{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting matplotlib backend for inline plots\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary packages\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import pylab\n",
    "\n",
    "from scipy import stats\n",
    "from scipy.cluster import hierarchy as hc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to wild-type 1 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for first wild-type experiment\n",
    "ua1 = pd.read_csv('UnA/rowsum/20190516_UnA_RowSum.csv', index_col=0)\n",
    "ub1 = pd.read_csv('UnB/rowsum/20190516_UnB_RowSum.csv', index_col=0)\n",
    "uc1 = pd.read_csv('UnC/rowsum/20190516_UnC_RowSum.csv', index_col=0)\n",
    "\n",
    "ia1 = pd.read_csv('IndA/rowsum/20190516_IndA_RowSum.csv', index_col=0)\n",
    "ib1 = pd.read_csv('IndB/rowsum/20190516_IndB_RowSum.csv', index_col=0)\n",
    "ic1 = pd.read_csv('IndC/rowsum/20190516_IndC_RowSum.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua1.columns = ['Gene', 'Protein information', '3K_ua1', '5.4K_ua1', '12.2K_ua1', \n",
    "              '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1']\n",
    "ub1.columns = ['Gene', 'Protein information', '3K_ub1', '5.4K_ub1', '12.2K_ub1', \n",
    "              '24K_ub1', '78.4K_ub1', '110K_ub1', '195.5K_ub1']\n",
    "uc1.columns = ['Gene', 'Protein information', '3K_uc1', '5.4K_uc1', '12.2K_uc1', \n",
    "              '24K_uc1', '78.4K_uc1', '110K_uc1', '195.5K_uc1']\n",
    "ia1.columns = ['Gene', 'Protein information', '3K_ia1', '5.4K_ia1', '12.2K_ia1', \n",
    "              '24K_ia1', '78.4K_ia1', '110K_ia1', '195.5K_ia1']\n",
    "ib1.columns = ['Gene', 'Protein information', '3K_ib1', '5.4K_ib1', '12.2K_ib1', \n",
    "              '24K_ib1', '78.4K_ib1', '110K_ib1', '195.5K_ib1']\n",
    "ic1.columns = ['Gene', 'Protein information', '3K_ic1', '5.4K_ic1', '12.2K_ic1', \n",
    "              '24K_ic1', '78.4K_ic1', '110K_ic1', '195.5K_ic1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to wild-type 2 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for second wild-type experiment\n",
    "ua2 = pd.read_csv('UnA/20190517_UnA_RowSum.csv', index_col=0)\n",
    "ub2 = pd.read_csv('UnB/20190517_UnB_RowSum.csv', index_col=0)\n",
    "uc2 = pd.read_csv('UnC/20190517_UnC_RowSum.csv', index_col=0)\n",
    "\n",
    "ia2 = pd.read_csv('IndA/20190517_IndA_RowSum.csv', index_col=0)\n",
    "ib2 = pd.read_csv('IndB/20190517_IndB_RowSum.csv', index_col=0)\n",
    "ic2 = pd.read_csv('IndC/20190517_IndC_RowSum.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua2.columns = ['Gene', 'Protein information', '3K_ua2', '5.4K_ua2', '12.2K_ua2', \n",
    "              '24K_ua2', '78.4K_ua2', '110K_ua2', '195.5K_ua2']\n",
    "ub2.columns = ['Gene', 'Protein information', '3K_ub2', '5.4K_ub2', '12.2K_ub2', \n",
    "              '24K_ub2', '78.4K_ub2', '110K_ub2', '195.5K_ub2']\n",
    "uc2.columns = ['Gene', 'Protein information', '3K_uc2', '5.4K_uc2', '12.2K_uc2', \n",
    "              '24K_uc2', '78.4K_uc2', '110K_uc2', '195.5K_uc2']\n",
    "ia2.columns = ['Gene', 'Protein information', '3K_ia2', '5.4K_ia2', '12.2K_ia2', \n",
    "              '24K_ia2', '78.4K_ia2', '110K_ia2', '195.5K_ia2']\n",
    "ib2.columns = ['Gene', 'Protein information', '3K_ib2', '5.4K_ib2', '12.2K_ib2', \n",
    "              '24K_ib2', '78.4K_ib2', '110K_ib2', '195.5K_ib2']\n",
    "ic2.columns = ['Gene', 'Protein information', '3K_ic2', '5.4K_ic2', '12.2K_ic2', \n",
    "              '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to folder comparing biological replicates\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Gene', 'Protein information', '3K_ua1', '5.4K_ua1', '12.2K_ua1',\n",
      "       '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1', 'Gene',\n",
      "       ...\n",
      "       '195.5K_ib2', 'Gene', 'Protein information', '3K_ic2', '5.4K_ic2',\n",
      "       '12.2K_ic2', '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2'],\n",
      "      dtype='object', length=108)\n"
     ]
    }
   ],
   "source": [
    "# Creating common dataframe for all replicates\n",
    "repl_list = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "\n",
    "df_all = pd.concat(repl_list, axis=1, join='outer', sort=True)\n",
    "print(df_all.columns)\n",
    "\n",
    "# Dropping Gene and Majority protein IDs columns from df\n",
    "df_all.drop(columns=['Gene', 'Protein information'], inplace=True)\n",
    "\n",
    "df = df_all.loc[:, '3K_ua1':'195.5K_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr() \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Pearson Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('PearsonCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr(method='spearman') \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Spearman Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('SpearmanCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making correlation matrix with dendrograms, pearson correlation\n",
    "corr = 1 - df.corr(method='kendall') \n",
    "corr_condensed = hc.distance.squareform(corr) # convert to condensed\n",
    "\n",
    "# Compute and plot first dendrogram.\n",
    "fig = pylab.figure(figsize=(30,30))\n",
    "ax1 = fig.add_axes([0,0.1,0.25,0.6])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z1 = hc.dendrogram(Y, orientation='left')\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "\n",
    "# Compute and plot second dendrogram.\n",
    "ax2 = fig.add_axes([0.3,0.75,0.6,0.25])\n",
    "Y = hc.linkage(corr_condensed, method='weighted')\n",
    "Z2 = hc.dendrogram(Y)\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "\n",
    "# Plot distance matrix.\n",
    "axmatrix = fig.add_axes([0.3,0.1,0.6,0.6])\n",
    "idx = list(Z1['leaves'])\n",
    "featdict = {}\n",
    "for number, item in zip(range(0,84), df.columns):\n",
    "    featdict[number] = item\n",
    "corr.index = list(range(0,84))\n",
    "corr.columns = list(range(0,84))\n",
    "carray = corr.values\n",
    "corrind = carray[idx,:][:,idx]\n",
    "corrflip = 1 - corrind\n",
    "im = axmatrix.matshow(corrflip, aspect='auto', origin='lower', cmap=pylab.cm.YlGnBu)\n",
    "idx = [featdict[x] for x in idx]\n",
    "axmatrix.set_xticklabels(['']+idx, rotation = 90, fontsize=15)\n",
    "axmatrix.set_yticklabels(['']+idx, fontsize=15)\n",
    "axmatrix.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "axmatrix.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "# Plot colorbar.\n",
    "axcolor = fig.add_axes([0.91,0.1,0.02,0.6])\n",
    "pylab.colorbar(im, cax=axcolor)\n",
    "fig.suptitle('Kendall Correlation of\\nRow Sum Normalized\\nFractions', x=0.13, y=0.9, fontsize=55)\n",
    "fig.savefig('KendallCorr_matrixwithdendro_rowsum.png', dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dendrograms by Frobenius/Euclidean Matrix Distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating common protein dataframes for each condition and across both conditions\n",
    "dflist = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "common = pd.concat(dflist, axis=1, join='inner', sort='True')\n",
    "\n",
    "unlist = [ua1, ub1, uc1, ua2, ub2, uc2]\n",
    "un_common = pd.concat(unlist, axis=1, join='inner', sort='True')\n",
    "\n",
    "indlist = [ia1, ib1, ic1, ia2, ib2, ic2]\n",
    "ind_common = pd.concat(indlist, axis=1, join='inner', sort='True')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making uninduced replicates based on proteins common in all WT1 uninduced\n",
    "ua1_un = un_common.loc[:, '3K_ua1':'195.5K_ua1']\n",
    "ua1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub1_un = un_common.loc[:, '3K_ub1':'195.5K_ub1']\n",
    "ub1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc1_un = un_common.loc[:, '3K_uc1':'195.5K_uc1']\n",
    "uc1_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making induced replicates based on proteins common in all WT1 induced\n",
    "ia1_ind = ind_common.loc[:, '3K_ia1':'195.5K_ia1']\n",
    "ia1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib1_ind = ind_common.loc[:, '3K_ib1':'195.5K_ib1']\n",
    "ib1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic1_ind = ind_common.loc[:, '3K_ic1':'195.5K_ic1']\n",
    "ic1_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making replicates based on proteins common to all WT1 replicates\n",
    "ua1_com = common.loc[:, '3K_ua1':'195.5K_ua1']\n",
    "ua1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub1_com = common.loc[:, '3K_ub1':'195.5K_ub1']\n",
    "ub1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc1_com = common.loc[:, '3K_uc1':'195.5K_uc1']\n",
    "uc1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ia1_com = common.loc[:, '3K_ia1':'195.5K_ia1']\n",
    "ia1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib1_com = common.loc[:, '3K_ib1':'195.5K_ib1']\n",
    "ib1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic1_com = common.loc[:, '3K_ic1':'195.5K_ic1']\n",
    "ic1_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making uninduced replicates based on proteins common in all WT2 uninduced\n",
    "ua2_un = un_common.loc[:, '3K_ua2':'195.5K_ua2']\n",
    "ua2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub2_un = un_common.loc[:, '3K_ub2':'195.5K_ub2']\n",
    "ub2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc2_un = un_common.loc[:, '3K_uc2':'195.5K_uc2']\n",
    "uc2_un.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making induced replicates based on proteins common in all WT2 induced\n",
    "ia2_ind = ind_common.loc[:, '3K_ia2':'195.5K_ia2']\n",
    "ia2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib2_ind = ind_common.loc[:, '3K_ib2':'195.5K_ib2']\n",
    "ib2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic2_ind = ind_common.loc[:, '3K_ic2':'195.5K_ic2']\n",
    "ic2_ind.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "\n",
    "# Making replicates based on proteins common to all WT2 replicates\n",
    "ua2_com = common.loc[:, '3K_ua2':'195.5K_ua2']\n",
    "ua2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ub2_com = common.loc[:, '3K_ub2':'195.5K_ub2']\n",
    "ub2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "uc2_com = common.loc[:, '3K_uc2':'195.5K_uc2']\n",
    "uc2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ia2_com = common.loc[:, '3K_ia2':'195.5K_ia2']\n",
    "ia2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ib2_com = common.loc[:, '3K_ib2':'195.5K_ib2']\n",
    "ib2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']\n",
    "ic2_com = common.loc[:, '3K_ic2':'195.5K_ic2']\n",
    "ic2_com.columns = ['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating empty dataframes to hold distances between replicates\n",
    "un_distmatrix = pd.DataFrame(columns=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'UnA_WT2', 'UnB_WT2', 'UnC_WT2'], \n",
    "                             index=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'UnA_WT2', 'UnB_WT2', 'UnC_WT2'])\n",
    "ind_distmatrix = pd.DataFrame(columns=['IndA_WT1', 'IndB_WT1', 'IndC_WT1', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'], \n",
    "                              index=['IndA_WT1', 'IndB_WT1', 'IndC_WT1', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'])\n",
    "common_distmatrix = pd.DataFrame(columns=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'IndA_WT1', 'IndB_WT1', 'IndC_WT1', \n",
    "                                          'UnA_WT2', 'UnB_WT2', 'UnC_WT2', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'], \n",
    "                                 index=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'IndA_WT1', 'IndB_WT1', 'IndC_WT1', \n",
    "                                        'UnA_WT2', 'UnB_WT2', 'UnC_WT2', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>UnA_WT1</th>\n",
       "      <th>UnB_WT1</th>\n",
       "      <th>UnC_WT1</th>\n",
       "      <th>UnA_WT2</th>\n",
       "      <th>UnB_WT2</th>\n",
       "      <th>UnC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UnA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>7.94782</td>\n",
       "      <td>7.6596</td>\n",
       "      <td>9.39968</td>\n",
       "      <td>9.97428</td>\n",
       "      <td>8.90014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT1</th>\n",
       "      <td>7.94782</td>\n",
       "      <td>0</td>\n",
       "      <td>6.57113</td>\n",
       "      <td>8.57531</td>\n",
       "      <td>9.92171</td>\n",
       "      <td>9.56903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT1</th>\n",
       "      <td>7.6596</td>\n",
       "      <td>6.57113</td>\n",
       "      <td>0</td>\n",
       "      <td>7.33065</td>\n",
       "      <td>8.94837</td>\n",
       "      <td>8.8819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnA_WT2</th>\n",
       "      <td>9.39968</td>\n",
       "      <td>8.57531</td>\n",
       "      <td>7.33065</td>\n",
       "      <td>0</td>\n",
       "      <td>8.32665</td>\n",
       "      <td>8.54784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT2</th>\n",
       "      <td>9.97428</td>\n",
       "      <td>9.92171</td>\n",
       "      <td>8.94837</td>\n",
       "      <td>8.32665</td>\n",
       "      <td>0</td>\n",
       "      <td>7.34072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT2</th>\n",
       "      <td>8.90014</td>\n",
       "      <td>9.56903</td>\n",
       "      <td>8.8819</td>\n",
       "      <td>8.54784</td>\n",
       "      <td>7.34072</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         UnA_WT1  UnB_WT1  UnC_WT1  UnA_WT2  UnB_WT2  UnC_WT2\n",
       "UnA_WT1        0  7.94782   7.6596  9.39968  9.97428  8.90014\n",
       "UnB_WT1  7.94782        0  6.57113  8.57531  9.92171  9.56903\n",
       "UnC_WT1   7.6596  6.57113        0  7.33065  8.94837   8.8819\n",
