{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "# Expanding the measurement of culture with a sample of two billion humans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "## Replication Data and Code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Robustness Analysis\n",
    "## Analysis by Facebook Categories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Setup and Pre-requisites"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "Let's start by importing the required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "#%pylab --no-import-all\n",
    "%matplotlib inline\n",
    "\n",
    "import sys, os, time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "pd.set_option('display.width', 160)\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import matplotlib.patches as mpatches\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "from statsmodels.iolib.summary2 import summary_col\n",
    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
    "from scipy.stats import zscore\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "from scipy import spatial, stats\n",
    "from scipy.stats import zscore\n",
    "import MantelTest.MantelTest as MantelTest\n",
    "import re\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Let's setup our paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pathfb = './data/'\n",
    "pathfbor = './data/OriginalData/'\n",
    "pathregs = pathfb + 'Regs/'\n",
    "pathsamples = pathfb + '/DemographicData/'  \n",
    "\n",
    "pathout = pathregs + 'Categories/'\n",
    "if os.path.exists(pathout) == False:\n",
    "    os.mkdir(pathout)\n",
    "pathshare = pathout\n",
    "if os.path.exists(pathfbor) == False:\n",
    "    os.mkdir(pathfbor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Import Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge all the category distances and compare them to original FB and other measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BusinessIndustry',\n",
       " 'Education',\n",
       " 'Empty',\n",
       " 'FamilyRelationships',\n",
       " 'FitnessWellness',\n",
       " 'FoodDrink',\n",
       " 'HobbiesActivities',\n",
       " 'LifestyleCulture',\n",
       " 'NewsEntertainment',\n",
       " 'NonLocalBus',\n",
       " 'People',\n",
       " 'ShoppingFashion',\n",
       " 'SportsOutdoors',\n",
       " 'Technology',\n",
       " 'TravelPlacesEvents']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mycats = [f[f.find('_')+1:f.find('.')] for f in os.listdir(pathout) if f.endswith('dta')]\n",
    "mycats.sort()\n",
    "mycats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Type of distance measure\n",
    "m = 'Cos'\n",
    "\n",
    "# Load data other distances  \n",
    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
    "\n",
    "for c in mycats:\n",
    "    fbdist2 = pd.read_stata(pathout + 'FB' + m + 'Dist_' + c + '.dta')\n",
    "    cols = fbdist2.columns.tolist()\n",
    "    cols[0] = 'ISO_CODE_1'\n",
    "    fbdist2.columns = cols\n",
    "    fbdist2 = fbdist2.set_index('ISO_CODE_1').stack().copy()\n",
    "    fbdist2 = fbdist2.reset_index()\n",
    "    fbdist2.columns = ['ISO_CODE_1', 'ISO_CODE_2', 'FBDist_'+c]\n",
    "    df = df.merge(fbdist2, on=['ISO_CODE_1', 'ISO_CODE_2'], how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ISO_CODE_1</th>\n",
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       "      <th>CosDist2</th>\n",
       "      <th>CosDist3</th>\n",
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       "      <th>CosDist6</th>\n",
       "      <th>CosDist7</th>\n",
       "      <th>CosDist8</th>\n",
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       "      <th>FBDist_HobbiesActivities</th>\n",
       "      <th>FBDist_LifestyleCulture</th>\n",
       "      <th>FBDist_NewsEntertainment</th>\n",
       "      <th>FBDist_NonLocalBus</th>\n",
       "      <th>FBDist_People</th>\n",
       "      <th>FBDist_ShoppingFashion</th>\n",
       "      <th>FBDist_SportsOutdoors</th>\n",
       "      <th>FBDist_Technology</th>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294734</td>\n",
       "      <td>0.298884</td>\n",
