{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib/rcsetup.py:342: UserWarning: axes.color_cycle is deprecated.  Use axes.prop_cycle instead. Will be removed in 2.1.0\n",
      "  warnings.warn(\"axes.color_cycle is deprecated.  Use axes.prop_cycle \"\n",
      "/usr/local/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
     ]
    }
   ],
   "source": [
    "# Conditional Histograms for Boreal area of Variables conditioned to VCFF State\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "#matplotlib.use('macosx')  # TkAgg Force mpl to use Tk backend\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.basemap import Basemap, shiftgrid\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import datetime\n",
    "import netCDF4\n",
    "import sys\n",
    "import math \n",
    "import matplotlib.patches as mpatches\n",
    "# needs gridspec\n",
    "from matplotlib import gridspec\n",
    "from matplotlib.colors import ListedColormap\n",
    "import palettable \n",
    "from pandas import DataFrame \n",
    "from collections import Counter\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "\n",
    "from Boreal_Variables import bare_na_west_update as bare\n",
    "from Boreal_Variables import savanna_na_west_update as savanna\n",
    "from Boreal_Variables import forest_na_west_update as forest \n",
    "\n",
    "dataforr_na_west = np.loadtxt(\"/Users/Beniamino/Documents/OneDrive/MPI-M/iPython_Notebooks/Boreal_Area/boreal_na_west_database_canadianupdate.txt\") # columns=[\"VCFF\", \"MAR\", \"MASM\", \"Tmin\", \"PZI\", \"FF\", \"GDD0\", \"State\", \"Elev\", \"Lon\", \"Lat\"]\n",
    "columns=[\"VCFF\", \"MAR\", \"Mean_Spring_SM\", \"Mean_Tmin\", \"PZI\", \"FF\", \"GDD0\", \"PTD\", \"ST\", \"State\",\"Elev\", \"Lon\", \"Lat\" ]\n",
    "dataframe_na_west = DataFrame(dataforr_na_west[:,0:13], columns=columns[0:13])\n",
    "\n",
    "\n",
    "sns.set_style(style=\"white\")\n",
    "\n",
    "# conditional histograms sectiondel_ind = []\n",
    "del_ind = []\n",
    "for i in range(len(forest[:,5])):\n",
    "    if forest[i,5]==0: del_ind.append(i)\n",
    "for_with_fire = np.delete(forest[:], del_ind, 0)\n",
    "\n",
    "del_ind = []\n",
    "for i in range(len(bare[:,5])):\n",
    "    if bare[i,5]==0: del_ind.append(i)\n",
    "bar_with_fire = np.delete(bare[:], del_ind, 0)\n",
    "\n",
    "del_ind = []\n",
    "for i in range(len(savanna[:,5])):\n",
    "    if savanna[i,5]==0: del_ind.append(i)\n",
    "sav_with_fire = np.delete(savanna[:], del_ind, 0)\n",
    "\n",
    "del_ind = []\n",
    "for i in range(len(dataforr_na_west[:,5])):\n",
    "    if dataforr_na_west[i,5]==0: del_ind.append(i)\n",
    "data_with_fire = np.delete(dataforr_na_west[:], del_ind, 0)\n",
    "\n",
    "cmapbare = sns.light_palette(\"#7570b3\", n_colors=5, reverse=False, as_cmap=True)\n",
    "cmapsava = sns.light_palette(\"#d95f02\", n_colors=5, reverse=False, as_cmap=True)\n",
    "cmapfore = sns.light_palette(\"#1b9e77\", n_colors=5, reverse=False, as_cmap=True)\n",
    "colbare = '#7570b3'\n",
    "colsava = '#d95f02'\n",
    "colfore = '#1b9e77'\n",
    "\n",
    "columns_2=[\"VCFF [%]\", \"MAR - [\"+r'mm yr$^{-1}$'+\"]\", \"Mean_Spring_SM - [\"+r'mm'+\"]\", \"Mean_Tmin - [\"+r'$^\\circ$C'+\"]\",\\\n",
    "           \"PZI\", \"FF - [\"+r'fires yr$^{-1}$'+\"]\", \"GDD0 - [\"+r'$^\\circ$C yr$^{-1}$'+\"]\", \"PTD\", \"ST\", \"State\",\"Elev\", \"Lon\", \"Lat\" ]\n",
    "columns=[\"VCFF\", \"MAR\", \"Mean_Spring_SM\", \"Mean_Tmin\", \"PZI\", \"FF\", \"GDD0\", \"PTD\", \"ST\", \"State\",\"Elev\", \"Lon\", \"Lat\" ]\n",
    "\n",
    "# create plot with conditional histograms and joint scatterplot\n",
    "def scatter_rug_hist_plot(bare, savanna, forest, dataforr_ea_east, index, index_2):\n",
    "    if index==1:\n",
    "        binBoundaries = np.linspace(np.min(dataforr_ea_east[:,index])+0.01,np.max(dataforr_ea_east[:,index]),51)#np.linspace(0,1000,51)\n",
    "    else:\n",
    "        binBoundaries = np.linspace(np.min(dataforr_ea_east[:,index])+0.01,np.max(dataforr_ea_east[:,index]),51)\n",
    "    \n",
    "    if index_2==1:\n",
    "        binBoundaries2 = np.linspace(np.min(dataforr_ea_east[:,index_2]),np.max(dataforr_ea_east[:,index_2]),51)#np.linspace(0,1000,51)\n",
    "    else:\n",
    "        binBoundaries2 = np.linspace(np.min(dataforr_ea_east[:,index_2]),np.max(dataforr_ea_east[:,index_2]),51)\n",
    "    xmin, ymin = np.min(binBoundaries), np.min(binBoundaries2)\n",
    "    xmax, ymax = np.max(binBoundaries), np.max(binBoundaries2)\n",
    "\n",
    "    xmax, xmin = tuple(np.array([xmax, xmin]) + 0.25*(xmax - xmin)*np.array([1, -1]))\n",
    "    ymax, ymin = tuple(np.array([ymax, ymin]) + 0.25*(ymax - ymin)*np.array([1, -1]))\n",
    "    #Define grid for subplots\n",
    "    gs = gridspec.GridSpec(2, 2, width_ratios=[3, 1], height_ratios = [1, 4])\n",
    "\n",
    "        \n",
    "    #Create scatter plot\n",
    "    fig = plt.figure(figsize=(12,8))\n",
    "    ax = plt.subplot(gs[1, 0],frameon = False,xticks=[],yticks=[], xlim = (xmin, xmax), ylim = (ymin, ymax))\n",
    "    \n",
    "    cax = ax.scatter(bare[:,index], bare[:,index_2], alpha=.4, color = colbare)\n",
    "    sns.rugplot(bare[:,index], color=colbare, ax=ax, height=0.02)\n",
    "    sns.rugplot(bare[:,index_2], color=colbare,vertical=True, ax=ax, height=0.02);\n",
    "    \n",
    "    cax1 = ax.scatter(savanna[:,index], savanna[:,index_2], color = colsava, alpha=.4)\n",
    "    sns.rugplot(savanna[:,index], color=colsava, ax=ax, height=0.02)\n",
    "    sns.rugplot(savanna[:,index_2], color=colsava,vertical=True, ax=ax, height=0.02);\n",
    "    \n",
    "    cax2 = ax.scatter(forest[:,index], forest[:,index_2], color=colfore, alpha=.4)\n",
    "    sns.rugplot(forest[:,index], color=colfore, ax=ax, height=0.02)\n",
    "    sns.rugplot(forest[:,index_2], color=colfore,vertical=True, ax=ax, height=0.02);\n",
    "    \n",
    "    \n",
    "    \n",
    "    plt.xlabel(columns_2[index])\n",
    "    plt.ylabel(columns_2[index_2])\n",
    "\n",
    "    sns.despine()\n",
    "    #Turn off all axes\n",
    "    #_=ax.axis('off')\n",
    "\n",