       "UnA_WT2  9.39968  8.57531  7.33065        0  8.32665  8.54784\n",
       "UnB_WT2  9.97428  9.92171  8.94837  8.32665        0  7.34072\n",
       "UnC_WT2  8.90014  9.56903   8.8819  8.54784  7.34072        0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced distance matrix\n",
    "unlist = [ua1_un, ub1_un, uc1_un, ua2_un, ub2_un, uc2_un]\n",
    "for row, df in zip(un_distmatrix.index, unlist):\n",
    "    for column, df2 in zip(un_distmatrix.columns, unlist):\n",
    "        un_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "un_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>IndA_WT1</th>\n",
       "      <th>IndB_WT1</th>\n",
       "      <th>IndC_WT1</th>\n",
       "      <th>IndA_WT2</th>\n",
       "      <th>IndB_WT2</th>\n",
       "      <th>IndC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IndA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>8.56796</td>\n",
       "      <td>9.2505</td>\n",
       "      <td>8.99013</td>\n",
       "      <td>10.9123</td>\n",
       "      <td>9.44739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT1</th>\n",
       "      <td>8.56796</td>\n",
       "      <td>0</td>\n",
       "      <td>5.92591</td>\n",
       "      <td>8.21053</td>\n",
       "      <td>9.15742</td>\n",
       "      <td>8.60572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT1</th>\n",
       "      <td>9.2505</td>\n",
       "      <td>5.92591</td>\n",
       "      <td>0</td>\n",
       "      <td>8.98603</td>\n",
       "      <td>9.31805</td>\n",
       "      <td>9.33479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT2</th>\n",
       "      <td>8.99013</td>\n",
       "      <td>8.21053</td>\n",
       "      <td>8.98603</td>\n",
       "      <td>0</td>\n",
       "      <td>8.85812</td>\n",
       "      <td>7.42109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT2</th>\n",
       "      <td>10.9123</td>\n",
       "      <td>9.15742</td>\n",
       "      <td>9.31805</td>\n",
       "      <td>8.85812</td>\n",
       "      <td>0</td>\n",
       "      <td>8.64519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT2</th>\n",
       "      <td>9.44739</td>\n",
       "      <td>8.60572</td>\n",
       "      <td>9.33479</td>\n",
       "      <td>7.42109</td>\n",
       "      <td>8.64519</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         IndA_WT1 IndB_WT1 IndC_WT1 IndA_WT2 IndB_WT2 IndC_WT2\n",
       "IndA_WT1        0  8.56796   9.2505  8.99013  10.9123  9.44739\n",
       "IndB_WT1  8.56796        0  5.92591  8.21053  9.15742  8.60572\n",
       "IndC_WT1   9.2505  5.92591        0  8.98603  9.31805  9.33479\n",
       "IndA_WT2  8.99013  8.21053  8.98603        0  8.85812  7.42109\n",
       "IndB_WT2  10.9123  9.15742  9.31805  8.85812        0  8.64519\n",
       "IndC_WT2  9.44739  8.60572  9.33479  7.42109  8.64519        0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Induced distance matrix\n",
    "indlist = [ia1_ind, ib1_ind, ic1_ind, ia2_ind, ib2_ind, ic2_ind]\n",
    "for row, df in zip(ind_distmatrix.index, indlist):\n",
    "    for column, df2 in zip(ind_distmatrix.columns, indlist):\n",
    "        ind_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "ind_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>UnA_WT1</th>\n",
       "      <th>UnB_WT1</th>\n",
       "      <th>UnC_WT1</th>\n",
       "      <th>IndA_WT1</th>\n",
       "      <th>IndB_WT1</th>\n",
       "      <th>IndC_WT1</th>\n",
       "      <th>UnA_WT2</th>\n",
       "      <th>UnB_WT2</th>\n",
       "      <th>UnC_WT2</th>\n",
       "      <th>IndA_WT2</th>\n",
       "      <th>IndB_WT2</th>\n",
       "      <th>IndC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UnA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>7.58926</td>\n",
       "      <td>7.29103</td>\n",
       "      <td>7.06812</td>\n",
       "      <td>8.14559</td>\n",
       "      <td>8.43027</td>\n",
       "      <td>8.92431</td>\n",
       "      <td>9.52152</td>\n",
       "      <td>8.45757</td>\n",
       "      <td>9.13147</td>\n",
       "      <td>10.7094</td>\n",
       "      <td>9.53256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT1</th>\n",
       "      <td>7.58926</td>\n",
       "      <td>0</td>\n",
       "      <td>6.16172</td>\n",
       "      <td>8.12178</td>\n",
       "      <td>6.28758</td>\n",
       "      <td>6.37764</td>\n",
       "      <td>8.10993</td>\n",
       "      <td>9.48722</td>\n",
       "      <td>9.14195</td>\n",
       "      <td>8.62552</td>\n",
       "      <td>9.07232</td>\n",
       "      <td>8.91712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT1</th>\n",
       "      <td>7.29103</td>\n",
       "      <td>6.16172</td>\n",
       "      <td>0</td>\n",
       "      <td>7.81018</td>\n",
       "      <td>5.25308</td>\n",
       "      <td>6.10665</td>\n",
       "      <td>6.87098</td>\n",
       "      <td>8.54684</td>\n",
       "      <td>8.49034</td>\n",
       "      <td>7.6185</td>\n",
       "      <td>8.75831</td>\n",
       "      <td>7.9259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT1</th>\n",
       "      <td>7.06812</td>\n",
       "      <td>8.12178</td>\n",
       "      <td>7.81018</td>\n",
       "      <td>0</td>\n",
       "      <td>8.13948</td>\n",
       "      <td>8.78222</td>\n",
       "      <td>8.97</td>\n",
       "      <td>8.81698</td>\n",
       "      <td>8.34104</td>\n",
       "      <td>8.46795</td>\n",
       "      <td>10.3523</td>\n",
       "      <td>8.9413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT1</th>\n",
       "      <td>8.14559</td>\n",
       "      <td>6.28758</td>\n",
       "      <td>5.25308</td>\n",
       "      <td>8.13948</td>\n",
       "      <td>0</td>\n",
       "      <td>5.44733</td>\n",
       "      <td>7.80708</td>\n",
       "      <td>9.33935</td>\n",
       "      <td>9.05283</td>\n",
       "      <td>7.73625</td>\n",
       "      <td>8.60792</td>\n",
       "      <td>8.08391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT1</th>\n",
       "      <td>8.43027</td>\n",
       "      <td>6.37764</td>\n",
       "      <td>6.10665</td>\n",
       "      <td>8.78222</td>\n",
       "      <td>5.44733</td>\n",
       "      <td>0</td>\n",
       "      <td>8.57393</td>\n",
       "      <td>9.84741</td>\n",
       "      <td>9.95119</td>\n",
       "      <td>8.43488</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.76329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnA_WT2</th>\n",
       "      <td>8.92431</td>\n",
       "      <td>8.10993</td>\n",
       "      <td>6.87098</td>\n",
       "      <td>8.97</td>\n",
       "      <td>7.80708</td>\n",
       "      <td>8.57393</td>\n",
       "      <td>0</td>\n",
       "      <td>7.89686</td>\n",
       "      <td>8.13518</td>\n",
       "      <td>7.07641</td>\n",
       "      <td>8.24695</td>\n",
       "      <td>6.95839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT2</th>\n",
       "      <td>9.52152</td>\n",
       "      <td>9.48722</td>\n",
       "      <td>8.54684</td>\n",
       "      <td>8.81698</td>\n",
       "      <td>9.33935</td>\n",
       "      <td>9.84741</td>\n",
       "      <td>7.89686</td>\n",
       "      <td>0</td>\n",
       "      <td>6.93502</td>\n",
       "      <td>7.74344</td>\n",
       "      <td>10.5191</td>\n",
       "      <td>8.18089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT2</th>\n",
       "      <td>8.45757</td>\n",
       "      <td>9.14195</td>\n",
       "      <td>8.49034</td>\n",
       "      <td>8.34104</td>\n",
       "      <td>9.05283</td>\n",
       "      <td>9.95119</td>\n",
       "      <td>8.13518</td>\n",
       "      <td>6.93502</td>\n",
       "      <td>0</td>\n",
       "      <td>7.78084</td>\n",
       "      <td>10.4515</td>\n",
       "      <td>7.7681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT2</th>\n",
       "      <td>9.13147</td>\n",
       "      <td>8.62552</td>\n",
       "      <td>7.6185</td>\n",
       "      <td>8.46795</td>\n",
       "      <td>7.73625</td>\n",
       "      <td>8.43488</td>\n",
       "      <td>7.07641</td>\n",
       "      <td>7.74344</td>\n",
       "      <td>7.78084</td>\n",
       "      <td>0</td>\n",
       "      <td>8.34454</td>\n",
       "      <td>6.97943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT2</th>\n",
       "      <td>10.7094</td>\n",
       "      <td>9.07232</td>\n",
       "      <td>8.75831</td>\n",
       "      <td>10.3523</td>\n",
       "      <td>8.60792</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.24695</td>\n",
       "      <td>10.5191</td>\n",
       "      <td>10.4515</td>\n",
       "      <td>8.34454</td>\n",
       "      <td>0</td>\n",
       "      <td>8.06943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT2</th>\n",
       "      <td>9.53256</td>\n",
       "      <td>8.91712</td>\n",
       "      <td>7.9259</td>\n",
       "      <td>8.9413</td>\n",
       "      <td>8.08391</td>\n",
       "      <td>8.76329</td>\n",
       "      <td>6.95839</td>\n",
       "      <td>8.18089</td>\n",
       "      <td>7.7681</td>\n",
       "      <td>6.97943</td>\n",
       "      <td>8.06943</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          UnA_WT1  UnB_WT1  UnC_WT1 IndA_WT1 IndB_WT1 IndC_WT1  UnA_WT2  \\\n",
       "UnA_WT1         0  7.58926  7.29103  7.06812  8.14559  8.43027  8.92431   \n",
       "UnB_WT1   7.58926        0  6.16172  8.12178  6.28758  6.37764  8.10993   \n",
       "UnC_WT1   7.29103  6.16172        0  7.81018  5.25308  6.10665  6.87098   \n",
       "IndA_WT1  7.06812  8.12178  7.81018        0  8.13948  8.78222     8.97   \n",
       "IndB_WT1  8.14559  6.28758  5.25308  8.13948        0  5.44733  7.80708   \n",
       "IndC_WT1  8.43027  6.37764  6.10665  8.78222  5.44733        0  8.57393   \n",
       "UnA_WT2   8.92431  8.10993  6.87098     8.97  7.80708  8.57393        0   \n",
       "UnB_WT2   9.52152  9.48722  8.54684  8.81698  9.33935  9.84741  7.89686   \n",
       "UnC_WT2   8.45757  9.14195  8.49034  8.34104  9.05283  9.95119  8.13518   \n",
       "IndA_WT2  9.13147  8.62552   7.6185  8.46795  7.73625  8.43488  7.07641   \n",
       "IndB_WT2  10.7094  9.07232  8.75831  10.3523  8.60792     8.68  8.24695   \n",
       "IndC_WT2  9.53256  8.91712   7.9259   8.9413  8.08391  8.76329  6.95839   \n",
       "\n",
       "          UnB_WT2  UnC_WT2 IndA_WT2 IndB_WT2 IndC_WT2  \n",
       "UnA_WT1   9.52152  8.45757  9.13147  10.7094  9.53256  \n",
       "UnB_WT1   9.48722  9.14195  8.62552  9.07232  8.91712  \n",
       "UnC_WT1   8.54684  8.49034   7.6185  8.75831   7.9259  \n",
       "IndA_WT1  8.81698  8.34104  8.46795  10.3523   8.9413  \n",
       "IndB_WT1  9.33935  9.05283  7.73625  8.60792  8.08391  \n",
       "IndC_WT1  9.84741  9.95119  8.43488     8.68  8.76329  \n",
       "UnA_WT2   7.89686  8.13518  7.07641  8.24695  6.95839  \n",
       "UnB_WT2         0  6.93502  7.74344  10.5191  8.18089  \n",
       "UnC_WT2   6.93502        0  7.78084  10.4515   7.7681  \n",
       "IndA_WT2  7.74344  7.78084        0  8.34454  6.97943  \n",
       "IndB_WT2  10.5191  10.4515  8.34454        0  8.06943  \n",
       "IndC_WT2  8.18089   7.7681  6.97943  8.06943        0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced & Induced common distance matrix\n",
    "comlist = [ua1_com, ub1_com, uc1_com, ia1_com, ib1_com, ic1_com, \n",
    "           ua2_com, ub2_com, uc2_com, ia2_com, ib2_com, ic2_com]\n",
    "for row, df in zip(common_distmatrix.index, comlist):\n",
    "    for column, df2 in zip(common_distmatrix.columns, comlist):\n",
    "        common_distmatrix.at[row, column] = np.linalg.norm(df-df2, 'fro')\n",
    "common_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8zaORTUE3xKfZ7SPpfWY2rdtrJuq2o88Nd/8xs6mVIecOu2JvWapH0hvxta12xNdSWg6f5lhGK3l4qI2XhL5jZrPlu4+NxdfheSc+KjBnINbUedbMbmkR5u/42h3gfcN5Tf4/B75IY02jv+We8l2uip2LzjezZ3vKcYPL8IV367irhf9VLfyhYXibAYxvEfYK3EC6OK1fji+v8zSzByRNxNv8mySNyF6Ad86CzmrjWZHvWlbXLz1d9/HBzJ6X7/q1DAPcrttgPI26/k7aYepMM7tzSHM1L7lB1zqM+zca7f5Pkr6Ft6HH+5KzCtJaRGPwZ+zGwArMrW/ktOpTe5WpQneYha/R1ikD1VaCIAjmIYxAQTA8yb/WLoUr7/vjRoQtgMMkfSaN9ChjZPZ7TDrapU4hf9rMmkeUNJMvDrlmB9dtl1xRrFvEupa0aPa3qH7Jb6Z0kcgOWJeGYe4t+MKj7dLzS1IytPxfOpC0Mv5SuhtwAG5sAjca/Aj4VI+XfKbGL/8CWxeuOWyVga4n5Na4E/Gpce2OhGolD3ULGw80pwNfxUfMHURmBJJv0158EZ+IG0D6wf2tg9T3DWb2oKS/4jK4l6RVzezpLMhB2e9+Lgj9kJld0GMa7dzvNbLrzagLaGbTJT0MbJDFq6Lduh+JGzpWoZHfkVmYQ2gY6dqhrl+a3Eb86fgL+4C063Yxs8ckHYOPZBuBL65+jKQn8FGLVwF/MrP7hjCb4AaUgk4NoOfjC9XvjU/NPBk4WdI9+GicK/FpXq3647aR9CXg67jMtUOrPrVXmSp0h4fSqOVOGZn97mdbCYIgmIcwAgXBMKTshUTSd/CX88/iL+jPAl+uSGL5Hi5fZxRpR3F6Kfu9TA/5qKJQFKenKSQdI+ljNHZNA1+09kp8i+Cp+Jd68JevYnrbovTGQN2TrkjK/p+BP0v6Gj50vfiy+UlJ37D6HZpaUWWg7DbcQPI14Mj0ezb+1fxafH2rl/BRAgBvwl9qoLU8vNLnPLaNmT0q6WJ8Z6g9Ja1hZk8k731pvJCcbmadjiiool99w09xI9AS+MLm34dXdwT8SApzH95e5ydq73cyvhUvwy/Vhc0odlBbomn0TjO91P1A9UvzQ7tuGzM7SdLtwLH4iA/h/f/70/FDSeOBz7cx4q3vSFqKhqEefD28tjGzOZLej+sOh+M7fJLOrwc+jo9uORNfKL4dg0tdfj+Ff2QBH7U0HjemPYTLdfGMXZfGFK9WfWrXMiVpBA15fbEubA3z1TM8CIKFmzACBUEAgJmZpM/jW4i/BfiipD+aWdm0m1zJOcDMftOnbCzdRpjXVOSjXxQjkUZIWrxLQ9A30nkWsIdVbE0r6c3dZLCCvC5ON7ODK0MOMmb2kqQx+IK8K+HK+GigX3Iz3yLpNfgUJIDngdFVL3lpfa4FhZ/gRqDF8JGA30nuhdzNAn7Zx+v1q2+4CB+lshY+8qdYZ+hDNAzA/TReDQpmNk1SMeXoNa3CJwpjzYwW65f0Uvf5733N7Pw287ag0XKEn5n9DfibpFXxjRi2x/vBLXGj0GjgWkmjK567A8lWNN4JnsH76o5II4dPA06TtBE+PWoHfBfG9Wn0FTtL2trMplSlVUdah6wwls8A3mFm4yvC9mOtvZakkXUzcGNMtx+nhktbCYJgPiAWhg6C4FXSQrvFiIVFmHs0S04+gqOfC12uKqnVkO0Ns9+P9fHaBZOy3x0vcClpY/zrI8B5VQagxHqdpl/DQN2TvmBmz+O78RQMxFS++ZEd8SmXAKe1+MrfT3kYaP4CPJh+f1LOxvjLLcAlZtbP9rlh6yCt+4bUx52e/m4iqVjHo5gKNhMY100G5wOK0VjrSaqdIiNpCRr9VKt1Wzqp+5nMPYpkvu6XWpAbxlqNtFil3UTN7GkzO9/MjjKzt+ALlRfTd5ek9aLeA8FHst//6NUIamb3mdkvzexgM9sAN3gV615tgI8W6pY3Aqun32dVGYASg9mnFrrDemlkYacsyG0lCIIFjDACBUEwF2Z2FY1dMHaS9O6SYPlUib3VxgrEbSIau2NUkfvf0Kfr5uQLsL63i/irZ7/rdtQBX0S5FcUQ9do6TtNxit2DtpE0PxpZ8nVKBmIU1/xIv+Wh3+RTINpux+klsVg3Z0N8FMNArakDsFIbI+fa7RtOx6flARwsaTN8xALAH/u4m9lgc306L4EvlFvHW2lMH7u+LiA+kqOStAD+yPT3tqb1iMZnv+faOWwB4Lnsd2V/mqYCjer2Imb2EPBhfKQgwI59fKa2RNJIfGpkwRn9voaZXQd8InPaqSlIJ/3Q/NqnFrrDYsC7uog/Pvu9oLWVIAgWMMIIFARBGd/Ofh/X7Jl2/Ch21tmUzhaGbsXnqzzSugX/XWSDzhY/bpdz8KksAIennVw6IV8/Y4OqQJLWw3eKakVhLGlnisev0nlRGuslDBid1I2kFZh795NWuyEtLLQrD1vja9UMKmkKR7HeTLvTiArOoLGe0WdoyPMk4NLeczcPR1Z5JFksRjO8BFSOwDOzSfhW9wAfAI7KvPttvBpM8ukjX2gR9uiKeGW8Lxl6qsj77N/nHmY2kcbL8ShJH25xrfmJvI+qM4SNYe6dmjomTccrRmQtwiDp55JWxHfRK9r+TWZ2SU2UXpiY/Z5rOYq0kHJhCGrVD7Xbp27I3COcBpp8y/bjknGwbRbwthIEwQJGGIGCIJiHtHbBTenvNhWjgb5C4wXwf1spLJLWk/T9tGtUHbtK+kazY5recAaN4d1/NLNWXwE7Jiliv0h/V8W3u63cWlbSW5umsN1J46V6n7TtdHOcNYA/0t5LdzHlZvU2RvecTGNI+scknVg3LUTScpKOkNRq9FUVF0r6raRd6r5cp3v+OxoLX04Eru7ymgsa+RS4TyXj31xIej3+IjZUz+RCxjbr5MUljZgpDLH70lhY9hdp2lW/OVDSQc2OkpbBjbfFi/jP29hl8CfpvBS+aC30dzezoeA8Gmu57C7p683tMk3b+yYNo8Z9tDYCjQB+mwy5cyHpQ7gBEHw9tdObw+AbDBTy8HNJ+9ZdTNL6kn4kqSfDSh/IDZmfl/Ta5gBpOuEJdYlI+oSkA9Li3VVh/ovGYsp3DFD7ya+3iKS9gJvx9YDA1wLar8v0jpc0usUIps9kv28t8Z+Yzm9sMZ3xVhqjSveT9KaS/KyN71Y2aDvDmdllNEZJbw6cJ6l0sedU/3uWeC2obSUIggWMWBg6CIIqvo2/VACMJdsGGsDMbpB0GP4ytSRwlqSjgAvxIdrT8S1nN8WHfm+dotYpzI/g60l8NSnF5wBP4YafMcBmKdwz+C5mA8Xn8cWxt0zHvZJ+i291OwVfQPYNwLvxdYPWIS0onRZo/TnwOXxaxjWSTseNAbNSumNwg8ivmXsYfhmXp+sAXCDpJ/jaH8VX01vTyCzMbKqkvfHpfMsC/w/4kKRzgdvwUUXL4It0boNPCVkCn4rQDYsCH0zHI5KuxF8qnsQNhKvg930fGgagmcAhA/2SM79gZg9JuhCfWrgicFu6h3fgRp8dgQPxNvR/6fdgcznetpYFLpL0a7yNFeuCXGdmz1XE/Sl+/wvmMADTSXC5WgV/MXofbkR9Hn9x/iSN9W0m4NvXt+Iv+EvnyMzt9DQyaoHEzGZKOgBv/yPwXeneIelsfJTJa/G2XiyWOx1f2H9WWXoZxdbfd6W+7E5cVt7N3NNWjiibSmdmV8s3Hfgxbvg+V9IN+CLdD+Av9Cviz4qdaRgl5hmFOpiY2QRJf8DLuAZws6RTgXvw/uxt+EiyJ3DDRPMUp4LN8L74fyX9FX8WTMLLvTreD+9JYxpUP0ZxLpqeBQXCn1srAVvg0wXXzfwfBD5kZvd3eb134h+GJkn6G3AL/hxYDF+E/X3AdinsS7gsNHM5/mxaGX/WnYXvUlr0Q/80sxfM7EVJ4/At1JcErkvP3Jvx/mdrGqOz2nnG9pOP4NMr1wLeA0xI7e9mfGfQlfCpg3viMj/XItILalsJgmABxMziiCOOYXDgipSRlvNoI/wiwN1ZvD0qwu2FG2qsjeNpYMWSNCYl//vxRTL/U5PG48CWNfk+Mwu7don/hpn/6TXpLItPbWinXGs2xV0Kn99fF+dUYKNWecEV9/tr0jmgJM6muBLeTt6nAbt1KVPjcMNWO9cx/KX77RVpLZaFu6ybe9tJWlnYg1rU5W6Z/7EVaVyd/GdV+K+KG32q6mUW8KVW1+qkXO2WL4VZB5hck7+dWlzjnizsn7qRpXbuI26Qfawmn/cC63WQ/peb7sGafcx7Xu+V/UyLNA7L0ti3g3hvpXWf/CSwS00aJ2Zht8FHR9bJ7xfayNcHWshZc/5eU5JGEf+ONq5XGxY3xhjwYk0aq+PTwqry+RD+Un9e5rZKUxrfa7PM04DP9iBzy7R5nfx4Bv8ws2wHaV9c4n99m9d7vErucAPQlJq4b2nKzz9bXOskfBHp4v8p3chJp2GBtYFr26iLFwayrcQRRxxx1B0xHSwIglLMv4jnu5QcVxHuj/jX9M/gX6sewadDzcBfRP6Jf9V6D/6SVbstrJk9iL90fAn/evY8vgbAXcA3gc3M7OZuy9UuZjbVzPbBv7b9HH/RnYq/8DyDK3nfBUZZ0y5IZvYK8Hb8Je66FG8abgT5LW4IORRX4Frl4wW8Pr4F/BsfcVQ7WsHM/oN/7d0b/xJ6X4o3G1/s9BZ8/aCPAWuYD2PvGDMbg48uOAAfEXItrpBOx+tpCnA7brzZD9jEfKrhsMLMnsZHX3wFr/uX0zEBf7ne3sy+XZ3CgOfvEdzA8mN8lMeLtCGbGZdnvwdsTZ3U7kfhbaHI54t4P3EM8GbzRXbbJZf7fu9mNmSY2RW4sfuLuIFyMt4eJ+NrjhwNbGhm/2gzyTlm9gl8RN+f8Rf5GfhuRr8BtjWz2ilRKV/n4s+Kw/A1mSbh/WLxrLgG+CE+wmgtM3upzfwNGGb2JN7/fg0f7fMSLnN34NuUb2H1O/6BGxt3xEeo/Q14GC/3LHyky3X4s20TMzt5AIoBXsfF1u+X44afffBn8hfMbGqP6f8XsAduePknfj9npusWawgeDmxcJXdm9gDeD52Kfwh6iYp+yMxexBejPwI3QL1I4xl7FvBWM6tcQ2wgMbNJZrY9/vw9Cx9l9TJeH0/gI/W+ClQudL8gtpUgCBYsZNaJnhcEQdB/JE3Ch09PMLN2tiMOgmA+QNKi+EvtmvgLzjrWenrRfIGk7+CGEoA9zeziocxPEARBEATBYBAjgYIgCIIg6Jb30tg++xcLkAFoBI0FoR/GR7gEQRAEQRAs9IQRKAiCIAiCjkmjgIpFmGfS2HFrQeBQGruZ/a8Nk4XKgyAIgiAIYnewIAiCIAjaIm3HvCa+g8/H8bWnAM5IawvNl0haGd81aASwA76WCPhi9f87VPkKgiAIgiAYbMIIFARBEARBuxwN7N/kNgFfyH1+ZgvmnfI1BzikD4viBkEQBEEQLDDEdLAgCIIgCDplFr7T0KnADmb23BDnpxMm4zuDjTazC4Y6M0EQBEEQBINJ7A4WBEEQBEEQBEEQBEEwDIiRQEEQBEEQBEEQBEEQBMOAMAIFQRAEQRAEQRAEQRAMA8IIFARBEARBEARBEARBMAwII1AQBEEQBEEQBEEQBMEwIIxAQRAEQRAEQRAEQRAEw4AwAgVBEARBEARBEARBEAwDwggUBEEQBEEQBEEQBEEwDAgjUBAEQRAEQRAEQRAEwTAgjEBBEARBEARBEARBEATDgDACBUEQBEEQBEEQBEEQDAPCCBQEQRAEQRAEQRAEQTAMCCNQEARBEARBEARBEATBMCCMQEEQBEEQBEEQBEEQBMOAMAIFQRAEQRAEQRAEQRAMA8IIFARBEARBEARBEARBMAwII1AQBEEQBEEQBEEQBMEwIIxAQRAEQRAEQRAEQRAEw4AwAgVBEARBEARBEARBEAwDwggUBEEQBEEQBEEQBEEwDAgjUBAEQRAEQRAEQRAEwTAgjEBBEARBEARBEARBEATDgDACBUEQBEEQBEEQBEEQDAPCCBQEQRAEQRAEQRAEQTAMCCNQEARBEARBEARBEATBMCCMQEEQBEEQBEEQBEEQBMOAMAIFQRAEQRAKRD6MAAAgAElEQVQEQRAEQRAMA8IIFARBEARBEARBEARBMAwII1AQBEEQBEEQBEEQBMEwIIxAQRAEQRAEQRAEQRAEw4AwAgVBEARBEARBEARBEAwDwggUBEEQBEEQBEEQBEEwDAgjUBAEQRAEQRAEQRAEwTAgjEBBEARBEARBEARBEATDgDACBUEQBEEQBEEQBEEQDAPCCBQEQRAEQRAEQRAEQTAMCCPQAoikiZJM0sihzstQIGl0Kv/4oc5LL0haVdIZkh6TNDuV6YihzlczksamvI0dxGuaJBus6w0Wksakso0b6rz0iqTxqSyjm9wHXV6CIAjmd0J3G966W9Uzc6BYWOq7DEnjUtnGDHVeeqVK3x1seQmGH2EEGmSyRj22RbixC2vnHbzKhcAngKWAG4BrgEeHNEdBsIAjaYXUf853BtUgCBZMQncLMkJ3CxZ6JI1K/dneQ52XYGBYbKgzEHTFBGAaMHOoMxJ0h6Q3A9sBjwBvMLOpQ5ylOiYD96RzELRiqOVlBeA44CHgh0OUhyAIgmZCd1vA6VF3exh/Nr48EHkLFjqGWl5G4brUr4ALhigPwQASRqAFEDN721DnIeiZ16fztfO5AQgzOwU4ZajzESwYhLwEQRDMS+huCwVd625m9tEByE+wkBLyEgw0MR0sCIaGpdL5lSHNRRAEQRAEQdAOobsFQbBQEEagBZBWiwtKepukP0h6QtIMSY9LOlvS5q3Sk7SrpEskPS1pTjEXNK2z8YmU7n2SXpY0VdJNkr4oaclu087CjkqLvT0oaZqkyZJulPR1Sa+tSF+SDpV0q6RXUtpnS1qvKdweKR//aVG3d6dwe9SFK8nDhyX9XdKUlPcJkk6WtGZT2DFpAbhxyeljxaJwkia2eb3aRZOrFpPL3SVtlOrpqZTf2yQdUpFe6UK/yhY5lrSEpGMl3ZPSe0zSTyWtXJPP7ST9WdJzSZb+KWnfmvAjW9VTG21jL0kXpbYxXdKj6b4dKmlESfiNJP1M0gOpXFMkXSbpvTV5WFTS4ZLuSDL5hKQzJb2uKk4dyhZ3lLSYpKOSvL8k6bmSax8k6cpMFu+XdJKkVUvSnqtOJX1a0i3y9v2MpHMlbdJhfmsXhpa0hqTvSro93fepku6SdJqkLZrCvjGld026VzOSzF4s6e0laY8DHkx/18vaVtXCix3d31T/h0m6VtLzKT9PyPupEySt20ldBUEwfGjj+RS628Ktu1XpZq8ucpyejz9Lz7vpku6V9CVJi9ake6CkG9K9nSzpj83P0rKyqGKDCrXQtSQtKelzkq6W9GyqtwcknSdpr4o4Hcl2irOCpB9Keji7xnclLV0Vpw5luomklSX9OMnsDEkXNIVdIcnvrZJelOtbN0k6QtLiJWnn+vBrJH1PDb3iYUk/kLRCh/mtXRi6k3Ynabck1/9O4aZLekjSLyW9viTticAv099c1kvXO+v0/kpaKd3Lu+Tt/5VUT1ckeV+ik7oKusTM4hjEAxgPGDC2RbixKdz4Er+JyW9kid8Jyc+Ap4GbgWfT/2nAe2rSOwaYDUzBF7t7CNg7hTkghZmewl8P3IfPbTfgWmBEN2mncIcnfwNeBG7C58JOS25jsrCji7oBzky/7wduTfkzYBKwchZn0eRmwHYVdb598n8MWLTN+yl8vmxR5xOBG/E5vMU92DIL/y7gauDe5P9k+n81cG6b1zRvui1lbHSF+5HAC6meb0zlLfJ/TI0sjm1yH5PcfwNcAcwB/gPcCcxKfrcCS5Sk+b4sTCETT2b5m6eMwMiijmvKXsjbyCb3xYFzsnI+icvwQ5ncNcd5fyZ/L6ayTMrS+GaFPJybhZmAy/J0vB3+T3If10GfMTrFuRK4OP1+INXZw1m4ZYG/J/85+HzyWzNZfBhYv6pOgZPT70eSXLyY/k+lpM3UyFmpvCS/XWj0R7OA24FbgOfL6gW4LLk/l2TrRuDxrH6PaAr/5VQvRX93dX704f7+LvN/KMnQBBr9zr7t3tc44ohjwTkI3S10t951t0KGRje5j0vuX0tlmJ7u/0NZ/n5Skeb3szD5s/sV/Hk4jyzS0N3GVaQ5sqiTEr+1gNuya05I13yqJk43sr0qcHcKMzvJyF3p//XA2c3y1Ub9j01xTk33ezYNHeS8LNymuL5kwAxcnu+mobNeTlObyer0bBo6yF0p30X7+A+wakm+5tF36+Sl03aXwhd5fyrl6VYaetdUYMem8OdSLutXAyf3cn+B5fA+qLi3d6c6ezQr0yrt3tc4uj+GPAPD7WAAFQngIBoPgnc2+X0qdQLPAatVpDcLf0ldPPNbMp3fBLyn+J/5rwmcn+J/pSavdWnvkXUGXyLrXIElgA8DO2Vuo2l0zo8DO2R+a+GdugHfasrL8dQ/TH+a/L/bwf38TIrzUt7R4YvTXkjjIdlcb2Po0BiQxS19YJTI2OgK9xnAacDSmd/hye9lYPkKWRxbUYYZeCe+Wea3Gd6hG3BIU7w1khwa8GOSkQgfmXhMSm+eMtKbEah4SD0L7AUo81sJ+H9kD2fgjbgSNQM4DFgs89uFhuHsHU3X+TSNh+rumfvqwD+ysrV93zN5n4U/YHfO/JbKfhdK9VXAJpn70plsX1tRpzNT3j6S+S1Lw6D1YH6tFnJWJS9r01AMzmHefmgX4IAmt32BN5XUya54259Zcq/bkZOO7y+wJQ2DVLPCtCTwQWBUp+05jjjimP8PQncL3c161t0KGRrd5D4uq5c/MLcR7H00Xoxf3xTvXTSe3wdm7ssB59HQN8Z3UgYqnqG4jnZd8ruFpmczsBHwhT7J9m9TvDuBDTL3rZLsFGUb00H9j81k+l/AepnfUum8NA3jx0+BlbIw6+E7wRnw7Yo6nYEbLbfI/DZI5TDgnJJ8zaPvtpCXjtpdVtdrN7ktDhyS5OceMr24XVnv5v7S+NB7S0meVgE+ByzTafuKo/NjyDMw3I6sUbd7jC9JYyJNikRqzI/hIwC2rbj2SSnelyvSu7jLMi2Ff7m4uyavlWnT+KpwfJvXG53VzwdK/PcqOpgm9/VT/Uxh3gf7kjQME5u2mQ9l5ftiif8ywDOUW+Vbdq411y19YJTI2OgK99uARUri3Zz8925yH0u9EWgOsE1JeoVh6YKK9G6n6aGT/IvRLtbkPpIujEDAa2l8ZdytzTo+L4X/QoX/e5P/X5vk4cHkflRJnDWzfLR935vkvXSkCW7UMFz5WLHEfxEaX6dyxXtklvaPSuIthRueymS4Ss6q5OXHyf0fZfLXRTv4ZErvmCb3duSkm/u7X3L7fa95jyOOOBasg9DdyuKH7tadDI1uch+X3J+g5OUXNwwZ8458LdI7peLeFs/u8Z2UgWoj0D7J/Rlg9TbK25VsZ/fbgK1L4uybydGYVvnI4o1NcabRZHzIwhyWwlxS4b8m/pHvhVwWszo14H0l8bamoS+/rslvHn23hbx01O7aqJf/S+lt1+TeSk66vb8/SW6f60f+4+j+iDWBho5HcIty1fFIh+ltj7/s3mpm/6oIU8x5fWuF/7i6C0haXNIHJf1E0qWSrpJ0NfA3vEFvLGmpiuilaUvaANgctxafWHf9EqaY2bkl7kX5N8gdzewBvFNdAf+6krMPsDxwnZnVzj3P2BT/MjATH1kzF2b2InBG+vvONtMcDM4wszkl7ten8wYlfnXcambXl7iX3gf86xW44mIl8fq9s9S78a8jN5nZZa0Cp7nIe+APttMrgv0Jv+87Syp2WdwEV55mAj9rjmBmj+HKXLe8UBN/n3Q+18ymlFx7DnBR+lvV/k8tifcKDRl+R/tZLaVYR+J7FfJXiqQ15esgnSPp8rQOwdXAESnIqE4y0cP9LfrkbRVr/wTBcCV0N0J3GyDOTtduZp56kfQaYKf09+TmCE3P7n5R1P0vzezJNsJ3K9vvwA1115nZDSVxfo8bH7rlMjObVOFX6FLz6HDwqh53Az5SequSII8CfyyJdwN+HwXs3mmGC3ppd2kNoW9KuiCtN1ToUrumIB3pUnR/f4s+co9u13cK+kNsET90/MLMxlZ5yhdVPa6D9IrFt9ZOjbqMYgHAtSv8Kx+gktYCLsVHHNSxEt4Jtpv2Zul8t5k9VxGmigkV7k+l8zIlfqfjndEYfO5uwZh0/mUH1984nSeZ2QsVYe5sCjs/cH+Fe1299TO9YhG6uyriVbl3SyFj17YZfiO8rcwELpJUFc5SuJXxOdNFuR6pkYdeynavmc2u8Cva/56Stq4Is3o6l7X/mVTfxyLP8ywe2C6SlgXWSX/bvQ9I+jDeZusUhcrFxyvo9v5eC/wT2AG4X9IV+DpNV+HT7GZ1mI8gCBY8QndzQnfrP53oUhvh6yXNxNdXKWOodaluZbtWRzSzOZLuwUfldEOdsbDI89ckfaEiTCETZe3xnpqPXHcB29KDLkWX7U7SD2h8OKuiU12q2/v7C3wJht2BxyRdiutRV5rZHR3mIeiBMAItPBSrzq+Sjjqqvvi8VBNnHK5E3IAPqbwZeMbMZgJIehh/yZtn1fwWaS+Xzp0qEZVppgdEVZzf40OKd5O0tplNkrQ28DZ8jZDfdnD94oFc90Wk8Fu2g3QHmqp7UTy4KiuvT+kV9fYU5bTzhakTOpWxoi0tDuzYRviiPbUqF/RWtrr2WeR5A1qP5Cpr/8/UKC79kOHlst9t3Qf5bmrj8FFcP8SHLE8ApqY2/l/4Ao1VfU4VXd3fdM13A18FDsQVmOKL3mRJJwIndDLKKQiCYU/obonQ3TrSpYoytPPs7hfd6lKdyvb8oEtt2UY6Ze2xnTz3Q5fqxAC0P24Aehn4IvBXfOmAV8zMJH0D12u61aU6ur9m9rik7fC1xvYEPpQO5LsAHmNmF3aYl6ALYjrYwkMxhPS3ZqYWx8hOEk5bDe6GP2jfZWZ/MrMnCiUisWKX+S6+wnS0dWK3mNk04Cxc9j+anD+W/v/BzJ7vILmizlevCVP4Te0kn+2gam3pNf2+Vp8p6m21Cv+q+iymjtUZqcrK3qmMFfl7so22JDOb2BSvqlxQLyu9UFz7023kd0xJ/JUlVT0P+iHD+dfWdu/Dh3AD0O/M7PNmdrOZPZ8pvCt1mZdu7y/p+kfhi5tvji8uegn+Be07wNFd5ikIguFJ6G5tsDDpbn2iKEM7z+5mWulSVTpkt7pUp7I9P+hSm7aR53El8VetSbufulQn7e7AdD7KzE4xs3vN7GWzV5dj6FWX6rjvSnn4UCrHzsBXgH/jUzX/IGmHLvMUdEAYgRYeiqGrrYb8dsPIdP6PmT3T7CnpDXQ+haigyPcmkgZFmaAxT/pjyZDysfS/k+HE4DsIgA+FXK4izBuawvaD4itG1QNywz5eayC4J503q/DftMK9ttySlqf8a0QhY9u3lTsfWj0DWE1SnRLSTFGutdP0pzKqytYrvbb/xakeQVTkuWsZNrOp+Jar0P59eF06Vw0z3rbqci3S7fb+Ni7g3GFmp5nZe/DFJAEO7ia9IAiGLaG7tc+Crrv1k/vx3aEWx6eGldGVLkW1DtmpLtWtbNfqiMno1cuUqjp6bY+vrzHK9axL0V27Gyhdque+y8xmmNnVZvYtM9sS+B1um/hkt2kG7RNGoIWHq/FhiG+Q1PWiYxW8ks6rV4w++Xy3CZsv+HcrPjWx63Q6vOa/8SHRGwNH4Q/Qh4G/d5jUf4CH8Ifwp5s908J9n0h/L+02vyUU8+m3KbnmBxmkL3M9UNTFoRX+h1W4PwM8DywpafMS/09VxLsE3wFlqzSFqBYzeznlUbSeQ51zNy4PS1BiDEhfZfdpdu8T56fz/t0aNvBRLXMhaUkaD+NeZbhY1PqomlFsOUW/s0ZJvlaksRZEVbzSqRM93N86rknnbtcoCIJgeBK6W/vXXNB1t75hvoB08dyZR5dqenY3U+iQoySVTQGq0qV+n85jJNWNeCnoVrb/QtqtSlLZ4svvY+CetYUudXiNMaeOtfEpTnORyrEdadfRbjPXZbur06V2Bt7SIl7VNNSB6Lv+mc6hSw0CYQRaSEhDZb+S/p4jab/mDkzSBpKOldTpi+idwLPAWvhiaYuk9BaXdCzwcfzLerd8OZ2PlXS0pBFZnpeQ9CFJO1XE7Zbii9K30vlXNfOqS0lDKb+b/n5V0h6FXxqVciY+TeQB4JzesjsXf0rn4yW92lFK2h7fhntmaaz5h5/gQ1o3l/SDtFsTkhaRdBQVu1Cl+v5z+vuD/AuepD3xOc3zLM5rvovFj9Lf36WwZHFXknRkk1LzVfwB+EVJx0lapinOypI+meQ/z98J6e9YSbtl4VfDF7PsdL2ltkjK8W9wA+DlkuYyEMrZVtJpktYvSWIW8BlJ+2VxlgF+hQ9vfojO1lwo4wR8TYddgTOblUhJO6e56wVXpfNnJG2ZhVsHuJDqL9hP48OtV5NU9SW04/sraf8UdoOmsMvh8+wBbqq4XhAEwTyE7tYxC7Lu1m++l87/LekjhWMaifwrqj8I3oovAr4GrkcqxVtM0lfxKYRlXAhch9fNXyTNNQJE0kbKFlPuVraToaMwxozLdRZJWzCweu5P8dHCO+H64jq5p6QRkvaQ9IuK+DOBkyW9OYuzPo1d9s5L5euFTttdoUt9U9LqWdgdcL1uWsV1inxurZJdvLq9v5K+JekQSSs1hR1J4wNq6FKDgc0H+9QPpwPf5tKAsS3CjU3hxpf4TUx+I0v8jsMXkTP8hesG4EZ8QTJLx3+3m14W5r+z+E+mdJ8tylKVRjtpp3BH4ENbDX+BuxEfWTEtuY3Jwo6uqpssjJGe9RX+K+CLpFmqrw26vJ/CH7ZF3TyQ6ual9H8ysGVJvDHJf1wX11wZX9TN8BEut+IPLcOVl0LGRlfI3uiKdAuZG9ume20Z8KHoBkws8dsXNzxYkqPrMxk9sur+4V8AX0j+L+EPiofT/+Nr5HBx/GFX3Kcn0jUnZnLXHGeP7FrTUj3/C3iQRhs7pynOIvjXsuI696U8Tk/lPL7T+96OvKdwSwMXZ9eehCtst+BtqnDfpOwe4dvMWqrPG/D53kU971hyvSo5K5WX5Lcr3i8ZrizdlvL3fHO94DufXJPcZ+Nfb29JcvM88LmqesFfFAw39NyQ8jq+KUxH9xfvo4o6fDzJz200+pHngK266UfiiCOO+fsgdLeq9EN361yGRje5j2uuq3aviW+aUJQhf3a/ghsLqmTxw1m8yZlczMBHBVfpbmsBt2dx709xn6yJ041sr4ZPmzL8mX8LbtQ0/Nl7dl2dtWibrdrwhtm15+DT067Fd/eakdyfqLhHZ6fyzUn5LXQWS+ms1q7MV8lLF+1uHfzjWKET3ULjneEOfKv5eeoF12eLepiMj9IZD/ywl/uLbxtf1O0EXE+9OyvPHcAK3bTrODo7YiTQQoaZfR2f3/lr/EVpc3ytj6fwRfX2TX6dpvsTYD/8hXZ5fBjuncB+VrNdagfp/xCf3nQW/jK1Ob5Y2e14B9PXIbnmWysW01OuMrOqLUtbpWN45/8RfLvolYA34Z3fKcCbzezmnjM89zWfwb9SnI13/q/HjQyH01gAbr7GzM4DdsGH/S6Gz5WeAHzAzE6qiXcvXvaL8QfrJnhdH2hmx9bEm4nL7wfSNRcF3pyufQU+JPyxpjiX4HPST8QVnQ3wuc8z8RFJn8brPI8zJ13jSFxhWAdXms4HtqJ6C9ieMZ/mtGe6/iW44WtL/GvfPfjXs12pmI9uZp/Flb9n8fUQZuAGra3N7JqyOF3k8cqU9g/w+70RPl99EnBqci/CzsZHhf0Avzcb4IrhOXhd3lZzqcPx0V9P4Pd513Tkeen0/p6PL/z8F7y9bY4bJR/B2/qbzCy+XgVB0DGhu7V9vQVWdxsIzOwIvBw346N218d3zdyBxtSasnhn49PTr8cXgt4Q/wiyM43R5mXxHsXv91Ep7mr4c/NF4FxKpvN3I9tm9hQ+ferH+EeXTfFpSd8D3oo/gwcEM7sfGIXrcdfiZdwSr6frgK+lPJQxHTd2fh//MLdpyv+Pge1SufqRx7bbnZk9gq/jdC5uQN0keX0vub9ICUmf3QM4DzfQbIPrUaOawnV6f48Hvo3X5VJ43a6JLwz9ZWDb1M6DAUbeDwbB8EPS3/GO/ONWvsp/ECzUpOG3DwIPWYc7zwRBEATBYBO6WzC/IWkMvkD5r6x8B9YgmO+IkUDBsCSt6zEaH0lz7tDmJgiCIAiCIKgjdLcgCIL+EEagYNiRFi47Hp8TPs7MXmoRJQiCIAiCIBgiQncLgiDoH4sNdQaCYLCQ9E7gGHwNknXxuavfHtJMBUEQBEEQBKWE7hYEQdB/YiRQMJxYA1/UbBXgamB3M3t8aLMUBEEQBEEQVBC6WxAEQZ+JhaGDIAiCIAiCIAiCIAiGATESKAiCIAiCIAiCIAiCYBgQRqAgCIIgCIIgCIIgCIJhQBiBgiAIgiAIgiAIgiAIhgFhBOoDkjaUNEPS2UOdl6FE0kRJJmnkUOelVySNTmUZP9R5aQdJ41N+R5f4LSbpWEn3JTk1SRckv3Hp/5hByueYdL1xHcQZmeJMHLic9U6V/A92HXdLyuOgLRInaWy65tjBuuZgUSML10maImmloclZEAQFobs5obsNHaG7DT391N2GQv7qZGhBpkp+JK0i6UVJVw5R1hYawgjUH74DLAr8T7NH8WLVdEyT9KCk/5P0lsHMaOqgxi5snUVQy/+kYx3gDuAa4K4hzVEQDE++DqwAHDvUGQmCIHS3YL4mdLcgaMLMJgOnArtIeu9Q52dBZrGhzsCCjqRtgfcD55lZXed8B/B8+r0SsCFwAPBhSZ8yszMGNqevMho4Lv0e3+e0JwDTgJl9TjdozcPAPcDLuaMkAZ8CDNjezP7dFO/xFO955l9m4nl8dKgzspBzz1BnYGHHzP4s6SbgUEk/NLOHhzpPQTAcCd1tLkJ3GzpCd1u4eBkvczzbB5YTgM8B35F0kcVW510RRqDe+Ww6j2sVzszGF38krQmcCbwVOFXSX83skQHJ4SBhZm8b6jwMV8zsoxVeqwIrAk+VKBGY2ZeALw1k3nrFzB4FNhnqfCzsmFnU8eAwDjgZOIQYERQEQ0XobonQ3YaO0N0WLszseoZZmYcCM5ss6RLckP824LIhztICSUwH64G0rsP7gcnAXzuJa2aPAfsDM4ARKZ0g6DdLpfMrQ5qLIAgKfgvMAj4uadGhzkwQDDdCdwsWAEJ3C4J6fpPOBw9pLhZgwgjUG3sDSwKXmlnHw2jN7HHg3vR348I9X4wsLYz1S0mTJM2S9MM8DUnbSDpX0uNp4bjHJf2ubL56WvS1GE58XNNc93El4feVdKmkpyVNl/SwpJ9VLR5Ys7jaq4uWSdpI0tmSnkrz62+TdEhFeotJOkzStZKeT+V7QtKNkk6QtG5F1VYiaddUP5NSmZ6U9E9JR0tavs00tpX0XUk3pPxMl/RoSnfrmnjvlvSnVPaZkp6RdJek0yXt0EvZ1bQwXJIbAyamIOs13e+RKVztwnfpfv1M0gPpfk2RdFndPFxJi0o6XNIdkl5J+T5T0utaVm55epWLCxblSb93l3RFqq+p6fcuXVxvjVT3f87K/ZykayT9t6QB7zfVYtFkVSw+mLvLOVTSrek+PJ3a3noVaZYuDJ23a0lbS7pI0rOSXpZ0vaT31ZRjyVSW+1M9TpL0E0mr1MRpJZO1C1Sm+/ddSbcnOZia2tlpkrYoCb+opIMkXZnke1rK70mSVq3J5ybyvveZVBf/lvSpqvAFZvY08C9gTWDXVuGDIOg7obvNHT50t9DdQnfrA6rWzeaqC0n7SfqXfIHj5yRdLOlNNemuJekX6Z68Iuk/kr4kqXJGT1W7zvxbydCoFObBVJeTkxx/XdJrS8KvkPxuTeV6SdJNko6QtHhNPt8t6R/p3hdy+taq8BmX4h/U9pa0VKvAQQlmFkeXB/ArfL7uZ2vCWDpGV/jfkfxPzdzGJbdvA1OA6cDNwJ3ASVm4g4DZKexk4Abg6fR/FvDxpmtdjc9TtXS+Oju+nIVbDDg7y/vj6fovpP9TgG1KyjIx+Y9sch+f3I9MabwI3Ag8ll3jmJL0fpf5PwRcj89dn57c9u3wfp2Ypfdsqq8J+Lzlue4RPv/egPEl6dyf/J5J9+/mVP+W0np/SZzPZNeeDNyEL/A3Nbmd0kvZszoenf6vke7rDcl9WtP9XqNJ1saU5Pn9KZ6le3YrMCnL1zdL4gg4NwszIZV1eqrz/0nu4zq4byNTnIk17esQYA7wZJKt55P7DGDnDuXk2BT3lZT/64EHUvoGnA+oA/mvrOOaPIxNccZW+JfKZ+6OT1mwJK+3ZrIzCVi5qi5rynVoqs8pqY4LmTdgv5J4SwFXZWHuSvmYDTwI/LisjK3qCxhTJUPALknOij7wduCWTB7GNYVfFvh78puD94u34vP6i35y/ZLrbIe3iaJt3Ag8kv7/qEoWsvgn1d3fOOKIY+AOQndrLktpf0XobhC6W+hunelupfKX1wXwzfT7kSSDL6X/zwMbl6S5IfBECjM93ZcJ6f8FwJW5DLUqVzvlAw6n0Ue9mK55TyZXY5rCb0qjj5qRwt6N92cGXA6MKLnOZzNZeBKX+ynp2kdVyU8W/+ayssfRprwOdQYW5CNrhNvXhKlUJIDX0ngwHJG5Fw1zFnAxsErmt1Q6vzk1NAO+CiyW3BfFvxgVncUbm645lhYvH8DxKcwdwLaZ+2JZ2g82N+iqDofGQ24GcBqwdOZ3ePJ7GVg+c98yuT8H7NiU3pLAB4FRHdyrQ2k8HD4JLJr5vQZ/EG2auY2mWpH4KLBhk9siwPtwxWAKsExTvRUvpp9uurbw0QB79VJ2mhSJzH0kNZ0oFQ8B4I2prmYAhxXylfx2oaEEvqMp3qeT+1Rg98x9deAfNGR2XAf3rrIMNNrXy/iQUCX3ETSU4X922K53Av4rL3Ny35CGUWP/kngTmX+MQEYRDoIAACAASURBVDPwF4AdMr+1cKOIAd+qqsuacs3A+5rFM5kvlPNHgEWa4n03+T0GbNlUj3dlsjC2KV5tfVFhBALWptHOzgFWa/LfBTigya0wlF0FbJK5Lw38NPld2xRnKbz/M1xpXjbzOxB/mSheTkZWlOHDyf+yTmQzjjji6P0gdLfQ3RpuobtZ6G4MnhFoRqrj92Z+ywNXJP+zmuIJuC75XQmsnvntntIq7k2zDJWWqw0Z2iO5z8bXnRqR+S2B6y87ZW5L4yMjDdebVsr81sN3tTPg203X2ZyGrvRFkg6ZZODkrFylbSCFLfS0YzuRlThS/Q11BhbUIzXMQnjXqwlXqkjgUwGKL9DTgXUyv6JhPkH2QGqK/+sU5s8V/n+h/EVpLPUvl6vgD5CpwOsqwvw+pfGRJvfSDofGQ+42ml4Uk39hyd07c9svuf2+D/dqSeCplN5BbcYZTYUi0SJe8bVkv8xtjeT2bJtpdFx2+q9InJfcv1AR773J/69NbeLB5H5USZw1aSjO4zooW2UZsvZ1aonfatn1VuxVjlKaG6T0Li3xq5L/0jpucZ1W7bRUPjN3Az5QEm+v5HdLVV3WlOuSEr8laHyhGpW5L0PjS+k8X32BrbN8jm3yq60vqo1Axciif1DSz5Sk88YUflKZfOAvB8XX2B1Krv8U6cWuKd4pWdlGVly7uE/39UMu44gjjvYOQncL3a08Xuhuobs1y39pHXcjf1ldlN4b3DhswHMV6U0H1iyJd1SWbrMMlZarDRm6Lbkf32aZD6NCR8zkZyo+mnDJkutfXBJHND5alraBFG5sCvPzfsjJcDtiTaDuWYHG7mrPthH+ZElXp+MuvHG+FR+m+Fkr313iPDN7sSK9d6Tzjyr8C/d3tpG3nHfjD97LzOzBijAXpHM7czZzzjCzOSXu16fzBplbUR/bNs+h7oId8Z0WngR+2WNaAEjaUNJXJZ2X5i9fLelq4EMpyKgs+NP4EMoVJL29jeT7WfaOkbQE/iVgDnB6RbA/4Yr0ztmc5E3wB91M4GfNEcwX1PxDv/ObKLveU7hiA7B+J4lJeo2kj6c52H+RdFW6v79KQUbVxZ8PmGJm55a4/yudNyjxa0VZHc/Ap1s1p7kzbgh6DH/xaI53Q5aXfrF3On+vop9pZp90PtfMpjR7pjQuSn/zvu5d6XyGmZUt2nlKG9cunhmVaw4FQTAghO4WulvobqG7DSVlZb4Vl7XlJa2ceRX6xu/TfShLq+N1zaqQtAE+QmcWPtK7HQpdap5ywavycwM+/X6rzKvo404uiWPAqW1cO3SpHogt4rtnyez3tDbCvzH7XUzVuBr4kfmWgmX8p8xR0gq4pRx8WkUZd6bz6pKWM7MX2sgjeOMHeEvqOMtYIZ3XbjPNgvsr3J9K52Uyt2uBfwI7APdLugIfCnkVPj1jVgfX3SydbzCz2R3EK0XS/wO+Q337ebUTN7PZkn6ED3f8q6Sb8O0MrwGuLLk3/Sx7N2yEy/dM4CJJVeEshVsZV9Jen9wfqZG3KnntlTrZej1zy1YtkjYHLgHWqQm2co3f/MCECveyttYunbTfQhburjHI3AVs20U+5kHSsjTu17VtRiv6uj1VvSjo6umc93VF2apk+V5cgarrHwrjUSxmGASDS+huobuF7ha621Ax2cyer/B7Gs/7Mvi6VdBC3zCzFyRNArpavLuEos3dbWbPtRmn6Hu+JukLFWGKBfTXhlf7wkK/qpKtdmQudKkeCCNQ9zyT/V6RxsOwirea2fgOr/FShXveKT5ZESZ3XxYfhtcOuZLQSlHotNFVlad4SXz1iWVmcyS9G58zfyA+93X35D1Z0onACW1+8V8undvt0CqRtCNuHZ+NL0L3R/zL4EtmZpI+AZwBNK+E/2V82smhuCW8sIZPk/QbfAjuc9D3sndDIQOL41/iWlHIQSGXdW2hSl57wszalq065Ft2n4s/iP+Cr2tzOz5Ed1baXWI283/fWVofSbb6mibldTzYsrBc9rvddl7I+Qa0HhmV93W1ZUt1PBmfSlDFSuk8uVUmgyDoK6G7he4WupsTutvgU1Ve6E2X6pcRqJs2V8jdlm2EbZY5qC5bOzIXulQPxHSwLknTIApr7kp1YQeAfJjx6hVhcvepXaT9XTNTi2N0J5nuFDN73syOwl+mNsd3abgEt+R/Bzi6zaQKJWqF2lDtcWA6f9/Mvmlmd5jZi2noIlTIgpnNMbNTzGxTYF1gf3w+7Gx8scOzm8L3q+zdUMjAk23IgMxsYlO81eZN8lWq5HV+YWv8y8vD+DoHV5jZ5OwL3mC19UKeqhSg1wxSPrqlF1nopuz5i1K77bzI46fbkPExJfFKy5aUzVVaXLuQo6fbzGsQBH0gdLfQ3UJ3C91tAWKodKlO2lyRx03bkLlxTXGgumztyFzoUj0QRqDe+Hc6b1Ybqs+krw6F5fQNFcEK9yebhndaWeCMYijyG2tDDSLm3GFmp5nZe/BFyMB3FGiHokxbp68FvVBY26uGW7ec3mJmj5jZWWb28RTegHdKmmcIax/K3g334cPeV5NU9+Bp5p50XjtNzylj055yNvAU9/dGMyubKtCX6UttUHwtqqr/DQcpH91SyMLrk1GkjCpZ6LjsZjYVV/4Atm8rh933dUXZqvr9jWj9tbGIe3OH1w6CoHdCdxsEQncL3W0QmV90t35Tq2+k+1U18q8bPbJoc5ukKVvt0HHfk/rCYqRPVT/cjsyFLtUDYQTqjavSeZshuPZf0vlzFf6F+6VN7q3mT16Mr0L/DkmDqiB1wDXpvGYH4Z/Crcof7fHaRf3NM9UjLai2ZyeJmdmdNL5KtlOeTsveMWb2Mi43Ao7oIOrdwEP4jlHzKDqSXktjAbn5lcr7m/j8IOWjWNNnnr4lKcOfHKR8dMvVuAKyFo0Fm19F0lbAdhVx68q+LL49aRnFwpVHqb05b+en8/4dKsxFn/oJSUuW+B9W4tZMUbarakMFQTAQhO42NITuFrrbQDG/6G79pugH9kn3oZlDmHcKY0GdLrUNviPZXJjZA8Ct+Iesduus0KUOr/noV0bRFx5a4V/lnlOs5xi6VBeEEag3CgHeaQiufSK++Ns7JR1bfCWRtKikr+A7UMxg3tXdH0jnHbKdAV7FzJ5IcRYDLpW0e3MYSZtL+m6aYz0gSNpf0nHp4Zy7L4cv0gdwUztpmdl0fBtBgFMljcm/KqXdBA6W1I7VuehovpTnLSldF1HytU7SZpJ+Lmm7/OU03asj8GGXr5AWk+xn2XvgqylPX0x5mWtxPkkrS/qkpGMLtzSs+oT0d6yk3bLwq+HDprtekGaQuBZf1HeHtEYAAJKWlvS/tDfPvh9cgS9auqWkVx+EkpbGd5/aZJDy0RVpZM5p6e+PJW1R+ElaH9+po2pHiz+n816S9srirYRvr1w1rPsEYAqwK3CmpLl2i5C0s6T9szz+G/gN3v4uT0pRHl6StpV0WspzwW/xUUerAePyL6cp/U/hMlRK6gN2wOf/X1YVLgiCASN0twEidLfQ3YaI+UV36zfj8Z21lgDOyj9Ypft0HNW61J/S+WhJr+qMqb38mmo95cvpfKykoyWNyOIuIelDkvK+86f4KLSdgN+paWScpBGS9pD0i6brnJTysKekowoDUrrGD2mh50raCDcQ32fVOyIGddh8sE/9gnzgq5fPAdat8Ld0jO4gzXEpzpgW4Q7G5yUbPh/yevyriSX3T5TEWQ7fUs/w7ZuvxjuZY7IwiwA/z/L+FL6d881ZXAPe2ZT2xOQ+ssl9fF0d4A95A8Zmbkdk13k8le024OXk9hywVYf36qQszWdTmvfjCtdc+QNGJ7fxTWksi3d2luLdjg+FnAM8Cnwl+Y3L4ozKrvt8qscb8QUqLcU9pJeyV9Uxvu2nARM7lTV8q9EXkv80/OvAv/CtO+ck93Oa4iyCbwle5P8+XOmZnur8+Ob6aeO+VZahuE5N3FrZq4jznSz/j+AP4KmpzJ+ouibV8l9Zxy3ycUyWj8eyfLyAf6Epk89SuW2nzjotV6vyAUvjO6UUZbgT305+VpKhH9PU7rO4P8niTUwyNC3Vw9eqZAg3AE1J/jPxdnML3u7miZPyeHF2rUnAdSnO1Mx9k6Z4O+IjnQyf234DbhgyfIvnyjoDdk5+f+5EHuKII47+HYTulqdd2l8RulvobqG7daS71chf7f1skY/X41Onivt5UybLf8R3oCuToRHp3hf60J00+r0r8I9gVTJ0BI0+aiou93en65fpexviO6MW7eIe3DB3F412+kTFdYp79gTeZp5N1z6qrs5wg6cBX+ykP4mjccRIoN75GW4h379VwH5jZj/Hvyifjze6LdL5PGA7M2u2umI+x3x3/Gv7CHz9jF3JLK7mC+EdDLw9pTUzpb0u/qJzOvBu4PKBKhtepqPxL3bT8QX2NsY79lOAN5lZR19UzOxIYDfgArxTGoUvjHY93tm0nFNqPsJhJ+AX+MtmsYXlT/GV8R8tiXYvcBA+guAJfCeiN+Ffa34H7GRmP8vC973s3WBml+DzbU/EFa4N8Dm/M3H5+TRweFOcOcAHgCPxzn8dfErQ+fiuGlXbgc43mNkx+JSeu/DRHuvjD7N3lLWpAczHd/BRJbfji0r+f/buPU6vrKwT/e+hY4u0gowEQRpo8MJF0AABGhgwgozogByPegZaRR3HHD1eUJhB9CiM49FBj2fQUcYxgwx6JOAM4g0UUDCg0CJpiALdXBS5NBeJgoKoNNhr/thvTDqdS6VqVe3a7/p+P5/6VFLvTurJk7XX3vtX6937TpmWBt83J+9psWu1aWn6w5L8cKafYn9OphsmPzPT8uQPnuOPf3umn0a9LcltMy2hP5xpDL3rbH+otfaKTPfUeHqmpdCfm6lv1yZ5xurrp9f4qExj9kWZllXfO9OS8rdkCqq+KNM+fOqfe1Wm/4cXZJpLPn/17/nW1toN9okzOHGsOHTOrYDt5Nxtezh3c+42i91y7tZba+0tSfZnWkH9N5nONz6R6RzpqzIFIWf6cx/LdA52KNPTsz4n04qi/5BpxeHZVhCltfaTmc7TDmcKL++ZaRX2GzKtPnrxadv/aab98gmZen7rTPvVJZl+sPaUJF98lu/zqEyh9qdm2l9el2l/f/7Zu5IkuWL1b3j2ebbjLGqVprFJVXVJpsnx40k+p01PngCAG6iqW2X6aezbk9yrbd+jgoFzcO4GsExV9YhMgeYzWmsbuQ8jZ2Al0Ba11j6aKRW9fablhgBwJv8200+7vlcABPNx7gawWE/N9Da1H5q7kCU732Ns2Zifz/Q2h7PeDBSA4R1P8t2ttdOf/ANntLqZ5iOTfKC1do/V1/5ZpreoXJbpPhL/R2vtQ3PVuGDO3QAWZLWi+iVJntZaOz53PUvm7WAAALtQVT0k083Hf/GUEOjHk3ywtfa0qnpyklu21r73XH8PAMAJQiAAgF2qqi5L8sJTQqC3ZHoSzPuq6raZnkRzlxlLBAAWZEffDnarW92qXXbZZTv5LQGAHXTVVVf9ZWtt79x1rLHPbK29L0lWQdCtN/KHnIMBwHrb6DnYjoZAl112WY4ePbqT3xIA2EFV9c65a2BSVQeTHEySO9zhDs7BAGCNbfQczNPBAACW4y9WbwPL6vMHzrZha+1Qa21/a23/3r0WZwEAQiAAgCX5jSTfsPr1NyT59RlrAQAWRggEALALVdVzk1yZ5C5VdW1VfXOSpyV5eFW9LcnDV78HANiQHb0nEAAAG9Nae+xZXnrYjhYCAKwNK4EAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAHvmLoDd5dCh5PDhuasAdtIVVyQHD85dBcC4nH8Bu5lzxfViJRA3cPhwcuzY3FUAO+XYMRceAHNz/gXsVs4V14+VQNzIvn3JkSNzVwHshAMH5q4AgMT5F7A7OVdcP1YCAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwAD2zF0AwNwOHUoOH567inkcOzZ9PnBg1jJmdcUVycGDc1cBAOxWzhWdK67TuaKVQMDwDh8+eYAbzb5908eojh0b96QOANgY54pzVzGfdTxXtBIIINPB7ciRuatgp438Uy0AYOOcK45pHc8VrQQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAbgxtAAAMzOI5jX8wakG7Vuj2AG2K2sBAIAYHYewTx3FfNZx0cwA+xWVgIBALAreATzmEZeAQWw06wEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAawpRCoqr6nqt5UVW+squdW1U17FQYAAABAP5sOgarqdkm+K8n+1to9klyU5DG9CgMAAACgn62+HWxPkk+pqj1JbpbkvVsvCQAAAIDeNh0Ctdbek+QnkrwryfuS/E1r7aW9CgMAAACgn628HeyWSR6d5E5JPivJJVX1dWfY7mBVHa2qo8ePH998pQAAAABs2lbeDvYlSf68tXa8tfbxJC9I8sDTN2qtHWqt7W+t7d+7d+8Wvh0AAAAAm7WVEOhdSS6vqptVVSV5WJJr+pQFAAAAQE9buSfQa5I8P8nrkrxh9Xcd6lQXAAAAAB3t2cofbq09NclTO9UCAAAAwDbZ6iPiAQAAAFgAIRAAAADAAIRAAAAAAAMQAgEAAAAMYEs3hl5Hhw4lhw/PXcV8jh2bPh84MGsZs7niiuTgwbmrAAAAgP6sBDrN4cMng5AR7ds3fYzo2LGxA0AAAADWm5VAZ7BvX3LkyNxVsNNGXf0EAADAGKwEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCABgYarqe6rqTVX1xqp6blXddO6aAIDdTwgEALAgVXW7JN+VZH9r7R5JLkrymHmrAgCWQAgEALA8e5J8SlXtSXKzJO+duR4AYAGEQAAAC9Jae0+Sn0jyriTvS/I3rbWXzlsVALAEQiAAgAWpqlsmeXSSOyX5rCSXVNXXnWG7g1V1tKqOHj9+fKfLBAB2ISEQAMCyfEmSP2+tHW+tfTzJC5I88PSNWmuHWmv7W2v79+7du+NFAgC7jxAIAGBZ3pXk8qq6WVVVkocluWbmmgCABRACAQAsSGvtNUmen+R1Sd6Q6Xzu0KxFAQCLsGfuAgAAuDCttacmeercdQAAy2IlEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAAD8Ih4ALo6dCg5fHjuKjbm2LHp84EDs5axIVdckRw8OHcVAAAsmZVAAHR1+PDJcGW327dv+tjtjh1bTrAGAMDuZSUQAN3t25ccOTJ3FetjCSuVAADY/awEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABrBn7gIAAIC+Dh1KDh+eu4qNOXZs+nzgwKxlbMgVVyQHD85dBcDmWQkEAABr5vDhk+HKbrdv3/Sx2x07tpxgDeBsrAQCAIA1tG9fcuTI3FWsjyWsVAI4HyuBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAHsmbsA1t+hQ8nhw3NXcX7Hjk2fDxyYtYwNueKK5ODBuasAAABgSawEYtsdPnwyYNnN9u2bPna7Y8eWEaoBAACwu1gJxI7Yty85cmTuKtbDElYqAQAAsPtYCQQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAthQCVdWnV9Xzq+rNVXVNVT2gV2EAAAAA9LNni3/+p5K8uLX21VV1cZKbdagJAAAAgM42HQJV1c2TPCTJNyZJa+26JNf1KQsAAACAnrbydrA7Jzme5L9X1eur6plVdUmnugAAAADoaCsh0J4k907ys621eyX5aJInn75RVR2sqqNVdfT48eNb+HYAAAAAbNZWQqBrk1zbWnvN6vfPzxQK3UBr7VBrbX9rbf/evXu38O0AAAAA2KxNh0CttfcneXdV3WX1pYclubpLVQAAAAB0tdWng31nkuesngz29iTftPWSAAAAAOhtSyFQa+1Ykv2dagEAAABgm2zlnkAAAAAALIQQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAABamqj69qp5fVW+uqmuq6gFz1wQA7H575i4AAIAL9lNJXtxa++qqujjJzeYuCADY/YRAAAALUlU3T/KQJN+YJK2165JcN2dNAMAyeDsYAMCy3DnJ8ST/vapeX1XPrKpL5i4KANj9hEAAAMuyJ8m9k/xsa+1eST6a5Mmnb1RVB6vqaFUdPX78+E7XCADsQkIgAIBluTbJta2116x+//xModANtNYOtdb2t9b27927d0cLBAB2J/cEAgBYkNba+6vq3VV1l9baW5I8LMnVc9cFcCEOXXUoh99weO4yNuTY+38ySXLg2d89cyXnd8U9r8jB+xycuwx2MSEQAMDyfGeS56yeDPb2JN80cz0AF+TwGw7n2PuPZd9t9s1dynnte/LuD3+S5Nj7jyWJEIhzEgIBACxMa+1Ykv1z1wGwFftusy9HvvHI3GWsjQPPPjB3CSyAewIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADCALYdAVXVRVb2+ql7YoyAAAAAA+uuxEujxSa7p8PcAAAAAsE22FAJV1aVJ/mWSZ/YpBwAAAIDtsNWVQD+Z5ElJru9QCwAAAADbZNMhUFU9MskHWmtXnWe7g1V1tKqOHj9+fLPfDgAAAIAt2MpKoAcl+YqqekeS5yV5aFX90ukbtdYOtdb2t9b27927dwvfDgAAAIDN2nQI1Fr7vtbapa21y5I8JsnLW2tf160yAAAAALrp8XQwAAAAAHa5PT3+ktbakSRHevxdAAAAAPRnJRAAAADAAIRAAAALVFUXVdXrq+qFc9cCACyDEAgAYJken+SauYsAAJZDCAQAsDBVdWmSf5nkmXPXAgAshxAIAGB5fjLJk5JcP3chAMByCIEAABakqh6Z5AOttavOs93BqjpaVUePHz++Q9UBALuZEAgAYFkelOQrquodSZ6X5KFV9Uunb9RaO9Ra299a2793796drhEA2IWEQAAAC9Ja+77W2qWttcuSPCbJy1trXzdzWQDAAgiBAAAAAAawZ+4CAADYnNbakSRHZi4DAFgIK4EAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgQlT4LQAAIABJREFUAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAQiAAAACAAQiBAAAAAAYgBAIAAAAYgBAIAAAAYABCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgQAAAAAGIAQCAAAAGIAQCAAAAGAAmw6Bqur2VfV7VXVNVb2pqh7fszAAAAAA+tmzhT/7iSRPbK29rqo+LclVVfU7rbWrO9UGAAAAQCebXgnUWntfa+11q19/JMk1SW7XqzAAAAAA+ulyT6CquizJvZK8psffBwAAAEBfWw6BqupTk/xKku9urX34DK8frKqjVXX0+PHjW/12AAAAAGzClkKgqvqkTAHQc1prLzjTNq21Q621/a21/Xv37t3KtwMAAABgk7bydLBK8vNJrmmt/ad+JQEAcDae0AoAbNZWVgI9KMnXJ3loVR1bfXx5p7oAADizE09ovVuSy5N8e1XdfeaaAIAF2PQj4ltrf5CkOtYCAMB5tNbel+R9q19/pKpOPKH16lkLAwB2vS5PBwMAYOed6wmtHs4BAJxOCAQAsEDne0Krh3MAAKcTAgEALMxGntAKAHA6IRAAwIJ4QisAsFlCIACAZfGEVgBgUzb9dDAAAHaeJ7QCAJtlJRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADAAIRAAAADAAIRAAAAAAAMQAgEAAAAMQAgEAAAAMAAhEAAAAMAAhEAAAAAAAxACAQAAAAxACAQAAAAwACEQAAAAwACEQAAAAAADEAIBAAAADEAIBAAAADCALYVAVfWIqnpLVf1pVT25V1EAAJydczAAYDM2HQJV1UVJnpHky5LcPcljq+ruvQoDAODGnIMBAJu1lZVA90vyp621t7fWrkvyvCSP7lMWAABn4RwMANiUrYRAt0vy7lN+f+3qawAAbB/nYADApuzZwp+tM3yt3WijqoNJDq5++7dV9ZYtfM8dU2f617EletqXfvanp33pZ38L6ekd5y5gAM7B2DD97E9P+6pv0tDe9LS/hez3GzoH20oIdG2S25/y+0uTvPf0jVprh5Ic2sL3AQDgJOdgAMCmbOXtYK9N8rlVdaequjjJY5L8Rp+yAAA4C+dgAMCmbHolUGvtE1X1HUlekuSiJM9qrb2pW2UAANyIczAAYLOqtRu9hRwAAACANbOVt4MBAAAAsBBCIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAABgAEIgAAAAgAEIgc6hqu5WVU+Zu451UlUPqaqXz13HOqmq+1TVs+auYymq6sFV9VVVdbezvH47+/3GVdXNqurrq+qJVfWIqrroDNvc2RjdmNX4+8Gq+umq+taquuUZtrmbeZQlM877q6p7VdXPV9VvVtXTqupzz7DNvqp6+xz1LZHj285b9dkY7ci1V1/rct0lBDq3uyd56txFrJm9Sb5o7iLWzGVJvmHuIna7qrpFVf1hkiNJ/meSN1bVy6rqjqdtemns9xtSVbdN8sYkv5Dkh5L8Vqa+7j9t070xRs9rddH2hiRPSvLFSX4yyVur6itO2/TmMY+yUMZ5f6s598okD01SmebbP6mq7zxt009OcvoxjzNwfJvNJTFGe3Pt1ddlWYN9fs/cBcyhqu6wwU33bmsha6SqHrfBTe+7rYWskap6yAY3/fxtLWR9/FCS2yd5RJLXJ3lQkqclOVpVj26tvXrO4hbqPyb5WJK7tNbeVlVfkOSnkryyqh7XWnv+vOUtzo8leUuSL2+tfaiq9ib5/5K8oKqe1Fr7T/OWB10Y5/39SJLfTfKVrbWPV9XFSX4gydOr6vOSfFdrrc1a4fI4vnV0ASusndNukGuvvka77hoyBEryjiQbORjWBrcjeXamXtUGttXTjTkSPe3pUUn+79ba76x+/+tV9dIkz0ryu1X19a21X5mvvEV6aJJ/21p7W5K01v6kqh6aKVx7XlX9u9ba02etcFkekORga+1DSdJaO57kcVV1ZZL/XFV3bK09ftYKYeuM8/7uk+RrW2sfT5LW2nVJnlJVr0nyvCS3q6or5ixwgRzf+vr3ST6a5B/Os93F21/K2nh2XCf0dCQD9XPUEOgjSV6e5Jnn2e6fZ1quzPm9P8lvJnnCebb7ykxLazm/DyZ5caafRp3Lv0jyE9tfzuLdJskN3mfeWvv7JI+tqh9P8stV9YQkr5mjuIW6ZZK/OPULq582f29VvTPTBd3tM739jvP7lCR/d/oXW2s/W1XvSfLcqvqsJD+z45VBP8b59rjRhUtr7UWr4OKFmVYK/ciOV7Vcjm99vTPJ77bWvuVcG1XVVyf55Z0pafFce/U11HXXqCHQHyW5RWvtRefaqKpuukP1rIMrk9yntfbRc21UVX+/Q/Wsgz9McqfW2pvOtVFV3XWH6lm6dya5Z5JXnv5Ca+1JVfW+JE9P8pKdLmzB/izJ/ZK84vQXWmv/par+IskvJTmww3Ut1VuSPDjJy05/obX2G1X18EwnfJZ2s2TGeX9XJ3lYpguYG2itvbaqHrx67Tk7XdiCOb71dWWSyzew3UZXYuDaq7ehrrtGvTH0K5Pc6KkJZ3A8Z7hg5Ix+OaetsjiLq5P8h22uZV38Vja2j74jyS9ubylr4feSfPPZXlwt6/76TCfSbMzvJPmWqjrjOF29ve7Lktx5R6tarhcn+TdV9clnenF136qHJLnRE2pgQYzz/l6U5Jur6hZnerG19tZM98F7145WtWyOb309Kxv7Idtrk3zTNteyLlx79TXUdVe5TxwwgtXNMR+e5PCJe1GcZbsvSnKgtfZDO1bcQlXVbTLdi+L3W2sfPsd2d01y/9aa5cjnUFWfluQOSd6+eqvi2bbbm+TurbUb/YQadjvjvL+qqiQ3S/L3rbXrz7HdTZN8ZmvtnTtW3EI5vgHrbMiVQFX1uKr6jLnrWCdV9ayqutPcdayTqnrK6r4I9HF5kuedKwBKktbaKwRAG3YwyevPdYKcJK21NztB3pCfSvJ357owTqYb6bowZsGM8/5eluT25wqAkqS19g8CoA1zfOuoql6+Lm+j2S1ce/U12nXXkCuBquofkzygtfZHc9eyLqrq+iSX62k/xmlf+tmfnvZlHmUExnl/etqf41tfxmh/etrXaPv8kCuB4oZjLINx2pd+9qenAKwjxzcYy1D7/KghENtjvGVl209P2e2M0b70kxEY5/3paX962pd+9qenfQ3Tz1HfDnZ9kmcmuXYDm7fW2g9vc0mLt+rp65Kc873TJ7TWHrq9FS3fqqcvyvSUuvNprbWzPvkK+/12MEb7Mo8yAuO8v1VP35fkYxvZvrXmiVbn4fjWlzHan7m0r9H2+T1zFzCjr0nyiQ1s15K4GNyYv0nywbmLWDOfneQ2G9huvDR3c+z3/RmjfZlHGYFx3t/vZbrIph/Ht76M0f7MpX0Ns8+PvBLIjbQ60tP+9LQv/exPT/vST0ZgnPenp/3paV/62Z+e9jVaP90TCAAAAGAAQiAAAACAAYwaAr0zG7wxGRv2C9nYjbTYuFdkgzd7Y0Ps9/0Zo32ZRxmBcd7fD2VjDz1g4xzf+jJG+zOX9jXUPj9qCPRzSW5eVTedu5A18llJvq6qHlpVl8xdzJp4a5L7VpUnJPRhv+/PGO3LPMoIjPP+rkjyw1X1r6vqrnMXsyYc3/oyRvszl/Y11D4/6o2hr0tyUZKPJzmW5FWrj1e31t4/Z21LVVWvSnLvJJ+c6elLb8iqp0le1Vp794zlLVJVXZtpgm9JPpBVL1efr2qtfXzG8hbHft+fMdqXeZQRGOf9VdVzkjwgyWWZ5uMPZerniTn5ta21f5itwAVyfOvLGO3PXNrXaPv8qCHQpyS5b5IHrj4ekOQzMv2nvyM33IHeMFOZi1NVn5TkPrlhX2+bqa/vySk7U2vtqrnqXJKqukOSB2Xq5QOTfEGmIONjSY7mhj39q7nqXAL7/fYwRvsyjzIC43x7VNVtcsP5+N5JLk5yXU7+8OPVrbVfma3IBXF8688Y7ctc2tdI+/yQIdCZVNVdcnLneWCSuyapJB9urd1yztqWrKouy8mJ6cTOlNbanvmqWq6qulmS++fkOL08yS2TND29cPb7/ozR/syjjMA476+qLk6yP1M/vyTJw5OktXbRnHUtleNbf8Zof+bSftZ5n1908T211t5SVW9N8vokf5zky5M8IsnNZy1swapqT5Jbrz4+c/Vxk0w36GUTWmt/V1VvSnKLTJPQP8s0OX1i1sIWyn7fnzHal3mUERjn/VXVpTl5EfigJF+Y5O+TvHbOupbM8a0vY7Q/c2lf67zPD70SqKpukZPJ3gOT3C/TksQ/TvKHSa5McmVrzY6zAVV1q9wweb5PplUVV2XVy0z9dP+VDaqqSnLP3LCvd8q0xPOfxmiS17XWrpurziWx3/dljPZlHmUExnlfVXVRknvlhhfUt0vy9pzSzyR/0lr7x7nqXBrHt36M0e1hLu1rpH1+yBCoqg7l5Fs//iIn/1P/MMlRNya7cKvVFJ+dKWk+0csrkxxrrS0+LZ1DVb00U9r8SZlWqvzTOG2teczmBbLf92eM9mUeZQTGeX9V9beZLvxek1N62lr7y1kLWzDHt76M0f7MpX2Nts+P+nawf5Pko5keGX040wXgx+YtafHunGkJ5zVJrk7ypiRvNgltyZck+bskz0lyJNPB8u2zVrRs9vv+jNG+zKOMwDjv72+T7M301o9br359qyQusDfP8a0vY7Q/c2lfQ+3zo64EekRO3gz2fklumumO9Fdmuuv3lR6rd2Gq6pLc+MZZN880Ib06J5cj/ulsRS5MVd01N7xp8V2S/FVOGafxSM0Ns9/3Z4z2ZR5lBMb59qiqO+dkTx+Q6S0NH8kN38LwmtbaR2YrckEc3/ozRvsyl/Y12j4/ZAh0qqq6SaZJ6NRJ6bOTvDer//TW2tPnq3C5qupumfp56s70wUwT0qPnrG2JVveyOTFGTw0y/iTTOH38jOUtiv1+exij/ZlHGYFx3l9VfWqmC8TLM/X0/kk+PcmbWmtfOGdtS+T41p8x2p+5tJ913+eHD4FOt7oh1IEkT0zyZYnHFG7Fqp9fmOkGcCeevKSnW1RVt0zy4CQHY5xumf2+P2O0H/MoIzDO+6uqW+fkzU3/eaaLbD3dIse3fozR/syl/a3jPj/qPYH+ySlL6U5MQJdnegxcJfmzJK+ar7rlOcuTly5ZvfzmJM+Knl6wU5Yonvi4y+qlv03y8ujpBbHf92eM9mMeZQTGeV/neKpNJfnrTKtcnxI9vWCOb30Yo9vDXNrfCPv8kCuBquqKnPxPvWeSi5J8LNPj9F69+nhVa+34bEUuzGlPXrpJphtrvTbTTvLqTMvm/nq+Cpenqr4/JwOKW2Y6SL4zp/Q006M0r5+tyAWx3/dnjPZlHmUExnl/pzzV5lMzzcNvy+qYlqmfV89Y3iI5vvVljPZnLu1rtH1+1BDo+kyPiL4yJ/9jr2qtXTdrYQtWVe/KKRfSmR5P+I/zVrVsVfWxTI8oPNHTV7XW3j9vVctlv+/PGO3LPMoIjPP+quqVOdnTV3vs9tY5vvVljPZnLu1rtH1+1BDozpt95FtVPS7Jb7bWPtS5rCGtlob+fJJ/31p719z17CZVddPN3IF+1dMfTHJonSevC2W/788Y3R3Mo4zAOO9v9ZCE303yf7bW3jZ3PbuJ49vuYIz2Zy49s9H2+SFDoM2qqouSXJfkvq21181dzzrQ0/70tC/97E9P+9JPRmCc97fq6ceT7NfTPozTvozR/ozRvpbaz5vMXcAC1dwFrCE97U9P+9LP/vS0L/1kBMY5S2CcstsZo30trp9CIAAAAIABCIEAAAAABiAEAgAAABiAEAgAAMbkCTHsdsYodCYEAgCAMS3uhqYMxxiFzoRA51BVt6+qf3fi9621f0zyTUn+fL6qdq+qumdVXXqO1y+tqnue+rVVT++U5A3bXd8oVj394iRvmbuWJbLfbz9j9OzMo3BmxvnZ1eRRVfX559jmHqtt/umCurX2j621myzpsca7TVU9qKqeceL3jm9nZozuHubSrVmXfb5as8LuVFV1qyRfk+SxSR6Y5PrW2sXzVrX7VdW/SPLrSe7bWnvjWba5R5I/SvLY1tqv72R9S1VVN0nyeUk+KckbW2utqm6b5HuS3C3Ju5P8fGvtqhnLXDz7/eYZo/2YRxlFVd0iyQMyzRuvaK19eDW2n5KT88Z/ba39xoxlLkZVfU2S/5bkHq21a8+yzaVJ3pjk8a21X9jJ+tZNVe3LdL7wmCS3T/LB1tqt5q1qdzNGt4e5dGes4z4vBEpSVZ+W5Csz/ec+LMlFmdLRX0jy3Nba+2csbxGq6reSvKO19n+dZ7ufTvI5rbUv25nKlquqLkvywkyTeJK8NclXJ/ntJDdN8vYkn53k5kke3lp75c5XuVz2+60zRvsyjzKCqvqCJC9OcpvVl/4yUwj/a0nemeTNSe6e5POTfFVr7dfmqHNJquoVSa5srT35PNv9aJIHttYO7Ehha6SqPi/TBeBjM/3gI0l+J8nPJXlRa+26uWpbAmO0P3Pp9lr3fX7Yt4NV1SdX1VdV1fOT/EWSZ2e6WPnPq02+q7X2dBeCG3Z5khdtYLsXJ7nfNteyLp6W5OIkj0xyIMl7k/xWkj9Ocmlr7fJMafTLkzx1phoXxX7fnTHal3mUEfzHJNdmujC5Y5KXJXlBkl9tre1rrT2mtfYFSQ4nedJ8ZS7KvTLNs+dzZLUtG7B6++0Tq+pokmuS/GCmsfuETPep+dHW2q8u/WJwhxij/ZlLOxtpnx8yBKqqX0jygST/I8n9k/yXJPdrrX1ekh+OG5Btxs2SfHgD2314tS3n9+AkT2mt/XZr7feTfFumC+pnnJh8Wmv/kOQZSe559r+GxH6/TYzRvsyjjOC+mU6kr2mtvTvTxcktM12onOo5Se6608Ut1J4kH9vAdh/L9LYRzmO1cuUdSX48U98en+R2rbWHZ/oBEhfGGO3PXNrRaPv8nrkLmMnXrz7/bpLvaK29dc5i1sS1md4S8vvn2e7uSd6z/eWshdvkhjcjfvvq8wdO2+54ks/YkYqWzX7fnzHal3mUEdwq06rBE078+oOnbfehJLfYkYqW78+T3DvJK86z3X0yXeRwfg9efX5Zkh9L8vLW2vUz1rN0xmh/5tK+htrnh1wJlOSbM72n74uTXFNVR1dLv876RBbO64VJnlhVl5xtg6r61Ew3i/3NHatq2SrJqTftcgOvrbHf92eM9mUeBTbjVzLNHbc52war156Q5H/uWFXL9tBMNzK+V5KXJHlvVf10VT0oVg5vhjHKbjfUPj/0jaGram+Sf5Xppk8PyHQB87pMKfSXt9ZeMmN5i1JVt07y+kw3Jfu+JC9rrX1s9drFmW68+6NJ9ia5d2vt9JUCnKaqrk/y/2a6uVsyhbY/lWmZ4rtP2fSyJE9srV20owUulP2+H2O0L/MoI1jNG89J8r4TX0ryxCT/f6Z7tZ1w2yRXmDfOb/Wgg9dk+mn/j2S6gHlXpuPbHZJ8aZLvz/RW0stbax+ZqdTFqao9SR6R6eawj0pySaZx+plJHtdae86M5S2GMdqfuXR7jLLPDx0Cnaqq7pCTj377wiSfyLRq4Bdba788Z21LUVV3yTQZ3TtT/45nmtz3Znp/71VJvtbbcDZmNblvVDO5Xzj7/dYYo/2ZR1l3VfWOXMCqwdbanbavmvWx+gHHf03yv51lk19N8m2tteM7V9V6qapPSfIVmc4bvjTTgxHenOmc4cfmrG0JjNG+zKXbb533eSHQGaxOwr8204XhZ7twuTBV9ZAkD0lyu9WX3pPkSGvtD+arCs7Nfs9uYh4FNmP1w43T545XttbeNV9V66eqbpHkqzJdHH5Ra+3imUtaDGOUJVq3fV4IdB5VdZ/W2lVz1wHsHPs9ALARVXVrb8+FcazDPj/q08FupKo+OVMifdPTXvr7GcpZC+foaVprV+98Rcunp33Z7/szRvvST9bNapXbhrXWXrldtawLPe3vQnuaGz8Vk1MYo/3paV+j7fPDrwSqqs9KcijJl53p5biPxQWrqtsl+bnoaTfGaV/62Z+e9mUeZV2t7iXWcvJpK6eeiJ7+xMEY5+enp/3paV/62Z+e9jVaP60ESp6Z6QacT0hydZLr5i1nLfy36Glvxmlf+tmfnvZlHmVd3fOUX982ybOSvDjJCzL9ZPXWme678KVJ/vWOV7dMetqfnvaln/3paV9D9dNKoKq/SfItrbX/MXct60JP+9PTvvSzPz3tSz8ZQVX9epI3tNZ+4Ayv/T9J9rXWHrnzlS2Xnvanp33pZ3962tcI/bzJ3AXsAh+I+3/0pqf96Wlf+tmfnvaln4zgYUlecZbXXpHkwM6Vsjb0tD897Us/+9PTvta+n0Kg5ClJvreqbj53IWtET/vT0770sz897Us/GcEHkzz6LK995ep1Loye9qenfelnf3ra19r30z2Bkv89yR2SvLOqXpvkr097vbXW/tXOl7Voetqfnvaln/3paV/6yQieluRnquqyJL+Rk/ddeHSmm6J/x2yVLZee9qenfelnf3ra19r30z2Bqo7ktLt9n6619sU7U8160NP+9LQv/exPT/vST0ZRVY9O8v1J7pXph5OfSHIsyY+21n5tztqWSk/709O+9LM/Pe1r3fs5fAgEAMC8quomSfYmOd5au37uetaBnvanp33pZ3962te69nPIEKiqnnWOlz+RacnXK1trL92hkhZPT/vT0770sz897Us/AQDYbqOGQK89x8sXJbltks9M8gdJvry19rc7UtiC6Wl/etqXfvanp33pJyOqqv2Z7oF1aZKbnvaye19tgp72p6d96Wd/etrXuvdzyBBoI6rq/pluBPXc1tp3z13POtDT/vS0L/3sT0/70k/WSVV9W5KfSfJXSd6W5LrTt3Hvqwujp/3paV/62Z+e9jVCP4VA51BV357ke1trd5i7lnWhp/3paV/62Z+e9qWfrIuq+rMkv5fkW1trn5i7nnWgp/3paV/62Z+e9jVCP28ydwG73NWZlt7Tj572p6d96Wd/etqXfrIubp1pVdtanmTPRE/709O+9LM/Pe1r7fspBDq3Oyb54NxFrBk97U9P+9LP/vS0L/1kXfx2kvvPXcSa0dP+9LQv/exPT/ta+37umbuA3aqqbpvkBzINAjrQ0/70tC/97E9P+9JP1swzkhyq+l/s3Xncbed8N/7Pl8QUQwwhJSrmmA+i5jqGmtsHNaShxHQ8HWmrSvFIq6paTx9t+eHUcGidmKmqpiinNZPIMUSoKRJkNEaQRHL9/lhrOzs7e9/Dvvd97nPOer9fr/Xa2Wu81rXX3jnrc1/XtWr/JO9L8v3JFVprX9jtpdq7qdPFU6eLpT4XT50u1j5fn4McE6iq3rzE4ksnOTjJ7ZOcmuTurbXTd0vB9mLqdPHU6WKpz8VTp4ulPhmaqrpo7O3kP0gr3RNYLr0bi7TXU6eLp04XS30unjpdrCHU51BbAh20xLKfJflGkn9O8vrW2rm7p0h7PXW6eOp0sdTn4qnTxVKfDM29csl/YLM26nTx1Oliqc/FU6eLtc/X5yBbAgEAAAAMzVBbAgEAsJtV1VlZ+V9YW2vNk/CWoU4XT50ulvpcPHW6WEOrTyEQAAC7y8uyjzez3wDqdPHU6WKpz8VTp4s1qPrUHQwAAABgAC610QUAAAAAYP0JgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAYBlVdXJVtao6dKPLshGqanN//js2uixrUVUHVdWrq+rbVXVhf05PW8fjtapqU+bv6JdtXq9j7y5DOEcA2JcIgQDYp43djB69zHpH7wtBB0t6V5InJLl8kk8l+UiSb21oiVgXVbWp/04/ZKPLAgB7kv02ugAAsBf4apKfJrlgowvCfKrqNknulOTUJLdorZ1uG41MAAAgAElEQVSzwUXa152S5EtJfrxBx9+U5HlJXpfknRtUBgDY4wiBAGAZrbV7b3QZWLOb9q8fEwCtv9baYze6DADAJekOBgAMweX7159saCkAADaQEAgAlrHcwNBVde+qekdVnV5V51fVaVV1TFXdarn9VdU9qurfquqsqrpoNIZJVR1YVU/o9/vlqvpxVZ1TVcdX1Z9U1eXm3ffYupuqaltVfb2qflpVZ1fVcVX1Z1X1CzP2X1X1O1X1mar6Sb/vY6rqehPrPagvx0nL1O0X+/UetNR6U8rwG1X1gar6Xl/2r1bVP1TVtSfWPaofuHhbP+txo8GMq+rkFR7v+lX1jP54p1TVeVX13ar6z6p61ErLvRZjY1YdXVVXr6q/7z+386vqnRPrHth/hp+pqh9V1bn9dfO0qtp/yr6P6ve9raoOqKq/rqqv9fV6SlX9v6o6cJXlXXJg6NVce1V1n/6zPaFf77yq+kZVvbaqbjpl3ycneW3/dvzznjrmV63++3u1qnpRVX2h/w78pK+nD1bVs6rqMqupKwDYnXQHA4A1qKq/SfL0/u3ZST6f5NAkRyR5aFU9vLX27hmbH5HkBUl+mOQrufj4KQ9O8uok5yc5rd/vVZPcOsntkjykqja31s6bY9+pqqcm+dt0fxA6N8mJSa6Y5JZJbp/k69kVnIz7pySPTjdO0v8kOaw/1t2r6jatte/06x2bbtDlw6rqTq21j0/uqKrunK6b1mn9+suqqurLNepu9I2+LDdP8rtJjqiq+7XWPt0vPyPdANDXTHLjJGcm+XK/7LSVHDPJs5M8MV09fTvJZ5NcK8m9ktyrP78/WOG+1uqgJMcnuW6SL/TTz0YLq+pmSf6jX35Bus+xJblNuuvmV6vqgTOum8sm2ZHk8CQnpRvT55ZJnpbk/lX1y621s9Z6AnNce8cmuXSSs7JrIO9DkxyV5OFVdf/W2kfG1v9Uuu/N5OedJJ+bKMuqvr9VdeUkn0hyoyQX9fs+J8m1k/xyks1J/rHfFwDseVprJpPJZDLts1O6m9qW5Ohl1ju6X2/HlGUn98sOnZj/pH7+qUnuP7HsKeluzr+f5Joz9vezJM9Psv/Yssv1r7dOFwRdbmLbayd5W7/9s5co61L7flC/zoVJnpXksmPrXCbJbyS529i8zf36o0DqLmPLrpPuxrol+cuJsvxFP/8VM+r8lf3yF63i8/ztfptzkzx4bP6B6Z7+1dKFQpP1dlS/bNsc19AD0g0qXRPzN6ULS1qSu07ZrnX/1Jp5TW5eRRlG1+fP0oUQ1xtbdvn+9QrpgrnW1+3Vxta5XrowrCV54Yy6OT/JN5PcdmzZDdOFNC3JG9d6jqu99sa+S4dMzNs/yZZ0QdeXpnw2y37emeP7m+QP+212TinTNZL8fpIrrvYaM5lMJpNpd026gwEwFM+b6BZysSndk4RWrO9W8+fpbggf3lq7WEuW1tork/x9kquku9mc5tjW2nNbaxeMbffT/vWzrbV3j96PLf92kseku2H/zSWKOHPfSV44em2tvbCNtQpprZ3fWjumtfbhKfvcP8nvt9Y+Orb+t5I8p3/7wIn1X5Oufh5VE93X+vejrlTbljiP8W0qyTP6t3/exlpotNa+n+TIJN9NcoN0LTkWorX27621j7fW2sT8nelaHyVLfxaL9LMkv95a+8ZYOUbjHD0hXeuX97TWntJa++7YOt9I8ogkP0ryO5OfR2//JL/XWjthbLuvpgtUkuSRVXX9NZZ/1ddea+2VrbVvTsy7oLW2Nckbk9wkyR1XU4g1fH9v0r++ZkqZzm6t/X1r7UerKQsA7E5CIACG4tR0LSFmTaeucn93TvILST7TWvvEjHVGY7Xcc8bybUsdoKr2r6pHVtUrqurYqvpQVX04yfvS3bzepKouP2PzqfuuqhsmuVW6MOHFSx1/iu+11t4yZf7o/G84PrO19rV0LUIOTPLQiW0elu4G++OttSXHDRpzs3QtWi5I8vLJhf3N96v7t/df4T5XpB8H5neq6p+q6n1jn8Vf9atsWuTxlvD+yfBhzMP6163TFvYB4qeSXCldt6tJ30ryL1O2+1S6z7iS3He1BR5Zy7XXjyH0gqp6Zz/e0If7+r9Hv8pq63/e7+/od+JBVXWFVR4TADacMYEAGIrXtNaOnrWwqo7O6loDjQaNPaS/GZ1m1NrikBnLZ4YfVXWddGOh3HKZclwtu8ZJWcm+b96/frFvPbMaX50x/8z+9YpTlr0q3U30UUmOGZt/VP/62qzcqBXGN1trP5yxzokT665ZVd0ryVvS1fUsV1/U8ZaxVGA2uib/T1X98Yx1RvUy7Zr8UmvtohnbfSFda5tLDMS8CnNde1X1/9KNS7SU1db/vN/f1yT5o3Rh2Ler6tgkH0ryX621z6+yDACw2wmBAGA+o6clXaOfljKrtc65S2yzLV0A9Kl048F8Osl3Rt27quqUdIP/XuJpT8vs+8r962oDoJn7bK1d1PXUmurtSb6X5D5VdUhr7ZtVdUiSe6d7XPubVnH8Uch0xhLrjJZdaRX7nakfCPjN6QKgNyR5WZIvJvlha+3CqrpBunBs1uewaEtdM6Nr8nYr2M+0a/LMKfNGFlGvq772qurR6QKgHyf5kyTvTTdu0U9aa62q/jzJc7P6+p/r+9taO62q7pRuvK1fTdel8VF9WU9K8szW2rtWWRYA2G10BwOA+YzG/XhTa62WmQ5dzY77R2TfJ11I8oDW2ntaa6ePj++T7klh8xi1oFnVI7/n1Y9DtD3dvzlGT/R6XP/+Ha21H6xid6M6v9YS64yWnbOaci7hgelamXw8yW+21j7WWvtea+3CfvlSrYN2t1H93GwF1+S2KdsftMS+F1Gv81x7o7GWnt5ae2lr7X9aaz8eG59p3vqf+/vbl+FR/XncPd3T405I113xHVV1lznLBADrTggEAPMZdTtarrvWPA7tX09qux65/nNVdYtM73q1EqNyH1ZVuyUIyq5xeh7XD+78uP79arqCJd2Tr5KuC8+VZ6xzi4l112o0EPJHJweG7q1qQOJ1ttZr8qZVNevfhjfrX9dSr/Nce6P6n9Vla1b9T/usppVl7u9vP5D1h1trf9lau126FmOXSvLEefcJAOtNCAQA8/lwuu4zt6iquQfLnWH0tKdr1fR+Vn8w7477wZo/k65L+Nz7WeUxT0jXne0mSZ6e7glWpyT5wCp3dVKSb6Tr+vNbkwur6oB0T8hKuvGUFmH0WRw85Xj7J/mdBR1nEd7Wvz51iTBnKYek6+J0MVV1+yR3ShesvHfews157S1V/3dPcvgy283qirke39/RU/OuvaD9AcDCCYEAYA59N6dn92/fWFVHTN54V9UNq+o5VfWwS+5hSSeme9T5ddIN8nupfn/7V9Vzkjw+3SPi5/Wn/etzquoZVXXZsTJfpqoeVVV3W8P+pxm1BvrL/vV1SwxCPFXfEudF/dvnVtWDRsuq6ipJ/jld162vpXt0+CJ8qH99RFXdb+x4V0s3ntFaH5m+SK9M8uUkd0vy5qq67vjCqrpsVT2oql4zY/sLkvxDVd1mbJsbZNeT5t7aBzlrsdprb1T/L6iqa42te5d09f/TGccZlfMO057iNe/3t6r+sqq29J//+LqHJnly//b4GWUCgA0nBAKAObXWXpVu0OYD0z356jtV9amqOq6qzkjylXQDyF5zlfu9ILtuUI9OclpVfSrd4LzP76fT1lDu92RXS4wXJTm7L/MX043b8sYkN5p3/zNsT9c6Y790LUpeN+d+XpHk9UkOSPLuqvpaXzffTvKQJN9J8oj+Jn/NWmvHpwsb9k9ybFV9taqO74/3oCz/1KrdprX243RjGH05ya8n+UZVfamqPlZVX0g3ns+7+3WmeVu6a+yEqjqxqnam6/51y/71dxdQxtVee3+d5Owkd0hyclXtrKovJ/lIuqD0ZTMO9el09XD9JKdU1Uf7R8u/ZKws83x/b54ubDu7vxY+3pf9q+m6Ip6Y5MXz1A0A7A5CIABYg9ban6Ubl+T1SX6Q7tHTN0zX1WR7kof3y1a731ckOSJdq4KrpOtCdWKSI5Z61P0q9v+SJL/Ul/H7fbmvluRzSZ6XxXWnGh3v+0ne0b/9UGtt1uPml9tPS/d4+SOT/Fe6Mt86XXjx0iS3aa19es0FvrjfTFcnX0v3RLZDkvx7krsm+Y8FH2tNWmtfSbIpyR8m+Vi6AON26UKzjyf5P0nuOWPz85JsTvJ/k1wh3ThApyX5+yR3aq0t9fSw1ZRxxddea+3UJHdO8pZ0Twg7rF/01/38H2WKvpXZg5K8NcmF/fHuka5uxtdb7ff3L5K8MF1dXj5d3V473cDQf5rkjv21DgB7pJo+xiEAwGJV1QfSBRCPn/F0KjZAVR2VbpDu17XWjtrY0gAA60lLIABg3VXVDdO1MjknXasOAAB2MyEQALCu+gF3/yJJJdnWWjt3g4sEADBI+210AQCAfVNV3T/JM9MNzvuL6cZceeGGFgoAYMC0BAIA1svB6QbjvUaSDye5b2tt7qeaAQCwNgaGBgAAABgALYEAAAAABkAIBAAAADAAQiAAAACAARACAezDqupGVXV+VR2z0WXZSFV1clW1qjp0o8uyVlW1uT+XHRtdlpWoqh19eTdPWbZfVT2nqr7cX6etqt7ZL9vWvz9qN5XzqP5421axzaH9NievX8nYW826pvbl66aqbl5VF1bV6za6LABMJwQC2Lf9VZJLJ3n+5IL+JmRy+mlVfb2q/qmqDt+dBe3DjaOnhQXss57fT9dN8vkkH0nyhQ0tEQxAH1AdvehgvLX2hSRvTfKYqtq0yH0DsBj7bXQBAFgfVXXHJL+e5K39P8xn+XySH/T/fbUkN0rymCS/UVVPaa29en1L+nObkzyv/+8dC973V5P8NMkFC94vyzslyZeS/Hh8ZlVVkqckaUnu3Fo7YWK70/rtfpA91wXpyvitjS4Ie5U94bo5Ksk90v3WnrzgfT8/ySOTvDDJAxa8bwDWSAgEsO/6vf5123LrtdZ2jN5U1bWT/HOSeyZ5WVW9t7V26rqUcDdprd17o8swVK21x85YdFCSqyY5c0oAlNbas5I8az3LtlattW8lOWyjy8HeZV+/blprn6+q45Pcr6pu3Fr78kaXCYBddAcD2AdV1dXStQI6O8l7V7Nta+3bSR6d5Pwkl+33A4t2+f71JxtaCmA9vCFJJXnSRhcEgIsTAgHsmx6S5HJJjm2trboLVGvttCT/07+9yWj++GC9/eCmr62qb1bVz6rqJeP7qKpfqqq3VNVp/aC/p1XVm6eNNVRVLbu6gj1vYpyibVPWf3hVHVtVZ1XVeVV1SlVtnTW+xayBoccHLa6qG1fVMVV1Zj820merasuM/e1XVb9bVR+rqh/053d6VR1XVX9TVb84o2pnqqp79PXzzf6czqiqj1bVM6rqKivcxx2r6kVV9am+POdV1bf6/d5hie0eWFXv6c/9gqr6TlV9oapeVVV3Wcu518TA0KNBcbOrC8r1Jj7vQ/v1lhwYuv+8tlbV1/rP63tV9f6q+rUlzvPSVfXUqvp8Vf2kL/c/V9X1l63c6fubOcDv6Hz6/75vVX2wr69z+v/+5XmO2e/v3lX1jr78o+/WMVV1q4n1rtKf50VLXZNV9bd9ef+/KctWVc+1zG9Ef420qnr5EuW5TnWDC/+0ukB7JXXy8+94/136t+p+Hy6qqodMrHv7qnpDVZ3af0fOrqp3VdXdZux7/HfidlX1L/02P+6/a7+5kjKO7W/JgaH76/RxVfW+/jjnVdU3+nN63MS6B1bVE/rr4ct9mc6pquOr6k+q6nIT62/ur8t79LM+OPH9O2pi/ctX1R9V1Sf76/cnVXViVT2vqq64xGn+a//6G6upGwDWnxAIYN80+gf+J9ewj+pf25RlN01yQpIjk5yZbnyLi36+YdWTknwsycOT7J/kM+m6ID8iycer6vET+/tIklGXs1P796NpFEaNAohjkrwlyf2S/CzJiUkOTPLkJCdU1S/Nca63S3J8kl9NN4bNd5PcKskrq+qZU9bfnuQfktwpyfeT7Exybr/N05OsqgxV9eJ0Y3M8IskVknw2yY+S3CHJi5LcdoW7ekOSZyS5QbpWYCema831iCQfrapLtOqqqt9O8m/pxu64VH/sM9IN1vzEdJ/xuLWe+0/Tfa7H9e/Py8U/758ud5L9eXwu3Wd+zXTX37lJ7p3kX6rqBVO2qSRvTPKSJLdI8u10Y7I8It1nf8PljjuP6oLEY5PcPMmX031PNid5f1XdfY79/U2S96cLei+dbkyvyyY5IsmnqurBo3Vbaz9I99lWZtyMV9Wlkjyqf/uGiWWrrucxs34jXtUvP2IyoBjz2HTX4rtaa99d4hjTHJHkA0nuki5ovFhX1qr6vXS/i0cmuVK6gcgvTPfd/++qesoS+75rumv03km+nuQ7SQ5P8vr+O7xmVXXlJO9L1433Pulayn023e/oA3LJ7r0PTvLqJA/s1/l8ktOT3DrdgwE+WFWXHVv/B/05/LB/PxqQfTSdMVaWX0jyiSQvTvcb+Z0kX0k3btzR6X5Trj7tPFprX0n3O3rd2geeygiwT2mtmUwmk2kfm9INhDwacHfWOq2fNk9Z9gvpbs5bkqeNzd/Wz/tZkncnucbYssv3r7dJ15WsJXlukv36+ZdO19qn9fu+5cQxj+6XHb1Emf+iX+fzSe44Nn+/sX1/PcllJ7Y7uV926MT8Hf3885O8PMkVxpY9tV/24yRXGZt/u37+95PcdWJ/l0s3IOqmVXxWv9Pv7yfpQpdLjy07IMmWJDcbm7e5X3/HlH09NsmNJuZdKslDk5yT5HtJrjhRb9/t9/dbE8eudGHi/1rLuY/V8eaJ+Yf280+eUS+ja+2oifm37Ovq/CS/O7q++mW/nC7caUnuN7Hdb/Xzz0ly37H510ry39l1zW5bxWc38xyy6/v143QhSvXzL5vkmH7ZR1f5vX5Sv92pSe4/sewp6b6X309yzbH5D+23+cyMfd4ru743tYB6Hn1uS/1GfLhf54gZZfpiv/wBq6ibk8eO+/wk+49fm/3rr6QLor6fLgQaP9+HpgtGzs8lf5tG1/D5Sd6U5Epjyx6TbqDnNuUzOWraNbXMdfOWftk3ktx9Ytl1MvH7mC7sefDoHMfmXzvJ2/p9PXvKcUbntHly2dj3/7/7dd6R5JCxZVdP8s5+2TFLfCb/0a/zmNVc5yaTyWRa32nDC2AymUymxU79P95HNyXXW2K9qSFQf/PwgewKa647tmx0g3d6xsKEie1f36/z7zOWj24Mtk3MPzpLhEBJrpHupvScJNefsc7b+30cOTF/dIN46MT80Y3QZ5Ncasr+Pt0vf8jYvCP6eW9fwGd1uXStJFqSJ61wm82ZEQIts93zM3HjneTgft53V7iPVZ/7rJvNzB8CvbWf/8cztvu1fvl7J74TX+/nP33KNtfOrtBz2yrObeY5jH2/XjZl2TXHjnfVFR5r/3TBy0UZC0An1vnbfp9/OjbvsunCv5bkFlO2eVW/7AVrreeJz22p34jH9+scO2XZnftl38pYKLmC+jm