       "      <td>0.272084</td>\n",
       "      <td>0.124117</td>\n",
       "      <td>0.291968</td>\n",
       "      <td>0.832636</td>\n",
       "      <td>0.165568</td>\n",
       "      <td>0.377505</td>\n",
       "      <td>0.117173</td>\n",
       "      <td>0.531510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AD</td>\n",
       "      <td>AG</td>\n",
       "      <td>0.298230</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.251972</td>\n",
       "      <td>0.258350</td>\n",
       "      <td>0.154459</td>\n",
       "      <td>0.099079</td>\n",
       "      <td>0.234904</td>\n",
       "      <td>0.680631</td>\n",
       "      <td>0.143881</td>\n",
       "      <td>0.376967</td>\n",
       "      <td>0.085136</td>\n",
       "      <td>0.504606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AD</td>\n",
       "      <td>AI</td>\n",
       "      <td>0.917672</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  ISO_CODE_1 ISO_CODE_2  CosDist1  CosDist2  CosDist3  CosDist4  CosDist5  CosDist6  CosDist7  CosDist8  ...  FBDist_FoodDrink  FBDist_HobbiesActivities  \\\n",
       "0         AD         AD  0.000000       0.0       0.0       0.0       0.0       0.0       0.0       0.0  ...          0.000000                  0.000000   \n",
       "1         AD         AE  0.649726       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.178210                  0.256747   \n",
       "2         AD         AF  0.027777       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.294734                  0.298884   \n",
       "3         AD         AG  0.298230       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.251972                  0.258350   \n",
       "4         AD         AI  0.917672       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.261493                  0.279948   \n",
       "\n",
       "   FBDist_LifestyleCulture  FBDist_NewsEntertainment  FBDist_NonLocalBus  FBDist_People  FBDist_ShoppingFashion FBDist_SportsOutdoors  FBDist_Technology  \\\n",
       "0                 0.000000                  0.000000            0.000000       0.000000                0.000000              0.000000           0.000000   \n",
       "1                 0.186337                  0.083852            0.245167       0.733101                0.133534              0.283705           0.099948   \n",
       "2                 0.272084                  0.124117            0.291968       0.832636                0.165568              0.377505           0.117173   \n",
       "3                 0.154459                  0.099079            0.234904       0.680631                0.143881              0.376967           0.085136   \n",
       "4                 0.195226                  0.153596            0.263495       0.651478                0.164097              0.371870           0.081088   \n",
       "\n",
       "   FBDist_TravelPlacesEvents  \n",
       "0                   0.000000  \n",
       "1                   0.519951  \n",
       "2                   0.531510  \n",
       "3                   0.504606  \n",
       "4                   0.506484  \n",
       "\n",
       "[5 rows x 69 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all distances\n",
    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
    "\n",
    "# Merge category distances\n",
    "mypairs = mypairs.merge(df[df.columns.difference(mypairs.columns).tolist() + ['ISO_CODE_1', 'ISO_CODE_2']], how='left', on=['ISO_CODE_1', 'ISO_CODE_2'])\n",
    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>FBDist_ShoppingFashion</th>\n",
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       "      <th>4</th>\n",
       "      <td>AD</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.002674</td>\n",
       "      <td>0.998614</td>\n",
       "      <td>0.998062</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999967</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.158682</td>\n",
       "      <td>0.203463</td>\n",
       "      <td>0.211969</td>\n",
       "      <td>0.104971</td>\n",
       "      <td>0.221430</td>\n",
       "      <td>0.672669</td>\n",
       "      <td>0.115245</td>\n",