    "    #Create Y-marginal (right)\n",
    "    axr = plt.subplot(gs[1, 1], xticks=[], frameon = False,  ylim = (ymin, ymax))\n",
    "    axr.hist([bare[:,index_2], savanna[:,index_2], forest[:,index_2]], label=[\"treeless\", \"open woodland\", \"forest\"]             ,stacked=True,bins=binBoundaries2, alpha=0.8,normed=True, orientation='horizontal', color = [colbare, colsava, colfore])#bare[:,3], color = '#5673E0', orientation = 'horizontal', normed = True)\n",
    "\n",
    "    #Create X-marginal (top)\n",
    "    axt = plt.subplot(gs[0,0], frameon = False,  yticks = [], xlim = (xmin, xmax))\n",
    "    axt.set_title('Western North America '+str(columns[index])+' vs '+str(columns[index_2]))\n",
    "\n",
    "    axt.hist([bare[:,index], savanna[:,index], forest[:,index]], label=[\"treeless\", \"open woodland\", \"forest\"],stacked=True,             bins=binBoundaries, alpha=0.8,normed=True, color = [colbare, colsava, colfore])#hist(bare[:,1], color = '#5673E0', normed = True)\n",
    "\n",
    "    #Create ax for legend with data that will not appear\n",
    "    axl = plt.subplot(gs[0, 1],frameon = False,  xticks=[],yticks = [], xlim=(xmin-100,xmin-50))\n",
    "    axl.hist([bare[0:2,index], savanna[0:2,index], forest[0:2,index]], label=[\"treeless\", \"open woodland\", \"forest\"],              alpha=0.8,normed=True, color = [colbare, colsava, colfore])\n",
    "    leg = axl.legend( loc=\"lower left\", ncol = 1, labels=['Treeless','Open woodland','Forest'])\n",
    "\n",
    "    #plt.savefig('/Users/Beniamino/Documents/OneDrive/MPI-M/iPython_Notebooks/Pic/Meeting_Victor/Conditional_Histograms/Eurasia/NEA_East/bor_ea_east_joint_scatter_'+str(columns[index])+'_'+str(columns[index_2])+'.pdf',dpi=300, transparent=False)\n",
    "    plt.show()\n",
    "\n",
    "def kde_rug_hist_plot(bare, savanna, forest, dataforr_ea_east, index, index_2, fsize = 16, figsize = (12,8)):\n",
    "    # Define limits and bins for histograms \n",
    "    if index==1:\n",
    "        binBoundaries = np.linspace(np.min(dataforr_ea_east[:,index])+0.01,np.max(dataforr_ea_east[:,index]),51)#np.linspace(0,1000,51)\n",
    "    else:\n",
    "        binBoundaries = np.linspace(np.min(dataforr_ea_east[:,index])+0.01,np.max(dataforr_ea_east[:,index]),51)\n",
    "    \n",
    "    if index_2==1:\n",
    "        binBoundaries2 = np.linspace(np.min(dataforr_ea_east[:,index_2]),np.max(dataforr_ea_east[:,index_2]),51)#np.linspace(0,1000,51)\n",
    "    else:\n",
    "        binBoundaries2 = np.linspace(np.min(dataforr_ea_east[:,index_2]),np.max(dataforr_ea_east[:,index_2]),51)\n",
    "    xmin, ymin = np.min(binBoundaries), np.min(binBoundaries2)\n",
    "    xmax, ymax = np.max(binBoundaries), np.max(binBoundaries2)\n",
    "    xmax, xmin = tuple(np.array([xmax, xmin]) + 0.25*(xmax - xmin)*np.array([1, -1]))\n",
    "    ymax, ymin = tuple(np.array([ymax, ymin]) + 0.25*(ymax - ymin)*np.array([1, -1]))\n",
    "\n",
    "    #Define grid for subplots\n",
    "    gs = gridspec.GridSpec(2, 2, width_ratios=[3, 1], height_ratios = [1, 4])\n",
    "\n",
    "    #Create kdeplot with rugplot\n",
    "\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    ax = plt.subplot(gs[1, 0],frameon = False,xticks=[],yticks=[], xlim = (xmin, xmax), ylim = (ymin, ymax))\n",
    "    \n",
    "\n",
    "    sns.kdeplot(bare[:,index], bare[:,index_2], ax=ax,cmap=cmapbare, linewidths = 2)\n",
    "    sns.rugplot(bare[:,index], color='#7570b3', ax=ax, height=0.02, linewidth=0.2)\n",
    "    sns.rugplot(bare[:,index_2], color='#7570b3',vertical=True, ax=ax, height=0.02, linewidth=0.2);\n",
    "    \n",
    "    sns.kdeplot(savanna[:,index], savanna[:,index_2], ax=ax,cmap=cmapsava, linewidths = 2)\n",
    "    sns.rugplot(savanna[:,index], color='#d95f02', ax=ax, height=0.02, linewidth=0.2)\n",
    "    sns.rugplot(savanna[:,index_2], color='#d95f02',vertical=True, ax=ax, height=0.02, linewidth=0.2);\n",
    "\n",
    "    sns.kdeplot(forest[:,index], forest[:,index_2], ax=ax,cmap=cmapfore, linewidths = 2)\n",
    "    sns.rugplot(forest[:,index], color='#1b9e77', ax=ax, height=0.02, linewidth=0.2)\n",
    "    sns.rugplot(forest[:,index_2], color='#1b9e77',vertical=True, ax=ax, height=0.02, linewidth=0.2);\n",
    "    \n",
    "    plt.xlabel(columns_2[index], fontsize=fsize)\n",
    "    plt.ylabel(columns_2[index_2], fontsize=fsize)\n",
    "\n",
    "    sns.despine()\n",
    "#Turn off all axes\n",
    "#_=ax.axis('off')\n",
    "\n",
    "#Create Y-marginal (right)\n",
    "    axr = plt.subplot(gs[1, 1], xticks=[], frameon = False,  ylim = (ymin, ymax))\n",
    "    hist_Y = axr.hist([bare[:,index_2], savanna[:,index_2], forest[:,index_2]], label=[\"treeless\", \"open woodland\", \"forest\"],\\\n",
    "             stacked=True,bins=binBoundaries2, alpha=0.8,normed=False, orientation='horizontal', color = ['#7570b3', '#d95f02', '#1b9e77'])#bare[:,3], color = '#5673E0', orientation = 'horizontal', normed = True)\n",
    "    mi, qua, mid, triqua, ma = 0, (np.min(hist_Y[0])+np.max(hist_Y[0]))/4,(np.min(hist_Y[0])+np.max(hist_Y[0]))/2,(np.min(hist_Y[0])+np.max(hist_Y[0]))/4+(np.min(hist_Y[0])+np.max(hist_Y[0]))/2, np.max(hist_Y[0])\n",
    "    axr.set_xticks([int(mi), int(qua), int(mid), int(triqua), int(ma)])\n",
    "    plt.xticks(fontsize = fsize)\n",
    "    plt.yticks(fontsize = fsize)\n",
    "\n",
    "\n",
    "#Create X-marginal (top)\n",
    "    axt = plt.subplot(gs[0,0], frameon = False, yticks=[], xlim = (xmin, xmax)) #,  yticks = []\n",
    "    axt.set_title('Western North America '+str(columns[index])+' vs '+str(columns[index_2]), fontsize=fsize)\n",
    "    hist_X = axt.hist([bare[:,index], savanna[:,index], forest[:,index]], label=[\"treeless\", \"open woodland\", \"forest\"],\\\n",
    "             stacked=True,bins=binBoundaries, alpha=0.8,normed=False, color = ['#7570b3', '#d95f02', '#1b9e77'])#hist(bare[:,1], color = '#5673E0', normed = True)\n",
    "    mi, qua, mid, triqua, ma = 0, (np.min(hist_X[0])+np.max(hist_X[0]))/4,(np.min(hist_X[0])+np.max(hist_X[0]))/2,(np.min(hist_X[0])+np.max(hist_X[0]))/4+(np.min(hist_X[0])+np.max(hist_X[0]))/2, np.max(hist_X[0])\n",
