuGYWzz67/LGGOMJXNfKNO5cM6fP1+IqQ14GGOMyWXbNnbv3o3PP/9cdirkrVu3TojXr18vKROWqeS9qqixLCtx2i7VfeoOHz4sxD/72c+y+n1+dh7BcZwYgJjrz/5uip9d62cuqisa/BxP/Lpd+LOC4S8A4LE1nkWDnwMoy1dqjDFGmm3bKePJ3L9/X4iHhoZymhNjjDG9RSIRXLlyBZFIBK+//rrsdBjLO+obTpumiW3btqGtrQ11dXWkco+rqqpKdB+Vl5djxYoVWf0+3zqPWPoqKyvx357+Bp7/Spnwv/8808B/nmk89uf/7elvoLKyUnbajOVFd3c31qxZg6tXr8pOhRHlnqHcsGHDtI9x/8zGjRtzmhNjOmlpaUFDQ0Pifz09Pejp6UnELS0tslNkLK9s20YsNj5/HovFuPsoS5cuXRLiixcvSsqEZSIajQoHllDtPnrmmWdIdh3FHT58GKWlpVl3HQE+dx6x9Ey1LpvXZDMGNDU1YXBwEPv27UNbW5vsdBhBDx48SBlP5osvvhDiu3fv5jQnxnRWXFwsOwXGpIpEIomb5rGxMe4+ytLChQvR19eXiMvKeAUGBbFYDCMjIwCAkZER3qtKkqqqKrz77rs5+V1cPAqo5FMo4v8fL1ZVVlam3GiQMTe/NsPr7u5ODBZ6e3tx9erVrNstWfC4jyS9fPnytI957733hPidd97JZUqMaYXHDIyJzpw5I8SnT5/m4lEWbt68KcQDAwNT/CRTiWobTo+MjKCvrw+ff/552vcryXs2ceGLi0cMPEPIsufXF2tTU5MQc/cRy5d0T2hLVYgHuBjPGBU8qcaYumpqatDW1gbHcWAYBmpra2WnxNJgWRZOnjwJQN6G08nf7b/5zW8wOjqK733ve1i6dOm03+3U92zyAxePAooHQSxX/PxiTW5RBsa7jxjL1OrVq4V23eeff37axyxZsgSfffZZIl66dOm0j+FCPGN64M8yy9aWLVvQ2dmZiLdu3SoxG/osy0p0sBQWFpLefyZITNPEpk2b0NnZic2bN0stvIyMjGB0dBQAcOfOHSxatGjax0y2Z1PQu4+4eJTESysbY0Hn5xfrsmXLhALS8uXLc/J7WbC4i5DueDI/+MEPhPfxD3/4w0l/jgvxjOmBP8ssl8LhMGKxGB49eoQZM2YgHA7LTok00zRRUVGBvr4+LFmyhO/TWNri3+379+/HJ598kihAVlVVTfu9z3s2PY5PW0syMDCAwcFBkjvBMybLZF+sudLc3CzE+/fvz9nvZsFx48YNIe7v75/2Me7rwBtvvJHTnBhjwWTbNnbv3s2nb2nONE2Ul5cDACoqKrjYkSXbthPX7uvXr/PnhwjbtnH+/HkAwLlz56S+bl7uV0KhEIqKigBAiT2bVBD44lH8eNkXX3wx8YY+duwYXnzxRT5elrE0+PnFWlVVhcLC8QbJwsJC3iybeWIYRsp4Ml6WTPJNoRzJx8S7j4jn6zhTTfIegUxftm3j1q1bAMY3e+brQnZ0OPI9iFR63bzcr1iWlRgzGobByyXBxaOE5F37HcdJexd/vllgQWdZFmbMGP8qyfVmeN3d3Yn1yaOjo7h69WrOfjcLjg0bNgjxxo0bp31MfIAxVTyZSCSCK1euIBKJZJYgy5mioiIMDQ3h/v37slNh7DG2bePEiRNwHAcdHR08dtRYNBpNHLTgOA4XO7IUi8WE8WAuu9yZf/xcnZApL/cr3EH4uMAXjxobG9Ha2orh4WHhz4eHh9Ha2jrtWki+WWBBZ5omtm3bBsMwUFdXl9Mv1ldeeUWI9+zZk7PfrQPuuEiP+32TzvsoPtiZKnazbRuxWAwA0NXVxTeFeRS/jre2tmLevHlwHAf3799P/BnvZcNUEY1GhRtgLijoS6WbZh2sW7dOiNevXy8pE5aJUCgkFGxkLvvycr/CyyUfF/jiUZyXL6Xkm4VYLMZvqDxKddPMN8z5Z1kWnnnmmZy3cyafdgUA165dy+nv10lxcTGfEDQF0zTx53/+5wDGT15LZ8Awd+5cIZ43b17Kn49EIkJrNk8o5F93d3fiO+LatWvcqciU09XVJXxPJJ/GxfTCe6UwBtTX1wvfeTt27JCaT6b3K9xB+Dg+bW3CF198IcR3796d9jHJNwtjY2OIRCJ4/fXXfcmPTY1vmOUzTRNvvvlmzn+vYRiJL+14zP4Dd1SkL3nmKB3uTqOHDx+m/PkzZ84I8enTp/l6kGd79+4V4j179qCjo0NSNow9buHChcJ+amVlZRKzUU9LSwt6enoAIPH/DQ0NAIDKykpS1zzLsnDy5EkAuV/SH0QXL14U4gsXLvA1Nk+y+Vy2t7cnxvKGYeD48eNSTyvL9H6FT1t7HBePJrz33ntC/M4770z7GL5ZkIfSAIJ5t2HDBly4cCERb9q0SWI2jKru7u7EiWv9/f24evXqtJuvP/nkk0Kn25NPPulrjix77s5E7lRkqrl586YQp7u/ZhBRnxiML5Fpa2vL+ZL+IIofnhKXzj6ELPcy/VzGYjGhc8dr8aVo8HM88et24c8KhscbP8bm/KdJfx7IvjgfCoXQ1taWKH5xByEXjxKSuxsmixlj+bdnzx6heMRFQ+aFl46UeKfSVLHbli1bhCUoW7duzTBLxpjuampqhBuR2tpa2SkpRbdrvGVZ6O3t5a6jHLh3754Qp7NChOVG8ufStm3s3bsXBw4cSKsgGgqF0NHRgZGREc/LNysrKyf9856e8fdA5VcmKxKVTfm4TNTX1+PYsWMAxmsDspfdqYCLRxNKSkowNDSUiEtLS6d9DN8sMOYv0zQTn82SkhKeuWOeeOlIcS+RnG7J5M6dO4Xrwa5duzLIkDEWBJZl4cSJE3j48CGKioq4qKA5v5b0B9HSpUuFa/fSpUslZhNcyQdFpbPaJhfLN6cqKseXzrW2tqb9u+LFr4MHD6Z1T9He3o4ZM2bg0aNHmDFjhvRldyrgDbMnjI2NCXH8NIxUwuGwsIN8OBz2JTfGgqq7uztR1B0aGuINcFnebNmyRYinmxw4evSoEB85ciTnObHU3DcTfHPBVGOaJurq6mAYBrZv384TIoyl6amnnhLi6Zaes9zzclCUnycye5HpKemxWEzY8JtPTeTiUcKiRYuEePHixdM+xjRNhEIhAEB1dbX0DwRjumlqahLiffv2ScqEUeZeo5/Omv2dO3cK8XSdRJPtgcfy68CBA0J86NAhSZkwNjW/TidNPoWWT6Jluvnwww+F+IMPPpCUSXBNdlBUOvz6zstUcvGrq6srreIXn5r4OC4eTXBvWhjfXHU64XAYq1at4q4jxnyQfCoNAPT29krKhFF2//79lPFk2tvFjRmPHz+e8ud53zz5qqqqEt1GS5cu5ZlppqT4Uia/JxyLi4vJbzrNWFwoFEJBQQEAoKCggG/iJfA6SZav77zpJBe/Hj16lFbxy7IsYZWR7AKYCnjPowlFRUV48OBBIp45c2Zaj+P1zIz5Z9myZUIBafny5RKzYVR5eR8l718EAKdOnUq5zr28vFzYj6G8vNxDpixbBw4cgGVZ3HXElJXpnhvp0m2zacaSxffOGRsbQ2FhodY38S0tLejp6QGAxP/H9/eprKzkz7pHXk5J51MTH8edRxN4F3/G1NPc3CzE+/fvl5QJo8w9yPz+978/7WPKysTTO9xLm91s204Zs/yoqqrCu+++y11HTFnRaBQfffQRotGo7FQYI0O1vXPyRaUOwkz3gtSFKsvuVMGdRxO4w4Ex9VRVVSU+m8uXL+cbQuaJ+ybtjTfewKZNm1I+5ubNm0LsXtrsVl1dLRzBXVNT4y1ZFkg80xwMtm3j5MmTcBwHJ06cgGVZgbkJZizZyMgI+vr68Pnnn6f9GbAsC729vdrfxKv6fR8OhxMbSFM8KMrrKem8ykjEnUcTXn75ZSHes2ePpEwYY8mam5tRWlqqfddR8man7o1OebPT7HjZO2vBggUpYzfLsoRNFXUf3KrKtm3s3r07rY0wVaXSTDPLrWg0Kuy5wd1HLKgGBgYwODiY0WdAlb1zgso0Taxfvx4AsGHDBnKvQzgchmEYAADDMMgVv1TBnUcTLl++LMQXL17Ec889JykbxlhcfBmKH1Sd7ecbx9zy0lna39+fMnaLH8Hd1tbGR3BLlLwkKNUeVapRdaaZ5VYsFsPIyAiA8c6Lrq4uUu9TxrIRH3ONjIwkCvzHjh1Dd3c3vv71r/P3IAGzZ88W/p8awzASHeKUqHS/wp1HE+JH98V1dXVJyoRlSoeZZiaf7Nn+xsZGtLa2orW1FWfPnsXZs2cTcWtrKw+qsuBl7yz3wCKdgQavi5fLvSSIrwlMNXzsc7Dw+HRyycvAHceZdlk4U4Nt2zh//jwA4Ny5c+Te19FoVDg5jWrnp+z7Fe48mhAKhdDR0YGRkRG+oBNDdaaZyccFmWCYP3++ED/xxBPTPmbt2rW4cOFCIo63aqfC6+LlmmxJEF8TmEriJ0YBfOxzEEQiEVy5cgWRSGTaU52CID7m+uY3vyn8+f3793k8RgD1a2wsFsPo6CgAYHR0lFTnp0qfD+48mmBZllCN5As6DbZt48SJE3AcBx0dHeSq4Gx6QZy5C+Jz9lMkEkkZp8NxnFylw3wy2ZIgxlQS1BOjqEq1F+F0+xDatp1Y1RCLxfh6nsQ0zZQxUxP1a6zXzk/VxuSy8+Hi0QTTNBOn72zevJkv6EREo1Hhi4xqCyKbWhCPNQ7ic/bTmTNnhPj06dPTPubtt98WYve+eEw9vCSIUcDLW2nKdKlIJBJJdGmMjY15mrTQVaZ7CjI1UL/Gem0UUW1MLjsfLh4x0jo7OxMdAY7j4NSpU5IzYrkUxD1MgvicGcsF7iBmFPCJUXSk2otwumUkXiYtgsLLnoI6GBkZQU9PD9lxHfVrrJfOT9XG5Crkw8WjCdQ3AQuqsrIyIV60aJGkTJgfgniscRCfs9+2bNkixFu3bvXlMVRlszRDJbwkiFEge8kBY7KtXbtWiNPZU1AHAwMDGBwcJDuu0+Eam2nnp2pjchXy4eLRBBVeDJa5W7duCfHNmzclZcL8QH19tRdBfM5+C4fDKeNcPUYHsk/xyFZ9fT1KSkqwY8cO2akwNinZSw6YN93d3VizZg2uXr2a1s8HaQIiU+5j3mfNmiUpE//FJ2defPHFRMH42LFjePHFF0lNzsRRX3abaeenamNyFfLh4tEEFV4Mlrnq6mqhhbKmpkZyRiyXqK+v9iIUCgnvad2fc766XpL/Tpkom6UZqmlvb8fQ0BCOHz8uOxXGHsOHfNDV1NSEwcFB7Nu3L62fD4fDwnUnKBMQ6XDvIXjp0iVJmeTPwMBAypgK6stuM+38VO0+JBQKobCwEABQWFgoJR8eRU9Q7c0RJKluHqe7gbQsS/gQUa2Es8lZlpVYC28YRiBe3/r6eqELMkgdFH51vbhn+NOZ8c/FCW0sv1TYC4CxVPiQD5q6u7vR19cHAOjt7U2r+8g0TYRCIQDjE51Ub7b9EKRJsvjkzPDwcOLPHMfB8PAwuckZHWTa+anaPk+WZQn3CDLy4eLRBNXeHEGV6c2jaZqoq6uDYRjYvn07X5w1Y5pm4gjXBQsWBOL1bW9vFwpmundQ5KPrJRaLCRfbdDpLebNTenj5OVMdH/JBU1NTkxBn0n20atUq7jpyUeEGON+4SUE+LxNMKu7zFL+GyFIo9b+ukPibo62tTZk3R1Bke4NoWRZ6e3sDcfEJGtu2cePGDQDjR7l+/vnnU342W1pa0NPTAwCJ/29oaAAAVFZWkpnhicViws1FV1cXXn31VclZ0bZ69WpcuHAhET///PMSs2F+mWz5OX92mErKysoSHSwAH/JBRfJrBox3H6UjvsSHie7cuSPEv//977W/77IsCydPngRAu0nBtm3s3bsXBw8eJPeaTTbBlM4YQaX7zORJMcdx0n4OucSdR0mobwKmg0w3JATorr/V5YQjPx06dChlPBXKm/6uW7dOiINyComfPvnkk5TxZBYvXpwyZurhmV2mOj7kg6a5c+cK8bx58yRlogevnVyUqdjB4gXlDf+97m+s0n2mCt2r3HmUhGcI5EvekLCtrU12OnlDtdDht4sXLwpxcveIG5XOIpZ/8e61uP7+/mkfc/v27ZQxU49lWThx4gSA4OyRxmiprq7G8ePH8ejRIz7kg5D4DWfcw4cPJWWiB6+dXNSp1MHihXvZl2VZShRU0hUKhdDR0YGRkRGyE0wqdK9y8YgpY7INCVesWCE5K/9wsWN67nW9stf55sNkp5C8/vrrkrIJLhUu0CwzpmmirKwM165dQ1lZGalBLQuGeIHz4cOHfMgHIbW1tTh27Fgi3rZtm8RsxotZfX19KZfyq6ykpARDQ0NCHATUmxS8LvtShQ5LB1XoXuVla0wZQWxjZamVlpamjHWkwjGcunF39qXT6ee+IFM9VjdIbNvGZ599BgD47LPP+LQ1phw+5IOmr3zlK0JcWVmZ9xyStzr4zW9+g8HBQXzve98judXB/fv3U8a6yvSYeNV4XfalCh2WDlZXVwsHfMnoXuXiEVNGUNtY2dRGR0dTxjqyLAsFBQUAgIKCApIzI6rxMlB1X5Bra2tzmhPLvUgkIuwFEIlEJGfE2OPS2V8zuVDA+yLKd/jwYSE+cOCApEzGb9rjY6HPP//8sSV1FASxqxygvV8QoMe+gtT3N7YsS5hglvE8eNkaU8bcuXNx7969RMwbEuZPqpPKAHmnlS1atEgoKgZh02LTNLFp0yZ0dnZi8+bNJGdGVONukU+ng62+vl5YprBjxw5fcmO5c+bMGSE+ffo0L/n0IPl6ANA+vVJFXpau8L6IcrkLNDIKNvHP3P79+/HrX/868edVVVXkPo+LFy8W9iIsLy+XmE1+UN8vCNBj2Rf1pYOmaWLz5s3o7OzECy+8IOU9xMUjpgx3VwnF2RQdqDRI5aVDLBcePHggxMPDw9M+pr29HYZhwHEcGIaB48ePk1rbz1iuqHRNCApqxQDdxa8FybEs7tOVTp48Se7a9NWvflUoHn3ta1+TmE1+UN8vCPiPZV9tbW1kl33pID6mdY9t84WLR0wZNTU1wkw/LxPJH1UHqt/85jeFE9bWrFkjMZv8sG0b58+fBwCcO3cO4XCYL9BZig/YpoonE4vFhCVQXV1d5AZ6QbNlyxZ0dnYm4q1bt0rMhi5VrweMyVJYWChMaMaXjchQVFQk3DTOnDlTWi5effjhh0L8/vvvS8okfybbL4jimKK+vh6nT5/mbmxJbNvGpUuXAIwfqCNj03ze8ygJ9Y3MqLMsS1hLS6kdMnl/At6bIHeuXr0qxMlLKXQ12ewUy457ljidWeN169YJ8fr163OaE8u9cDic2EiyoKAA4XBYckZ64LGRfPwayFVRUSHES5YskZQJhO0dAODu3buSMvEuFAoJMcW9czKlw35BwHhX9tDQEI4fPy47lUCKRCKJe4SxsTEpezty8SgJ9Y3MqDNNE9u3b4dhGPj2t79NttuiuLiY2/xzJH5yUty1a9ckZZI/1E+zUJF74O+OmR5M00zclIRCIbLXENVQHBvpNqHDr4FcKhyPHefl9FDVuCdnNmzYICmT/LEsSzgli9IEeZx73yYuZuffZHs75hsXjybwB0INVHfBb2xsRGtrK1pbW3H27FmcPXs2EfMSAO+WLVsmxMuXL5eUSf7oMjulktu3b6eMJ3Px4kUhTl4+ydQVDoexatUq7jrKER3GRqpN6HR3d2PNmjWPddZOhV8D+VQ4HjtOh2Pu3afXHTp0SFIm+aPDMfHcGc8A3vMoQYeNzBjTzcsvv4yXXnopEe/Zs0diNvmhw2kWqnniiSeEzTnnz58/7WPKysqEk/4WLVrkS24st6ifpKIaqmMjlSdtmpqaMDg4iH379qGtrW3an+fXQD7LstDR0YFHjx5JOx5bJ8nXVgDo7e2VlEl+WZaF3t5esu8fXfZtomzt2rXCZKa7iy8fuPNoAi8VUQPF1mzmn8uXLwuxuxtERzrMTqkmuXAEAP39/dM+RqVlCozJwmOj3Oru7k7cOPf29qbVfcSvgXymaSaWO1dUVEi9Li9dujRlTIF7zyiKzyGIuDNevtmzZ6eM84GLRxNCoVBiE1XDMPgDIYEOrdkst2KxmBAHZdBcX1+PkpISPs1CourqauGaIHOZAmOy8M1CbjU1NQnxvn37pn0Mvwby2badmHS4fv261PHpK6+8IsTpvIdUs2LFCiGurKyUlEl+RSIRXLlyRcomx7lgWZYwLqLaQUWZe1I9fvJaPnHxaEJ9fb1wLDPftOWfLmtp+VSU3AnqoJlPs8gtLzO1PEhiTI9NXlXiZbkOvwbyRaNR4R5B5vhUh47sDz/8UIjff/99SZnkj23biQnRrq4ukvcIpmmivLwcgPwOvKBS4SRgLh5NaG9vF2K+acs/XVqzeeld7ngdNFMu4Nm2jRMnTsBxHHR0dJB8Dqo5cOCAEGe6OWe8iMRY0PAy2tzycggEvwbyqTQ+1aEjOxQKobBwfNvdwsLCQEwMJh+x/ujRI5LdRyp14DF5uHg0wf3l29nZKSmT4NKhy4SX3uWW10Ez5QJeNBrF6OgoAGB0dJTkc1BNVVVVotto6dKlj7XMTyYajSYKl4Zh8OvAAouX0eZOc3OzEO/fvz+tx1E9iVYXKo1PdSi8WJaFgoICAEBBQUEg3tcqHLGeLZU68IKKl60pZOHChUJcVlYmKZPg0mGZiC5L71SS6aCZegGvq6tLeA9xITs3Dhw4gNLS0rS7jmKxmFDEozi7y1gu8DLa3Kmqqkp0Hy1fvjytQjbwH6cIcteRHCotHbQsSxgjUBwrczcdTSp14AWVCsVjLh5NcJ+kMzAwICmT4DJNM1G0KysrI3kx4S/W3Mt00Ey9gEe5kN3S0oKGhgY0NDSgp6eweSo6AAAgAElEQVQHPT09ibilpUVqbvPnz8eKFSvwxBNPpPXzKs00MyYL9WK8ipqbm1FaWpp21xGTT7ViR/IYh6p169bBMAxs2LBBdip5sWXLFiHeunWrpEy843GRfCp07XHxaEJNTY3Q9VJbWys5o/SpfMOWCdu2cf36dQB019LyF6t81At4uhSyi4uLUVxcLDuNhEyXMqo008yYLNFoFGNjYwCAsbExcsV4FVVVVeHdd99Nu+uIqUGVpYPuvXIo7p0DAIcPH8ajR48y2oOwu7sba9aswdWrV33MzB/hcDgxpigoKEA4HJacUeZ4XCSfCoVsLh5NsCxLuOmn+oFQ7YYtEzpsJsdfrPKFQiGhEEytgEe5kN3Y2IjW1la0trbi7NmzOHv2bCJubGyUlpeX7gkVLtCMJl0mdABevslYnCpLB3XYO6e7uztx8mBvb2/axaCmpiYMDg5i3759fqbnC9M0EQqFAIyPU2W/j7zgcZEaZBeyC6X8VxVkmibq6urQ1taG7du3k/pAyLwpy6XJLoivv/66pGy8iX+xtrW18RerJPX19Th27BiA8Q39qG3yalkWOjo6MDIygsLCQi5A5sBkm5C/+uqr0z7Osiz09vbya5BHLS0t6OnpScTxf25oaAAAVFZWprzm2baNvXv34uDBg0p8/86aNQt3797FyMhIYoKKknXr1gn7rsk4FpgxppempiYh3rdvH9ra2lI+ZrKCE7XuvXA4jIGBAZJdR3E8LpIvXsiWhTuPksiu5AVdfAf/qWIq+GQaudrb24XuL2qbvJqmiYqKCgDAkiVLlLgBpi4WiwlLb9LtnlBlpjnIMu2mVeGkxeQOvNWrV2NkZARLly6V3oHnxYMHD4T4yy+/lJQJY3LZto3du3dL31JBh71z4kWguN7e3mkfM1nBiRoeUzAdcOdREtmVvKBbuHAhbty4kYgpbRScLPlkmnS6G1huxWIxYfljV1cXqdfBtm309/cD+I+9v3igkZ3Vq1fjwoULifj555+XmA1LJZviint5omVZUj87tm0jFosBGD9FMRwOk/ssv/3220Is41hgxlSQXJiWOabYuXOn0A24a9euKX82uZMz0y5OPy1btkwoIC1fvnzax3gpOLHci0QiuHLlCiKRCLnVISw3uPOIKePWrVtC7N44mAI+mUY+6puWR6PRRNed4zi8QW0OfPrpp0JMcbNNNj3VTlrUYR+/eMfeVDHLD1W6XoJKpbHd0aNHhfjIkSNpPU6lPVFffvllId6zZ8+0j1m2bJkQp1NwYrnlnhDh76Ng4uIRU0Z8k+CpYgpUu3kJIuqbllM/LU5F165dSxkzPaj22dFhY9v4d+lUMcsPFZZjBplKYzv390j8Zn4yqh5icfnyZSG+ePHitI9pbm4W4v379+c0JzY9HSZEWPZ4FMCUocM6btVuXoKI+mkQ1DunVMQzlsHAn53cc1+H46cFMe8y7SJSqeslqFQa28Vv3qeKKXAXvNL5+6yqqkpcy5cvX05us2wd6DAhwrLHxSOmjOTTBwzDIHkagQrHxKc6JpriUdFeUN78nnrnlIp4xjIYVPvs6DAhEg6HE9e0GTNmkLwuqybTLiKVul6CSqXCtA6Hy6xbt06I0z3Fsbm5GaWlpXwNZ57xEuDscfGIKcM0TZSWlgIASkpKyHWMAOMnrSXvVyP7xDWV1rjnE+UTLah3TqnoD3/4gxD/8Y9/TOtxPMiQr7u7G2vWrElrnyrTNLFp0yYAwObNm6V/dpILL1QnREzTTNwoV1dXS/87zRe/PvteuohU6noJKpUK0zps8eBVVVUV3n33Xe46kkSHCRFeApw9Lh4xZXR3d2NwcBAAMDg4SHJTWxWOiU+1xl32OneWHsqdUyp65ZVXhDjdzwAPMuTbu3cvBgcH09pQlfkjHA5j1apVJItfXvn12ffSRaRCR3PQqTSpU1JSkjKmwL3nEZ/iSEM4HE7c4xQUFJC7JvAS4Nzg4hFTRlNTkxDv27dPUibeTXZMPGOZotw5paJ79+4J8d27d6d9jG3bOHHiBBzHQUdHBw8yJOju7k5sbn7t2rVpJxRs28b58+cBAOfOnZP+mrkLA1SLkEH7PvLzBsNLF5FqHc1BpcqkTnySdaqYAq/L1phcpmkm9r0LhULkrgm8BDg3uHikGcrLLPr6+oS4t7dXUibeqbQuPsgofw5Y7nlp849Go8JNHg8y8m/v3r1CPF33kWoDw87OTuGm/9SpU1LzYenx833kZYygQkczU6eIqsMBEA8ePEgZ60qHsSnlTlReApwbXDzSDOVlFnPnzhXiefPmScrEO5XWxQcZ5c8Byz0vG4zyjb988a6jqWI31QaGZWVlQrxo0SJJmbBM+Pk+8jJG4I5mlkyHAyDefvttIXYvY5sK9eILj03l4iXAucHFoyTUv5Sor+WMD9biHj58KCkT71RaF68LPtaYZSu+Ef9U8WT4xl++TDvGVBsY3rp1S4hv3rwpKZPsUB8bZcrPDmIvYwQdOpqD9h7yU1VVlfB+CNLm0ZSLL7qMTSm/BrwEODe4eJSE8gcCUK9lP1O1tbVCvG3bNkmZZEeVdfG64GONWbaGh4dTxpNx3+gPDAzkNCc2vQ0bNgjxxo0bU/68agPD6upqocukpqZGaj5eUR8bZcrvDuJMxwg6dDQH7T3kp+7ubqEzjuLhMmvXrhVi9x5Ik6FefNFhbEr9NeAlwLnBxaMJ1D8QgHot+5myLAuFhYUAgMLCQpIDJECddfEA/dk+PtaY5YKXPY+480g+9x5H0+151N7eLsSyB4aWZaGgoAAA3WuaDmOjTPndQZzpGIF6R3MQ30N+0uFwGS+oF190GJvq8BrwEuDscfFoAvUPBEC/tdk0TSxZsgQAsHTpUnIDJBVRn+3zeqwx5c+BLlQqXG7ZskWIt27dOu1jdFlyRJlpmli8eDEAoLy8fNprgnsg2NnZ6Vtu6TBNExUVFQCAiooKktc0HcZGXvjZQezlu7G+vh4lJSXSu+m8COp7yC86HC7jZc8j6sWXUCgkdL1QHJvq8Brw/UH2uHg0gfoHAqDf2mzbNvr7+wEA169fV+KmkzIdZvu8fC6pfw50oVLh0n0qSDqnhOiy5Igy27Zh2zYA4Pbt29N+hy1cuFCI3d1j+abDNU2HsZEXfnYQe/lubG9vx9DQkPRuOi+C+h7yS7ygHldeXi4pk/yifuNfX18vFFEpFoKpvwZ8f5AbXDyaQP0DAdBvbY5Go8J+FSrcdFKmw2yfl88l9c+BDlQsXCZvpJwOXZbRUpbpd5hq+1TpcE0LhULC54Di2EglXr4bVfw+zYQO42uVuA+ToXi4jJduYOo3/u3t7cI4hGIhmPprwPcHucHFownUPxBxlDdr5tmp3NLh79Pr55Ly50AHqhUu3f/9dPIxTRN1dXUwDAPbt2/nQYYEsVgMo6OjAIDR0dFpv8NqamqEwbn7EIZ80+U7OP5ZdhxHyndqS0sLGhoa0NDQgJ6eHvT09CTilpaWvOeTDS/fjap9n2ZKl/G1KuLdmHG3b9+WlIl3O3fuFOJdu3ZN+xjqN/6xWEyYTKB4PaD+GgB8f5ALXDyaoMMHAlBrs+ZM8exUbunw9+n1c0n5c6AD1W6au7q6hEFbunvhUN5nRAfuE3jWr1+f8ueTB4OGYUgfHOrwHZws/hmSqbi4GMXFxbLT8MzLd6Nq36eZ0mV8zXLH6+EGlG/8dbkeUB8X8f1B9rh4lITyl5IOeHYqtyzLEmbhqf598ueSHtUGSV73wjl69CgGBwdx5MgRP9JiPkh3WWI+6HBNi0ajwnOQ0fXS2NiI1tZWtLa24uzZszh79mwibmxszHs+2fDy3aja96kXfB3PHdM0hXjBggWSMvHOPYFz6tSptB5H+cZfh+sBQHv/NZYbXDxKQvlLSQemaWLTpk0AgM2bN0t7HXRpkTdNM3GTXFZWRvZ9zZ9LelQbJHnZC8e2bcRiMQDjM//U9hnRgfsEnkuXLqX8eRUKHcl06LjIdOkgS83Ld6Nq36de6HAdV+UE0ZkzZ6aMKXBP4CxatEhSJvmjw/WA+v5rLDe4eMR8MzIygp6eHtJfLpRb5G3bxvXr1wHQPekHUGfAxtKn2iDJfVJaOnvhRCKRxD4jY2NjiEQivuTGppbpZs0qFjqod1zo0PWiEi/fjap9nwaVKieI3rhxQ4jjJzpScuvWLSF2T/Doivr1gPr+ayw3uHjEfDMwMIDBwcG0v1xs28b58+cBAOfOnZNWLEhukT9y5AjKy8tx4MABci3yyTe/jx49SvvmV7VijSoDtqDJtgNPpXXx9fX1QpxOTmfOnBHi06dP5zQnNj3LslBQUAAAKCgomHbArWKhg3rHhQ5dL6rxcgNJ/aaTOpU6LpYtWybEy5cvl5SJd9XV1cL3inuCR1fUrwfU918D1LvHoYiLRyyn4jecL774YuKDeezYMbz44ovT3nSqWNGmXLjwevOr0nNWacAWZF468FRaF6/DEblBlGnHBRc6co+7XnLPyw0k9ZtO6lQanzY3Nwvx/v37JWXiXfLEQGFhIX9XExEKhYSxlAoTNJlS6R6HKi4eMV+49xRJZ48R1Sratm3jxIkTcBwHHR0dgShcqFasUWnAFjTZdOCp9j7yckTuli1bhHjr1q2+5MZSy6SDjQsd/lCpi5AxGVQan1ZVVSW6j5YvX44VK1ZIy8Ur0zRRUVEBAKioqODvaiLq6+uFsRS1a4JqY1OquHjEcip+wzk8PJz4M8dxMDw8PO1Np2pLDqLRqDBYoFa48HLzq1qxRqUBW5BlOlOj2vsoFAoJHSnpfLeEw2HhMeFw2Ncc2eQy7WBTbXmPDi3yKnURMiaDauPT5uZmlJaWkuw6AsQ9OT/77DPS349B0t7eLoyLqF0TVBubUsXFI+YLLxda1ZYcdHZ2ChX2dI8SVYWXm1/VijWqDdiCyMtMjWrvI8uyhAFDOt8tpmkiFAoBGN+fgWdG889L96dqy3uot8jzTG3u6VBQDBrVxqdVVVV49913SXYdAePfi8mHG1D9fswU9c9+LBYTxlKyx3aZUm1sShUXj5gvLMsS1sWme7Om0pID6keJern5Va1Yo9qALYi8zNSo9j767W9/K8R9fX1pPS4cDmPVqlXcdSQJ9e5PHQovPFObe9QLikGk2viUOuqTs15R/+yrNrbLFPX8VcHFI+YL0zRRXl4OILP1zCotOdDhKNFMb35VK9bwgE0+LzM1qr2P3Mtlf/zjH6f1ONW6WIKG+g2GDoUXnqnNLR0KikGl0viUOuqTs17o8NlXbWyXKer5q4KLR8wXtm2jv78fAHD9+vW0vyRVullbv369EG/YsEFSJt5l+vepYrGGB2xyeTldQ7X30dDQkBAPDg5KyoRlgvoNhg6FF56pzS0dCopBpdL4lDr3ZGw6h+pQp8NnX7WxXaao568KLh4xX0SjUWHGmOKXZFCpVqzhAZtcXk/XUO19xOih3v2pQ+GFZ2pzS4eCImPZoj4x4IUun33qYzvq+auAi0fMFzp8SV6+fFmIL126JCmT/OJiDUvm9XQNld5Ha9asEeJvfetbkjJhmaiurhbeezU1NZIzyowOhReeqc0tHQqKTD7qGy8HsfPISxe3ilQa23lBPX8VcPGI+UKHAdK6deuE2L2MjeUH9UESddRP1wCAl156KWXM1GRZFgoLCwEAhYWF5IovuhReeKY2d3QoKHrB1/HcikQiuHLlCiKRiOxUPHFPBNTW1krKJH+8dnEzphouHjFfeB0g8QCDuVE/nYK6UCgk3MBTLAQfPXpUiI8cOSIpE5YJ0zRRV1cHwzCwfft2ksUXHQovPFObO7oUFDPF1/HcsW0bsVgMANDV1UVyvLxq1SohfvbZZyVlkj9eu7gZU42vxSPDMLYYhtFjGMZvDcPYO8m//78Nw/iNYRi/NgzjomEYS/3Mh+WPaZrYtGkTAGDz5s1pD5BUGmDosGyNejFOh9MpqLMsK9F55DgOyZvgM2fOCPHp06clZcIyRb34woUX5kb9PZ0pvo7nViQSEbqBKXYf7d+/X4h/+tOfSsokf3To4mYM8LF4ZBhGAYD/AWArgK8B+J5hGF9z/dhHAJ51HOe/AGgDcMivfFj+PXjwAADw5ZdfpvXzqg0wdOi4UKkY54UOp1PoJN5yzVi+cPGF6SZo72m+jueWDpMh9+7dE+K7d+9KyiR/dNjOgzHA386j5wD81nGcPsdxHgL4XwDqkn/AcZzLjuPcnwj/GUC5j/mwPLJtO9Gpc/HixbQKQaoNMCzLEja3ozZLqFoxzgsdNl6nLhqNCq3Wsj+XXqxdu1aI3fuZMcYY8wdfx3NrbGwsZUzB3LlzhXjevHmSMsmfoO53xvTjZ/FoMYDrSXH/xJ9NZTcAeuVzNqnkttqxsbG02mpVG2CYpolZs2YBAGbNmkVullC1YpwXPFMjXywWw+joKABgdHRU+ueSMcYoo76cPFN8Hc+teAFiqpiCgwcPCnFLS4ukTPInqPudMf0U+vi7jUn+bNI1D4Zh7ALwLIBJz082DONvAfwtADz55JN4++23p/2P//GPfwSAtH5WVZSfg7uNNhaLTXta2dNPP41//ud/xtjYGAoKCvD0009Lfe79/f0YHBwEAAwODuLo0aNYvDhV/VMtJ0+eFIpxJ06cwOrVqyVnlZmVK1firbfeEmKKnwfKn+Wnn34aH374IR49eoQZM2ZI/1x64d6v7OLFi+Seg5f3kGrvO9XyyRT1/AE9ngN1bW1t+Oijj/Daa6/hO9/5jux0Mpbpe0jF6zjlz8EzzzyDX/7yl4l41apVJJ/HnDlzMDw8jDlz5uD+/fvknoOX99DKlStx5coVJT4DAO3PAUA/f4Dmc/CzeNQPoCIpLgcw4P4hwzA2AmgC8C3HcSbdHMdxnJ8D+DkAPPvss457CcJk4qfppPOzqtLhOSSb7nmsXLkStbW1GBsbQ2FhIV577TWplfnt27cL8bFjx9DR0SEpm8xt27YNbW1tcBwnMdNB8b308ccfo62tDd/+9rexbds22el4QvmzvHLlSmzZsiURy/5cejFjxoxEF148pvZaeHkPqfa+85KPbdvYu3cvDh48KP19p9rfpxc6PAfK4u9nx3Hwy1/+kuT3qZf3kGrXccqfg5UrV+KFF16A4ziYMWMG9u/fT+49BAA/+9nP8KMf/Qh///d/j+eee052Ohnz+h6qq6ub/ofyhPLnAKCfP0DzOfjZ6/gLAE8ZhvFnhmHMBPBdACeTf8AwjGcAvAFgm+M4t33MJTBUaYcuLy9PGU9GtZbOa9eupYxVV19fn9jg2HEc7NixQ3JG3gTtZBqVxfcAo8bdMUipgzDoqG/6z1gyHZaTe8HX8dwxTTOx9K+6ulr6WNmr1atX41e/+hXJwhFjQeZb8chxnFEAPwJwFsAnAP634zgfG4bxumEY8WmHFgClAI4ZhvFvhmGcnOLXsTSpMtC+fft2yngqPMDInfb2dmFzvuPHj0vOyJugnUyjmuQNsw3DkP7d4oXX7yMmlw6b/jOWTLW9HfOFr+O5FQ6HsWrVKoTDYdmpeKbKZDdjLDO+7rLmOE7McZwVjuMsdxyneeLP/s5xnJMT/7zRcZwnHcd5euJ/8ntZCVNpoL1gwYKU8VRUGmC4uxPS6Z5SSSwWE2Y4gzJIZbmlw4bZNTU1wsmJtbW1kjNi6QhqlwbTF28ezXJBpbGyV5FIBFeuXEnrQB3GmDrobdHPpqTSQLu/vz9lTIG7+GbbtqRMvOFBKssFHd5HlmUJz4E7G2kIapcG0xcf181ygXrXjm3biMViAMa/56k+D8aCiItHGlFpoO3eG4XiXimFheJ+8vGbTyp4kMpywbIsoWuH4vvINE3U1dXBMAxs376d9GxtkOhQuGQsmWp7OzKaqHftRCKRxGT32NgY2efBWBBx8UgjKg20k09nAoCtW7dKysS7oaEhIR4cHJSUiTc8SGW5YJpmYslmRUUF2fdRfX09SkpKyG4cH0RcAGc64r0dWTZs20ZnZycAoLOzk2TXzpkzZ4T49OnTkjJhjGWKi0caUWmgHQ6HhVwob+pHGQ9SWbZs28b169cBAJ999hnJgSowvoH80NAQ2Y3jg8hLAZz6cg6mPx32q2HyJHfpOI7DXTuMsbzi4pFGVOo0MU0ToVAIAO2jRBkLumg0irGxMQDj7eUUNy1W6TABlplMC+CqnDjKaOMiJFNVfK+gOIp7wemwOoGxoOLikWZU6jTZuXMnSktLsWvXLtmpeFJaWpoynopKg06+kWLZ6urqEjbij7fLU6LSYQIsM5l0aXCRkOUKXzuZquLXsqliCuKTy3E1NTWSMmGMZYqLR5pRqR2a+jKR+PHkU8VTUWXQads2Tpw4Acdx0NHRQfZGSqViXBAtXLhQiMvKyiRl4p1Khwkw/3CRkOUCFyEZ89fhw4eF+NChQ5IyYYxliotHzBc6DL7+8i//UojXrFkz7WNUet7RaDRR8BodHSV7I6VKMS6obt68KcQDAwOSMvEuFAolTk8sLCzkU7s0xUVClgtchGTMX319fULc29srKRPGWKa0LR598cUX+NWvfoV//dd/lZ1KIOkw+Prkk09SxpNR6XnrsNxIpWJcUNXU1MAwDACAYRiora2VnFHmLMsSPgsqLOv1S0tLCxoaGtDQ0ICenh709PQk4paWFtnp+UqlE0cZXVyEZCorKChIGVOwZMkSIV66dKmkTBhjmdK2eBSvav/4xz+WnEkw6TD4unHjhhD39/dP+xiVnrcOy41UKsYFlWVZwg059cJLvBAWBMXFxSguLpadRt6odOIoo4uLkExl7s2l3fsHUbBixQohrqyslJQJYyxTWhWP4jOuf/VXf5W44RwcHMRf//VfB2LWVSXuixnFwZf7JjOdm06VBp06LDdSqRgXVKZpoq6uDoZhYPv27Ursp5apaDSaKCoYhqF1EbKxsRGtra1obW3F2bNncfbs2UTc2NgoOz1fqXTiKKPL7yIk7+PHshEOh4Vu4HA4LDmjzH3wwQdC/N5770nKhDGWKa2KR3G8lla+devWCfGGDRskZeKdO+dNmzZN+xiVZr7dp1dQXG6kUjEuyFQ6xdGLWCwm7P/FRUh91dfXo6SkBDt27JCdCiPK7yIk7+PHsmGaZmIsVFNTQ7JIrkNnPGNBpVXxKD7jOtkxlkGYdVXJgQMHhHj//v2SMvFuz549QpzO+0elmW+VClle6fAcdKDSKY5ecBGSrky7NKif8snU4FfBnPfxY7mwc+dOlJaWYteuXbJT8USHznjGgkqr4hFTx2effSbE165dk5RJ/qnUpeE4juwUsqJSMS7IqC+z4CIkXZl0afCNOcsVvwrmvI8fywXqRXIdOuMZCyoti0fz589PGTP/edkvSDWRSCRlPBVVujSSB6WO45AdpKpUjAuqSCSCK1eupP0ZUA0XIWnKtBjEN+ZMdbyPH8uWDkXy+vp6IeZlxozRoWXx6M6dOylj5r9FixYJ8eLFiyVl4t2ZM2eE+PTp05Iy8aazszPReeQ4Dk6dOiU5I29UKcYFlW3biMViAICuri6SA1WA98KhKNNiEN+YM9XxElqWrWg0KuzhR7FI3t7eLnQDU+2gYiyItCweMfncBTuqN5yUuTcgdBf0GEtHJBIRbuCpdh9Rb/MPokyLQXxjzlTHS2hZtmKxGMbGxgAAY2NjJIvksVhMGFdQfA6MBZWWxaOSkpKUMfOfDp1HW7ZsEeKtW7dKysSbW7duCbF7g0LG0kG9Aw/Qo80/iDItBvGNOVMdL6Fl2Vq9erUQP//885Iy8S4UCgkxF/oZo0PL4tHw8HDKmPnPfXLCjRs3JGXiXTgcTuzVNGPGDITDYckZZcZ9MXZvUMhYUPBeODRlWgzy+8Z8ZGQEPT09XHxkWaG4j19LSwsaGhrQ0NCAnp4e9PT0JOKWlhbZ6QXKp59+KsRXr16VlIl369atE+INGzZIyoQxlikti0fxm4SpYua/goKClDEFpmniySefBAA8+eST5GYIeUNClgtr164V4vXr18tJJAu8Fw5NXopBft6Y9/f3Y3BwkOzSTaYG6vv4zZo1C19++WXiO5Xll/v0YoqnGR8+fFiIDx06JCkTxlimCmUnwPQ0NDSUMqbAtu3E0q+bN2/i888/JzXYa29vh2EYcBwHhmHg+PHjePXVV2WnxYiZPXu2EM+aNUtSJt6FQiF0dHRgZGSE98IhxrIs9Pb2pl0Mit+Y50pLSwt6enowMjKC3//+9wCAU6dO4dq1a/j617+OxsbGnP23GFNV8vu8sbERFy5cwJNPPsk3/RKUlJQIY+rS0lKJ2XjT19cnxL29vZIyYYxlSsvOI/f+OuXl5ZIyYZS5B0XUBkmxWEw4bY1qt4Vt29i9ezcvFZHk0qVLQnzx4kVJmXjHe+HQpUqXRn9/f8qYsSCwbRsXLlwAAJw/f56vyxI8ePBAiCluzbFs2TIhXr58uaRMGGOZ0rJ45C4WVVRUSMokuHRYtua+SY4PmKgIhUIoLBxvLiwsLCTbbRGNRvHRRx/xPjWSLFy4UIjdp/hRwJvUMq8aGxvR2tqKu3fvCn9+9+5d7jpigUN9Uk0H8b04p4opaG5uFuL9+/dLyoQxlikti0f/8i//IsQffvihpEyCK36M6FQxBfGunali1VmWJWwSTLHbgk/Jks99Sp97M3wq6uvrUVJSwnt/MU+oXw8YywX3JNr58+clZRJc1E8CBoCqqqpE99Hy5cuxYsUKyRkxxtKlZfGIycctqWqhODMF8ClZKqipqUm8fwzDQG1treSMvDl69CgGBwdx5MgR2akwgnTowGNq4KXYLBvuk3+pnQQc9/LLL2PGjBnYs2eP7FQYYxng4hHzhQ4tqRs3bhTiTZs2ScrEm2g0mtjnxTAMkoUXPiVLPsuyUFRUBAAoKioi28EWi8UAjL+n+KaNZep3v/udEMcPU2AsU7wUm2Xjzp07QhzfyGnwNQQAACAASURBVJ+ay5cvw3EckvsoMhZkWhaPdNhvh7o//OEPQvzHP/5RUibeuWdDqM2OxGIxjI6OAgBGR0dJFl5CoZBQuKC6bxNlpmmirq4OhmFg+/btJPcLikQiiQ62sbExPmqdZSz+/pkqZiwd1JdiU59U00FTU5MQ79u3T1Im3tm2jRMnTsBxHHR0dJD7HDAWZFoWj3TYb4c6d6Hlxz/+saRMvDNNMzFQ2rRpE7mbZh0KL3xKlhosy8IzzzxD9u//zJkzQnz69GlJmTCqiouLU8YsP6gv+aK+FJv6pJoOdDjmPhqNCpOb1D4HjAWZlsUj3ptAvsHBwZQxFbt370ZpaSkaGhpkp5IxHQovfEqWGu7cuYOrV6+SbY9nLFu6XNOoo77ki/pSbNM0sXjxYgDjJxvzNTn/4n//ce4Tpino6uoSiqidnZ2SM2KMpUvL4tEXX3yRMmYsXZQ32dWl8EK960UHe/fuxeDgINlZZh1Op2FyLV26NGXM/Ed9yRcw3hGcfAABtY5g27Zh2zYA4Pbt2yRfAyYfT/IzRpeWxaPh4WEhvn//vqRMgmvNmjVC/N//+3+XlIl3yZvsdnV1kRwk6VB4MU0Tb775JtniF3Xd3d24du0aAODatWu4evWq5IwyFw6HhS48qqfTMHmeeuopIeajpfOP+pIvAKivr4fjOAAAx3GwY8cOyRllJhqNCvlTfA2ou3HjhhD39/dLysS7mzdvCvHAwICkTBhjmdKyeMTke+mll4T4hz/8oaRMvEveZPfRo0ckN9nlwgvL1t69e4WYYveRaZoIhUIAgOrqav48sIx98MEHQvz+++9LyiS4qC/5AoD29nYhPn78uKRMvNHhNaAu3rk2VUxBTU2N0IFXW1srOSPGWLq0LB7Nnz9fiPlGIf+OHj0qxBSXfbk31Y13ITEWJPGuo6liKnbu3InS0lLs2rVLdiqMIF5mIZ8Oh0C4iy3U9nrR4TWgLt75NVVMgWVZwvuIcnc8Y0GjZfHIvanrnTt3JGUSXDqcbqTDqX3UT6Zh8ukwywmMz/gPDQ2Rm+lnauBlFvLpcAgE9SKk+++c4mtAXWlpacqYAtM0sXnzZgDACy+8wJP8jBGiZfFIh6o8Y7kQiURw5coVkkvumBo2bNggxBs3bpSUiXc6bLTL5KqpqRFiXmaRfzocAkG9CGmaJmbPng0AmDNnDsnXgLqVK1cK8Te+8Q1JmTDGgkjL4hGTzzRNIV6wYIGkTLwrLi5OGatOhw2/mXzuPY4o7nmkw0a7TC4dul50QP0QCOrF+O7ubty7dw8AcPfuXZIHKFD3q1/9Soh/8YtfSMrEO9u2ce7cOQDA2bNneXzKGCFaFo8WL14sxOXl5ZIyCS7qs2sA8ODBg5Sx6nTY8JvJZ5pm4gZn06ZNJGeaeZNXlgvx71PuZmZB1dTUJMT79u2TlElw6bC6IhqNCtdkKhM6LS0taGhoQENDA3p6etDT05OIW1paZKfHWF5oWTz60Y9+JMR8LDPzgvpeLzrsO8XUsGfPHqxatYpk1xEwvslrYWEhAKCwsJA3eWUZS7654SPK5YlGo/joo4/I/v1fvnxZiC9duiQpE2/6+vqEuLe3V1ImwaXDBHlnZ2ei6OU4Dk6dOiU5o8wVFxeTW5HAWC5oWTxyDyreeOMNSZkEV0lJiRBT3NAvvq5/qpixoDBNE2+++SbJriNgfKlLctcI1SUvTB73zc3JkyclZRJcOuxdRr2QvXTp0pQx859t20J8+/ZtSZl4594oftGiRZIyyUxjYyNaW1vR2tqKI0eOoLy8HAcOHEBraysaGxtlp8dYXmhZPOKZEfniN2pxFE8qGxoaShmrbsuWLUK8detWSZkwJl98ltP93cRYOuI3/FPFzH867F1mWRYKCgoAAAUFBeQK2U899ZQQr1ixQlImwUV93ywAuHXrlhC7t7qggHoXJGNeaVk8mjt3rhDPmzdPUibBxSfTyLdz504h3rVrl6RMGJPLPbjjwR7L1ODgYMqY+U+Hvcuonxj3/vvvC/F7770nKRNGWXV1tXAAgfueQXU6dEEy5pWWxaMvv/xSiKltdKwDy7ISM7NFRUXkZtcAJGYHp4pV197entinyTAMHD9+XHJGjMmhw/4KjAVdKBRCUVERgPFxBbUlX3GUT4yjutxIJ9T3zQLEe4TCwkJynwUduiAZ80rL4pF7WQIvU8g/0zSxZMkSAMCSJUvIza4Bjy/zCoVCkjLxJhaLCTfMFGdpGcsFvuFh2YrPkk8VM/9ZliV0K1C74YyjvIecDsuNqAuFQsLEIMUiqmma2Lx5MwDghRdeIPdZ0KELkjGvtBz9jI6OpoyZ/2zbRn9/PwDg+vXrJFs6w+GwMFCldmof9Y0542zbxu7du0m+h3RB/TXgGx6WrfXr1wuxe98R5j/qS750UF1dLRQuqC030kF9fb0wMbhjxw7JGQWPDgU8xrzSsnjE5ItGo4lNssfGxki2dJqmmbhh2LhxI7mBqmVZidfg0aNHZGdpeVNC+SKRCK5cuYJIJCI7FU/4xp8xPdTX16OkpIRvmCWxLEu4aaY6rqBMhy0JbNvGuXPnAABnz54lNzHFBTwWZFw8Yr6IxWJC8YhqS+fs2bMBALNmzZKciTfUT5jiTQnls20bsVgMANDV1UXyNXDve+feF4+x6eiwz4gO2tvbMTQ0RPKGmbFc0GFLgmg0mlgVMjo6Sm5y8OjRo0J85MgRSZkwln9aFo94bwL5Vq9eLcTPP/+8pEy8s20b58+fBwCcO3eO3E2zu0uEYtcIb0ooXyQSEV4Diu+jt99+W4j5xp9livdSlI8nE+SLRqPCcn6+Juefe3z9zW9+U1Im3nV1dQnjis7OTskZZebMmTNCfPr0aUmZMOpGRkbQ09ND6nqmZVWluLg4Zcz89+mnnwrx1atXJWXiHfWZER0ubrwpoXw6vI/is7RTxYxNJ75MZKqY+U+XyQTKe8jFYjFhXMTX5Pz75JNPhPg3v/mNpEy8W7hwoRC7D7VgTGctLS1oaGhAQ0MDPv74YwwODuK73/0uGhoa0NLSIju9aWlZPBocHEwZM/9du3YtZUyBLkvvKNNl028mFw9UWbaefPLJlDHzny6TCZT38eONguW7ceOGEMcPp6HEfWjFwMCApEy8Wbt2rRCvW7dOTiKMtJGRkcR95p07dxLXN9VpWTyKHxEft3TpUkmZBNeyZcuEePny5ZIy8Y760rstW7YI8datWyVl4p1lWcJMM2/OmX86DJL4tDWWLfd7yB0z/4VCIRQVFQEAioqKSBYuqC+9442C5dOhC7KmpkYoQtbW1krOKDsUXwMmT2NjI1pbWyetVzQ2NkrKKn1aFo/cxaI//dM/lZNIgDU3Nwvx/v37JWXiHfWld+FwWNibIBwOS84oO3xxliO+afxUMWNBwEsf5bMsS7imUZxMoL70rr29XYh54/L8e/rpp4V41apVkjLxzrIsoRBM7bPsPkDh4sWLkjJhlFHdFkLL4tGHH34oxO+//76kTIKrqqoKc+fOBQDMmzcPK1askJxR5qgvvTNNM7HfV3FxMf7kT/5EckaZS96c0zAMcgNtHehwytScOXNSxoxNhzua5TNNE9u2bYNhGKirqyN5TaO+9M69sfGpU6ckZRJc7onNnp4eSZl4Z5omNm/eDAB44YUXyH2W40uNpooZSwfVSSkti0f8oZbPtu3E8djDw8PkWrMBJIpfcfPmzZOUiTfd3d2J/b4GBwfJdU4BvDmnCnTYd4r3wWPZOnjwoBAfOnRIUibBZlkWnnnmGXKdCnHUl94tWLAgZcz8x9czxvSwePFiIS4vL5eUSWa0LB7FOxWmipn/qJ9UBuCxjcsePnwoKRNvmpqahHjfvn2SMvGO+kBbB5ZloaCgAABQUFBA8qaNu0ZYtubPny/ETzzxhKRMgs00Tbz55pvkOhXiLMsS9nqh9n3q3qzZHTP/UZ/YBMYnmM+fPw8AOHfuHLkJZqo3/Uwttm0L8e3btyVlkhktqyp8so58XV1dwqaK7lZnCtwzatRO1+nr6xPi3t5eSZl4p8MeF9TpsFTEvWy2srJSUiaMKnenEXceMS9M00zcaFZUVJD8PmVyuScCf/KTn0jKxDvqe3999atfFeKvfe1rkjJhlNXU1AgxlY3jtSwe8ck68rkHRKZpSsrEO+rHoepw4p0OhQsdUF8qwvvgsWy5N0S9cOGCpEwYZbZtJ8YS169fJ9dxocMprtRduXJFiH/5y19KysQ76nt/8ZiC5YL79OINGzZIyiQzWhaPeM8j+agXXgAkZkWmilWnw4l3AP3ChQ6oLxVxX6DXr18vKRNGFdWNLXVj2zZ2795NrugSF41Gha5sah0Xup3iSlEsFhNiaoUXYHxLguTlm9S2JOAxBcuFw4cPCzGVjmYti0dMPh0G2tT3zqqqqkp0Hy1fvpzkiXcA/cIFky++ef9UMWPTKS0tTRmz/IhGo/joo4/IFV3iqHdcmKaJUCgEAKiurubrsgQ67AVZX18vFFF37NghOSPG8o/q9iK07obTxJujyhefUZgqpsDdjh0fMFHS3NyM0tJSsl1HTA3UZ/svX74sxJcuXZKUCaMqfgDEVDHzn23bOHnyJBzHwYkTJ0h+H+lwemU4HMaqVau460gSHfaCbG9vF57D8ePHJWeUGR5TsFygur2IlsWjH/zgB0L8wx/+UFImwaXD0kH3wIjiQKmqqgrvvvsu2a4jpgbqs/06fB8xuRYtWiTE7tN2mP+ob7ILjN/4x5+D4zgkb/y5G1gu0zSxadMmAMDmzZtJvg6xWEz4LFPrwKO+7I6p4eWXXxbiPXv2SMokM1oWj9wDijfeeENSJoy65IsDY0Gkw2w/Y9lyH7wxMDAgKZPgor7ky43icn7GcoH60jtedsdywd3B5j6YQ1VaFo+oriHUSXFxccqYgmg0KrTVUpzlZCxbOsz2u7tE4kdlM5ausrIyIXZ3IjH/Ub/hBHhcwbJn2zbOnz8PADh37hzJCR3qS++OHj0qxEeOHJGUCaOM6ub3WhaPeM8j+XTYMDsWiyWWt4yNjZH5UDOWSzrM9n/1q19NGTM2HR1OEKWO+g0nMP59Gt8va3R0lOT3KfU98KjTYULHNE1s27YNhmGgrq6O3NK7M2fOCPHp06clZcIoo7r8UcvikXt/l8rKSkmZBFdNTY0Q19bWSsrEOz6KkzE9Zvs//PBDIf7ggw8kZcKomjlzphDPmjVLUibBRf2GE9Dj+5T6HnjU6TChA4wXg5955hmSRWDGcoHq8kcti0fvvfeeEL/zzjuSMgkuHWYI+XhvNfAsp1w6fJZXr14txM8//7ykTBhV9+7dE+K7d+9KyiTYqN9wUv8+5T3w5KPareBGeeN191J4PkCBeUH11EEti0d8pC7LBT6KUw08yymXDrP9n376qRBfvXpVUiaMKqpH6uqG8g0nQP/7VIclU9RR7VbQye3bt1PGjKWD6qmDXDxivtBhU8j4B3qqmPmPZznVQH22/9q1ayljxqbT3NwsxPv375eUSbDp0IlK+ftUlyVTlLW3twsxlW4FN8qf5ZqaGqH7i+LWHEw+qsuYtSweMfl02BQyXvyaKmb+41lONVCf7eeuEZatqqoqYZDn3luR5YcOnaiUv09DoZAQU7nZ0UlnZ6cQnzp1SlIm2aH8WbYsS7geUCwEM/moLmPmu2HmC6rV1GQLFy4UYvdRzcx/PMvJcoG7Rli2uru7he8iXvqYf9yJKp/7IJENGzZIyiS43GPRRYsWScrEO+qfZdM0UVdXB8MwsH37dpKFYCYf1WXMWhaP4q2EU8XMf5ZlCS2dVKqpyW7duiXEN2/elJSJd5TbggE9ipCMMfqampqEeN++fZIyCS5dOlEpX5cPHjwoxFyIzz8dxqbRaBRjY2MAgLGxMZKfZcrLT5k6KL6PtCwe8XIj+UzThGmaAIAFCxaQqaYm02HPI8ptwQDdlk6mlr179wrxnj17JGXCqOrr6xPi3t5eSZkEly6dqJSvy7x/nHzuSbSamhpJmXinw9YWlJefMnVQfB9pWVXZunWrELvXaDP/2baNGzduAAD6+/tJzrBR72Cj3hYM0G3pZGrhGx6WrdLS0pQx858Onai2bePEiRNwHAcdHR0kr8tMLvckGsVJNffyx/Xr10vKhDGWKS2LR+5iEcWqPHWHDh1KGVNQXFycMladLi3+FFs6mVqoF4KZfENDQylj5j8dOlGj0ajQcUHturx48WIhLi8vl5RJcN25c0eIf//730vKJNi6u7uxZs0a3v+OBY6WxSNeky3fxYsXhfjChQuSMvFucHAwZaw6XVr8KbZ06obyHh3A45u6bty4UVImjCrHcVLGzH86dKJ2dXUJkzruk7NU94c//EGIuXCRfzrsv3b58mUhvnTpkqRMvGtqasLg4CDJv3+mDorjay2LR7xEQT4dBtpz584V4nnz5knKxJtQKITCwkIAQGFhIckWf6YGynt0AI/vccR7HjFGE/VOVOqnuOqw3w51Ouy/Rn182t3dnXgdent7ufuIeXbo0CFcuXIFLS0tslNJm5bFI16iIF/8ojBVTEG8ayfu4cOHkjLxxrIsYYaT6mCbyaXL3lnx5Rbl5eUkOxaYXAUFBSljlh/56kT1azbYfTLWwMBATn+/3yzLSuw7NXPmTB5XSLBs2TIhXr58uaRMvKO+BFWH7i8mn23biZU658+fJzO+1rJ4xEsU5Iuv6Z8qpmDRokVC7F7rT0G844ti5xdTgw57Z9m2jdu3bwMAfve735G5QDN1xI+VnipmevGr27KmpiYxoWkYBmpra3P6+/1mmmaiW6qsrIwL8RK8/PLLQkyxk9Y0zcR+WRUVFeTeRzp0fzH5Dh06JNynUek+CkTxaNOmTZIyCS4dZkaozxBGIhHhSykSiUjOyBuK64F1osPeWdFoVHgOFAtgTC7uaA4OP7stkzt3ioqKyHVc2LaN/v5+AMD169f5uiyBe78g9x6jFFB/H1Hf1oKpwf3ZPX/+vKRMMqNl8einP/2pEL/++uuSMgmu5uZmIaa4aTn1DrYzZ84I8enTpyVlkh3q++1Qp8Px2O5NaU+dOiUpE0YVL1sLDj+7LU3TRF1dHQzDwPbt28l1XEQiEeHvhuqkFGWxWEyIqU7oJE9uUhvfUd/WgqmB6v7AWhaP3EfoUjslSwfz588XWrOfeOIJyRll7osvvhDiu3fvSsokuHTYb4c66nsTAI/vuRYvhjGWrrVr1wrx+vXr5STCfOd3tyXlTb91mZSibPXq1UL8/PPPS8rEO+odze7lptu2bZOUCaOsuLg4ZawqLYtHTL5oNJqYmS0oKCA3qwAA7733nhC/8847kjLxZsuWLUK8detWSZl4p8N+O9TpcDz2vXv3hJgLwSxTs2fPFuJZs2ZJyoT5TYduS6avTz/9VIgpnvRF/TNmWZZwj0OxEMzk+/LLL1PGqtKyeLRmzRoh/ta3viUpk+CKxWKJTbJHR0fJzSoAdNsJ48LhcMqYAuqzU7qgPFMO6LEHG5PLvTfBhQsXJGXC/OZ3tyXlpdjcgSfftWvXUsYUUO9oNk0zMaEwZ84ckpNqjHmlZfHopZdeShkz/1GfVQCAJUuWCPHSpUslZeJd8tJBinR4H+kgX8dj+8U9MP3+978vKRNG1YIFC1LGTB9+dltSX4rNHXjy6bBZM/WO5u7u7sQWKYODgyS7v5h8CxcuFOL4SZaq07J49I//+I8pY+Y/6rMKAHDw4EEhPnTokKRMvNFh6aAO7yMmn/u9/8Ybb0jKhFF148aNlDHTi1/dltSXYrtP+rp06ZKkTIIr3tUf5968mQrKHc2vvPKKEO/Zs0dSJoyyW7duCbH7lG9VaVk8evfdd4X4n/7pnyRlElzUZxUAoKqqSii+rFixQnJGmdFh6aAO7yMd2LaN3bt3k5slj+vr6xPi3t5eSZkwxijwq9uS+lLsUCgkxNwNnH81NTVC7N68mQrKHc2fffaZEFNcOsjkc68KobJKRMviEVMD5VkFYLwtdWxsDAAwNjZGri1VlyVf1N9HOohEIrhy5QrZY5l5zyOWLfdeL+vWrZOTCCON+nW5vr5eiHfs2CEpk+CyLCtxgmhRURGPjSSgetPP1EJ1DzkuHjHfUJ5VAOi3pfKSL5YLtm0jFosBGJ81p9h91NzcLMT79++XlAljLMioX5fb29uF+Pjx45IyCS7TNBN7ci5ZsoTsGJuy5557Toj/4i/+QlImTCdUDmbi4hFjU6DelqrLki/KJ9PoIBKJJPboGBsbI9l9NH/+fCF+4oknJGXCqOK9XlguUL8uu5fZdXZ2SsokuGzbRn9/PwDg+vXrJCd0qHPvVTMwMCApE0aZexzhPtVVVVw8Yr6hvk+KDm2p1Jd8UT+ZRgdnzpwR4tOnT0vKxDt34ZELkSxT8QLqVDFj6aJ8XaZ6OpBOotFookPBcRyy1zPK9wjuyWRqk8tMDVTHFVw8Yr6h3jGyYcMGId60aZOkTLyjvnSQ+sk0TA08W86y5W4np9JeztRD+brsPmUw3gHD8of6putxhw4dwpUrV9DS0iI7lYzNnTtXiOfNmycpk8y1tLSgoaEBDQ0N6OnpQU9PTyKm+Fqw/PO1eGQYxhbDMHoMw/itYRh7J/n3swzD+H8n/v2/GIbxp37mw/LHtm10dHTAcRy89dZbJGcW3HscNTY2SsokuHQZJFG2ZcsWId66daukTLzj2XI5kgep1Aeq8X1qpopVpdNrANDuVtDBzJkzhXjWrFmSMgmuUCgk7JtFbdN1YPxzHF+ic/78eXKf5/hJxnHxcSo1xcXFKC4ulp1GYMU3vp8qVpVvWRqGUQDgfwDYBKAfwC8MwzjpOM5vkn5sN4A/OI7zFcMwvgvgIID/I9v/9uLFi4XZkfLy8mx/JctQNBoVbvqj0SheffVVyVllzjAMOI5DcsmaDkKhEDo6OjAyMkLyZBod7Ny5U+jU2bVrl8RsvHHvR+CePWf5QXmQWlFRISxNqKiokJiNd5RfA0DsaKY4pqDu3r17Qnz37l1JmWSupaUFPT09AJD4/4aGBgBAZWUlmQnC+vp6HDt2DMB4RzbFE+8OHTokLL1raWnBwYMHJWeVvg0bNgjjoo0bN0rMJjNU3udBUFBQIBQiCwoKJGaTPj9LXM8B+K3jOH0AYBjG/wJQByC5eFQH4LWJf24D8A+GYRhOlv3ghw8fxve+971E/LOf/SybX8c8OHXqlBCfPHmS3EAvGo0mPtgFBQU8WJXAsiycPHkSAK2TaZIHqQDtgWp7e7tQRD1+/Di5z8GiRYvQ19eXiBcvXiwxm+Cg8h5Ph23bKWNV6fYaJO+BZ1kWyaVflM2dO1coIFFarpOMchFVh2uye2Pg8+fPkyoeMZYLixcvFsamVJpd/CweLQZwPSnuB/DnU/2M4zijhmF8AWA+gKz6F6uqqhLdR+Xl5VixYkU2vy6vdJkZKSoqwoMHDxKxu9WZglgslqgIj46Ooquri9wFmrr4yTRtbW0kT6aJozxQjcViwgwhxc+B+2SUmzdvSsokM7pcD3RQXV2Ntra2xA1bTU2N7JQCZ7I98Kh9F1HnXp7z8OFDSZlkTpfvSx2uydT3kJvs9M3XX39dUjbBkmpcBNAaG1Edmxp+fWANw/grAC84jtMwEf+fAJ5zHOf/SvqZjyd+pn8i7p34mTuu3/W3AP52IqwE0INpzJgxY86sWbMqv/zyy55Hjx4NZ5D6nyDL4pUCpD+HOXPm/Ff3nw0PD/8qzYdLzx8AZs6cuaSgoOBPABgAnLGxsc8fPnz4WZoPV+I5ZEGZ/A3DKJo5c+ayhw8f9jqOMzr9IxKUeQ4eKZG/Dp+DiedgxuOxsTGb2nPIAvX8AQWeg2EYRbNnz/4GJj4HDx48+HUG30fS888B6c9hzpw5TwNI7usfGx4e/rc0Hy49/xyQ/hwC/l0KKPAcdLgmz549e6VhGLPjseM4Dx48ePBxmg+X/hx0eA2yRP05KJG/4t+nSx3HMSf7F352HvUDSN4UoBzAwBQ/028YRiGA/wTg9+5f5DjOzwH83Kc8BYZh/NJxnGfz8d/yC/XnQD1/gP5zoJ4/QP85UM8f4OegAur5A/SfA/X8AfrPgXr+AP3nQD1/gP5zoJ4/QP85UM8foP8cqOcPyH0Ofh4X8gsATxmG8WeGYcwE8F0AJ10/cxLAixP//B0Al7Ld74gxxhhjjDHGGGOM5Y5vnUcTexj9CMBZjLcZ/0/HcT42DON1AL90HOckgDcB/D+GYfwW4x1H3/UrH8YYY4wxxhhjjDGWOT+XrcFxnBiAmOvP/i7pnx8A+Cs/c/AgL8vjfEb9OVDPH6D/HKjnD9B/DtTzB/g5qIB6/gD950A9f4D+c6CeP0D/OVDPH6D/HKjnD9B/DtTzB+g/B+r5AxKfg28bZjP2/7d37zF2lHUYx78PVFTqrVy9gNagIoJQUAmKKbUgFyUFVC5GBZGAGlTEu2IUYkgQvIRoxChWiBYUKqCiITRVMRGhcmlpS4tciqVyk6hRIIKwP/9437WHdc+e2Z155+zY55M0e87Z6ezzO3M573nnnRkzMzMzMzMz676S1zwyMzMzMzMzM7OO26Q7jyRdIOkdFaddKOlBSatK5xqQo3ZmSVtJWiLp9vxzVpm0fXM1UcORklZLGpHU6tXmG8p/jqS1km6RdLmk55VJ2zdXEzV8KedfLulqSS8sk3bcTI1tu5I+ISkkbdNsyoG5mlgGp0v6c14GyyW9pUzacTM1sgwkfVjSbXl7Prv5pBPmamIZ/Ljn/b9bUtVbh9fWUP45kq7L+W+QtHeZtH1zNVHDHpJ+L2mlpJ9Lek6ZtAPzVapF0o6Sfi1pTV7vT2kj3wR5auceZruiofxDa1Pkv99EDUNtV4zJWbWeZ0haJmlFrueMNvINMpn9Up5+c0k3S7qyZK7JmOS+9e68/1wu6YbS2aqYZP7nSVqc1/81Qt6wzwAACn1JREFUkl5fOl8Vk9gOdu5pRyyX9A9JH20j44Bck1kGp+ZteJWkiyU9o3S+KiZZwyk5/+rp8P7DpD8b1knaKj+flZ+/pOlMm3TnURWSNs8PLwAOHmKUyipk/gywNCJeDizNz6eVCjWsAt4G/LatTJNRIf8SYLeI2B34I/DZlqJVVqGGcyJi94iYA1wJfGGcaYamyrYraUfgzcD6lmJNSsX9z9cjYk7+98s+0wzFoPyS3gQcBuweEbsCX2kvXTWDaoiIo0fff+AnwGUtxhuowjp0NnBGzv+F/HxaqVDD+cBnIuLVwOXAJ1uKNmm5lieAj0fELsA+wMmSXjXcZBOrkHtatysq5J/WbQqoVMO0b1f0yvU8BsyPiD2AOcDBkvYZbrJqevZLAKcAa4aVZarG1PCm/FnWmVuY9+Q/F7gqIl4J7EGHloWkzSPitp52xGuAR0mfZdNe7jh9EfAR4LURsRvpRlmduQlWrmE34ERgb9I6dKiklw83WTV5HboHOA84K798FvCdiPhT039vk+o8knRsPiKzQtIP8stzJV0r6a7Rnj1J8/KRnYuAlQAR8VvSHeH+HzIfBlyYH18IHN61GiJiTUTcVjJ34fxXR8QT+el1wA4drOEfPU9nAsUuoFZw2/068KmS2VuooRWF8n8QOCsiHsvTPdjBGkbnLeAo4OKO5Q9gdKTOc4F7S+UvWMPObPzSvwR4e8kaRk21loi4LyJuAoiIf5K+6LyojcwFc7fWriiRv802RcEaWm1XNFRPRMTDefqn5X+tX4y1zn5J0g7AW0md2ENTp4bpYKr5lUaaziXdwZuIeDwi/t6lGsbMZn/gzhJf+gepmX8G8ExJM4AtKdyW6KdGDbsA10XEo3k/eg1wRIfyQ/pOs4/SqKk3Al8tEjIiNol/wK7AbcA2+flWpKOYl5I60V4F3JF/Nw94BHjpmHnMBlZ1PTPw9zHP/9a1Gnp+9xtST3cn8+ff/xx4dxdrAM4E7iEdtd22S/mBBcC5+fHdo/PvWA2n5+y3AAuBWR3Lvxw4A7ie9EH9uq4tg57fzQVu6Fp+UoNpPWk7/jPwkg7WcC1wWH78MeCfpWpospaeetYDzymduWRuWmpXlH7fKdymaGvdoXC7osl6SKMUlgMPA19uI3PD+ReTRovMA65sO39DNawDbgJuBE7qUn7SiLVlefqbSZ14M7tUw5j5LAQ+1LX8pNF3DwN/ARa1nb+B9WgX0ojNrUmdX78HvtGV/D3zOIjUAf/mUjk3pZFH84HFEfEQQESMHr28IiJGIuJWYPue6ZdFxLq2Q47Rxcxjdb2GovklnUYahr6oqcDjKFZDRJwWETuS8n+oydA9Gs8vaUvgNNo71a7UMjgP2InUeLqPUkcZyuWfAcwinX7xSeASSWowd6/S+6J3UnDUEeXyfxA4NW/Hp5KP3hZSqob3kU7fuRF4NvB4k6H7qF2LpGeRTnX8aDx1JGdJXc09quv5oXANLbUretWqJyKejHS6zg7A3kqnj7RpyvklHQo8GBE3tpr4f9Vdp/aNiL2AQ0j70rmtpN6oTv4ZwF7AeRGxJ+kL9TBOm21iu96CdGDz0jYCj1FnO5hFGn36UuCFwExJ724v+n9NuYaIWAN8mTR6+SpgBWk/2qYm2kiHkL4PFNuPbkqdR2L8obCPjZlm1CNl41RSKvMDkl4AkH+WPFWki+97r2L5JR0HHAq8KyLG+xtNaWMZXES5U0VK5N+J9CG3QtLdpEbrTZKeP9WQAxRZBhHxQG54jwDfJZ2rXUKpdWgDcFkky4ARoNSFy0tuyzNI10v58dSiVfszlMl/HBuv03Qp5dYhKLcdrI2IAyPiNaQOvDunHrGyWrVIehrpy/+iiGjzOlmlcrfVrujq+/6UGBSqocV2xVP+LA1s15FONfoN7V9ftE7+fYEFuR3xI2C+pB82nnCwWssgIu7NPx8kXWun1RsnUC//BmBDRFyfny8mdSa1rYnt4BDgpoh4oMlgFdXJfwCwLiL+EhH/JrUp3tB8xIHqbgffi4i9ImIu6RT525uPOKG6nw1zSNdx3Qc4dfQzuWmbUufRUuAoSVsDKF+NfJorlflnpC8M5J8/bWi+4+ni+96rSH5JBwOfBhZExKNNzHMCpWrovZDcAmBtE/MdR+P5I2JlRGwXEbMjYjap8bFXRNxfd959lFoGvR8MR5BOHyyh1HZ8BelIC5JeAWwBPNTQvMcquS86AFgbERsanOdYpfLfC+yXH8+nbGOp1HawXf65GfB54NtNzHeAKdeSR9d9D1gTEV8rlK+fUrnbald09X3vVaSGltsVverUs63yXeEkPZO8Ly2Ssr8p54+Iz0bEDrkdcQzwq4gYxoiLOstgpqRnjz4GDqRcW6KfOsvgfuAeSTvnl/YHbm0+4kBNfL6VHsE8kTr515OutbNl3kftz3AuWl5rGfS0JV5MOiDY9rKo+9lwHmk06nrgHArdhGZGiZlORxGxWtKZwDWSniSdF1uZpItJ5xduI2kD8MWIKDm8v2Tms0inh5xA2uCPbDb5RqVqkHQE8A1gW+AXkpZHxEENxy+5DL4JPB1Yks/SuS4iPtBo+KzkepQ/rEeAPwFdy9+agjWcnY80BOnaR+9vNHhWMP9CYKHSrdcfB44rdbS88Hp0DIUbGQXznwicqzR66l/ASc0m36hgDe+UdHKe7DLg+w3GHlfNWvYF3kO62Ovy/NrnooW7JRbM3Uq7olT+ttoUUHQZtNau6FWznhcAFyrdNWsz4JKIaPV293X3S9NBzRq2By7P68wM4KKIuKpAzL4aWAYfBhYpnfZ1F3B80xkHaeDzbUvSqJEi7bhB6uSPiOslLSZdN+uJ/H+/UybphDnqrkc/yR03/wZOjoi/NR5yAjXznwisj4gl+fm3gPdK2i8irmkyp9ob1WpmZmZmZmZmZl2zKZ22ZmZmZmZmZmZmk+TOIzMzMzMzMzMz68udR2ZmZmZmZmZm1pc7j8zMzMzMzMzMrC93HpmZmZmZmZmZWV/uPDIzMzOrQdIFkt4x7BxmZmZmpbjzyMzMzKwwSZsPO4OZmZnZVLnzyMzMzGwSJB0r6RZJKyT9IL88V9K1ku4aHYUkaZ6kX0u6CFgpabaktZLOl7RK0iJJB0j6naTbJe09vKrMzMzM+lNEDDuDmZmZWSdI2hW4DNg3Ih6StBXwNWAmcDTwSuBnEfEySfOAXwC7RcQ6SbOBO4A9gdXAH4AVwAnAAuD4iDi83YrMzMzMBvPIIzMzM7Pq5gOLI+IhgIj4a379iogYiYhbge17pl8WEet6nq+LiJURMULqQFoa6UjeSmB2+fhmZmZmk+fOIzMzM7PqBIw3bPuxMdOMemSC6UZ6no8AM2qnMzMzMyvAnUdmZmZm1S0FjpK0NUA+bc3MzMzs/5qPcJmZmZlVFBGrJZ0JXCPpSeDmYWcyMzMzK80XzDYzMzMzMzMzs7582pqZmZmZmZmZmfXlziMzMzMzMzMzM+vLnUdmZmZmZmZmZtaXO4/MzMzMzMzMzKwvdx6ZmZmZmZmZmVlf7jwyMzMzMzMzM7O+3HlkZmZmZmZmZmZ9ufPIzMzMzMzMzMz6+g/nqGNBJHw0AAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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+e4L0mGR9o47MW1zy/tN2b7AxGqA2FEtkS7WZzOa7aHxoLQ0A1mCyZmf5oZqWBGQukkdwxHhblGdfjA0nmtauXWtHqABQEhLZsAKtpVGrqCqHlUZP1hyJRLj4rzI/VNOSgMxF8giOoUU5AK8jkQ0A1iMZj/GKRqNKpVKSpFQqxcW/Q7xcTUsCciySRwAAAHCNeDyuUF9vWUMaQ309iseHbIwKdvNbMp7hLs7q6urS0FDmO2FoaIjJmh3i5WrafN3iav1viOQRAAAAAFjIiuEuob6eMUnU4MAxSVJqcsOY/Y1UsqLX8aPrrrtOnZ2dI8uf/exnHYwGXmRVt7hyb4i4+WYIySMXqKTNOmO/AQCAH4XDYcUH68qeeD0cbrYxKqB0Vgx3aW1tzbs+Fjue2T5n7N97Zltv2fECGItucWORPHKBctus09YYsAaTcwIAAKtZMdyl0DlIsSF9S5cuzdt0pha99NJLOcu/+tWvtHLlSoeiqV1ODN+0qqu3Vd3iyr0h4uabISSPXKKc1sa0NfYHEhfuwuScAADAClYNd0Hl2tra9Oyzz2poaEh1dXWeqRrx2/WBE93KxtvVe5gfusVZjeQR4AIkLpzht8k5Ub5Cd6ckhg6jevx2sQDUOoa7OCP7uzSZTI5MmJ1KpfT666+rvb3dU9+nXr8+SCQS6ujokGma2rhxY1W7lVnV1dvL3eLsQPIIcAiJC8B5he5OSYXvUOW7OwVYxesXCxJdpgCrhrugcqFQSHV1dRoaGtJ5552nUCjkdEgl8dP1QTQazanA82K3Mi93i7MDySMAQE2z6u4UUCk/XSxIzgxTALKV291IsrbDEcNdnDG6qujuu+/W3r179dRTT/EZOKCzs1OmmZnD1zRNPffcc/wmeBzJIwAAAFjCii5TgB8w3MV5oVBIra2tfAc5ZPr06dq3b1/OshcwlLwwkkcAAACwhBVdpoDxKre7kWR9hyOGu9Qmqzp9+UF3d3fRZS/ww1ByK5E8AgAAjmHScn+hyxSAWmZVpy8/SKVSRZfdym9Dya1Uk8kjMsIAALgDk5b7C12mANQ65lKEX9Vk8oiMMAAA7sGJtn/QZQoAIGmk2132MrytZj9BTlQBeF2xCWXR/NoAACAASURBVP2k6lRLxuNxhhsBGEGXKQCAJN18883q7OwcWb7lllscjAZWqNnkEQA4zUgPqbs3WFZyurs3qONGfMx6pyb06+/v157dOzRzau44doYbAc7ITiqPVq2kLl2mAADLli1TV1eX0um0AoGAli1b5nRIGCeSRwA8a3BwUN2DpSdfCiVevMotE/qVU8lJFSdgr1gspu27XlOyfmzFT/CUKUna9ubBnPWhvh5LY6DLFACgqalJbW1t6uzs1IIFC6hE9QGSRwDgEDNQp5app8oeQtuQNTQNAEZL1jeW3aIcAACr3XHHHdq6davuvPNOp0OBBUgeAfCsiRMn6vzJA2VVvZB4AQAAAOy3YcMGnThxQs8884xWrFjhdDgYJ5JHQIVqfcgUAAAAAOSTSCTU0dEh0zS1ceNGRSIRhq55HMkjAIBjinWMoysbAACAN0WjUSWTSUlSMplUNBql+sjjSB4BFWLIFGAtpzrGAQAAwFqbN2+WaWYaNZimqc7OTpJHHkfyCADgGLd0jAMAAIB1mpqatG/fvpxleFvA6QAAAAAAAO6RSCR03333qaenx+lQ4FHd3d1Fl+E9VB4BAADUsODAMcVix0eq/7INz0mWbxvzkgH+tWbNGr366qtas2aNVq5c6XQ48CDDMIouw3tIHgEAANSwQCqp1OCgjr37yphtwVSmSH30tv29warE5oREIqHly5dr9erVdAYqg5EeUndv6V1oJTrRulUikVBXV5ekzLw1y5Yt41hAyYaboZxzzjk6cuTIyPqGhga1t7dz08HDSB4BAADUuJlTUyU3gJBUVoLAa6i4QK1bs2aN0um0JCmdTnMs1BArK1FbWlpykkczZ860OFpUG8kjAAAAQLkVF11dXVRclMEM1Kll6qmyk5B0onWfF154IWf5+eefJ3lUI6yoRM1OIl1//fU6cuSIbrvtNv6GfIDkEQBgRKivR9N2b8hZFxw4JklKTW4Ys68mT6habABgt+yKi1QqRcUFgJpjZSVqS0uLTp06pWXLllkRGhxG8ggAIClTcpxPLHY8s31O86gtzYrH45LZa3NkAFAdVFwA0s0336zOzs6R5VtuucXBaOBloVBIra2tVHD6BMkjAIAkFZzAcHhs+9q1a/NuO/buAVvjAuBuw5OjDovHMxMgh08PR6IrG+Aty5YtU1dXl9LptILBYFWrRvYXmHQ90ZcZMtVUnx6zf8OsqoQG1DySRwAAALBMf3+/0yFUjIqL2mXlRMGSt7v2NTU1qa2tTZ2dnWpra6ta/IUqoCXp0OnPoGFW7j4Ns4o/DoB1SB7BEuXMkyJJRipZlbgAAIC9Rl84F6tWdLvsiotAIMA8HTXEiomCs0WjUe3cuVPRaFQrVqywNtgqWLZsmQ4cOFDVY6BYhaKXv1cAvyB5hHErf56U4W3MkwIAANwju+JiwYIFnqsYwfhYNVFwIpHQpk2bZJqmOjo6FIlE+FsC4Hm+SB5R9eKsyudJGXtnBwAAwElOVFzAX6LR6EjXvnQ67cnqI69XTgGwnueTR1S9AAAAwCpNTU1at26d02HAw7q6upRMZm5WJ5NJbd682VMJGCqnAOTj+eQRVS8AAAAA3KKtrU0bN25UMplUKBTSggULnA6pLH6onAJgPc8njwAAGJZvGLNUeCgzw5gBAFZob28f6cqWTCZHKo+Ghob0+uuvq729veiE0G7i9copAPYgeQRg3Lzcjhb+UaxVb6GhzH4YxhyPxy1rLQ0AGL9QKKS6ujoNDQ3pvPPOUygUcjqksrS1temZZ54Z6Trotcop+Ec8HleorzfvjcFCjFRSib6AjVHVLpJHAMZtzZo1evXVV7VmzRqtXLnS6XBQoypp8euHYcz9/f3as3uHZk5N5ayvpLU0KjM4OKjuwWDBzkujdfcGddyI2xwVgGoa/Rt09913a+/evXrqqac8d2Nt8eLFevrppyVlhq3dfvvtDkcEwA1IHgEYl0Qioa6uLkmZMudly5Z57iQJ8Lpy2kuPTnBkD7WIxzMJjXA4LIkKJQCoVCgUUmtrqyfPiTZs2CDDMGSapgzD0DPPPMOwNTgiHA4rPlinI/MWl/yY8//nf9PgkFHyDR3JXTd1ggPHFIsdd2VVOckjAOOyZs2akUkVU6kU1UeAh/X39zsdgidNnDhR508eKCuB13A6QQcAbtPV1SXTNCVJpmky5xFQRYFUUqnBwbyV8U5XlZM8giPi8biO95Ze4i+5KyOMD73wwgs5y88//zzJI6BC5Y7tD/X1aDBgSpMrf83su1TFOpUCAGqD17vFobaZgTq1TD1V8g0dyX03dcqpKJfGVpXbhZmkAAAAAACSpEgkokAgc5kYCAQUiUQcjgiAG1B5BEeEw2EdMw94OiOMjJtvvlmdnZ0jy7fccouD0QDeVu7Y/mm7N+ic1HFJA/YGBgBwPasq+5uamnTDDTeos7NTN954oyfnbQJqmV3zWdZk8oghU4B1li1bpq6urpF2rsuWLXM6JKBk/B4AAADAr6ycz7Imk0fwpkRfQIdisTGzyxebdV6iW5BdsjPaoVBIg4ODmjp1qpYvXy6Jf/daUW7yhcQLAAD2sKqyP5FI6MUXX5Qk/eIXv6CTLuAxds1nWZPJI4ZMedPgkKH+oQFti7+Rsz6YOiVJY9ZLUujoiarEVuuCwaACgYBaWlqcDgUoC78HAADkikajI5100+m0otEo3dYA1GbyCN6VPPcs9dwwt+T9G1/8g43R1DY6NEEqP/lC4gUAAHfr6upSMpmUJCWTSW3evJnkUYmM9JC6GQ4PnyJ5BAAAAFcJ9fVo2u4NOeuCA8ckSanJDXn3l5qrERrge21tbdq4caOSyaRCoZAWLFjgdEgAXIDkEQAAAFyjtbU17/pY7Hhm+5x8SaLmgo8DUJ5IJKJNmzZJkgKBgCKRiMMROafcRLZMUy1TUwyHhy+RPCoRkzUDAADYr9B5U7Eh0sNNHMo5T8s+R7OrrTHgJdnHgWEYkqSzzz5by5cvr8njoJJEdmZbr51hAY4heVQiJmsGAABwp1gspj27d2jm1FTO+mAqIEk69u4rOev39wYLPpeVbY0BrwoEAgoEArrgggucDsUxlSSyly5dOub7BvALkkdlYLJmAAAAd5pZxlCR0ZPZer0JRHbFiET1FCrj9eMAgL1IHgEAAAA+QvUUAMBqJI8AAABqGK2lvW90VRFVI6gVo6vuspU65xmA0pA8AgAAAAB4TiwW0/bdu5Q896wx2wrNTcu8tEBlSB4BAADUMDNQp5app2gtDcCTmJcWqI6A0wEAAAAAAADAvag8AgAAAACgxjEHHooheQT4QDweV6ivV9N2byj5MaG+HsXjQzZGBQAAAADwA5JHAADAUxJ9AR2KxcZ00CnWWUeiuw7gNpUcyxzHgH2YAw/FkDyqUdltLePxTJlh+PRBz4+y94TDYcUH63Rk3uKSHzNt9waFw802RoVS7M9TGpzoy0xH11Sfzrt/w6yqhAa41uCQof6hgTEddAp11pHorgO4UbnHMscx/MiuGyKVjEwwUsmR81BgNJJHUH9/v9MhADUpHQwpOGGCGma15qw/dPpkYfT6zLrMyQKcQ9WLO9BdB/CHco5ljmP4ETdE4BUkj2pU9gXM8IXO2rVrnQqnZsTj8bwXlpRn16bU5Aa1zmkec+xxTLobJ3kAAMBKdtwQqWRkwoxtP1ZTfbLk/VFbSB4BVdTf36/tu3cpee5ZOespzwa8haoXAAAA1BKSR0CVUZ4NAACyZc9FORrVyQAANyB5BAAAUGUMY0a2WCymPbt3aObU1JhtwVRm8tpj776Ss35/b7AqsdUKIz2k7jxNLIrp7g3quBG3MSoAcA+SRwAAAFXGMGaMNnNqquz22ECti8fjCh09UVa1fujoCcVF0g8fohlKaUgeAagp3O0H4BYMYwbcwwzUqWXqqbITeA3hsI1RAagGmqGUhuQRUKOCA8cUix2vuQy71+/2F5oXw0ufGwk8AABghXA4rLhOlt3EIkzSD6PQDOXMSB4BNSqQSio1ODhmDoVCcytI/plfwct3+2OxWFnJL8l9CTCvJ/BgrUrmGRkckoIfnLQxKgAAgOpz8/xrJI+AGsb8Ct7khzsjXk7gAQAAALWG5BEAALBEPB5XqK9X03ZvKP1BpqmJdWZZieyHnmnQybMnVRAhAACAe7l5/jWSRwAAAAByhPp6xiSCgwPHJEmpyQ1j9jdSyarEBQBeU873qZu/S0keAQAAS4TDYcUH63Rk3uKSHzNj24/VVO/eEyWgFrW2tuZdH4sdz2yf01xgW6+dYQGA55T7ferm71KSRx5FtyLAffLdVZAK31kI9fVIGnsCDgCAkwqdLw6fX65duzbvtnzNNgCglpX7ferm71Jbk0eGYdws6fuSgpLWmqa5Ks8+X5D0LUmmpN+bpvnXdsbkF/39/dqze4dmTk3lrC/UKcsPXbKSqUzXpXImzw0dPaG47J95Hih0V0Eqdqe2uejjAAAAAMANbEseGYYRlPSIpBskdUvabhjGJtM092Ttc5GkFZL+i2maRw3DmG5XPH5UTqcsumQB9ipW1VfsTi0AAAAAuJ2dlUdXSnrTNM29kmQYxs8kLZK0J2ufiKRHTNM8Kkmmab5vYzzwuFBQ6q+gRXm4CjPPAwAAAADgV3Ymj2ZKOeOFuiVdNWqfiyXJMIx/V2Zo27dM03zBxpgAAAAAAIAFEn0BHYrFmI+3BtiZPDLyrDPzvP5Fkq6V1CLpZcMw5pqmmTO9uGEY90u6X5JmzJihrVu3nvHFe3szT5Fv32uuuUapU5ep9+zUmG2FzGn9D/UcOaxZv3635McYdWcplUqdMd5rrrlGn7oymbftaT7BuZ9XnZlSKJAq+T3c8ldBBSeclTeWYv9W42H1Z3D3vUGlgkENnTO55MfU/eU81U+Y5JrPIJkOaiigkt+DXfFLUt3Hv6xJdemyPoNCf0dW/A1dc801uuzPB2QGc78mfvM/X5Ykffp/uSZnvfHx2xQMGK75DIop99/nTMfOp05dYctxUGk85RzLbvsMavW7yK7fg2p9F/nhM/Dr74HkjfMKJ+Iv9tyVfBd5/TOQyj+WOQ6s/wzsPLcrpJLnLnbsePm8SLLvN61ax8GX7goqLUNmMDBm28nkKUnSp666Ime9kUrrrMlTXHMs23leUYgXfw/sTB51S8oeL9Qi6UCefX5rmmZS0tuGYcSUSSZtz97JNM0fS/qxJF1++eXmtddee8YXf+KJJyRJ+fYdnsG81PmCJOlPexqUDNYpee5ZJT8mdPSE0kOpvDGMjmfbmwdLbm08bfezOi91XOdP7i35PTy2pV4Ns67S3XffPWZbsX+r8bD6M/jOMw06dm5D2cPWPhO+KO/7Hh1PNT6DQwNTdXhKoOT3YFf8kjRj20908bT+sj6DQn9HVvwNtbe3j9ydyLbv7b2SpEkTQmO2xeNxnWMecMVnUEy5/z5nOna2xd+w5TioNJ5yjmW3fQa1+l1k1+9Btb6L/PAZ+PX3QPLGeYUT8Rd77kq+i7z+GUjlH8scB9Z/Bnae2xVSyXMXO3a8fF4k2feb5orf5E+eLUn6xbHdOavddizbeV5RiBd/D+xMHm2XdJFhGB+RtF/SlySN7qS2UdISSY8ahtGozDC2vTbGVDHm2wHsVXlb4NE5aQAA3CP75sjoIRwM2wAAeIVtySPTNIcMw3hA0v9QZj6jfzNN84+GYayUtMM0zU2nt91oGMYeSSlJD5mmediumAAA8JvBwUF1DwZL7qrZ3RvUcSN+5h0BWG7KlClOh2Cr/b1jv4sSfZmhLE316TH7nxqqSlgAAAvYWXkk0zS7JHWNWvfNrP82Jf3vp/8HAAAA+Ep2ZVEikdDy5cu1atUqNTY2OhiV9VpbW/OuP3S62qph1tjtUwZiGrA1qtpTbgJvf29QDbOqEhoAj7M1eQQAAOw1ceJEnT95oOSx8d/fUq8GhlQDjohGo9q5c6ei0ahWrFjhdDiWqnT4+bb4G7bGVUsqSeA1zCr8OKBWJFOZ+YobX/xDyY8JHT2huGqrkpvkEYCSFWrFWawNp8ScDgAAJBIJbdq0SaZpqqOjQ5FIxHfVR3BWJQk8ACgVySMAJRscMtQ/NDDmLmEwlWnDme/uYejoiarEBlQqX4m/VLjM/2TS+3en4vF43mRvsUSwm5LA3CGEF0WjUaXTme+TdDrty+qjWlPopprkne9TADTHKhXJIxeIx+MK9fVq2u4NJe0f6uvRYMCUJtscGJBHsoIvVsCtipXqFyrzD/Xu1qDGzhvhJf39/dq+e5eS556Vs75QIpgk8JmVM8/I/t6gghOrFhpcoqurS8lkUpKUTCa1efNmkkceV+immsT3aTUVupkQ/OCkJCl19qQx+6u2rvkBS9Rs8ohuEIA/cMGG8Sh257dQmf/wHB1evztVTiLYbUlgt90hnDJlisJ5EpGFEpANszI3jg7rpC3xwJ3a2tq0fv16maYpwzC0YMECp0NyXDweL6uK0I0VhNxUc1axm0DD1V+t4YtyN4TdNc8T1bTwippMHrmtG0Q4HFZ8sE5H5i0uaf9puzfonNRxif4UqHHlHstcsAEoRaivZ0w1cHDgmCQpNblhzL7hOZ8sOBmwlH+ekZtuusnzF80oz+LFi/X0009LkkzT1O233+5wRID3VXITCEBlajJ5RDcIwB8qPZbjHMsACiiUlI7Fjme2z2ketaXZVXew4V5PPvlkzvITTzyhlStXOhSNO4TDYcV1sqwqSLdVcQLj5bZqWqCQmkweAYBXlVviL1GxAJSjWt2KvH7RzETB5XvhhRdylp9//vmaTx7Bee3t7SPHbDaO48oxPQr8iuQRAAAAysJEweVLpVJFlwEnxGIxGihYyG3TowBWInkEAB5SbrWC5L6KBQD+wETB5TEMQ6Zp5iwDbuDlBgpuw/Qo8DOSR8A40OnLe/zQ2QUAMH7xeLyqw+4mT56sEyc+rNqYMmVKRc8DAIATCiaPDMO4SdLZpmmuH7X+Dknvm6b5ot3Bwd+8Ph64ktbMe/bsUejoAIkLAICr5PtNlgr/LrvtNzkej+t4gfeQT3dvUCkd1aGjh6s2XCc7cSRJfX1943o+AACqqVjl0bcl3ZZn/RZJz0oieYSK+WE8cDgcrqg184mjh22PDYV5fZJaALBaOhhScMKEvL+9hX6X3fabXKlqDtf56Ec/qr17944sf+xjHxvX8wEAUE3FkkdTTNNMjF5pmuYhwzDOyvcAoFS1Oh6YxAUAwG1SkxvUOqe5rBsibvtNDofDOmYe0IPXl1bN8/0t9To0MFHVrP35+te/rq9+9asjy3//938/8t/lVk5Jmeqp4wbVyQCs5fVK1FpUrQ6oxZJHkwzDqDNNM+fPwTCMkKTJJb8CAAAAUONeeumlnOUtW7boyiuvdCgawDnJZFJ79+5VT0+PGhsbnQ4HWWq5EtXLqtUBtVjyaIOkqGEYD5imeUKSTlccrTm9DUCNSaZU1mTTEvM2YazBwUGFBtPM/QWgpnR2duYsP/fcc1qxYoWk8iunpEz1VAPVyfCI9vb2kQqIPXv2aGhoSEuWLNHs2bPHNRE9rOWHSlQ/qKT6K9lkfwfUYsmjb0j6r5L2GYaxT5IhKSxpnaT/s+xXgqOqVcoGAACAsZqbm3PmPLrgggscjAZwRjKZ1NBQZmDL4cOHOQ58oNxOxhI3BospNDew5Hz1V8Hk0enhassNw/i2pDmnV79pmiZVaR5UrVI2eIeRHlJ3mfMrpE0pXRcsO6vNvE3INnHiRPVNCTD3l4Oo/gKq7+DBgznLBw4ccCgSoPqGb0Z/97vf1WuvvSbTNCVJl1xyCTeqgSzFjgenq78KJo8Mw1g8apUpaaphGLtM0/zA3rBgh3I6ikjj7yriNaG+Hk3bnTsiMzhwTFKmhHP0vlJztUIDAAAeR+WR/zCcv3ybN28eSRyZpqnOzs6R4ZvwpnIbAkncGPSqYsPWbsuzbpqkeYZh3Gea5q9sigmoukLlgbHY8cz2OaMTRc1FSwq9wAzUqWXqqbLmV3jomQadPHuSjVHBi/KNyy40Jnt/b1DBiVULDQVQ/QVUH5VHgHTuueeqv79/ZHnatGkORgOgHMWGrX0533rDMGZL+rmkq+wKyq3y3VkIfnBSkpTKc0EdOnoiM0sUXK9QeWCh0kAAGYWSqIXGZDfMyoyNP6yTtscGAG5C5ZH/hIJSfwWV/W5Kxpc7X814K6f279+fs9zd3V3xcwGormKVR3mZprnPMIyQHcG4WeHKlMwFUmv4orEbw8UnvAIAr6sk8bp06VLF6coBoMaMrjQafRENAICblZ08MgzjEkmDNsTialSmAAAAoFIXXHBBTuXRzJkzHYwGyCh3vprxVk7Nnj1b+/bty1kG4A3FJsx+TplJsrNNU2aW4DvtDAoohKGDAADAiw4dOpSzPHoOJKAW/MM//IO++tWvjiz/4z/+o4PRAChHscqjh0ctm5KOKJNAulPSb+wKCsiHoYMAAMCrFixYoKeffnpk+dZbb3UwGsAZGzbkdjZev369rrzySoeiAT5EkcKZFZsw+/8b/m/DMC6V9NeSviDpbUnP2B8akIuhgwAAwKsWL16ckzy6/fbbHYwGcMaWLVtyln/5y186FAnwoYl1puqCk8cUI1CkkKvYsLWLJX1J0hJJhyX9v5IM0zSvq1JsAAAAvlXOXc5avMPpNxs2bJBhGDJNU4Zh6JlnntGKFSucDguoKtM0iy4DTmiqT6thVuuYYgSKFHIVG7b2uqSXJd1mmuabkmQYxt9VJSqc0eDgoLoHg/r+lvrS9h/68IQUAAA4q+yh2DV4h9Nvurq6Ri6UTdPU5s2bx5U8SvQFdCgWG7m4yTb8d5RvW2tra8FqbsBuTJgNeFex5NHtylQevWQYxguSfibJqEpUAAAAPsZQ7Npz3XXXqbOzc2T5s5/97Lieb3DIUP/QgLbF3xizLZg6JUljtoWOnhjXawLjxYTZgHcVm/PoWUnPGoZxlqS/kPR3kmYYhvFDSc+apvmLKsWIPCZOnKjzJw/owev7Str/oWcadDLPRF8AAADwpuS5Z5XcYl3SmGGSQLW99NJLOctbtmxhwmzAI4pVHkmSTNM8IelJSU8ahjFN0l9JWi6J5BFQg+hEAABA+UZfNP/qV7/SypUrHYoG+ezvzT8lRKIvICkzL0q2U0NVCctXurq6cpbHO3zTLzi/hhecMXmUzTTNI5J+dPp/8JBkKv+XUjGhoycUV9zGqOA1dCIAAKAybW1tOd3WFixY4GA0GC0dDCk4YYIaZo09Zzl0+jxn9LYpAzENVCU6/2hra9PGjRuVTCYVCoU4DlTBHHiS686vC11nOtUEIl8iuFASeHj/hln2xWO3eDxelWv9spJHAGobnQgAAFL1TlT95LrrrstJHl1//fUORuMebuk6mJrcoNY5zXnPZQqd5yxdujTvnFMoLBKJqKOjQ5JkGIYikYjDETnP63PgFUtiWdEEItTXo2m7N+SsCw4ck5Q5bkcz0kMKTj57TLK3UBI4s85dyTi3InlUI0JBqb+CcfHhMPWQADAa5eWA9w0ODio0mC45ATbe5NfDDz+cs/y9731P69evr/j5/ICug7WnqalJzc3N2rdvn5qbm9XY2Oh0SBinYt0bx5sAK/wdcTyzfU5znq3NebtKeiUZV4lwOKy4Ttp+rU/yCACAMvihvBwYr2qdqPrJ3r17c5bfeusthyJxD69XXKB8iURC7777riTp3XffVU9PDwkkFMR3hLuQPAIAoAycyAD+MHHiRPVNCZScABtv8uujH/1oTgLpYx/7WMXPBfdw21wvbrdmzRqZpilJMk1Ta9asYeJ4wCNIHgEAAAA2+853vqMlS5aMLH/3u991MBpYwe65XvzohRdeyFl+/vnnSR4BHkHyCKgyt0wMCQAAqueSSy7R7NmztW/fPs2ePVsXX3yx0yFhnOyc66WaODcFUAqSR0AVMTEkAAC166KLLtK+fftIHME1qn1uevPNN6uzs3Nk+ZZbbqn4uQBUF8kjoIqYKwUAxtrfG9T3t9SPWZ/oC0iSmurTOetPDVUlLE+Kx+MK9fWOaWtcTKivR/E4/6h2SyQSevnllyVJv/71r5ko2Gb52ntLhVt8h/p6JOXr3ORv1T43veOOO3KSR3feeaelzw/APiSPANQcyrOdx2dgrXzJl0KJl/29QQUnVi20M0oHQwpOmKCGWWPvZB86fed79LYpAzENlfE3JPF3BOdFo1Gl05njMZ1OKxqNasWKFQ5H5U/F5yIq1OK7mWrvKnjyySdzlp944gnmPAI8guQRgJrih6GD5SRehvd300WzHz4DN5kyZYrCef59CiVeGmZlqlMO62RV4juT1OQGtc5pznt3u9Cd7/b29pG/l2wF/4akmvk7CofDig/W6ci8xSU/ZtruDQqHa6/iotq6urqUTCYlSclkUps3byZ5ZBO/zEXkR0yYDXgXySMANcXrQwfLTrxIrrto9vpnYLd8Qy2KDbMIz/lkWYmX4W3x+BtWhVx1/A3Bi9ra2rRx40Ylk0mFQiEtWLDA6ZAAACgZySMA8BAumv2tcHKQYRaA10UiEW3atEmSFAgEFIlEHI4IqL6ZM2dq3759OcsAvIHkEQAALkFyEPCvpqYm3XDDDers7NSNN97IZNmoSe+//37RZQDuFXA6AAAAAKAWnDx5Muf/gVpz66235izfdtttDkUCoFwkjwAAAACbJRIJbdmyRZL0y1/+Uj09PQ5HBFTf4sW5k/nffvvtDkUCoFwMWwMAoAaV07XPbR37AC9as2aNTNOUJJmmqTVr1tBlCjVnw4bchhDPPPMMXQcBjyB5BABAjSm7a5/LOvYBVqlmEvX555/PWe7q6iJ5hJqzefPmnOXOzk6SR4BHkDwCAKDGMDE3IE2ZMiVvUtSuJGoqlSq6DNSC888/X3v37h1Zbm4e3UUUgFuRPAIAqAzOwAAAIABJREFUAEDNCYfDeROlXkmiJlP5K6eKCR09objiNkYFFHfw4MGc5QMHDjgUCYByMWE2AAAAYLNZs2blLM+ePduhSADnjK40uuCCCxyKBEC5qDyqIYXuTjFBKgAAgL1Wr16tJUuWjCx/73vfG9fzhYJS/7lnqeeGuSU/pvHFPygc5uQOzqlm5VEymdTevXvV09OjxsZG214HqBUkj2rExDpTdcHJY8fviwlSAQBA+bgpVZ5LLrlEs2bN0rvvvqvZs2fr4osvdjokoOpuvfVWrV+/XqZpyjAM3Xbbbba91oEDB9TX16doNMqk3PC9avwmkzyqEU31aTXMavX02H5Yb39vUN/fUp+zLtGXGc3aVJ/Ou3/DrDGrAQA1ptjNJW5KFbZ69WpFIpFxVx0BXhWJRNTR0aFTp04pFAopEolY9tzt7e0j3z/JZFI9PT2SpJ///Od6/fXXNXfu3IINIwAvq9ZvMskjoEalgyEFJ0xQw6zcL41Dp79gRq/PrOPEHwBQuGOfxE2pYi655BK9/PLLTocBOKapqUmLFi3S+vXr9Rd/8Re2DScbPRzuwIEDmju