       "      <td>0.234657</td>\n",
       "      <td>0.088875</td>\n",
       "      <td>0.511526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27490</th>\n",
       "      <td>YT</td>\n",
       "      <td>ZM</td>\n",
       "      <td>0.078120</td>\n",
       "      <td>0.078460</td>\n",
       "      <td>0.078460</td>\n",
       "      <td>0.078427</td>\n",
       "      <td>0.078427</td>\n",
       "      <td>0.078427</td>\n",
       "      <td>0.078427</td>\n",
       "      <td>0.078427</td>\n",
       "      <td>...</td>\n",
       "      <td>0.314180</td>\n",
       "      <td>0.264914</td>\n",
       "      <td>0.104575</td>\n",
       "      <td>0.053099</td>\n",
       "      <td>0.202428</td>\n",
       "      <td>0.674473</td>\n",
       "      <td>0.142165</td>\n",
       "      <td>0.317044</td>\n",
       "      <td>0.112804</td>\n",
       "      <td>0.425856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27491</th>\n",
       "      <td>YT</td>\n",
       "      <td>ZW</td>\n",
       "      <td>0.078103</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>0.078497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.342396</td>\n",
       "      <td>0.293738</td>\n",
       "      <td>0.078400</td>\n",
       "      <td>0.051409</td>\n",
       "      <td>0.185660</td>\n",
       "      <td>0.752413</td>\n",
       "      <td>0.130497</td>\n",
       "      <td>0.398470</td>\n",
       "      <td>0.089990</td>\n",
       "      <td>0.391816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27492</th>\n",
       "      <td>ZA</td>\n",
       "      <td>ZM</td>\n",
       "      <td>0.042589</td>\n",
       "      <td>0.040391</td>\n",
       "      <td>0.040391</td>\n",
       "      <td>0.021715</td>\n",
       "      <td>0.021725</td>\n",
       "      <td>0.021725</td>\n",
       "      <td>0.021725</td>\n",
       "      <td>0.021725</td>\n",
       "      <td>...</td>\n",
       "      <td>0.131968</td>\n",
       "      <td>0.114329</td>\n",
       "      <td>0.076315</td>\n",
       "      <td>0.018861</td>\n",
       "      <td>0.104667</td>\n",
       "      <td>0.293089</td>\n",
       "      <td>0.065884</td>\n",
       "      <td>0.149984</td>\n",
       "      <td>0.051544</td>\n",
       "      <td>0.296675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27493</th>\n",
       "      <td>ZA</td>\n",
       "      <td>ZW</td>\n",
       "      <td>0.042107</td>\n",
       "      <td>0.039633</td>\n",
       "      <td>0.039633</td>\n",
       "      <td>0.021641</td>\n",
       "      <td>0.021641</td>\n",
       "      <td>0.021641</td>\n",
       "      <td>0.021641</td>\n",
       "      <td>0.021641</td>\n",
       "      <td>...</td>\n",
       "      <td>0.115236</td>\n",
       "      <td>0.112350</td>\n",
       "      <td>0.056001</td>\n",
       "      <td>0.023694</td>\n",
       "      <td>0.100517</td>\n",
       "      <td>0.430028</td>\n",
       "      <td>0.076627</td>\n",
       "      <td>0.208669</td>\n",
       "      <td>0.043190</td>\n",
       "      <td>0.263977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27494</th>\n",
       "      <td>ZM</td>\n",
       "      <td>ZW</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.141001</td>\n",
       "      <td>0.092225</td>\n",
       "      <td>0.048161</td>\n",
       "      <td>0.022689</td>\n",
       "      <td>0.085157</td>\n",
       "      <td>0.248501</td>\n",
       "      <td>0.055595</td>\n",
       "      <td>0.109604</td>\n",
       "      <td>0.023119</td>\n",
       "      <td>0.239920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27495 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ISO_CODE_1 ISO_CODE_2  CosDist1  CosDist2  CosDist3  CosDist4  CosDist5  CosDist6  CosDist7  CosDist8  ...  FBDist_FoodDrink  FBDist_HobbiesActivities  \\\n",
       "0             AD         AE  0.649726  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.178210                  0.256747   \n",
       "1             AD         AF  0.027777  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.294734                  0.298884   \n",