    "    axt.set_yticks([int(mi), int(qua), int(mid), int(triqua), int(ma)])\n",
    "    plt.xticks(fontsize = fsize)\n",
    "    plt.yticks(fontsize = fsize)\n",
    "    \n",
    "\n",
    "#Create ax for legend with data that will not appear\n",
    "\n",
    "    axl = plt.subplot(gs[0, 1],frameon = False,  xticks=[],yticks = [], xlim=(xmin-100,xmin-50))\n",
    "    axl.hist([bare[0:2,index], savanna[0:2,index], forest[0:2,index]], label=[\"grassland\", \"savanna\", \"forest\"],\\\n",
    "             alpha=0.8,normed=True, color = ['#7570b3', '#d95f02', '#1b9e77'])\n",
    "    leg = axl.legend( loc=\"lower left\", ncol = 1, labels=['Treeless','Open woodland','Forest'] , fontsize=fsize)\n",
    "\n",
    "\n",
    "\n",
    "    #plt.savefig('/Users/Beniamino/Documents/OneDrive/MPI-M/My_Papers/First_Paper_First_Draft/Conditional/bor_na_west_joint_kde_'+str(columns[index])+'_'+str(columns[index_2])+'.pdf',\\\n",
    "    #            dpi=300, transparent=True)\n",
    "    plt.show()\n",
    "    return\n",
    "    #plt.close()\n"
   ]
  },
  {
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   "execution_count": 4,
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lY3R0dNi0aZPSULUXL15w8OBBpfuTlpYG5GZSmT9/vhQkALi6unLx4kUpE1ZBFMOmFK9h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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b3c4050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kde_rug_hist_plot(bare,savanna,forest,dataforr_na_west,2,6, fsize = 20, figsize = (12,8))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KezIzM7G1tTVUCEIIIYQQQpRZBknM7927x7fffktAQAC1a9dW2k+fPk2tWrXw\n9vZGrVaTnJyMm5ubsvzSpUs0aNDAECEIIUxUwXf/QS4uLnLHTAghhLiPQRLzSpUqMX36dMaOHUtw\ncDAAN2/e5JtvvqFnz554eXlRuXJldu3axYgRI4D8J1IdPnyYsWPHGiIEIQxCXxKpVquNEE35kJyc\nzMCNi6jiWE1pu3szjU0vvyEDZ4UQQoj7GCQxNzc3Z8CAAcTFxeHg4IC9vT2LFy/GwsKC1157japV\nqxIUFMTixYtRqVS4ubkRFxeHnZ0d/fv3N0QIQhiEviQysv1LRoyq7KviWA2rmtWNHYYQQghh0gxW\nYx4eHo5KpSIyMpK7d+/i7+9PVFSUUtoSHh6Oubk58fHx3LlzBx8fH+bNm6c8MlYIUyFJpBBCCCGM\nwWCJuaWlJZMnT2by5MmFLjc3Nyc8PJzw8HBD7VIIIYQQQohyQ0ZeCSGEEEIIYQIM1mMuhBBCCGGq\n9A3uL00yG5V4GEnMhXgCarWaixcv6rTLH18hhDAtycnJHJnZgzp2FkbZ/z+3c2D6zseejerHH39k\n3bp1nDp1inv37uHi4kKPHj0YNmyYPBOmEN26daNPnz6EhYXx+eef89Zbb3Hw4EHs7e1LdL/Tpk3j\n4sWLrFu37rHeL4m5KPOMOU/21atXCf/pU5kKUAghyoA6dhbUrVbZ2GEU28KFC1m5ciU9e/Zk9uzZ\n2NracurUKRISEti2bRurVq3C1dXV2GGaLJVKpfcJ9KZGEnNR5hlynmy1Wk3GPzfIyc5R2u6lpKF2\nV6PvKy2zuAghhCgpX3/9NStXruTtt99myJAhSntAQADPPfccAwcOZMKECWzcuLHMJJ9CP7nXLsqF\nguS44Of+JL24Rp7cSfiRz5SfkSd3GizOgtKXB3/kAUZCCCEKs3z5cpo0aaKVlBeoU6cOb7zxBidP\nnmTfvn0AxMTE8Morr7Bx40Y6dOiAj48PoaGhXL16Veu9//vf/xg2bBheXl60bt2aWbNmcffuXWX5\nkCFD+OCDD4iKiqJdu3Z4eXkxZswYrl+/Xmicp0+fxt3dncOHDyttCQkJuLu7k5SUpLTFx8fTtm1b\n5fXmzZvp3bs3LVu2pHv37qxdu1Zru7m5uaxYsYIePXrg6elJ79692b59u9Y6N27cYNy4cfj5+dGx\nY0c+//zzh51W1q5dS+/evfH09MTHx4dXX32VP/74o1jHn5eXx4IFC2jXrh1+fn7MmTOHvLy8h+67\nKNJjLsrOwvcSAAAgAElEQVQ8vb3cj5HsmpmZ4eFcVetW5+W0e6jMzNAYIFZ5CqYQQohHlZKSwunT\npxk1apTedbp27cpbb73F3r17adeuHQB//PEHsbGxTJw4EQsLCxYsWMDw4cPZvn07FhYWnD17liFD\nhuDj48PixYu5efMmCxYsIDk5mbi4OGXbn332GR4eHsyZM4eUlBRmzZrF3LlziYyM1InD3d2dGjVq\ncPDgQfz9/QE4fPgwKpWKo0ePEhAQAMC+ffvo0KEDkF+iEx8fz+jRo/Hz8yMpKYkPP/yQ1NRUxo8f\nD8CkSZPYs2cP48eP5+mnn+bbb79lwoQJ3L17l/79+6NWq3n11Ve5c+cOs2bNQqPRsGDBAq5du6b3\nnK1evZrFixczadIk3N3dSU5OJjIykqlTp/LZZ5898vHPnj2bxMREwsPDqVevHgkJCRw+fBgfH59H\n+v0WxqCJ+YEDB4iKiuLMmTM4OjrSt29fxowZo9T5Llu2jM2bN3Pr1i18fHyYNm0aDRs2NGQIooIa\neXInNW3++zhfz8iFwRFGjEg/KX0RQgjxKC5fvgxA3bp19a5jY2NDtWrVuHLlitKWmZnJqlWr8PLy\nAqBBgwa88MILfPXVV7zwwgvExsZSs2ZNVqxYgbm5OQBubm4MHjyYI0eO4OfnB+Q/g2b58uVYWOQP\nmD19+jSffvqp3ljat29PUlISY8eORaPRcOTIEZo2bcrRo0cByM7O5siRI0rynZCQwMiRIxk3bhwA\nbdq0QaPRsHr1aoYNG8a1a9fYsWMH77//Pi+99JKyTnp6OlFRUfTr1489e/bw559/smnTJjw9PZVj\nefHFF/XG+c8//xAWFkZQUBAAfn5+pKam8uGHH5KVlYWVldVDjz8tLY1NmzYRHh6u3M1o3bo1gYGB\nevf7KAxWynL06FFGjRpF48aNWbFiBUFBQaxcuZJly5YB+bdWli9fzsiRI4mKiiI9PZ3g4GAyMjIM\nFYKooAp6uX1dbZUfD+eqMiuKEEKIMk2jyb9XW5A861OpknY/q5OTk5KUAzRp0gRXV1clQT506BBt\n2rQB8ssx8vLyaNmyJTY2Nhw8eFB5n7u7u5KUQn7pTFZWlt442rdvz4kTJ7h37x6nT5/mzp07DB06\nlOPHj6PRaDh06BB5eXm0a9eO48ePk5ubS48ePbS20bNnT3Jycjhx4gRHjhxBpVLRvXt3nXVSUlI4\nd+4cv/zyC3Z2dkpSDtCsWbMiL2befvttQkJCSElJ4ciRI3z66afs2bMHyL94eJTjP378OGq1mvbt\n2yvLLS0tlbsBj8tgPeaRkZG0b9+eOXPmAPmDElJTU0lKSmL48OHEx8czduxYBg8eDICvry+BgYFs\n2bKF4cOHGyoMUY6p1WqtOrUCTk5ORoimbDHmzDVCCCEeT0Fy+WB9+P2ysrK4desWzs7OSlutWrV0\n1qtevTppaWkApKamsmnTJjZu3Ki1jkql0qqhrlKlis7ygouFwrRr1w6NRsPRo0f5888/adGiBW3b\ntiUzM5PffvuNffv24eXlhY2NDbdv3wbA0dFRaxs1atRAo9GQkZHB7du3MTc3x87OTmcdQFnHwcFB\nJ5aaNWvqjfPcuXO88847HDt2DCsrK9zd3bG2tgbQOr6ijj89PR1AZ981a9ZU7nQ8DoMk5ikpKRw7\ndkzpHS8QHh4OwP79+8nKytLq3rezs8Pf35+ffvpJEnPxSJKTkzm5aKhuycobjzdXqCEYsr69JBl6\n5hpJ8oUQouQ5Ojri4eHBrl27lHKPB33//feo1Wo6duyotKWmpuqsd+PGDZo2bQrkl7906dKFV155\nRSfRLizJfVR2dna0aNGCgwcPcuHCBfz9/alZsyZubm4cPnyY/fv306tXLwCqVcv/9+jmzZtaFxI3\nbtwAwN7enrS0NPLy8rh9+7ZWcl5w8WBvb4+9vT0pKSk6sdy6davQGDUaDa+//jrVq1fnq6++olGj\nRgBs2LBBGUD7KArmQ79586bWRUBh5744DJKYF4xirVy5Mq+99hr79+/HxsaGV155hTFjxnDhwgUA\nnQTA1dWV77//3hAhiAqisIGZxmaI+vbSeFCRoWrbZQCrEEKUntDQUEJDQ1mxYgUhISFay65fv87C\nhQtp3ry51kwnly5d4sKFCzRo0ACA33//neTkZFq3bg3kVy2cP3+eZs2aKe9JSUlh0qRJDBkyRKv3\nvbg6dOjADz/8wOXLl5W6cH9/f3bu3Mmff/6plHp4enpibm7Ozp07lQsGgK+++opKlSrh6emp9J7v\n3LmTAQMGKOvs2LEDR0dH6tevT0BAACtXriQpKUkZYHr+/HkuXbpUaHwpKSlcvHiR1157TUnKIf8B\nTkCRdwTu5+XlhYWFBd999x3u7u5AflnQvn37iiyjeRiD9ZhrNBqmTJnCc889x6uvvsqhQ4eIi4uj\ncuXKaDQaLC0tdWqgrK2tpcZclGn6ZnEpbjJtqAcV6evNNnQPvgxgFUKURf/cznn4SiW4b5fHeF9g\nYCBjxowhKiqK3377jd69e2NnZ8evv/5KfHw8VapUITIyUuvfHbVaTWhoKG+88Qa5ublERkbi4eFB\n165dgfxkf9CgQYwfP55+/fpx7949YmNjuXbtmlaS/Djat29PdHQ05ubm+Pr6AvmDK7ds2ULt2rWV\nJNbBwYEhQ4awevVqzMzM8Pf359ChQ8THx/Pqq69ia2tLkyZN6NatG3PnziUjI4MmTZqwa9cuvv76\na6ZPnw5A27Zt8fPzY8KECUyYMAErKysWL16MpaVlofE5Ojri7OzM2rVrqV69Oubm5mzdupUTJ04A\naE0ZWRQbGxtGjBjBihUrqFy5Mk2bNuWTTz7h5s2bxk/Mc3NzgfxfxsSJEwF45plnuHXrFsuWLSMk\nJETvpPdy61uIfIZIdvX1Zke2f+lJwzO40rhLIIQQBVxcXGC64Z5LUez9F8TwGMLCwvDz82Pt2rVM\nnz6dzMxMXFxcGDhwIMOGDcPGxkZr/dq1azN06FBmzpxJXl4ezz77LFOmTFFysebNm7N27VqioqIY\nP348lpaW+Pr6smDBAq2yksd5YJGHhweOjo7UqVNHqdt+5plnUKlUWuU2AJMnT8bR0ZFNmzaxevVq\n6taty9SpU5XZUiB/SsXo6GjWrl1LamoqDRs2ZMGCBUpJDOTP+jdnzhzmzJlDpUqVCA4OVgZzFiYm\nJob333+fN998E1tbW3r16sVnn33Gs88+yy+//KKMXXvY8Y8fPx4rKys2bNhAWloa3bt3Z9CgQfz6\n66/FPm8FDJKYV61aFUCZP7NAmzZt2LBhA7a2tmRnZ5OXl6c1sjgzMxNbW1tDhCCEjqISP0CnZ/lx\n/2AaQ1E942WlN7u4dwmktl0I8STMzMzKdLldq1ataNWq1SOvP2jQIAYNGqR3ube3N+vW6R+j9dFH\nH+m0DRs2jGHDhj103w/Wajs7O/P7778Xuu7IkSMZOXKk3m1ZWFgQERFBRIT+ElEbGxtl8pH7t1ug\nb9++9O3bV3ndrFkzPvnkE53t3B/jox5/SEiITonRkzBIYu7m5gZATo72LaKCnnRLS0s0Gg3JycnK\nupBfA1VQ/ySEoRWV+KnVavosnYGFXf7VfM7tTL4cM6PMJHil0TNeWCJs6IuX4lxESG27EEKI8s4g\niXnjxo2pXbs2O3fupHfv3kr73r17qVWrFj179mTWrFns2rWLESNGAPkTsx8+fJixY8caIgQhdKjV\nanJzcrRmTMnNyVHqrcdc3KcM2ryekWuUGJ9ESfeMP5gIFyTB+ui7Q2HI+vaycjdACCGEeBwGScxV\nKhVvvvkmU6dOZcaMGXTv3p39+/fzxRdfMHPmTKytrQkKCmLx4sWoVCrc3NyIi4vDzs6O/v37GyIE\nIQqlb8aUBwdtPmzAplqt5vLNO1pJ/rX0HOqq1RSnAk/v9Iruxptesaie8eIkwvruUJhifbsQQpRX\nYWFhhIWFGTsM8ZgM9oChF154AUtLS+Li4khMTKROnTrMnDlTmSonPDwcc3Nz4uPjuXPnDj4+Psyb\nN09nwIIQhmKoGVMK7DQbTjWz/5LUNLMURjzGdgq7WNB0HGi0+dCL2zNeFEP0aJdGz7sQQghhigyW\nmEP+I1J79uxZ6DJzc3PCw8OVhw4JUZaYmZlRz6UJDg61lbZbt65hZmbGo814+t92CrtY0KhUBpkP\n/XGZUomI9LwLIYSoqAyamAthDIYqMzF0TMXp9TV0735ZZ0oXCkIIIURpkcRclAuGKjMxFEP1+kpZ\nhxBCCFFxSGIuyjxDlZkYmiF6faWsQwghhKg4JDEXZYZarSZZT8lKeSZlHUIIIUTFIIm5KFNKumSl\noib/QghR3ul7enBpkicVi4eRxFyUGUWVrBiSIZL/ouYrN9aAVGMxxbnbhRAVT2FPDy5NT/Kk4iFD\nhnD48OFCl9WoUYOff/75ScN7IkuXLsXBwYFXXnnFqHGUB5KYiwrpwZ7xa+k5OKvVBk3+C53+sNPL\nTx48+pPdvCZ5JpkEl+S5EEKIR1WWSwN9fX2ZPHmyTruFhYURotG2ZMmSQmMTxWewxDwnJ4eYmBi2\nbdvGrVu38PT0ZPLkyTRr1kxZZ9myZWzevJlbt27h4+PDtGnTaNiwoaFCEEKLvmkUnf9/Wcr9PeNp\nZik8Y8B965v+UGXAAamFPqiow4BiP8CopG+rFnUuhBBCPBpbW1s8PT2NHYYoYQZLzOfMmcO2bduY\nOHEi9erVY+3atQwdOpRt27bh5ORETEwMq1atYuLEiTg7OxMbG0twcDBfffWVPP1TlJjCylKeQbcs\npiRKYkqS3mS3UiWTfICREEKIknX58mXmzZvH4cOHuXv3Lq1atWLy5Mm4ubkBEBMTw549e/Dz82PL\nli24ubnx+eefk5eXR0xMDFu3buXmzZs89dRTTJgwgdatWyvbTkxMZPXq1Vy8eBEHBwd69OhBREQE\nlpaWuLu7o1Kp+PDDD1m/fj27d+821ikoFwySmGdkZLBlyxYmTJjAwIEDAfDx8SEgIIAvvviCIUOG\nEB8fz9ixYxk8eDCQf0smMDCQLVu2MHz4cEOEIYSW0qhJN8WHGxVGHmBUvugbxCYDy4Qo3/Ly8nTa\nzM3NuXbtGv3798fJyYn33nsPtVpNTEwMr7zyClu3bqVmzZoAnDlzBltbW5YuXcq9e/cAmDZtGjt3\n7mT8+PE0btyYL7/8klGjRrF+/Xq8vLw4fPgwb7/9Nm+88QY+Pj6cPXuWuXPnUqVKFd588002bdrE\nwIEDGTJkCP369SvV81EeGSQxt7Ky4tNPP6Vu3bpKm7m5OSqViuzsbE6cOEFWVhaBgYHKcjs7O/z9\n/fnpp58kMRda9CUdpvpQnZKcKUYGkYrCFDaI7UkGlgkhTN/evXtp3ry5VptKpeLAgQOsWbOG7Oxs\n1qxZQ7Vq+X8X/P396dKlC/Hx8Ur9d15eHlOmTMHd3R2A8+fPk5iYyOzZs5Wkul27dvz7778sWrSI\nhIQEfvnlF6pWrUpwcDAWFhb4+flhYWFBpUr5KWTLli0BcHZ2VrYrHp9BEnNzc3Pll6HRaEhOTmbJ\nkiWoVCr69OnDvn37AHT+wXB1deX77783RAiiHNGXdJjiQ3VK4+FGJT1w8sHkv7Rqz8XjU6vVZGVl\nkXfnv0Ff2VlZJnvxKoR4cn5+frz11ltoNNr/utja2nLkyBECAgKUpBzAwcGB1q1b68zmUr9+feX/\nDx06hEqlokOHDkpvvEajoUOHDkRFRZGbm4uvry+ZmZn06dOH//u//6NTp07SM16CDD4ry9KlS4mJ\niUGlUjFu3Djq16/Pt99+i6WlpXJ1VcDa2pqMjAxDhyDKOLVaTW5OjlYvcW5OToVMOkpjECloJ/9S\ne142PH3KBlsbO+V1ekbF+34IUZHY2NhoTahxv9u3bxe6zNHRkbNnzyqvraysqFKlivI6NTUVjUZD\n+/bttd6nUqlQqVTcunULX19fli1bxpo1a1ixYgWxsbG4uLgwY8YM2rVrZ6CjEwUMnph369aNVq1a\ncfDgQZYuXUp2djZVqlRBpSr8xrv0yonCyPR6pefB5F9qz02fmZkZzdwDSnxOfyFE2VCtWjVu3Lih\n037jxg3s7e31vs/W1hYzMzM2btyIubm5znIHBwcAOnXqRKdOncjIyODHH39k2bJlhIeHs2/fPpOY\nrrE8MXhi/vTTTwP5t1wyMzOJj48nIiKC7Oxs8vLytH7xmZmZ2NraGjoEUcaV5+n1yspgUSi/JS7l\neeCkWq3mwIEDOu0BAQFl/tiEEPr5+vry6aefkpqaqiTiKSkpHDhwgEGDBhX5Po1GQ0ZGBm3atFHa\nV69ezR9//MGHH37IokWL2L9/P5s3b8bGxoaePXuSnZ3N1KlTycjIwMHBQf6+GJBBEvMbN27w448/\n0qNHD6pWraq0N23alOzsbKpVq6bUnhdM2wNw6dIlGjRoYIgQhCgzSnKwqKGVZImLsZ4IWp4HTl6+\nfJndswZib/VfB0hqVh5Oy37WqisVoqK6ezOtXO57+PDhJCYmEhwczOuvv45GoyEuLg5LS0uGDh2q\n933u7u507dqVCRMmEBYWRqNGjUhKSmL58uWMHDkSgFatWrFixQreeecdevbsSVpaGnFxcfj5+Sk9\n6ra2thw9ehRvb2+8vLxK7DgrAoMk5rdv3+att95CpVLRt29fpf3nn3/G0dGRLl26YGlpya5duxgx\nIj8FSUtL4/Dhw4wdO9YQIQhRJpTGYFFDKY0SF2OVLJXlp/89zF+1X6ea7X0XfukpRoxGCNPh4uLC\nppffMHoMj0tfSTBAnTp12LBhA/Pnz2fKlClUqlSJVq1asWjRImrXrl3kNhYuXEh0dDQrV67k5s2b\nODs7M2HCBIKDg4H8xHz+/PmsXLmS7du3U7lyZQIDA5k4caKyjXHjxrFo0SIOHz7MgQMHpAf9CRgk\nMW/YsCHdu3fngw8+IDs7G1dXV7755hu2bdvG3Llzsba2JigoiMWLF6NSqXBzcyMuLg47Ozv69+9v\niBCEEGVMcUuW9PawG2hQsFqt5uLFizrtxixxKe7UoaUxd78QZZWZmVmZvSv20UcfPXSdRo0aERcX\np3d5WFgYYWFhOu0WFhZEREQQEaH/jmivXr3o1auX3uWDBw9WnlMjnozBasznzZtHTEwMK1as4Pr1\n6zRu3Jjo6Gi6du0KQHh4OObm5sTHx3Pnzh18fHyYN2+ePPVT6FCr1STrqcMWpqs05lwvrIddPejN\nYiXU+uK8fPkyE/Z9ZpQSF30JeG5uLi8sew8LO2ulLed2JsteGFWi8QghhDAOgyXmlStXLvKKy9zc\nnPDwcMLDww21S1GOlaU6bPEfQ5Sm6EuccafQHvZr164R/tOnxUqo9cVprBIXfXXvC9r2Y8zFfbqx\nIom5EEKURwaflUWIB6nVapKSknTa9c0UURFvx5fl2Vqg6MT5ceZcL26CX5yE2hRn/dE3d79Go8Gh\nMjhWUd3XbowIhRBClAZJzEWJS05O5uSioTqJltOH33H16lWd9Z2cnEozPJNRlu4SlOSgzdJ6qJKp\nKeycajoMKFOfCyGEEE9GEnNRKgpLtK5evVpows4b64wRolGV5dlaoHwkzkUNLi2sBryoQaH6asad\nnZ3Ztm2bTru3t3fh57RSpQp390gIISoyScyF0ajV6kJv0xtqlg1jKqo0RZiuQu8EDI7QqQEvqGF3\ncXEp9qDNTz7ej63Nf0/iS89IpVatWvJ5EUIIIYm5MK7yfJu+PB9bWaBv+sOiphosrNe6oHe6sDr2\nxxm02cw9QKcHHOTzIoQQQhJzUQr0Tn8I5fY2vaEGsJalQaH6GOoY9G3HOS+vWNMfRrZ/qXjbV6uL\n/L3pG3hanEGbFXHAsxBCCF2SmAuDKephKNIb+PjKw7kz1DEUtp1gjcZg0x8Wtv1nHiNOfdsqa783\nIYQQpavUE/PNmzezevVq/vnnH5o2bcqUKVPw8vIq7TBECbh48SI9F7+tU1e7sn+o9AY+Jn09qYDe\nhzCZWk+6oQa26ttOpUqViv0E0UJ78NF/B0etVnMr+R8y79wBIDvltlISc397wTLcTetukCk+1VQI\nIYSuUk3MExMTmTFjBmFhYbRo0YL169czcuRIvvjiC+rWrVuaoYgS0uKSs87ANlEyDNUj+2Cp0aOU\nbxiCMct0HufcPX3KBlsbOwDSM9SFtivLuhg03Cd2+fJlXt+6Uuei+csxM6hfv77xAhNCCKGlVBPz\nJUuW8PLLLxMaGgpAmzZt6NGjBwkJCbz99tulGUqFpFar+eKLL7Tann/++SKnfHtwfYDevXvrnfKt\nsIFt0iNneMXtSXfOy+OKnvpp0E5UH1a+oXfMwGMk1Ia4uChu7fnj9GabmZlpfbbvX78sfObVajX9\n/7cLeytzpS01K4/c3GnSky6EECak1BLzv//+mytXrhAYGPjfzitVolOnTvz000+lFUaF8PnnWzmw\n/4BW27NdutCsWROtqdrSM1Lx9fXV+9jy5OTkQqd2q1Onjt52YXz66rD11U8/mOTfX75RWE+6vn0U\nN6F+nDKd4hzzcLWa3j8n6iSj6g4Dihlp2WdmZsZftV+nmu195yg9hWvXrhU6QHbTy2/o/bsghBCi\n5JRaYv7XX3+hUqlwc3PTandxceHSpUtoNBpUKlOrji2briRnYm/bXqst+VIKzZqh0+sH+nvG9fWA\nQ+G9hML4iqrDfpya58J60g2ZUD/Kfgv2rS/x1xePubl5ocloRewJLup3lpWVRd4dC6U9OyuL3Nxc\n6UkXQggjKLXEPCMjAwBra2utdmtra9RqNXfu3NFZJh6PhaUlNjbVtNsscvWuX1TPuKi49PWkF6Uk\ne9KLmxDKFISPprAa+StXrhDy2TKdmvQd42dTr169Yj8FNSkpSafd39+fK1eu6LRL8i+EqMhKLTHX\naPLnX9DXKy5/iA2nevWqXL2b/EBbTQBS064rbff/v7NTQ+yr1dRZdv86/72uW8bbH/3/jR+r6ZyL\nh50jM7O62NlWp9p9nyMN+d9t0zpm+bwUtJuZ1S30u69SqWh4xhorKxulPSsr/7/Jycn0iJqqJO05\ntzPZ+eZc6tWrR2JiotY++vbtS3JyMt+995JOSRHvfsqIzTE6yX/BtoQQoiJSaQoy5hL2ww8/8Npr\nr/Htt9/i6uqqtCckJLBgwQL+97//lUYYQgghhBBCmKRS66Z2c3NDo9Fw6dIlrfbk5GSZrksIIYQQ\nQlR4pZaY169fHycnJ3bt2qW05eTksHfvXlq3bl1aYQghhBBCCGGSSnUe81GjRjFr1ixsbW3x8fFh\n/fr1pKamMmzYsNIMQwghhBBCCJNTajXmBRISEli3bh23bt3C3d2dqVOn4unpWZohCCGEEEIIYXJK\nPTEXQgghhBBC6JI5CoUQQgghhDABkpgbSUZGBp07d+bbb7/VWda7d2/c3d21firSANmizs2RI0cY\nMGAAXl5edO/enc8++8wIEZqG1157Tedz0rRpU7IKJpyuYDZv3kz37t1p2bIlL7/8MsePHzd2SCYh\nNTVV53Pi7u7O+PHjjR2aUe3evRsfHx+d9mXLlhEYGIiXlxevvvoq58+fN0J0QoiKqlQHf4p8mZmZ\nhIaGcvXqVZ1lOTk5XLhwgYkTJ+Lv76+0V6pUMX5VRZ2bc+fOMWrUKDp37sy4ceP4+eefefvtt7G1\ntaVbt25GiNa4zpw5w/Dhw+nZs6dWu5WVlZEiMp7ExERmzJhBWFgYLVq0YP369YwcOZIvvviCunXr\nGjs8ozp9+jQqlYr4+Hitpyvb29sX8a7y7dixY0yaNEmnPSYmhlWrVjFx4kScnZ2JjY0lODiYr776\nChsbm0K2JIQQhlUxsj0TcujQIWbMmMHNmzcLXX7u3Dny8vJ49tlnK9z87g87NytWrMDFxYWFCxcC\n0K5dO1JSUli6dGmFS8zT09O5evUq7du3l8HTwJIlS3j55ZcJDQ0FoE2bNvTo0YOEhATefvttI0dn\nXGfOnMHR0bFC3XXTJzs7m7Vr1xIdHU3VqlXJyclRlmVmZhIfH8/YsWMZPHgwAL6+vgQGBrJlyxaG\nDx9upKiFEBWJlLKUsrCwMNzd3Vm1ahWFjbs9ffo0VapUwc3NzQjRGdfDzs2BAwfo1KmTVluXLl34\n448/uH79us765dmZM2dQqVQ8/fTTxg7F6P7++2+uXLlCYGCg0lapUiU6derETz/9ZMTITMOZM2do\n0qSJscMwCT/++COrVq1iypQpBAUFaS07ceIEWVlZWp8jOzs7/P395XMkhCg1kpiXsg0bNhAZGUn1\n6tULXX7mzBns7OwYP348vr6++Pn5MW3aNDIzM0s50tJX1LnJysri33//pV69elrtrq6uaDQa/vrr\nr1KK0jScOXMGCwsLoqKiCAgIwMvLi/Hjx3Pjxg1jh1bq/vrrL1Qqlc7FrIuLC5cuXSr0Iq8iOXPm\nDFlZWbz88st4enrSsWNHVq9ebeywjMLT05Pdu3czePBgVCqV1rILFy4AFPo3pqL9fRFCGI+UshhI\nbm4uFy9e1Lu8Ro0a2NnZ0bhx4yK388cff3Dz5k2aNWvGsGHDOH36NIsXL+by5cusWbPG0GGXCkOc\nm4yMDACtGtn7XxcsLw8e5XydOXOGnJwcbG1tWbp0KcnJyURFRTF8+HASExOxsLAoxYiNq6jPhlqt\n5s6dOzrLKgq1Ws25c+ewtrZm0qRJODs7s3fvXhYuXMi9e/eU0p+KolatWnqXZWZmYmlpqTOex9ra\nulz9fRFCmDZJzA3k2rVr9OzZU6cXpsDUqVMZOnToQ7czceJEcnNzadGiBZBf4+jg4EBERARHjx7F\n19fXoHGXBkOcm4JeT33bMDMrPzd/HuV8BQcH06dPH/z8/ADw8/OjYcOGDBgwgK+//po+ffqUZshG\nVZE+G49j5cqVODk54eLiAoC/vz+ZmZmsXLmSkSNHYmlpaeQITYNGo5HPkBDC6CQxN5C6dety+vTp\nJ7+7ulEAACAASURBVN6Ou7u7TluHDh3QaDScPn26TCbmhjg3BTMiPFjSU/C6PM2Y8Kjnq0GDBlqv\nPT09sbOz4/Tp0xUqMbe1tQXyPwv3l0FlZmZibm5eIWepKWBmZqY1u1OB9u3bs2nTJi5evPjQu3gV\nhY2NDdnZ2eTl5WFubq60Z2ZmKp8xIYQoadINYELy8vJITEzk999/12q/e/cuAA4ODsYIyyRUrVqV\nmjVrcunSJa32S5cuoVKpdJLU8m7Hjh0cOXJEpz07O7vCfU7c3NzQaDQ6n43k5OQKN7PRg/799182\nb97MrVu3tNrv3bsHVOy/KQ+qX78+Go2G5ORkrfZLly5VuL8vQgjjkcTchJibm7NkyRJiYmK02r/5\n5hssLCzw9vY2UmSmoXXr1uzZs0drMN93333HU089pXcwbXm1YcMG5syZo9W2d+9e7t27V2gPaXlW\nv359nJyc2LVrl9KWk5PD3r17K/wUgffu3ePdd9/lyy+/1GrfuXMn9evXx9HR0UiRmR5vb28sLS21\nPkdpaWkcPny4wn+OhBClR0pZTExISAgzZ85k9uzZdO7cmZMnTxIbG8vQoUNxcnIydnhG9eqrr9K/\nf3/GjRvHSy+9xL59+9i+fTvR0dHGDq3UhYSEMHr0aCIiIujXrx8XLlwgOjqa7t274+XlZezwSt2o\nUaOYNWsWtra2+Pj4sH79elJTUxk2bJixQzMqV1dXevbsyeLFi1GpVDRq1Iivv/6aXbt2ERsba+zw\nTErVqlUJCgpSzpWbmxtxcXHY2dnRv39/Y4cnhKggJDE3osIGGr388stYWlqSkJDAp59+So0aNRgz\nZgwhISFGiNB4Cjs37u7uLF++nAULFjB27FicnJyYO3cuXbt2NUKExtWhQwdiY2OJjY1lzJgx2Nra\n0r9//wr7mPVXXnmF7Oxs1q1bx7p163B3dyc+Pl4Z8FiRzZ07l6VLl7Ju3TquX79Oo0aNWLJkic4z\nASqiB//OhIeHY25uTnx8PHfu3MHHx4d58+aVqzEsQgjTptJU9El+hRBCCCGEMAFSYy6EEEIIIYQJ\nkMRcCCGEEEIIEyCJuRBCCCGEECZAEnMhhBBCCCFMgCTmQgghhBBCmABJzIUQQgghhDABkpgLIYQQ\nQghhAiQxF0IIIYQQwgRIYi6EEEIIIYQJkMRcCCGEEEIIEyCJuRBCCCGEECZAEnMhhBBCCCFMgCTm\nQgghhBBCmABJzIUQQgghhDABkpgLIYQQQghhAiQxF0IIIYQQwgRIYi6EEEIIIYQJkMRcCCGEEEII\nEyCJuRBCCCGEECZAEnMhhBBCCCFMgCTmQgghhBBCmABJzIUQQgghhDABkpgLIYQQQghhAiQxF0II\nIYQQwgRIYi6EEEIIIYQJkMRcCCGEEEIIEyCJuRBCCCGEECZAEnMhhBBCCCFMgCTmQgghhBBCmABJ\nzIUQQgghhDABkpgLIYQQQghhAiQxF0IIIYQQwgRIYi6EEEIIIYQJkMRcCCGEEEIIEyCJuRBCCCGE\nECZAEnMhhBBCCCFMgCTmQgghhBBCmABJzIUQQggh/h97dx5d11nf+//97L3PPqNmj5Li2CGJ7YTY\nhCSQFG7ThjGUkBXaQhpKoJehvWmY1mqB8uv63fv7rZKQ9NdC2wRYhEtKe8m6kJaUhtKmhUAg1OFC\n5sFJiIc4niVZ05n38Pz+2EfyJFmSfWTpKJ/XWlqSdfbZ+5Esy5/9nO/zfUQWAQVzEREREZFFQMFc\nRERERGQRUDAXEREREVkEFMxFRERERBYBBXMRERERkUVAwVxEREREZBFQMBcRERERWQQUzEVERERE\nFgEFcxERERGRRUDBXERERERkEVAwFxERERFZBBTMRUREREQWAQVzEREREZFFQMFcRERERGQRUDAX\nEREREVkEFMxFRERERBYBBXMRERERkUVAwVxEREREZBFQMBcRERERWQQUzEVEREREFgEFcxERERGR\nRUDBXERERERkEVAwFxERERFZBBTMRUREREQWAQVzEREREZFFQMFcRERETrsgCPj85z/PFVdcwYUX\nXsj73vc+nnnmmYUelsiCUjAXERGR0+6mm27iG9/4Br//+7/PF7/4RbLZLNdffz379u1b6KGJLBgF\ncxERETmtisUi//AP/8BHPvIR3v3ud3PZZZfxV3/1V4RhyHe+852FHp7IgvEWegAiIiLy8pLNZrn7\n7rvp6+ub/JzruhhjqNfrCzgykYWlYC4iIiKnleu6bNiwAQBrLbt37+Zv/uZvMMZw9dVXL/DoRBaO\ngrmIiIgsmNtvv53bbrsNYwwf/ehHOfPMMxd6SCILRsFcREREFsyb3/xmLr30Uh566CFuv/12giDg\nox/96EIPS2RBGGutXehBiIiIiNxyyy3cddddPPLII7iuu9DDETnt1JVFRERETqvBwUG+/e1vUy6X\nj/r8xo0bqdfrjIyMLNDIRBaWgrmIiIicVmNjY3zmM5/hvvvuO+rzDz74ID09PfT09CzQyEQWVkvU\nmO8vj814zIpsAcfoPkNERGSxO+uss3jLW97C5z73Oer1OmeccQb33Xcf9957LzfffPNCD09kwbRE\njbmCuYiIyNJSq9W47bbb+N73vsfAwABnn302/+2//Tfe9KY3nfB5u3btor+/H8fR//my9LREMBcR\nEREBOO8T7+HfPnEza9asWeihiDSdbjdFRESkZaTa8ws9BJF5o2AuIiIiLSMYKy30EETmjUpZRERE\npGWoxlyWMv1Ui4iISMt4+OGHFcplydJPtoiIiIjIIqBgLiIiIiKyCKjGXERERERkEdCMuYiIiLSM\ne+65Z6GHIDJvFMxFRERERBYBBXMRERERkUVAwVxEREREZBHQ4k8RERERkUVAM+YiIiLSMrT4U5Yy\nBXMRERERkUVAwVxEREREZBFQjbmIiIiIyCKgGXMRERFpGaoxl6VMwVxEREREZBFQMBcRERERWQRU\nYy4iIiIisghoxlxERERahmrMZSlTMBcRERERWQQUzEVEREREFgEFcxERERGRRUCLP0VEREREFgHN\nmIuIiEjL0OJPWcoUzEVEREREFgEFcxERERGRRUA15iIiIiIii4BmzEVERKRlqMZcljIFcxERERGR\nRUDBXERERERkEVCNuYiIiIjIIqAZcxEREWkZqjGXpUzBXERERERkEVAwFxERERFZBBTMRUREREQW\nAW+hBzAbo6PVGY9pa0vjOOY0jEZEREQWykUXXUQcxziO5hZl6dFPtYiIiLSMG/7gz/jOd76z0MMQ\nmRctMWPe0ZFZ6CGIiIjIIpDNFhZ6CCLzRjPmIiIi0jIqleJCD0Fk3miDIREREWkZu3btor+/XzXm\nsiTpp1pERERaxsMPP6xQLkuWfrJFRERERBYBBXMRERERkUWgJbqyqI+5iIiIgPqYy9Kmn2oRERFp\nGepjLktZS8yYq4+5iIiIgPqYy9KmGXMRERERkUVAwVxERERahjYYkqVMGwyJiIhIy9AGQ7KU6ada\nREREWoY2GJKlTD/ZIiIiIiKLgIK5iIiIiMgioBpzEREREZFFoCl9zO+8886Tfu7v/d7vNWMIIiIi\n8jJwzz33cM011yz0METmRVOC+S233HJSzzPGKJiLiIiIiNDEnT+/9a1vsWnTplkf/9hjj/E7v/M7\nzbq8iIiIiEhLa0owf8Mb3kBHR8ecntPZ2ckVV1wxq2NHR6szHtPWlsZxzJzGICIiIq3loosuIo5j\ntUyUJaklFn8qmIuIiAjA29/2YT7woStVZy5LUtNKWeZTR0dmoYcgIiIii0A2W1joIYjMm3l7Heih\nhx6ar1OLiIiIiCw5pzRj/otf/ILpKmH+6Z/+iUsvvfRUTi8iIiJLVBzHfP3rX+fuu+9m37599Pb2\nct111/Ge97znhM+rVIqnaYQip98pBfNt27bxrW99i3PPPfe4x5566qlTObWIiIgsYbfffjtf/epX\n+cM//EM2bdrEL37xC2666Saq1Sof+MAHpn3eF7/8p/T395/GkYqcPqcUzN/97ncTBAG/+7u/e9xj\nd91116mcWkRERJaoOI7527/9Wz74wQ/y4Q9/GIBLL72UQ4cO8bWvfe2Ewfzhhx9mzZo1p2uoIqfV\nKdeY//Zv//aUn7/uuutO9dQiIiKyBBWLRa655hre9KY3HfX5devWcejQIarVmbuxiSxFp9yVJZ1O\nN2McIiIi8jLR3t7On/7pnx73+fvvv59Vq1aRyagbm7w8Nb0ryw9/+MNmn1JERESWuLvvvpstW7bw\nwQ9+8ITHqX+5LGVND+YvvfRSs08pIiIiS9g///M/8z/+x//gyiuvnLEryz333HOaRiVy+mk/WxER\nEVkwd955J5/61Ke44oor+PM///OFHo7IgmqJnT9FRERk6fnLv/xLvvKVr3DNNdfw2c9+FsfRfKG8\nvCmYi4iIyGn39a9/na985Su8//3v59Of/vSsn6cac1nKFMxFRETktBoYGOAv/uIvWL9+PVdeeSWP\nP/74UY9fcMEF086e33PPPQrnsmQ1PZjrZSgRERE5kQcffJAgCHj++ee59tprj3t8y5YtdHZ2LsDI\nRBaWsdbaZp4wjmOFcxEREZkXmjGXpazpCfq+++7j0KFDzT6tiIiIiMiS1vQZ8wsvvJBbbrmFN7/5\nzc08rYiIiIjIktb0GfO+vj5GR0ebfVoRERERbTAkS1rTF39eddVV3HTTTTzwwAOsXbuWnp6eox43\nxvD+97+/2ZcVEREREWlpTS9l2bBhw4kvaAxbt25t5iVFRETkZUKLP2Upa3owFxERERGRuWt6jflH\nP/pRfvjDHxJFUbNPLSIiIi9zqjGXpazpNebFYpEbb7yR9vZ23va2t3H11VezadOmZl9GRERERGRJ\naXow/9rXvsbg4CDf/e53uffee/nGN77BmWeeydVXX8073vEO+vv7m31JEREREZGWN+815jt27ODf\n//3fue+++9i6dSuvfvWreec738nb3/520un0fF5aRERERKRlNL3G/EjVapWtW7fy9NNPs2PHDgqF\nAl1dXdx666284Q1v4KGHHprPy4uIiMgSoxpzWcqaXsoShiEPPvgg9957L/fffz9BEPC6172Oz372\ns7zxjW/E932q1Sof/OAH+cxnPsP999/f7CGIiIiIiLScpgfz173udYyNjbF+/Xo+9rGPcdVVVx23\nyVAmk+HSSy/lrrvuavblRURERERaUtOD+Tvf+U6uvvrqGTcauv766/nQhz7U7MuLiIiIiLQkbTAk\nIiIiIrIIzOviTxEREZFm0uJPWcoUzEVEREREFgEFcxERERGRReC01Jg/8cQT7Nu3j9e+9rV0dnbO\n9+VERERERFpO02fM9+7dy7XXXsttt90GwFe/+lXe/e5387GPfYy3vOUtbN26tdmXFBERkZcJ1ZjL\nUtb0YH7LLbcwNDTEpZdeSr1e5ytf+Qq//uu/zv3338+mTZu49dZbm31JEREREZGW1/Rg/tBDD/HJ\nT36Siy++mIceeojx8XGuv/56ent7ed/73sdjjz3W7EuKiIiIiLS8pgfzIAjo6OgA4IEHHiCXy3Hx\nxRcDEIYhvu83+5IiIiLyMnHRRRcRx/FCD0NkXjR958/zzjuPb33rW6TTaf7lX/6Fyy+/HM/zGB4e\n5o477uC8886b8zl3Pf3sjMesPudsUn7TvxwRERFZRG74gz/jAx+6kmuuuWahhyLSdE1Psn/8x3/M\nhz/8Yb773e/S0dHBH/7hHwJw5ZVXYozhjjvuaPYlRURE5GUimy0s9BBE5k3Tg/nmzZv5wQ9+wLZt\n2zj77LPJ5/MAfO5zn2Pz5s10dXXN+Zxrzt/Q7GGKiIiIiCwq87LBUKFQYPPmzYyMjPDYY49RLpe5\n5JJLTiqUi4iIiEyoVIoLPQSReTMvGwzdd999/MVf/AW7du3CcRzuvvtuvvjFL5LNZrn55ptJpVJz\nOt/+8tiMx6zIFnCMNjIVERFZyrZs2cIll1yC52ldmSw9TU+y3/ve9/j4xz/OJZdcwhe+8IXJldNv\nfvOb+f73v8/tt9/e7EuKiIjIy8QHvnUbe/fuXehhiMyLpt9ufvGLX+T666/nT/7kT4iiaPLzV199\nNcPDw/z93/89H//4x+d0zlW59mYPU0RERFpQqj2/0EMQmTdNnzF/8cUXufzyy6d8bOPGjQwMDDT7\nkiIiIvIyEYyVFnoIIvOm6cG8t7eXhx9+eMrHnnjiCVavXt3sS4qIiMjLxB2/dQNhGGqTIVmSml7K\n8p73vIdbb70Vay2XX345xhgOHDjAM888w5e//GVuuOGGOZ/zxz/71xmPec3mXyOTyZ7MkEVERKRF\n3PzZr7N9fYl/+8TNrFmzZqGHI9JUTQ/m119/PWNjY9xxxx186UtfwlrLDTfcgOd5vPe97+UDH/hA\nsy8pIiIiLxPZbIGUlp7JEtX0YP6v//qvXHfddbzvfe/jscceY2RkhLa2NjZt2kR3d/dJnfNXX3tl\nk0cpIiIirahSKarOXJaspvcxv/DCC7nlllt485vf3MzTioiIiPDTn/6U1atXs3btWhxH+5fI0tL0\nGfO+vj5GR0ebes4Hn/o/Mx5zybmbSfvppl5XREREFpebP/t1PvChKznrrLMWeigiTdf0YH7VVVdx\n00038cADD7B27Vp6enqOetwYw/vf//5mX1ZEREReBrLZwkIPQWTeND2Yf/7znwfg+9///pSPn0ww\nf/0rX3OqwxIRERERWdSaHsyfffbZZp9SREREBEgWf4osVU1f/DkfvvnTH8x4zNtffRn5bO40jEZE\nREQWihZ/ylLWlBnzO++8k6uuuoply5Zx5513nvBY1ZiLiIjIydIGQ7KUNSWY33LLLVx00UUsW7aM\nW2655YTHnkwwf/fr3nAKoxMREZGlQhsMyVLWlGC+YcMGPC851c0338zll19+0psJiYiIiExHGwzJ\nUtaUYL59+3YOHDjAeeedx2c+8xm++c1vKpiLnIi1EIcQR8kbgDGNNwccL3lvzMKOU0RkkfnUn7wX\nYwy9vb0LPRSRpmvK4s9rr72W5557jv7+fn75y1+yZs0a0unpN/u5995753T+nfd/e8ZjVl/6NtK5\nzJzOK3JaxREEVQgrEAWzeIIB1wM3BU6q8d5TWBeRl7V3/dYf8crS/+ZN//fdXHbZZQs9HJGmasqM\n+ec//3n+7u/+jpGREV544QXWrVunGXMRABsnYbxehviYMG5ccNxG2CaZRbc2eU4cJB9HwfEh3jjJ\n84zbmFV3Ds+0wxHBvTEDzxEz8ZqFF5EWl8+10xm7Cz0MkXnRlGC+evVqPvWpTwHws5/9jE984hNs\n2LChGacGYO0V72zauUTm3USgDirJGxMvShnw0pDKJO/NCdp8TQb08HA4j4Nk1t3GEMXAbGbdpzBR\nKjMxA++lk6AvItICSuUxRirRQg9DZF40pZRly5YtbNq0iXw+P+vnFItFnnzySb0MJUtHHDXCePlw\n3TgkATiVg1T21GerrQUbHa5NnwjwxMnHE8dwzMc2PuLYKbh+Mr5U5sQ3DCIiC+wnP/kJxhguvfTS\nycYTIktFU4L5xo0b+eY3v8mmTZtm/ZzHH3+ca6+9lq1bt8547M+/8+UZjzn/iveSa5v9jYHIKZuY\nGQ9ryduRpSrGaQTdbBLMF4uJYB+FyXgnxj/JQKYtuZFQyYuILEKqMZelrCm3mtZavva1r7Fs2bJZ\nP2dwcLAZlxY5fSY6qUT1Rhivc7hMpcHLJGHcSy/OYGsMGC8pYaGxWDqOIawmM/1RANWxpCY+0wGe\nv6DDFRE5lmrMZSlrSjDv7e3liSeemPPzVq9ePavjLrn6D+Z8bpFTNrn4sgZhkATyY4O4cZMQPvG2\nGMP4TBwH/EapTViF6nhyA1IegnQb+PnW/LpERERaTFOC+f3339+M04gsrIkZ8YnZ8GmDeArcdDKb\n7Cyh+kZjGrP9GaiNQ72UvI/DZPZc4VxEFgEt/pSlrCk15vPtji/82YzHXP2uG1jRqxaNMkfWJgE8\nqCaB3B7zy95xD4dw1395dS8JKlAZBWwS2BXORWQR+OlPfwokr7o7jsOaNWtwHC1al6VhCU33iczB\nke0Mj+xUYpzDZSmLLIjbyRr3ADuxeLPRncVOdGih0QvdGDAuxnHB9TBeGvxc8ufZSmWTVwjKhxpt\nH1E4F5EFd/f/foLOjuXs2v0j1h74khaBypLSEsH8Qx//04UegiwF1h5uZ3jkpj3GTdoEpjLJDpsL\nFDztEaU0tlFOY8MaNqwfUVozx3Me+wkvjUkXcAo94OcxM32tng+5rsPh3LhJ1xYRkQXS2bGcrq6V\njI4O0Dm2eCZPRJqhJYK5yCmxcdJlpF46YnbcHN3O8DSGcdtYVGqDCgRVbOONsHp0//OpOC64KczE\n5kCOB05jZvzIXT6tbcykhxCH2HplslzHhjWi0hCksjiFZZhCD+ZEvcu9NGS7oDIM9SK4XvJ9ExFZ\nACOjAwCMjh9SrbksOS1RYy5yUmzcWMBYYnLu2PGSLiPzvJGOPaLHuW3MfBPWGgG8Nv1GP8aBVAbj\n+cnstpfUtxs3qXE3p1BHaW0M9QpxZQRbHEpm5wG8NO6ydRg/d+IT1EtJK0WA/LLF1Z9dRF42JmrM\nAeI4pq+vj7Vr16rOXJaEeQ3mcRzzpje9iS9/+cucc845J32eL9x63YzHvOtdt9K7tv+kryFLiLVJ\nuUqteDgAu34SyJvU0tDGIQSNkpMowEZ1CBvvo+DoUpmpOB4mlfQ8N40yGpPKJJ8/DbP31sbY8gjx\n6L7GBkMGp7MX07Zi+utbC9XRpKTF8SDfo11CReS0e9dv/RG/lfsO/T05ntxb5vY1r+O7H/l/WbNm\nzUIPTeSUzWspi7WWPXv2UK/PvTZW5KRE9aSTyMRssJNKaqK99Emf0sYRtlaCeglbKyZlIRPnPxHH\na8x6+8mst9cI314a4zbvn95kbTomKWuZRbA3xsHkuzHZTuKRPdjiAPHIHky9jNOzdupzGAOZ9uSm\nIw6hPAy5bi0GFZHTKp9rZ2Vbir6ONPvH6qTateu3LB0tUWP+8U/etdBDkMXOWqg1dqyEw4sUvcxJ\nBUcbx9jKCLZ0CFsd5/h+5ga8zBGlJqlG7bff6HOeOnHd9lzGYi22XiaujGKrRWy9RFwvJ2UxUXB8\nXbrjYlwfk23HyXbg5Dpx8t1TdmQxjoPbfQZxpo14aCe2PEyMxelZN004d5LFoKWh5CaoOqpOLSJy\nWpXKYxwgIOXXGCiGBGOlhR6SSNPMaylLFEWcf/75/OM//iPnn3/+fF1GXu4mZm8nZrH9PKQLJ1Vm\nYaOAeOwAtjh4dB24n8OkC5h0PqnFdv15KzmxcURcHiEuDRGXDhGXR2eeoXe85Obk2D7sE1wfr/sM\n3J4zcfypF27aWono4C/BxpjCMpyuM6b/GqN6Es4h+V6n1alFRE7eD37wA/74j/+YRx55ZMZjj60x\ndxyHvr6+o2rM+/v7VXMuLWleZ8wdx+HGG29kxYoVp3Seb31044zHbPrA/2LD5otO6TrSgoIqVEYA\nm8yS57pOalGijaMkkI8fPBzI/RxOvgeT60xmxOeRrVeIxg8SjR0kPvamAMBLJ7Pf2TaMn9wcGD87\n2Z1lIkDbiW4sQYW4MkZcGSUuDmKr44QD2wgHtuN29ZHqPe+4r8mk87grziY6+EtscRDrpjAdq6ce\nsOsf7tRSKwIO+DnNnIvInD3yyCN88pOfnPXxh/uYP8db47+lvyfH3iMef3JvmU0f/zv1NpeWNK/B\n3BjDjTfeOJ+XkJcraw9vGQ+Nln6dJzVLHldGiQ/tmlywabIdOB2rZ+5ScgqstdjqGNHoAaKxA9iJ\nbicNJtOGk+/BLXTj5LqS2vRZMMYkGwq5bTiZNujqw1pLXB4mGnyRaHQf0fBu4uIQqTUX4ua7jn5+\nuoDTs454cHuyMNRL4+Sn2VE3lYG4PSkhqo0ls+jZDi0IFZFZqdfrfP3rX+ev//qvyeVyBMEMi+Yb\njuxjvjJOas2PtH9M69qkdbVEjfm7/nrrQg9BFpMju4NAUkrhF+Y8W2vjeHLhIwB+DrezH5MpNHnA\nE9eLiEuHiMYHiMf2J4tIJxgXp20ZbvsK3LYVsw7is2GMwc134+a7iWvnUN/1GLYySn37FlK9r8Tr\nObqTgZPrhM4+4pE9xEMvYjwfk57me5LOg+MkC27DKpSCZCZdrRRFZAY//vGP+epXv8qnP/1pDh06\nxJ133rnQQxJZcC0RzEUm2TgpXQlryZ+znSe12Y0NKkSDO5JSGAxO52pM28qm1o1bG2MrY0SlIeLi\nIeLS0NELNb00bvtK