39CGegJdU6zeZ5BFQo1KTG9Q6p3nMFwkn/QAAALBLJBLRW2+9ZWnVkZR7Af2Zz3wmZ9uJEyeoOgLGieQRAAAA4LB8Q8mlwsPJTw1VJSzAck1NTVq3bp2trxEIBIouAygfySMAAADAQcWGhBcaTj5lIKYBW6MCvOvEiRNFlwGUj+QRAAAA4KBK5qtYunSptsXfsDUuAACGUb8HAAAAAACAgkgeAQAAAACqIpFI6L777lNPT49trzFx4sSiywDKx7A1AAAAeF6+CacLTTa9vzeohllVCw1Almg0qp07dyoajWrFihW2vMbg4GDRZQDlI3nkYZwkAQAAFJ5wutBk0w2zik9SDcAeiURCmzZtkmma6ujoUCQSUWNjo9NhASgBySOPmjJlisJ5Tno4SQIAALWm0ITThSabBuCMaDSqdDpzkzudTttafQTAWiSPPCocDuc9EeIkCQAAAIAbdXV1KZlMSpKSyaQ2b95sS/IoFAqNvM7wMoDxYcJsAAAAAIDt2traRhI5oVBICxYssOV1shNH+ZYBlI/kEQAAAADAdpFIRIZhSJIMw1AkEnE4IgClInkEAAAAALBdU1OTWlpaJGWm4bBrsuzhBFWhZQDlI3kEAAAAALBdIpFQd3e3JCkej6unp8eW13nggQf+f/buNTiqK70X/n/rYmwZMxN4G0tczByUASV2TmzKbxLbYweEYaCFERaTSmbsxG8V2vmQmurcLMKgOakpp8QAmtSp6cr5kLR4zxdcdRKDLIHUgLnGjO1MfApO5c3EEh6pIi6C8TbEBslcdNnvB7k7vTZSq3t3716X/f9VTXkeUEtLSL332s961rOE+E/+5E8C+TpEYcKG2UTkS3t7O/q/PN0v9d9Uw3Zg6nS/mU6/ISIiosJV/sco/q/j/3rfn5ffugMAmHjkwfs+HktLMjSiaSUSCbiuCwBwXTew09auXbsmxFeuXCn61yAKGyaPiKhgVVVVsodAREQUKitXrpzx71KLOiuXfl38i6XZX0cUtFKdtpZMJoU4qK9DFCZMHhGRL6wqIiIikifbfThVCdzR0VGq4RDlJBqNoqurC2NjY4GethaNRvHWW2+l46C+DlGYsOcRERERERERBc62bZSVTT2ClpWVBXba2po1a4R47dq1gXwdojBh8oiIiIiIqAQcx8G2bdsCaxJMpLpIJIJ169YBANavXx/YaWt79uwR4l27dgXydYjChMkjIiIiIqISSCQSOH/+PBKJhOyhEElz584d4b9BGBoayhoTUf6YPCKignEllYiIKDvHcXDo0CG4rovu7m7eMymUHMfBqVOnAAAnT57k+4BII0weEVHBuJJKRESUXSKRwOTkJABgcnKS90wKpXg8LrwP4vG45BERUa6YPCKignAllYiIaHbTHVFOFDZHjx4V4iNHjkgaCRHlq0L2AIhIb9OtpH7ve9+TPCoiIiK1lOqIcqJiGBsbw+DgID799NPAmloHae7cuRgZGRHiMKoc+RTz/6Xzvj8vv/05AGDioa/c9/FATSmGRhpi8oiICjLdSiqTR0RERCLbtnHo0CEAwR5RTlQMw8PDGBkZKfqi4IYNG9DT05OON27cWLTPnWl8fDxrHAYrV66c8e/6+29OfcwvexNFNVlfR+HG5BERFYQrqcXR3t6O/v5+AMBHH32EO3fu4LXXXkNlZSWAqQlAS0uLzCESEVEBIpEINm/ejAMHDqCxsVHLag6SI3OOkPpvc3MzgGDmB47j4Pr16wCA7u5u2LZdtN/XWCyGZDKJyclJlJeXIxaLFeXzer300kt466230vHmzZsD+Toqy/Z7kfr96ejoKNVwyADseUREBbFtG5ZlAQAsy+JKahFMTExgcnISly9flj0UIiIqItu28dRTT/FeSb7NmTMHd+/eTVd9F1N7ezuam5vxne98B67rAgDu3r2Lb3/722hvby/K14hEIohGowCmFiCDSqLatp1egKusrOR7jqgIWHlERAWJRCJYsmQJBgcHsXTpUq6k+pRaHXIcB9/85jcBAP/xH/+Bv//7v+e/KRGRISKRCPbt2yd7GBSAzOogoLgVQpmvi8ViOHv2LL761a/ixz/+cQEjntmNGzeyxoWKxWIYHh4OrOoImHqvbdmyBQcOHMDLL7/MuRRRETB5pIjpmpmxkRnpwHGcdIXMpUuXtG2sqIp4PJ5e7XNdF/F4HG+88YbkUREREVE+5syZg5s3b6a39ReD4zg4e/YsAODdd98t+pwrlaRqaWnBiRMn0n++du3aom6NK1US1bZtDAwMsOpIIt0br5OIySMFzNSUjI3MSAeJREJIdvC0tcJ4j6xNJpNMHhERESnOm1zZtWsXDhw4gLq6uqLNi/7qr/7qvjiI6qOPP/5YiC9cuFD0r1EKrPST7/LlyxgZGeFiqCGYPFLATJl8NjIjHfC0teKanJzMGhMREZHaHMfBoUOH4LpuURtOp6qOUt59992CP+d0hoaGssZEuXAcJ73lsbe3F7FYjNVHmmPDbCIqSDQaFRoS8rQ1IiIiCrNEIoGJiQkAU4dgJBIJySPKz/Lly4W4trZW0khIR6nG67/3e7+X/rPJyUn87u/+btEar5McTB4RUUFs20ZZ2dSlpKysjPvKC5T6t5wpJiIiIrUlk0mMj48DAMbHx9Hb2yt5RPlpa2sT4l27dkkaSWEcx8G2bdvw6aefyh5KKAXdeD0oqeRXc3Mz+vv70d/fn47DnvwK9KnEsqwNlmX1W5b1c8uydmT5uG9ZluValvV0kOMhouKLRCLYvHkzLMtCY2Mjy1ELtHHjRiFOHWdLRBRGnMSTjtasWSPE9fX1kkbiz4IFC4R4/vz5Rf38pUrqJBIJnD9/XrvKL921tLSgo6MDlmUJf25ZVlEbr5dCVVUVqqqqZA9DGYEljyzLKgfwPwBsBPCrAL5tWdavTvNxjwCIAfhpUGMhomDZto2nnnqKVUdF8Morrwjxq6++KmkkRERq4SSedHHnzh0hvnv3blE+b3l5eda4WBKJRPpzl5eXFz35UoqkjrfvFKuPKFep5FdHRwd+/OMf44svvsD27dvR0dGhXfKr2IJsmP0bAH7uuu4gAFiW9b8ANAL4N8/H/RWAvQBeD3AsRBQgnmZRPJ2dnbAsC67rwrIsHDx4kA3IiSi0wj5RJz2dOXNGiE+dOlWUz7tw4UJcvXo1HT/66KNF+bxeyWRS6NlUzMNQgmom7pVIJNKHjkxOTvI0YAnKysrSv0epWDc7duzAyMgItm/fjq6uLtnDkS7In+BiAJcy4stf/lmaZVlPAVjqum5PgOMgItJGMpmE67oAANd1teuTQERERMHITBwBwPDwcCBfJ8jDUKZL6gRhutOAqbR0377Z19eXPmlwaGgIFy5ckDwi+YKsPLKm+TM3/ZeWVQbgvwP4f2b9RJb1hwD+EJjKsHuz+dP57LPPANyf+VfhNaqNJ6jvQffxl3I8hX4Pzz//PJ76jTFMPPSVnF9T/sTLmDun8r6vGeS/px+6/AyK9bmffPJJvPfee0Ic1DUvV2H7Gfh9je7j9/uaTMW8FvkZj64/g7fffhtXrlwBgPR/v/WtbwEAFi9ejJdffjnnryn7Z+D3NUHRffyAWt+DLtci2eN56qmn8OGHHwpxUL9PQcwRHn/8cbz99ttCXKzxHzp0SEjqdHd345lnnpn1dfl+D08++STef//9dCV3rvOpXPB9kNtrUh+fGev0M/A2iv/ud7+LnTt35vz1ij2eUr5mJkEmjy4DWJoRLwGQmR5/BMATAM582UyrGsAhy7I2u677vzM/keu6fwfg7wDg6aefdlevXj3rF9+/fz8AIJePLfVrVBtPUN+D7uMv5XgK/R6am5vx/s+v4sZ/bcr5NfP/5W08+8s1eO2114o6lmLT5WdQrM9dXV0tJI9isRhWrFhR1K+Rr7D9DPy+Rvfx+31NpubmZnz4f/4/jM29fwtC+e3PAeC+pEblyKf4v5/8tfuuRX7Go+vP4MMPP8To6CgA4NatWwCAr371qwCAJUuW5PU1i3k/ANR7L+cr17G0t7ejv78fAPCLX/xCeO3KlSulbp9T6Wegy7VI9ngef/xxrF+/Ph3v2rUrsANFgnou+tnPfoYDBw7g5ZdfxubNm32O7n6bN29GV1cXxsbGUFlZicbGxkC+h8z5lOu6Oc+ncsH3QW6v+f73vy/E//Zv/1a076UU4//TP/1TIXYcp6g/Cx1/j4JMHn0I4OuWZf0XAFcA/B6A76T+0nXdzwGkr6KWZZ0B8Lo3cUREFCZvvvmmEO/fvx9vvPGGpNEQ5WflypUz/l1//82pj/nlGs/f1GR9XRhkJiYcx8GOHTuwe/dunl4pCZtyUzFk9i8slpqaGmHr2qJFi4r2ub1s28bAwEDRD0OxbTvdO8ayrMAOW2EPSfmi0SjefvttjI+Po6KioqjbH0mOwJJHruuOW5b1XQDHAJQD+H9d1/2ZZVlvAPjfruseCuprExHp6ujRo0J85MgRJo9IG9mqM5qbmwEAHR0dpRqOljJPIeKDTumwMTcVk7ePT7Hez5988okQp6rkghDUYSiRSAQPPvggxsbG8OCDDwaWJJ+uhySvqaVl2zYOHTqE8fFxlJeXa3cqc3l5udDwO6jTDXUSZOURXNdNAkh6/uwvZ/jY1UGOpZgyS5tT/01NimWXNhMREeWD9zR1lOoUIiIKVm9vr5C46OnpKUriIvNBdrpYB319fentuTdv3sSFCxeKtp0sUzQaFbbHseql9CKRCDZv3owDBw6gsbFRu/vZxo0b0dPzn+d6RaNRiaNRg37n5SmmqqqK5c1EVDQbNmwQ4o0bN0oaCYUR72lyleoUIiIKVnV1tRDX1Hi364ZXa2urEBezAXEm27bTR8OXlZVpV/ViCtu28dRTT2n57//KK68I8auvvippJOoItPLIVFyFJaKgxGIxYZUjFotJHA2FAe9p6pjuaGlusyDST2ZfIgAYHh6e4SPDZ3BwUIgHBgYC+Tq6Vr2wGlgd7Jt1P1YeEREp5Pr160J848YNSSMholKLRqOorKwEAG6zINJYJBIR4oULF0oaiX+O42Dbtm349NNPi/p5H3nkESGeN29eUT9/Jp2rXgAzqoEz+/jpZrq+WWHHyiMiIoVMV8594MABSaMholJKNRcFuM2CSGdXrlwR4suXL0saiX9BNe8fHx8X4lS1ZRCCavodJJMqi3Tv4xeNRnHgwIF05REXdFh5RESklFKVcxORelLbLCzL0mqbBRGJLMvKGqvO+9BfzOqjtWvXCvGLL75YtM9NatG9j19TU5NQebR161bJI8pde3s7mpub0dzcjP7+fvT396fj9vZ235+XyaMCBVXSSUThtHz5ciGura2VNBIikqEY2ywqRz7F/H/pvO9/kZ/+T0R++j/v+/PKEc5hiIpJ98MvdH/oJzVM18dPJ2+++aYQ79+/X9JIClPM7Y/ctlagoEo6g8ZmbERqamtrw7e//e10vGvXLomjIaJSK3SbxcqVK2f8u/7+m1Mf88vek59qsr6OiPITi8WQTCYxOTmJ8vJy7Q6/CLJ5/+nTp4X41KlTeOONN4ryuUkt0WgUXV1dGBsb07KP39GjR4X4yJEj2vyuBvUsz+RRAXTfx5kyZ84c3Lx5M/3GJiJ56urqUF1djWvXrqGmpgYrVqyQPSQi0ki2CWNqkaijo6NUwyEKpUgkgmg0ip6eHkSjUe2eD4J86I9Go3jrrbfSsW4JBcod+/gV39jYGAYHB/Hpp59Kua5w21oBdC7pbGlpQUdHBzo6OlBfX4/x8XHU1dWho6ODVUdEkn3++ecAgM8++0zySIiIwoctCagYYrEYVq1apV3VETD10F9WNvWYWOyH/qamJiHO1kcmqL4tVBq69/FTcfvpxYsXMTIyIu33n8mjAui+jxMItiEeEeXvgw8+wO3btwEAt2/fxj//8z9LHhERUbjofLQ0qSO1BbWYD8zz588X4gULFhTtc2cK8qHfbx8ZE46tD6OmpiY8/PDDWjWbTonFYkISVVYiOJVEfe2119ILy++88w5ee+21kieRuG2tALrv4wSmr57SqXcT/adUg9RM5benKlgmHvrKtB8PePtekGzeyr8///M/x9mzZyWNhogoXExpSUBmunHjhhBfv349sK9l2zYGBgaKvtUonz4y3A2hvzfffBMjIyPYv3+/Nv2CUjK3nzY0NEi/F1y8ePG++IknnijpGJg8KoAJ+ziDbIhHpTNTo9OZm6MCbJCqZuP40dFRIR4ZGSn5GIiIwoqLakRTCm3eT+Q4DpLJJACgt7cXsVhMegImX7FYDMPDw1K3n6aeR1atWiX8+eeff17yZxUmjwqQKuk8cOCAlvs4ganqqYMHD2JychJlZWVaVk/RzCszbI6aO5ZCExERF9VIZRUVFRgfHxdi3TzzzDNCRfVzzz2X0+scx8GOHTuwZ88eLZ+5wigejwvJ+Hg8rmX1kSpJVNd1s8aloN8VRzFBlXSWSlNTU/rEg8nJSS33oxL5pWI59PPPPy9Mqn77t39b4miIiGaXWcUJqFPJ6YcJLQnIXJmJo+liHQwODgrxwMBATq/L7EXGhK4edD7qXkWPPfaYsHVt2bJlJR8DG2YXKIhmeKXU2dkJy7IAAJZl4eDBg5JHlBuevkCm+m//7b8J8fe//31JIyEi8kfnxrZBnjJFVKjUnH2mWAdXrlwR4suXL8/6Gh7woycVKmVMsmfPHiHeu3dvycfAyqOQSyaT6Tey67palmfrOkElmk4kEkFNTQ2uXr2KmpoabRPTRBQeulQV5cKElgRkrt/4jd/AT3/603T8m7/5mxJH449lWUISIZcEGHuR6am6ulpIFtbU8KCeQtTV1aWrj5YtW4YVK1aUfAxMHoWcruXZJk1UiTI5jpM+PeX69ev49NNP+fBCRCVj0hY0v4JsScC+LVQI75Yvb6yDRYsWCQmFxYsXz/oa9iLT0y9+8QshvnbtmqSRmGPPnj2wbVtK1RHAbWuhx/JsIrUkEgmhGjCRSEgeERGFmc5b0PwKsiVBZt8WErElwewcxxHiTz75RNJI/Ltx44YQpxbMsolGo+nm4BUVFdosdhMVW11dHc6ePSul6ghg5VHosTybSC1cXdNLZpWGt0IDCEeVBpmFv6/BcRwH3d3dcF0XXV1dsG2b864ZhC1hGSabNm1KH9YDAC+99NKsr7FtO92XdXJykovdJZRtnjPbHGfDhg3o6elJxxs3bgxwpOEgu3qVySPS/sQ4IpPks5WUiQu18GGHiLJJJBLp07HGx8fZt8WD96twyDzpGUDOJz2z2bJ8+c5zYrEYkskkJicnUVZWhlgsFtDIwkP2qYNMHlG6PFtXsjOwRMVk2zYOHToEIL+tpExcyMGHHSLKVW9vr9D0t6enh8kjykskEhG2ri1cuFDiaPzxPnPs27fvvlOkvDK3eaa29PO9UxqFzHMikQii0Sh6enrQ0NDA57QCeU8dlFG9yuRRhrGxMQwODrJBrWZkZ2CJiimfraRMXBAR6aO6ulpocFzMk4fY6Dwcfv3Xfx0nTpxIx08++aTE0fhz8uRJIT5+/PisyaOenh6hH+Thw4c559dELBbD8PAwq46KIJFIYGJiAgAwMTEh5dmXDbMzDA8PY2RkhE0MNeLNwH766aeyh0RUsKamJjz88MM5l3KTGhzHwbZt23gdIqJpDQ8PC3HmiVPFFsZG52HwwQcfCPF7770naST+ebef5bIdzZtoXbRoUVHHRMEJ8gCCsEkmk8LW597e3pKPIfSVR6mVmrGxsfSE/6233kJfXx8qKyu5UqO4RCIhlICz+ohM0NnZidHRURw8eJC/zxphFSSZqK+vD7ZtY9++fdJOdzHFokWLhMqjXI4ozxXnquEQjUbx9ttvY3x8XNtTxxYvXiwkTpcsWTLra7xHvF+9erXo46JgsL1I8axZs0ZoQF5fX1/yMbDy6EuZq0Gu6963OkRqmu5kKiKdsZpOT6b83Fg9RV47duzAyMgItm/fLnso2uMDMBXKtm2UlU09vuXTF1Elv/Irv5I1nk5DQ4PwfW/atCmQsVHxZS6sUWHu3LmTNS6F0CePWlpa0NHRgS+++EL48y+++AIdHR1cyVFcNBpFZWUlAMx6MhWRDqarpjNZe3s7mpub0dzcjP7+fvT396fj9vb2on2dsbEx9Pf3B5YUMeXnxkkeZerr68PQ0BAAYGhoCBcuXJA8Ir3xAZgKFYlE0pU6S5cu1bKSw7v17v3335/1NbZto6JiasNMRUWFlkmzMDJlYU0VZ86cEeLTp0+XfAyhTx6l/NIv/ZIQz58/P6fXcZVWLhNWYICpZOX58+c5MadQV9MF2aMjl552mYmsfJNZJvzcOMkjrx07dggxq48KwwdgKpTjOOmE7r//+79reZ1es2aNEOey9SYSiaCxsRGWZWHLli1aJs3CyJSFNVX46RdWbKHveZTibVp4+fLlnF7HHhdy5XMylWoyT0bp6+uD67r4gz/4AzzxxBPstRVi0WgUXV1dGBsbC0U1XVC/55nvr8yedv/wD/+Avr4+PPHEE7N+7XwSWSb83NhDjrxSD6kzxZSf1APwgQMH+ABMvqhw2pIstm1jYGCASVeNTLewFpbf1yAsWbJEuA/n0i+s2Jg8KoB3lda2bU4EJND9ZvLFF1+kM8d37969bwslhYtt2zh06BAAvavpVOLtYTc8PIwnnnjivo8rJJFlws+NkzzysixLWNm0LEviaMyg+5yF5ErdZ1K6u7u1u057t9qcOnUKb7zxxqyvS53aRfowYWFNJY7jZI1LgdvWCsBSPDXoegRkqt/W3bt3hT+/d+8eq45CLFVNZ1mWdtV0hSrmNuDU+6ujowOjo6PC342Ojhb9PWbCz4095Mhr7dq1Qvziiy9KGok5dJ2zkBpSzx0zxTqIRqPC9k3ea8xlSnsRVTQ0NKQXcSzLktI3j8mjLz300ENCnMt2BRN6XJB8mcf2AsDAwICkkZAqbNvGU089FbqbbFDNmlOT1JRUgqTYdP+5cZJHXt4eR+x5VDj2yqRCpJ47ZoozlepAinzZto3y8nIAQHl5ec73Gr539GPCwppKMvvmVVZWSpmnMXn0pdu3bwtxLluHuEpLxbB8+XIhrq2tlTQSUoUKK9OlnnQG2az51q1bQnzz5s2ife5MKvzcCsFJHnlFIpF0tdG6dev4O1EEPNGQCuFd/Mh1MSTIAynyFYlEsG7dOgDA+vXrc76uxONxnDt3DvF4PMjhFZWqCbxS0n1hTSWRSARLly4FIO+0RSaPCsBVWjXovhLR1tYmxLt27ZI0EqLplWLSGeQ24GXLlmWNi0X3axHASR7db/v27Vi1ahWrjoqAJxpSoVLPHTPFmTK3bx87dgzHjh1Lx7q1R3AcB8lkEsDUzg8d3ztz5szB3bt3s1aLmUj3hTWVOI6TPtTr0qVLUt4HTB59ybttzRtPh6u0atB9FW/BggXC/tX58+dLHhHJ1tfXh+effx4XLlyQNoZSTzqD3Ab82GOPCfHXvva1on3uTLpfiwBO8uh+/J0oHvbKpEJt3rxZiBsbGyWNxD/HcXD8+HEAwDvvvJPTA3A8Hk+/dyYmJrSpPsqcS9XX12N8fBx1dXVaJvBIvkQikT7EwnVdKfcQJo++5N225o1nwlVauUxYxUskEsLeb04mqbW1FSMjI9i5c6fsoQAoTTIryAaaH3zwgRC/9957RfvcKSZci4goWOyVSYVas2aNEHub2uvATxL16NGjQnzkyJFAxhYUzhGoGFS4hzB59CXv8bO5HkfLFTm5TFjFSyaTGB8fBwCMj49zMhlyfX196SbqAwMDUquPUkqRzLJtW3gv65aQN+FaRETBYq/McAliK/Pu3buFWMdWByo8AJeaKXMEFSrjwywajQqxjHsIk0df+sY3viHEL7zwgqSRUD5MuAFxMkmZWltbhVh29ZGMZFauyftcrV69Woi9K7czyWfib8K1iIiCxV6Z4RLEVuaLFy8K8dDQUNE+d6lEo1GhXUMu894NGzYI8caNGwMZW1BMmSPs2LEDIyMj7IEniQqVh0wefWnOnDlC/MADD0gaid4yTxX46KOPcP78ebz22muBnSxgQuKFk0nKlErUpAwMDEgayZRSJbMSiUT6fWBZlhKrcvlM/E24FhFRsNgrMzy4TWlmTU1NQt+WrVu3zvqaWCwmzJVjsVigYyw2E+YIfX196WTl0NAQq48k+NGPfiTEe/fuLfkYmDz60pkzZ4T49OnTcgZikMnJSUxOTmJ4eDiwr2FC4oWTScq0fPlyIa6trZU0kimlSmYFuX3Tez0/derUrK/Jd+JvwrWIaDomnCKoEvbKDIegtinlc9qaqjo7O4X75cGDB2d9TSQSwZIlSwDIO6LxXKS8AAAgAElEQVS8ECbMEXbs2CHEYak+UukeqMICs35XHFJa6lSBH/7wh+mb5s2bN7F79+5AThYwJfHCySSltLW1CbHsfgalSmYFuSo3MTGRNZ5OvhN/U65FOsqseO3v70d/f386DqLiNWxMOEVQJeyVGQ5BbVPyngZdVVVVlM9bSslkUri/5vJv4zgOrl27BgC4evWqEg/y+TBhjuDdIqnjlkk/VLoHqrDAzOTRl3TfS6uaRCIhVBEE+YYzIfHCySSl1NXVpW8OtbW1WLFihdTxvP7660Ic1EqTaqtyfib+JlyLdDdnzhzcvXs3/bOjwqi29UalFWCibIJaEBkdHRXikZGRonzeUopGo8L9Ppd/GxMaTnOOoB/V7oEqLDAzefSlV155RYhfffVVSSMxQ29vr3CR7+npCexrMfFCpmlra8PcuXOlVx0BU+XlmXIpL/cjyFW5xx57TIiXLVs262v8nGjBa5EcqYrXjo4O1NfXY3x8HHV1dek/K3bFa5io9sCm0gowUTZBLYioUHlQqKamJuG6kkvPIxNOJtZ9jlBeXp41NpFq98C6ujo88sgjAIB58+ZJWWBm8uhLnZ2dQuf/oB6QwqK6ulqIa2pqJI2ESD91dXU4e/as9KojADh58qQQHz9+PLCvFdSq3J49e4Q4lwaDTU1NQpzL5JbkUm2F0AQqnRDEny/pJKgFkVJVAwfJzzOX95Sp+vr6QMZGM/PuyvEusplIpXsgMHUfvHPnDgDg9u3bUu6DTB59KZlMCp3/Zf9y6M7bJPvKlSuSRkJEhUhdF2eKiymoVbkFCxYI8fz582d9zZtvvinE+/fvL+qYqPhUWyE0gZ8KvKDw56uvL774AufPnw/d6UxBLIh4D4DwLvDowM8zV+qBOeXu3buBjI1mpvuJd35Eo1FUVFQAACoqKqSfkue978m4DxqbPBobG0N/f3/OGTkTjlBUycKFC4X40UcflTQSIgq7RCKRLq8uLy/P6WZ75MgRIU4mk4GMjYpHtRVCE3hX+9euXStpJOb8fMPYt2lwcBCTk5PYuXOn7KGUVBALIt42EIcPHy7a5y4VP1VE3lOxczk1lYorEomkFxQaGhq03X6XD9u2hUUL2f2qVLgPGpU8yjxx5Wc/+xlGRkbwO7/zOzmduKJas1bdeSuNLl++LGkkRFSIVGn5TLEOkslk+oS1iYmJnG62qcnCTDGpR7UVQhP86Ec/EuJctnwGxZRFvrD0bUrNyb/zne+kq0QGBgbwne98hycgFsBbOeutrCV1mZA4jsViWLVqVSiqjrxUmP+qcB80KnmUMjY2ln5Q+Oyzz3I6dSUSiWDdunUAgPXr14cimxokEx44iWRRaYKRSqrPFOvAz83WhO87bDJXCF3X5SJQEQwODgrxwMCApJGYscjnOA66u7vhui66urqUuMYHzfs75I0pPyYszp44cUKIc+mlaMKp2CYkjnVv+p2vRCKRvu9YliX9Z6fCfdCo2XDqxBXvlqnq6mqeuFJiq1evFmI2tiPKnUoTDBMaJPq52T744INC/NBDDwUyNgpGkL25wkSlk52CPJGxVBKJhHBilArX+KCk5uTe3jR3797lfDzkUos5KQ888MCsr9H9VGw2/NeTaqf8qXAfNCp5lOLndCDHcdIf98477/BNXSDvg9ecOXMkjYRIL6pNMHSfsAH+KktHR0eFeGRkJJCxUfFkrhCWlZUZ/WBeKm1tbUK8a9cuSSOZEtSJjKXS29sr9M/w9q8xkUoJSFLDrVu3hPjmzZuzvqazs1OIdTsVmw3/9aTCNjEv2fdBI5NHfk4H4pu6uPyUpBLR1LUosz+P7GuR7hO2lNRJLbme0MIHHv2otkJogrq6OixbtgwAsGzZMqxYsULqeHTfMlFdXS3ENTU1kkZSOqolIEspiC3oqcMfZop14Of+6j20QrfruwqNjil/KmwT85J9HzQyeeQH39TFZcLNjUgG1R6ATTjZxXGc9MksJ06cyGkiH+YHHl2pdKy8Sb7+9a8DgPTEkQmuXr0qxMPDw5JGUjp1dXXpZEFtbW2ofo+C2IJuwlZyP/dX3a/vKlaw0OxU2CamGiOTR34SF3xTF5d3y4c3JqLp+TnCNkjelfFFixZJGol/8XhcqCyNx+OzvibMDzy6ampqEuKtW7dKGok5HMfB2bNnAQDvvvuu9G20utu0aVP6ABHLsvDSSy9JHlFptLW1Ye7cuaFKwge1Bd17ypWOp175ub/qfn1XsYKFciN7m5hqjEwe/dEf/ZEQ53Jh5ZuaiOh+165dE2LvyrkOjh49KsRHjhzJ6XVhfODR2ZtvvinE+/fvlzKO1BHlzc3N6O/vR39/fzrW7YhyXbf0q/ozsG1bWKgMy1yzrq4OZ8+eDVUSPsj3TioBmc8poCqd4grkf3/dt2+fEHd0dAQxrMCwgkVfsreJqcbI5NGhQ4eE2NuzYzp8UxeX92SiqqoqSSMh0ktqe1WK9wCAUmtoaBBWyjdt2iR1PH6kekjNFM9kwYIFWLFiBebPnx/EsKjI/CYJg1RVVaX1/c+ELf0q/QwikQgaGxthWRa2bNnCuabBgnrvJBKJ9I6KfA4GUOkUVyD/hKJ3LuTtraoDVrCQCSpkDyAIQ0NDWeOZNDU14ciRI9qVQqro3r17Qpxrk1qisKuursbg4GA6lt1Q1bZtHDx4EK7rwrIsLSc9ZWVlQsIo19XazMn29773vaCGR4Yx6RjyaDSKrq4ujI2NabWlX+WfgW3bGBgY0PJaSrkL6r0zXV/E2e5P3i10tm1rl7j0cxiSalIVLESF6Ovrg23b2Ldvn5RqTiMrj/zq7OzE6OiotqcJqSRVqjtTTETTC2ND1aD5aTAaVL8KCs6GDRuE2Ptzp/xxS3/xcQtEOAT13vHTo1XF7af5bqNLnfo4U0ylodr2xzBqbW3FyMgIdu7cKeXrG5k88tMwmw8KxZXa5jJTTETTU62haiKRECbA2SadqvYZ8dNgVMXJNmUXi8WE946OjWRVwy39RP4E9d7xk5RScftpvtvodu/eLcR79+4NYlg0C9W2P4ZNX19fenfCwMAALly4UPIxGJk88vbb8cbT4YNCcS1dujRrnCnbA6fsh06iUlOtoep0JfK5UKnPyPXr14X4xo0bs75Gxck2zS4zeUTFwT4dFFaFLogE8d6JRCJ4/vnnAQAvvPBCTkkp1U6U9rNgX1dXh7lz5wIA5s6dG6rm66oIa6FFsautCrmutLa2CrGM6iMjk0cjIyNZ4+nwQaG4Pvnkk6zxTFR64AwTJvDUoVpD1Wg0ioqKqfZ4FRUVWSedLS0t6OjoQEdHB44dO4Zjx46lY5k9SF5//XUh/vM///NZX6PaZJtml0+VXKmYUOLPbVZE/uanQb13Pv74YwDIuepAte2nfhbsHcdJ90+9d++e1tdUXYW10CLIaqt8ryuZPVGBqeqjUjOyYXZ1dbVwvHQuDWd1bQqpqpqaGuEXfNGiRTN+rMqNLcOIyTv5VGqommqYDUw1qFRhTPm6cuWKEF++fHnW19i2nT65U4XJNs3OTyPZoLHpOvnR3t6O/v7+dJz6/83NzQCAlStXcu5UAir+G/f19aUPAhoaGsKFCxdmrcJJbaE7cOCAEttPp1uwn+36mPng7rqultdUx3GwY8cO7NmzR/rPwA8/PzfdBdFsvpDryvLly4Xn69ra2oLG4oeRlUeff/551ng6qmXldefnYY3kyVYxIrtqJIxUXenX8XQTv9jrRT+qVYs5joPu7m64rouuri6ulJNvrMqmFL/bVpqamvDwww8rcaJ0PhXNKSbsENG9X5Bq99hSUK3aqq2tTYh37dpV8jEYmTy6ffu2EH/xxRezvoYPCsWVWv2dKSaimam01UW1G2cpsdeLXlRbBEokEkIlVJjeO1SYzAUd1bYBk1x+t62odKK0bdvCvCKXa7XuiQsT+gWpdo8tBdWSlnV1dVi+fDmAqaojGb2/jEwe+cUHheKZmJjIGs9EpYdmIllUWp3q6ekR4sOHD+f0OpXey6nmoikvvPBCTq9TtQKMpqfaIlBvb6/wgOR9LxER5Sv14JiSy7YVlRMXuR5uoHviwoSFONXusaWgYtKyra0Nc+fOlVJ1BBiaPPL2OMrWbycTHxTkU+mhmUgG1SZ58+fPF+IFCxbk9DqV3stf+cpXssZkDpUWgaqrq4U4l/6LKlIpEUwkiyrvA+8BENu3b5/1NaolLjIPN7AsK6fxqJC4KOSULNUqWPxS6R5bCiomLevq6nD27FlpJw4amTzy9jj67LPPJI2E8sH+EETqTfKGh4eF2NvPbDqqvZdPnz4txKdOnZI0EgqaSotAV69eFWLve0kXKiWCiWRR5X3gvZ+dPHly1teolriY7nCDXKiUuJgzZw7u3r2b/nedjYoVLH6odI8tBRWSlqoxMnlUX18vxGvXrpU0EsoH+0MQqTfJ8zbJzqVptmrvZT/NOYkK5bcKWiWqVUISyaDS+yCZTApxLnME1RIX0WhUqObIdTyyExeZvcjq6+sxPj6Ourq6nPqQqVjBQrlRKWmpAiOTR3719fXh+eefx4ULF2QPJZTYH4JIvUmeH6q9lzlpIxlMqDxSrRKS9KTKli+/VHofrFmzRoi9C+bTUe0e2NTUJPx7qnACXD78VFezgkVfspOWqjEyeeR3i0JraytGRkZyPvaSZuanoZ8p/SGICqHaJO/FF18U4nXr1s36GtXey5FIBEuWLAEALF26lBMAKolNmzalm8FaloWXXnpJ8ojyp1olJOlJlS1ffqn0Prhz507WeDqqJS46OzuFa2OuJ8CpkoRMJBLC70Ouv9dNTU14+OGHtUuWUXBU+Z3Oh5HJIz9Z+b6+vvTxlwMDA1pVHxXSwC0obW1tQpxLR3gTVmmJCqXaJM/bjDOX5pyqvZcdx8GlS5cAABcvXtTqJk36sm1bqCKUnQj2Q7VKSB0n2mGn0pYvv1R6H5w5c0aIvQvmM1Fp600ymUxvgXddN+dknCpJyJ6eHmH8uZ5C29nZidHR0ZyTZWS+eDyOc+fOIR6Pyx5KzoxMHvnR2toqxLpWH1VVVaGqqkr2MO47kcl7YtN0TOgPQVQMKk3yAAgrhLlQreJCtR5MFA6RSASNjY2wLAtbtmyRngj2Q7VKSFUeHil3Km358ku194EfKm298dOHUKWDOPw8r5iQRKXichwnnTjt6enR5nfCyOSRn21rqaqjlIGBgaKOKUiZDdyOHTuGY8eOpePZGrgFxZtBzSWjqlq1AulFxQo8v1Sa5CUSCWGFLZeJv2oVF35XCYkKpVoiOF8qVUKa8vAVtuoplbZ8+aXS+2Dx4sVZYx3Yti0kFHO5Pqq0CHTt2jUh9j6/TMeEJCoVVzweF+amulQfGZk8ikajQpxLRttPjx6a2dGjR4X4yJEjs75GtWoF0pcqFXgm8Da7ziXxolrFBasaSRaVEsF+qZIAM+XhS8dtCoVQactXIVR5H3zyySdZY93kWtGs0kEcDQ0NwvPKpk2bZn2NCUlUKi7vs7H3JEVVVcgeQBDWrFmDt956Kx2vXbt21te0tbXh29/+djrOpUcPzSy1OjBTPB3bttHd3Y179+4pUa1AepFVZWe6VKl+Snl5eU6vs20bAwMDSryPw1TV2N7ejv7+fgBI/7e5uRkAsHLlSr5PKG+pBJhs0z18fe9735M8qvw4jpN+QOjt7UUsFtM6sZiL1NwOmHrQVuGe4Icq74Oamhpht4SOiyGJRAJlZWWYnJyEZVlIJBKzvperq6uF71vmQRy2bePAgQNCPJtoNIquri6MjY1pnUSl4kklQ2eKVWVk5dGePXuEOJdEUF1dXbr6qLa2FitWrAhkbEHTuRxatWoFIgJGR0eFeGRkJKfXqVRxsXDhwqyxqViBRyYxoYIlHo8L1RNhqD7iaZfFZcJiSDKZFLag5VKFo9r3nbndKBcm9M0iNch+1jcyeTQ0NJQ1nklbWxvmzp2rddWRKs0kvdUJuVYr8BhLIrV4S8pzLTFXyZUrV7LGJlGxBx5RMZjw8OVnS7/uHMfB5cuXAQCXLl3ScnFTJSZsw/bTMFul1hZ++rqq1DeL1OCt7PfGM5H9rG9k8sivuro6nD17VuuqI1WaSW7cuFGIvX2oZsJjLOWTndEmtXzjG98Q4hdeeEHSSPzzrgzmulJIVCheT4uHD1968nPoAs3MW3Gj42JIZsNs13VzSgSrdBCH3ySwKn2zSA3PPvusED/33HOzvkaFZ30mjwyiUjPJWCwmrBDGYrFZX6PCG4LkZ7SLgQ9sxfOVr3xFiOfNmydpJP55T6NJbaEgCpoJ11OV6P7wtWHDBiH2LrSZiI2Ci8tbaaTjaWuZcl3MiUQiWL9+PQDgm9/8ppbJY5W285N8H3/8cdZ4Oio86xuZPDJhm4UfKt2gI5FIutqooaEhpwulCm+IsDMlgccHtuI5efKkEJ84cULSSPzz/h47jiNpJBQmplxPVaL7w1fmwlp5eXlOC2u6M6FXlUr8HBOvmlTDbGBqgVm3uVoYk8BUfH7eyyo86xuZPArrFoVoNCrsB5Z9g47FYli1alXOkyMV3hBhZ0ICjw9sxWVCf4X6+nohzuUETqJCmXA9peLKXFiLRqM5J8F0rqY1oVeVShoaGoR/z1yOiVeNn4bZjuPg+PHjAIB33nlH6nvB+1wThiSwztrb29Hc3Izm5mb09/ejv78/Hbe3t8seXl5USMYbmTwKq6amJmFfuW5Np6PRqHBDlJ38CiMTEnh8YCsuE1Y5KTxUesg24XpKxZfvwhqgdzUte1UVl23b6UNoysvLtUzGRaNR4XvIZb6v0tzu+vXrQnzjxg1JI6F8qXQKrZ/FWRWS8UYmjyKRiBCH5VjmN998U4j3798vaSRT8p3sNDU1CTcG3ZJfJlAho10oPrAVV0NDg1DRqOMq5+nTp4X41KlTkkZCQVPpIduE6ykVX75b70yoptW9V5VKIpEIli5dCgB47LHHtEzG2baNiYkJAMDExEROvxcqze1aW1uFeOfOnZJGQrlQ9RTaxx9/PGs8HRWS8UYmj7wZYG+G2FTebv/JZFLSSKYmO93d3XBdF11dXTlNdjo7O4WHVJ64VnoqZLQLxQe24rJtW3hf6vo7ke+xwKQf1R6yTbieknwqVVz4pXuvKpU4joNLly4BAC5evCj9OueHn8odleZ2g4ODQjwwMCBpJKSz9957T4h/8pOf5PQ62cl4I5NHqZvsTLGpVPq+E4mEsEKQy2QnmUwK2+5YMVJ6KmS0C8UHNvIyocyfZqfaQ7YJ11Mqvny3VqpUcUHyJRIJoV+Q7OucH34qd1Sa2y1fvlyIa2trJY2EdObdGZXrTinZyXgjk0epi8tMsalU+r57enqERNDhw4dnfY1KqwphJjujXSg+sBWX7qeiAPydCAsVH7J1v55S8cXjcZw7dw7xeDynj+fciDL5mV+rxk/ljkr38ba2NiHetWuXpJGQzq5cuZI1VpWRWZXq6moh9jakMpX3qMjUiR4y+MmmmrA9xgSyM9rFwAe24vFzKoqKmpqa8PDDD7OXmsFUfMg24XpKxeM4TrqlQG9vb07VR5wbUSYTTkB95JFHhHjevHk5vU6VuV1dXV26+qi2thYrVqyQOh7Sk66nwxuZPPKeBjQ8PCxpJKUVi8WECYbMoyMvXryYNZ5OJBLBkiVLAABLly7lZJt84wNb8XiT0Co8kPvR2dmJ0dFR9lIzmErbGoimE4/Hha2VuVQfcW5EmUw4AfXu3btCfOfOnZxep9Lcrq2tDXPnzmXVEfm2ePFiIU5d52cj+1RZI5NHKvX+KSWVTmDwk011HAeXL18GAFy6dEnLJoBEpmlqahJiHSt3VGukTMFQaVsD0XSOHj0qxN6DTqbDuRFl8i7g6HgC6pw5c4T4wQcflDQS/+rq6nD27FlWHZFvjuMI8SeffJLT62SfKmtk8iisHMdJr0hcvXpVuwlGIpEQ9nHr2FuFyDT79u0T4o6ODkkj8U+1RsqlInt1SgZVtjUQFQvnRpTJhAWdW7duCfHNmzdzep1K9zSVxkJ68rMFVYXFUCaPDKL7BEPFZqdEYXfy5EkhPnHihKSR+BfWa4vs1SkZVNrWQOS1YcMGIfb2qpxOWK9fNL3Ozk6hRYWOW7H9nlam0j1t7969OHfuHPbu3St7KKQpP212VFgMZfLIICpNMH7zN39TiH/rt35r1teo2OyUKOx0beiXKRqNoqKiAgBQUVERimuLCqtTRCTy9qLMpTcl50aUKZlMCgvFOiYT/ZxWptI9zXGc9ELa8ePHeX8lX9auXSvEL7744qyvUeFZP9DkkWVZGyzL6rcs6+eWZe2Y5u//zLKsf7Ms618syzppWdayIMdjOpUmGJFIJGs8HTY7JVLPww8/nDXWgW3bwkpNGK4tKqxOEbc2kOj69etCfOPGjVlfw7kRZVJpru+Xn9PKVLqneauNWH1EpaLC+z+w5JFlWeUA/geAjQB+FcC3Lcv6Vc+HnQfwtOu6/xXAAQB89xVApQnGqVOnhNi79WU6bHZKpJ4vvvgia6yLzElnGKiwOkVqbbMg+VpbW4V4586ds76GcyPKlDm3tyxL22Ti66+/jrKyMmzfvj2nj1fpnmbCdn6Sz8+zsgrP+kFWHv0GgJ+7rjvouu49AP8LQGPmB7iue9p13dSTyD8ByO2MOpqWShOM6upqIfY2BZsJm50SUbF5j8PO5Xhs3amwOhV2Km2zIDUMDg4K8cDAQE6v49yIUiKRSPp0sgcffFDbZOLp06fhum5OD8yAWvc0E7bzk3x+npVVeNYPMnm0GMCljPjyl382k20AZj+zNAd+ExcmUGWC4W36deXKlZxex2anRGpJrXDMFOvAz/HYulNhdSrsVNpmQWrw2yiYcyNK6evrS59WdvPmTVy4cEHyiPLnOA66u7vhui66urpySqyrdE9btmxZ1pgoF34aZgPyn/UrAvzc1jR/Nm1q1rKsVwE8DeC3Z/j7PwTwhwDw6KOP4syZM1m/8KOPPpo+sh4AFi5cOOtrVPTZZ58BQN5j//3f/33867/+awAjyl1VVRXu3LmTjh9++GGjfwZvv/12OkGW+u+3vvUtAMDixYvx8ssvBzfILPz+DqmE34Ncq1atwocffijEun0f3q1qk5OT2n0Pfn6Hnn76abz//vt4+umnpd8TAH/fg0rvnXzHcujQIWGbRXd3N5555pmghpcTlf49w+jll1/GX//1Xwuxbj8LE36HdP4e9uzZI8R//Md/jL/4i7+QNBp/Dhw4gHv37gEA7t27hx/84AfpOXM2qtzTvvWtbwnv49/5nd/R8ndJ5/cBoP/4V61ahffee0+Ic/1eZD7rB5k8ugxgaUa8BMB9KTXLsl4E0Argt13XvTvdJ3Jd9+8A/B0APP300+7q1auzfuHvf//7Qvzzn/8cs71GRfv37wcALcf+p3/6p0J8/fp1Lb+PXH8GH374IUZHRwEgvSL01a9+FQCwZMkSad+7zr9DKfwe5Hr88cexfv36dLxr1y7tVr/r6+uFngRr167V7mfh53fo8ccfx44dO/CDH/xAiZ+Zn+9BpfdOvmPZvHkzurq6MDY2hsrKSjQ2Nkr/PlT691SZ4zjYsWMH9uzZU/T3zttvv43BwUHU1tbilVdeKernLgUTfod0/h688+tr165p9314e32dO3cOf/M3fzPr61S6px04cABDQ0NYtmyZlu9jQO/3AaD/+B9//HFs2rQJ9+7dwwMPPKDE73UugkwefQjg65Zl/RcAVwD8HoDvZH6AZVlPAfhbABtc1/2kWF94zZo16OnpScf19fXF+tRE02ppaZE9BKJATHc6kA43t0yp/hAzxaZKbXUhOWzbxqFDhwDI32ZB+clsdP69732vqJ+7ra0Ntm3ndDw5kdfy5cuF3lm5bn1USU1NjfA9LFq0KKfXqXRP2717N2zb5klr5FskEkFjYyMOHDiALVu2aDO3Dqx5heu64wC+C+AYgI8A/IPruj+zLOsNy7I2f/lh7QDmAnjLsqz/Y1nWoaDGQ6XF/cBEZvBzOpBq/JxoQXpyHAfbtm1Tojm1Co0tKX9BNzqvq6vD2bNnczqenMirra1NiHVMQma2FgHu7/1CFBay+xf5EWjnU9d1k67rrnBdt9Z13bYv/+wvXdc99OX/f9F13Udd133yy/9tzv4Zc3P69Gkh9j44UPB2794txMzME+nJ7+lAKgnzIQphk1kxogIdJ4Zhx0bnpLK6ujo88sgjAIB58+ZpmYT0npS2adMmSSPxr7W1FSMjI1ouqBVCpQUaE+h4GIJ+x+bkwNuQ8tlnn5U0kvBasGCBEM+fP1/SSEqPF1YySWqSmjJv3jxJI/HP74kWpJegK0b80HFiGHbJZFJodN7b2yt5RET/yXGc9IE0d+7cUeI6l6+mpiYh3rp1q6SR+NPX15deWBsYGNDyxDu/VFugodIzMnn08ccfC3GY3tSqSCQSKC8vBwCUl5eH6iLDCyuZJHUiSsrdu9Oea6C0tWvXCvGLL74oaSQUJFaMUDFEo1FUVlYCACorK++rkiCSKfO65rqulte5zs5OIT548KCkkfhjwnZ+P1RcoNGdjgUHRiaPhoaGssYUvGQyiYmJCQDAxMREaFbueGEl0zzwwANCPGfOHEkjIcqOFSNUDLZto6xsanrMRuekGhOuc5mHGgHA4cOHJY3EHxO28/vBBZri07HgwMjk0eLFi4V4yZIlkkYSXtFoVJh8hWXlLpFICEkznS4GRNO5deuWEN+8eVPSSPxjH7xwYMUIFQMbnZPKTLjOefsO5nramiqWL18uxDqeeOeHCYlLlehacGBk8ij18D5TTMFramoSstO67Wf2K5lMYnx8HAAwPj7OCytpz4SeR9FoVNhGq+Nkm2bHihEqFjY6J1XZtg3LsgAAlmVp+Tuq+2lrJpx454cJiUuV6FrJZWTySPeLkgl038/s15o1a4S4viZqe3oAACAASURBVL5e0kiIiiOVDE1JrTrpxLZt4Qat42Q7LNrb29Hc3Jz+X39/P/r7+9Nxe3v7jK9lxQgVS5CNznXscUHqiEQi6R0VS5cu1fI619DQICT6dTttra6uLl19VFtbq+WJd35wgaa4dK3kMjJ5RPLpvp+ZiKZ4J3UvvfSSpJEUxnVd4b+kh6qqKlRVVeX88awYMZsJiZd4PI5z584hHo/LHgppyHEcXLp0CQBw6dIlLd8Ltm2joqICAFBRUaHl9fr1119HWVkZtm/fLnsoJWPCAo1K95BoNCpUEepSycXkEQUidVNISZU5mo69Vcg03kmdjpM870MaH9rU1dLSgo6OjvT/jh07hmPHjqXjlpaWrK8PsmKE5NOxuWgmx3GQTCYBAL29vUo8wJBeMntrjo+Pa/leiEQiaGxshGVZ2LJli5bX69OnT8N1XZw8eVL2UEpK9wUale4hTU1NwsKmLi1ejEwepbJ4M8UUPBOa7PrBbWtkmuvXrwvxjRs3JI3Ev6NHjwrxkSNHJI2EiPzStblopng8LmyhZSKb8tXb2yv8Dnkr/XXR1NSEhx9+WJsH5kwmXIv80nmBRrWfW2dnp7ANUJcWL0Ymj7zbErhNofTCehLBnTt3ssZEumltbRXinTt3ShoJEYWZrs1FMzGRTYWqrq4WYu/JZbro7OzE6OioNg/MmXiysp5Uu4ckk0lhPOx5JBErj+R7/fXXhTgse4LPnDkjxN5tbES6GRwcFOKBgQFJI/Fvw4YNQrxx40ZJIyEiv3RtLkpUTMPDw0J85coVSSPxz3EcdHd3w3VddHV1Sa8AyRdPVtaTavcQXU+vMzJ55LfySKUmWrpL7elP0bWslijsTKgijMVi6dLg8vJyxGIxySMionzpOtHOxEQ2FWrRokVCvHjxYkkj8S+RSAgP8bIrQPLFFhV6Uu0eouvpdUYmj5YtW5Y1nolKTbR05y3F9iaTTMWJIZnGhCrCSCSCaDQKYGryoONefaKw03WinYmJbCrUtWvXhPjq1auSRuJfT0+P0CiYJzJTKah2D9H19Dojk0fe/cDeLP10VGuipbvUHs6ZYlN5J4KcGJLuvFsvdT1ZJBaLYdWqVXxPEmlK14l2JiayqVDeKpe1a9dKGol/3j5NuTynqYQnK+tJxXuIjqfXGZk8+ulPfyrE//RP/zTra1RroqW7VGZ3pthkmVltIt15qwZl7xH3S+cTQohoio4TbS8msinsdK+eSiWAU2Rvf6LcqXYPuX79Oi5cuKDVScaheLrNpeeRak20dBfW/cCJREJIHjEJSbqLRqOoqKgAAFRUVHCSRETSmJAENuF7IHm81b8nTpyQNBL/GhoahLnypk2bJI8oP95nHB2rv8JKtetva2srRkZGtDrJOBTJo1yo1kSL9MQTGMg0tm2nqzJd11VmtYaIiChsdN/yBUzNKzIXpXSbV/zoRz8S4r1790oaCemsr68vfaLxwMAALly4IHlEuWHy6EuqNdHSXVj3AzMJSSbL9eRKIiIiKj7dt3wBU9Uf69evBwB885vfVKYKJFepB/6UgYEBSSMhnbW2tgqxLtVHTB59ScUmWjoLa8NsJiHJNNyKSURUPI7jYNu2bTyYhXzxLkrqtuXLBMuXLxfi2tpaSSMhnemahGTyKINqTbR05q1QCEvFApOQZBpuxSQiKp5EIoHz588zEU++NDU1CfHWrVsljcQ/x3Fw/PhxAMA777yjXSK1ra1NiHft2iVpJKQzXZOQTB5lUK2Jls7Ky8uzxiZjEpJMEo1GYVkWAMCyLG7FJCLyyXEcdHd3w3VddHV1affQTPJ1dnYK1cAHDx6UPKL86X7C9YIFC4R50fz58yWPiHSkaxKSySMKxMaNG4XYe6ylyZiEJJM0NTWlKwdd19VylRPgVhEiki+RSAgn++r20EzyJZNJIfGiYzWw7idcJxKJ9KJ4eXk538fkS11dXbr6qLa2FitWrJA8otwweUSB+LVf+zUhfvLJJyWNhIgK0dnZKcQ6rnIC3CpCRPL19PQIyfjDhw9LHhHpJhqNCpVHOlYD6364DLfzU7G0tbVh7ty52lQdAUweUUDa29uF+Ic//KGkkRBRIbyTop6eHkkj8c9xHBw6dAiu66K7u5vVR0QkhQnHrJNcTU1NQuWRjtXAuh8uE41GUVFRAQCoqKjQLvlFVAgjk0cPPPBA1piCl8rIzxQTkR4ikUjWWAe691cgIjOYcMw6ydXZ2Sn029GxGlj3w2Vs207PKVzX1S75RepobW3FyMgIdu7cKXsoOTMyeXTv3r2sMVGQ2FuFTHL58uWssQ50769ARGZoaGgQKi54zDrlK5lMClsfdb2fmXK4TFhOk6bi6+vrw+DgIABgYGAAFy5ckDyi3BiZPCL5UpOjmWKTsbcKkVp0769ARGawbVvY7qL7gzOVHk9AlS+RSAhJYM73yY/W1lYh1qX6yMgn+sWLFwvxkiVLJI0kvLz/5kuXLpU0ktJibxUyTXV1tRB7e3boQPf+CkRkhkgkgsbGRliWhS1btmi3XYfkM+UEVJ0XWtkwm4ohVXWUMjAwIGkk+TEyefTd735XiGOxmKSRhJc3aeI4jqSRlBZ7q5BpTOjRoXt/hTDjNmAyjY7bddrb29Hc3Izm5mb09/ejv78/HXsPSKFgmdDzyHEcdHV1wXVddHV1aXd9ZzUzFcNjjz0mxMuWLZM0kvwYmTzyPrD/7d/+raSRhFd9fb0Qr127VtJISou9Vcg0qWToTLEudHxgI71Xp4mmE4lEsG/fPm2T2JWVlRgdHcUXX3wheyihZELPo0QikZ4r37t3T7vru23bQgKP8wryY8WKFUK8cuVKSSPJj5HJI13LwEh/XI0g06QmSDPFutD9gS2MuA2YSA0tLS3o6OhAR0cHfumXfgmu6+LevXvo6OhAS0uL7OGFypo1a4TYu1irg56eHiE+fPiwpJH4E4lE0lv6a2pqOK8gXz744AMhfu+99ySNJD9GJo8eeuihrDEF7+TJk0J84sQJSSMpLfZWIdN4+5Xp2r+sr68Pzz//vDanWZC/bcDc5kYUHF1PByK1pJrGp6QWXXXhOA4uXrwIALh48SLvN+RLNBoVDlDQpeDAyOTR7du3s8YUPN1vDH6xtwqZxtuvTNf+Za2trRgZGdHmNAvytw2Y29yIgqPr6UAmOX36tBCfOnVK0kj8u3XrlhDfvHlT0kj8icfj6f/vuq4QE+XKtm2Ul5cDAMrLy7UpODAyeUTy6X5jKAR7q5BJGhoahL39mzZtkjyi/HG1XE/5bgPmNjeiYLEthHzRaFS4J+tSrZBJ10bBKclkUoh17DtF8kUiEaxbtw4AsH79em0KDpg8okA88sgjQjxv3jxJIyk99lYhk5jQGJKr5XrKdxswT7skCtby5cuFuLa2VtJIwqupqUlomL1161bJI8qfN1n0ta99Tc5AfDLlIBEiP4xMHlVVVWWNKXjj4+NCnNp6QERUalwt11O+24B52iVRsNra2oR4165dkkYSXp2dnUJS/eDBg5JHlD9dGwWTfO3t7WhubkZzczP6+/vR39+fjpubm9He3i57iDlzHAfHjx8HALzzzjvaVEsbmTzyHh/K40RL77nnnhPi559/XtJIiKgQiURCmKjqWM2he4l8mOWzDZinXRIFa8GCBUI8f/58SSMJr2QyKVRYMkleenPnzs0aU2lUVVVpXSCia7W0kckj74MBHxRKz9tTpL+/X9JIiKgQyWQyXUk4Pj6u5UR1xYoVQrxy5UpJI6F85bMNmKddEgXLhMUE3ZnQ82jDhg1CvHHjRkkj8WdiYiJrTMFpaWlBR0cHOjo6sH//fixZsgS7d+9O/1lLS4vsIeZM12ppI5NHX//614XY++BAwUsdYZkyNDQkaSREVAgTqjlYIh8OPO2SKFisepHPhJ5Hr7zyihC/+uqrkkbij/fgkJdeeknSSMJN99NVo9Fo+nTyiooKbebXRiaPfvKTnwjx2bNnJY0kvNhUkcgMJjTMjkajwnGoutygKX887dJsjuNg27Zt2vSGmI7O38OaNWuEuL6+XtJIwquzs1OIdex5pPv3YMK8SHcmnK5q27aQjNfl98jI5FFqlTzlgQcekDSS8GJTRSIzRCIRLFmyBACwdOlSLas5bNsWVmp1uUFT/njapdl0X2kGgHg8jnPnziEej8seCmnIW+3V09MjaST+mXDUfWbyiEpP135BM8nn90j2AoSRyaNbt24J8c2bNyWNJLzq6urS1Ue1tbXcOkikKcdxcPnyZQDApUuXtFzdycSJHpGeTFhpdhwn/eCcTCa1+x5OnjwpxCdOnJA0kvCKRCJZYx3ovh3etMSFjnTtF5Qps4ecZVk5/x7JXkQxMnnELVNqeP3111FWVobt27fLHgoR+ZRIJISqHR0nSX5v0ESkDhMe2OLxePp7mJiY0K76yHu6mvf0NQpeajFnplgHum/78lZ7HT58WNJIwisajQqxbglIwN+BNCosohiZPOKWKTWcPn0aruvet1JFRPowYXXHhBPjiMLOhGvR0aNHhfjIkSOSRuLP8PCwEF+5ckXSSMLLWz2rYzVtJBJBTU0NAKCmpka7bcapsacsWrRI0kjCy9t/be3atZJG4p+fCjwVFlGMTB7V1dUJ3cu5Zar0HMdBV1cXXNfF22+/rV1pNsnV3t6O5uZmNDc3o7+/H/39/em4vb1d9vBCxYRjgXUvkSciM97HqSrOmWLV6T5+EzzzzDNC/Oyzz0oaiX+O4+DSpUsA9NwOf+3aNSG+evWqpJGE1+7du4VYx0IRPxV4KiyiGJk86uvrE1aZL1y4IHlE4ZNIJIRfbh3Ly0kNVVVVqKqqkj2M0DLhWGDbttPb1srKyrQrkSciM97HqcMHZopV99hjjwnxsmXLJI0kvC5evCjEQ0NDkkbiX+b2zcnJSe22bzY0NAjXok2bNkkeUfiY8D7wcyCNCosoRiaPduzYIcTsuVN63A9MhWhpaUFHRwc6Ojpw7NgxHDt2LB23tLTIHl6ovPnmm0K8f/9+SSPxLxKJYPPmzbAsC42NjdqVyBORGe/jTz75JGusuj179gjx3r17JY0kvLwPyTo+NOu+fdO2bZSXlwOY2uGiYyJbdyZs3/RzII0KiyhGJo9MuLDqLrVtMCWVJSUiveg+yUuxbRtPPfUUJ3lEGtP9fbxw4cKsseq8DbK9DbQpeHPnzs0aU/AikQiWLl0KIPeKESou7ymDul1LAX/9i1RYRDEyeWRCNlJ3t27dEuKbN29KGgkR0dQNd9++fZzkEWlM9/ex7idlJRIJoacoWxKU3u3bt7PGOtiwYYMQb9y4UdJI/PFTMULF5a3a/MUvfiFpJP75PcxF9iKKkckjb9f7xYsXSxpJeHn3wXNfPIVJZsNv3Zt+r169Woi9J1wQEVFudF/c5MmV8un+OwQAsVhM2HoTi8Ukjyg/iURC6AXJJCr54Z1P19fX5/Q62YsoRiaPrl+/LsTMCJeet6ni1772NTkDIVKASU2/dZyoEhGpQPeKi2g0KlQe6Xjine5MWNCJRCKIRqMApppP61ZJqMKJV6S/zz//PGusqorZP0Q/ixYtwuDgYDpm5VHpvf/++0L8k5/8RNJIiErPpKbeZ86cEeJTp07JGQgRkeZisRh6e3vhui4sy9Ku4sK2bRw8eBDAVMWFrr2nTKLrgk4sFsPw8LB27wFgKol64MCB9PuYSVTy4+zZs0L87rvvShpJfoysPLp69aoQDw8PSxpJeKUagM0UE5EeJiYmssa6cBwH27ZtYyUqEUkTiUTSldmPPfaYdhUXmVLbdqi0TFnQkb31phBNTU3CtrWtW7dKHlH4sD2KPEYmj2pqaoTY2wOJgmfCnmwiuv8BQdcHhkQigfPnz7M3ARFJ4zhOeoHz6tWr2iWz/ZwORMVlyj1ZZ52dnUKcqsaj0tm9e7cQ7927V9JIwsfI5JG30ujKlSuSRhJe3v4upvR7IQqb8vLyrLEOHMdBd3c3XNdFV1eXdg9sJE9m8/uPPvoI58+fx2uvvaZd43tSg+6Ndnt6eoT48OHDkkYSXtXV1ULsXTCn4Hl7HHnfF0S5ePHFF4V43bp1kkaSHyOTRwsXLhTiRx99VNJIwmtkZCRrTER68DZ0TTW51EkikRBOCNLtgY3UMDExgcnJSS5ISaT79lPdG+1659femIJ37do1Ifa26qDgMYEnX2trqxDv3LlT0kj82759e9ZYVUYmj7wTu8uXL0saSXhxLyqRGbzNLHVsbtnb2ytsteAqIeWqpaUFHR0d+OEPf5h+6P/ss8+we/duoxrj60L37afRaDRdvVleXq5do13v/JqJ1NLjtjX52FtXvsyDsQBgYGBA0kj8i0Qi6eqjdevWadP/y8jkkSkNXnX29a9/XYhXrFghaSREFHZcJaRCxePxdAJyYmIC8Xhc8ojCx3EcHDp0CK7roru7W8vqI9u203PSiYkJnlZGeXvooYeyxhS85557Toi/8Y1vSBpJeJlSpLB9+3asWrVKm6ojwNDkEcn3wQcfCPH7778vaSREVAhvE0IdmxJylZAKdfToUSE+cuSIpJGElwnNmq9fvy7EN27ckDQSf1avXi3Ea9askTOQEBsdHc0aU/A+/vhjIb5w4YKkkYQXixTkMTJ5xJO+5NO9NJuomHTu03HixAkhPn78uKSR+Ldp06b0fcCyLLz00kuSR0RE+dK9XxCgf5+OBx98MGtMweMzjnxDQ0NZYwqeKUUKOm7FNjJ5VFZWljWm4Nm2jYqKCgBARUUFS7Mp1OLxOM6dO8etLpLYto3KykoAQGVlJa9HlLcNGzYIsbeRPAUvGo0K72MdF6V079Nx+vRpIT516pSkkYSXd4vUCy+8IGkk4bV8+XIhrq2tlTSS8PJWPdbX10saiX+6ngRsZFbFhNOBdBeJRLB582ZYloXGxkZtmoARFZvjOEgmkwCmGjfrcnMwSSQSwfr16wEA3/zmN3k9orzFYrH0QlRZWZmWjeN1Z9u28DPQMQms+0Ondz6tYwJPd1/5yleEeN68eZJGEl5tbW1CvGvXLkkjIZ0lEgncu3cPAHDv3j1tqo+MTB6ZcDqQCWzbxlNPPaXlBI+oWDIb7U5OTmpXfcRKTqKpBGTqwbmhoYEJSAlMWJTS/aGzqalJiLdu3SppJOHF6i/56urq8MgjjwCYSt6x307pmfA+8J78e/jwYUkjyQ+fAigwkUgE+/bt03KCR+rQuV8QoH+jXW8p8Nq1ayWNxD/HcdK9mt555x1tf5dIrlgshlWrVnFBSiLdF6Xq6urSpwItW7ZMu4fOffv2ZY0peNFoVGgLweqv0nMcB3fu3AEA3L59m3MKCUzYthaJRIR44cKFkkaSHyOTR96yL13KwIjofjo2k8vkum7WmIJnwilNRGTGolTqlCDdEkcAcPLkSSHW8QAF3dm2LRxIo2siVeeFwUQikZ7Lua7LOQX5cuXKFSG+fPmypJHkx8jkka5lYKbR+cZAanAcB4cOHYLruuju7tbyd2nJkiVZY9WdOXNGiL2lwjow4ZQmkk/3RDbJ5zgO3n33XQDAP/7jP2p3T+NiiHwmbN8E9L6eJpNJjI+PAwDGx8c5p5DAhG1rup6caGTySNcyMNPofGMgNZhQMeI4TtaYgscmr1QoXU9FIbUkEgnhoVPHexrJp/v2Td0XBk3YMqW7Z555RoifffZZSSPxT9dTXI1MHulaBmYSTrSpGEyoGNG9Z9Dq1auFWMdJkneip9vPgOTjQz8VQ29vr7Ag4q2UV91DDz2UNSbKhQkLgyTXxx9/LMQXLlyQNBL/Mk9xLS8v16afopHJI13LwEzCiTYVQzQaRWVlJQCgsrKSFSMSPPjgg0I8Z84cSSPxb8+ePUKs2wlHJJ/uD/2khurqaiGuqamRNBJ/bt++nTWm0ojH4zh37px2p7em6L4w6N0i5e0FRsEbGhrKGusg8xTXaDSqzRZUI5NHupaBmYQTbSoG27bTWfmysjItS7R135et+/gBMyYZJJfuD/2khqtXrwrx8PCwpJGQrhzHQTKZBDCVhNGxsl/3E+N4P5DvkUceEeJ58+ZJGklhdDzF1cjk0SuvvCLEr776qqSRhBcvrFQMJjSG1H2SFI1GhZNddBs/UTHwoZ+KYdOmTelqeMuy8NJLL0keEekmHo+nF2cnJia0rD6ybVtYYNZtYdB7/fe2S6HgpSrXUu7duydpJIXR8QRRI5NHb775phDv379f0kjCixNtKhbdG0Pqfqyu7pM8AOl//5liotl4+2S9+OKLkkZCOrNtW9iKrdv1dPHixUKs2+mhJjh69KgQHzlyRNJICpN51L1uFi1aJMTe9wUFz5t437x5s6SRhI+RySPvhTRV3kmlw9U1KhYds/KZIpEI1q1bBwBYv369lt+HzpM84P6ty97T14iISiESiaCxsRGWZWHLli3a3Q+uX78uxDpumSL54vG4MK/QrXrq2rVrQuxdMKfg6Z6I15mRyaOJiYmsMQWPb2oqFsdxsG3bNk5SJfFO6nSb5AHiiRZlZWVa7S0nNZw4cUKIjx8/LmkkpDudq2kfffTRrDEFz4S+rrpXTzU0NAhzik2bNkkeUfhEIhFs2bIFlmXh5Zdf1i4RrzMjk0ckn+6ra6SORCKB8+fPa3tin+M46QfNd955R7skmO6TPEA80aKhoYHXI8pbajEk5YEHHpA0EtKdztW03t4u7PVSet7FDx0XQ7xVzLpVNdu2LfSy1DERbAKdE/EpOi6QM3lEgTHhTU1yOY6DQ4cOwXVddHd3a3VxTUkkEkLPIF2TYLrT8UQLUsetW7eE+ObNm5JGQrrT8WGB1PHzn/9ciAcHByWNxD9vryzdemdxgVwNOifiU3RcIGfyiIiUZULiJZlMpk+FGBsbQ29vr+QR5ceEEnnAjEkGybN8+XIhrq2tlTQS0p2ODwspq1evFuI1a9bIGUiItbS0CPGf/dmfSRqJf47jZI11wAVy+XRPxOu6QM7kEQUmHo/j3LlzWvZIITXonngBppozZ/b/0u2o+1gsJjS/Z+UOhdHrr78uxNu3b5c0EtKZ4zjo7u6G67ro6urS5mEh5e7du1ljCt7o6GjWWAcNDQ3CvELHnkFckJJP50Q8MDX+VF/miYkJbb4PJo8oEI7jpE+56+3t1W6CRGqIRqNCU0LdEi/A1OpU5vfAVSoi/XhPbe3p6ZE0EtJZIpHA+Pg4AGB8fFybh4WUs2fPCvG7774raSSks8yeQTxUh/zQtWonUzKZFO4HuiyQG5k8Sl2QZoopePF4XNhuxOoj8qOpqUn4Pdq6davkEeUvEolg8+bNsCwLjY2N2q1SeR9udHvYSdG9vJnkMqFxPMnX29sr3NOYhKR8VVdXC3FNTY2kkfgXiUSwdOlSAMDSpUu1mxeRfLpW7WTybvutr6+XNJL8MHlEgeBEm4qhs7NTKG0+ePCg5BH5o/Pe+J6envRJKK7r4vDhw5JH5I/u5c1EpD/dH/xT9+OZYgreX/7lXwrxD37wAzkDKYDjOLh8+TIA4NKlS1zUobzpWrWT6c6dO1ljVRmZPPrGN74hxM8//7ykkYRXamVtppgoF8lkUkhc6HhzAPTeG+99uFm0aJGkkfhnQnkzyWVK43iS6+rVq0I8PDwsaST+eK//ixcvljSS8Dp9+rQQnzx5UtJI/EskEsLcjos6lC9dq3YynTlzRoi9721VGZk8+uijj7LGFLyqqqqsMVEudG82bYJr164JsffhRwcmnNpHcsViMaF3GRvHkx/PPfecEOu2uHnjxg0hvn79uqSRhJe3/5qOi2omHIZCFFZGJo+uXLkixKnSSCqdkZGRrDFRLmzbFrat6bjtS3cNDQ3CQ7OOp6JwokqFikQiiEajAKbeEzpWEZJ8Fy5cEOL+/n5JI/HHm/zyVvpT8FLXoRQdF9Wi0Wi6pUhFRYWW3wPJ5a24O3HihKSR+KdrRbORySOSb/ny5UJcW1sraSSks0gkgiVLlgDQu6mizs2aM09Fqaio0DKBxwo2KoZXXnkFc+fOxauvvip7KKSpixcvCvHQ0JCkkfjDyn75vNt11q5dK2kk/tm2LVQD6zivILlMaKmQWdFcXl6uTUUzk0cUiLa2NiHetWuXpJGQzkxpqhiPx3Hu3DktTx2MRCJ44YUXAACrV6/WMoFn27ZQPcWJKvnR2dmJ0dFRbRv3k3y6L6yxsl++H/3oR0K8d+9eSSMJN50XBU1gQkuFzIrm/7+9e4+yq6zPOP59MpPLkAJCiKKARJCLioqRprRUjEEQUkywFcUFSq2E1luVFqhAl9VW10LT6lLb0gVKZVnwFm6RREoWRFyr3OQS5JZUQrgEVIKXgpIwZPLrH3ufcM6YmTkzZ79nzzvzfNaaNfPO7Dnz/Gafy3ve/e53L1y4MJv+9YQcPOrr62tpe72d7ps1a1ZLe/fdd68pieVsIiyquGnTpu1rFKxYsSLLjkbjVIvcTrFomD17NkcffTQAxxxzTDYv0DZ+eNF1q0LuB9Z8tbX6PfTQQy3t9evX15Rk7CZC3y7ng4ITweAZ5DkuqQDF7KO5c+dmM+sIJujg0a677jps29K76KKLWo705/jCYPWbCGvVfPnLX26Znp1bR2Pt2rXbT7V45JFHfmfNDrPJwIuuWxUOPvjg7bOP9t9/fw488MCaE43OvHnzWtqHH354TUkmr5133rmlvcsuu9SUZOxWrFjRMnh0zTXX1JxodJoPCq5cudIHE2owEU7fhDyvxjwhB48mwlS23K1cubKlo53jm36r30RYq+baa69taX//+9+vKcnYnHfeeS3tc889t6YkY7dp0yZWrVoFwHXXXeeOno3aRBjItvHhzDPPZMqUKZx99tl1Rxm1wf3pJ554oqYkk9fWrVtb2o3npZzsueeeLe3B69eMd80HBQcGBrI7KDgR+PTN+kzIwaN999132LalN3hEeMGCBTUlsZx5rZr6MXFlXgAAEPlJREFUTZQp8p41Yp3I9QpHS5cu5bTTTtv+sW7dOtatW7e9vXTp0rojTjqrV68mIn7nakE5yH3B74lg8BXv3vSmN9WUZOxyH4TM+aBg82tCzq8HE6Fvmqukg0eSjpW0TtKDkj6xg59Pl/Tt8ue3SppTxd894IADWtq5TQueCLZs2TJs26wds2fPZtGiRUhi8eLFWU3rbJg/f35LO7eB1NwXeAXPGrHOzZ07t6V92GGH1ZSkMzvttJPXgaxR7mtn7bXXXi3txtVQrXsGnzqe41qExx9//Pb1siTx9re/veZEk1POrwcToW+aq95UNyypB/g34GhgI/AjScsj4v6mzT4A/CoiXinpJOBzwLs7/ds333xzS/umm27q9CZtlFavXt3SvuGGG2pKYrlbsmQJ69evz3bW0YwZM1ra06dPrynJ2Jx55pl86EMf2t7O8VSLhQsXctVVV/H8889ne/qj1Wvwwsaf+cxnti/CPp6dddZZdUewJjuaBXnOOefUnMpyMhFmfy1ZsoSrr76a/v5+pk6dml3/7thjj21Zp+m4446rMc3oTJTXhInQN81VyplH84AHI+KhiOgHvgUsHrTNYuCS8utlwFGq4NINCxcupKenB4Cenh6/UahBo3M0VNusXTkuJtcs94HUwflzPNXCpz9ap5555pmW9tNPP11TEstZ7rMgH3/88Zb2xo0ba0oyec2cOXPYdg5mz57N4sWLkcQJJ5yQXf/u5JNPbmmfcsopNSWZvCZC3zRXyWYeAXsBjzW1NwJ/MNQ2EbFV0v8Bs4CO5vEuWbKE5cuXMzAwQG9vb1ZvFJYuXbp9Cmrj82mnnQbAQQcdlM2IcU9PT8uifo3BvBzkvg+Gyw951DCRLFy4kCuvvJKtW7fS29ub3WB244oiDStWrMjuSHnj9Mdly5ZldfrjRHougjxraJg6dWrLwrSNhfzNRiP3WZD77bdfy1ojOZ0qkvvzacOzzz47bDsXOc8qv+KKK5BERCCJyy+/PLt+Ue4mQt80V2pcKrHyG5ZOBN4WEaeV7fcC8yLio03b3Fdus7Fsry+3+cWg2zodOL1sHgSMeILvtGnTXt7T0zN7YGBgU39//6Mjbd9kDzocvBoHaq9h2rRpc3p6emY12gMDA7/o7+9/uM1frz1/BXKvIff8ME5qkDR1xowZrwUEbNuyZcs9EbF1pN9jnOQvn0v3oMgfAwMDT43iOXVc1ADFfpg2bdp+/f3969v8/zeMmxrGKPf8MA5q6OvrewOts7W3bd68+a42f732/BXIvYZxkb+D1wMYBzVMmTKlb/r06a9utJ977rn7t23btrnNX689fwVqr6Gvr++Ng7+3efPmO9r89drzV6D2Gvr6+g4Fmo+KD2zevHlNm79ee/4K1F7DROmbdiB1DftGxOwd/SDlzKONwD5N7b2BwcvpN7bZKKkX2BX45eAbiogLgQsT5Wwh6faIyHMlzFLuNeSeH/KvIff8kH8NuecH1zAe5J4f8q8h9/yQfw2554f8a8g9P+RfQ+75If8acs8P+deQe36ot4aUax79CDhA0iskTQNOApYP2mY5cGr59TuBGyLVVCgzMzMzMzMzMxu1ZDOPyjWMPgL8N8XUvosj4j5J/wjcHhHLga8B35D0IMWMo5NS5TEzMzMzMzMzs9FLedoaEbESWDnoe59s+noLcGLKDGPQldPjEsu9htzzQ/415J4f8q8h9/zgGsaD3PND/jXknh/yryH3/JB/Dbnnh/xryD0/5F9D7vkh/xpyzw811pBswWwzMzMzMzMzM8tfyjWPzMzMzMzMzMwsc5N68EjS1yW9s81tL5b0pKR7U+caIUfHmSXtLmmVpJ+Un3dLk3bIXFXUcKKk+yRtk9TV1eYryr9U0lpJP5Z0paQXpUk7ZK4qavinMv8aSddJelmatDvMVNljV9KZkkLSHtWmHDFXFfvgU5IeL/fBGkkL06TdYaZK9oGkj0paVz6eP1990mFzVbEPvt30/39YUruX6+1YRfkPlXRLmf92SfPSpB0yVxU1vF7SzZLukfQ9SbukSTtivrZqkbSPpNWSHijv9x/rRr5h8nScu85+RUX5a+tTlH+/ihpq7VcMytluPTMk3Sbp7rKeT3cj30hG87xUbt8j6S5J16TMNRqjfG59uHz+XCPp9tTZ2jHK/C+StKy8/z8g6Q9T52vHKB4HBzX1I9ZIelrSx7uRcYRco9kHZ5SP4XslfVPSjNT52jHKGj5W5r9vPPz/YdSvDRsk7V62dyvb+1adaVIPHrVDUk/55deBY2uM0rY2Mn8CuD4iDgCuL9vjShs13Av8KfDDbmUajTbyrwIOiYjXAf8LnNOlaG1ro4alEfG6iDgUuAb45A62qU07j11J+wBHA492KdaotPn888WIOLT8WDnENrUYKb+ktwCLgddFxGuAf+5euvaMVENEvLvx/wcuB67oYrwRtXEf+jzw6TL/J8v2uNJGDV8FPhERrwWuBM7qUrRRK2vZCvxtRLwKOBz4sKRX15tseG3kHtf9ijbyj+s+BbRVw7jvVzQr63kOWBARrwcOBY6VdHi9ydrT9LwE8DHggbqyjNWgGt5SvpZlcwnzpvxfAq6NiIOB15PRvpDUExHrmvoRbwSepXgtG/fKgdO9gL8GDouIQygulJXNRbDKGg4BlgDzKO5Dx0s6oN5k7SnvQ48BFwDnl98+H7gwIh6p+u9NqsEjSe8rj8jcLekb5bePlHSTpIcaI3uS5pdHdi4D7gGIiB9SXBFuImReDFxSfn0JcEJuNUTEAxGxLmXuxPmvi4itZfMWYO8Ma3i6qTkTSLaAWsLH7heBs1Nm70INXZEo/weB8yPiuXK7JzOsoXHbAt4FfDOz/AE0ZursCjyRKn/CGg7ihTf9q4A/S1lDw1hriYifRsSdABHxDMUbnb26kTlh7q71K1Lk72afImENXe1XVFRPRMRvyu2nlh9dX4y1k+clSXsDf0IxiF2bTmoYD8aaX8VM0yMpruBNRPRHxK9zqmHQzRwFrE/xpn8kHebvBfok9QI7kbgvMZQOangVcEtEPFs+j94IvCOj/FC8pzlcxaypPwb+JUnIiJgUH8BrgHXAHmV7d4qjmN+lGER7NfBg+bP5wG+BVwy6jTnAvblnBn49qP2r3Gpo+tkPKEa6s8xf/vx7wCk51gB8FniM4qjt7JzyA4uAL5VfP9y4/cxq+FSZ/cfAxcBumeVfA3wauJXihfr3c9sHTT87Erg9t/wUHaZHKR7HjwP7ZljDTcDi8uu/AZ5JVUOVtTTV8yiwS+rMKXPTpX5F6v87ifsU3brvkLhfUWU9FLMU1gC/AT7XjcwV519GMVtkPnBNt/NXVMMG4E7gDuD0nPJTzFi7rdz+LopBvJk51TDodi4GPpJbforZd78BNgGXdjt/BfejV1HM2JxFMfh1M/CVXPI33cbbKAbgj06VczLNPFoALIuIpwAionH08qqI2BYR9wMvadr+tojY0O2Qg+SYebDca0iaX9J5FNPQL60q8A4kqyEizouIfSjyf6TK0E0qzy9pJ+A8uneqXap9cAGwP0Xn6aekOsqQLn8vsBvF6RdnAd+RpApzN0v9XPQeEs46Il3+DwJnlI/jMyiP3iaSqoa/oDh95w5gZ6C/ytBD6LgWSb9Hcarjx6N1JmdKueZuyD0/JK6hS/2KZh3VExEDUZyuszcwT8XpI9005vySjgeejIg7upr4d3V6nzoiIuYCx1E8lx7ZldQv6CR/LzAXuCAi3kDxhrqO02areFxPoziw+d1uBB6kk8fBbhSzT18BvAyYKemU7kXfbsw1RMQDwOcoZi9fC9xN8TzaTVX0kY6jeD+Q7Hl0Mg0eiR1PhX1u0DYNv00bpy2pMv9c0ksBys8pTxXJ8f/eLFl+SacCxwMnR8SO/kZVurEPLiPdqSIp8u9P8SJ3t6SHKTqtd0rac6whR5BkH0TEz8uO9zbgIopztVNIdR/aCFwRhduAbUCqhctTPpZ7KdZL+fbYorX3Z0iT/1ReWKfpu6S7D0G6x8HaiDgmIt5IMYC3fuwR29ZRLZKmUrz5vzQiurlOVqrc3epX5Pp/b4lBohq62K9o+bNU8LiO4lSjH9D99UU7yX8EsKjsR3wLWCDpvypPOLKO9kFEPFF+fpJirZ2uXjiBzvJvBDZGxK1lexnFYFK3VfE4OA64MyJ+XmWwNnWS/63AhojYFBHPU/Qp/qj6iCPq9HHwtYiYGxFHUpwi/5PqIw6r09eGQynWcT0cOKPxmly1yTR4dD3wLkmzAFSuRj7Opcq8nOINA+Xnqyu63R3J8f/eLEl+SccCfwcsiohnq7jNYaSqoXkhuUXA2ipudwcqzx8R90TEiyNiTkTMoeh8zI2In3V620NItQ+aXxjeQXH6YAqpHsdXURxpQdKBwDTgqYpue7CUz0VvBdZGxMYKb3OwVPmfAN5cfr2AtJ2lVI+DF5efpwB/D/xHFbc7gjHXUs6u+xrwQER8IVG+oaTK3a1+Ra7/92ZJauhyv6JZJ/XMVnlVOEl9lM+lSVIObcz5I+KciNi77EecBNwQEXXMuOhkH8yUtHPja+AY0vUlhtLJPvgZ8Jikg8pvHQXcX33EEVXx+pZ6BvNwOsn/KMVaOzuVz1FHUc+i5R3tg6a+xMspDgh2e190+tpwAcVs1EeBpSS6CE1vihsdjyLiPkmfBW6UNEBxXmzbJH2T4vzCPSRtBP4hIlJO70+Z+XyK00M+QPGAP7Ha5C9IVYOkdwBfAWYDKyStiYi3VRw/5T74V2A6sKo8S+eWiPirSsOXUt6PyhfrbcAjQG75uyZhDZ8vjzQExdpHf1lp8FLC/BcDF6u49Ho/cGqqo+WJ70cnkbiTkTD/EuBLKmZPbQFOrzb5CxLW8B5JHy43uwL4zwpj71CHtRwBvJdisdc15ffOjS5cLTFh7q70K1Ll71afApLug671K5p1WM9LgUtUXDVrCvCdiOjq5e47fV4aDzqs4SXAleV9phe4LCKuTRBzSBXsg48Cl6o47esh4P1VZxxJBa9vO1HMGknSjxtJJ/kj4lZJyyjWzdpa/u6FaZIOm6PT+9Hl5cDN88CHI+JXlYccRof5lwCPRsSqsv3vwJ9LenNE3FhlTnVvVquZmZmZmZmZmeVmMp22ZmZmZmZmZmZmo+TBIzMzMzMzMzMzG5IHj8zMzMzMzMzMbEgePDIzMzMzMzMzsyF58MjMzMzMzMzMzIbkwSMzMzOzDkj6uqR31p3DzMzMLBUPHpmZmZklJqmn7gxmZmZmY+XBIzMzM7NRkPQ+ST+WdLekb5TfPlLSTZIeasxCkjRf0mpJlwH3SJojaa2kr0q6V9Klkt4q6X8k/UTSvPqqMjMzMxuaIqLuDGZmZmZZkPQa4ArgiIh4StLuwBeAmcC7gYOB5RHxSknzgRXAIRGxQdIc4EHgDcB9wI+Au4EPAIuA90fECd2tyMzMzGxknnlkZmZm1r4FwLKIeAogIn5Zfv+qiNgWEfcDL2na/raI2NDU3hAR90TENooBpOujOJJ3DzAnfXwzMzOz0fPgkZmZmVn7BOxo2vZzg7Zp+O0w221ram8DejtOZ2ZmZpaAB4/MzMzM2nc98C5JswDK09bMzMzMJjQf4TIzMzNrU0TcJ+mzwI2SBoC76s5kZmZmlpoXzDYzMzMzMzMzsyH5tDUzMzMzMzMzMxuSB4/MzMzMzMzMzGxIHjwyMzMzMzMzM7MhefDIzMzMzMzMzMyG5MEjMzMzMzMzMzMbkgePzMzMzMzMzMxsSB48MjMzMzMzMzOzIXnwyMzMzMzMzMzMhvT/vq1lyZaPIocAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1, 10, 100,500]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(resoultion, case, 'hi-c-rao','exp'))\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 553,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1, 10, 100]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(resoultion, case, 'exp','hi-c-rao'))\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 554,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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PnfMss9wzjhSt55zq9ygUCvrEJz4ha616e3v1rW99S2vXrm35c0keAXDW7OysXjz4vC5ZXa7bnyzPl3M7+fJP6va/ciLZtdiAMJucnKTRDEgqvudCTd96VUOvXfuDX3Q4GgBAuxLlospzc+e0A7zaB1J02wjpdFrvfe97NT09rcHBwbYSRxLJIwCOu2R1Wf/mlpmGXvu1J1d0OBqgPfl8XqmZE1pzcLSh16dmppXPl1r6XTSaAQBAFDXTPpCi3UZYv3693nrrLWWz2bY/i9XWAAAAAAAAIiaVSqm/v7/tUUcSI48ANKGVOilStOYQA52UyWSUn+vR8au3NfT6NQdHlcms63BUAAAAiDuSRwAa1mydFIlaKQCW51XYUgqmgHc3pw4CCI+wXYsAIGxIHgFoSjN1UqTw1UphhTYgXLwKW0oUvwfQPVyLgkcCDwg3kkcAYoWlmYHwCVNhS6YOAq2JwvLYYboWtcL1Y0ACL3gk8LAckkdABDQ7zUKSzjt1TAcPFpp6wJicnJT63K+zzypTAAD4i+WxgxeFY+B6As91JPCwHJJHQFxZq0r5bFMPGLOnk1Lfqq6EBwAA3ELDP3gcA7SLvyF4IXmEtrUy6oUCo/5qdpqFJF387Nf1gTWzTd0ctu9epTOtBAgAAAAAcBbJIwTCVEp64403nJ2TDQBh0UoR+Hw+3/G4AACIG9frTgHLiWXyiJPaX62OeumR23OyWbULQBjMzs7qxYPP65LV5br9y9UmSPaujET9MgAAwiQKdacAL7FMHnFSh4Pr82lbabABQCc0cz392pMrdIz5pwAAdITrbRzASyyTRxInNeo1W7cpNTOtuYTVpU022AAAAICoa6UmqikXVZhhVCwQVpydAAAAAAAA8BTbkUdwT2EmoWOTkx2pVdVs3aY1B0d1UfmUxNpjaAP114BooAYeEE9ez6YS53+rNVHTK4odjApYWifbmVFC8gjOmCsZzZbO6Nn8r+r2J8tnJemc/ZKUeuN0V2IDWkH9NaA1YXvIowYeEE9ez6aS9/Mpz6ZA+NDObAzJIzil+J4LNX3rVQ2/fu0PftHBaID2UX8NaF4YH/KaLVoOIBp4NgWigXP53ZE8AgAAzuEhD8ifB5cAACAASURBVADa18pIzrhN1cHymL4ZH84nj6jkDwAAEG+mUtLUiWTDo7qmTiRV1pzUd0GHIwPCrdmRnGGbqhOFxEXYpmI3i+mb8eF88ggAAACAexj1Eg7NjOQM2yjOKCQuwjgVu1mMBo4H55NHVPIHAACY18qI7NTMtPL5Ugej6jyb6NGG1Webqjt17EyvGq84h05wfdQLwiEKiYsofAdEn/PJI8AlLOcMAADwDpdHvQBAnJA8ArpodnZWzx38mYrvubBuPz1s3TM3N6fUXKXhB9DUG6eVV77DUQHRQB3C4LUyInvNwVFlMus6GBUAAHAdySOgy+hhQ5Qwmg4AAACIPpJHjqLBBrSmt7dXM32JphJ4mUymw1E1LmwrcszOzurFg8/rktXluv3J8vxIkpMv/6Ru/ysnkr7H0I7kmZOanDwVu+tpp0bgUYcQAAD4hRHN4ULyyFGuN9gAtCaMK3JcsrrcVJHaMEmUiyrPzZ1zzZS4nqKz6AQCAAAuIXnkMJcbbABax4oc/mrmWipF43rq+gi8KKAGHgAAy2NEc7iQPGpQ2KaKAAAAt1EDDwAA1ApzSQWSRw0K41QRAAAAAAAQDWEuqdDR5JEx5jZJX5OUlLTLWvvQEq/5nKSvSLKS/j9r7b/oZEztYKoI4q5Ynk+KNvO3zVL3AAAAANCYsJZU6FjyyBiTlPSXkm6VNCXpOWPMuLX2xZrXfEjS/ZJutNa+YYz5rU7FAwAIBwoFA0C9ME9TAICoo4O8MZ0ceXS9pEPW2iOSZIz5tqRBSS/WvCYr6S+ttW9IkrX2Nx2MB0CbUklptoUReBTaRS0KBQNAvTBPUwAAQOps8ugSqS4VNyXpI4tec4UkGWP+i+antn3FWvu9DsYEIKTy+bxSMye05uBoQ69PzUxrLmGlCzocGDqCQsFAeLQy6iWfn3/EW6pzgJEyrQnrNAUAiDo6yBtjrLWd+WBjPivpE9baobe3/3tJ11tr/3XNa/ZJKkr6nKQNkn4k6Spr7YlFn/UFSV+QpIsvvvi/+/a3v73ws6NHj2pmrqjyBasbjq1nZlrn91T0WyvLDb9n6kRS5WRSpYsab6n2nDqjFeedr0svvXTZ1zX7HZJnTqjHlpVKlBv+Dq+eSMqapM4///xzfvbYY49Jkj772c+e87Pzzz9fF1988bKfzTFo7Dv85s2kipWkSgk1/B06Fb8UvmPwjW98Q8d+8xsp0WBOu1JScW5O5/eep1SysetYsWy05r1r9ZGP3ej7MWg6fkmmXNRvpd+rf/7J6xt+D+eBt26dB795M6nkeReeE89f/MVfSJK++MUvNvxZi3EMGsN54K3VY5AwFZ23xECW//x3fy9J+t1/dkPd/rmSZI2RTSbOec/f/91/kSTd8M9urNtvyhVdeEFfKP6OwngMmj0P4vhsF7ZjEKZrkcQxaPj3xOQ7uB6/1Np3eO77Y3rj+OsNtw+k+cWx1qTX6rqBjzf8nk59Bz+fTaXmn083b978U2vtpiVjazii5k1Jqk3FbZD06hKv+bG1tijpvxpjJiV9SNJztS+y1n5d0tcladOmTfamm25a+NnQ0JCePfSajl+9reHALn72b3TFmtmmene+unuVTr5nVdPZyI9mPqR77rln2dc1+x3WHNyj95ZP6X0XnGj4O3x19yrNquecaSKSlHzzLUnSjv/7r+v2p944reuuvka7du3yNX4pnsfgG0+u0LEzq/V6X6KpERediF8K3zF49NFHdfS0dPzqrQ197pqDo1oxe0qndVYbVjd2cT12IqnfFKb1/K+P+n4M/uzP/kzHXj+h4oq1DX2uJJ138phmT7yi1b/zdw2/h/PAW7fOg288uUKr3v+Rc+J59NFHJUm196hmcQwaw3ngze9jcMXvvP2P4/XXqe3LHYMPr5Qkff/kwVB8h6W4dAy8xPHZLozHICzXIolj0Ki4fAfX45da+w7ve+FFXdBTbrh9IElHp5PKn3hd38+vbPg9nfoOfj6bSv48n1Z1Mnn0nKQPGWM+IOkVSXdKWryS2l5Jd0n6W2PMWs1PYzvSwZhijdXiEDW9vb163wVnGr64fu3JFTp2pleNX4obl8lklJ/rafIG/XWlVxQ7EA0AIA54tvOPqZQ0dSLZ1HTAudI7iToA4WATPdqw+mxTyZftu1fprZXnjuJEvXPHGvvEWluS9EVJT0j6J0nfsda+YIx5wBhTHVrwhKTXjTEvSnpa0nZr7eudigkAAAAAAADN6eTII1lrJyRNLNr3pzX/tpL+x7f/A5bFEor+oocNAABgHqMVEBTX2ziux4/GdTR5BABA1BRmEjo2OXnOSlLLrTAlscoUEDZzc3NKzVUabvDQ2PFfs43OsB0DGs3+omMTCDeSR3AGSyj6ix42oDVzJaPZ0hk9m/9V3f5k+awknbNfmm8sAAAAf1krJeeKTifwwtTGaSWBV7FSpScZivjRWSSPAABoEkVqAff19vZqpsnV1mjseOtGozNsxyBMjf4oaKVj899+Z5WKyY6V8QVQg+QRAsGwVABAq5gqAgDniuPzNQk8fzEzwU1eJRWk5csqNFtSgeQR0KK5uTlNzTV+g546kdTZ8qxSc8bZuf0A4LdWGjvlimRU6WBUAJpFoxOIZwIPwfMqqSB5l1VopaRCLJNHnNTB4wEDgN/y+bxSMye05uBow+8x5aIKM24Pd28lkV3WnNR3QYcj6xxjpFJvip5mAKjR6rSvRKlMxybguG6UVIhl8gjwQ29vr953wZmGb9Bfe3KFjp1Zqdepr4A2MF0HUROFzgRGoiJq4pqMB9oVhXsa4CWWySNOagCInkwmo/xcj45fva3h91z87NeVXlHsYFSd11oiu1eN3wEBAFHVbM0gOjaB+Ipl8qgV9PYDCAMKQwLhw0hURE1ck/EAAG8kjwAAAAAAAHzW7DTgME8BJnnUIHr7AcAfc3NzSs1VqPUCAAAAOMIzeWSM+YSkldbakUX775b0G2vtDzodHAAAAAAAgIuanQYc5inAy408+veSbl9i/5OS9kgieQQAaFpvb69mqPUCAAAAOGO55FGftbaweKe19pgx5sIOxgQAsWAqJU2daHx5b0maK0nJN9/qYFQA8O5YSAQAgHhZLnl0vjGmx1pbqt1pjElJuqCzYcFvPOQBAAAAAIBWLJc8GpWUM8Z80Vp7WpLeHnH08Ns/AwC0wSZ6tGH12YaX95ak7btX6a2V53cwKrwbkvEAC4mEAdciAEA3LZc8+neS/jdJR40xRyUZSRlJj0j6ky7EBh/xkAegE+bm5jQ11/jUu6kTSZU1J/UxgBUAAIRXs0usS+FeZh1ol2fy6O3pasPGmH8v6fK3dx+y1p7pSmQAAIQQyXgAYcC1CACiJ8w1UT2TR8aYxWvJWUmrjTE/s9a+2dmw8G6a7e2nyC6ATujt7dX7LjjT8NS7rz25QsfO9KrxiXoAADSHESPwQ7NLrEvhXmYdy1tqGnC1/VxeomRE6o3T8/OyYmS5aWu3L7FvjaSrjTH3Wmuf6lBMAAAAAAAAHdfbY9WTvED9mQ/V7Z+cnJSkc/ZLkjJSf3+/77G0UhP1335nlRKlcsdr4C03be1fLbXfGHOppO9I+khTvwmemu0dSc1MSwlpw+pyw39UFNkF3tFMz0IcexXiJMxDg4Fu4TxA1DBiBEAz0isqWvX+fu3atatu/9DQkCSdsz+ulht5tCRr7VFjTKoTwQBAp/X19S3ZS+DZs9ChXgUAAAC0z2vVQToGERfdqoHXdPLIGHOlpLlm3wdvzfaOrDk4qovKpyTFr3Y5c1HRrkwms2TvAT0L8dTK0GBGciJqOA+Cx+gvoDVe040ktzoGaePABcsVzH5c80Wya62RtE7S5zsZFLCUMM1FjTNubgAAwC9MJUc7vKYbSe50DEahjcPor3hYbuTR/75o20o6rvkE0ucl/X2nggKWwlzU4EXh5gYAQCe1stKXrFVvj43d6K+mnytC+ExBoxntcr2NE5XRX3h3yxXM/n+r/zbGXCPpX0j6nKT/Kml350MDEDau39wARAejIAH3uf5cQaMZiMboLzRmuWlrV0i6U9Jdkl6X9P9IMtbazV2KLXR4UAUAIHiMgkSYsdJXfNBoBhAny01b+6WkH0m63Vp7SJKMMX/UlahCiAdV+IW5/QDnAdrj+miFKs4DAADgiuWSR3dofuTR08aY70n6tiTTlahCKCoPqggWy8QDnAeAxHkAAADcslzNoz2S9hhjLpT0aUl/JOliY8xfSdpjrf1+l2IEIoNl4gHOA0DiPOiEV5ZY6r4wk5A03wm4+LXJ3q6FBoQaoyABNGK5kUeSJGvtaUn/SdJ/MsaskfRZScOSSB4BQACovwYA9SrJlJLnnadV768fnXXs7ZFci/evev/8qmiv662uxQiEURRWvAPQHe+aPKplrT0u6T++/R8AxzXTS1t9/ar3dyU0eKD+GvxCTzOipHzBKvVfvq6p8gJDQ0PK53/VlfiAsKI0B6KINk5nNJU8AhAdzfbSzu8jCRE0HvLgB+rtAMC5lmpwSstPf6TBCYQLbZzOIXkExFQrvbQAooF6OwBQz6vBKS0//ZEGJxAucW3jLDWiXPJ3VDnJIwAAmkTdKQA4l8tTRbwanFL0G53wl8vngcQIPBd5lbWQ/B1VTvIIAIAmUHcKAM7FVBHA/fOAEXhu8iprIfmb/CZ5FCPdGMoGAFFH3SlgHs8VqBXXqSJhw6iXYLl+HjACD8sheRQT3RrKBgAAoo/nCiB8GPUCoJNIHsVEt4ayNcP1nhEAAOIqjM8VccToL9Ri1AuATiJ5hEC43jNS1UwCjORXZ3AMAABxxOgvAMvJ5/NKzZzQmoOjDb8nNTOtfL7Uwajgstgmjxj1EizXe0Ykqa+vT5klHsAYVts9HAMAQFwx+gsA0E2xTB5FZdQLgpXJZHhgCxjHAJjn+gg81wukAgAQNplMRvm5Hh2/elvD71lzcFSZzLoORgWXxTJ5FIVRL8BiqZnpc4alJs+clDT/N7/U6yVuDoDrXB+BF5UCqa4n8AAAAJYTy+QREDVejajJyVPzP798qSTRutA1vgA0z/UReFEokOp6Ag8AAODdkDwCImD79u1L7nel4QUALnM9gQcAAPBuEkEHAAAAAAAAgPAieQQAAAAAAABPTFsDAAAAAAAIgbCuQkvyCAAAAAAAIGBhXoWW5BEAAAAAAEDAwrwKLTWPAAAAAAAA4ImRRwAQoKXmNHvNZ66+vhtzmgEAAACgiuQRAATEa06z13zm+X3dmdPcjGYSYCS/gHAKa3FOAAAQDiSPACAgXnOag57P3Iy+vj5llkhmBV3QD0DjwlycEwAAhAPJI4fR2w8gaJlMJpQF/QA0LszFOQEAQDiQPHIUvf0A4A+m6wAIA65FAIAwI3nkKHr7AaB9TNcBEAZciwAAYUfyCAAQW0zXARAGXIsAAGGXCDoAAAAAAAAAhBfJIwAAAAAAAHgieQQAAAAAAABPJI8AAAAAAADgieQRAAAAAAAAPLHaGgAAAGIp9cZprf3BL+r2Jd98S5JUXnn+Oa9VpmuhAQAQKiSPAAAAEDv9/f1L7p+cnJz/eeZD9T/IeL8HAICoI3kEAACA2Nm+ffuS+4eGhiRJu3bt6mY4AACEGjWPAAAAAAAA4InkEQAAAAAAADyRPAIAAAAAAIAnkkcAAAAAAADwRPIIAAAAAAAAnkgeAQAAAAAAwBPJIwAAAAAAAHgieQQAAAAAAABPJI8AAAAAAADgieQRAAAAAAAAPPUEHQAAIBzy+bxSMye05uBoQ69PzUwrny/59vuLxaKOHDmi6elprV271rfPBQAAAOJi586dmpyclCT90z/9k9566y3dc889SqVS6u/v1/bt21v6XJJHAIDA1N7cXnjhBZXLZd1555267LLL2rq5AXGWmpleMgmcPHNSklS+YNU5r5fWdSM0ILJq72eSFv49NDQkSdzTAASiXC6rUqnolVde0WWXXdbWZ5E8AgBIkjKZjPJzPTp+9baGXr/m4KgyGX8anMViUeVyWZL0+uuv65JLLvHlc4G46e/v9/zZ5OSp+ddcvvi8Xbfs+wA0r6+vL+gQALSgNhHsahK4GmOhUNBtt90mSTpx4oQeeuihtkb3kzwCAASmenP7kz/5Ex08eHBh/6WXXurEzRkIm+XOm+rD765du7oVDhAb3LOA6HE9Cfzwww+rUqlImh+B9PDDD+uBBx5o+fNIHgEAAve9732vbvu73/1uWzc3AAAAoFlRSgT7/XxN8qhNFHgFAADw11J1m7xqNlVfT90mIN6oOwV0FsmjFixV4PX3f//39YEPfICLEgC04LbbbtO+ffsWtj/5yU8GGA2AIHnVX/Ku2SRRt8l9UagzgnDp7e3VqVOnVCwWlUqlgg4H6Dq/n69JHrWhtsDr8ePHtWHDhoAjAgA33XfffZqYmFClUlEikdB9990XdEhNO3nypA4dOqR/+Id/0PXXXx90OICzvJIE1GyKDxr9aMXia8eDDz6okZERXXnllbr//vsDiqo5nVpiHfHk9/M1yaMWUOA1ePROAdGSTqc1MDCgffv2acuWLc5MA669Fh06dEiS9Id/+Ie69tprJXE9AoBG1V4rXWz0I1wKhYLGx8dlrdXY2Jiy2awzzxZVlUpFlUpFr776qi699NKgw4GD/H6+JnnUhu9+97t12xMTExR4DYDrVfABzLv77rv1zDPP6POf/3zQoTTt5MmTC/+uVCo6deqULrroogAjgkvoEAHeEYVGv1+o/dW6XC63sMpUpVJRLpdzIhFZu8T67bffLkl68803215iHfF133336dVXX/VlVD/JozZUL0he2+gcHqSB6BkdHdXp06e1e/duJx7wpHeuRb/7u79bt//Xv/61vvOd7wQREhxHhwjiztVGv9+o/dWeiYkJFYtFSfOlRvbv3+/U31Eul1soj1Iul506D+gQCZd0Oq1HHnnEl88iedSGZDKpUqlUtw00igsr8A7Xe5rffPPNuu1Tp04FFAlcxPUeeIfrjX6/UPurPQMDA9q9e/dCrZctW7YEHVJTJiYmFtqZpVLJ2fOADpHgFQoFDQ8Pa8eOHUxbCxKrA8EvXFgRd673NF944YU6ffp03TYAoHkDAwPau3fvQrFs1xr9CIdt27bpsccekzT/XHHHHXcEHFFzNm/eXNfOvPnmmwOMpjl+d4gEOX3Tz8RLUHK5nA4cOODLs3VHk0fGmNskfU1SUtIua+1DHq/755Iek3Sdtfb5Tsbkp7vvvrvupHaxTgeCQ08z8A7Xe5p7e3vrkkfnn39+y5/VzEMS9S2iJwoPqkA7stmsxsfHJUmJRELZbDbgiNCqpe5nUnfuaaOjozLGyForY4xTU+LxjqCnb/qZeAmC3yP7O5Y8MsYkJf2lpFslTUl6zhgzbq19cdHrVkq6T9JPOhVLp3BRihYabEBwXO9pPn78eN3266+/3tLnNP+QRH2LqHH9QRVoVzqd1tatWzUyMqLBwUGSqI5a7t7UjXvaxMSErLWSJGutc51STz/9dN32U089FcuFmYKcvul6SQXJ/5H9nRx5dL2kQ9baI5JkjPm2pEFJLy563f8q6T9I+p87GEtHuH5Rigo/emlpsAHBoqd5HjUu4i0KD6qAH7LZrA4fPhzbe0EULDfCvhv3NNc7pQYGBrRnzx6VSiX19PQ4F38UuF5SQfJ/ZH8nk0eXSMrXbE9J+kjtC4wx10rKWGv3GWOcSx65fFJHqVizH720NNiAYNHTDETjQRXwg5+rAyGeXO+UqsZfKpWUTCadiz8KXC+pIPmfRO1k8sgssc8u/NCYhKT/Q9K/fNcPMuYLkr4gSRdffLGeeeaZhZ997GMf07XXF5csluUledVntKI3Vfc5knTixAlJOme/l40bN2pkZETS/BKKGzdubPi9tZr9Dl7xS41/h6mpqYXXVleJq25PTU019T2CPAYnT57Unj17ZK3Vnj17tHHjRl100UUNx/Fumo2n1fd0Srfi9+M7B3EetPueWkGeB62+Z7Ggj8HGjRv1j//4j127lkr+fYfqFObabT+vAa6cy0Eeg1Zev5Qgz4Px8fG6B9WxsTHdcMMNDb23Ea78HQUdi+vnQavvqRX0Pa1dYTgGneLKeRCGeDZt2qRnn31WmzZt0i9+8YtmQpQU/HkQpvil+J0H11xzjX784x+rXC4rmUzqmmuucaatX7Vx40bt2bOnbrud49fJ5NGUpEzN9gZJr9Zsr5R0laRnjDGS9D5J48aYrYuLZltrvy7p65K0adMme9NNNy38bGhoSM8eek3Hr97WcGBrDu7RRy9fp3vuuadu/6OPPipJqv385RQKhYUGQyKR0Ec/+tGWesub/Q5e8UuNf4dGv2MjgjwGDz74oN7++5EkvfDCC75mhJuNp9X3dKpAarfib+U9iwVxHrT7nlpBnAe1Iwh//etf171Xan4UYdDHQJIGBweben0tP4+B1Nx3uOWWW/TDH/5wYfvjH/+4r9dZV87lII9BK69fytDQkJ772c9VXFF/LV6uBt5113zYl/iro++qtRQHBwdj+XcUdCyunwetvqdWkM92fgjDMeiUTv49LPdc4efMhG79TW/cuFHDw8P6yle+0pU2muTveRCm+KX4nAdVGzdu1O23365yuayenp6uHQe/j8ELL7ygkZERfeYzn9HWrVsbft9SEm29e3nPSfqQMeYDxpjzJN0pabz6Q2vtSWvtWmvtZdbayyT9WNI5iaMwy+VySiTm/y80xiiXywUcUfwsNZzQRbVT74BW9PX1qa+vL+gwYmvx6mrtrLaG1hWLRU1OTmp6errlz+jv79d113xYH718Xd1/q88zWn2eOWf/ddd82LcaeNu2baurpeja0tIAoiMKzxXV6Y+uToV3PX7XVUsqVDtzXD0O2WxW1157rS9THzs28shaWzLGfFHSE5KSkv7aWvuCMeYBSc9ba8eX/4Twm5iYUKlUkiSVSiUn50G6zvVieBIFUtE6l2qTNcLlJcqfeuqpuu0nn3wylquiBG1qakozMzN6+OGHW/7/P8gaeKOjo0okEqpUKkokEqziCqCrovZc4TqXn4uiIgrF+/2sIdfJaWuy1k5Imli07089XntTJ2PphCgkLlznejE8yd0CqcsVXZfcKLwepcLxUeDyEuXve9/7dOTIkYXtdesWr9CITisUCjp+/Lik+c6d++67z7mH7YmJibr7gSudUrXXUonrKQD4weXnoqigeH+9Tk5bi7xsNrswbc3VxIXrojCcMApT76IwtNn171AoFHTvvfe2NV0nSItH4Ln2PV577bW67VdffdXjlfDbzp07NTQ0pDvvvHNhX7lc1p133qmhoSHt3LkzwOiaMzAwoFQqJUlOd0q5fj0FgKC5/lyEaOroyKOoY2npcHB9OKGrI9ii0Itc+x2qQ4MfeughJ89l13unXB2BV/WpT32qrtDx7bffHnRIgUnNTGvNwdFz9i9XcFpqf6TWG2+8Ubd9/PhxXXbZZW1/bjdls1mNjY1Jmq+l6Mp9LQr3A4QL03UQd64/FyGaSB61yfXERRS4PpwwClPvosDl5EsU6mYtNQLPpeNQbfSfPXtWqVQqtufxcoWjJydPzb/m8sWJonVtFZyuJi6uu+66hTqEkpRMJjtan6gT0um0NmzYoCNHjiiTyTh3HiM4UZs66PI9GfCD689FCA8/k/Ekj9rkeuICwWMEW/BcT75EoXfK1RF4Vel0WoODgxoZGdGnP/1pp/5+/LRc47TTBadvu+027du3b2H7k5/8ZEd+TycVCgVNTU1JkvL5vKanp2P7t4T2uDxt0PV7MuAH15+LEB5+JuOpedQm1+uMIBz8XEIRzVsq+eKSKNTNikINOc7jYN19991125///OcDiqR1uVxO1lpJkrXWuWsRgrN9+3bt2rVr4b8nnnhCTzzxxMK2a6OOXL4nA36IwnMRgud37SySR22qzeS5igRY8Koj2OhZC4bryZcoFNmNQvF7zuNgjY6Oyhgjab5e0O7duwOOqHmuX4sAP3AeANF4LkLw/E7GkzxqQ1Sq4EchAQa0w/XkSzabrWs0u9o7xcgdtGNiYqJu1I6LDU7Xr0WAHzgPgHk8F6FdfifjSR61IQrDaqOQAGPkFNrl+tDgapFdSU4X2XV95A7XomANDAzUnccuNjhdvxYBfuA8AOa5/lyE4PmdjCd51IYoDKuNQgKMkVNoVzqd1q233ipJ+r3f+z3nbtKFQkH5fF6S9PLLL5O8CAjXomBt27at7n52xx13BBxR85imAHAeAIBf/E7GkzxqQxSG1bqeAIvCyCmgXblcbmGJ8lKpRPIiAFyLgheFmkcS0xQAifMAAPzgdzKe5FEbojCs1vUEWBRGTiF4hUJBP/jBDyRJ3//+951r+O/bt6+u1svjjz8ecETxw7UoeFGoeSQxTQGQOA8AwC9+JuNJHrUhCsNqXU+AuT5yCuGQy+VULpclSeVy2bmG/7p16+q2169fH1Ak8cW1KHiud4YAAAD4zc9kfI8P8cRaNpvV4cOHnUu6VFUTYCMjI20lwFIz01pzcLRuX/LMSUlS+YJVS75eWnfO/mYNDAxoz549KpVK6unpobGAlkxMTNRN+9q/f7/uv//+gKNq3LFjx+q2X3vttYAiia+BgQHt3btXxWLRucTFzp07NTk5KUkL/zs0NCRJ6u/v1/bt2wOLrRnZbFbj4+OS3OwMAQAACDNGHrUpCsNq2x3K1t/fr+uu+bA+evm6uv9Wn2e0+jxzzv6PXr5O113zYfX39/sSe+1UERoLaMXmzZvrtm+++eaAImnNli1b6kYQfupTnwo4ovhxfRRnVV9fn/r6+oIOoyVRGA0ssWofgHDgWgRgMUYeYSEB1iqvXulqz/WuXbta/uxmVAulAnGTzWY1Njams2fPqqenx9nEhcv8GsUZBFdGFjXC9dHAUv2qfS6NgAQQLVyLACzGyCM40XsJbwAAIABJREFULZfLLfT2G2Ocq1WDcHj66afrtp966qmAImlNOp3W4OCgjDH69Kc/7VTiIkpYHSh4r7/+ul566SUdP3486FBawqp9AMKAaxHgr2qJl9r/0j/5G6V/8jfn7J8v7xJOkRh5FFS9HQTP9Vo1CIco1M6KwogL17U7ihPt+/KXv6yZmRn98R//sUZGRoIOp2lLrdrHPQ1At3EtAvzjVaplcvLU/M8vX5yXWOdLeZdOcD551PzBkMJ8QNAcl4vUIjyqhXZLpZKSyaSTCRgSF4i7X/7ylzpy5Igk6fDhw3rppZd0xRVXBBxVc5ZatY8GG4Bu41oE+CcsJV784HzyKEoHA81jdR34weV6NQDmffnLX67bdnH0ER0iAMKAaxGApVDzCE6Lyuo6CN62bdt04YUX6o477gg6FAAtqI46qjp8+HBAkbQuKqv2AXAb1yIASyF5BOdRpBZ+GB0d1enTp7V79+6gQwHQgt/+7d+u2/7gBz8YUCSto0MEQBhwLQKwFOenrQHUekG7Fq8qks1meVACHPPVr35Vd91118L2gw8+GGA0raP4PcKCBWnijWsRgMVIHgGIPVYVAdx35ZVXauXKlXrzzTd10UUXOVcsu4oOEYQBC9KAaxGAxUgeAYg9VhUB3FcoFPTWW29Jks6cOaPp6WlGEAItYkEaAMBi1DwCEHsDAwNKpVKSxKoigKNyudyy2wAAAGgdySMAsceqIoD7lhpBCAAAAH8wbQ1AaDRTnNPPwpzVVUVGRkZYVQRw1MDAgPbu3atiscgIQgAAAJ+RPAIQCs0X5/S3MCerigBuy2azGh8fl8QIQgAAAL+RPAIQCkEX52RVEcBtjCAEAADoHJJHALRz505NTk5K0sL/VpM20vyoIK/kDgCEBSMIAQBhVCwWdeTIEVYChdMomA2gTl9fn/r6+oIOAwAAAIiEqakpzczM6OGHHw46FKBljDwCUDeqqFAoaHh4WA899BA9IwCcksvldODAAeVyOd1///1BhwMAiLHqyP5isajjx49Lkh5//HEdPXpUV111FaP64RxGHgGoU9v4AgBXFAoFjY+Py1qrsbExTU9PBx0SAACampqq237llVcCigQu2rlzp4aGhjQ0NKTJyUlNTk4ubO/cubOrsTDyCP9/e/cfHVV953/89ckPRfDHVhg0SItWMWxrLaK40m4poigmmCC4Wz1apMK49dRNt/tdvo1lT79dv0cPMf1ud9O6bjvQatdfu4ZIAkSRUmlta/0FaKsSLUorFXVQy6/WNiGf7x8zSWdCEpLM3Pncz53n4xwOuZNh5vXhzp177/t+Pp8L9Op78hWPx+l9BHhksPnLoj53WSKRUHd3tySpu7ub3kcAclLM36fIj57PyPTp07Me37t3L58fjIjrqUUoHgHoxckXEB2uDzAKrb29XZ2dnZJSE5OuX7/eyfcXJ5xA9Bx99NHat2+fOjs7VV5e7joOPGOtHXQZGEyYjhsoHgHoFZaTLwAjE6YDjEKrqqrSmjVrek/uqqurXUcqugIe0CMKRdTMjLfddpuam5s1ZcoUjoswbCeffHLWULWKigqHaYCRo3gEoFdVVZWam5tlrZUxJhQnXwAwFPF4XG1tbZKkkpISxeNxJzl8OCkGCsn3IipD+t2JQhFSkt56662s5TfffNNRkuGLyjpAflA8AtBrwYIFevDBByWlutQuXLjQcSJgeMoP7NGJz7cc9njpH/ZKkg4dc8Jhz5e4AhgFsVhMc+bM0bp163TJJZdwcgeniv27KEonlAzpDwefi5BRGbbm8zpAflA8gnODVbQlqtqF1NLSopKSEnV3d6ukpESrV6/mAAneqKysHPB3HR37Us85o+/JWcWg/w4oNpn7ZIkrzSPBd1G2ZDKp+vp6NTQ0eFnUZUi/O1H5rjn66KP1+9//PmvZF76vA3pO5RfFI4QKFW232tvbs66ucYAEnwx2ANBzoLBy5cpCxUGBJZNJPfroo5KkDRs2qK6uzssT1bBhvzx8fBdla2pq0pYtW9TU1KRbbrnFdZxh83VIPyfN4ZFZOOpvGYXB/ix3FI/gXBR2XlHZQYdxwlkAGIpEIpHVOyAMQ0t87HHhy/4Kfkgmk2pvb5ckrV+/3suibhSG9HO3OBQr9mn5VeI6ABA1Rx99tP74xz/2nsT4JB6Pq6Qk9bXgcsJZABiudevW9c4jYa3V2rVrHSeSbr/9dm3ZskWNjY2uowBONDU1ZfVobmpqcpxo+HqG9EvqHdLvg2XLlmnlypVauXKlZs+era6uLk2ZMkUrV67khLrAej4/Ay0DvuCTC+RBVHbQsVhMNTU1MsaotrbWu6uDAIpX31sfT5gwwVGSlGQyqU2bNkmSNm7cqD179jjNg8E1NjZq6dKlWrp0qTo6OtTR0dG7TPFv5B555JGs5YcffthRkpHrb0i/T/reLY7vosKrqqrKWqZnP3xV9MPWmKwZ+RSF27nG43Ht2LGDXkcYtqgM34Sf+t76ePfu3Y6SpNx+++1ZPaEaGxvV0NDgNBOGhnkxkMn3If2JREKHDh2SJB06dCgUQ3pHwsdhwD3q6uq0bt26rGXAR/Q8yjB69GgOGJCT/m7n6ptYLKZVq1Z5t2NGuPB9ikKrrq7OGloyb948p3l6eh312Lhxo6MkGIrMHsQbNmzQhg0bepcpfI/c3Llzs5Yvu+wyR0lGzvch/e3t7erq6pIkdXV1eddzqkfmxOs+yvwMAb4q+p5HHBAgn7idK0YqCr0gw54P0RaPx9Xa2qo//elPKisrc36C19PraKBloBjU1dX1DvsqLS31ssdFz5D+5uZmL4f0X3jhhVm9XmbPnu0wzcj4PvF6IpFQSUmJuru7VVJS4m3vL4DSJ5BHVVVVvXex8LFrM8KBXjsoVpnzzgx37plYLKba2loZYzR//nyvTiyAqIrFYr3zvVRVVXm7XS5YsEBjxozx8k5rUeD7xOtR6f0FFH3PIyCf4vG42traJPnZtRnu0GsHONxwi6hhmrPNGJPV28gY4zAN4E5dXZ3eeOMNL3sd9bj33nt14MAB3XPPPbrllltcxxmWvkNof/CDH3jXhv4mXvepDVHo/QVIFI8QMj5Phif537UZAFzKtYjaM2dbGJSUlPROUtuzDBSjMG2XI+H7kKmKigq9+uqrvcuu70RZjPbu3Tvosi98P09D7jiSQaj4PhmelLryfc4554TiyjcAwI2+EwP3vVUzUCySyaSWLFni7S3ifR8yFbY7UY6Ey4nXyw/s0YnPt2T9iT35PcWe/N5hj5/4fIvKDxz+Of/JT36Stfz4448XKn5eJRIJbd261csbAiE/6HmE0Mi8stPe3u7dlZ0evl9hAwDkLnOi4JKSEq+H7PhmsBsQ+HDzgcz8kp9tyJR5wunjJMG+D5mqrq7W6tWre7+LXN+JciRcTbxeWVnZ7+MdHftSvz+jop/fVhz276JwA4VkMqm2tjZZa9Xa2qp4PO7leRpyQ/EIoZF5ZefQoUNqamryaucMAECPnomC161bp+rqag6yHYnCzQd8bgMnnO6F7U6UI5H5fVrIidcHKtL2FHJXrlw5pNc59thjdeDAgazlQunpOdVX6R9SQ+cOHXPCYc+XDi+KJRKJrB54vhaDkRuKRwgN36/sAPnaQQOIhmuuuUabN2/Wtdde6zpKUfGpV05/fM+fKQonnHPnzs2a7LiQQ6byoedOlM3NzV7fidLnidd77rQ20HJQBuo5JQ3We+rwnlNSalRIZ2enJKmzs1Pr16/3bltG7igeZWASMLei0KUTxSufO2i4EbWhInCvpaVFBw8e1OrVqznIRlGKwgmnqyFT+RSmO1GOlM/TQlx++eV68MEHe5dramoK8r6DHbMMt/dUVVWV1qxZo87OTpWXl6u6ujovGeEXikcZMidrpsdL4Y0fPz5rEr/x48c7TAMMTz530AgHn4eKFKswXQRKJpNqbW2VtVZr1qxhuA6KUhROOF0NmconnwsvURCPx7O2Ax+LePF4XG1tbZJSdw/1sQ3IHcWjtGQyqfXr10uS1q1b5+1kzT7rezeIvsu+CNPJSzHxfYJUuMdnxH9hmpg3kUhk9bgIQ6aRYJ+GXETlhNPnIVMS27FrsVhM8+fPV3Nzs6644gov10EsFlNNTY2am5tVW1vrZRuQuxLXAcKiqampd5iUtda723BGQVSGrXEbS/dGjx5NrxHHfL81M8JhOJ+jvhPzuv7srVu3Luu4Yu3atU7zjBT7NOSi54TTGOP1CWdPzx1f87MduxePx3XOOed4W0CVotEG5IbiUVrPLeJ79PRCQuF86EMfylqeNGmSoyQjF7aTl2KybNkyrVy5UitXrtSGDRu0YcOG3mV6lBQeB6rIh8zh5EfS38S8LlVUZM9xNmHCBEdJRq7v0Dv2aW74XoxfsGCBxowZo4ULF7qOUpQ4Ng0H3wuQUjTagNxQPErrOeAcaDnMGhsbtXTpUi1dulQdHR3q6OjoXW5sbHQdb8gaGhqylm+//XZHSUYubCcvgAscqCIfkslk74Wd9vb2I36O+puY16XMOfwk6Y033nCUZOQSiUTvXYG6urrYpzniezE+c+J4FB7HpgDyheJRxPg8XGfKlCm9vY8mTZqkM88803Gi4QvbyQvgAgeqyIempqbez9GhQ4eO2PuoqqpK5eXlkhSKiXmj0PNo/fr1Wdty5u3KURi+F+N9zx8FHJsC0eG6JyrFo7S+Q6R8GjIVpeE6DQ0NOvbYY73sdSSF7+QFcCEqB6qud9DF7pFHHslafvjhhwd9fjweV0lJ6rAmDBPzRqHn0cknn5y13LcghuAlEgkdOnRIUqqI6lsxnosJ7lVVVckYI0kyxnBsCnjMdU9UikdpK1asyFr2tXjhuylTpujxxx/3steRFL6TF8CFqBRRhzPfDtwL28S88+bNyzphu/zyy53mGYkoFMB8197enjV00LdifFQuJvhswYIFWZP3M/cU4Kcw9OSkeJQ2ZcqU3t5GLoZMlR/YoxOfb8n6E3vye4o9+b3DHi8/wFXwsArbyQvgQhSKqJnz7axfv57eRw7MmjUra/nCCy884r8J08S88Xg8q4jq43YQhQKY7/p+7mfPnu0oychE5WKCz1paWrL2ycw9BfgpDD05KR5lWLFihZMhU5WVlZo+9WP6xBkVWX/+4iijvzjKHPb49KkfU2VlZUEzYui4jSWKXRSKqJnz7XR3d9P7yIFRo0YNutyfME3MG4vFVFtbK2OM5s+f7+V2EIUCGNyKwsUE37W3t2ftz+j9BfgpDD05KR5lGDt2rM4880ydeOKJBX3fzDmLMv9UVlaqsrKy39/5NpdRMeE2lu498cQTOvfcc/XUU0+5jlK0fC+iDne+HeTfD3/4w6zlTZs2Dfr8MHTn7sv37SAKBTDf5y577LHHspb7bhdhF4WLCb6j9xeQ4vv+IAzbMsWjDK4noMqH7du361Of+pRefvll11EAZ7785S+ru7ubIqtDFFGRq+FO1hyG7tx9RWE78L0A5vuxXVVVlcrKyiRJZWVlXp74u/oM9TclRDFOC0HvLyDF9/1BGLZlikdpYbxiORLLly/XgQMH9JWvfMV1lKLle1Xbd0888YT2798vSdq3bx+9jxzxfTuYO3du1vJll13mKEnxGu5kzWHozh1FPhfAonBsF4/HVVpaKkkqLS318sTfxWdooCkhinFaiFgspjlz5kiSLrnkEi+3ZSBXyWRSra2tstZqzZo1Xu4PwtCTk+JRWhivWA7X9u3b9eqrr0qSduzY4WXvI99POCX/q9q++/KXv5y1TO8jN3zfDurq6nqv7pSWlqqurs5xouIz3Mmaw9CdG+EShWO7MJws+GigKSGYFgIoTolEIusCk4/7A8l9b2CKR2lRuGK5fPnyrGUfex/5fsIZhaucvuvpddRj3759jpIUryhsB7FYTFVVVZJSRQlO2AovHo9nDdc50oFSGLpzR5HPF3WicGwnuT9ZgN+SyaQ2btwoSXr00Ue93JaBXK1bt07WWkmStVZr1651nGhkXPcGpniUFoUrlj29jnrs2LHDUZKRicIJZxSucvruuOOOy1o+/vjjHSUpXlHZDurq6jRt2jR6HTkSi8V65zmaMGHCEQ+U6KERDJ8v6kTh2E5yf7IAv0Vlnwzkou+8iRMmTHCUxG8Uj9KicMXywx/+cNby6aef7ijJyERh5xaVq5w+a2hoyFpubGx0lKR4sR0gH5LJpHbt2iVJev3114d0QYEeGvnl+0WdKBzbAblinwxIb775ZtZy33kVMTQUj9KicMXy1ltvzVq+7bbbHCUZmSjs3KJyldNnM2bM6O19dPzxx+v88893nGj4fB4mIkVnO2hqatKWLVvU1NTkOkpRampqyrqgMJT1QA+N/EokEjp06JAk6dChQ95d1InCsR2Qq6jsk4FcVFdXZ11MmDdvnuNEfqJ4lMH3K5ZTpkzRpEmTJEmTJk3SmWee6TjR8FRVVWVNjurjzo2rnOHQ0NCgkpISb3sd+TxMRIrGdpBMJtXe3i5JWr9+vbeFPJ898sgjWcsPP/ywoyTFq729XV1dXZKkrq4uLy/q+H5sB+QqCvtkyf8La3BruPMoon8UjzJE4Yrl5MmTJcm7wpEkLViwIGsis4ULFzpONHzcDjUcZsyYoWeffdbbXkfcStS9kfR6AaLmwgsvzFqePXu2oyQjF4VjO06a3fN5HURhnyz5f2ENbsViMdXW1soYo/nz53u7HbhG8ShCksmkHn/8cUnSj3/8Y+92cC0tLVlXRlavXu04EVB43Eo0HOj14t7cuXOzli+77DJHSQC3OGl2z/d14Ps+2ff51xAOvm8HYUDxKEJ8n5ugvb0960q/j93juR0qcsWtRIGUa665Jmv52muvdZSkeD322GNZyz/84Q8dJSlenDS7F4V14Ps+OQo31YF7vm8HYUDxKIPPXVIl/+cmiMKEfuzcwsHnbTkqtxL1eR1I0imnnDLoMoJ37733Zi3fc889jpIUr6qqqqw5InzcL/uO4wr3WAfuReGmOkAUUDzK4HuXVN/nJojChH7s3MLB5205KrcS9XkdSNLbb7896DKCx9BB9+LxuEpLSyVJpaWlXu6XfcdxhXusA/eicIEZiAKKR2lR6JLquyhM6MfOzT3ft+Uo3ErU93UgSfPmzcu6++Pll1/uOBFQeFHYL/uO4wr3WAfuReECMxAFFI/SotAlNQpzE/g+kRk7N/d835ajcCtR39eBlFoPmScLPq4H3zFhdjj4vl/2HccV7rEO3KOQDYQDxaO0KHRJjcLcBL5PZMbOzT3ft+Uo3ErU93UgRWM9+K6uri7rhK2urs5xouLk+37ZdxxXuMc6CAcK2YB7FI/SqqqqsoYo+Fh4YW6CcGDn5lYUupf7/hmKwjqQpAULFmjMmDFauHCh6yhFKRaLqaqqSlJqOCcnbChWvu8TooB14B6FbMA9ikdpCxYsyLo9to8nC1wZCQd2bm5lHtgZY7w80PP9MxSVLv4tLS06ePCgVq9e7TpK0aqrq9O0adPodQTAKd/3ywCQDxSP0lpaWrJOdnw9WeDKCIpdLBbTqFGjJEmjRo3iQM+BKBSyozDpdxRwwgb4f/dKAEA0UDxKa29vz5rg1cc5OiQOtIHt27dr//79kqR9+/bp5ZdfdpyoOPleyI7CpN8A/EchGwAQFhSP0qIyRwdQ7JYvX561/JWvfMVRkuLmeyE7CpN+R0EymdSSJUs4YUbRopANAAgLikdpUZmjAyh2r776atbyjh07HCWBz7igEA4M10Gxo5ANAAgLikdpUZijA4D0oQ99KGt50qRJjpLAZ1xQcI/hOgCFbABAeFA8yuD7HB0ApDPPPDNrubKy0lES+IwLCu4xXAegkA0ACA+KRxl8n6MDgPTEE09kLf/0pz91lAS+44KCWwzXAShkAwDCI9DikTFmrjGmwxjzK2NMfT+//0djzIvGmOe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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1, 10, 100]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(resoultion, case, 'hi-c-rao-common_elements','exp'))\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 555,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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+8pNauXKlLl26pJUrV2rr1q1OhwQsqo0bN+rKlSuev6BtNLVc10jeuba55ZZbCpJHt956q4PR2CsYDOrAgQNOh4EqkTxyoVTrel24bceCz1t38pAN0QAArr/+ehmGIcuyZBiG1q1b53RIwLwlk0ldvnxZknT58mWNjY15ejkBUCwQCKitrY3XvQOqva6RvHNt8+qrrxaMf/aznzkUCeqlt7f3mvHevXsdiqZ+6HkEAECNIpFIvhmi3+9nq2e4Sm9vb8FW5cWTXgCAfeib6D0vvPBCwfj55593KJL6InkEAECNYrGYZmZmJEkzMzNs9QxX8eokFwDc4KabbioYb9iwwaFIgMpIHgEAUKNwOKxAICApu/yhvb3d4YiA+ctVHZUbAwDsc/78+YLxuXOlezzBPTZt2lRx7FYkjwAAqJFpmvL5sl+pPp+PpqtwlWXLllUcAwDsYxhGxTHc55133qk4diuSRwAA1CgYDGr79u0yDEMdHR00XYWrTE1NVRwDAOxz4403FoyLl7HBfTZu3Fgw9krlEbutAQBQB6Zpanh4mKojAAAwbyxb8x6vPqdUHgEAUAfBYFAHDhyg6giuk9spsNwYAGAflq15z7Zt2wrG999/v0OR1BfJIwAAgCZWXE6/efNmhyIBgObz4IMPFowfeughhyJBvVy5cqVgPD097VAk9cWyNQAAgCb27rvvFoy90tgTABpVT0+P4vG4JCmVShUce/vtt9XT06OdO3c6ERrq4JVXXikYv/zyy84EUmdUHgEAACCPJRMAsHgCgUB+ufD111+vQCDgcESolWVZFcduReURmsLs7L4kJRIJSVIoFMr/rK2tjQw/AKDpFJfXX7582aFIAKA5FF9zPPHEExoZGdEPf/hDeid6wKZNm3T69On82CvLwak8QlOamppiK2IAdZVMJvXkk09qbGzM6VAAAICLBAIBtbW1kTjyiOK5YDKZdCiS+qLyCE2hOLvf2dkpSdq/f78T4QDwoEgkosHBQUUiEe3atcvpcAAAAOCA9vZ2Pfvss/nxww8/7GA09UPyCAAaHMsuG18ymVQ0GpVlWerv75dpmtw9BAAAmCWZTKq7u1v79u3z9DzJNE319fXJsiwZhiHTNJ0OqS5IHgGADYoTPrPlfp6rgCulUjKIJZeNJxKJKJPJSJIymQzVRwAAAEV6e3v1+uuvq7e3V3v37nU6HFvlmmR7pVm2RPIIAGwRj8d14o03lWq99q6K/2r2S+T4W+dKnhuYLFwnzbLLxheLxfJb7aZSKQ0MDJA8AgAA+FAymVQsFpMkDQwMqKury7PVR9/+9revGRf/zI1IHgGATVKt63Xhth0LPm/dyUM2RAM7hcPhgvLk9vZ2p0MCAABoGL29vQVV2l6uPnrxxRcLxkePHnUokvoieQQ4rNLyJqn2JU4A7Ldjx458Y0TLsvToo486HBEAAEDjeOGFFwrGzz//vGeTR15F8ghwWKXlTdLClzgBWHyHDh2Sz+dTJpORz+fTwYMHWbYG11i+fLkuX76cH69YscLBaAAAQCMieQQ0gGqXN0kscQIaQSwWKyjFpucR3KS4mWfutQwAQL3ce++9Bcu5tm3b5mA09tqwYYPOnfvoxv/GjRsdjKZ+fE4HAACA24XDYQUCAUlSIBCg5xFc5YYbbigY33jjjQ5FAgDwqmXLlhWMly5d6lAk9vv0pz9dcexWJI8AAKiRaZry+bJfqT6fT6ZpOhwRMH+jo6MF40Qi4VAkAACvOnbsWMH45ZdfdigS+7366qsF4+PHjzsUSX2RPAIAoEbBYFDbt2+XYRjq6Ojw7Naz8KbiZWosWwMA1Fs4HFZLS7ZrTktLi6ertMPhsPx+vyTJ7/d75rGSPAIAoA527NihlStXstMaAABAEdM0CxIqXq7S9upjpWE2AAB1cOjQIV26dImd1gAAgG16enoUj8fz49xS41AolP9ZW1ubdu7cueixVZKr0u7r6/N8lXYwGNTmzZs1MjKiUCjkmcdK5REAADVKJpOKRqOyLEv9/f0aGxtzOiQAANAEpqamNDU15XQY82Kapm6//XbPVOKUk0wm8/0EE4mEZ+aFVB4BAFCjSCSidDotSUqn04pEIlQfAQCwiGZX5LilGqcaxY+hs7NTkrR//34nwlmQYDCoAwcOOB2G7SKRiCzLkiRZluWZeSGVRwAA1CgWi2lmZkaSNDMzo4GBAYcjAgCgebmpGgfeE4vFlEqlJEmpVMoz80IqjwAAqNF9992nI0eO5Mfbtm1zMBpgYfx+f75yLjcGALeZXZHjpmoceE84HNbhw4eVSqUUCATYbQ0AAADuNztxVGoMAADmzzRN+XzZVIvP5/NMjyeSRwAA1OjYsWMF45dfftmhSAAAAOCk3M5yhmF4amc5kkcAANQoHA4XjL1SnozmsGnTpoLx5s2bHYoEAABv2LFjh1auXKlHH33U6VDqhp5HLpNIJBSYHNe6k4cWfG5gckyJxIwNUQFAc9uxY4eeffbZ/NhLEwV43/vvv18wvnDhgkORAADgDYcOHdKlS5d08OBBT+y0JlF5BABAzQ4dOlSwtv3gwYMORwTMX3Gl3MMPP+xQJAAAuF8ymVQ0GpVlWerv79fY2JjTIdUFlUcuEwqFlJhu0YXbdiz43HUnDykU2mBDVADQ3GKxmDKZjCQpk8loYGDAM3eZ4H2maaq/v19Xr17VkiVLPNPYEwAAJ0QikYJ5YSQS8cS8kOQRAAA18uqWrM2gp6dH8Xi85LHcz3NbPpfS1tZWsD20GwWDQXV0dKivr09f+tKXPNPYEwAAJ8RiMaVSKUlSKpXyzE1FkkcAANTINE1Fo1FJ3tqStRnE43GdeONNpVqvTZj4r1qSpONvnSt5bmDSG2XoUvY1PDw8zGsXAIAaefWmIskjAABqlNuSta+vz1NbsjaLVOv6qpeDe8V7772nU6dO6cKFC7x+AQCoQW45uCQZhjGvGzPFldCJREJStm1NjtPVziSPAACoAyo34GZ79uzR5OSkdu/erb6+PqfDAZpWpaW0UvMspwXcLBgMavPmzRoZGVEoFKrqpszU1JQNkdWG5BEAAEATGxoa0sjIiCRpeHhYp06d0tatWx2OCmhOlZbSSt5aTptIJBSYHK+6ijMwOaZEYqbOUQG1SyaTGh0dlZR9nY+Njc2ZQCpO+OYSxPv377cnyCqQPAIAoA4ikYgGBwc9s6MGmseePXsKxlQfVZZMJtXd3a19+/axxA+2qHYpreSt5bTwnmb5/IxEIrKsbKLXsizPzA1JHqFh1XI3gjsRABZTMplUf3+/LMvS4cOHZZqmpydF8JZc1VHO8PCwQ5G4A4lioD5CoZAS0y01JcpCoQ11jgp2apbPT3ZbAwAAJUUiEc3MZBPWMzMznp8UwVtWrlypS5cuFYzn4obGnnZIJpOKRqOyLEv9/f0kigFgnprp85Pd1oBFVsvdCO5EAIunUnPPZmnsOTAwoEwmI0nKZDI6cuQIySO4xuzEUanxfDRiY087RCKRgve604niWpsre+HzF4A7NNrnp52q2W3NDUgeAQBqUqm5p5cae1Zy0003FSz92bCB5DW8zQ2NPe3QaEsRammu7JXPXwDu0Gifn3aqx25rjYjkEQCgZtU29/RKY89z5wovzM6ePetQJMDCtba2anJysmCM0hpxKUKzf/4CcIdG/Py0SzKZzC/nPn369Lx2W3MDn9MBoHEkk0k9+eSTGhvjThQALMTDDz8swzAkZcuTH3nkEYcjAuYv16+r3BgfMU1TPl92+uzz+TyzFAEA7GaaZsFcycufn6V6YXoBySPk9fb26vXXX1dvb6/ToQCAq5imqZaWbDFvS0uLpydE8J7iZOf27dsdiqTxBYNBbd++XYZhqKOjwxN3kgFgMeSWckny1FKuUo4cOSLLyi4btixLf//3f+9wRPXBsjVIylYdxWIxSdnGr11dXZ5+QwNAPQWDQW3YsEGnT5/Wxo0b+fxsUm7dgcw0zYKlBCQ/KzNNU8PDw/w7AcACJJNJjY6OSsp+P3plKVcpGzZsKOiFuXHjRgejqR8qjyApW3U0u/s91UcAMH+lJkTA1NSUK3YhCwaD+uIXvyhJevDBBz07ma+XYDCoAwcO8O8EAAsQiUQKqnG8spSrlPPnzxeMi3tjuhWVR5AkvfDCCwXj559/Xnv37nUoGgBwl1IJeD5Dm0+z7kAGb0omk+ru7ta+fftIlAGoWTPttrZt2zYdOXIkP77//vsdjKZ+qDwCAKBGpRLwgFskk0kdPXpUkvSjH/2IyjlIylYJDA4Oero6AMDiCYfDCgQCkuT53da8iuQRJGXL1Gd76KGHHIoEANwnV4Zdbgw0skgkUlA5R7IAyWRS0WhUlmWpv7+fhCKAmjXTbpXHjh0rGL/88ssORVJfJI8gSerq6sq/mf1+v7q6uhyOCADcI7d7SLkx0MhKLSVAcyOhCKDevL5bZU9Pjzo7O9XZ2anly5cXHFu+fLk6OzvV09PjUHT1QfIIkrJv5nA4LClbUui1NzMA2Ondd9+tOAYaWTgcVktLtg1mS0sLSwlAQhGALUzT1O233+7pqiOpcHc1wzA8s9saDbOR19XVpbNnz1J1BAAL5NUtWdEcTNPUwYMHJWWrTLw+qcfcwuGwDh8+rFQqRW8SAHWT263Si4o3zXjggQc0Njamxx57zDONwUkeIc/Lb2Z4U09Pj+LxuKTs9uiSFAqF8sfb2tqu+SAH7FC8BevZs2cdigSojWEYToeABmCapqLRqCTv9yYBADts3LhRV65c8dTnp63JI8MwHpT0HUl+Sfsty/rTouNbJH1P0toPf6fbsqyYnTEB8KapqSmnQ0ATu+GGG/T2228XjAG3iEQi8vl8ymQyMgxDkUjEM3dJUZ1cb5K+vj5P9iYB3Gb2DdNiuZ93dnaWPZ8bqosvEAiora3NU5+ftiWPDMPwS/oLSQ9IGpV0wjCMqGVZv5r1a38s6e8sy/pLwzB+Q1JM0sfsigmAt8z+Esx9Ye7fv9+pcNDEcpVv5cZAI4vFYpqZmZEkzczMaGBggOQRZJqmhoeHPXXXHHCreDyuX518TZvWpq855k9n2xhfPP3zkueeGffbGhuah52VR3dJesuyrBFJMgzjh5I6JM1OHlmSVn/432skUeePuvBfvqh4fKJsBp4MPYB6siyr4hhoZOFwWM8995xmZmZomI082hkAjWXT2rT+8P7JBZ/3nZdabYgGzcjO5NEmSbNvvY5K+s2i3/mmpB8ZhvG/Slop6Qs2xoMm4kunlJ6eLpuB93KGvristbgXEEkxoP5IHsHNaJgNAADmYmfyqFTHxeLZ9OOS/tqyrD8zDONuSX9jGMZnLMvKFPxBhvEVSV+RpBtvvFGvvPLKggIZHx+XpAWf14juuece3X5XSunlaxZ8rv8zX1br0kD+3+G5557TmTNn8sfHxsYkqWBd5qZNm/TlL3+5tqCrVMtjbfnUH2hZS0Y3rLq2tHM+3v3AL/+SlYvymqnlcUrXPq+jo6P517wkTUxMSProfTA6Otqw74Va3quN9j6v53u1WDM9VrfI9YuZPXb7Y6qk0V6DtWim92o5Fy9eLBgfP35cq1evLvPbpbnlsUruinUufP5m1fqcNtJrot7zwkZm52NtpOd0PuaK95577lH66mc1XsW1zUOPLd51DT7ipc+lHDuTR6OSQrPGm3XtsrQnJT0oSZZlvWoYxjJJ6yW9O/uXLMv6rqTvStIdd9xh3XvvvQsK5JlnnpEkLfS8RtTZ2anjb53Thdt2LPjcdSef0+c+vkFPPPGEJOnEiRO6dOlS/vg777wjSVq7dm3+Z5s3b3bs362Wx3rj8f+mreumqirtlKTvvdSqNVt+M/9vZadaHqd07fNa/Hy5qRdQLe/VRnuf1/O9WqyZHqtbhMNhHTlyJD9ub29vmOfHDrW8BpPJpLq7u7Vv376GaCLZTO/Vcp5++un8LmuGYeif//mfF9zzyC2PVXJXrHNpps/fSg2Dc3PY3HNbSqXK60Z6TdR7XtjI7HysjfSczsdc8XZ2duri6Z9XdW2zmNc1+Eitr8FGfA3bmTw6IekThmH8O0lnJP0HSb9b9DunJd0v6a8Nw/iUpGWSkjbGtGCNNsmtp+IvUDclGYcVEQoAACAASURBVACgkXR1dWlgYECWZcnn86mrq8vpkBpWJBLR4OAgO3o1kFgspnQ6ezc7nU7TMBsNKR6P68QbbyrVeu183H81u7jh+FvnSp4bmByzNTYAaAa2JY8sy5oxDONrkv5Bkl/SX1mW9c+GYeyV9JplWVFJfyQpYhjG/67skrb/2WqwRhFMcgEAcwkGg2pvb9eRI0fU3t7uuZsN9ZJMJhWNRmVZlvr7+2WaJv9WDeDuu+/Wiy++mB9//vOfdzAaoLxU6/oqq6wO2RANADQXn51/uGVZMcuytlqWdatlWd/68Gf/5cPEkSzL+pVlWZ+3LOt/sCzrf7Qs60d2xrNQxZPcXE8gAACKdXV16bOf/SxVRxVEIpF8b6hMJqNIJOJwRJCkX/7ylwXjN99806FIAABAo7Jz2ZrrlZrkUn3UnNjBDMBc2NZ6brFYTKlUSpKUSqVYHtUgzp8/XzA+d6700h+3qNQbR1L+WG65fil8rwMAUIjkUQVMclHO1NSU0yEAnjRXolbios7NwuGwDh8+rFQqpUAgoPb2dqdDggdV6o0j0R8HAIBqkDyqgEkucmguDjiDRK23mKapaDQqSfL5fDJN0+GI4FXV9saR6I8DAEApJI8qYJILAIuLRK23BYNBbd++XX19fero6KBZdoNYuXKlLl26VDAGAACYzdaG2W6Xm+QahsEkFwCAOjBNU7fffjs3ZBrI7MRRqTEKDQ0N6Z577tGpU6ecDgUAgEVD5dEcTNPU8PAwk1wAQEXJZFLd3d3at28fNxsqoLF449m0aZPOnDmTH2/evNnBaBrfnj17NDk5qd27d6uvr8/pcABgQegviWpReTSH3CSXCwEAQCWRSESDg4NsPw/XSafTFcf4yNDQkEZGRiRJw8PDVB8BcL2pqSl6TGJeqDyaA3eSAQBzSSaTikajsixL/f39Mk2T7wy4xvnz5wvG586V3oUM2aqj2ag+AuA29JdEtag8mgN3kgEAc4lEIspkMpKkTCbDdwbgUbmqo5zh4WGHIgEAYHFReVQBd5IBOMF/+aLi8Yn8naBiuXXq5Y5LrFVfbLFYTKlUSpKUSqU0MDCgXbt2ORxVY6Kit/H4fL588jM3Rmm33HJLQQLp1ltvdTAaYG70t4GXMIdwFsmjCkrdSeZiAIDdfOmU0tPTunj65yWP+9PZC7tyx8+M+22LDR+ZPSFfvnx5focqwzC0fPlydXZ2MiEvYXZFL9+pjWHz5s06ffp0fjz7ohKFvvWtb+nxxx/Pj59++mkHowEWjt42cDPmEM4ieVQBd5IBOGXT2rT+8P7Jqs79zkutdY4Gc9m4caPGxsYKxrgWFb2NafZrV8o+Tyjtk5/8ZL766NZbb9XWrVudDgmoiP428ArmEM6jLrmCcDisQCAgSQoEAmpvb3c4IgBAo9i5c6f279+v/fv363vf+15+AvPYY4/pe9/7nvbv30/VUZFIJJLfySudTtMbqkG0t7fLMAxJ2cq5hx9+2OGIGtvXv/51+Xw+PfXUU06HAgBNg/6SzqPyqALTNBWNRiVl1/+bpulwRADcIpFIKDA5rnUnDy34XCOdUnKS3L7bbNy4UVeuXOG7ooJYLKaZmRlJ0szMDBW9DcI0TfX39+vq1asKBAKL8hqevezTbT1Yjh07Jsuy9NJLL+muu+5yOhwATSCRSGhi3F9VdfnouF8TRsKGqBYXq4Kcx9VJCT09Pers7NSuXbvyd+JWrVql7u5udXZ2qqenx+EIAQCNJhAIqK2tjRLqCu6+++6C8ec//3mHIsFswWBQHR0dMgxDX/rSlxb9NTw1NeWaPizFyyaKl/wBAOzBqiDnUXk0B5/PJ5/PR/8KAAsSCoWUmG7Rhdt2LPjcG49/V8HWlA1RAc46depUwXj2DkBwlmmaGh4eXrTKudlVRW7qwcJmKgCcEAqFdNE6W1U/zO+81Ko1HtgIgVVBziN5VIJbJzQAADSy2Tt6SdLbb7/tUCQo9t577+nUqVO6cOEC1XMVsGwCaBz+yxcVj0/kr9dmy92cKHUsp5GXx+JawWBQ27dvV19fnzo6OviucgDJIxcKTI6V7aPiv3xRkpRevqbkedIGO0MDAKCsVatW6YMPPsiPV69e7WA0mG3Pnj2anJzU7t271dfX53Q4DSscDuvw4cNKpVIsmwAc5kunlJ6e1sXTP7/mmD+d7c5S6pgknRn32xob7LHYVbIoRPLIZdra2ioej8cnsr/38VJJog1zng8AgF1yzbJzchUccNbQ0JBGRkYkScPDwzp16hRb0JdhmqYOHz5cMAbgnE1r01Uv5YL7BINBHThwwOkwmhbJI5eZq7SSZXYAgEb18MMP69lnn82PH3nkEQejQc6ePXsKxlQflRcMBrVs2TKlUiktX76cZRMAgKZB8ggAANgqty377EojwzA0NDSkzs5O+k44LFd1lDM8POxQJI1vaGgov/RyYmLCU1VaufdpTiKR3do7NKvRLu9VAIuJz6XG4nM6AAAA0BwCgYBaWrL3ra6//vr8lrtwVmtra8UxPlKqSsurpqamNDU15XQYAJDH55KzqDwCAAC2mn1H8IknntDIyIh+8IMfsOSnQRRPxJmYl+flKq3iO/e0QgDgNC9/LhVXVRWba8dAJyquSB4BgMdR8otGEggE1NbWRuKogViWVXGMj9xyyy0FCaRbb73VwWgAAG4Vj8f1q5OvadPadMnjlXYMdGq3QJJHdcZFGoBGR1UBgNl8Pp/S6XTBGKV961vf0uOPP54fP/300w5GAwDukkwm1d3drX379nETSe7bLZDkkc24SHOGkZnR6Li/6jfW6LhfE0aizlEBzvByyS+A2j300EM6cuRIfhwOhx2MprFdf/31BeN169Y5FAkWwn/5ouLxibLLP+ZaHiJx8xeoh0gkosHBQUUiEe3atcvpcLBAJI/qjIs0AACag1cuSLu6ugqSR11dXQ5G09h6e3uvGe/du9ehaDBfvnRK6enpkss/pMrLQyTnlogAXpJMJhWNRmVZlvr7+2WaJtVHLkPyCJ5k+Vq0ee3VqsoApWwp4JpZSw0BACjmlQvS9957r2B84cIFJvRlPP/88wXjWCxG8sglql0eIjm3RATwkkgkokwmI0nKZDJUH7kQySMAAIAqeeGCtNT28319fQ5F09hyFz7lxgCA0mKxmFKplCQplUppYGCA5JHL0BERAACgiXl5+/l68/v9FccAgNLC4bACgYCk7M6r7e3tDkeEhSJ5BAAA0GR6enrU2dmpzs5OLV26tODY0qVL1dnZqZ6eHoeia1wPPvhgwfihhx5yKBIAcBfTNPO7efp8Ppmm6XBEWCiWrQEAADSxW265Rf/yL/9SMEZpXV1disViymQy8vl8NBdH3SUSCQUmx7Xu5KGqzg9MjimRmKlzVHCz5KRP5+Nxxzd3CAaD2r59u/r6+tTR0UFvPRcieQQAqEktE10muYAzii8Cfuu3fkvT09O69dZb9bd/+7cORdX4gsGgwuGwjhw5ovb2di5+AAcZmRmNjvur6h83Ou7XhJGwIarGMz1jaGrmso4nfl3yuD99VZLKHg+8f6lusZimqeHhYaqOXIrkEYC8np6e/N0HKZsUkKTQrJ3nGmFbaQBAfd1yyy2Kx+N6+umnnQ6l4XV1dens2bNUHcEWoVBIiekWXbhtR1Xnrzt5SKHQhjpHBbdLXbdSYw98pqpz1x/9ZZ2jgVuRPAJQ1tTUlNMhwAVqmegyyQUaw4oVK3T77bdr69atTocCAPNi+Vq0ee3Vqna8/M5LrVoz6+YoFkckEtHg4KAikQg7rbkQySOghFrXBru1Oqc45tzj279/vxPhXKO4Mmq2xVqvDQBobr29vXr99dfV29urvXv3Oh0OALhCMplUNBqVZVnq7++XaZos/XUZkkdACbWsDa7numAUisfj+tXJ17RpbfqaY/50dveGi6d/XvLcM+Pu2U65ljX8UnOt4weAxZRMJjUwMCBJOnLkiLq6urj4AYB5iEQiSqezc/h0Ok31kQuRPALKqHZtMOuC7bVpbbrq8mQAAGrR29sry7IkSZZlUX0EAPMUi8U0M5PdJGVmZkYDAwMkj1yG5BEANJha1vBLrOMHALs8//zzBeNYLEbyCKhBYHKs7G6t/ssXJUnp5WtKHjfSqbrFwaYx9rvvvvt05MiR/Hjbtm0ORoNqkDwCAABNK5FIKDA5XvbipRIjnVJy0mdDVGhUuSUX5cYA5q+tra3i8Xh8Ivt7Hy+9sUb2+Hi9w5LEpjGwXyKR0ESVbSqcalFB8ggAAACeUUtCUMpWQiQSM3WOCkCxuap45tq4pbOzs2yvy1pjabRNY7zg2LFjBeOXX36Zyk2XIXmEhlaulHUxy1gBAI0jmUyqu7tb+/btq0uj4lAopMR0iy7ctmPB5954/LsKtvJ9AwCw35kyVSq5Cthga6bkeVcbJBceDofV19cny7JkGIba29udDslRoVBIF62zVfdydaJFBckjNKxKpaxOlrECqB//5YuKxyfyd/iK5foPlDsu0YOg2UQiEQ0ODrJLC8qqJSEoSetOHlIoVHp+YRhGvmF2bgwAdqt0XXT+w7nSmi2lf2fF5bgu2xLVwuzYsUPPPvuspOyGA48++qjDEWGhSB6hYVW6GFzMMla7UV6PZuZLp5Seni77fvWns3fTyh0/M+63LTY0nmQyqWg0Ksuy1N/fL9M02SYdi2rLli16++23C8ZOqmUOwfwBcI9ar4uOJ35tS1wLcejQIfl8PmUyGfl8Ph08eJCbQC5D8ggA4KhNa9M17SyH5hGJRJTJZMvyM5kM1UdYdMlksuIYAFBaLBYr+A4fGBjgO7yOZu8YaNdugSSPAIfZWV4PAF4Si8WUSmV7DKVSKSaeWHTbtm0r2Gr6/vvvdzCa2uYQzB8ALKZwOKzDhw8rlUopEAg0fc8jO9m1WyDJIwAA4ApMPOG0K1euVBwDAEozTVPRaFSS5PP5ZJqmwxF5y+yqIrt2CyR5BAAAXIGJJ5xWaqtpAGhkiURCgfcvaf3RX1Z1fuD9S0ooUXMcwWBQDzzwgI4cOaLf+Z3foWehC5E8AgAArhAMBrV9+3b19fWpo6PD8YmnkZnRaJmtk+djdNyvCaP2CTkWT65fR7kxAABeRfIIAAA0rNkNICXp3/7t39TS0qKhoaF8WXY9mkAC8+Hz+ZROpwvGANDIQqGQErqisQc+U9X564/+sqDxcrWSyaSOHj0qSfrRj36krq4ux28CYWFIHgEAANeYnp7W0qVLFQgEnA5Flq9Fm9derWm3wDV1mJBj8dx333168cUX8+Nt27Y5GA0AuAc7profySMA8JjkpE/n4/F8VUaxXBVHueNUcaCRFL8W7WoCCczHsmXLKo4BAKWxY6r7kTyqUXE5fbG5LtIkLtQA1Nf0jKGpmcs6nvh1yeP+9FVJKnk88P4lW2MDADcr1TB77969DkUDAO7BjqnuR/KoRvF4XCdOvqHUdStLHq90kSZxoQY4pTjxm0hkm9bOXtPt5sRu6rqVVa1tr3YnDgBoBuFwWM8995xmZmbU0tLCxQ8AzBM7profyaM6qPYiTeJCDWgUU1NTTocAAGhwuYufmZkZ+f1+Ln4AYJ4abcdULBzJIwBNiT4q3jRXRZmbq8kAJ9W6TN/N773ix24YhiRp1apV6u7udvVjA4DFZJqmhoeHSby7FMkjVM3ry34AuB8VZUB9xONx/erka9q0Nl3yuD+d3bL+4umfX3PszLjf1tgWm8/nk8/n08aNG50OBfNkZGY0Ou7Xd15qrer80XG/JoxEnaMCmk8wGNSBAwecDgNVInmEuvHSRVoqne1HVc2ywsD7l5QQEww7JBIJTVQ5+WPi1xzcXFGWTCbV3d2tffv2UcqNhrRpbVp/eP/kgs+r9oK9Ubj5cwXwujNl5oXJyWxCO9iaKXvemi22hgZ4DskjVI3JFIBacTf4I5FIRIODg4pEImxdCwB1ZPlatHnt1aqSn1I2AbpmVmU9GkNbW1vZY+c/XB2xZkvp31mzpfL5AK5F8ggoIeCXpmrYrSrEBMMWoVBIF62zVd/5ZuKHRpVMJhWNRmVZlvr7+2WaJtVHAABUUKk1Bje1gfojeQQAcAx3g7MikYgymWxpfSaTofoIAAAADYXkEQAADovFYkqlUpKkVCqlgYEBR5NHzbyzFgDA+2r9npP4rqvGq6++qq997Wv6y7/8S911111Oh4MFInkEAIDDwuGwDh8+rFQqpUAgoPb2dkfjicfjOvHGm0q1ll46579qSZKOv3XummOByTFbYwMAoFbxeFwnTr6h1HUrSx73p69Kko4nfl3yeOD9S7bF5mXf+MY3lMlktHPnTv34xz92OhxXSyQSZZObdiU/SR41mUpZdjLsAOAM0zQVjUYlZbcBN03T4YikVOt6Xbhtx4LPW3fykA3RwO2cmOQCQCWpKvubSqpqR+Zm9+qrr+qDDz6QJE1MTOif/umfqD6qwdTUVNkEqF3JT5JHTSYej+tXJ1/TprXpa47509ktLS+e/nnJc8+M+22NDdXxX76oeHyi6kn55OSkWltL73TFhB5YHMFgUNu3b1dfX586Ojpolg3PcWKSCwBoHN/4xjcKxlQf1a7aBGi1yU+SR01o09p01btVofH40imlp6fLJv0qJQXPjPvlX7pKE9OXmdB7SCqdfW6q+WIIvH9JCSVsiApzMU1Tw8PDDVF1BNhhsSe58JZEIqHA5HhV1Y1GOqXkpM+GqADMV67qKGdiYsKhSFAtkkeAB9SSEDx/mQk9AAAAAPusWrWqIIG0evVqB6NpDGfG/WULNHIJ72BrpuR5/qW2hlYSySN4VrVvRkm6OmNbWIDtAn5pqoaEYCgUsiEqzCUSiWhwcFCRSMTRndYAoBGFQiElpluq6sV24/HvKtiasiEqAPO1b98+ffWrX82Pe3p6HIzGeW1tbRWPn/+wfciaLdf+3pot2WrM93TFltjKIXkET6rlzShJKy7HdbnuUQFAaclkUtFoVJZlqb+/X6Zp0vcIAAB4xt13352vPlq9enXTN8ueq2dsrufs/v37yx5PlGktYheSR/CkerwZy/X5AYB6i0QiymSylZCZTIbqIwAA4Dn79u3T1772taavOnIrkkc1SiQSVTemlWhOCwCQYrGYUqnskopUKqWBgQGSRwAAwFPuvvtu/eIXv3A6DFSJ5BEAAA4Lh8M6fPiwUqmUAoGA2tvbnQ4JAAB4RKViB/8H2b456VXLyp6rOrXDHBoakmmaOnDggLZu3VqfPxSLhuRRjUKhkBK6UlVjWonmtAAAyTRNRaNRSZLP55Npmg5HhPmqZXOGM+N+rdliW2gAAMzZCzb+YS/YttAnSv9CaO4/Y7727NmjyclJ7d69W319fXX5M7F4SB4BQANit8DmEgwGtX37dvX19amjo4Nm2S6R8QfkX7Kk7OYLc23OsGZL4YS8p6cnP4mXskvjJRXcZGpra5uzrx8AADm19oKtl6GhIY2MjEiShoeHderUKaqPXIbkEQA0mFovSNkt0J1M09Tw8DBVRy6SXr5GbR/fUHHzBan6CfnU1FTVsQGLjeSn9yWTSXV3d2vfvn2uv8lB39rFt2fPnoIx1Ue1qeU1XO3rl+QRADSYWi9I2S3QnYLBoA4cOOB0GHBQ8UX1Yt0NBuxA8tN7IpGIBgcH2REUVclVHeUMDw87FAmqRfIIAIAG4KU7ugCaD8lPb0smk4pGo7IsS/39/TJN09XfVfStXXxbtmzR6dOn8+Obb77ZwWjcr5bXcLWvX5JHAJpCctKn8/F4fjJbLFdqX+64RLk97MUdXQBAo4pEIspksr0WM5kM31VYsK1btxYkj+rVhBuLh+QRgKYwPWNoauZy2eVc/vRVSSp7PPD+JdtiA7x2RxcA4Az/5YuKxyeqvllW7kZZLBZTKpWSJKVSKQ0MDJA8woK8+uqrBeOf/exnDkWCapE8ArBoiptpFptrQpNIJLS6hr8/dd3KmsqTAbtwRxcAUA++dErp6WldPP3zksf96eyOraWOnxn3l/1zw+GwDh8+rFQqpUAgoPb29voEjKYRDofV19cny7JkGAavIRcieQQ0uenpaQWmM4vSqT8ej+vEG28q1Vq6osJ/1ZIkHX/r3LV/1+SYVi9fotXLFxwm0PC4owsAqJdNa9P6w/snF3zed15qLXvMNE1Fo1FJks/nY2dQLNiOHTv07LPPSpIsy9Kjjz7qcERYKJJHABZVqnW9Lty2Y8HnrTt5SEpP2BAR4LxwOKznnntOMzMzamlpcf3duEQiQX8xAPCQYDCo7du3q6+vTx0dHSytxoIdOnRIhmHkK48OHjzIjTKXIXkENLmlS5dqcoVvUTv11+LMuL/knbHkZLYMO9iaKXne1RlbwwJqYpqmDh48KCm7bM3td3Snpqb0q5OvadPa9DXHKi2ZkCovmwAAOMc0TQ0PD7v+OwrOiMVisqzsKgPLskpWWdfa4kLiBpSdSB4BcI0VK1YoVGZnhvMffpms2VL6+IrLcV22LbLGE3j/UtmliP4PrkiS0quWlTxP7DyLOrBj2QQAwDnBYFAHDhxwOgy41H333acjR47kx9u2bbvmd+LxeNmbTxI3oJxG8giAa4RCIe3fv7/ksdwdiErHy+2k5jVzbX2au2vTFvrEtQdD7to6NTnp0/l4vO67yiy2SCRScDeOhtkAAKAZVXvzSeIGlN1IHjWZRCKhiTLLfubyr+/55Rs/SR8LoMHN9R6bK9HmJtMzhqZmLpdNDPrTVyWp5PHA+5dsjW0hBgYGCpJHR44cIXkEAAA849ixYwXjl19+WXv37nUoGlSD5BHmLWNJM+mZqi7SpMa6UAPgHanrVlbds6tR3HTTTRoZGcmPN2zY4GA0AAAA9eW1zUGaEcmjJhMKhXTROltVKeDOg2t08bpVVV2kSY11oeYlRmZGo1VWk42O+5XWtLRiuQ2RAZivs2fPFozPnDnjUCQAmgk7IwJYLKZpqr+/X5Lk8/lovO5CJI8AAHBYIBDQlStX8uMlS5Y4GA2AZsHOiMDiqHUXMS8kaoPBoDZv3qyRkRGFQiGtX7/e6ZCwQCSPgDLcsluV5WvR5rVXq97V6PzlpaquJR2Aevnggw8KxhMTEw5FAqDZNMvOiGcqVGknJ7OJsmBrpuy5a7bYFhqaQDwe14k33lSqtXTCxH812/fw+FvnrjkWmByzNbbFkkwmNTo6Kilb9Tg2NkYCyWVsTR4ZhvGgpO9I8kvab1nWn5b4nX8v6ZuSLEn/n2VZv2tnTMB8NNNuVQCct2rVqoIE0urVqx2Mxlm17qAneeMOLYD6yfgD8i9ZojVbSs/Pzn/4uVLu+JotzO1Qu1Trel24bceCz1t38pAN0Sw+dpZ1P9uSR4Zh+CX9haQHJI1KOmEYRtSyrF/N+p1PSNol6fOWZb1vGMYNdsVTSaUywrkmqfF4XFrhsy02OKOZdqsCnFbL3eCrM7aFZbvZ3z2XLhVuKDA5Oamenp6mTIDUsoOexOYMAK6VXr5GbR/fUHbexrwOsF8sFlMqlZIkpVIpDQwMkDyqUbmVMpVWyeTOq2aljJ2VR3dJesuyrBFJMgzjh5I6JP1q1u+Ykv7Csqz3JcmyrHdtjKeseDxe9XrvqUt+acUaW+MDAK+q9W7wistxXbYtusWzbt06jY2NFYybWbU76ElszgAAmJ9qW1Tkzl3MNhVeEA6HdfjwYaVSKQUCAXZbq1GlasiKq2SkqlfK2Jk82iQpMWs8Kuk3i35nqyQZhvEzZZe2fdOyrBdsjKmsatd77zy4RjN88AANL5FIVJwkzCXw/iUlCj7SUA+13g3u7OwsW4HS6GZXFSWTSX3xi1+UZVlasmSJfvCDH9AHAAAAm9TUokKiTUUVTNNUNBqVxG5r9VCpOt2uako7k0dGiZ9ZJf7+T0i6V9JmST81DOMzlmWNF/xBhvEVSV+RpBtvvFGvvPLKggIZH8/+ceXOu+eee5S++lmNr7q28mguf/Cf/LIMv5YtK50cevbZZyVJjz32WNk/Y9myZQt+TOXY+Vif+E9+pf1+zayublv3lv/pNrUuqc9jnetxNvr5s91zzz26/a6U0surq2Br+dQfaFlLpqrn9KHH/Epl/JrxqarndaHPaS2P1f+ZL6t1aaDs3zXXc7Jx40b5Wvyy/NXtDmMEV+qmG+b/+ePkY51LPV+/krOP9Z577tHtV+9clNfvXGr9d121apUmJiZ055136pe/dLZ6ptbntMVKK+BLu+K7ppneq7X8XbXMH9z0XSPZ/7zWk5Pv1Yce88u/ZOWi/Ts18nu1npyeF1Z6ThdbLc/LXOfeeeeduvPOO8ue/+d//ueSpN/7vd+r+PfwXbMwd9xxh44fP6477rij5Fynlu8aqbFew04+L3Y9p3Ymj0ZVWFOzWdLZEr/z3y3LSkn6V8Mw4somk07M/iXLsr4r6buSdMcdd1j33nvvggJ55plnJEnlzuvs7NTF0z+vqvLoey+1as2W3yyb1fvpT38qSXriiScW/GdXw87H+s2/W6OUv0Wp61ZWFVvg/Uu66brr9Q//8A9VnT/bXI+z0c+frbOzU8ffOldVAz1JuvH4f9PWdVNVv37PX16r91b4qloisv7oL/W50Cfm/fqu5bGuO/mcPvfxDWX/rrmek2eeeUZvz1zS2H3VL4XZ5PfP+zl38rHOpZ6vX8nZx5qrPFqM1+9cav13/djHPqaRkRF985vfdLzqqNbn9Pr0hG5aPl7V59K3Dq7RxevW1LRszS2fS3Nt3fzOO+8U/DnF6tkY3O65klu+ayT7P4Prycn3am4OvFj/To38vVpPTs8Li5/T2Z9TiUS2AjsU+ugSz84NCmp5Xpgrzd9ivv4//elPq7u7u+xcp5bvGmnuz6XF5OTzYtdzamfy6ISkTxiG8e8knZH0HyQV76R2WNLjkv7aMIz1yi5jG7ExJgAAGlIgEFBbW5vjiSMsnng8hgfIywAAIABJREFUrhMn3yh7U6ZSc3AagwNYbFNTU06HAJcLBoM6cOCA02GgSrYljyzLmjEM42uS/kHZfkZ/ZVnWPxuGsVfSa5ZlRT889juGYfxKUlrSTsuy3rMrJtQm4JemamxiOvtOBQAAza7a5uA0Bq8sMDlWdntr/+WLklR2+UhgckzSBrtCA1xldlURu9IBzc3OyiNZlhWTFCv62X+Z9d+WpP/jw/8BAFyq3IUaF2kAJGl6elqB6UxVSa+FblgwdyPciezvfbzcZ88GVzXCrTZRFpgck5YvsTU2AIB32Jo8AgB4X+WtQr11kQag8c3Vf8VL1RO1Jco2ZHvYFO5Tg3ko7le22L2AAMAJnkgezdVwMncsN1kolkgktNqWyAA0s2apxnFiq1AA7rJ06VJN1tAw2yvL3pPJpLq7u7Vv37669DerNVGWbU5bvJ8NFopeQACagSeSR/F4XCfeeFOp1tJfwv6rliTp+FvnrjkWmBzT6uVLVOWOwIAnBN6/VHIpgf+DK5Kk9KplZc+TN+bzdUc1DgCgWCQS0eDgoCKRiHbt2uV0OKhScdKOGyUAmoEnkkeSlGpdX+XWh4ek9IQNEQHusGLFirKJilzVXlvoE6VPDs1dMt+sqMZZHIlEomzycy4L7aOC+ZuentbotF/feal14efOfJS4BrwkmUwqGo3Ksiz19/fLNE12VwQAuIZnkkcAqhMKhSqWs0skOQAAqFUkElEmk5EkZTIZqo8AoEgikdDEeHU3nyRpdNyvCYMbg3YheQQAcK1QKKSErjR9H5VGs3TpUt20/LL+8P7JBZ/7v/3dGvlm0lVvRU9FGRpVLBZTKpWSJKVSKQ0MDJA8AgC4BskjAAAAwGbhcFiHDx9WKpVSIBBQe3u70yEBQEMJhUK6aJ2t6uaTJH3npVat4cagbUgeAQCAhhHwS1PXrayqmkxyV0UZPbuai2maikajkiSfzyfTNB2OCACA+SN5hAWpNMllZy4AAIDSgsGgtm/frr6+PnV0dDREs+xa+ov863t++cZP5vsjFsttulHuuJTddKPSBhNYOCMzo9Eqn1P6xcDrhoaGZJqmDhw4oK1btzodjuuQPMK8LW2x1OJfXnbnLXbmAgBg/ujZ1XxM09Tw8LAnqo4yljSTntHxxK9LHvenr0pS2eOB9y/ZFhsAlLJnzx5NTk5q9+7d6uvrczoc1yF51ITOlLkbkZz0SZKCrZmS512dMfQbv9HGzlxwLSrn4BU9PT35hL2UrR6QVJBM4I4+0HiCwaAOHDjgdBh5tfQX2XlwjS5et6qmJaaoP8vXos1rr1b1nNIvBl42NDSkkZERSdLw8LBOnTpF9dEClU0eGYbxRUmrLMvqK/r5f5T0rmVZR+0ODvVXqfLn/IcXImu2lP6dNVuoHIJ7zfXapXIObjY1NeV0CAAAAA1rz549BWOqjxauUuXRf5X0SImfvyTpOUkkj1yo0l1oKofgZXNVYPD6h5sUv555/QIAgEaXTCbV3d2tffv2LXrft1zVUc7w8PCi/v1e4KtwbIVlWcniH1qWdV7SSvtCAgAAAAAAXtLb26vXX39dvb29i/53t7a2VhxjbpUqj5YZhtFiWdbM7B8ahhGQtNzesAAAANAoatmVa3Tcr7SmpRVMHwGgVsV9D0vtbNiIfQ+TyaRisZgkaWBgQF1dXYtafXT58uWKY8ytUuXRIUkRwzDyVUYf/vf//eExAAAAAADgkBUrVmjFihVOhzGn3t5eZTLZjZkymcyiVx9ZllVxjLlVqjz6Y0n/l6S3DcN4W5Kh7F5DByT9n4sQG4B5KreDnlR5F70z436t2WJraAAAD6hlV67vvNSq85eXauFnOqP4rn6xUnf5Z2vEO/5As0mlUhoZGdHY2Nii99axW/Hny9DQkEzT1FNPPdXQu4e98MILBePnn39ee/fuXbS/f8mSJbpy5UrBGAtTNnn04XK1bsMw/qukj3/447csy/Jcfdf09LRGp6svxZ4wEjZEBcxPxh+Qf8mSsrvkVdpFjx30APz/7N17cBNnmi/+b1sWBMdchkGJjW1IgMHM5FKBhOwhVZnDJWSNbDBD9vxm2WSW36m4d7dmt7x1tgLhMjk1xRyoAe/U1rh2a3dW5Ow/yez8JsbYRhYkQJIJmVwmCaRISBCJvQU2tpN2CBdxlaz+/eFIo1fIktqtVt++nypX8lhu6xXW5e2nn/d5iUgUDofxyYn3UTVtJOPtnpHRizIXz757y23nLniy/m4zm8UWWnQE8H59BTMOfTyu471fX0EfOIcmY/T29iISieC5557Dv/7rv5o9HENt27YNkUiEu4flkJo4yhRTbmMmjyRJWpf2LRXANEmSPlRV9bKxwyKifI1MmoraeZVj7rLEXZjI6bKdvHguj04MRibflvE41Bg6NCKyqappI+OussomEAjg+PHjCAQC2LJly3iHR0QZJKoGo9EoIpHR1+8777yDDRs2wOv1OrIq8NSpU8ldxHp6enD69GnLVh/V1dUhGAwm41WrVpk4GhqPbMvWVmf43nQA90uS9LSqqq8aNKaimzhxIiomXRv3JGFqDc8+iIjMkKtyLrG8pLbmO7feWMPKOyIqHkVR0NnZCVVV0dHRAVmWbV195PUAV791O4ZX3juu42cc+hg1nEOTAdK3ZO/t7XXs5/22bduE2MrVR08++aSQPHrqqacMv8/UZciSJAl9jiRJQktLi+MSikbKtmztf2b6viRJswH8FsCfGDUoIiKifOT6wGflnT2Nt5oscSwrysiKAoEAotEogNF+LKw+IiqsxJxg4cKFwvcjkYhj5wHpibKenh6TRpJbe3t7MoEjSRL27t1b1PfAuXPn4vPPP0/G8+bNy/LTlEm2yqOMVFU9I0mS14jBEBERkbtNLFVR6pmUuVoMOarJANtVlHHZpXt0d3cnr3qrqopgMMjkERHpMnnyZFy+/MeOMlOmTDFxNNmFQiHhPbC7u9vw98D0i4yLFi2CqqooKyvDb3/7W0Pv24k0J48kSVoA4IYBYyEiIiKX85XHMXVWrSv6uLlt2eVYiTK3VJPNmDEDZ8+eTcY+n8/E0ZAW3IGPrCpRzZhw8+ZNk0aSm9/vR0dHB6LRKLxeL+rr64s+hkT10T/90z8V/b6dIFvD7P0YbZKdajqASgDGL1AkIiIi2zp3IfMupkpkdKcqX3l8zOOmzjJ0aJbhpmWXZWVlYya7nFZNNpZz584JcX9/v0kjIa3C4TDeO/Ehot+6PePtnpHRE/a3+j675Tbv11cMHRu528yZM4Wla1VVVSaOJjtZltHZ2QlgtN+QLMtFH8PUqVPx4IMP4uGHHy76fTtBtsqjf0yLVQDnMZpAegrA20YNioiIiOyrrKwMNWOc7A99kyiYOivz7VNnOSNRQKKamhpXVJNlMzIykjUma4uOszn4WMtSyThlZWW4evWqEDvV4OCgEA8MDJg0ktx8Ph+qq6vR29uLmpqaMTcMGOviE8ALUGbL1jD7d4n/lyTpAQB/AeD/AfBfAPYaPzQiIiKyIyYKiIjILKmJo0yxk9xxxx04c+aMEFuVoijJpbtnzpzB8PDwLQmkXBePeAHKXNmWrc0H8OcA1gP4CsD/B0BSVXVZkcZGRERERGRbuXrlNDU1sR8OEY1b+vJXKy+HDQQCiMViAIBYLJZxx0k3Lee2o2zL1k4BOApgtaqqnwOAJEn/qyijIiIiIiIioqLq6+sbs/F3rsbgAJuDF5skSVljKwkGg0K8f/9+7jhpM9mSR09gtPLoNUmSDgL4DQDrPhuJiIiIiCwk9SR648aNOHz4cDJeuXIldu/ebcawiMZ09erVMZuDZ2sMDlinObjH4xF6ink8HhNHY6wHH3wQ7777bjJevHixiaPJrrRUTD14vV6TRkLjla3n0T4A+yRJuh3AWgD/C8CdkiT9K4B9qqq+UqQxEhERERHZ2qZNm4Tk0aZNm0wcDdHY7N4c3E3N6T/+WPw3/+ijjzT/jmg0it7e3ow9iArp8uXLQnzp0iXD7ouMka3yCACgquoVAC8CeFGSpOkA/geAzQCYPCIisqFiTRKIiOiPfD4fpk2bhgsXLmDlypV8/yUi3a5cEau9IpGI5t8xMDCASCSSsQdRIc2ZMwe9vb3JeO7cuYbdlx2l98j79NNPcf36dWzYsCFZpWX2stASLT+squp5VVV/parqcqMGRERExurv70ckEkFra6vZQyEicpVZs2ahvLycVUdEVBCTJ08W4ilTpmg6XlEUDA8PAwA6OjqS/2+EHTt2CPHOnTsNuy8nGBkZQTwex7lz58weSlLOyiMiInIORVFw/vx5AEB3dzeam5t59ZuIqEi8Xi9qa2v5vktkoNLS0uSuXonYqbZu3SpUC/3kJz/JeUxqhcuZM2eS37958ybWr1+P2bNnG1Lh8u1vfxuSJEFVVUiShOnTpxf099td6r+3oiioq6sDAHz99df4zW9+Y4nPDee+koiICIA4Sfiv//qv5Pfj8Th++MMf4u677za9DJaIiOzH+/WVMfvceC5fBwCMTL5tzGNRY9jQyMXq6uqEnb1WrVpl4miMdezYMSF+//33sXLlyryP/+qrr26JZ8+eXZCxpQsEAvB4PIjFYvB4PIYvk7Oz1tZWxONxAKPz9dbWVmzfvt3kUTF5RETkKomqo9T47rvvNmk0RERktnMXPPjlkfJbvq9ERrtb+MrjGY+LjgBTyiahtuY7GW9PXLQY63bUjPbvICq05uZmIXnU3Nxs4miMFQqFhLi7uztnQib1YmFjYyPOnj2bjGfNmoU9e/YUdpDfCIVCyYqwWCyW11jd6sCBA0IcCoU0JY+uXr2KcDiM06dPY/78+QUbF5NHREQOlzpJWLRoEVRVTcaSJBk2SaDCSm+kmCrx/aampjGPZ3UZEaXLlrwZ+uZ9ZeqszD/zwKzs7yuJ9yN+xlCxpVfTnD9/3hJLfozg9/vR0dGBaDQKr9eL+vp6Tcen99Pp7+8v5PAEfr8fe/fuRTweR0lJieaxusl4dgxMnSd++umnAIAf/ehHuO+++wAUZh7I5BERkYsk1pqnxmQP4XAY7534ENFv3X7LbZ6RmwCAt/o+y3is9+srGb9PRO6W7USCyR+yq23btgnx1q1b0dbWZtJojCXLMrq6ugAAJSUlkGVZ0/HjSVKM17p16/DSSy8BGF2K9cQTTxh2X2529erV5P/fvHkTV69eRVlZWUF+N5NHREQuUlNTIzRHrKlhwwk7iX7rdgyvvFfzcWP1JCGiW/X19eHSGEu5cum/4MElqc+AURFRvlK3gweAnp4ezb8jGo2it7cXw8PDlq5a8vl8WLlyJYLBIB5//HFLj7W9vV2I9+7dy2VrBZS4GNDY2Ch8/+rVq/j1r39dkPtg8oiIyEUURckaE9H4pS8tzLSckMsHiYiMNXv2bOFC2XgaQPf39yMSiVimUXE2169fF/5rVd3d3UIcDAYLnjzKtsQfyL3M3yqf0VVVVcKSwurq6ryPTe1hBYg76unF5BERkYssX75caCK5YsUKE0dD5GyFKhOn4qqpqcFFdQB/vyKi+dhfHinHVFZ0ksnGaoIOZG+Efu6CB56Jhg6tKL7zne8IJ8z5NAxOTTpEo9HkBiP79+/HmTNn4PV6LZNYSKUoCl599VUAwJEjRyxdKVVRUSFUhVVWVhb8PrIt8QeyL/O30hL/9A1u0vt4ZWNkiwomj6hg7FLeSeRmFy9eFOJLly6ZNBIi57HaSQURuU/c44VnwoQxG51na4Q+ddboss2vYO0KllzefvttIX7rrbc0HZ/eNPrcuXO466679A7LEHq3dPd4PEKfI4/HU/AxJgwODgrxwMCAIffjhCX+lZWVQqJt5syZeR87adIkoe/RpEmTCjYuJo9o3NLLAk+ePImRkRH88Ic/TG79bcUMPZGbvfnmm0L8xhtvmDQSIiIie+jr64P36yvjOrn0fn0FfSheH6yRSVNRO69yzEbnuRqhNzU1oW+MzRfsYsmSJTh8+HAyfuSRR3Iek3q+snjxYuG2ixcvWrZx/MGDB4X4wIEDmpJH1dXVQpWWluVRWjU0NKCtrQ2qqkKSJKxevdqw+7K7oaEhIU5PvGWTmjjKFOvB5BEVRDQaTWatz58/j+rqani9XpNHRUTpUstYM8VkXXY6eSEiIjLLZ5+Jya/Tp09rOj4Wi2WNneTLL7/MGheSLMvo7OzEzZs34fV6Ne8M5yZWbTPB5NE3xlobnG1dcOK4qbMMHZplpWbon3vuOZw4cSIZz5492/LN5YiIiIiIcqmpqUEfro97KQx3Ni2u9AbBhWwYbDV1dXVCkmHVqlWajm9oaMBLL72UjI2sBvL5fHj88ccRDAbxp3/6p2xzkkV6m4n02CxMHmG0oWVNrfZ1waPfH12a5XYHDhwQ4lAoxOQRkQXp2b2BzMWTFyIiMpoTqlwrKyuFZT5a+sXYzZNPPikkj5566ilNx69bt05IHj3xxBMFG1smiR3hbty4Ycjvd8LzFwCOHj0qxFraTNx+++24cuWKEBcKk0cYnZCPd12w2XJtC1ysnkOpjdYyxURkDV9//bUQp+/mQEREZFXeyDCmn2i/5fuea6NX5UcmTR3zOKDwOzuRNV24cCFr7CTt7eLrYe/evdiyZUvex7/44otC/MILLxhWAGCnneHsbNGiRULy6cEHHyzY72byyGG4LbA9jTUZApw1Ierr64M3cmHMx5qNNzKMvj7nrjkvFquuoSYi69Oz/bdbl/hT4WSr9A+HR3cOrZ031nyokisF8uSEKtdr164JcSEbBo+XUXPg/fv3C3FXV5em5FExV4+k7gw3MjKieWe4fDjh+avXsWPHhPiDDz4o2O9m8sjmuJOZ/eWazHBCREREZsv1OZNr+29+TpFe2ea8Vl8pQMVVXl6OSCQixE7l9XqTS8EAYMKECZqOL+bqEb07w7nJn/zJn+Ddd99Nxv/tv/23vI9dtmyZcKF4+fLlBRsXk0cOoygKNm/ejF27drEM0CZyJQCdNCGqqalB341SnL9/neZjp59oR02NPSqsrOy1114T4ldffZUf3EQGcdJnsps+q4jI3u655x7hxPu+++4zcTSjjJoDX758WYgvXbo0rvEVA3f8zd/Q0JAQp/bwMhOTRw4TCARw/PhxBAIBTSWLepWUlCTLEBMxEVmP3+9HW1sbVFWFJEmor683e0hEjmXWZzKZq6+vL5lMS5femzKTYvWrJHKq9GU67733nkkjMV5FRYWQaKistO6F1qqqKpw9ezYZc9OWsenZMdDIC8VMHjmIoijo6uqCqqro7OyELMtFu9K5fPlyHD58OBmzjwqRNaXuqqGqquG7ahC5laIo6OzshKqq6OjoKOpnMpnr6tWreO/Eh4h+69YdbjwjNwEAb/V9lvFY79dXMn6fiCgTvVu6G7kzV7rh4WEhVhTFsPuyu8mTJwtVZVOmTMn7WL/fj3379iEWi6G0tLSgF4qZPHKQQCCQrP6Jx+NFvdKZvt3izZs3i3K/RKSN3l05yFxjbT/ruTza72Bk8m1jHgf794C0lUAggGg0CgCIRqOsPnKZ6LduH3fDViLSZ+nSpcJF7WXLlpk4GmPpbQ6efnx6XEj19fXJC5gA0NDQYMj9jDVXArLPl7TOldJ3PU+np9I0MX9I0HJuLcsyurq6EIvF4PF4IMty3sfmwuSRg4RCIWGi2t3dXbSJ6ptvvinEb7zxRlHul4i0CYVCQlzM9wnSJ/tOQ6MTlNqa72T+gRo2LC627u7uZD8HVVURDAb5WiMiMoEkSZp+ftKkSUISxcm7WRezD1Fq9TsAQ6rfc29ElGW+pHGuFA6H8d6HHyFanrmq2HNz9N/yrc8z9ysa3TE7s5kzZ6K3tzcZV1VV5T0un8+HNWvWoK2tDY2NjQWtembyyGBXr15FOBzG6dOnMX/+fEPvy+/3o6OjA9FoFF6vt6i9TNgAjcyQmvHPlN3P1jci/WqB1uPtasmSJcLVuEceecTE0ZAW3GnIXnw+n9CjwOfzmTgaIiL3SO/5cuTIEU3Hp+5eBhhbjaPXo48+iqNHjybj73//+5qOLykpEXZYM7Jv7YsvvijEL7zwQsE3bSn25g7R8hnjaoIOjDZCH0t6g+yBgQFNv1uWZfT09BS06ggA2NXYYL29vYjH49i0aZPh9yXLcvIFX1JSUvAnSzazZs0S4tmzZxftvsk4V69exfHjx3H69Gmzh5JTWVmZritDeo+3i88+E/ts2OFvS2RHfX19WWMiIjKG3u3n7XRR/Mc//rEQ/+3f/q2m41etWiXEfr9f95jGcvDgQSE+cOCAYfdld+kXnO644w5Nx3/++ef48MMPheqlQmDlUYGlVjNcvXo12QvozJkz+Iu/+AuUlZUZVs1gZIlaLrt27cL69euT8e7du4t231Q46dU4p06dgqqq+Mu//Evce+9o7wYrVeOkjiOxJfbPf/7zvJ776Y/h7bffxt/93d/hZz/7GR5++OGCj9Uq9OzeQET5K8TJRzQaRW9vL4aHh9lsm8hFvJHhMasSPNdGGyKPTJo65rGAdXfcosLS28vyySefRDAYTMZPPfVUwcZG43fu3Dkh7u/v13T8s88+i3g8jo0bN+J3v/tdwcbF5JGB0jN9vb29yRNwoxhVopbLt7/9bSGePn16Ue+fCu/q1avJk50bN27g6tWrlq7MaW1txbFjx9Da2jquElij3mStZs6cOcJ709y5c00cDRGlSk/gnzx5EiMjI/jhD3+Iu+++G4C1EviU2Y0bN+C9ER9X82vv11fQB1apuVnuni2XRn9u3lgJokrdPe7svjlDVVWVcPLt5C3h9faybG9vhyRJUFUVkiQZupHKgw8+iHfffTcZL1682JD7cYLEJlhjxdm8/fbbyZ3aLl26hD/84Q8FuzDO5FGBpU7oFi5cKNx248YNw/tR+Hw+PP/884beRybplUa7d+9m9ZENpT5/05vY3bx5E7/+9a+LPaS8KIqS/PDs7u5Gc3Ozpqv0Rr7JWs0zzzwjlDgXY0ktkRslJuOpsRbRaDS51OL8+fOorq6G1+st6BhpbOcuePDLI+UZb1Mioy0CfOW3TubPXfAYOi5yvmL3bEnnhM0Z5syZIySP5syZY+JojLVs2TKhcmj58uWajg+FQsLmDkZupHLy5Ekh/uijjwy5HyfQ04vq2WefFeJCXhhn8shhEkt3du3aVdQS99QGvABw6NChot03GSO9cq6np8ekkeTW2tqazMjH43HN1UdGvslaTaYmkk5NlBGZqaamRlgWWlOT+3J86knjc889hxMnTiTj2bNnF7yxKGWW6+R36JsT6Kmzbv25qbNG+1v14TqGV2qvNp9x6OO8nitERnHC5gxvv/22EL/11luaji8vL0ckEhFip9KbfNIi9d80U0x/VFVVhbNnzyZjLdVziQviCZcuXSrYuJg8cphAIIDjx48jEAhwS2DSxev1IhqNCrFVZWrAp+Uky8g3WavRW95sNLfugkfOoyhK1jiXTK9VJo+KQ2/lR1NTE/r6Pst4GxFZn52SHOkXBV999VXLflZMnjxZmHNPmTLFxNFYW/qc4csvv8z7WCP/nbnbmoHSdxwzegcyRVHQ1dUFVVXR2dmJ4eFhQ++PnC01cZQpthK9u2pMnjxZiJ38Yeb3+5OJQK/Xi/r6epNHlJ1bdsEj56mvr08uVZMkCQ0NDZqO19PvgIjIzZYuXSrEWqtp7DQvTN8dTeu8LlPyySi7du0S4paWFsPuy+4qK8WeZjNnzsz7WCP/nVl5ZKC/+Zu/Ea7oa906UatAICAs3Slm9dFjjz0mLF1buXJlUe6XjDNr1iyhXNLo5KceetYFA6Nvsql9gJz8YSbLMrq6ugCM/jsVu7l+LqwoIqeQZRmdnZ24efMmvF6v5V5rREROddttYkPviRMnajo+FosJsZUvoC5btgwvvfRSMl6xYoWm45csWSKcwz3yyCMFG1um+0pUxUyZMoVtE7IYGBgQ4vTd17JZsmSJ0AS9kP/OTB4Z6N/+7d+E+F/+5V8MTaqEQqHkm1s0Gi3qcpRNmzYJbzxswmt/s2fPFpJHd911l3mDyWHZsmXC8288H5yJZXper9fRH2Y+nw9r1qxBW1sbGhsbLb/9t1l93DJJX1KXLtMSu3RccucePp8PjY2NaGtrw9q1azU/f920WxARUSHpXcrV0NAgJGRWr15dsLEV2j/+4z8K8e7du9HW1pb38Z9++mnWWK/0uVPiAu+dd96ZnC9xbnSrO+64QzgPu/POO/M+9tSpU0IT9NOnT2P+/PkFGReTRwZKbZSZKS40v9+Ptra2ZJaxmMtRfD4fHn30URw9ehTf//73TT/JI/3Smw3+/ve/N2kkuem9wpS+rnh4eNjRz2FZltHT02OLSggr9XELh8N478OPEC3P/Nzw3Bz9oH7r88GMt3sjXEo8Hnbug6Xntfbd735XSB5973vfK+TQiIgcy+/3Y9++fYjFYigtLdV8TiTLMjo6OhCNRjFhwgRLz5f0bnCTXtHS39+ve0zZjIyMoLy83NJLAa1Az99l27ZtQrx161ZNCcVsmDxykHXr1iWz5Kqq3rLVutGmTp0q/JfsLXWL6Uyxlei9whQIBG6JzU5UGMnn8+H55583exg5KYqCzs5OqKqKjo4OyLJselIvWj4D5+9fN65jp59oL/Bo3MlOPbD0vNbefPNNIX7jjTcKMSQqEu/XVzDj0Me3fN9z+ToAYGTybbfcljgO3GyNSJfEEv1YLAaPx6M5+ePz+bB27dpxV44W05w5c4QE0ty5czUdn1jelBoXUvqFHbvs2Ge29L+Dlr+LkTtmM3lkoJKSEqHBpdY+LFq1t7cL6xv37t1btBNgRVFw6NAhAMArr7yC5uZmS7/RUm4VFRVC1ju9cZuV6L3CZOaSTxpbIBBI9h2IxWLjSupFo1H09vY6vprMyaxYUVQMejcCIPPU1taOeVuicq7n1VPqAAAgAElEQVS25juZf6Am+/FElFshlujbpUp7x44dWL9+fTLeuXOnpuNXrFjBvrUWVFdXh2AwmIxXrVqV97F6E4rZMHlkoOrqamGtYk2NsZeSQqGQsL6xmCfAZjbrJmMMDQ0J8eBg5qU4VpBoTAuMrwm03+9PlifbYQcyt+ju7hbeV4LBoOb3lbNnzyISiWD37t3YvXu3EcOkIrNSHywj2WnHSxJlS3jyqjtRcehN/tilSnvBggXJZMHcuXM197ZJ71vr1gs2VtPc3IxQKIR4PA6Px4Pm5ua8j9WbUMzG2FIYl0vvo/Lll18aen/Lli0TYq3bUuqRqXKD7M1O20T7fL5kM9mamhrNJ5SyLCcrA624A1mhKYqCp59+GsPD1u7BU1FRIcT5VL+1tLSgqakJTU1N2LBhAy5cuAAAOHToEDZs2ODonfTcIrUPltXpea2Vl5dnjYmsLhqNIhwOW/6zhigTu8yVAOCZZ55BSUnJuDcsSiyJKvSSNRo/n88Hv98PYPQit5Zzm29/+9vC33T69OkFGxeTRwa64447ssZO4vf74fV6AYCVGw7h8XiyxlaiKEqykVxfX5/mD/pEebMkSbbYgUzvhNwuJ9/p1W7p25bmklr5CYw+N8zkuXYR4XA4mdxK/wqHw1lvZ+Lr1j5YVp/U63mtLVy4UIgXLVpUqGERFUWi8pPvXWQGvXMdu8yVgNHen6qq4siRI5qPDQQCyTm+x+OxxeN1i+bmZixatEhT1RFg7N+UySMDpZ+oGH3ikqlpcLE4vXIjtZoh00meEydGDz74oBAvXrzYpJHkFggEhCWb43mTlGUZCxcutMVzd2BgAJFIZFyPU1EUdHV1QVVVdHZ2Wvrku6GhQYjz2Sp348aN2LNnD/bs2YOLFy8Kt124cMHUcuySkShGblzGxbPvZvzyjFyCZ+RSxts+OfG+sOOYW2Xqg2VVel9rx44dE+IPPvigkMMjKrixKj9feeUVbNiwwbHzJbIeve+/dpor6R1rKBQSPledvnrEThWRiaWTWi9qG/k3ZfLIQMXercrv96O0dLSN1XiaButht8oNvcrKymy14894fPyxuEvMRx99ZNJIcivEssnxvkEXm6Io+OqrrwBgXJOETP3JrGrdOnFXM607SFpxx8CqaSP4+xWRjF//p/ES/k/jpYy3VU1js2Qgcx8sqwoEAskm1yMjI5pfa4ly9QRW9JKdpFd+psdERtI717HTXEnvWM08fzSDnguwxXbq1Ck8+uijOH36tKbjjFwRxIbZBvJ4PMmsXyI2kt5tKQtx/3bYlWA83Ng87sqVK0IciURMGkluTm943dLSkqw6OXPmTDIJcuPGDaxfvx6zZ89GbW1tXs9TO+0sp3cHydLSUuE9ODE5IvuqqKgQdhCx8i6Qma78aXn+rlu3Di+99FIy1po8JSq21M+g9GWWFy9eZJNwKhq9cx07zZX0jlWWZezduxfAaPLJaedxqXPoaDSavOj60ksv4dSpU7j33nste563bds2RCIRbN26FW1tbXkfl8gJAIVfEcTKIwMtXbpUiI1uYO226h8yViJjPVZsJU5fNpnq/PnzWeNc7NSfLNMOklqkJo4yxWQ/evtgFZPeTSwSyVMAyeQpkV1YsfKT3EPvXMfv9wvvv1aeKxVyXuf0htnpcwYrzyFOnTqVvFjW09OjqfrI5/Nh5cqVAIDHH3+8oDkBJo8MdNtttwnxxIkTDb9PM/u2tLa24tixY2htbS36fRebnXZgGC87Ncx2euI0tY9PpqUse/bsyfuqiZ0SbXpPvquqqoQ4sSMf2deKFSuE+LHHHjNpJMbTmzwlMhPff8lMeuc669atE95/rVz5qfexBgIBIWlkh+VcWqTOoa9du5b8vqqquHbtmqWrjlJt3brVpJGImDwykBkNrM3q26IoCkKhEIDRCa+TkyqAOxJl6SdliQy2Vdmp4bWZnJ5oI2e7fv161thK9M4B7FQlSJTuu9/9btaYyEh65zovvviiEL/wwguFHF5B6X2soVBI6M/n5AsVdvpcTV2iD4xWH+VLURQcOnQIwOiGBYU8L2fyyEB6r5qPh1kVMa2trclmbSMjI45OqqQmyrq7ux2bKEs/Kbtx44ZJI8mPXRpe61WIpLRdEm16H+u5c+eEuL+/X/eYyFyvv/66EKc/R6xEbxNSO1UJEqX7/e9/L8RvvvmmSSMht9Iz1zl48KAQHzhwoFDDMoSex2rG+apZ7PS5OmfOHCGeO3du3sca2fCdySOHCQQCOH78eNFLDu32JqtHaqIsHo87NlGWfpJWjMo5yq0QH/J2SbTpfayTJ08W4ilTpugek1Wkbond1NSEcDiMcDgsfI9bYptLluXkZ4WqqponqawSJDtLb2Y/c+ZMk0ZCbqVnrmO3nol6HqvdLhbrYafP1R07dgjxzp078z62ELtQj4XJIwMdOXJEiA8fPmzo/SmKgq6uLqiqOq4tvCk/6YmxRBUSEVlL4oMz4ebNmyaNxHhlZWUoKyszexiGq6urE+JVq1aZNBJtxtss2C5VgkTphoaGhDi92T2R0dzQnzRBz2N128Viu3yuLliwIFl9NHfuXMyfPz/vY41cnsd9iw1UWVkprFc0+qpLphK1bFs1pm5dCACffvoprl+/jg0bNiSfcPlu/11XV4dgMJiMrTahL+RjTfwbjxU7hdX/pm6VaSnX9u3bTRqNsdIT7ocOHdL0WFevXi1sdb5mzZqCjc1sVm3waLTm5maEQiHE43F4PB40NzebPaQxBQIBlJSUIB6Po6SkJOdnciaJq8lEdrN8+XJhDpHe7J7IaKmrMbS+95aWlgrVRoklyFal57G6jZ0+V3fs2AFZljVVHQGjCbKuri4AhV+ex8ojAxX7qoveErV4PI54PD6ubQubm5uFNaRWntADo32Z4vH4LT1R8pF4nGPFTmG3v6lbuGlteiKxmzBhwgRNx69bt06IrbxbitX09fXBGxnG9BPtmr+8kWH09fUZMi6fz5fccdDv91u65DwUCiVPPmKxmKObkBKlu3jxohBfunTJpJGQG+ldjWGnKle9j3Xp0qVCnD7PJPMsWLAAR48e1VR1BIzOlRIbHT3++OMFnStZO41qc8W+6uL3+9HW1gZVVSFJUs4StdQr14qiYPXq1QCAy5cv4+c//7mmJ1piQh8MBlFfX2+5CX36Y018KFy4cEHzY62qqsLZs2eTsVO3n7X635Sc7/Lly0Ks9eSjvb1dqPzYu3cvr8g5QHNzMwYGBiyf0Pb7/di3bx9isdi4GmYT2dnRo0eF+He/+51JIyG9Uqv3E/9tampK3p5v5X4xaV2NkS61ytXqF1D1Ptbbbrsta0yUypklEy61bt26ZF8FVVU1XWUvRFf25uZmLFq0yNJvsID+neHSM/qKohRsbFZjl7+pm6SvRU/vreYks2bNEuLZs2drOj4x8QNG39dY+ZG/mpoaRMtn4Pz96zR/RctnoKamxrCx2aXhe2rD7Hg8bvn+CkREudilv57e1RipVa5Wv4Cq97EWYhdfshZFUXDo0CEAwCuvvFLQvl+sPDJQsXuTvPjii0L8wgsv5H1/md54nNqbIdPOcFr+LvX19UIflYaGhoKNzWrs8jd1k4qKCqGXWvqONk5SWVkpVPlp7Rvn9/vR0dGBaDRa8IaBRFpIkmT2EIhIJ+/XVzDj0McZb/NcHt2xamTyrVUb3q+vAMbl0w1ntaqifBTi899OVa56HiurZJ1HbzVaNqw8MpDf7082WCvGizFTUiRfxR6rncmyLPQC4tVkKqb03mnj6VFmF3/4wx+E+J133tF0PF+rZKZEw2xgNHk0nopeIrvyeDxZY7upra3F4vsfwCM138n4Nc0zAdM8EzLetvj+B1BbW2v2Q3CVQnz+26nKVc9jlWU5+fr0eDycKzmA3mq0bFh5ZKBEp/NYLFaUF+PIyEjWOBtZlrF3714Azi+vX7p0qbCLk57GcE6/mnzq1CnIsoznn39ec7M2MsaKFSuEXmqPPfaYiaMxVvr25lq3O/f5fFizZg3a2trQ2Nho+QkgOUumhtnsuUVusWrVKuGzKrEEyCrSd+HN1csnV/VN4rg9e/YUeqg0Dm76/E80Rw4Gg+Nqjuymfyu3MLLynpVHBkq8GCVJKsqLsVC7gDk9IaK3MZybriZv27YNkUgEW7duNXso5EJ6ex4Bo4nxhQsXOjohbgctLS1oampCU1MTwuEwwuFwMm5qakJLS4vZQyw4v9+f3DGQyybJbey2Y6tdevlQ/vj5nz87/VtFo1GEw+GC9vFxGiMr71l5ZLB169bhwIEDRdkietmyZUJFjZbd3VITIKqqFnRtpNXo7UXllqvJp06dSvbW6enpwenTp1l9ZAHF7qVmps2bN+PHP/5xMh5PEpN9u6zHLSdoiepjgMsm3UxrhYtT+Hw+LF++HIcPH8Zjjz1muWoGp/17063c8vmf3hy5ubl5XNVHVv23Sn8P/eSTTxCLxbB+/frkRUUnvofqYWQ1GZNHBmtvb8eVK1eKskV0egXNxIkT8z42065ETkyIAKNXg9vb2zEyMgKPxzOuxnJuaMK7bds2Id66dSva2tpMGg0l6H3+2kl6ouzIkSN4+OGHTRoN6eHGSR2XAlAmEydOxKVLl5JzCCdLzEu1zEeJCkVRFGzevBm7du2yzPuvNzKM6SfaM97muXYRADAyaWrG44DMG6QY2RzZaqLRaPIC/ldffYWZM2c6+n1Uz3NYlmX09PQU/MKVI5JHfX198EYujPlizMYbGUZfX8yAUY3+wbu6uqCqKjo7OyHLsqFvXulbdh8+fDjvioQlS5YIVUuPPPJIQcdmJbIsJ5Mg4+nv5Jaryak7egGj1UdkvtT+ZKqqOvb5B4wmtVM5OantJlac0BvFqMkb2Ud64nTnzp1oa2vDggULHP1+pigKXnnlFQDAyy+/PK5qCCI9AoEAjh8/bplkSq6m6eHwpdGfm5cpSVQ55vGF2DHbylLfQ3fu3IlPP/0U0WgUpaWljn8f1fMcNqqazNDkkSRJdQB+CcADYI+qqj8f4+f+DMBLABarqvq+kWMqpmJngisrK4UTfi3bWn/22WdCfPr06YKNy4oSjXe1NuAF9Dems4s5c+YIz6e5c+eaOBrKxOn9ydxS5ec2VpvQG8nKSwGo+Ip9UdFMgUBAWOLvhtc7WYcVX2tGNV1301zJ6YmyVFZ8DgMGNsyWJMkD4F8ArALwPQDrJUn6XoafmwygGcC7472vmpoaRMtn4Pz96zR/RctnoKamZrx3nZWR2+RlMjQ0JMTpW3pnc+bMmayxk7S2tmaNadSOHTuEeOfOnSaNhFK5qWG7kQ3/yBzpkyE2vCQ3yXRR0am6u7uFx5q68xqR0dz0WnPTXMlNG1EEAoHkzukjIyOWeQ4budvawwA+V1W1V1XVmwB+A6Axw8/9DMBuANcNHIspiv0Er6+vF948Ghoa8j52zpw5QuzkKpODBw8K8YEDBzQdn96YzqknPwsWLEg+L+bOnctm2RaRqWG7UxV7x0oynlUn9Ik+FOlfvnf/A753/yPjbdNPtH/Th4IoP8W+qGimiooKIa6szNyvhcgIbnqtuWmu5KZEmVXn+0Ymj6oA9KXE/d98L0mSpIUAalRVdeTliGI/wWVZhsfjAQB4PB5N98cqk/xZ9eRnLHq2tNyxYwfKy8v5fLAQN111Aey1fSzlZsUJfW1tLRY/cB8emVd5y9e0CRKmTZAy3vbIvEosfuC+nH0siBLc9P6dXv0+MDBg0kjIjdz0WgPcM1dyU6Js2bJlQrx8+XKTRiIysudRpmYcyQYzkiSVAPgnAP9vzl8kSX8F4K8A4M4778Trr78u3P7oo49i4cPRjN3pc/Hc+wOUT/Te8jsTLly4AABj3p7LQw89hLfeegsPPfQQPv7443H9Di2mTZsGRVEwbdo0TffX398vxO+9956lP+j1/F0eeOABvP/+H1trLVy4UNPv6erqEk5+Ojs7sWTJEs3jyJfe5+Dnn3+Oq1evYuPGjdiwYYPm43/2s59hYGCgIM8HI1+rdqLnb3rPPfdg3759QmzlfxO9z18A+NGPflSU989c9Dx/AaD0u/8Tt5XGcWHyiOZjV/0PDzwTbi/a39qo1+oDDzyA3//+90Js9vN38eLFWLx4ccbb/vmf/xkA8NRTT2X9HWY/hkLQ+1rVc3wh3ieKeX/jPd6M92+z/i6LFi0SXuuLFi0y9LEW+zlk5v2b+VotNju91vTS83e5ePEiLl68iLfeegtTpkwp8MgKS+/zb9asWZg4cSJmzZpl+t9U77ww23zpiy++EOKhoSHTHy9gbPKoH0BqM6FqAKlnn5MB3Avg9W+avlYA6JIkaU1602xVVf8dwL8DwEMPPaQuXbpUuKOmpia89fkgzt+/TvMgp5/Yh0fmVY55Uv3CCy8AANLvM1/33HMPNm/ejJ/+9KeGZ0cVRcFXX30FYHT7wnvvvTfv+3ziiSeEeN++fZbell3P36WiogLr169Pxs8884ymJVlr1qwRGtM1NjaO+/mRD62PtaWlBeFwGMBocuvq1asAgA8//BDxeBz33nuvadtmG/latRO97ysnT55EW1sbfvCDH2DNmjUFHFnh6X2sVqLn+QsAFW8GMKl0BNXTtCeP+i94MOVbd+Lll18e131rZdRrtaKiQjihbG5utvSSWCc9f3PR+1j1HF/sf2czH2ux37/N+rvcc889aGhowM2bNzFhwgTD58Fmv1aLef9mPn+LzU6vNb30PNadO3eit7cXJ0+etHwDab3Pv+eeew7Xr19HOBzGk08+WcCRaad3XphtvvSTn/xEiD/55BNLvGaNXLb2HoDvSJJ0tyRJEwD8OYCuxI2qql5UVXWGqqp3qap6F4B3ANySOLK7xE4rxSira21tFZZTaWkE7aZt2dvb25O7VEmSlNz2PF92Wm979uzZrDHZk1vKk8l59L7/EtmdW96/fT4fGhsbIUkS1q5d6+jlJWRNbnmtKYqCzs5OqKqKjo4Ox/ZiBUYfaygUAjDalN/Jj9Xv96O0dLTOp7S01DJLLw2rPFJVNSZJ0t8BeBmAB8D/VVX1pCRJ2wG8r6pqV/bfQFplagS9ffv2vI5107bsoVAIqjq6glJVVc3bPCbW27a1tVlyvW1qVdHChQuF2y5cuGBa1REVDrf/tie1pBTV027i71dENB/7yyPlmGrQzqDFpPf9l8YvtSo1k8Rtie2iM6mtreVniE5uev+WZRk9PT2OP3kna3LLay0QCAjtNAKBgGM/VzMVSuR7rms3siyjs7MTgLWKFYysPIKqqiFVVeerqjpXVdUd33zvf2dKHKmqutRpVUd2kv6E/Ou//muTRmK8QmRy3XI1g4iokKzaANINwuEw3vvwI7z1+WDGrws3VVy4qY55+3sffpQ1+USUrpjV93opioKnn37a0ZUMdqRn0xe3CAaDwkWZ/fv3mzwi4+jdMdtOfD4fqqurAQA1NTWWeR81sucRFVldXR2CwT9uXLdq1aq8j03fMexXv/oVVq5cWbCxWYksy8mlEvF4fFwJILdczSAiIueIls/Q0ZuhvcCjIatJr07LVI3m1OqzQCCA48ePO7pqww7Sn4OffPIJYrEY1q9fj9mzZwNw7nNwvCorK4XVIzNnzjRxNFQoiqIkN7Tq6+vD8PCwJRJIhlYeUXE1NzdnjbNxU88jAEKG3sluv/32rHEuvBJHRIX02muvCfGrr75q0kiIKJeysjKUlZWN+3i7zCEURUFXVxdUVUVnZ6flx+sW0WgUsVgMwOhGQImlWSQaGhoS4sHBQZNGYryqqqqssZMEAgHhfDW90MMsrDxykM8//1yIe3t7885QuqnnUWtrq/BidPJ62StXrmSNc+GVODKboijYvHkzdu3aZYkrLqSP3+/Hvn37EIvFLNUAkohQ8GoOu8whAoGA0EfF6uN1stTn4M6dO5OVRx6PBwsWLODfJYP6+nrs3bsX8XgcJSUlaGhoMHtIhknfvj49dpJQKCT0srJKj0hWHjnIs88+K8RaJgE7duwQ4p07dxZkTFbkpvWyc+bMEWItSUFeiSMrSD35IPuTZRkejwcA4PF42DeOyML0VA7ZaQ6R6SSNzBcKhZKVR7FYjH+XMciyLPRydfLn6p133pk1dhK/3w+v1wsA8Hq9lrnYxuSRg1y+fFmIL126lPexCxYsSCYa5s6di/nz5xd0bGSOZ555Rog3bdqU97GZrsQRFZOdTj4oP4ndKiVJsuRulUT0R3qS93aaQ1j1JM3tuMFCfnw+HxobGyFJEtauXevoz9Vz585ljZ1ElmWUlIymalyz2xoV1+TJk4V4ypQpmo5/5plnUFJSoinBYEdLly4V4vQPJycJhUJCnNpQPZ9jeSWOzGSnkw/KH3erJLI+RVHQ2dkJVVXR0dGhOXlvpzmEVU/S3O769etCfOPGDZNGYn38XHUeq15sY/LIQXbt2iXELS0tmo5/7bXXoKoqjhw5UshhkYn0LNHjlTgym51OPih/dtq+m4zT0tKCpqYmNDU1IRwOIxwOJ+OmpibNcxgqrEAgILz/ak3e22kOYdWTNLd7/fXXhZgbLIzNLZ+rdXV1QqxlZ3E7smJSkMkjB5k3b54Qp/e7yUbvFSY7Sf8wSt/9x0nSd5PTsrscr8SR2fx+v7CO38onH0Q0fnp39aLCCwaDwuYi+/fv13S83eYQVjxJczs9c1hypubmZuF9RcvO4nZkxaQgd1tzkJ/97Ge3xL/85S/zOjbTFSYrdHQ3gps+jKqqqnD27NlkXF1dnfexiStxbW1tvBJHppBlGXv37gUwumyNk3oi5yj0zl5UWJWVlcIuvDNnztR0vN3mEImTNLKO6upqnDlzRojJ3Xw+H6qrq3H27FnU1NRY/n3FiVh55CBHjx4V4jfeeCPvY7u7u4UrTFp649hNVVWVEDv5wyi9gkxRFE3H80ocWYUkSWYPgYgMomdXLzLG0NCQEA8ODmr+HZxDkB5ffvll1thofF+yHkVRku9Ng4OD/NuYgMkjAjCayc0WO0l6AqXYH0bFVF9fnzzpliQJDQ0Nmo63YrkkuUcgEEiWJ0uSxIbZDsEJOaXTs6sXGaO+vl5YHqJ1/gBwDkH63HHHHVljo/F9yXoCgYBQ7MC/TfExeeQgt99+e9Y4m/7+/qyxk6RPgFavXm3SSIwny7LQM8YKV/+8kWFMP9Ge8cv37n/A9+5/ZLzNG+GJptuEQiHEYjEAQCwWY8Nsh+CEnFIpioKuri6oqorOzk4mFS0itWeRx+OxxPyB3MXMcxO+L1kTN1IxH5NHDrJo0SIhfvDBB/M+Nn1JiJOXiMiyjAkTJgAAJkyY4OgJkc/nQ01NDQBg1qxZpl/9q62txeIH7sMj8yozfk2bIGHaBCnjbYsfuA+1tbWmjp+Ky0679VB+OCGndIFAAPF4HMBobzMmFa3B5/Nh4sSJAICJEyeaPn8g9zHz3ITvS9bEeaH52DDbQY4dOybEH3zwQd7H1tXVCX2OnLz1oc/nQ2NjI9ra2rB27dpxTYgURcHmzZuxa9cuS0+oFEVJXqnp6+vD8PCwqePN1SC1qakJALBnz55iDIcsTpZldHV1AbDHbj2UW6YJuVM3Z6D8ZLqSzOeE+U6dOoUrV64AACKRCE6fPo358+ebPCpyk6VLl+Lw4cPJePny5UW7b7u9L9nlvEQvzgvNx8ojB/H7/cL6dC3ZWLdtfai3iaNdll1wbTDZWWK3HkmSbLFbD+XGknNKxyvJ1vTss88K8aZNm0waCbnVbbfdJsSJSrhisNv7kl3OS/Ry27zQij0imTxykNREiCRJmhIjPp8Pfr8fwGiTRKe/GPU0cbTTsgu9J2pWfNMid7HSbj19fX1Ze3bl+pJGolAi7v7YtduEnIyX2luHV5Kt4+zZs0KcumU6UTEcOXJEiFOrkIxmp/clO52XFIKV5oVGs2JS0N2zWAdLVJto0dzcjEWLFlmy6qilpQVNTU3Jr3A4jHA4LHyvpaWlKGOx0zpovSdqVnzTInfhbj3OYqcJORWH264k24WbemGSNSU+KxI8Hk/R7ttO70t2Oi8pBLfMC62aFGTyyEFSt7UuKSnR/OZhpxdjWVkZysrKTLlvOy270HOiZtU3rbGwSoqMVlNTg2j5DJy/f924vlSPF77yuNkPw1Q+nw8rV64EADz++OO2+Lwh47npSrJdVFRUCHFlZaVJIyG3SvTcSohEIkW9f7u8L9npvITyZ9WkIJNHDuLkba03btyIPXv2JL9efvllvPzyy8L3cjVjTqUn0WCnZRd6rpxY9U1rLKySIiKyJztdvHKLL7/8Uoi/+OILk0ZCND56Lyra5X3J7/ejtHR0D6zS0lJLn5dQ/qyaFORuaw7i9/uxb98+xGIxvnnkkJpo0Lp7gt06/cuyjJ6eHs3jtNNOE+lVUrIsW/7DnsiNFEXBoUOHAACvvPIKmpub+Voly2tpaUE4HE7Gif9P7BBaW1ur6QKWHXDZGtmdnrm+nciyjL179wIYbVti9fMSJxnthXkB00+0j+t4b2QYfX2xjLf5/X50dHQgGo1aqliBlUcOIssyRkZGAAAjIyOa3zzcsuxH73IsO62DBsZ/5cROFVZ2q5Iiciu+VskJzFw6Xyx1dXVCvGrVKpNGQm51++23C3F5eXnex9qt9UKhjKfnLVmTVXtEsvIoh2g0it7eXgwPD1s+SQBA2JZdK7dk6DOdvIyn+mg81Tx2YqcKKztVSZG7nbvgwS+PZJ4AJ3Ziy9QX6dwFD6bOMnRoRcHXKtmR06qK8vHkk08iGAwm46eeesrE0RhPURRs3rwZu3btssV83w0Sc/WExAXyfBRirm8XiZ638Xg82fPWqY/VampqatB3oxTn7183ruOnn2hHTU3mfnKJYoW2tjZLFSuw8iiHgYEBRCIRW1wdbW1tzRpn46YMfSHWkNplHbQedqqwslOVFLlX3OOFZ+YwyUYAACAASURBVOJkTJ31Jxm/RjxTMOKZkvG2793/EGpra81+CLrxtUpOcOrUKTz66KM4ffq02UMxTHt7e3KpmiRJyWUxTsW+idbT0NAgxKtXr877WKv2izGCk3veup0Vm7az8iiDxNr2aDSaTKL89re/xalTp+D1ei27tv3AgQNCHAqFsH379ryOdVOG3qprSK3ILhVWdqqSIvcamTQVtfMqsWfPnoy3J/qnjHW7E8iyjM7OTgCjJ6R8rZIdbdu2DZFIBFu3bkVbW5vZwzFEKBQSqtmdXCXIvonWJMtysper1+vV9Hnhprm+mx6r2ySKFayElUdZDAwMZI2tJr2cU0t5p90y9Hr6M1l1DakV2aXCyk5VUkRu5vP5UF1dDWC03JuvVbKbU6dOobe3FwDQ09Pj2OojN1UJOr0XW0tLC5qampJf4XAY4XBY+F5LS4vZw7yFz+fDpEmTAACTJk3S9Hnhprm+mx4rmY/JowwS28JfuXJF+P6VK1c0bwlvF3abJOgpL2aiwZmsWNpJRCJFUdDf3w9gdJcSJy+RJmfatm2bEG/dutWkkRjLTSekdruAqpddGr6fOnUKly9fBgBcunRJU6LWTXN9Nz1WMh+XrWVxxx134MyZM0LsVHZa9lOI8mK9y7HYWNF6rFjaSUSiQCAgLIVx8hJpcqZE1VFCT0+PSSMxllWbtRrB6ct+7HrRO1OiVssyUbu0XigENz1WMhcrj7JIXB0dK7aaxx57TIhXrlyZ97F2yloXorxY73IsNlYkItLObVf4yXnmzJkjxHPnzjVpJMZzS0Wvm6qs7ERvotYurRcKwU2PlczF5FEWenoImWHTpk1Z41zsMkkw++TDTTvTEREVkt2WSBOl27FjhxDv3LnTpJEYzy0npHa6gOomVVVVQpzol0dE5mHyyEF8Pl/yjba6ulrzh59dJgl+v1+4QlTskw+nN1YkIjIKr/CT3S1YsCBZfTR37lzMnz/f5BEZR8/mJHZjlwuoRERmYvLIQRRFwZdffgkA+OKLLxz7Yb9u3TohefPEE09o/h16JkRmVz4REdkVr/CTE+zYsQPl5eWOrjoC3LVE3y4XUN3k3LlzQmz19iFEbsDkkYMEAgHEYjEAQCwWc+yHfXt7uxDv3btX8+/QMyHisgsym5uuBpPz8Ao/2d2CBQtw9OhRx1cdcYm+M9llDuGm/mJEdsHkkYMEg0FhF5v9+/ebPCJjBINBIdb6OPVOiLjsgszmpqvB5Dy8wk9kfVyi71x2mUO4qb8YkV0weZTF7Nmzs8ZWU1lZKcQzZ840aSTG0vs49U6IuOyCzMSrwUREZDQu0XcmO80h3NRfjMgumDzK4uc//7kQ796926SR5GdoaEiIBwcHTRqJsfQ+zkJMiLjsgszCq8FERGQ0szcnIWPYbQ7hlv5iRHbB5FEWCxYsSFYbzZ492/IZ7+XLlwvxihUrTBqJserr64UJTUNDg6bjC9GziMsuyCy8GkxEREYrxOYkZD12m0O4ob8YkZ0weZTDs88+i5KSEmzdutXsoeR08eJFIb506ZJJIzGWLMsoLS0FAJSWlmqu/mHPIrIzNmwnIiKjtbe3Q5IkAIAkSePanISsx25zCLs09yZyCyaPcnjttdegqiqOHDli9lByevPNN4X4jTfeMGkkxvL5fGhsbIQkSVi7dq3m6h/2LCI7Y/KTiMhcbjihDYVCwiYsVq9QofzYbQ5hl+beRG7B5FEWdmoqByD5IT9W7CR6ew6xZxHZFZOfRETmam1txbFjx9Da2mr2UAxjtwoVyo/P58PKlSsBAI8//ril5xB2Ow8jcgMmj7KwW1O5iooKIU7flcxJ9PYcYs8isjMmP4mIzKEoCkKhEACgu7vbsSe0dqtQIeex23kYkRsweZSF3ZrKeTyerDEROQOTn0RE5mhtbRVOaJ1afcQqV2dSFAWHDh0CALzyyiuWTn7a7TyMyA2YPMrC7/cLzQKtXrJ77tw5Ie7v7zdpJERERETOc/DgQSE+cOCASSMxHqtcncdO1Tx+v1/YIMfq52FEbsDkURbr1q0TmgVafZvSyZMnC/GUKVNMGgkRERER2RmrXJ3HTtU8siwLiS4mMYnMx+RRFu3t7UJs9W1KEx8GCTdv3jRpJMZzw04nREREVHjRaBThcHhcc4ilS5cK8fLlyws0KiLj2bURemIlCBGZi8mjLNKz8cFg0KSR5GfmzJlCXFVVZdJIjOeGnU6IiIio8Pr7+xGJRMY1h7jtttuEeOLEiYUaFpHh7NQIPRAIJMcqSZKll9gRuQWTR1n4fL6ssdUMDg4K8cDAgEkjMZZbdjohIiIi/VpaWtDU1ISmpiZs2LAB58+fBwDs378fGzZsQFNTE1paWvL6Xa+99poQv/rqqwUfL5FR7NQIPRQKIRaLAQBisZill9gRuUWp2QOwsvSG01ZvQN3Q0ICXXnopGa9evdrE0Rgn004n27dvN3lUREREZHXpc7lz587hrrvuyvt4v9+Pffv2IRaLsYmvi7W0tCAcDifjxP83NTUlv1dbW4uNGzcWfWy5yLKMnp4eS1cdAXytEVmRY5JH3sgwpp9oz3ib59pFAMDIpKkZjwMqMx6Xvr7W6uttZVlGW1sbVFWFJEmW/1AYr0w7nTB5RERERJmknsA/9NBDwm0XLlzAnj178v5dsiyjq6sLsVgMHo/HsXMt0qasrMzsIeQt0Qjd6mRZTvabZcNsImtwRPKotrY26+3h8KXRn5uXKUlUOebxdXV1Qp+jVatWjXuMREREdmLERRkisyUql8eKc0ks+2lra7P8sh8yjhUrioiIjOaI5FGuN/BECamWK0sA0NzcjFAohHg8jpKSEjQ3N497jMXQ2toKVVUBAKqqOnY5F5N6RETGMuqiDJHZSkpKMDIyIsRa2WXZD5GdBQIB4bwmEAhgy5YtJo+KyN0ckTwyis/ng9/vRzAYRH19veWvLrllOVdzc7OQPLJ6Uo+IyG6MuihDZLbq6mqcOXNGiLWyy7IfIjvr7u4WkkfBYJDJIyKTcbe1HJqbm7Fo0SImKCwmdZtRIiIionx88cUXWWMisoaKigohrqzkcmgis/HMO4fE1SWrVx0Bo8u5Ujl1OVcgEBCSR4FAwOQRERERkR14vV4hnjBhgkkjIaJsBgYGhPjcuXMmjYSIEpg8cpDm5mYhqeLUaqlQKIRYLAYAiMVi6O7uNnlEREREZAeXL18W4kuXLpk0EiLKZubMmUJcVVVl0kiIKIHJIwfx+XzJtfs1NTW2qJYaD7/fn7xy6PV6UV9fb/KIiIiIyA7mzJkjxHPnzjVpJESUzdDQkBAPDg6aNBIiSmDyyEEURUm+0Q4ODmJ4eNjkERlDlmWhwoq7nRAREVE+duzYIcQ7d+40aSRElM3y5cuFeMWKFSaNhIgSmDxykEAggHg8DgCIx+OO7QXk8/mwZs0aSJKExsZGx1ZYERERUWEtWLAA5eXlAIDy8nLMnz/f5BERUSYXL14UYi4xJTIfk0cO4qZeQLIsY+HChaw6IiIiorwpioJIJAIAuHLlimOrtIns7s033xTiN954w6SREFECk0cOsmzZMiFOL/ckIiIicrPW1tbk/6uqKsREZB2qqmaNiaj4mDwiWwoEAjh+/Lhjl+YRERFR4R08eFCIDxw4YNJIiCibWbNmCfHs2bNNGgkRJTB55CCvvfaaEL/66qsmjcRYiqKgs7MTqqqio6ODJedERERERA6yefNmId66datJIyGiBCaPHMTv96O0tBQAUFpa6tgt7AOBAKLRKAAgGo2y+oiIiIjysmTJEiF+5JFHTBqJ9SmKgqeffpoX6cgU6RfFjxw5YtJIiCih1OwBUOHIsoyuri7EYjF4PB7HNpPu7u5OrntWVRXBYBBbtmwxeVRERERkdWfPnhXiM2fOaP4diqJg8+bN2LVrl6N3fE1tEcB5FhVbMBgU4v379/N5SJbjjQxj+on2jLd5ro3uGDgyaeqYxwKVRg3NEEweOYjP58PKlSsRDAbx+OOPO3ZCM2PGDGHy5/P5TBwNERER2UV6smg8ySM3JFUURUFXVxdUVUVnZydkWXbsvJKsqbKyEr29vcl45syZJo6G6Fa1tbVZbw+HL43+3LyxEkSVOX+H1TB5RLZz7tw5Ie7v7zdpJERERGQnkyZNwrVr14RYC7ckVQKBAOLxOAAgHo87OlFG1jQ0NCTEg4ODJo2EKLONGzdmvb2pqQkAsGfPnmIMpyiYPHIQRVFw6NAhAMArr7yC5uZmR05oEpOZsWIiIqO4rTyZyGlSE0eZ4lzcklQJhUJCf8nu7m5HPk6yrvr6euzduxfxeBwlJSVoaGgwe0hErsfkkYO4ZUJTUlKCkZERISYiMpoby5OJxtLS0oJwOJyME/+fuNIKjL5mcl2ZtRu3JFX8fj86OjoQjUbh9XoduwkLWZcsy+js7MTNmzdRWlrq2F6uRHbC5JGDuGVCs2rVKqGJnt/vN3E0ROQWbixPJspXWVmZ2UPIS3l5OSKRiBBr4ZakSmITFmD0Ih1P3KnYfD4fGhsb0dbWhrVr1zpyNQWR3TB55CBumdA8+eSTQvLoqaeeMnE0RERE7mPXiqLdu3fjxz/+cTL+xS9+oel4tyRVfD4f1qxZg7a2NjQ2NvLEnUwhyzJ6enoc+zojshuu93EQWZaTS7icPKF58cUXhfiFF14waSRERERkJ/PmzRPiOXPmaDo+kVSRJMnxSRVZlrFw4ULHzifJ+nw+H55//nlHv86I7ITJIwdxy4Tm4MGDQnzgwAGTRkJERER20tramjXOh1uSKjxxJyKiVFy25jAs7yQiIqJ0fX198EYujLlbYC7eyDD6+mIFHlXxZboAtX37dk2/I5FUISIichMmjxzGDROauro6oefRqlWrTBwNEdH45Nqtyok7VRGZTVXVrDERERFlxuQR2Q4bZhORE9lltyqyp5qaGvTdKMX5+9eN6/jpJ9pRU1NZ4FEVX1VVFc6ePZuMq6urTRwNERGRfTB5RLbT3t4OSZKgqiokScLevXuxZcsWs4dFRKQJq4qIik9RFCH+8ssvTRoJERGRvbBhNtlOKBRKlpmrqoru7m6TR0RERER2sGLFCiF+7LHHTBoJERGRvTB5RLbj9/vh9XoBAF6vF/X19SaPiIiIiIiIiMi5mDwi25FlGSUlo0/dkpIS7ixHREREeTly5IgQHz582KSREFEuiqLg6aefxvDwsNlDISKw5xHZkM/nw5o1a9DW1obGxkbMmDHD7CERERGRDUydOhXXrl1LxtOmTTNxNIXHXRzJSVpbW3Hs2DG0trZi+/btZg+HyPVYeUS2JMsyFi5cyKojIiIiytvQ0JAQDw4OmjSS4igrK+NOjmRLiqIgFAoBALq7u1l9RGQBrDwiIqKCyXXVG+CVbyIio/C9lZyitbUV8XgcABCPx1l9RGQBrDwiWwoEAjh+/DgCgYDZQyGiLCZOnIgbN24gGo2aPRQiItx+++1ZYyKyhoMHDwrxgQMHTBoJESWw8ohsR1EUdHV1QVVVdHZ2QpZl9j0isoj0q947d+5EW1sbFixYgC1btpg0KiKiUffeey/efffdZHzfffeZOBoiIiL7YOUR2U4gEBDKWFl9RGRN6Yle9isgIrN98MEHQvz++++bNBIiyqaurk6IV61aZdJIiCiBlUdkO6FQKLkEJhqNoru7mxUNRBaUKdHL1yoRERHl0tzcjFAohHg8Do/Hg+bmZrOHRHlK73+ZKlMvzHTsjWldTB6R7fj9fnR0dCAajcLr9aK+vt7sIRFRBkz0EpHV1NXVIRgMJmNWMxBZk8/ng9/vRzAYhN/vZ4sKGwmHw3jvw48QLb/1b+a5qQIA3vo8806X3gir1K2MySOyHVmW0dXVBQAoKSmBLMsmj4iIMmGil4ishtUMRPbR3NyMgYEBvk5tKFo+A+fvX6f5uOkn2g0YDRUKex6R7fh8PqxZswaSJKGxsZFXIogsSpZllJSMfsww0UtEVpCoZgDAagYii/P5fHj++ef5OiWyCCaPHEZRFDz99NOOb0wryzIWLlzIk1EiC2Oil4isqLm5GYsWLWI1AxERkQZMHjlMIBDA8ePHuQMZEVkCE71EZDVfffUVTp8+jfPnz5s9FCIiItswNHkkSVKdJElhSZI+lyRpc4bb/0GSpE8kSTohSdIRSZJmGzkep3PTtthMkhHZA0vOichqtm3bhkgkgq1bt5o9FCIiItswLHkkSZIHwL8AWAXgewDWS5L0vbQfOw7gIVVV7wfQBmC3UeNxg0zbYjuRm5JkREREVDinTp1Cb28vAKCnpwenT582eURERET2YGTl0cMAPldVtVdV1ZsAfgOgMfUHVFV9TVXVq9+E7wCoNnA8jpdpW2wnckuSjMgJ3NKHjYjsYdu2bULM6iMiIqL8GJk8qgLQlxL3f/O9sTwN4ICB43E8v98Pr9cLAI7eFtstSTIiJ+ASUyKykkTVUUJPT49JIykOJvCJiKhQSg383VKG76kZf1CSngLwEID/PsbtfwXgrwDgzjvvxOuvv65pIBcuXAAAzcfZzT333IN9+/YJsRMf8wMPPIB33nkHIyMj8Hg8eOCBBxz5OBPc8vwF3PNY3fI4L168iH379kFVVezbtw/33HMPpkyZYvawDOOWvyvgnsfqpMf56KOPYuHDUYxMmjqu4z33/gDlE722/7eoqKjA0NCQENv9MWXT1taG48eP46c//Sn+7M/+zOzhGMZJr9Vc3PRY3cRJf1c9nzdO+awBnPU3TTAyedQPoCYlrgYwkP5DkiQ9BmAbgP+uquqNTL9IVdV/B/DvAPDQQw+pS5cu1TSQF154AQCg9Tg7OnnyJNra2vCDH/wAa9asMXs4hrjnnnuwevVqjIyMoLS0FD/96U8d3YzXTc9ftzxWtzzOnTt3QpL+eB3h5MmT2LJli4kjMpZb/q6Aex6rkx5nU1MT3vp8EOfvXzeu46ef2IdH5lViw4YNBR5ZcV2/fl14H/qHf/gHR/x9M1EUBc8++yxUVcV7773n6PmSk16rubjpsbqJk/6uej5vnPJZAzjrb5pg5LK19wB8R5KkuyVJmgDgzwF0pf6AJEkLAfwKwBpVVb80cCyu4YZtsX0+H9asWQNJktDY2OjYiRCR3XGJKRFZTfoS2l/96lcmjcR4gUAAsVgMABCLxbh8mIiIdDEseaSqagzA3wF4GcCnAH6rqupJSZK2S5KUKIlpAVAO4CVJkj6UJKlrjF9HeXLLtthuSJIR2Z1b+rARkX24qedRd3e3sMFIMBg0eURERGRnRi5bg6qqIQChtO/975T/f8zI+yfnSiTJiMi6ZFlGV9foNYGSkhIme4nIdHPmzBESSHPnzjVxNMaqqKgQHmtlZaWJoyEiIrszctkamYC7ahCRVXCJKRFZzTPPPCPEmzZtMmkkxhscHBTigYFbWo8SERHljckjh+G22ERkJVxiSkRW8p//+Z9C/OKLL5o0EuM1NDQkNy2QJAmrV682eURERGRnTB45iKIo6Orqgqqq6OzsZPUREZnOLX3YiMgejh49KsRvvPGGSSMxXnrSnkl8IiLSg8kjBwkEAkJjRFYfEREREVGiAonITtiOg8hamDxyEG6LnT9+GBEREblPeXl51thJUi8iqqrKi4pkO2zHQWQtTB45CLfFzh8/jIiIiNxn9+7dQvyLX/zCpJEYLxgMQlVVAKPJo/3795s8IqL8sR0HkfUweeQgsiyjpGT0T8ptscfGDyMiIiJ3WrJkSbLaqLy8HA8//LDJIzJOZWWlEM+cOdOkkRBpx3YcRNbD5JGDcFvs/PDDiIiIyL12796NkpISR1cdAcDQ0JAQDw4OmjQSIu3YjoPIepg8chhui50bP4yIiIjca8mSJfjggw8cXXUEAPX19clG2ZIkoaGhweQREeWP7TiIrIfJI4fhtti58cOIiIiInE6WZSF5xAuLZCdsx0FkPaVmD4Co2GRZRldXFwB+GBERkXt4I8OYfqI9422eaxcBACOTpo55LFCZ8TYiokJLtONoa2tjOw4ii2DyiFyHH0ZEROQ2tbW1WW8Phy+N/ty8sRJElTl/h10oioLNmzdj165djp4DZOrxuGXLFpNHRZQ/WZbR09PDC71EFsHkEbkSP4yIiMhNNm7cmPX2pqYmAMCePXuKMRxTBQIBHD9+3PHJlGAwKMT79+939OMl50m04yAia2DPI3Il9oYiIiJyH0VR0NXVBVVV0dnZieHhYbOHZJjKSrGKbObMmSaNhIiInIDJIyIiIiJyhUxLuZxqaGhIiAcHB00aCREROQGTR0RERETkCqFQCNFoFAAQjUbR3d1t8oiMU19fL+xW1dDQYPKIiIjIzpg8IiIiIiJX8Pv98Hq9AACv14v6+nqTR2QcWZZRWjra3rS0tJR9HomISBcmj4iIiIjIFWRZFqpxnJxQ8fl8aGxshCRJWLt2Lfs8ku0oioKnn37a0b3JiOyEySMiIiIicgWfz4c1a9ZAkiQ0NjY6PqEiyzIWLlzo6CQZOVfqzohEZD4mj4iIiIjINdyUUOHusmRXbtoZkcgumDwiIiIiItdgQoXI+ty0MyKRXTB5RERERERERJbhpp0RieyCySMiIiL6/9u7/+io6jv/4683JC3GIq0QbDSw8VS+WWmKAdHSHye1KqCRhtpaldMWqWRsObJx+/02329Y+7XiHrtJ43drsR63RSrYVbpbqklW0EppaW1dfyAGKGJKkbREsjj80CorbQKf7x8zmSYxgSRz79yZe5+PcziZe+fm5v3mzty59z2fHwAAZI0ozYwI5AqKRwAAAACArBGlmRGBXEHxCADgG6bZBQAAwxW1mRGBXJAXdABe6OrqUkdHh44dOzbg84sWLZIk7dq1K4NRZcaYMWNUXFycatYZj8dVV1enhoYGTrIAAtd7mt1ly5YFHQ4AAMgRsVhMe/bsodURkCVCUTzq6OjQ2LFjVVJSIjN7x/Pt7e2SpJKSkswG5jPnnA4dOqSOjg6de+65krhRA7JVY2Oj2traJCn1s7q6OvV8aWmpamtrA4nNL/2n2Y3FYhS1kfWi+F4FgGzUMzNiGPX+rJHe+XnDZw2yUSi6rR07dkzjx48fsHAUZmam8ePHp1pc9b9Ro5sIkJ0KCgpUUFAQdBi+Y5pd5LqovFejhu60QG6I0nuVzxvkglC0PJIUucJRj955D3SjRusjIDtE8dujgabZ5ZyEbBfF92rU0EobyA0rVqzQ1q1btWLFCt1xxx1Bh+MpPmuQi0LR8ggJA92oAUBQmGYXQLaJWivtKLXcCKvGxkZVV1en/rW1tamtra3PusbGxqDD9Fw8HteGDRskJe5xeA0DwYtM8ejuu+/WXXfdpdtuu00/+9nPBt2uqalJL7300kn3tXr1au3fvz+1XFJS4ssJ7T3vec+wtudGDUA2YZpdANkmat1pe7eyQjhEpXvTihUrUu/V48ePa8WKFQFHBCA03daG6lRNHpuamjRv3jxNnTp10G1Wr16tsrIynX322UP+u93d3crL8/e/OxaLqaWlRRI3agCC1zPN7rp165hmF0BWiFJ3WiYtCIeodm964okn+iw//vjjoeu6BuSaULc8uvPOO1VaWqovfOELeuWVVyRJixYt0rp16yRJdXV1mjp1qqZNm6avfe1revrpp9XS0qLa2lqVl5drz54979jnunXrtGXLFn3+859XeXm53n77bUnSPffcoxkzZuhDH/qQXn75ZUnS7bffrptuuklz5szRwoULdfz4cdXW1uqiiy7StGnT9L3vfU+S1NnZqYqKCpWXl6usrExPPfVU6u/deuutuuCCCzRr1iwdOHDgpPn23KiZGTdqALJCLBbT9OnTKWYDyApRaqUdtVZWAAB/hbZ49MILL+hHP/qRXnzxRd13333avn17n+cPHz6sRx99VDt37tT27dv19a9/XR/96EdVVVWlxsZGtba26gMf+MA79nvNNddo5syZeuihh9Ta2qrTTjtNkjRhwgRt3bpVS5Ys0V133dUnjubmZj388MNatWqVxo0bp+eff17PP/+8Vq5cqb179+rhhx/W3Llz1draqm3btqm8vFySdPToUc2aNUvbtm1TRUXFkD70uVEDkE16ptmlmA0gG0SpOy1jYSKXXXHFFX2Wr7zyyoAiAdAjtMWjp556SldffbUKCgo0duxYXX755X2eP+OMMzRmzBhVV1frkUceSbvv8Gc+8xlJ0oUXXqj29vbU+qqqqlSB6cknn9SDDz6o8vJyffjDH9ahQ4e0e/duXXTRRXrggQd0++23a8eOHRo7dqwk6V3vepfmzZs34H4Hw40aAADAwAoLCzV79mxJ0pw5c0J9vRSlVlYIn5qamtSs0mammpqagCPyF4PbIxeEtngk9Z3Gvr+8vDw999xz+uxnP6umpqZ3VLeH693vfrckafTo0eru7k6tP/3001OPnXO655571NraqtbWVu3du1dz5sxRRUWFfvWrX+mcc87RF7/4RT344IOSEh/0PTn03y8AAACG79ixY31+hlUsFutz8x3mVlYIn8LCQk2ePFmSNHny5FAXeiUGt0duCG3xqKKiQo8++qjefvttvfXWW9q0aVOf59966y298cYbqqys1N13363W1lZJ0tixY/Xmm2+edN9D2WYgc+fO1X333ZdqQvy73/1OR48e1R/+8AdNnDhRsVhMixcv1tatW4e9bwAAAJxcPB7Xz3/+c0nSpk2bQv0tf2FhoYqLiyVJkyZNCv3NN8IlHo+rs7NTUmJ82DC/V/sPbh/mXJHbQls8mjFjhq677jqVl5dryZIluuiii/o8/+abb2revHmaNm2aPvGJT+jb3/62JOn6669XY2Ojpk+fPuCA2VJi0O2vfOUrfQbMHorq6mpNnTpVM2bMUFlZmb785S+ru7tbmzdvVnl5uaZPn66f/OQnuuWWW0aeOAAAAAbUe/rvEydOhHr673g8ro6OTILqkQAAF9xJREFUDknSvn37uCFFTonSgO9RyhW5zZxzQccwLDNnznRbtmzps27Xrl06//zzB/2dnrGCSkpKfIwsOKfKH7mturpaknT//fcHHIn/opQrwidKr98o5RoVUTmmM2fO1PHjx1PLo0ePVv/ryrD45je/qaamJnV1dSk/P19XX321li1bFnRYvojK6zdKPv7xj+vo0aOp5dNPP12//vWvA4zIP2HLde7cufqvQ6+r6z3Db+2Y/9ZBvX/8e/XTn/7Uh8gyK1fPS2b2gnNu5kDPhbblEQBkKwZFBIBg9Hy7P9hymDDbGnLZJz/5yT7Ll156aUCR+I/B7ZEr8oIOIJvdfPPN+s1vftNn3S233KIvfelLAUUEIAx6D4oY1m+BASAbjRo1qk/Lo1Gjwvs9amVlZZ+WR9yQAtkpFouppaVFUuKclOuD20+aNEn7/pynw9M+M+zfPXP7I5o0qciHqOCF8H5ieuDee+9NzYzW84/CEYB0xONxNTc3yzmnpqYmWh8BQAZdeeWVfZYrKysDisR/sVgsVRwLww0pouUXv/hFn+Wege7DqLCwUFVVVTIzzZ8/n8HtkbUoHiEn0e0HuWrlypXq7u6WJHV3dzMoIgBkUE1NTZ+CSk1NTcAR+aewsFCzZ8+WJM2ZM4cbUuSUyspK5eUlOsnk5eWFvuVcLBbT9OnTKfIiq1E8Qk5asWKFtm7dGupZUhBO69ev7zOjxmOPPRZwRP6i0AsgmxQWFqZaG1111VUUVIAsFYvFNHr0aEmJge3DXlQpLCzUqlWrOCchq1E8Qs6Jx+PasGGDpMRgkNyUIpe8//3v77NcVBTuft29x3cCgGxQU1OjGTNmhLrVkZS4Xtq4caMk6cknn+R6CTmFrlxA9qF45KMbb7xREydOVFlZWdChhMqKFStSLTeOHz9O6yPklM7Ozj7L+/fvDygS/8XjcbW0tMg5p+bmZm5cAGSFqHzDv3Llyj4tXSniI9fQlQvILpGYba3uG/+o+JE3Uv1m01VUOF6rv3fvKbdbtGiRli5dqoULF3ryd5HwxBNP9Fl+/PHHdccddwQUDTA88+bN07p16+Sck5npU5/6VNAh+WagGxdmlwOAzNiwYYO6urokSV1dXVq/fj3nYOSUnkIvgOwQieJR/Mgb2lly5ak3HKqOjUParKKiQu3t7d79XQA5LxaLqbm5WX/5y1+Un58f6m/TuHEBgOBUVlaqqalJXV1dys/PD/2AwwAAf9FtDTnniiuu6LPcf9pdIJsVFhZq/vz5MjN9+tOfDnW3icrKSuXn50sSNy4AkGGxWKzPzHJh/rICAOA/ikfIOVGaZhfhFJU+/Ny4AEBwGHAYAOAlikfIOUyzi1wXlcFauXEBgGBF5csKAID/IjHmEcKnpqZG+/fvp9URkOVisZj27NnDjQsABIABhwEAXqF45KMFCxZo8+bNOnjwoIqLi7V8+XItXrw46LBCIcwXQ42NjWpra0st9zyurq5OrSstLVVtbW3GYwOGK8zvVQAAACAqIlE8KnzfOH2w/XHl5XmTblHh+CFtt3btWk/+HqKtoKAg6BAAAAAAABEWieJR/fL/K0kqKSkJNhBgCGhRBACAf+LxuOrq6tTQ0MBYbAAADBEDZgMAACAyVq5cqRdffFErV64MOhQAkJQoai9evFgHDx4MOhRgUBSPAAAAEAnxeFwtLS1yzqm5uZkbNQBZgaI2cgHFIwAAAETCypUrdeLECUnSiRMnuFEDEDiK2sgVFI8AAAAQCRs2bFBXV5ckqaurS+vXrw84IgBRR1EbuYLiEQBkGP3aASAYlZWVys/PlyTl5+frqquuCjgiAFFHURu5guKRj2688UZNnDhRZWVlqXWHDx/W7NmzNWXKFM2ePVtHjhwJMEIAQaBfOwAEIxaLadSoxOXvqFGjFIvFAo4IQNRR1EauyAs6gEz45vJl+tPrceXleZPumROKtOK+B0653aJFi7R06VItXLgwta6+vl6XXXaZ6urqVF9fr/r6ejU0NHgSF4Ds179feywWY6poAMiQwsJCVVVVad26dZo/fz7nXwCBi8ViamlpkURRG9ktEsWjP70e19JZezzb379sGdp2FRUVam9v77OuublZmzdvliTdcMMNuuSSSygeAREyUL/2ZcuWBRwVAERHLBbTnj17uEEDkBUoaiNX0G0tww4cOKCioiJJUlFRkV577bWAIwKQSfRrB4BgFRYWatWqVdygAcgasVhM06dPp6iNrBaJlkcAkC0qKyvV1NSkrq4u+rUjZzQ2NqqtrS213PO4uro6ta60tFS1tbUZjw3A4OLxuOrq6tTQ0ECxDMhiPUVtIJvR8ijDzjrrLHV2dkqSOjs7NXHixIAjApBJDNaKMCgoKFBBQUHQYQA4BSZoAAB4hZZHGVZVVaU1a9aorq5Oa9as0fz584MOCUAG0a8duYgWRUDuYYIGAICXaHnkowULFugjH/mI2traVFxcrFWrVqmurk4bN27UlClTtHHjRtXV1QUdJoAMo187AMBvA03QAADASEWi5dEZ7y3Ud5+R8vK8SffMCUVD2m7t2rUDrt+0aZMncQDITfRrBwD4baAJGsI0u2fvsdgYhw3ILvlvHdSZ2x95x/rRb78hSTp+2rhBf08a2r02Mi8SxaN/+MY/SZJKSkqCDQQAAADIgChN0MAYbED2KC0tHfS5trY/JbY5b7ACUdFJfx/BikTxCAAAAIiSWCymlpYWSeGcoIFWRUB2Otl7s6d14P3335+pcOAhxjwCAAAAQqZnggYzY4IGAEDaaHkEAAAAhFAsFtOePXtC1+oIAJB5FI8AAACAEGKCBgCAV+i2BgAAAAAAgEFRPPLRjTfeqIkTJ6qsrCy17vDhw5o9e7amTJmi2bNn68iRI5Ik55xqamp03nnnadq0adq6dWtQYQMAAAAAAKREotta3fJvKP76YeXleZNu0YRCrb7v+6fcbtGiRVq6dKkWLlyYWldfX6/LLrtMdXV1qq+vV319vRoaGvT4449r9+7d2r17t5599lktWbJEzz77rCfxAgAAAAAAjFQkikfx1w9rx8cme7fDZ/cPabOKigq1t7f3Wdfc3KzNmzdLkm644QZdcsklamhoUHNzsxYuXCgz06xZs/T666+rs7NTRUVF3sUNAAAAAAAwTHRby7ADBw6kCkJFRUV67bXXJEmvvvqqJk2alNquuLhYr776aiAxAgAAAAAA9KB4lCWcc+9YZ2YBRAIAAAAAAPBXkei2lk3OOuusVHe0zs5OTZw4UVKipdG+fftS23V0dOjss88OKkwgIxobG9XW1pZa7nlcXV2dWldaWqra2tqMxwYAAAAASKDlUYZVVVVpzZo1kqQ1a9Zo/vz5qfUPPvignHN65plnNG7cOMY7QuQUFBSooKAg6DAAAAAAAL3Q8shHCxYs0ObNm3Xw4EEVFxdr+fLlqqur07XXXqtVq1Zp8uTJ+vGPfyxJqqys1IYNG3TeeeepoKBADzzwQMDRA/6jRREAAAAAZL9IFI8K33umPvSbPyovz5t0iyYUDmm7tWvXDrh+06ZN71hnZrr33nvTigsAAAAAAMBrkSge1X9juSSppKQk2EAAAAAAAAByDGMeAQAAAAAAYFAUjwAAAAAAADCo0BSPnHNBhxCIqOYNAAAAAAAyIxTFozFjxujQoUORK6Q453To0CGNGTMm6FAAAAAAAEBIhWLA7OLiYnV0dCgej0uS3njjDXV3d6ee7+rqkiR1dHSk1uXl5WncuHGZDdQHY8aMUXFxcdBhAAAAAACAkPK1eGRmV0j6jqTRku53ztX3e/7dkh6UdKGkQ5Kuc861D/fv5Ofn69xzz00tNzY2qq2tLbW8b98+SdKkSZNS60pLS1VbWzvcPwUAAAAAABApvhWPzGy0pHslzZbUIel5M2txzr3Ua7PFko44584zs+slNUi6Lt2/TVEIAABgcP2/aOt5XF1dnVrHF20AAKCHny2PLpb0e+fcK5JkZj+SNF9S7+LRfEm3Jx+vk/RdMzMXtcGLAAA5h5tvhElBQUHQIQAAQoZrpXDxs3h0jqR9vZY7JH14sG2cc91m9oak8ZIO+hgXAACe4+YbuYQLdQBApoX5WikKhTLzq5GPmX1O0lznXHVy+YuSLnbO/V2vbXYmt+lILu9JbnOo375uknRTcrFUUpsya4KiU9Ai13CKSq5RyVMi17CKSq5RyVMi17CKSq5RyVMi1zCKSp4SuYZVELn+jXOucKAn/Gx51CFpUq/lYkn7B9mmw8zyJI2TdLj/jpxz35f0fZ/iPCUz2+KcmxnU388kcg2nqOQalTwlcg2rqOQalTwlcg2rqOQalTwlcg2jqOQpkWtYZVuuo3zc9/OSppjZuWb2LknXS2rpt02LpBuSj6+R9HPGOwIAAAAAAMgevrU8So5htFTSTyWNlvQD59xOM7tD0hbnXIukVZJ+aGa/V6LF0fV+xQMAAAAAAIDh87PbmpxzGyRt6Lfutl6Pj0n6nJ8xeCSwLnMBINdwikquUclTItewikquUclTItewikquUclTItcwikqeErmGVVbl6tuA2QAAAAAAAMh9fo55BAAAAAAAgBxH8agfM1ttZtcMcdsfmNlrZvZbv+Pyghe5mdmZZrbRzHYnf77Pn2jT41GunzOznWZ2wsyyZpT7/jzKtdHMXjaz7Wb2qJm9159o0+NRrv+YzLPVzJ40s7P9iXbkvDwPmdnXzMyZ2QRvo/SGR8f0djN7NXlMW82s0p9o0+PVcTWzvzOztuT56VveR5oej47pv/U6nu1m1upPtOnxKNdyM3smmesWM7vYn2jT41GuF5jZf5rZDjP7DzM7w59ovTPUvM1skpn9wsx2Jd+bt2QivnR4kVvYrgtPkWuorgtPkWtOXBf2Noy8x5jZc2a2LZn38kzE56XhnI+T2482sxfN7DE/4/LaMD93vpo8nr81s7VmNsbv+Lw0zFxvSea508z+3u/YeqN4NAJmNjr5cLWkKwIMxXNDyK1O0ibn3BRJm5LLOWkIuf5W0mck/SpTMfllCLlulFTmnJsm6XeSlmUoNM8NIddG59w051y5pMck3TbANllvKOchM5skabakP2YoLF8M8Zz7bedcefLfhkG2yXqnytXMPilpvqRpzrkPSrorc9F551R5Oueu6zmekn4i6ZEMhuepIbx+vyVpeTLX25LLOWkIud4vqc459yFJj0qqzVBovkrm3S3pfznnzpc0S9LNZjY12MjSN4TcwnZdeLJcw3ZdeLJcQ3Nd2Fsy7z9LutQ5d4GkcklXmNmsYCPzXq/zsSTdImlXULH4KVkYO0dSjaSZzrkyJSbrCt1EXMlcyyTFJF0s6QJJ88xsSqZiiHzxyMwWJqvq28zsh8nVFWb2tJm90lMBNLNLktX5hyXtkCTn3K+UmCUuK/mU23xJa5KP10j6tM9pDIkfuTrndjnn2jKWxBD5lOuTzrnu5OIzkoozkMop+ZTrn3otni4p8IHffDwPfVvS/1YW5NgjzOfc/nzKdYmkeufcn5PbvZaBVE7Kz2NqZibpWklrfU5jSHzK1UnqaYEzTtJ+n9MYEp9yLdVfb7w3Svqsz2kM20jzds51Oue2SpJz7k0lbtTOCSaLgfmUW6iuC0+Wa9iuC0+Ra1ZeF/aWRt7OOfdWcvv85L+suU4aSDrnYzMrlnSVEsX7rJZOnkpMBHaameVJKlCWfJYOJo1cz5f0jHPuv5Pv0V9KujpjgTvnIvtP0gcltUmakFw+U4lvy36sRGFtqqTfJ5+7RNJRSef220eJpN8GnUumcpP0er/lI2HNtddzm5WoZIf2uPZ7/j8kfSHMuUq6U9I+Jb5FLAxjnpKqJH0n+bi9Z/8hzfX2ZI7bJf1A0vtCnGurpOWSnlXiguGiMObZ67kKSVuCPp4+H9PzlWgduE/Sq5L+JsS5Pi1pfvLx/5T0ZtC5ep13r9z/KOmMoHPyOzeF9LrwZMdRIbsuPNVrVllyXehl3kq0TGmV9JakhqDz8TnXdZIuTD73WND5+JjnLcnjGZf0UND5+JWrEtcMv5M0Xoki2X9KuidTsUe95dGlktY55w5KknOu51uyJufcCefcS5LO6rX9c865vZkOcoTCnFt/5OpRrmZ2qxLNmB/yKuA0+Jarc+5W59wkJfJc6mXQI+B5nmZWIOlWZV+XPL+O6X2SPqBE8/NOSf/Pw5hHyq9c8yS9T4kuBrWS/j3ZOicofp9/FyhLWh3Jv1yXSPpq8pz0VUmrvAx6hPzK9UYlusa8IGmspL94GbQH0s7bzN6jRFfLv3d9W7oGLcy59UeuHuWaZdeFvaWVt3PuuEt0FS6WdLElugJlqxHnambzJL3mnHshoxGPTDp5vk+JVpDnSjpb0ulm9oXMhT5sI87VObdLUoMSrXefkLRNifdoRkS9eGQauJnin/tt0+Oov+F4yq/cDphZkSQlfwbeZULhPo79+Zarmd0gaZ6kzzvnsqH5biaO68MKvtuEH3l+QIkP0G1m1q7ExdFWM3v/SIP0iC/H1Dl3IHkheELSSiX6gQfNr9dvh6RHXMJzkk5ICnIwdD/PSXlKjC/ybyMLzXN+5XqD/jqm048V4tevc+5l59wc59yFShQF94w8RF+klbeZ5StxE/6Qcy7bxunyK7fQXRdm+XHsz7dcs/C6sDdPzlHOudeVaEmWzWPYppPrxyRVJa8FfyTpUjP7V88j9EY6eV4uaa9zLu6c61LiM/Wj3ofombRev865Vc65Gc65CiW6iO/2PsSBRb14tEnStWY2XpLM7MyA4/GSX7m1KHGhq+TPZo/2m44wH8f+fMnVzK6Q9H8kVTnn/tuLfXrAr1x7DypXJellL/abBs/zdM7tcM5NdM6VOOdKlCg4zHDO/Ve6+06TX8e0qNfi1Up0RwyaX+elJiW+sZKZ/Q9J75J00KN9j4Sf59/LJb3snOvwcJ/p8CvX/ZI+kXx8qTJ4EXgSfr1XJyZ/jpL0dUn/4sV+PTTivJMtAFdJ2uWc+2ef4kuHX7mF6rowB45jf77kmqXXhb2lk3ehJWePM7PTlPys8SVKb4w4V+fcMudccfJa8HpJP3fOZWuLnHQ+d/4oaZaZFSRf15cpuwcIT+szttdn6WQlvmTLWAvtvEz9oWzknNtpZndK+qWZHZf04nB+38zWKtEPcYKZdUj6hnMuG5qb+5lbvRLdJBYr8Ub9nLeRD59fuZrZ1ZLukVQoab2ZtTrn5noc/rD4eFy/K+ndkjYme8A845z7iqfBD5Ofr2EzK1WixcYfJIU1z6zjY67fMrNyJb7FaZf0ZU8DHwEfc/2BpB9YYgr0v0i6IchvhH1+/V6v7Omy5meuMUnfSba0OibpJm8jHz4fc11gZjcnN3tE0gMehp22NPP+mKQvStphZq3Jdf/gsmT2Rx9zC9t14aC5hvC68GTHNeuuC3tLM+8iSWssMRvZKEn/7pzL2ins0z0f54p08nTOPWtm6yRtVaIL14uSvu9PpOnz4Jj+JFl46pJ0s3PuiOdBDsKyrxUiAAAAAAAAskXUu60BAAAAAADgJCgeAQAAAAAAYFAUjwAAAAAAADAoikcAAAAAAAAYFMUjAAAAAAAADIriEQAAQBrMbLWZXRN0HAAAAH6heAQAAOAzMxsddAwAAAAjRfEIAABgGMxsoZltN7NtZvbD5OoKM3vazF7paYVkZpeY2S/M7GFJO8ysxMxeNrP7zey3ZvaQmV1uZr8xs91mdnFwWQEAAAzOnHNBxwAAAJATzOyDkh6R9DHn3EEzO1PSP0s6XdJ1kv5WUotz7jwzu0TSekllzrm9ZlYi6feSpkvaKel5SdskLZZUJelLzrlPZzYjAACAU6PlEQAAwNBdKmmdc+6gJDnnDifXNznnTjjnXpJ0Vq/tn3PO7e21vNc5t8M5d0KJAtIml/gmb4ekEv/DBwAAGD6KRwAAAENnkgZqtv3nftv0OHqS7U70Wj4hKS/t6AAAAHxA8QgAAGDoNkm61szGS1Ky2xoAAECo8Q0XAADAEDnndprZnZJ+aWbHJb0YdEwAAAB+Y8BsAAAAAAAADIpuawAAAAAAABgUxSMAAAAAAAAMiuIRAAAAAAAABkXxCAAAAAAAAIOieAQAAAAAAIBBUTwCAAAAAADAoCgeAQAAAAAAYFAUjwAAAAAAADCo/w83hLWaNY+uSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1, 10, 100]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s_%s.h5' %(resoultion, case, 'gene_freq','exp'))\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 546,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = calc_auc_hic(resoultion, case=case, dist_tp='hi-c-rao-common_elements', prediction='exp')\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1,10,100]:\n",
    "    for case in ['tp', 'tn']:\n",
    "        df_scores = calc_auc_hic(resoultion, case=case, dist_tp='exp', prediction='hi-c-rao')\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 simple\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 simple\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 simple\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tp\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lohia/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:2446: PerformanceWarning: \n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['chrm', 'plot', 'pr_curve', 'Gene stable ID'], dtype='object')]\n",