       "2             AD         AG  0.298230  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.251972                  0.258350   \n",
       "3             AD         AI  0.917672  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.261493                  0.279948   \n",
       "4             AD         AL  0.002674  0.998614  0.998062  1.000000  0.999967  1.000000  1.000000  1.000000  ...          0.158682                  0.203463   \n",
       "...          ...        ...       ...       ...       ...       ...       ...       ...       ...       ...  ...               ...                       ...   \n",
       "27490         YT         ZM  0.078120  0.078460  0.078460  0.078427  0.078427  0.078427  0.078427  0.078427  ...          0.314180                  0.264914   \n",
       "27491         YT         ZW  0.078103  0.078497  0.078497  0.078497  0.078497  0.078497  0.078497  0.078497  ...          0.342396                  0.293738   \n",
       "27492         ZA         ZM  0.042589  0.040391  0.040391  0.021715  0.021725  0.021725  0.021725  0.021725  ...          0.131968                  0.114329   \n",
       "27493         ZA         ZW  0.042107  0.039633  0.039633  0.021641  0.021641  0.021641  0.021641  0.021641  ...          0.115236                  0.112350   \n",
       "27494         ZM         ZW  0.000001  0.000004  0.000004  0.000028  0.000028  0.000028  0.000028  0.000028  ...          0.141001                  0.092225   \n",
       "\n",
       "       FBDist_LifestyleCulture  FBDist_NewsEntertainment  FBDist_NonLocalBus  FBDist_People  FBDist_ShoppingFashion FBDist_SportsOutdoors  FBDist_Technology  \\\n",
       "0                     0.186337                  0.083852            0.245167       0.733101                0.133534              0.283705           0.099948   \n",
       "1                     0.272084                  0.124117            0.291968       0.832636                0.165568              0.377505           0.117173   \n",
       "2                     0.154459                  0.099079            0.234904       0.680631                0.143881              0.376967           0.085136   \n",
       "3                     0.195226                  0.153596            0.263495       0.651478                0.164097              0.371870           0.081088   \n",
       "4                     0.211969                  0.104971            0.221430       0.672669                0.115245              0.234657           0.088875   \n",
       "...                        ...                       ...                 ...            ...                     ...                   ...                ...   \n",
       "27490                 0.104575                  0.053099            0.202428       0.674473                0.142165              0.317044           0.112804   \n",
       "27491                 0.078400                  0.051409            0.185660       0.752413                0.130497              0.398470           0.089990   \n",
       "27492                 0.076315                  0.018861            0.104667       0.293089                0.065884              0.149984           0.051544   \n",
       "27493                 0.056001                  0.023694            0.100517       0.430028                0.076627              0.208669           0.043190   \n",
       "27494                 0.048161                  0.022689            0.085157       0.248501                0.055595              0.109604           0.023119   \n",
       "\n",
       "       FBDist_TravelPlacesEvents  \n",
       "0                       0.519951  \n",
       "1                       0.531510  \n",
       "2                       0.504606  \n",
       "3                       0.506484  \n",
       "4                       0.511526  \n",
       "...                          ...  \n",
       "27490                   0.425856  \n",
       "27491                   0.391816  \n",
       "27492                   0.296675  \n",
       "27493                   0.263977  \n",
       "27494                   0.239920  \n",
       "\n",