3PaVOIWeKRdnNpuTLpB+xa8Q7H+WaHAHwZ4nsUGF1Kr1Rx1n2lZgwhq2OEg0\nsB135XpMaprONqls0v2m0qjzLw0mi27TBQV0EZnWpk2b+MEPfkChUOC2226b9fOO3GDoQJwsAj3S\nQDFkmiI8kUVPwVxaRxwlW8PHYTI7nu1Otoyf62lKh5LSFRvPfnOdGVhrsbVSUhZTGcVWRpNFm8cs\nxjSZdty25TjtK5ISlTneCMT1CnGxsSi0MoqNo+TriGNMOoeT78Yt9ODkuzDO1P+8jePg955HmGkj\n2P0k4cEXwDikVh7ea8AYg9N1BnFYT0puBl7AXXnu9LX2bqOveXU86SEfNnYy9dJJcPfSKnERkaOc\n7Pqz3752U+Oj1axe/Tt43tG/6/pJFn+KtKKWCOb/+D//nxmPueLqj9G1rPM0jEYWRFhPZmRtnGxL\nn+1OwuAcWBsTDx8uXTG5LpzuNbOaqbbWMtG/yFoLYQVbGk520ayMElfHj29bCBg/j1PoTgJzvgcz\nTUeUE4lKw4QD2wkHthOXR2b3JDeF33c+fv8F05bFeN1ngOMS7HqU8MDzSThf8YrDYzcGZ9k6ogPP\nQ1AhOvgC7opzpu/BbpykxjydT3ZbDcrJKxsTr254aXDTSTtJJ6WFoiJyUv7q8/fwW7nvMFwDbth9\nsAAAIABJREFUR4s8ZYlpSjB//etfzx133MHGjYe7p4yMjNDe3q52RXLq6uWkphySbiC5rjnPvtqw\nTjS4vdHn3OB09WMKy46bsbbWEoUxYRQThZY4tsTWYsMQp3YIpzyAUxvGRLXjL+KlMZkO3Hxno394\nR9Ln/CTYsE6w/3mC/c8Rlw4dfsDxkhnxQg/ORLcY44AxxNXxZCa9OERcHqG+6zHqe57G778A/4xN\nU852e529YGOClx4n3P8sxnHxlq2dfNw4btKpZTKcP98I5ycoUXG8RkAvJOsAwka/9YmQPvGtc/3k\nzWu8V1AXkVmY2GDIS81bt2eRBdOUYD44OHjUauooirjsssv4h3/4h6b0L//ND/z3Uz6HtKBjNw1K\n5ZKdJ+da/lEZJR7amcxou35SupLONy5hCcOYMIgIwpg4OuIXvbWY2ghucQ9OdRBzRAtD63jEfgc2\n3UHst2NThSRc0th7yHVJxS4pa+dUrhLXSgR7nqa+d2vS5QTA8/GWrSW1/BW4nb2YWdzsRqMHqL34\nMNHwHuovPkI4tIvsBW/BmaJkx+vqhzgi2PMUwd6nwU3hdfVNPm7cFO7Kc5Me50GV6MBzSTif6abD\ncRs9zgvJ9z6sJV9TVE/+PPHxRAMFL5O0XFRIF5ETmNhgaLiGasllyZm3UpZ53LdIXg7iKFnkORFO\nMx1JaJsDay3x6D7s2H4gqe92etaC41Kvh9TrEWEQH/c817G41QHMyK7kxqDBZDsmF2uaTFvjGhBH\nMVFsiaKYMIiJY0tQjwjqEcZAOu2RzngnDOhxeYTarscID26b7GHudqwi1Zd0TZnrwlC3YyW5TW8j\nHN1P9dkHiIuDlB/9Z3KbfyNpo3gMr+dMbBwS7nuW4KXHMa6H277y8NfupnBXnEM0sA3qZaL9z+Eu\nP2v6bi3HctzG31/j7zCOkln0qJ4E9jg8XJfuuEmXnVRWAV1EjvOxT1wDXEMfsHLlSnbt2gUkmw1B\nsoeKNhiSVtUSNebXfe53ZzzmU1d+ms2bX3kaRiPzLgqSRZ42btQtd815kaeNAuLBndhGn3PTsRqb\nW0GlFlGvB3DEfaPjGlIpl5TnQPUQ4d5nsLVi8qDr4/WcidvdP+VsszHgOO5R/5CiKCYIkmAeRZZq\nNaRaC5OAnvZwnMObAUWj+wn2PkM4sINkUAZv2Tr8My44KhifLK9jFbkL30HlyX9Lwvlj3yX3qrdP\nGc5Ty18BYUA4sI36i4/gr70It+3w4qyJcB4PbMfWxokOPN8oCVo+9242jpu8TdS/x1HyykhQTj6u\njiYfZzrU2UVEjjLVBkOQbCz01U1vxUul+Oa1H2fNmjUznElk8WmJYC4vI2ENysOATQJZtisJcHNg\na6WknjwKwPGIO9ZQsxmi4uFNJ1zX4PseKd/BcZykpnvvE0Qjyf5xxs/iLT8bt6tv7rPVroPrOqTT\nHmEYU6uGk+/rtZBsxsGM7KS++6nD9ePGIbVqPf4Zm3Gy7XO63kwcP0tu829QfuJficcPUn78e+Qv\nugYzxc2Ot2o9No6IhnZS3/kw/tqLcduWTz5uHBdnxdlJ//fxg8TDuzG10qwX0U4/SBcybUnZS1iF\n6ljy91cahHQb+HnNnosscbO9wZ9ug6H9Y3XS3R2kfN3MS+ua950/m+GuT/+vppxHFrmgkpSvQFLG\nkOmYez15eTipJ7cWm8pRyfQRhx5gMQZ838X3PVzv8EucUXGI+q5Hk5sC4+CtPAdv2bpT7ituTGMm\nPuUSlMao7t+OHdlNtXRgsl7dpLKkVq8ntXojzjxtbARgPJ/cpispP3YvcekQ1W1byK6/fOox954H\nNiY6tIv6zl8cF84B6OzDpgvYQ7sw5WFsvYzbc+bsS1umHag53F6xOpb8TNTGk5Ce7VQ4F1mibrzx\nxlnvFD5dH/OBYkjt0ChRSsFcWpexTSgG37BhAxdddBFtbYdfHv/Rj37ExRdfTKFw9H/Uxhi+9KUv\nneolZakJqkk7REhmR9Ntcw/lxcGkPzkQpjqppleBMTiOIZ3x8H33uJvFaGQf9ZceAxvj5LtJ9W/C\naSwMPRk2Chu9zMeSm4TxQaLxAezEAlYaVTS5ZbDsXLJ9557W2Z2oNEz5kXsgjshe8NakZeIUrLUE\ne54iHH6JKNeFXb2R0M8QYTnuF4a1OHGIW6+QwSGd72lebWdQbdysnfwrKCKytGzZsgWAMAyTnY3d\n5HfCkTXmq1cfXhY68ftIdefSCpoSzN/73vfO6fi///u/n9Pxb7v13TMe8+nXvp9fvfzKOZ1XFomJ\nkgVoSiiv+csJ/B4c1yGT9Uiljg/kAOHIXoJdjwLg9pxJqvf8k9jwp0w0so9oZC/RyD7iyujUB7op\nvM5evOXrMB29lOvuZAeYXN7H909f2Ky/9Di17f8Hky6Qv/g3pyxpia2lHIeUozpM8R+ZAQwGO0VQ\nN3FExjjkvSxOM2a4oyApb7IRGBdyc+9hLyJLx8c/8qUpa8yPNVFzXli1jOrQqOrOpSU05X+3uQZt\nkUnWHl2+chKh3NaKRIdewgC19EoCv5tMNlloOV3QjiujBC89DpCUrqw4Z9ah3NqYcGAHwf7niIb3\nHP2gMTiZdkyjj7lbWIbbtgyT7Tjq/G1pS6UcUK9HlEt1bJwinTk9YTPVfwHBwHbi8UFq27aQOaKk\nxVpL1UaU4oAYwHFwwjru6H684hB++ypSPWuPmnWy1hJhqdXLVG1E5PlUgFpQos1Nkz7VxZtuKtlV\ndGLX1/JQI5zr5WqRl6PpasyPNVFznl3efZpHKHLyWmKDoe998punfA5ZpIJyEraMe3I15XFMNLAT\ng6We6oL8Mtpz/mTnk6lYa6m/9DjYGLerf06hPBzeQ+2F/zy8A6dxcTtX4Xb24nWuxiksn1WfcWMM\n2VwKxzFUqyGVSkAcWzLZE7dVbAZjHDLrf43yw/cQ7H8et2cNqWXrsNYyGtepN+rfPQwFN4XvZQnH\nDxGUholLw4S1Eqm+8zGNTZ6MMXgYvHSBbBRSLw5SSvlEfpZRG5KrlMml207td4HjNsL5CEQ1KA0l\nG02d5AZOIiIii1FLbDAkS1i9krzPnMRMubVUhwfw4zqxSeF29uPP0C8cIBrdh62OY1IZUn2vnHUQ\nru97ltrzDwIWkyng928iteJsTOrkwqExhkw2CeflckCtFhJbSy6Xmvdw7ua7SJ/1GmrbtlB7/qc4\nbSspeR51G2OANscnbZzJcXjL10EqTfDS40SHdmHrJfw1rz6uDMZxPTIdq/DrZUqlESq5Dsopn6g0\nQMHLJK8mnOzXZpwkjFdGks4t5UMn1d9eRFrbdIs/jzWxGLTip6gOTVNmKLLIaIMhWTg2hrhxQ+dl\n5vZUaymV6njV5Jet07YSLzu70oZoKKlF91acPevOK+Hgi9Se/wkA/ppX4Z/56lPu2jLBT3sYx1Aq\n1gnqEcXIki+ceNa/GVJ95xMO7iQa3cfYgecIejcA0OmmSZnjZ7e9zl6cVJbai78gLg5R++VP8Ne8\nGiffddyxjp+jkMriVUcZ91LUsu2Y8UGyY/tx21djMm0nF9CNSbqz1MahXkr6ncfhSZVAtSJrLRO/\nWo1pXucrkVby7uteBUAcrwZ+DeM4Ry38nPDKOOYLRzwvjuPJzYi0EFQWq5ZYQfWm/++6GY/5v171\nW/zaG995GkYjTRNHyXvHnVOostZSLtUJg5h0nMy4u4WO2T03Chq9ww1uR++snhONHaSy9X4A/DMv\nIr321bMe62ylUi6FtjSlYp0oiimO18jlfTxv/v7jMMaQOf+NjO96JAnl1pIvjZDqnP774uS7yJz9\neuq7Hkl2K922pVGj/4rJ0pYjz5/NdmLigLEooNq2DFs8RG7gBYyfw2lficl2zj1cGgOZ9uTnpjqW\nBPSoviQ7tsSxpV5L+uDHsSWOj5jwMOA6Jumb7zlTdh0SWYq+eddjdHYc3cJ1qoWgE/8ajlwECmgh\nqCxqLRHMZamae4iw1lIuBwRBjMFibCPcu7PbGTQJ5RYn14XxZp5hj6tFyk/+G8Qh3spz8M+8cM5j\nni3Pc2hrT1Mq1ogiS3G8RibjkZ5Fec7Jij2f2prka0rt+AXxvueo9m4kve41U3ZrgWTzJf+sywj2\nP0s0uIPwwPNEYwfw+y/AyR5/g5RxUoDDWFynVujGuinyw7uJB3eAl04Cer77uGA/Iz8PTippsxkF\nUBqATOfh3URbWBjG1GohQT06/kGT/MuxFqLIEkUR1COqlYB05sSLnkWWgonFn0c60UJQLQKVVtIS\nGwz9xx/d1ZTzyCIz8TJiHCUpY4afF2uTTiYTYSVfSMN48thsf9biYrLT5lTlF8ddL6xTefo/IKzh\ndp9BZv2vznvgcRxDoS1NpRJQr0VUqyFBEJHL+7huc2fPrbWMRwEYSBuHTK6LunEI9m4lOLgNv/8C\n/P5NmClaExrHwe89j6htOcHuJ7CVUWq/fBC3ew2pVedijlmUmXFcHPxkcWm2jdg/h/zwXtx6KWlz\nObIXp205pm05xpnDryXPh/wyqIwmi0IrwxCkGzPqrTfvEMcx5VJAGMaTn0ulHFK+h+smPfmNMZMl\nLXEUE0WWej0kiizVSkitGpJOz+8NnchCmqgxP9KJ6s2PrDUHVG8ui5o2GJKFVTyYBPNcTxKypjFR\nvhIESWDJF5Iyj+ilpA+5t2bm8hJrLbXnfoStl/HPuhS30DPtsXG9TPWZHxCN7sdk2sld+A4cPzvH\nL+7UBEGjlWLjX6jvu5OLRU+VtZbxOKBqIxyg283gGEM0Pkht20NEo/sAMJkC6TNfnXSumaYe00Yh\nwYHniQZ3AhYcD6/nzKRn+zEBPbAxo1GNidiZDQPSI/tw6qXkE8bBtC3HaVuBmUs7RGuhXk5qzyc6\nq6cLyaz6XGfiF0i9HlEpH/77Tqc9/LQ7qxsyay1hGFOthkSNUO95DvmCr3AuS87EBkMT4jg+qsZ8\nYoOhiRryqerPVWMui1VLbDD0zlv/YMZj/vuVn2DzBevndF5ZBCqjScvEdFsSpKYQx3ayvAMD+bxP\nKuVi44ho9+OAwT3jVbPoxrKf+osPg5cms/GKaUsnwuE9VLfejw2qGD9L7lXvwMm2n+pXelLi2FKt\nJrPnE5pR3lKKA0pxCEDXFIs9w+E91LY91Cj9AZMu4J95YTIbPs33La4WCfY9QzzemM0yDm73GXjL\n1h21m2psLcXGTQEkZRmZOCYzsh9TnZjJMpi2ZTjtq+YW0OMoqTsPq5NjwM83AvriDKgTrwTVG68E\neSmH3AwtP0/kyBs6xzEUCj5Ok19tEVlIExsMTZioLx+uwVc3vRUvlVINubQsbTAkC8vzk2Ae1mGK\nroNBPaJcPhwy8oUjSjrC2uQ5