53+7dS6xzXL/OI2Ys//1++dYZ1/AZmQhb+uUvnfadzCpDoOwKWc/PWPA775Ru3K3zknxxyrLROW2ese2D++UnJLnMlOUHpAsjL8zY/yNmXAuXCKFMJpPJtHGT7mAA+54Ds+vpjyvpSvEPVfXhfvpCupupe6a72fy9Nv3JYG9trf1oxv7u17/+3Yzlo/n3X0HZxj0wXWjy/tba12es887+9Z6r3PerW2sXTZk/6k433lVoVB93XGqclRW6a7qnZJ2R5LVr3FeSpKpuVFXPraq3Vjf2zIer6sPZ1eVn09jqZ6XrfnVgVf3KCna/yHNftaq6TJIH5eLdiia9J10IeveqGn0PDkt3431Bkq2TG7RuMPR3LLq8vWnHOzNdKJV0XfdW4s7pWuh9prX2iRnrXOL6b62dl65FSDLRta+vz1EXwe0T8+ep53FL/Ua8OV2Y+ytVdZ2JZaOuoq9vrV04Y/ulbJs2s6qum+T26X4T3zZtnSz/+/Hq1tq07oov7V/vVlUHrLCc0zy0f31Xa+2klW5UVftX1SOr6hXVjZX2of47/750IcxNquryy+xm0sP6122ttfMnF7bWzu33f6l0LcOmGf3/56BVHhuAdeQR8QD7nvFxNpYdXyVdt4+R85Oclq67xt+11maNKTT1BqWqDkzXyiHpxtqY5sT+9VpVdeXW2g9nrDdpNOjt4f0NzjQH9q+HrHCfI1+ZMf/M/nV8ANSPJfloujFHvlJVH0zyX0k+lORjrbWfreK4N+9fPzXnDe/FVNUfpRsHZKn/v/98DI/W2oVV9XdJ/iTJe6t7rPP7040N8l9TPptFnvs8bpzu+r4gyb92w/xM1fr1rp4uYLtpP//UJa63WdfrWi11bd00F7+2ljK6/g9Z4vofffcnr/83ZNf4Ts8em/+gdN+Zz7TWThybP289j5sZYrTWzq2qN6brJvfYJC9MukGI03UpTGaEOSsw67i37l/3Tzf2z7R1RjNn/X7M2vf/pOuGtl+6wPizyxdzqtHvwcdWukEfoh2bi/+OT3O1dK2rVmp0vT25qh4xY53r9a+z6mv05L/VBlAArCMhEMC+5ztj/33V7AoyZrlna23HKo9x7oz54ze0kzeF0+ZfKbsGKF3OeMCzXMiz2puOWeczah308zvG1tpFVfXAdOMd/WaS+/ZTkpzdDxD7NzNaFk26cv/6/VWW9xKq6q7pBnC9MMlzkvxLulZd57bWWlU9Id0AsvtPbPqnSb6Zbmyi2/dTkvy0qt6QrvvU95OFn/s8RtfA/ulaUS1ndB2Mrsulvguzrtc16VtMTHOJa2sZo3O/Rj8tZfL6/690AcChVXWX1tpH+/mjlkFvmFh/3noeN+u8R16dLgR6XPoQKF1LmKukCxS/tILjTjPruKNzulKWP6dZA1ZPvX7678XZ6bpXXmnZEs42z+/BtnQB0KfSdan9dJLvtP6pkFV1SrpB3ie/98sZ1dctVrDurN/b0ZPdzl7lsQFYR7qDAexj+qb7P+jfrujxygs03v3jWjPWGZ9/zhz7flFrrZaZNq+m0KvVWvtBa+3p6W76bpVk9IStq6drifOMFe5qFIAduORaKzN6TPX/ba29oLX2+dbaj1prrZ8/9VporV3UWntpa+1mSX4xyaPT3VhemK71yDET6y/q3OcxugbOWME1UK21kye2u+Yld/lzs67XPcXoHN60gvM+dHzDPpQbfY5HJklVXSm7xn252Gec+et5xfoubScmuWlV3aWfPeoKtpCukRNG5/SJlZzTjH1M7dbUP2FtFMyt5jdt0qp+D/qnd42eIPaA1tp7WmunjwKg3lXnLMuovh6wgvo6esY+Rr85Z81ZBgDWgRAIYN90Qv968yXXWrC+xcjor+Wz/oI8mn/GRNecNm3lMaPuKst1e9htWufzrbWXt9YenO4pSknXwmElRud0h6q69BqLc/3+dVZXoTsut4PW2qmtte2ttcf367ck9+/HU5lcd63nPo8vp+uyeM2qWirQmTRqVXJIH35Mc7M1lWz9rfX6H43588h+DJ+HpWvx8t+ttW9OrDtvPa/Wq/vXo/pr7F7pAo03rcOxRvV32IwxjFZi1jVy43St6y9M92TGeY3KeOcVrn9o/3pSa+07kwur6haZ3d1wd/zejv7/8+k17AOABRMCAeybPtS//tIGHPs/+tffn7F8NP/YifnLjR/x7nRPurlfVe3WcGsVPtK/XnsV65+ZrhXKY9d47FH9HTy5oKpumORXV7OzfoyYUYuylZzPas991VprP0533VSSp61i0y+me+T2ZTIlpOpbVDxscv4e5sPprpVbVNV9l1t5UmvthHRj2hyU7lHpj+4XTXYFW0s9r9Y/pQubHpXuEfeXSvK2VYwTtmKtta+kG6vnKkmeMOdunlhVl50yfxSAfniJ7n8r8fb+9Ver6rAVrD/6zl+rpg9y9Acr2HbW7+1o8OynVNUVVlCWi+kHyL5Zus931thyAGwAIRDAvmkUxNxtA4794nQDyt6/qp4zauFSVZeuqmene3rY+f16477Wv95l2l/qW2un99vsl+TYaTfCVXWrqnpRPz7OuqiqR1fV8/pgZXz+ldMNsJwkx69kX617ctPR/duXVdVR4y2CquqAqnpyVa2klcoo+HvWeNn6wOxfM+Uv/1V186r6x6q60/hNZP9ZPS1dt5SfpB8Qd5HnvgbP7cv0J31ZLtbSoaquXlVPrKrnjOb1XeL+pn97dFXdZ2z9a6brDrXSsXk2ROueSjUa1PmNVXVE3w3p56rqhv13blagNQp8npau1c356R4FP82q63m1Wmtnpxu7avz6WY+uYCPPSDcW099V1W/3T0H7uaq6dlU9tar+94ztr5bkteN1UVVHJhmt/9drKVxrbWe6J6ddJsm/T/6O9eV73tisE9M9ges6Sf7P6Hronxb2nHTd6y7xZK/e6Pf2HjOWvzNd8HijviwXC6Wqar+qumdVbZ8RjN0lyaXTDTC/kgcUALC7tD3gOfUmk8lkWvyU7mlHFyX5xRnLWz9tXsU+t/XbHLXMek9O1zWipRsP4pPpWjG0fv4Tpmxz5XQ3NC3Jt9PdgOxI8syxdS6V5B/Hyn5mkk+k627w3bH595/Y98n9/EMn5u9Yqg7SBTQtydFj8542dpzT+nP7bJIf9/O+n+T2q/ys/nZsn9/t9/mVdDdwFytfks39vB0T+7hSum48rd/uc+luEi9KNyjws/tl28a22TR23B/09XhcusHFW7/tlrWc+6w6TteVpSU5ebXXWrqnWv2wX/7TJJ/pr4Ov92VuSd44sc2l0rW0GJX/y+kCq/P6Ov+LyfpZwec28xxGx1li2yWvvSW2e97YOX4v3YDAx6Ub2Hp0bv97xrbXH1unJZg85I0AACAASURBVHnHMseap55nfm4zjnG/sfKcnKRWUx/LfcenrPek7Ppe/ai/5j+ZbnD0UTn+asZn9ey+Hs7p6/2UsW1eMuVYR027ppa5bq48drzWH+OT6b7DF01eU+kCqNG6Z/TlGv0WHj2rXpLcfWy7L6UbPHxHxn47042h9fGx9b6W7slln0sXEI7mX27Keby6X/aoeT5Pk8lkMq3fpCUQwL5ra7rWDY9ebsVFa639Y7q/BL8t3Y3LbfvXtya5U2vtNVO2+WG6J039e5LLphsX4x5JDhtb56LW2pPTdWd5a7oWR7dNN6DxKUleleSBSf5zvc4t3Tk9I11rq/PSDY58kySnJnlpklu31lbVGqa19ofpBnh9Z7ob1E1JDkh38/f0rGBMjdbaOelafr0mXTgwevz4K5PcLtMfD/0/6W6K35Tk9HSPt751uhu8Nye5W2tt69j6Cz/3ebTW/i3deCMvTheW3TDd2CUXpLt+fivJUye2uSjJI5L8YbqA9LrpWlC8Ld0T0WY9yn2P0lr7s3TjNb0+XXB3q3Tnf2a6cX8e3i+btu3Xk3x0bNb2aeuNrb/qep7D+9IFMEnyutbacmPVrElr7VXp6uwV6cLmw/rpnHQh4ePSDXA+zUfS/a59MMkN0nWt+3S6wGsh3eb638H7pAvS/ztduHvrdHX+nkx0G22tvSLJEekCzaukG5/oxCRHtNkDNqe19qF0g4R/Mt334JfT/d4ePLbOmenCoiel+029crrvytWS7ExXT3doEy19+pZBv57uqWDvWHUlALCuap3/XwvABunHZPhKupuHG7XuqWEAe4z+d+r0dKHnjVprX1tmk92uqnakC0ju2VrbsbGl2fP13elenuSPW2uT3X4B2GBaAgHso1o3QOnz0rV4mHcgVID19Mh0LdY+uCcGQKxOP87Ss9INxP4PG1wcAKaY9xGZAOwdXp3kGkl+ttEFARhXVVdJFxgkycs2siwszC+mG9z7g60b+B6APcyy3cGq6jVJHpzkzNbaLft5V0s3fsCh6Qace2Rr7XvrWlIAAPZ6VfXMdINO3yLJVdMNNn3n9R4PaF66gwGwL1lJd7BtSe4/Me+ZSf6ztXbjdAPFPXPB5QIAYN90WLpBzFu6Pyo+dE8NgABgX7OigaGr6tAk7x5rCfSldI80Pa2qfiHdY2pvup4FBQAAAGB+844JdK3W2mlJ0gdB15y1YlVtSbIlSQ444IDbH3bYYbNWBQAAAGCVjj/++LNbawctt966DwzdWtuaZGuSHH744e24445b70MCAAAADEZVfWMl6837iPgz+m5g6V/PnHM/AAAAAOwG84ZA70ryuP6/H5fkXxZTHAAAAADWw7IhUFUdk+RjSW5aVd+sqicm+askv1JVX07yK/17AAAAAPZQy44J1Fr7jRmL7r3gsgAAAACwTubtDgYAAADAXkQIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABiA/Ta6AHu6rVuT7ds3uhQAwN7uyCOTLVs2uhQAwJBpCbSM7duTnTs3uhQAwN5s505/VAIANp6WQCuwaVOyY8dGlwIA2Ftt3rzRJQAA0BIIAAAAYBCEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABmC/jS4AwO6ydWuyfftGlwIYop07u9fNmze0GMBAHXlksmXLRpcC2BNoCQQMxvbtu27EAHanTZu6CWB327nTH8GAXbQEAgZl06Zkx46NLgUAwO6hBSIwTksgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAzAmkKgqvqDqjqxqj5fVcdU1eUWVTAAAAAAFme/eTesqusk+f0kN2+t/aSq3pzkiCTbFlQ2AADYp2zdmmzfvtGlYEh27uxeN2/e0GIwMEcemWzZstGlYJq1dgfbL8nlq2q/JFdI8u21FwkAAPZN27fvuimH3WHTpm6C3WXnTmH3nmzulkCttW9V1YuTnJLkJ0ne21p778JKBgAA+6BNm5IdOza6FADrQ6uzPdvcLYGq6qpJ/leS6ye5dpIDquoxU9bbUlXHVdVxZ5111vwlBQAAAGBua+kOdp8kX2+tndVauyDJ25PcZXKl1trW1trhrbXDDzrooDUcDgAAAIB5rSUEOiXJnarqClVVSe6d5KTFFAsAAACARZo7BGqtfSLJW5N8Osnn+n1tXVC5AAAAAFiguQeGTpLW2vOSPG9BZYG9nse+7tk8InXv4JGiAACwPtb6iHhgjMe+7tk8InXP55GiAACwftbUEgi4JI99hflppQUAAOtHSyAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAA9tvoAgAAAAC7bN2abN++0aWYz86d3evmzRtajLkceWSyZctGl2J9aQkEAAAAe5Dt23eFKXubTZu6aW+zc+feG7ythpZAABtgb/7rznram/9ytN6G8JcpAGCXTZuSHTs2uhTDMZR/f2oJBLAB9ua/7qynvfUvR+ttKH+ZAgBgfWkJBLBB/HWHlRrKX6YAAFhfQiAABmFv7oK3N3eT040NAGDPoTsYAIOwN3fB21u7yenGBgCwZ9ESiD2Ov9ZvDH+tZwh0wdu99sbfQgCAfZmWQOxx/LV+9/PXegAAgH2flkDskfy1fvfy13oAAIB9n5ZAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYgP02ugAAACzG1uO3Zvvntm90MVjCztNfkiTZvO1pG1wSlnLkrY7Mlttv2ehiACycEAgAYB+x/XPbs/P0ndl08KaNLgozbHqm8GdPt/P0nUkiBAL2SUIgAIB9yKaDN2XHUTs2uhiw19q8bfNGFwFg3RgTCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMwJpCoKo6sKreWlVfrKqTqurOiyoYAAAAAIuz3xq3/7skx7bWHl5Vl0lyhQWUCQAAAIAFmzsEqqorJ/nlJEclSWvt/CTnL6ZYAAAAACzSWrqD3SDJWUleW1UnVNWrquqABZULAAAAgAVaSwi0X5LbJXl5a+22Sc5N8szJlapqS1UdV1XHnXXWWWs4HAAAAADzWksI9M0k32ytfaJ//9Z0odDFtNa2ttYOb60dftBBB63hcAAAAADMa+4QqLV2epJTq+qm/ax7J/nCQkoFAAAAwEKt9elgv5fkDf2Twb6W5PFrLxIAAAAAi7amEKi1tjPJ4QsqCwAAAADrZC1jAgEAAACwlxACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYgLU+Ih4AANgLbT1+a7Z/bvtGF2OPs/P0nUmSzds2b2xB9jBH3urIbLn9lo0uBrBGWgIBAMAAbf/c9p8HHuyy6eBN2XTwpo0uxh5l5+k7BYawj9ASCAAABmrTwZuy46gdG10M9nBaRcG+Q0sgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABiA/Ta6AAAAsLfaevzWbP/c9o0uxlx2nr4zSbJ52+aNLcgcjrzVkdly+y0bXQyAvY6WQAAAMKftn9v+8zBlb7Pp4E3ZdPCmjS7Gqu08fedeG7wBbDQtgQAAYA02HbwpO47asdHFGIy9seUSwJ5CSyAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYgDWHQFV16ao6oarevYgCAQAAALB4i2gJ9NQkJy1gPwAAAACskzWFQFV1SJIHJXnVYooDAAAAwHpYa0uglyR5RpKLFlAWAAAAANbJ3CFQVT04yZmtteOXWW9LVR1XVcedddZZ8x4OAAAAgDVYS0uguyb5tao6Ockbk9yrqv55cqXW2tbW2uGttcMPOuigNRwOAAAAgHnNHQK11p7VWjuktXZokiOSfKC19piFlQwAAACAhVnE08EAAAAA2MPtt4idtNZ2JNmxiH0BAAAAsHhaAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYACEQAAAAwAAIgQAAAAAGQAgEAAAAMABCIAAAAIABEAIBAAAADIAQCAAAAGAAhEAAAAAAAyAEAgAAABgAIRAAAADAAAiBAAAAAAZACAQAAAAwAEIgAAAAgAEQAgEAAAAMgBAIAAAAYACEQAAAAAADIAQCAAAAGAAhEAAAAMAACIEAAAAABkAIBAAAADAAQiAAAACAARACAQAAAAyAEAgAAABgAIRAAAAAAAMgBAIAAAAYgLlDoKq6blV9sKpOqqoTq+qpiywYAAAAAIuz3xq2/VmSP2qtfbqqrpTk+Kp6X2vtCwsqGwAAAAALMndLoNbaaa21T/f/fU6Sk5JcZ1EFAwAAAGBxFjImUFUdmuS2ST6xiP0BAAAAsFhrDoGq6opJ3pbkaa21H05ZvqWqjquq484666y1Hg4AAACAOawpBKqq/dMFQG9orb192jqtta2ttcNba4cfdNBBazkcAAAAAHNay9PBKsmrk5zU2v/f3p1Ha1ZWdx7/borJCaQjCDLIkAhicEImCQYwhGHF0LbJikPD0qh07M6K3RAxbSvGGMfuDssodksMETuokDhEBHGGUigRcGKBDEooQAWJgAIyyu4/zinvrUvVrUvd993n1nm+n7VqUXXfg2x/de5+nrvf856TfzO5kiRJkiRJkjRpi7kS6EDgGODQiPh2/+uoCdUlSZIkSZKkCVrvR8Rn5teAmGAtkiRJkiRJmpKJPB1MkiRJkiRJS5tDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJaoBDIEmSJEmSpAY4BJIkSZIkSWqAQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRJkiRJasCihkARcUREXB0R34+Iv5hUUZIkSZIkSZqs9R4CRcQy4BTgSGBP4CURseekCpMkSZIkSdLkLOZKoH2B72fmdZl5P/Ax4OjJlCVJkiRJkqRJ2ngR/+72wI2z/nwTsN/cgyLiOOC4/o93RcTVi/hvDiZi6AraY+b1zLyemdcz83pmXi9eYejVzLyemdcz83quofU24MyfvJCDFjMEWlM0+bAvZJ4KnLqI/44kSZIkSZIWaTEfB7sJ2HHWn3cAfrS4ciRJkiRJkjQNixkCXQL8RkTsEhGbAi8GPj2ZsiRJkiRJkjRJ6/1xsMx8MCL+FPgcsAw4LTOvmFhlkiRJkiRJmpjIfNhtfCRJkiRJkjQyi/k4mCRJkiRJkjYQDoEkSZIkSZIa4BBIkiRJkiSpAQ6BJEmSJEmSGuAQSJIkSZIkqQEOgSRJkiRJWsIi4qkRcdLQdWjD5xBolojYPiLeFBHvjYg/iYit1nDMUyPiy0PUN0ZmXi8iHh0Rx0TECRFxREQsW8Mxu0bEaUPUN0ZmXi8inhURfx8RZ0fEOyPiN9ZwzDMj4roh6huriDgoIl4UEU9dy+vbu4GtFRF721tqRcTz3LfUMvN6/X7GNbTWnsCbhy6iJWNdQyMzh65hSeh/QLgY2ARYCfw6cCfwysz89Kzj9gMuysyH/RCnR8bM60XEdsCFwM7AL4BHA1cDx2TmpbOOM/MJMfN6EfEc4GvAj4ErgL2BxwMnZuZ7Zx1n5hMSEVsCnwP2AQJI4HzgjzNz5azjzLxYRLwIOMvM65h5PTOvZ+aTExE7LfDQo4BTzLzOWM/zjYcuYAl5F90PZkdl5u0RsTXwv4FPRMSJmfk3w5Y3SmZe7x3AfcDumXltRDwdeA+wPCKOzcx/Hra8UTLzem8Dvgi8MDMfiIhNgTcCJ0fEU4A/S98BmbS3ADsCRwDfAg4E3glcGhFHZ+ZFQxY3RhHxvAUe+rSpFtKQiDh2gYfuM9VCGmLm9R7B1Zr2lsm5nu7Nk3VZ9SaLFqn1NdQh0IwDgOMy83aAzLwVODYiVgB/GxFPzszXDlrh+Jh5vUOBP8/MawEy87sRcSjdD2sfi4jXZebJg1Y4PmZeb2/gZZn5AEBm3g+cFBEXAx8Dto+Ilw5Z4Ai9APgfmfmF/s//EhGfB04DvhgRx2Tmx4crb5TOp/thIBZwrD80TMaHMPNqH8LMq/0lcDdw7zqO23T6pTTjTuDLwAfXcdxvASdOv5wmnE/DvcUh0IxH0X1UYzWZ+X8i4ofARyPiScD7yisbLzOvtxVwy+wv9FdEvD4iVtIN33YE/mmI4kbKzIfxsEU9M8/pB3CfobtS6G3lVY3XtsBq94bIzHuAl0TEu4EzI+J4uo8AazJuA86ju9pwPr8L/K/pl9OEm4GzgePXcdwLgdOnX04TzLzeSuCLmfnq+Q6KiD8AzqwpafS+AWyZmefMd1BEbF5UTwuaXkMdAs24GjgI+NLcFzLz0xFxGN0i5OWmk2Pm9X4A7AtcMPeFzHx/RNwC/CNwcHFdY2bm9a4Enk+3uK8mMy+JiIP6186oLmzEVgJ7AcvnvpCZJ0bEj4GT6e4bpMn4OrBLZl4x30ERsUdRPS1YAeydmXfPd1BE3FNUTwvMvN4KYP8FHLfQqyi0bsuB4xZw3K2sYZ3Veml6DfXpYDPOA14VEZut6cX+fgbPA0Z1U6iBmXm9LwCvjog1fu/3H9c4Eti1tKpxM/N65wCv7G9W/DCZeQ3dPWtuKK1q3L4CvHJtL/YfeTyGbjinyTiXhe3jrgc+PN1SmnEmc654W4srgb+aci2tMPN6p7Gwgf0lwCumXEsTMvOtmbnjAo5bnpmHVNTUgKbXUJ8O1ouIxwE7Adf1l7Cv7bitgT0z82Hv6uuRMfN6EbEt3f1SvpqZP5/nuD2A/TLTS6sXyczrRUTQPYXtnsx8aJ7jNgeeOPvpVVo//Q23DwM+suo+b2s57reBgzPzLWXFSZK0hPU3QD8nM386dC1qg1cCzXgP8Iv5hhHQ3bzYYcTEmHm944BvzTeMAMjMqxxGTIyZ1/sSsON8AyCAzLzXAdDE7A98bL4BEEBmXuAAaDIi4qT+vnkqEhGnRcQuQ9fREjOvFxFfHutHYJawfwB2G7qIlrS+hjoEmvFyYOuhi2jMyzHzam8Gdhi6iMaYeb2DgS2GLqIxbmDr2VvqvRz3LdVejplXOxjX0GreW6le02uoQyCpLS4y9cxcLfA8r2fmkiStn6bXUJ8OtjpvkFTPzOuZeT0zr2fmaoHneT0zr2fm9cy83qsi4ogFHJeZ+dapV9OGZs9zbwzdi4iHgG8C8963Y5XMPHS6FY2fmdfrMz+H7hGT65KZudan/WhhzLxen/mPgfsWcnxm+mS2Reoz/yBw0wIOdwM7AfaWeu5b6pl5PdfQen3mPwMeXMDhmZnbTLmk0Wt9DfVKoNX9DLht6CIaY+b1dgO2XcBxTognx8zrfYVuE6s6f8gCN7CAQ6DJsLfUc99Sz8zruYbWOzwzvzF0EY1pdg31SqBePw3c32++OmZez8zrmXk9M69n5vXMvJ6Z1zPzemZez8zrtZ65N4aWJEmSJElqgEMgSZIkSZKGsZIF3oNJmgSHQDNOZ2E3htLkmHm9C1jgzRU1MWZe7y0s7AbFmhw3sPXsLfXct9Qz83quofU+AGwREZsPXUhDml5DvTH0jCcB/zEiLgQuzsy7hy6oAWZe7xpgn4i4PzOvG7qYRph5vZcCO/W95aLMvGroghrwqw1sZt47dDGNsLfUc99Sz8zruYbW+ytgGfBARHwbuLD/dVFm3jxoZePV9BrqjaF7faN7NrAZhXaJ+AAAESxJREFU3dNNLqf/5gMuzMwbByxvlMy8XkTcRLehSuAn9Fn3/7wsMx8YsLxRMvN6EXEGcACwM13ut9PlvSr7SxxUTFZE3E+/gQXcwBawt9Rz31LPzOu5htaLiEcB+wDP7X8dAPwaXf7Xs/o5f/lAZY5K62uoQ6BZImITYG9W/wbcju7k+CGzTo7MvGyoOsfEzOtFxE7AgXRZPxd4Ot0Pb/cBl7J65j8dqs4xMfNhRMS2rJ77s4FNgfuZGVRclJkfH6zIkXADOwx7Sz33LfXMfBiuocOKiN2ZOd+fC+wBBPDzzNxqyNrGouU11CHQOkTEzswsOqtODjLTj9JNiZnXiohHA/sx0wD3B7YC0synw8yHERGbAs+hy/x3gMMAMnPZkHWNlRvYevaWYbhvqWfm9VxD60VEAM+gG1QcBRwBZj4tLa2ho/o/M2kRsTGwTf/rif2vjehugKkpMPN6mfmLiLgC2JKu0f07ugb44KCFjZiZ14uIHZj5YeFAuk3VPcAlQ9Y1Zpl5dURcA3wL+A4zG9gtBi1sxOwt9dy31DPzeq6hNSJiS2YGEM8F9qW7+uo7wNeBlwErBitw5FpaQ70SaJaIeAKrv6uwN927lpfRfcOtAFZ4f4PJMfN6/bsKe7F67rvQXVL9dWZy/2Zm3j9UnWNi5rUiYhnwLFbfsG4PXMesvgJ8NzN/OVSdY7SADeyqnu4PaxNgb6nnvqWemddyDa0XEacyc8XsLcz0768Dl3oPpuloeQ11CNTr363cje5dhFXfdCuAb2fm6KZ/S4GZ14uIz9NNtDehe3f+V4tMZvo40Ckw83oRcRfdDwgXM6u3ZOa/DVrYiLmBrWdvqee+pZ6Z13MNrRcRDwF3Ax8GPkK3bt43bFXj1voa6sfBZuxKd1nj94ArgSuAq1xgpsrM6/0O8AvgDOB8ukW9ucciFjPzencBW9N9RGCb/vdPANzATs+r6DawH8ANbBV7Sz33LfXMvJ5raL2jmLmH3rnA5v2j4lfQ3Zx4hU/Cm7im11CvBOpFxGN4+I2gtqBbbC5i5lLT7w9W5MiYeb2I2IPVb9S6O/BTZi0y+OjPiTLzYUTErsxkfgDd5b53svrlvRdn5p2DFTkiEXEEM1nvC2xO9/QYN7BTYm+p576lnpkPwzV0OBGxEV3es/PfDfgRfX/PzJOHq3AcWl9DHQLNIyKeSndizD45bqNbbI4esraxMvNa/f07VjXA2T+8fZdukXntgOWNkpkPIyIeS/eDxP50+e8HPB64IjOfMWRtY+MGdhj2lmG4b6ln5vVcQ4fT37fmYOAE4Ejw6WDT0Noa6hBoHXw0Xz0zH0ZEbAUcBByHi0wJM68VEdswc+O/36LbxJr5lLmBrWdvqeW+pZ6Z13MNrTHr6rdVWe9P97SqAH4AXJiZLx+swAa0sIZ6T6A51vJkk8f0L18FnAZcOEx142Tmw5h1GeSqX7v3L90FfBkznzgzrzPPEx8CuIPuipSTMPOJW8gGdrjqxsneUst9Sz0zr+UaWisiXspMznsBy4D76J6A90G6jyddmJm3DlbkiLW4hnolUG/Ok002ortR1CV0f+kX0V0GdsdwFY6PmdeLiDcw80PZVnSL+UpmZU73yM+HBityZMy83qwnPjyWLu9r6TdQdH3lygHLG6V1bGBXneduYCfI3lLPfUs9M6/nGlqvfzrYLXTDtVXn9mVjeyz5UtL6GuoQqBcRNzBro0r36MlfDlvVuJl5vYi4j+4xiKsyvzAzbx62qnEz83oRsZyZ3nKRj7WdPjew9ewt9dy31DPzeq6h9SJi1/V9MlVEHAucnZm3T7isUWt9DXUItEj95ZJ/D/xlZt4wdD0tMPP1FxGbr89d7vvM3wSc2lKDnAQz33D0NzT+IvCfMvPaoevZkLiBrWdv2XC4b6ln5vVcQ+tFxDLgfmCfzPzm0PVsSFpfQx0CLZLffPXMvJ6Z1zPzen3mDwDPMfManuf1zLyemdcz83quofXMvN5YestGQxcwEjF0AQ0y83pmXs/M1QLP83pmXs/M65m5pGnY4HuLQyBJkiRJkqQGOASSJEmSJElqgEMgSZIkSZKkBjgEkiRphk9LkCRp/biGShsAh0CSJM3Y4G/2J0nSQFxDpygidoyI1636c2b+EngF8K/DVaUNkUOgReq/+XYBLh+6lg1RROwVETvM8/oOEbHX7K+Zeb0+80OAq4euZawi4sCIOGXVn818/UXnBRHxtHmO+c3+mF9tWDPzl5m50Yb8yM+lzg3s8Owti+O+ZcNg5uvPNXRpiYgnRMRrImI53Vr5ttmvZ+bpmXn7MNWN31j35w6BZomILSPiiL6pbdF/7Tcj4qyIuDwizo2I35/772Xmysx8oL7iDVtE/C7wDeDx8xz2eODiiDh69hfNfP1FxEYRsUe/kY3+a9tFxLsj4uyIeH9E7D3338vMCzLz7vqKxysinhkR74qIlcBXgT+a/bqZr7c/AP4f8LN5jrmjP+bYkooa5gZ2euzntdy3DMP9eTnX0IFFxOMi4tiI+CzwI+B9wBbA64CdBi2uAS3szyPTj24CRMTTgfOAbfsv/Rvwh8CngJXAVcCewNOAF2Xmp4aoc0wi4lzg+sz8z+s47r3Ar2fmkTWVjVdE7Ax8Bnhq/6Vr6Bb7zwKbA9cBu9EtNIdl5vL6KsctIp4CvBh4CfCU/stfAD4AnJOZ9w9V21hExAXAisz8i3Uc93bguZl5cElhDYmIxwEvpDvPnw8so3tH/nTgo5l584DljYL9vJ77lnruz+u5hg4jIjYDfo9u3TyKro9/H/g08N+AQ+zj09Pa/twrgWa8A7iJbhF5MvAl4BPAJzPzmZn54sx8OvAR4MThyhyV/YFzFnDcecC+U66lFe8ENqVbZA6me3fhXOA7wA6ZuT+wI/Bl4M0D1Tg6/ccDToiIS4HvAW+i6zfH031+/u2Z+cmxLTADehbdObwu5/fHagIiYrOIeFFE/DNwC/AhuiHE3/aH/FlmnuwAaGLs5/Xct9Rzf17PNbRYRJwO/AQ4C9gPeD+wb2Y+BXgr3mtpKlrenzsEmrEP3V/09zLzRrqFZCu6RWW2M4A9qosbqUcDP1/AcT/vj9XiHQSclJmfzcyvAq+h+yHhlFUNLjPvBU4B9lr7/4wWqn9H7Xrg3cB9wGuB7TPzMLofkjV5G9NlvS73AZtMuZYmuIEdhP28nvuWeu7P67mG1jsGeBzdkPP5mfnnmXnpwDWNWuv7c4dAM55A9y7aKqt+f9uc424HtiypaPxuYuYy9vnsCfxwyrW0YltWvwHrdf0/fzLnuFuBXyupaPwOouu1q96Nf39mzs1bk/WvwLMXcNzedBsALZ4b2Hr283ruW+q5P6/nGlrvlXQfPToE+F5EXNpfobLWm9Br0ZrenzsE0pA+A5wQEY9Z2wER8Vi6z8GeXVbVuAUw+0Zg3hRs+g4F/o7ukunPAT+KiPdGxIF4dcS0fJyut2y7tgP6144H/qmsqnFzA1vPfl7PfYta4BpaLDP/ITMPB55Ed0XKvXRXqFxPt7Ym8KjBChynpvfn3hi6FxEP0V1K+uNVXwJOoLvz/S2zDt0OeGlmLqutcHwiYhvgW3Q3+fvvwJcy877+tU3pbib6dmBr4NktTWenpT/P/yfdzRShGwS/h26huXHWoTsDJ3ieT05EbAwcQXfDuRcAj6HrLU8Ejs3MMwYsb1T6mxJfTPeu8NvoFvcb6DZROwGHA2+g+8jG/pl550Cljk5EbE33FI0XAwfQZf5NuneMj8rMzw1Y3qjYz+u5b6nn/ryea+jSEBE70e0ZXww8A3iQbiD04cw8c8jaxqTV/blDoF5EXM8jeBctM3eZXjXtiIjd6Rb3Z9M1t1vp/h62pvuc8WXAyzLzmsGKHJF+M7VQ6WZqOiLiUcDv0y04h9Pd3PUquoX9XUPWNhb9MOL/Av9+LYd8EnhNZt5aV1Vb3MBOl/18GO5bark/H4Zr6NLS952X0a2nu9nPp6Ol/blDIC0JEfE84HnA9v2Xfgicn5lfG64qafoiYkvgRXQLzm9n5qYDlzQq/SBibm9Znpk3DFdVe9zAamzct6gFrqFLT0TsnZmXDV3H2I19f+4QSJKWiIjYxo8PaOzcwEqSNL+I2Ixu+Lb53Ncy88r6ito1xv35xkMXsFT07+gsWGYun1YtLbPh1TPz6XqkvYWHP9lHj5D9fGmYp7fcM0A5TbCf1zPz6bKf1zPzYUXEk4BTgSPX9DLdxyO9mnaRWt+feyVQr/9sfTJzN/DZwcx9Agdeyj5ZEbE98AHmaXhmPlkLWWTMfPHsLfXMfFj2lnpmXs99Sw37eT0zH1ZEnEt3z7F3AFcC9889JjMvqK5rbFo/z70SaMZes36/HXAacB7wCbrJ3zZ0nws8HPjj8urG7+/oGt7xrKXhaeI+iJlXsLfUM/Nh2VvqmXk99y017Of1zHxYBwKvzsyzhi5k5Jo+z70SaA0i4l+AyzPzjWt47a+BZ2bm79VXNl4R8TNseKXMvJ69pZ6Z17O31DPzemZez35ez8zrRcS1wPGZefbQtbSixfN8o6ELWKKeD6ztMrsLgIPrSmnGT/A+EdXMvJ69pZ6Z17O31DPzemZez35ez8zrnQS8PiK2GLqQhjR3njsEWrPbgKPX8toL+9c1WTa8emZez95Sz8zr2VvqmXk9M69nP69n5vX+A7ATsDIiPh8RZ835debQBY5Qc+e59wRas3cC74uInYFPM/O5wKPpbgD4p4NVNl6zG94lwB1zXs/M/KP6skbNzOvZW+qZeT17Sz0zr2fm9ezn9cy83tbAD/rfb9L/WdPV3HnuPYHWIiKOBt4APItuWPYg8G3g7Zn5qSFrG6OIOJ85d2GfKzMPqammDWY+DHtLPTOvZW+pZ+b1zHwY9vN6Zq4WtHaeOwRah4jYiG4Ce2tmPjR0PZLGwd5Sz8wlaRzs5/XMfHoi4rR5Xn6Q7sqU5Zn5+aKSmtXKee4QSIOx4dUzc0nTYG+pZ+b1zFzSNPQfKV2bZXSPMH8i8DXgqMy8q6QwjZZDoLWIiOfQfd57B2DzOS/7Oe8JsOHVM/Ph2Vvqmfn02VvqmXk9Mx+e/byemS8NEbEf3f1qPpqZ/3XoesamtfPcIdAaRMRrgPcBPwWuBe6fe4yf865hw6tn5tNjb6ln5kuHvaWemdcz8+mxn9cz86UlIv4L8PrM3GnoWsakxfPcIdAaRMQPgK8Af5KZDw5dT+tsePXMfDrsLfXMfGmxt9Qz83pmPh3283pmvrRExCHAeZm52dC1jEmL5/lGQxewRG1D9w5OEyfBBuBKusurVcfMp8PeUs/MlxZ7Sz0zr2fm02E/r2fmS8uTgduGLmKEmjvPHQKt2WeB/YYuQr9iw6tn5tNhb6ln5kuLvaWemdcz8+mwn9cz8yUiIrYD3kj3d6LJau4833joApaoU4BTI2IT4AvAHXMPyMwry6tqkA2vnplPlb2lnpkvEfaWemZez8ynyn5ez8wLRMRZ87y8DNgW2Bu4EXhDSVFtae48955AaxARD83649yAgu4O4csKSxqlR9jwDsrMm0sKGzEzH5a9pZ6Z17C31DPzemY+LPt5PTOvERFfmeflB4Fbga8CH87Mu2uqakeL57lXAq3ZoTz8BNDkbT3Paw8CK4F/xIY3SWY+LHtLPTOvYW+pZ+b1zHxY9vN6Zl5gbE+e2gA1d557JZAkSZIkSVIDvBKoFxG3svAJYGamT32QtE72lnpmLknjYD+vZ+ZqQevnuUOgGafQ2GVgkkrYW+qZuSSNg/28npmrBU2f534cTJIkSZIkqQEbDV2AJEmSJEmSps8hkCRJkiRJUgMcAkmSJEmSJDXAIZAkSZIkSVIDHAJJkiRJkiQ14P8D04XEYvUSmDYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hierarchies from the calculated distance matrices\n",
    "fig = plt.figure(figsize=(20, 20))\n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0), colspan=2)\n",
    "\n",
    "# Uninduced replicate hierarchy\n",
    "corr_condensed = hc.distance.squareform(un_distmatrix) # convert to condensed\n",
    "z = hc.linkage(corr_condensed, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z, ax=ax1, labels=un_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# Induced replicate hierarchy\n",
    "corr_condensed2 = hc.distance.squareform(ind_distmatrix) # convert to condensed\n",
    "z2 = hc.linkage(corr_condensed2, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z2, ax=ax2, labels=ind_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# All replicate common proteins hierarchy\n",
    "corr_condensed3 = hc.distance.squareform(common_distmatrix) # convert to condensed\n",
    "z3 = hc.linkage(corr_condensed3, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z3, ax=ax3, labels=common_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "ax1.set_title('Hierarchy of uninduced replicates\\n(Proteins classified in all uninduced)', fontsize=22.5)\n",
    "ax2.set_title('Hierarchy of induced replicates\\n(Proteins classified in all induced)', fontsize=22.5)\n",
    "ax3.set_title('Hierarchy of all replicates\\n(Proteins classified in every replicate)', fontsize=22.5)\n",
    "plt.subplots_adjust(hspace=0.325)\n",
    "plt.suptitle('Replicate Similarity by Frobenius Distance', fontsize=30, y=0.96)\n",
    "plt.savefig('ReplicateHierarchies.png', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replicate Concordance by Protein Classification Concordance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to wild-type 1 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for first wild-type experiment\n",
    "ua1 = pd.read_csv('UnA/rowsum/20190516_UnA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ub1 = pd.read_csv('UnB/rowsum/20190516_UnB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "uc1 = pd.read_csv('UnC/rowsum/20190516_UnC_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "\n",
    "ia1 = pd.read_csv('IndA/rowsum/20190516_IndA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ib1 = pd.read_csv('IndB/rowsum/20190516_IndB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ic1 = pd.read_csv('IndC/rowsum/20190516_IndC_SVCidentified_postiter_threshold.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua1.columns = ['Gene_ua1', 'Protein information_ua1', '3K_ua1', '5.4K_ua1', '12.2K_ua1', \n",
    "              '24K_ua1', '78.4K_ua1', '110K_ua1', '195.5K_ua1', 'Compartment_ua1', 'Probability_ua1']\n",
    "ub1.columns = ['Gene_ub1', 'Protein information_ub1', '3K_ub1', '5.4K_ub1', '12.2K_ub1', \n",
    "              '24K_ub1', '78.4K_ub1', '110K_ub1', '195.5K_ub1', 'Compartment_ub1', 'Probability_ub1']\n",
    "uc1.columns = ['Gene_uc1', 'Protein information_uc1', '3K_uc1', '5.4K_uc1', '12.2K_uc1', \n",
    "              '24K_uc1', '78.4K_uc1', '110K_uc1', '195.5K_uc1', 'Compartment_uc1', 'Probability_uc1']\n",
    "ia1.columns = ['Gene_ia1', 'Protein information_ia1', '3K_ia1', '5.4K_ia1', '12.2K_ia1', \n",
    "              '24K_ia1', '78.4K_ia1', '110K_ia1', '195.5K_ia1', 'Compartment_ia1', 'Probability_ia1']\n",
    "ib1.columns = ['Gene_ib1', 'Protein information_ib1', '3K_ib1', '5.4K_ib1', '12.2K_ib1', \n",
    "              '24K_ib1', '78.4K_ib1', '110K_ib1', '195.5K_ib1', 'Compartment_ib1', 'Probability_ib1']\n",
    "ic1.columns = ['Gene_ic1', 'Protein information_ic1', '3K_ic1', '5.4K_ic1', '12.2K_ic1', \n",
    "              '24K_ic1', '78.4K_ic1', '110K_ic1', '195.5K_ic1', 'Compartment_ic1', 'Probability_ic1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to wild-type 2 folder\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading in full data for second wild-type experiment\n",
    "ua2 = pd.read_csv('UnA/20190518_UnA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ub2 = pd.read_csv('UnB/20190518_UnB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "uc2 = pd.read_csv('UnC/20190518_UnC_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "\n",
    "ia2 = pd.read_csv('IndA/20190518_IndA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ib2 = pd.read_csv('IndB/20190518_IndB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
    "ic2 = pd.read_csv('IndC/20190518_IndC_SVCidentified_postiter_threshold.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labeling replicate columns for ease of identification in joined dataframe\n",
    "ua2.columns = ['Gene_ua2', 'Protein information_ua2', '3K_ua2', '5.4K_ua2', '12.2K_ua2', \n",
    "              '24K_ua2', '78.4K_ua2', '110K_ua2', '195.5K_ua2', 'Compartment_ua2', 'Probability_ua2']\n",
    "ub2.columns = ['Gene_ub2', 'Protein information_ub2', '3K_ub2', '5.4K_ub2', '12.2K_ub2', \n",
    "              '24K_ub2', '78.4K_ub2', '110K_ub2', '195.5K_ub2', 'Compartment_ub2', 'Probability_ub2']\n",
    "uc2.columns = ['Gene_uc2', 'Protein information_uc2', '3K_uc2', '5.4K_uc2', '12.2K_uc2', \n",
    "              '24K_uc2', '78.4K_uc2', '110K_uc2', '195.5K_uc2', 'Compartment_uc2', 'Probability_uc2']\n",
    "ia2.columns = ['Gene_ia2', 'Protein information_ia2', '3K_ia2', '5.4K_ia2', '12.2K_ia2', \n",
    "              '24K_ia2', '78.4K_ia2', '110K_ia2', '195.5K_ia2', 'Compartment_ia2', 'Probability_ia2']\n",
    "ib2.columns = ['Gene_ib2', 'Protein information_ib2', '3K_ib2', '5.4K_ib2', '12.2K_ib2', \n",
    "              '24K_ib2', '78.4K_ib2', '110K_ib2', '195.5K_ib2', 'Compartment_ib2', 'Probability_ib2']\n",
    "ic2.columns = ['Gene_ic2', 'Protein information_ic2', '3K_ic2', '5.4K_ic2', '12.2K_ic2', \n",
    "              '24K_ic2', '78.4K_ic2', '110K_ic2', '195.5K_ic2', 'Compartment_ic2', 'Probability_ic2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working directory to folder comparing biological replicates\n",
    "os.chdir('Path/To/Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pull out proteins common across all replicates and within conditions\n",
    "dflist = [ua1, ub1, uc1, ia1, ib1, ic1, ua2, ub2, uc2, ia2, ib2, ic2]\n",
    "common = pd.concat(dflist, axis=1, join='inner', sort='True')\n",
    "\n",
    "unlist = [ua1, ub1, uc1, ua2, ub2, uc2]\n",
    "un_common = pd.concat(unlist, axis=1, join='inner', sort='True')\n",
    "\n",
    "indlist = [ia1, ib1, ic1, ia2, ib2, ic2]\n",
    "ind_common = pd.concat(indlist, axis=1, join='inner', sort='True')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating marker-less condition dataframes for examining classification concordance; removing proteins that were markers\n",
    "# in both biological replicates. This will leave behind some markers that are specific to each biological replicate.\n",
    "# Leaving the conserved markers in will bias the concordances to be higher.\n",
    "un_nm = un_common[((un_common['Probability_ua1'] > 0) & (un_common['Probability_ua2'] > 0))]\n",
    "ind_nm = ind_common[((ind_common['Probability_ia1'] > 0) & (ind_common['Probability_ia2'] > 0))]\n",
    "common_nm = common[((common['Probability_ua1'] > 0) & (common['Probability_ua2'] > 0))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating empty dataframes to hold distances between replicates\n",
    "un_distmatrix = pd.DataFrame(columns=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'UnA_WT2', 'UnB_WT2', 'UnC_WT2'], \n",
    "                             index=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'UnA_WT2', 'UnB_WT2', 'UnC_WT2'])\n",
    "ind_distmatrix = pd.DataFrame(columns=['IndA_WT1', 'IndB_WT1', 'IndC_WT1', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'], \n",
    "                              index=['IndA_WT1', 'IndB_WT1', 'IndC_WT1', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'])\n",
    "common_distmatrix = pd.DataFrame(columns=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'IndA_WT1', 'IndB_WT1', 'IndC_WT1', \n",
    "                                          'UnA_WT2', 'UnB_WT2', 'UnC_WT2', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'], \n",
    "                                 index=['UnA_WT1', 'UnB_WT1', 'UnC_WT1', 'IndA_WT1', 'IndB_WT1', 'IndC_WT1', \n",
    "                                        'UnA_WT2', 'UnB_WT2', 'UnC_WT2', 'IndA_WT2', 'IndB_WT2', 'IndC_WT2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>UnA_WT1</th>\n",
       "      <th>UnB_WT1</th>\n",
       "      <th>UnC_WT1</th>\n",
       "      <th>UnA_WT2</th>\n",
       "      <th>UnB_WT2</th>\n",
       "      <th>UnC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UnA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.235726</td>\n",
       "      <td>0.210349</td>\n",
       "      <td>0.27042</td>\n",
       "      <td>0.270817</td>\n",
       "      <td>0.270619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT1</th>\n",
       "      <td>0.235726</td>\n",
       "      <td>0</td>\n",
       "      <td>0.207177</td>\n",
       "      <td>0.27042</td>\n",
       "      <td>0.268438</td>\n",
       "      <td>0.283307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT1</th>\n",
       "      <td>0.210349</td>\n",
       "      <td>0.207177</td>\n",
       "      <td>0</td>\n",
       "      <td>0.250397</td>\n",
       "      <td>0.239889</td>\n",
       "      <td>0.244251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnA_WT2</th>\n",
       "      <td>0.27042</td>\n",
       "      <td>0.27042</td>\n",
       "      <td>0.250397</td>\n",
       "      <td>0</td>\n",
       "      <td>0.247224</td>\n",
       "      <td>0.269826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT2</th>\n",
       "      <td>0.270817</td>\n",
       "      <td>0.268438</td>\n",
       "      <td>0.239889</td>\n",
       "      <td>0.247224</td>\n",
       "      <td>0</td>\n",
       "      <td>0.232157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT2</th>\n",
       "      <td>0.270619</td>\n",
       "      <td>0.283307</td>\n",
       "      <td>0.244251</td>\n",
       "      <td>0.269826</td>\n",
       "      <td>0.232157</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          UnA_WT1   UnB_WT1   UnC_WT1   UnA_WT2   UnB_WT2   UnC_WT2\n",
       "UnA_WT1         0  0.235726  0.210349   0.27042  0.270817  0.270619\n",
       "UnB_WT1  0.235726         0  0.207177   0.27042  0.268438  0.283307\n",
       "UnC_WT1  0.210349  0.207177         0  0.250397  0.239889  0.244251\n",
       "UnA_WT2   0.27042   0.27042  0.250397         0  0.247224  0.269826\n",
       "UnB_WT2  0.270817  0.268438  0.239889  0.247224         0  0.232157\n",
       "UnC_WT2  0.270619  0.283307  0.244251  0.269826  0.232157         0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced distance matrix\n",