       "[27495 rows x 61 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mypairs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Correlations Between Facebook Distances and Other Distances\n",
    "## Graphical Analysis\n",
    "\n",
    "Let's plot the correlation between all measures and our FB measure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Pairwise correlations full sample\n",
    "\n",
    "#### Pearson Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# All correlations\n",
    "cols = ['Dist1', 'Dist2']\n",
    "corrs = mypairs.corr().copy()\n",
    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
    "corrs = corrs.stack()\n",
    "spear_corrs = spear_corrs.stack()\n",
    "corrs = corrs.reset_index()\n",
    "spear_corrs = spear_corrs.reset_index()\n",
    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
    "FBcorr.reset_index(inplace=True, drop=True)\n",
    "FBspcorr.reset_index(inplace=True, drop=True)\n",
    "FBcorr.sort_values('Corr', inplace=True)\n",
    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
    "FBcorr.reset_index(inplace=True, drop=True)\n",
    "FBspcorr.reset_index(inplace=True, drop=True)\n",
    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15,10))\n",
    "FBcorr.loc[FBcorr.Dist2.apply(lambda x: x.startswith('FBDist'))].plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
    "ax.set_title('Pearson Correlation with main FB Distance')\n",
    "ax.legend_.remove()\n",
    "#plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Pairwise Common Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
    "mypairs_com.reset_index(inplace=True, drop=True)\n",
    "corrs_com = mypairs_com.corr().copy()\n",
    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
    "corrs_com = corrs_com.stack()\n",
    "spear_corrs_com = spear_corrs_com.stack()\n",
    "corrs_com = corrs_com.reset_index()\n",
    "spear_corrs_com = spear_corrs_com.reset_index()\n",
    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
    "FBcorr_com.sort_values('Corr', inplace=True)\n",
    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
    "fig, ax = plt.subplots(figsize=(15,10))\n",
    "FBcorr_com.loc[FBcorr_com.Dist2.apply(lambda x: x.startswith('FBDist'))].plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
    "ax.set_title('Pearson Correlation with Main FB Distance')\n",
    "ax.legend_.remove()\n",
    "#plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare data for plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Remove if Dist1==Dist2\n",
    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
    "\n",
    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
    "mean_corrs = mean_corrs.reset_index()\n",
    "mean_spcorrs = mean_spcorrs.reset_index()\n",
    "mean_corrs['Dist2'] = 'Average'\n",
    "mean_spcorrs['Dist2'] = 'Average'\n",
    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
    "\n",
    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
    "\n",
    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
    "mean_corrs_com = mean_corrs_com.reset_index()\n",
    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
    "mean_corrs_com['Dist2'] = 'Average'\n",
    "mean_spcorrs_com['Dist2'] = 'Average'\n",
    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
    "\n",
    "# Remove FB from average\n",
    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
    "\n",
    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
    "\n",
    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
    "\n",
    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
    "\n",
    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
    "def assign_type(x):\n",
    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
    "    '''\n",
    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
    "        y = 'Linguistic'\n",
    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
    "        y = 'Cultural'\n",
    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
    "        y = 'Genetic'\n",
    "    elif x.find('reldist')!=-1:\n",
    "        y = 'Religious'\n",
    "    elif x in geocols:\n",
    "        y = 'Geographical'\n",
    "    elif x=='FBDist':\n",
    "        y = 'Facebook'\n",