ZgqpNqwT7NsKkLQ4nCJcWhtTf+kJ6jsfTnqcd/aS2XA5zjQ3DKeD\n4xhyOZ90OqZaSWrrq9WQWi1szKh6cwpw1lrKNpwM5R2OP3UHlq4+3IuuITy4jfqLjxJXRqk9/xPq\nLz2Of8ZmUivPOa4rjZMpkF73GuLSMMHANuKxA0RDLxINvYhTWIbXvQanfSWO49Du+mRtTDEOCGxM\nxXGodPeSsqtJVcZIjR/EHR8gKg5iCsuTOvTZBHTHTVoqhrVk9jwKDndwWYQBPQxjyqX65KLObDaF\nnz61RZxHLiSOY8v4eI18IT2vC4lFTqdja8wn6su9lCXd3UHK1+Zj0rpaogjz25/88kIPQeaL0/gF\n2giKE+LYUqkcrid3PYd8/uhZxLg8DCSzuSdi44j6rkew9TIm047bffwsSjg+RPX5n2CLyWxv1L2B\n8rLNjA1ZrB1LanpJSrEcp/FGjGtreC54fgov5eKmfMwsbhTmynUd8oU0YRBRqYREURLQq7WQzCzr\niY8sXwFoc1KkT9DFxBiHVKPjSnhwO7Wdv8BWxpKA/uIjSUBftf64GnQn30U6fzFxdZxwYDvRyF7i\n4iD14iB4Pl5nP273GaQyBbrcNIGNKMUhdRsTGEOQ64BcB25Yxy+P4JdHcIuDSThvWzmrDZzw0smC\n4LAGtWLSlvOogJ5b8BKXei2kXE7ahTquIZ/zcZsUnl3XodCWTroXhUmXn0KbwrksDcfWmE/Ulw/X\noHZolCilYC6tqymlLCInzcYwfiD5uH11sitno8PExE/mVLOINqwT7Xsmmdleee604dzGIfWdDxMX\nB8FLkz77deBlqFZD6rWQerWOc/BJ/JFnMVhiN0ux+yLC7KqjxuhUBvHKe3FL+3CqQzhhGRNNvamF\nNS6ksklLwEwBL9eOkylg0m04mTwmncfx85hUJtmcyJlbWcpEPXGtGk4uEjSGEy74i61l7IhdPTsc\n/4ShfOrrxoQHt1Pf9djhm6JUhlTveaT6zseZphuKDQOikd2EQ7uwteLk551cJ27PmbgdqzGOS2wt\ndRtRsxF1G3PkLyY3qOJXRvFrFVJtyzH5ntl/z6w9OqBD8g3zCwsyg37sTafvu2TnaVOpyS5G9Qhj\noK0trbIWaXlbtmw5qm782Brzvr4+1qxZoxpyaUktEcw/etNvznjMDe/4Mza8cuNpGI00VRxCcQCM\nQ5BZRqUcTL6s73oOuVzquMVv1lrigy9ga+OYbAfOsrOmDDU2qFJ/8WHi8gi4KWo9r6ISZQ7X8lYH\nyA0/iheMYYGg42ziFZvxMhlcx+CM7yI+8CzRwecgqB4/dmPAy2IxYC3Wxpg4ONzCcbaMA66HMW7S\nqcY4YAwGM7GLDEx+7CYlJI6DcTys4xHjYY2XlAV5abx0llQ2i5PKYPwMYaaNUrZAbBwM028gNFvW\nWsLBndRfevxwPbnjklp5Dqm+V+JO0/HGWktcHiEafoloZO/hPvZuCq/7DNyetZMLbK211G1MrRHU\n7eGT4NXLpGtlsrlunMwcyoysTfqdT5S4QPK9TrdBKntaAvqRpVkA2Vxq3vuPW2spFZOZ84muP/O9\neZXIfPr4R77E2Piho/qWT/QqV325tLqWKGWRJSysJ++sQ6mYfOw4hkzWI5U6PrBYa4kPvYitjYPj\n4XSvmTLUhMVD1F98GBPViYzPSOZ8okoKiDBxQGHsCVJjOwAwmTay6y/H61xNXC1S276F2ouPEtXL\nk+dzcl14PWvwes7A7ezFybRh3TRBVCUAQmOwQGxMErriGBsExNUKtlzEjBzEjB3EhGWcsIwT15IZ\n96iWBNSwzrF3yCd7xxw23qybIt7wq8TdfcnXObIP99HvUopCnEwbTrYNJ9OOU+jBbV+O277yqEWa\n0zHGkFq+Dm/ZWqLRfdRfeoLo0EsE+54l2Pcsblcfqd7z8HrWHFXLb4zBzXfh5ruwvecRjexNZtEr\no4QD2wkHd+B29uGtOBsnnSdtXNK4kyG9akNqNiJM5wnTeSphjdzoPjL5bhxvigUKxw/8mBKX8eTG\nsDoKQQUyHTBFa8hmiGNLtXLEAk/PITvFTed8MMaQy/sUx2vJQupSnYK6tUgL6+xYjoGj+pZP9CpX\nfbm0upYI5n/9mX9c6CHIPIjDCFst4QL1OPllmslOv0GKtZZ4+CVs6VDS8WP5K45aEGitpVoOqB3c\njj++HYOl7rYzmjkXN52hPZfCrx3A7vxPbL0MxsVf8yr8NZuIK+OUHv8X6rsem5zJdQo9+H3nk1q5\nHhtWCAZ2UH3pSYJDLxGvOhd6zgB3inIQQ7II0XNxshno6oK+M5LwXRynPl4iKtewsQd+jmwhRy6f\nIZNxMcRJeY8Fi01mea0l+UTymI0jiCNsFEIUYKMAGwbYsEZUr1KvVIjzHUR950AmD3GEu/NRzAtb\nMEEVC0S14mRLxCM5+S5SK84mtfJsvJ61J9yEyRiD19mL19lLVB4h2PMUwf7niYb3EA3vwWTaku/f\nqvXHbVZkHA+vew1e9xri8jDhwA6i0X1Ew7uJhvfg9qwhtfLcyXr9iZAeO5ZqHFKOasRemqKXphxW\naKuO48+2vMWYZBMiL50E8tp4MpNeGkj6n6dyTZs9t9ZSr0VUqsHkndaJfsbnSzJT7jM+ViNqLDjN\n5RXORUQWm5YoZZGlxdpkI5S4Vibvlomtoep1kslO/xJ7MlO+C1saAgzO8rMmd5kMg4jxsRql8TL5\n8gtkwiEAapk+zPJzyebTeCaktv0hwv3PA+C0LSez/nIcP0fluR9R2/7zJPgCqVXrSZ99GXFljNq2\nh6i99Dg21wmb3gpnXAATNwNxBMN7YfBFzNCLUC1CrYStjoOfhXx38tbVC6vPTT4+0thB2P007HkK\nBnYl5SxeBsdP43jpJMx6fqMkJYtJZZP69Gx7MuOd68AtLDtqlrseRxTjgLCRAk0Ebg0K6RR+2sPG\nEbZWIq6MEVfHk9KS4hDR2EGisQOHSzwAXA+/93wy5/wKbtvR219P+3cb1AgOPE99zzPY6ljjPClS\nq87FP+NVOOnctM+NayXCgy8QDe8+/LzVG3G7+qd85aQa1ShFAbHrgbVkKmMU0m2zmvU/+mRx0mIx\nqCR/9tKQ7TzlxaFBEFGpBMRR8ndxOmfJpxNFyUJQayGd8chmNbsorUelLLKUKZjLaWOtJagnYQUb\n0+aM4xhL7LedsFbY2ph4cCe2MgLGSUJ5pp1aNWRsrEq5FOBGJToqz+HZKta4eL0X4PckJRzR2AEq\nW3+YBGbjkl53EV7fKwn3P0f5yfuSzwP+GZtJr72I2u4nqT77I+LKKNZLwwVvgQ2/msyCW4tTGsYd\negnn4Hbs2AFsHDJRNGzcFCadxzSCtfHSGNfDGkPs+UR+jqjQTdzVe/TW8bUS7N0K+56H/c9jKnPY\nma5tBebcX8H2X4AtJOHfWEvOSRFXIqIgGVsm65HJTB/EbBwTjewhOPACwcFtSR14Q6rvfLLrL8dt\nWzarIVkbEw7tItj91OGZecfF77sAf83m42bQjxRXxwn2Pk1cTG6w3I7VpPovmLJdorWWYr1ExUnq\n8p2gRlu9gj/b7i1HCipJX31s0i0o15X8nc9RFMVUKgFhMLEYzZDNpvBSzqKYoQ6CaLJsLF9I9gQQ\naSXHLv4ECMMwKZdz3aM2F4KjNxjSxkKy2LVEMP/dP3v7jMfc+Prf59Jfu+o0jEZORhTGlMsBURQD\nloJbxiNI6n1z3dOWDlgbEw9sT2ZfjYu74hXU4jQjw1VqtaTFoh8M0VH9JYY42Qhn7UWTvcfre56m\n9sIWwOIUeshs+HWcdJ7SY/cS7HkaALezF855E7UDO7Fb/xkTJLtQRr2b4bJ34WRyyYz981vgoW9A\nIzDOmePiFpbhtq/AaV+BWbUeu+Isoo4VxMcE1bhWh0oFP66RiiqYWhEbVLG1MnG9TOymiNI5bL4L\nVp59OEDWyrD1h/DsT0h19eL3X4BZcR619AqMMWQyHplZzpJGpUNUX9hC/cVHk1ll45Db/Bukz7xw\nTl92VByivvNhwqEXATB+luz5b8JtXzntc6y1yU3CnqcgjjB+Dv+sS6fdfbUehYyHFSLXAxtTGD1A\ntqMXM02nmOkHG0L5ENio0RO9Z9bhfL42g5oP1UpAtRomnVraM1oMKi3l2A2G4PAmQxMz6EfSbLq0\nkpaoMZfWNdH+sNLo12wM5P0ILwwA0ygZmEUodzxMz1kMjRlKxaTlnuMYOjhAqvoCAG5nXzKz6rjY\nOKb2wn8e3lSo/wLS6y4hLo8w9uP/STw+gHVSlFf+CqNmOR3/eRfp0osYoJ7rp7LhHbSdexbGdbEH\nthE/8FUY2EHsZgi7NhJleojSXcTpTqyTmpwxd01Mzg/IOjWcsERcOkRcHCIqDiVlI2MHkpIRgGd+\ncPiL7VyNOfNCTP8F0LsRJ52BtD+5kHOGbzKpegX30B7Y/RTR0C5CGxEO7iAc3AH8M07bcuh9NZW1\nr8dxu/H9mcOmm+8mv/k3yJ77eirPPkB912OUH7sXWy+TOed1Mz5/8jyFHrKvfDPR2AGqLzxEPH6Q\n8mP/QmbD5aRWvGLK5xhj8Lr6cXJd1F98BFsdo779oWnDue96dDsFxoMKVceh2LEKhncnC0OPLSE6\n4WA9yPck4TwOoTKchPMTBOuJOvJq9XCLT993yWRTizbwpjMeQRgThTGVcp18YRaLZ0UWiWM3GILD\nmwxNLAY9khaGSitpiRlzaU3WWsqlgCA4ol9zxsGUBgGbhPLU1DOgR9WUOy5B+zqGRmKiyIKBjo4M\nufpeogPPAuCtPBdvxdkYY5L642d/SHhwGxiXzPr/QmrlOdTHhig++LeYoESQ6mRg+RuxcUzPtr9L\nWiam8tgNV+H0b8B2FsBxiZ/+Pubn95BZ/6tk1l0M+eVUX3yUYO9W6vu2Eg5sg3oFG4cYLNZ4xJlu\nbLYL8itIrzyLjrUbSK86B7d9BXHpUKOe+yBRcZBofIBofDAJ7qVD2KCazNAuPwvTswa6+jBdvZBP\nyiqMl8b4GTzXJ+Xn8IxLyji4x9ZgBzXq+7ZS3/0ktZeemCzXwc/jXfBOOs67bM4v51a3/5yR7T9j\ntO98olXnEpqkNMM1BgcHz3FIOx4Z1yPjePiOi+8c038+jqm98FOCfc+CMeRfe+2MO6vaMKC242fY\nyihOvhv/rEunnYG21lKM6lSIwVoKw3vIZDtw2lbM6WsljqA0lMyc+7mkY8sUwjC56YwWUR35bMVx\nzNho0otfJS3SSjRjLktZSwTzcHjvjMe4HavmXlMq88ZaS3G8NhlYcvkUvu9BeRjCamOBXde0M5Hx\n+EHi4d1gDNX8OoZGk/P4aZdly/KY4l6C3U8AkOrfjNfdP/nc6gtbkhIIN0XugitxO1YyMjhM/Wdf\nJxWOUU2vYmjVW2jPxmQf+xJUx/CWn0XHFTcQlA4xki1g/Cz28e+R9/PkN74BbMzwf/wNxYe/ffQC\nyaMYTtTk0KSy+L0byZ13Bbnz34hb6Dnue2brFaLiIHHxEFFxkPLAPqoDu3BGdmLKB4863m1fQdvr\n3092htlrG0cE+56j/OS/ERxIFr+m1l1Gx3+5fk4lFrvLoxyojs+5Y8lEQE8Zl5TjJGFyMAx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zrxuseTCbKxSNKpUR9PM+RlKTG36S56JUki6XZCVBJT0FsoBCI//qaWzEVRQqcdDpoNDbjt+ZmP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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12859e510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kde_rug_hist_plot(bar_with_fire,sav_with_fire,for_with_fire,data_with_fire,3,5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