      "\n",
      "  encoding=encoding,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 tn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for resoultion in [1,10,100]:\n",
    "    for case in ['simple', 'tp', 'tn']:\n",
    "        df_scores = calc_auc_hic(resoultion, case=case, dist_tp='hi-c-rao', prediction='exp')\n",
    "        print (resoultion, case)\n",
    "        #100 contacts\n",
    "        import seaborn as sns\n",
    "        import matplotlib.pyplot as plt\n",
    "        fig, axes = plt.subplots(figsize=(20,10))\n",
    "        #grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "        #bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "        #bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "        sns.boxplot(y='auc', x='chrm', \n",
    "                         data=df_scores, \n",
    "                         palette=\"colorblind\"\n",
    "                         ,hue='dist_thresh'\n",
    "                   )\n",
    "        #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "        #axes.set_title('Predicting structure similarity from expression')\n",
    "        axes.yaxis.grid(True)\n",
    "        #axes.set_xlabel('Co-expression')\n",
    "        axes.set_ylabel('AUC')\n",
    "        axes.set_ylim([0.0,1.101])\n",
    "        #plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores = pd.read_hdf('/data/lohia/gene_distance_expresseion/dist_files/combined_%s_%s_%s.h5' %(10, 'tp', 'exp'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "803"
      ]
     },
     "execution_count": 595,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_scores[df_scores['dist_thresh'] == 4000]['auc'].isnull().astype(int).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores = df_scores[df_scores['dist_thresh'] <= 100]\n",
    "df_scores = df_scores[df_scores['dist_thresh'] != 89]\n",
    "df_scores = df_scores.rename(columns={\"dist_thresh\": \"#of TP\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#100 contacts\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#10 contacts\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 618,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='#of TP'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 602,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\"\n",
    "                 ,hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores_plot = pd.concat([df_scores.drop(['plot'], axis=1), df_scores['plot'].apply(pd.Series)], axis=1)\n",
    "df_plot = df_scores_plot.groupby(['chrm']).median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       {0.0: 0.15891472868217105, 0.1: 0.358914728682...\n",
       "1       {0.0: 0.19172932330827042, 0.1: 0.479591836734...\n",
       "2       {0.0: 0.027435610302351626, 0.1: 0.14389697648...\n",
       "3       {0.0: 0.03850267379679142, 0.1: 0.107486631016...\n",
       "4       {0.0: 0.3575498575498566, 0.1: 0.7236467236467...\n",
       "                              ...                        \n",
       "999     {0.0: 0.0858757062146893, 0.1: 0.3598870056497...\n",
       "1000    {0.0: 0.09021739130434761, 0.1: 0.192391304347...\n",
       "1001    {0.0: 0.03621346886912323, 0.1: 0.156289707750...\n",
       "1002    {0.0: 0.09125188536953226, 0.1: 0.208898944193...\n",
       "1003    {0.0: 0.06352459016393448, 0.1: 0.174863387978...\n",
       "Name: plot, Length: 1004, dtype: object"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_scores['plot']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for thresh in df_plot.index.tolist():\n",
    "    axes = df_plot.T.reset_index()[11::].plot.scatter(x='index', y=thresh)\n",
    "    #axes = zt.reset_index().plot.scatter(x='x_p', y=0, s=1)\n",
    "    #axes.plot([0, 1], [0, 1], 'red', linewidth=1)\n",
    "    #axes = df_plot.T.reset_index().plot(x='index', y=0.3)\n",
    "    axes.plot([0, 1], [0, 1], 'red', linewidth=1)\n",
    "    #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "    #axes.set_title('Predicting structure similarity from expression')\n",
    "    #axes.yaxis.grid(True)\n",
    "    #axes.set_xlabel('Co-expression')\n",
    "    #axes.set_ylabel('AUC')\n",
    "    #axes.set_ylim([0.0,1.101])\n",
    "    #plt.setp(bp['fliers'], markersize=3.0)\n",
    "    #0.5\n",
    "    #fig, axes = plt.subplots()\n",
    "    #axes.scatter(x, y)\n",
    "    #axes.plot(x, y)\n",
    "    axes.set_ylim([0,1])\n",
    "    axes.set_xlim([0,1])\n",
    "\n",
    "    #plt.show()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FPzyoXetS2pSX6DS5XBaJ+CL1nnvCvvtCVZWShKxHIwppkVRXM6nlRh74z3/8udX19fDaa9CzZ9gRSY5SopCUxWviF02rmfJEfT3cfjuMGAFXXeVXNqmJnySgRCFJNdfET6uZ8tCcOXDKKfCzn8GsWbDttmFHJHlAiUISSlSw1mqmPFJbCzfcAKNGwS23+FVNar8hKVKikPU01SHatSpN2H5Dq5nyxPTpvonfzjv7EcXPfx52RJJnAk0UZtYfuBMoBR50zt0c55pBwDWAA+Y45/4vyJgkseg6RG19AyUl6//VGd1+Q0kih61Y4Q8SevJJuOsuOPZYjSIkLYElCjMrBUYChwLVwCwzq3TOzYu6pgdwKdDPObfUzDTBHZJmDxOKOXFOBes88dJLMGQIHHCAb+LXsWPYEUkeC3JE0ReY75z7FMDMxgFHAfOirjkNGOmcWwrgnFscYDzSjER1iNalhjOjtQrW+WHpUr+z+pVXfD3i8MPDjkgKQJCJojOwIOpxNbB3zDU7AJjZNPz01DXOuRdiX8jMhgBDALp27RpIsMUolfYbVmI8P2w/Vq5pUME61z31FAwbBscc40cRG+tcccmMIBNFvMnQmJX3lAE9gAOBLsDrZtbLOffDOh/k3GhgNEBFRUXsa0gaWnKYUPct9Qsnp339NQwf7pPD+PGw335hRyQFJshEUQ1sE/W4C7AozjUznHN1wGdm9jE+ccwKMK6ilepqJtUh8oRz8Oij/ryIP/4Rxo6FNm3CjkoKUJCJYhbQw8y2BRYCg4HYFU1PA8cDY8ysE34q6tMAYypaLV3NpDpEjvviCzj9dPjmG3jhBejTJ+yIpIAFliicc/VmNgyYjK8/POyc+8DMrgOqnHOVjc8dZmbzgAbgQufckqBiKkZazVRgIhG491645hpftL7gAigvDzsqKXCB7qNwzk0CJsW876qotx1wXuM/yTCtZiowH3/sN84BvPEG7LRTuPFI0dDO7AIV3QY8Hq1myiN1dfCXv8Btt/mRxJlnQolOCJDsUaIoQEtW1DLlo8WUJalDaDVTHnj3Xd/Eb8st4e234Re/CDsiKUJKFAUm3tnVTVSHyCOrV8O118JDD8Gtt8JJJ6n9hoRGiaKANDfd1K51KQ0RrWbKG2+84WsRvXvD3Lmw1VZhRyRFTomigFQvrVnv1Ll2rUq59shdOGinLTSKyHU//giXXup3WN99t99hLZID0q6Imdm/MhmIpG/JilrmLPiBdq1KqYusO5pocE5JIh9Mngy77gqrVsH77ytJSE5JOKIws+Z28Riwe+bDkZaK3khXF4kwqKILT1RV//RYrcBz3JIlcN55MHUqPPAAHHpo2BGJrCfZ1NMs4DXi923aNPPhSEtE1ySappueqKrmOS17zX3OwcSJcPbZ8Nvf+j5N7duHHZVIXMkSxYfA6c65T2KfMLMFca6XLGluCWx5SQkr1zSw2zbK4znrq6/grLPgww9hwgTYd9+wIxJJKFmN4poE1wzPbCiSqmdmL6TfLa9wdeUHrKhddwlsXSRCl83ahhSZJOQcPPII7LYb7LKL3yOhJCF5IOGIwjk3IcFzT2c+HEkk0fkR0UtgNd2Ugz77zJ84t3SpP31ut93CjkgkZWkvjzWzPzjnHslkMNK8RH2btAQ2hzU0wMiRcN11cNFFvnBdplXpkl825Dv2WkCJIguS9W3SEtgcNW+ePyeirAymT4cddgg7IpG0JFseO7e5p4AtMx+ORGs6aGhZzZr1NtLBun2blCRySF0d3HIL3HmnH0mcfrqa+EleSzai2BI4HFga834DpgcSkQDr7o9Y09BAJOYAWPVtylFvv+2b+HXu7N/WGe9SAJIliueA9s652bFPmNmrgUQkcfdHlJVA67ISWun8iNxUU+NbgI8Z49uBn3CCmvhJwUi26unUBM/FHmsqGRKvZ1Pb8jJGntCHDm3LtZEu10yd6msRffr4jXNbKIFLYUlazDazEmCuc65XFuIpektW1LKspo41DevWI+oiEXbZehMliFyyfDlccglUVvqVTUcdFXZEIoFImiiccxEzm2NmXZ1zX2YjqGIVXZdoiEQoLzXalJWqZ1MumjQJhg6Fww/3Tfw21U54KVypLo/9OfCBmb0FrGx6p3NuYCBRFaF4dYnWZTDyhD1UsM4l330H554Lb77pd1kffHDYEYkELtVEcW2gUUjcukSr0lI6tG2lJJELnIMnnvBJ4vjj/YFC7dqFHZVIVqSUKJxzrwUdSLHrslnb9c6SUN+mHLFoEZxxBsyf7w8V+uUvw45IJKtS2gVkZseY2SdmtszMlpvZj2a2POjgikXTxror/7cnbcpL2Lh1GW3KS1SXCJtz8OCDsPvusMce8M47ShJSlFKdehoBHOmc+zDIYIpR7MFDVw7oSa/OHbQENmyffgqnneZXNr38sj99TqRIpdpX4BslicyLLmD/WFvP6roI1z8/T0kiTA0NcMcd0LcvHHGEL1orSUiRS9brqeng3iozGw88DdQ2Pe+c+2eAsRW8eAXs8pISqpfWKFGE4f334dRToW1bmDEDuncPOyKRnJBs6unIxv8dsAo4LOo5ByhRpKGpJtGuVakK2LlgzRq46Sa45x648Ua/y1pN/ER+kqyFxx8AzOxvwDnOuR8aH28G3BZ8eIUntiYxqKILT1RV//RYBewsmzXLN/Hr1s2fONelS9gRieScVIvZvZuSBIBzbqmZ7RFQTAUr3qa6J6qqeW7Yfqxc06DaRDatWgVXXQV//7uvSQwerCZ+Is1IdXxd0jiKAMDMfsaGHXpUlJpqEtHKS0pYuaaB3bbZVEkiW159FXr3hq++8k38jj9eSUIkgVR/2d8GTDezCfjaxCDgxsCiKkCJmv2pJpEly5b540gnTYJ774Ujj0z+MSKS8s7sR82sCvg1/tCiY5xz8wKNrICo2V8OePZZOPNMGDDAr27q0CHsiETyRsrTR42JQcmhhdTsL2TffgvnnOOL1mPHwoEHhh2RSN7RGsCAxatLqNlfFjgHjz/uN8t17gxz5ihJiKRJBekAqS4Rkupq38Tviy/8lNNee4UdkUheC3REYWb9zexjM5tvZpckuO44M3NmVhFkPNn0zOyF9LvlFc567J2f6hJq9hewSARGjfIN/PbaC6qqlCREMiCwEYWZlQIjgUOBamCWmVXGFsHNbGPgbGBmULFkm+oSIZg/3zfxq6nxy1932SXsiEQKRpAjir7AfOfcp865NcA4IN6hwtfju9OuDjCWrFJdIovq6+Evf/HtvwcOhGnTlCREMizIGkVnYEHU42pg7+gLGnd3b+Oce87MLmjuhcxsCDAEoGvXrgGEmlk6hChL5s71Tfw22QTeegu22y7siEQKUpAjinhbXd1PT5qVAHcA5yd7IefcaOdchXOuYvPNN89giJm1ZEUtcxb4Ticjju2tQ4iCUlsLV18NhxwCQ4fCv/+tJCESoCBHFNXANlGPuwCLoh5vDPQCXjXfPmEroNLMBjrnqgKMKxCxzf5GHNubaRf/muqlNerhlEkzZvhRRI8eMHs2bL112BGJFLwgRxSzgB5mtq2ZtQIGA5VNTzrnljnnOjnnujnnugEzgLxMEvEOILpo4lwA9XDKlJUr4bzz4Oij/WjiqaeUJESyJLBE4ZyrB4YBk4EPgSeccx+Y2XVmNjCozxuG5pr9VS+tCSmiAtN0FOm33/r2G4MGqYmfSBYFuuHOOTcJmBTzvquaufbAIGMJijbVBeiHH+CCC+DFF+H++/3RpCKSddqZvQHU7C9AzzwDZ50FRx3lRxGbbBJ2RCJFS4kiTdpUF5BvvoGzz/anzT3+OOy/f9gRiRQ9NQVMkzbVZZhz/rS53r1h2219Ez8lCZGcoBFFmrSpLoO+/NLvh1i0yB8qtOeeYUckIlE0okjDkhW1VC+t4cr/7alNdRsiEvEnze25J/Tr58+MUJIQyTkaUbRQ7Ma6Kwf0pFfnDtpU11L/+Q/88Y++V9PUqbDzzmFHJCLN0IiiBeJtrLv++XlKEi1RXw+33AL77gvHHQevv64kIZLjNKJogaYCdtMqJ1i7sU6JIgVz5sApp0DHjv6siG7dwo5IRFKgEUULqICdptWr4Yor4NBDYfhwmDxZSUIkjyhRpEBdYTfA9On+xLl58/yI4uST1X5DJM9o6ikJdYVN04oVcNllMGEC3H03HHts2BGJSJo0okhAXWHT9OKLvonf8uW+/YaShEhe04giARWvW2jpUt8KfMoUGDUKDj887IhEJAM0okhAxesW+Oc/oVcvaN8e3ntPSUKkgGhEkUDH9q0ZcWxvLoqpUWg0EeXrr2HYMD/FNH487Ldf2BGJSIYpUTSjqU1Hv+6dVLyOxzl49FG46CJ/NOnf/w5t2oQdlYgEQIkijngrnQbu3jnssHLH55/D6afD4sXwwgt++auIFCzVKGI0t9JpyYrasEMLXyTil7pWVMBBB8FbbylJiBQBjShiaKVTMz76yDfxM4Np02DHHcOOSESyRCOKGFrpFKOuDv78Z1+kPv54eO01JQmRIqNEEaNppZPadOCPI+3b17cBf/ttf4Z1ib5lRIqNpp7iGLh7Z/p171S8K51qauC66+Dhh+HWW+H3v1d/JpEipkQRpWlJbFNyKLoEAfDGG365a+/eMHcubLll2BGJSMiUKBoV/ZLYH3+ESy+Fp56Ce+6Bo48OOyIRyRGacEZLYnnhBd/Er6bG77BWkhCRKBpRUMRLYpcs8U38pk6FBx+EQw4JOyIRyUEaUVCES2Kd8+dE7LorbLaZb+KnJCEizdCIgiJr/vfVV36Z60cfwcSJsM8+YUckIjlOiaJRwS+JdQ4eeQQuucT3afrHP6B1gX2NIhKIok4U8ZbDFlyCAPjsMxgyxB8s9NJLsNtuYUckInmkaGsUz8xeSL9bXuHEB2fS75ZXqJy9MOyQMq+hAe68E/baCw47DGbMUJIQkRYryhFF9HLYppVOF02cS7/unQpnRDFvnm/iV14O06fDDjuEHZGI5KmiHFE0LYeN1rQcNu/V1cENN8ABB8BJJ/nzq5UkRGQDFOWIomCXw1ZV+fYbnTvDO+/ANtuEHZGIFIBARxRm1t/MPjaz+WZ2SZznzzOzeWY218xeNrNfBBlPk4LrEFtT448kHTDA///880oSIpIxgY0ozKwUGAkcClQDs8ys0jk3L+qyd4EK59wqMzsDGAH8LqiYohXMctjXXvO1iIoKv3Fuiy3CjkhECkyQU099gfnOuU8BzGwccBTwU6Jwzk2Jun4GcGKA8QAF1CF2+XK4+GJ49lm4914YODDsiESkQAWZKDoDC6IeVwN7J7j+VOBf8Z4wsyHAEICuXbumHVDBdIidNAmGDoX+/X0Tv003DTsiESlgQSaKeCfduLgXmp0IVAAHxHveOTcaGA1QUVER9zWSKYglsd99B+eeC2++CWPGwK9/HXZEIlIEgixmVwPRFdUuwKLYi8zsEOByYKBzLrC+3nm9JNY5GD/eN/Hbckt/oJCShIhkSZAjillADzPbFlgIDAb+L/oCM9sDGAX0d84tDjCW/F0Su3AhnHkm/Pe/8PTTsHei2TsRkcwLbEThnKsHhgGTgQ+BJ5xzH5jZdWbWVHm9FWgPPGlms82sMqh48m5JrHPwwAOw++6wxx5+X4SShIiEwJxLa8o/NBUVFa6qqirtj49d9ZST/vtfOO00WLECHnrITzmJiGwAM3vbOVeRzscWXQuPju1bs9s2m+ZmkmhogNtv9yOHAQN80VpJQkRCVvAtPPJiBAF+meupp8JGG/kur927hx2RiAhQ4IkiL/ZNrFkDN90E99wDN97od1mXFN1AT0RyWMEmirzYN/HWW34U0a0bvPsudOkSdkQiIusp2D9dc3rfxKpVcMEFvu3G5ZdDZaWShIjkrIJNFDm7b2LKFOjdG776ytclBg8Gi7eJXUQkNxRsosi5fRPLlsHpp/vDhP76V3jsMejUKZxYRERaoGBrFJBDrcSffdbvrh4wwI8iOnQIJw4RkTQUdKIAwm0l/u23cM45MGsWjB0LBx4YThwiIhugYKeeQuUcPP643yzXpQvMmaMkISJ5qyBHFKFusluwAM44A778Ep57zp88JyKSxwpuRPHM7IX0u+UVTjRMC7MAAAg8SURBVHxwJv1ueYXK2Quz84kjERg1Cvr08S04qqqUJESkIBTUiCK0TXaffOKb+K1eDa++CrvsEtznEhHJsoIaUWR9k119Pdx6K+yzD/zmNzBtmpKEiBScghpRZHWT3dy5vv1Ghw6+Fcd222X+c4iI5ICCGlFkZZNdbS1cdRUccogvWr/0kpKEiBS0ghpRQMCb7GbM8KOIHj1g9mzYeuvMvbaISI4quEQBAWyyW7kSrrgCxo2Du+6C445TfyYRKRoFNfUUiJdf9hvnlizx7Td++1slCREpKgU5osiIH37wrcBfegnuvx/+53/CjkhEJBQaUcTz9NN+mWvr1vDee0oSIlLUNKKI9s03MHy47800bhz86ldhRyQiEjqNKMA38Rs71h8otP32fkWTkoSICKARhW/eN3QoLFoEkybBnnuGHZGISE4p3hFFJAL33usTw377+TMjlCRERNZTnCOKjz/2Tfzq62HqVNh557AjEhHJWcU1oqivh5tvhn79/H6I119XkhARSaJ4RhSzZ/v2Gx07+rMiunULOyIRkbxQ+COK1avh8svhsMP80tfJk5UkRERaoLBHFNOn+1FEz56+LfhWW4UdkYhI3inMRLFiBVx2GUyYAHffDcceG3ZEIiJ5q/Cmnl580TfxW77cN/FTkhAR2SCFM6L4/ns4/3yYMgVGjYLDDw87IhGRglAYI4qJE6FXL9h4Yz+KUJIQEcmY/B5RfP01DBvmk8OTT/r9ESIiklGBjijMrL+ZfWxm883skjjPtzaz8Y3PzzSzbim9sHMwZoxv4rfjjn6PhJKEiEggAhtRmFkpMBI4FKgGZplZpXNuXtRlpwJLnXPdzWwwcAvwu4QvvGYN9O8P337rC9e77x7QVyAiIhDsiKIvMN8596lzbg0wDjgq5pqjgL81vj0BONgsyTmjH34IBx0EM2cqSYiIZEGQNYrOwIKox9XA3s1d45yrN7NlQEfgu+iLzGwIMKTxYa1deun7XHppIEHnmU7E3Ksipnuxlu7FWroXa+2Y7gcGmSjijQxcGtfgnBsNjAYwsyrnXMWGh5f/dC/W0r1YS/diLd2LtcysKt2PDXLqqRrYJupxF2BRc9eYWRnQAfg+wJhERKSFgkwUs4AeZratmbUCBgOVMddUAv+v8e3jgFecc+uNKEREJDyBTT011hyGAZOBUuBh59wHZnYdUOWcqwQeAsaa2Xz8SGJwCi89OqiY85DuxVq6F2vpXqyle7FW2vfC9Ae8iIgkUhgtPEREJDBKFCIiklDOJorA2n/koRTuxXlmNs/M5prZy2b2izDizIZk9yLquuPMzJlZwS6NTOVemNmgxu+ND8zs8WzHmC0p/Ix0NbMpZvZu48/JEWHEGTQze9jMFpvZ+808b2Z2V+N9mmtmfVJ6Yedczv3DF7//C2wHtALmAD1jrjkTuL/x7cHA+LDjDvFeHARs1Pj2GcV8Lxqv2xiYCswAKsKOO8Tvix7Au8BmjY+3CDvuEO/FaOCMxrd7Ap+HHXdA92J/oA/wfjPPHwH8C7+H7ZfAzFReN1dHFMG0/8hPSe+Fc26Kc25V48MZ+D0rhSiV7wuA64ERwOpsBpdlqdyL04CRzrmlAM65xVmOMVtSuRcO2KTx7Q6sv6erIDjnppJ4L9pRwKPOmwFsamY/T/a6uZoo4rX/6NzcNc65eqCp/UehSeVeRDsV/xdDIUp6L8xsD2Ab59xz2QwsBKl8X+wA7GBm08xshpn1z1p02ZXKvbgGONHMqoFJwPDshJZzWvr7BMjd8ygy1v6jAKT8dZrZiUAFcECgEYUn4b0wsxLgDuDkbAUUolS+L8rw008H4keZr5tZL+fcDwHHlm2p3IvjgTHOudvMbB/8/q1ezrlI8OHllLR+b+bqiELtP9ZK5V5gZocAlwMDnXO1WYot25Ldi42BXsCrZvY5fg62skAL2qn+jDzjnKtzzn0GfIxPHIUmlXtxKvAEgHPuTaANvmFgsUnp90msXE0Uav+xVtJ70TjdMgqfJAp1HhqS3Avn3DLnXCfnXDfnXDd8vWagcy7tZmg5LJWfkafxCx0ws074qahPsxpldqRyL74EDgYws53xieLbrEaZGyqBkxpXP/0SWOac+yrZB+Xk1JMLrv1H3knxXtwKtAeebKznf+mcGxha0AFJ8V4UhRTvxWTgMDObBzQAFzrnloQXdTBSvBfnAw+Y2Z/wUy0nF+Iflmb2D/xUY6fGeszVQDmAc+5+fH3mCGA+sAr4Q0qvW4D3SkREMihXp55ERCRHKFGIiEhCShQiIpKQEoWIiCSkRCEiIgkpUYg0w8ymt/D6A82s0FuHSBFSohBphnNu37BjEMkFShQizTCzFY3/H2hmr5rZBDP7yMwea+pU3HgOwkdm9gZwTNTHtms8G2BW4xkIRzW+/zwze7jx7V3N7H0z2yiEL08kZUoUIqnZAzgXf5bBdkA/M2sDPAAcCfwK2Crq+svxbWX2wrfRuNXM2gF/Bbqb2dHAI8DpUS3iRXKSEoVIat5yzlU3dhudDXQDdgI+c8590tgO4u9R1x8GXGJms4FX8b2FujZ+/MnAWOA159y07H0JIunJyV5PIjkouiNvA2t/dprrgWPAsc65j+M81wNYAWydufBEgqMRhUj6PgK2NbPtGx8fH/XcZGB4VC1jj8b/OwB34o+s7Ghmx2UxXpG0KFGIpMk5txoYAjzfWMz+Iurp6/FdO+c2HnR/feP77wDudc79B39Gws1mtkUWwxZpMXWPFRGRhDSiEBGRhJQoREQkISUKERFJSIlCREQSUqIQEZGElChERCQhJQoREUno/wOY4qJnd4MVIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for thresh in df_plot.index.tolist():\n",
    "    axes = df_plot.T.reset_index()[11::].plot.scatter(x='index', y=thresh)\n",
    "    #axes = zt.reset_index().plot.scatter(x='x_p', y=0, s=1)\n",
    "    #axes.plot([0, 1], [0, 1], 'red', linewidth=1)\n",
    "    #axes = df_plot.T.reset_index().plot(x='index', y=0.3)\n",
    "    axes.plot([0, 1], [0, 1], 'red', linewidth=1)\n",
    "    #bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "    #axes.set_title('Predicting structure similarity from expression')\n",
    "    #axes.yaxis.grid(True)\n",
    "    #axes.set_xlabel('Co-expression')\n",
    "    #axes.set_ylabel('AUC')\n",
    "    #axes.set_ylim([0.0,1.101])\n",
    "    #plt.setp(bp['fliers'], markersize=3.0)\n",
    "    #0.5\n",
    "    #fig, axes = plt.subplots()\n",
    "    #axes.scatter(x, y)\n",
    "    #axes.plot(x, y)\n",
    "    axes.set_ylim([0,1])\n",
    "    axes.set_xlim([0,1])\n",
    "\n",
    "    #plt.show()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "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>chrm</th>\n",
       "      <th>num_pairs</th>\n",
       "      <th>dist_thresh</th>\n",
       "      <th>auc</th>\n",
       "      <th>pr_curve</th>\n",
       "      <th>true_pos</th>\n",
       "      <th>true_neg</th>\n",
       "      <th>exp_median</th>\n",
       "      <th>exp_mean</th>\n",
       "      <th>exp_var</th>\n",
       "      <th>...</th>\n",
       "      <th>0.82</th>\n",
       "      <th>0.83</th>\n",
       "      <th>0.85</th>\n",
       "      <th>0.86</th>\n",
       "      <th>0.88</th>\n",
       "      <th>0.89</th>\n",
       "      <th>0.9</th>\n",
       "      <th>0.91</th>\n",
       "      <th>0.92</th>\n",
       "      <th>1.0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.603357</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>566</td>\n",
       "      <td>2</td>\n",
       "      <td>0.818331</td>\n",
       "      <td>0.709948</td>\n",
       "      <td>0.077252</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.863074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>480</td>\n",
       "      <td>1</td>\n",
       "      <td>0.711796</td>\n",
       "      <td>0.638367</td>\n",
       "      <td>0.072380</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.990826</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>0.680995</td>\n",
       "      <td>0.613632</td>\n",
       "      <td>0.075320</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.995413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.964930</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>499</td>\n",
       "      <td>2</td>\n",
       "      <td>0.690213</td>\n",
       "      <td>0.630627</td>\n",
       "      <td>0.070869</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.994990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.937400</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>623</td>\n",
       "      <td>2</td>\n",
       "      <td>0.712888</td>\n",
       "      <td>0.625489</td>\n",
       "      <td>0.079132</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.981541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.074297</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>498</td>\n",
       "      <td>1</td>\n",
       "      <td>0.061497</td>\n",
       "      <td>0.109356</td>\n",
       "      <td>0.028743</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.537149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.426445</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>571</td>\n",
       "      <td>2</td>\n",
       "      <td>0.264574</td>\n",
       "      <td>0.274264</td>\n",
       "      <td>0.040111</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.834501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.650485</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>618</td>\n",
       "      <td>1</td>\n",
       "      <td>0.480949</td>\n",
       "      <td>0.495839</td>\n",
       "      <td>0.064536</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.825243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.793478</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>552</td>\n",
       "      <td>3</td>\n",
       "      <td>0.684659</td>\n",
       "      <td>0.632675</td>\n",
       "      <td>0.075314</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.987319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>chr11</td>\n",
       "      <td>1004</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.855932</td>\n",
       "      <td>{0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....</td>\n",
       "      <td>472</td>\n",
       "      <td>1</td>\n",
       "      <td>0.745523</td>\n",
       "      <td>0.660855</td>\n",
       "      <td>0.078882</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.927966</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1004 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       chrm  num_pairs  dist_thresh       auc  \\\n",
       "0     chr11       1004          2.0  0.603357   \n",
       "1     chr11       1004          1.0  0.950000   \n",
       "2     chr11       1004          1.0  0.990826   \n",
       "3     chr11       1004          2.0  0.964930   \n",
       "4     chr11       1004          5.0  0.937400   \n",
       "...     ...        ...          ...       ...   \n",
       "999   chr11       1004          2.0  0.074297   \n",
       "1000  chr11       1004          6.0  0.426445   \n",
       "1001  chr11       1004          6.0  0.650485   \n",
       "1002  chr11       1004          6.0  0.793478   \n",
       "1003  chr11       1004          6.0  0.855932   \n",
       "\n",
       "                                               pr_curve  true_pos  true_neg  \\\n",
       "0     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       566         2   \n",
       "1     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       480         1   \n",
       "2     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       436         1   \n",
       "3     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       499         2   \n",
       "4     {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       623         2   \n",
       "...                                                 ...       ...       ...   \n",
       "999   {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       498         1   \n",
       "1000  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       571         2   \n",
       "1001  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       618         1   \n",
       "1002  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       552         3   \n",
       "1003  {0.0: 1.0, 0.01: 1.0, 0.02: 1.0, 0.03: 1.0, 0....       472         1   \n",
       "\n",
       "      exp_median  exp_mean   exp_var  ... 0.82  0.83  0.85  0.86  0.88  0.89  \\\n",
       "0       0.818331  0.709948  0.077252  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1       0.711796  0.638367  0.072380  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2       0.680995  0.613632  0.075320  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3       0.690213  0.630627  0.070869  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4       0.712888  0.625489  0.079132  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "...          ...       ...       ...  ...  ...   ...   ...   ...   ...   ...   \n",
       "999     0.061497  0.109356  0.028743  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1000    0.264574  0.274264  0.040111  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1001    0.480949  0.495839  0.064536  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1002    0.684659  0.632675  0.075314  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1003    0.745523  0.660855  0.078882  ...  NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "      0.9  0.91  0.92       1.0  \n",
       "0     NaN   NaN   NaN  0.863074  \n",
       "1     NaN   NaN   NaN  0.975000  \n",
       "2     NaN   NaN   NaN  0.995413  \n",
       "3     NaN   NaN   NaN  0.994990  \n",
       "4     NaN   NaN   NaN  0.981541  \n",
       "...   ...   ...   ...       ...  \n",
       "999   NaN   NaN   NaN  0.537149  \n",
       "1000  NaN   NaN   NaN  0.834501  \n",
       "1001  NaN   NaN   NaN  0.825243  \n",
       "1002  NaN   NaN   NaN  0.987319  \n",
       "1003  NaN   NaN   NaN  0.927966  \n",
       "\n",
       "[1004 rows x 66 columns]"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_scores_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(figsize=(20,10))\n",
    "#grouped = df_scores.groupby(['threshold'])\n",
    "\n",
    "#bp = grouped.boxplot(subplots=False, sym='k+', figsize=(8,10))\n",
    "#bp = df_scores.boxplot(column=['auc'], by=['chrm', 'dist_thresh'], ax=axes,rot=40, fontsize=8,layout=(2, 1))\n",
    "sns.boxplot(y='auc', x='chrm', \n",
    "                 data=df_scores, \n",
    "                 palette=\"colorblind\",\n",
    "                 hue='dist_thresh'\n",
    "           )\n",
    "#bp = axes.boxplot([[x if x>=0 else -1 for x in top_500_score_auroc_0_9], [x if x>=0 else -1 for x in top_500_score_auroc_0_7], [x if x>=0 else -1 for x in top_500_score_auroc_0_5], [x if x>=0 else -1 for x in top_500_score_auroc_0_4]] , sym='k+')\n",
    "#axes.set_title('Predicting structure similarity from expression')\n",
    "axes.yaxis.grid(True)\n",
    "#axes.set_xlabel('Co-expression')\n",
    "axes.set_ylabel('AUC')\n",
    "axes.set_ylim([0.0,1.101])\n",
    "#plt.setp(bp['fliers'], markersize=3.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}