    "    elif x=='FBDist_old':\n",
    "        y = 'FB_old'\n",
    "    elif x.startswith('FBDist_'):\n",
    "        y = 'FB Category'\n",
    "    return y\n",
    "\n",
    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
    "\n",
    "FBcorr3 = FBcorr.copy()\n",
    "FBspcorr3 = FBspcorr.copy()\n",
    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
    "\n",
    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
    "corrs3 = corrs3.loc[corrs3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
    "\n",
    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
    "meancorrs_types.reset_index(inplace=True)\n",
    "meanspcorrs_types.reset_index(inplace=True)\n",
    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='Facebook'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='Facebook'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
    "\n",
    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
    "\n",
    "FBcorr_com3 = FBcorr_com.copy()\n",
    "FBspcorr_com3 = FBspcorr_com.copy()\n",
    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
    "\n",
    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
    "\n",
    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
    "meancorrs_com_types.reset_index(inplace=True)\n",
    "meanspcorrs_com_types.reset_index(inplace=True)\n",
    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='Facebook'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='Facebook'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
    "\n",
    "# Merge Correlations\n",
    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
    "\n",
    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
    "\n",
    "# Set seed for replication\n",
    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
    "    '''Compute Mantel test between Distance 1 and 2'''\n",
    "    np.random.seed(seed)\n",
    "    if common==False:\n",
    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
    "    else:\n",
    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
    "    mydist = mydist.dropna().reset_index(drop=True)\n",
    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
    "    mydist = mydist.values\n",
    "    np.fill_diagonal(mydist, 0)\n",
    "    mydist = (mydist + mydist.T)/2\n",
    "    otherdist = otherdist.values\n",
    "    np.fill_diagonal(otherdist, 0)\n",
    "    otherdist = (otherdist + otherdist.T)/2\n",
    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
    "    return mymantel\n",
    "\n",
    "# FB and FBCats\n",
    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
    "corrs3m = corrs3.copy()\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType=='FB Category']\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='Facebook']\n",
    "corrs3m.reset_index(inplace=True, drop=True)\n",
    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Correlation between Main Facebook Measure and Category-based Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(30,20))\n",
    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"Dist2\", data=corrs3m.loc[corrs3m.DistType_1=='Facebook'], palette='PuBuGn_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='Facebook', 'myerr'].max())\n",
    "ax.set_title('Pearson Correlations', fontsize=36)\n",
    "ax.set_ylabel('Correlation', fontsize=36)\n",
    "ax.set_xlabel('Distance Types', fontsize=36)\n",
    "ax.legend(loc='lower right', prop={'size': 25})\n",
    "#plt.savefig(pathout+'CorrsFBCats.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Correlation between Facebook Category-based Distance and Other Distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# FB Cats and WVS\n",
    "# Full Sample\n",
    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
    "corrs3m = corrs3.copy()\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='FB Category']\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType!='Facebook']\n",
    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
    "corrs3m.reset_index(inplace=True, drop=True)\n",
    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