    "unlist = ['ua1', 'ub1', 'uc1', 'ua2', 'ub2', 'uc2']\n",
    "for row, cmpt in zip(un_distmatrix.index, unlist):\n",
    "    for column, cmpt2 in zip(un_distmatrix.columns, unlist):\n",
    "        un_distmatrix.at[row, column] = 1 - (len(un_nm[un_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 un_nm['Compartment_{:s}'.format(cmpt2)]])/len(un_nm))\n",
    "un_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>IndA_WT1</th>\n",
       "      <th>IndB_WT1</th>\n",
       "      <th>IndC_WT1</th>\n",
       "      <th>IndA_WT2</th>\n",
       "      <th>IndB_WT2</th>\n",
       "      <th>IndC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IndA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.290386</td>\n",
       "      <td>0.240741</td>\n",
       "      <td>0.268322</td>\n",
       "      <td>0.319346</td>\n",
       "      <td>0.257092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT1</th>\n",
       "      <td>0.290386</td>\n",
       "      <td>0</td>\n",
       "      <td>0.277975</td>\n",
       "      <td>0.292159</td>\n",
       "      <td>0.313633</td>\n",
       "      <td>0.31974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT1</th>\n",
       "      <td>0.240741</td>\n",
       "      <td>0.277975</td>\n",
       "      <td>0</td>\n",
       "      <td>0.27699</td>\n",
       "      <td>0.309693</td>\n",
       "      <td>0.256304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT2</th>\n",
       "      <td>0.268322</td>\n",
       "      <td>0.292159</td>\n",
       "      <td>0.27699</td>\n",
       "      <td>0</td>\n",
       "      <td>0.258865</td>\n",
       "      <td>0.264184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT2</th>\n",
       "      <td>0.319346</td>\n",
       "      <td>0.313633</td>\n",
       "      <td>0.309693</td>\n",
       "      <td>0.258865</td>\n",
       "      <td>0</td>\n",
       "      <td>0.299645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT2</th>\n",
       "      <td>0.257092</td>\n",
       "      <td>0.31974</td>\n",
       "      <td>0.256304</td>\n",
       "      <td>0.264184</td>\n",
       "      <td>0.299645</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          IndA_WT1  IndB_WT1  IndC_WT1  IndA_WT2  IndB_WT2  IndC_WT2\n",
       "IndA_WT1         0  0.290386  0.240741  0.268322  0.319346  0.257092\n",
       "IndB_WT1  0.290386         0  0.277975  0.292159  0.313633   0.31974\n",
       "IndC_WT1  0.240741  0.277975         0   0.27699  0.309693  0.256304\n",
       "IndA_WT2  0.268322  0.292159   0.27699         0  0.258865  0.264184\n",
       "IndB_WT2  0.319346  0.313633  0.309693  0.258865         0  0.299645\n",
       "IndC_WT2  0.257092   0.31974  0.256304  0.264184  0.299645         0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Induced distance matrix\n",
    "indlist = ['ia1', 'ib1', 'ic1', 'ia2', 'ib2', 'ic2']\n",
    "for row, cmpt in zip(ind_distmatrix.index, indlist):\n",
    "    for column, cmpt2 in zip(ind_distmatrix.columns, indlist):\n",
    "        ind_distmatrix.at[row, column] = 1 - (len(ind_nm[ind_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 ind_nm['Compartment_{:s}'.format(cmpt2)]])/len(ind_nm))\n",
    "ind_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>UnA_WT1</th>\n",
       "      <th>UnB_WT1</th>\n",
       "      <th>UnC_WT1</th>\n",
       "      <th>IndA_WT1</th>\n",
       "      <th>IndB_WT1</th>\n",
       "      <th>IndC_WT1</th>\n",
       "      <th>UnA_WT2</th>\n",
       "      <th>UnB_WT2</th>\n",
       "      <th>UnC_WT2</th>\n",
       "      <th>IndA_WT2</th>\n",
       "      <th>IndB_WT2</th>\n",
       "      <th>IndC_WT2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UnA_WT1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.230051</td>\n",
       "      <td>0.205857</td>\n",
       "      <td>0.250849</td>\n",
       "      <td>0.279924</td>\n",
       "      <td>0.258489</td>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.265917</td>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.273345</td>\n",
       "      <td>0.298599</td>\n",
       "      <td>0.275255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT1</th>\n",
       "      <td>0.230051</td>\n",
       "      <td>0</td>\n",
       "      <td>0.199703</td>\n",
       "      <td>0.24809</td>\n",
       "      <td>0.270374</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.26337</td>\n",
       "      <td>0.260399</td>\n",
       "      <td>0.275042</td>\n",
       "      <td>0.275255</td>\n",
       "      <td>0.298387</td>\n",
       "      <td>0.270798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT1</th>\n",
       "      <td>0.205857</td>\n",
       "      <td>0.199703</td>\n",
       "      <td>0</td>\n",
       "      <td>0.218379</td>\n",
       "      <td>0.259126</td>\n",
       "      <td>0.220076</td>\n",
       "      <td>0.242784</td>\n",
       "      <td>0.231961</td>\n",
       "      <td>0.236205</td>\n",
       "      <td>0.246604</td>\n",
       "      <td>0.277589</td>\n",
       "      <td>0.243421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT1</th>\n",
       "      <td>0.250849</td>\n",
       "      <td>0.24809</td>\n",
       "      <td>0.218379</td>\n",
       "      <td>0</td>\n",
       "      <td>0.282895</td>\n",
       "      <td>0.23281</td>\n",
       "      <td>0.285229</td>\n",
       "      <td>0.252971</td>\n",
       "      <td>0.264219</td>\n",
       "      <td>0.264219</td>\n",
       "      <td>0.313667</td>\n",
       "      <td>0.252759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT1</th>\n",
       "      <td>0.279924</td>\n",
       "      <td>0.270374</td>\n",
       "      <td>0.259126</td>\n",
       "      <td>0.282895</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2691</td>\n",
       "      <td>0.298175</td>\n",
       "      <td>0.304329</td>\n",
       "      <td>0.314092</td>\n",
       "      <td>0.283107</td>\n",
       "      <td>0.305815</td>\n",
       "      <td>0.311969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT1</th>\n",
       "      <td>0.258489</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.220076</td>\n",
       "      <td>0.23281</td>\n",
       "      <td>0.2691</td>\n",
       "      <td>0</td>\n",
       "      <td>0.280985</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.268463</td>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.301783</td>\n",
       "      <td>0.249576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnA_WT2</th>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.26337</td>\n",
       "      <td>0.242784</td>\n",
       "      <td>0.285229</td>\n",
       "      <td>0.298175</td>\n",
       "      <td>0.280985</td>\n",
       "      <td>0</td>\n",
       "      <td>0.24045</td>\n",
       "      <td>0.264431</td>\n",
       "      <td>0.235993</td>\n",
       "      <td>0.256791</td>\n",
       "      <td>0.276952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnB_WT2</th>\n",
       "      <td>0.265917</td>\n",
       "      <td>0.260399</td>\n",
       "      <td>0.231961</td>\n",
       "      <td>0.252971</td>\n",
       "      <td>0.304329</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.24045</td>\n",
       "      <td>0</td>\n",
       "      <td>0.22517</td>\n",
       "      <td>0.242784</td>\n",
       "      <td>0.279499</td>\n",
       "      <td>0.241511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnC_WT2</th>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.275042</td>\n",
       "      <td>0.236205</td>\n",
       "      <td>0.264219</td>\n",
       "      <td>0.314092</td>\n",
       "      <td>0.268463</td>\n",
       "      <td>0.264431</td>\n",
       "      <td>0.22517</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25955</td>\n",
       "      <td>0.295416</td>\n",
       "      <td>0.258065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndA_WT2</th>\n",
       "      <td>0.273345</td>\n",
       "      <td>0.275255</td>\n",
       "      <td>0.246604</td>\n",
       "      <td>0.264219</td>\n",
       "      <td>0.283107</td>\n",
       "      <td>0.266766</td>\n",
       "      <td>0.235993</td>\n",
       "      <td>0.242784</td>\n",
       "      <td>0.25955</td>\n",
       "      <td>0</td>\n",
       "      <td>0.252971</td>\n",
       "      <td>0.261672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndB_WT2</th>\n",
       "      <td>0.298599</td>\n",
       "      <td>0.298387</td>\n",
       "      <td>0.277589</td>\n",
       "      <td>0.313667</td>\n",
       "      <td>0.305815</td>\n",
       "      <td>0.301783</td>\n",
       "      <td>0.256791</td>\n",
       "      <td>0.279499</td>\n",
       "      <td>0.295416</td>\n",
       "      <td>0.252971</td>\n",
       "      <td>0</td>\n",
       "      <td>0.295628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IndC_WT2</th>\n",
       "      <td>0.275255</td>\n",
       "      <td>0.270798</td>\n",
       "      <td>0.243421</td>\n",
       "      <td>0.252759</td>\n",
       "      <td>0.311969</td>\n",
       "      <td>0.249576</td>\n",
       "      <td>0.276952</td>\n",
       "      <td>0.241511</td>\n",
       "      <td>0.258065</td>\n",
       "      <td>0.261672</td>\n",
       "      <td>0.295628</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           UnA_WT1   UnB_WT1   UnC_WT1  IndA_WT1  IndB_WT1  IndC_WT1  \\\n",
       "UnA_WT1          0  0.230051  0.205857  0.250849  0.279924  0.258489   \n",
       "UnB_WT1   0.230051         0  0.199703   0.24809  0.270374  0.251273   \n",
       "UnC_WT1   0.205857  0.199703         0  0.218379  0.259126  0.220076   \n",
       "IndA_WT1  0.250849   0.24809  0.218379         0  0.282895   0.23281   \n",
       "IndB_WT1  0.279924  0.270374  0.259126  0.282895         0    0.2691   \n",
       "IndC_WT1  0.258489  0.251273  0.220076   0.23281    0.2691         0   \n",
       "UnA_WT2   0.266766   0.26337  0.242784  0.285229  0.298175  0.280985   \n",
       "UnB_WT2   0.265917  0.260399  0.231961  0.252971  0.304329  0.251273   \n",
       "UnC_WT2   0.266766  0.275042  0.236205  0.264219  0.314092  0.268463   \n",
       "IndA_WT2  0.273345  0.275255  0.246604  0.264219  0.283107  0.266766   \n",
       "IndB_WT2  0.298599  0.298387  0.277589  0.313667  0.305815  0.301783   \n",
       "IndC_WT2  0.275255  0.270798  0.243421  0.252759  0.311969  0.249576   \n",
       "\n",
       "           UnA_WT2   UnB_WT2   UnC_WT2  IndA_WT2  IndB_WT2  IndC_WT2  \n",
       "UnA_WT1   0.266766  0.265917  0.266766  0.273345  0.298599  0.275255  \n",
       "UnB_WT1    0.26337  0.260399  0.275042  0.275255  0.298387  0.270798  \n",
       "UnC_WT1   0.242784  0.231961  0.236205  0.246604  0.277589  0.243421  \n",
       "IndA_WT1  0.285229  0.252971  0.264219  0.264219  0.313667  0.252759  \n",
       "IndB_WT1  0.298175  0.304329  0.314092  0.283107  0.305815  0.311969  \n",
       "IndC_WT1  0.280985  0.251273  0.268463  0.266766  0.301783  0.249576  \n",
       "UnA_WT2          0   0.24045  0.264431  0.235993  0.256791  0.276952  \n",
       "UnB_WT2    0.24045         0   0.22517  0.242784  0.279499  0.241511  \n",
       "UnC_WT2   0.264431   0.22517         0   0.25955  0.295416  0.258065  \n",
       "IndA_WT2  0.235993  0.242784   0.25955         0  0.252971  0.261672  \n",
       "IndB_WT2  0.256791  0.279499  0.295416  0.252971         0  0.295628  \n",
       "IndC_WT2  0.276952  0.241511  0.258065  0.261672  0.295628         0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Uninduced & Induced distance matrix\n",
    "comlist = ['ua1', 'ub1', 'uc1', 'ia1', 'ib1', 'ic1', 'ua2', 'ub2', 'uc2', 'ia2', 'ib2', 'ic2']\n",
    "for row, cmpt in zip(common_distmatrix.index, comlist):\n",
    "    for column, cmpt2 in zip(common_distmatrix.columns, comlist):\n",
    "        common_distmatrix.at[row, column] = 1 - (len(common_nm[common_nm['Compartment_{:s}'.format(cmpt)] == \n",
    "                                                 common_nm['Compartment_{:s}'.format(cmpt2)]])/len(common_nm))\n",
    "common_distmatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hierarchies from the calculated distance matrices\n",
    "fig = plt.figure(figsize=(20, 20))\n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0), colspan=2)\n",
    "\n",
    "# Uninduced replicate hierarchy\n",
    "corr_condensed = hc.distance.squareform(un_distmatrix) # convert to condensed\n",
    "z = hc.linkage(corr_condensed, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z, ax=ax1, labels=un_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# Induced replicate hierarchy\n",
    "corr_condensed2 = hc.distance.squareform(ind_distmatrix) # convert to condensed\n",
    "z2 = hc.linkage(corr_condensed2, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z2, ax=ax2, labels=ind_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "# All replicate common proteins hierarchy\n",
    "corr_condensed3 = hc.distance.squareform(common_distmatrix) # convert to condensed\n",
    "z3 = hc.linkage(corr_condensed3, method='weighted', optimal_ordering=True)\n",
    "hc.dendrogram(z3, ax=ax3, labels=common_distmatrix.columns, leaf_rotation=90, leaf_font_size=15)\n",
    "\n",
    "ax1.set_title('Hierarchy of uninduced replicates\\n(Proteins classified in all uninduced)', fontsize=22.5)\n",
    "ax2.set_title('Hierarchy of induced replicates\\n(Proteins classified in all induced)', fontsize=22.5)\n",
    "ax3.set_title('Hierarchy of all replicates\\n(Proteins classified in every replicate)', fontsize=22.5)\n",
    "plt.subplots_adjust(hspace=0.325)\n",
    "plt.suptitle('Replicate Similarity by Classification Concordance', fontsize=30, y=0.96)\n",
    "plt.savefig('ReplicateHierarchies_clfconcord.png', dpi = 300)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}