    "corrs3m = corrs3m.sort_values(['DistType', 'mycorr', 'Dist1', ]).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "SMALL_SIZE = 24\n",
    "MEDIUM_SIZE = 28\n",
    "BIGGER_SIZE = 32\n",
    "\n",
    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "name_dict = {'BusinessIndustry':'H',\n",
    " 'Education':'K',\n",
    " 'Empty':'D',\n",
    " 'FamilyRelationships':'N',\n",
    " 'FitnessWellness':'M',\n",
    " 'FoodDrink':'I',\n",
    " 'HobbiesActivities':'E',\n",
    " 'LifestyleCulture':'B',\n",
    " 'NewsEntertainment':'F',\n",
    " 'NonLocalBus':'O',\n",
    " 'People':'A',\n",
    " 'ShoppingFashion':'G',\n",
    " 'SportsOutdoors':'J',\n",
    " 'Technology':'L',\n",
    " 'TravelPlacesEvents':'C'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uAfqnlO6o5npeZUnC8J8srkXkkoSfA9ullL7IM7YGSSmNANYnN1r7GLlHwrTItnHkboE9AuiXUnphmbqTyX3ePyN3LQvJfSb/JTfvcrOUUm3P9S3UNfwP+Dq578Nz5P540YHcZ/w2cA255HO5n00N7S0gN9+6YvS3PGvraeCAbKXr2vwQuBj4gNxtun2zrU6rBGfXsxVwPkvmYJO9vgDYMqX0n7q0VUfvkft9up7cvOFp5D6/GcDfyd2qv2NKaUZNDUjS6ioKuHieJEmSJEmrjCO0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkouRzaItAt27dUllZWWOHIUmSJEmN4vXXX/8ypdR92eMmtEWgrKyM0aNHN3YYkiRJktQoImJ8dce95ViSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFqUVjByBJkiStyKJFi5gyZQrTp09n0aJFjR2OpHpq3rw5bdu2pUOHDpSWlhIRBWnXhFaSJEmrtfLycj755BNKSkpYd911adWqVcH+MSxp5UspsXjxYmbNmsWXX37J3LlzWWuttQrye+wtx5IkSVqtTZ06lRYtWtCrVy9KSkpMZqUiExG0aNGCTp060bdvX2bPns3MmTML0rYJrSRJklZrs2bNolOnTiay0hqgefPmdOnShRkzZhSkPRNaSZIkrdbmzZtH27ZtGzsMSQXSvn175syZU5C2TGglSZK0WisvL6dZM//ZKq0pmjdvzuLFiwvSlv9lkCRJ0mrP242lNUchf59NaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJUsGVlZUREYwaNaqxQ1kpIoKIYNy4cY0dSpNmQitJkiQ1AXPmzOG6667jgAMOYN1116Vt27a0a9eO9dZbj0MOOYQ777yTuXPnrvQ4xo0bx7nnnsuVV1650vvSmq9FYwcgSZIk5Wurg45q7BDy8tZf71ip7T/88MMMGzaMiRMnVh5r164dzZo1Y9y4cYwbN44HHniAM888kzvuuIPdd999pcUybtw4zjvvPPr27cspp5yy0vpR0+AIrSRJkrQGu/XWWznwwAOZOHEi/fr144477uDLL79k1qxZzJgxg2nTpnH//fczcOBAPv/8c1544YXGDlmqM0doJUmSpDXU22+/zQ9/+EPKy8vZd999uf/++2nTps1SZTp27MjBBx/MwQcfzL333ssnn3zSSNFK9ecIrSRJkrSGOuecc5g/fz59+vRh+PDhyyWzyzr00EM57bTTABg1ahQRQVlZWY3lb731ViKCgQMH1imesrIydtttNwDGjx9fubBSxXbrrbdWll3Rokvjxo2rLLOsgQMHVrY3bdo0zjzzTDbeeGPatm1Lp06dKstNmTKF2267jYMPPpiNN96Y0tJS2rVrx6abbsppp53G559/XqfrUuNxhFaSJElaA3322Wc8+uijAJx00kl07NixTvWqSxALpXv37syYMYOpU6fSrFkzunfvvtT5FSXc9TV58mS22WYbPvzwQ0pKSmjVqtVS5y+66CIuv/zyyvcdOnRg7ty5vPfee7z33nvceeedPPPMM2y55ZYFjUuF4witJEmStAYaNWoUKSUAvv3tbzdyNDmvvfYaDz74IADrrLMOEydOXGo77LDDCtrf+eefz8KFC3n88ceZM2cOM2bMYPTo0ZXn+/Tpwy9+8QveeOMNZs6cyfTp05k/fz6jR49mr732YvLkyRxxxBGVn6NWP47QSpIkSWug9957D4CSkhL69evXyNE0jvnz5/PYY4+x+eabVx7bcMMNK1+feuqpy9Vp3rw522yzDSNHjqR///6MGTOGF154gV133XWVxKz6cYRWkiRJWgN99dVXAHTu3Hml3ka8Ottnn32WSmbro6SkhEGDBgHw0ksvFTIsFZAjtJIkSZLWSDvssMMKy7z//vtce+21vPDCC4wbN45Zs2Ytd4uxi0OtvkxoJUmSpDVQ165dAZg6dSoppSY5SrvsolPL+stf/sL3v/99Fi5cCECzZs3o2LEjJSUlAMyaNYvZs2cze/bslR6rGsZbjiVJkqQ10CabbALk5pF+8MEHjRxN42jevHmN5yZPnszxxx/PwoULOeywwxg9ejTz5s1j6tSplYtUVcyxdVGo1VeTT2gjomdEXBURYyNiXkRMioiHI2KPArS9fkRcERHvRcSsiJievb45IpxVLkmSpJVm1113rRyVfeihh+pdv0WL3M2c8+bNq7HM9OnTGxZcHVQkozX1n2/fjz/+OLNmzWLTTTdl+PDhbLPNNrRs2XKpMpMmTcqrD618TTqhjYgtgXeAk4D1gflAN2B/4OmI+EUebR+TtX0KsHF2uGX2+mjgqAYHLkmSJK3A2muvzb777gvANddcw4wZM+pUr2I0slOnTgB88cUXLFiwoNqyr732Wr3jatas2VL91KSi/08//bRgfVdV0e6WW25ZGVNVKSX+9re/5dWHVr4mm9BGRBvgIaAr8CaweUqpI9AZuBwI4OKI2LMBbX8XuAloA1wLbJBSap9Sagv0JJfMvlyQC5EkSZJqcOGFF1JSUsKnn37KEUccUetoK8C9997L73//ewA22mgjSkpKSCnx8MMPL1f2f//7Hw888EC9Y+rQoQOw4hHWLbbYAoCRI0cud27+/PlceeWV9e67qo4dOwLwzjvvVJtc/+lPf2Ls2LF59aGVr8kmtMAJQF9gFnBASmkMQEppRkrpdGBEVu7i+jQaEWsBfySXEJ+dUvppSunDivMppUkppTtTSjcX4BokSZKkGm299db84Q9/ICJ49NFH+frXv86dd97JlClTKstMnz6dBx98kN12243DDjuMmTNnAtCqVSsGDx4M5J7X+ve//53y8nLKy8t56qmnGDRoEG3atKl3TF/72tdo2bIl06dPrzUhPvTQQ4FcYnnLLbcwf/58AMaMGcO+++6b98rD3/rWt4gI3nnnHU466SSmTZsGwIwZM7j00kv58Y9/XLmwllZfTTmhPTLbD08pfVbN+Uuzff+I2Lia8zX5EblR3g+A/8sjPkmSJClvxx57LA8++CBrrbUW77//PkcddRRdu3altLSUDh060KlTJw4++GBGjRpF37592X333SvrXnzxxXTt2pVPPvmEnXfemdLSUtq1a8dee+1Fp06dOPfcc+sdT7t27Tj88MMBOOSQQ+jUqRNlZWWUlZVx//33V5Y77rjj2G677Zg/fz7HHHMM7du3p2PHjmy++eb861//4pZbbsnrc+nXrx+nnHIKANdeey2dO3emS5cudOnShTPOOIM99tiDH/7wh3n1oZWvSSa0EVEKbJO9fbKGYv8EKu6D2L2GMtWpSJRvTymVNyA8SZIkqaAOPPBAPvzwQ/7whz+w7777svbaa7No0SIWLVpEWVkZhxxyCMOHD+eDDz5gl112qay3/vrr88orr3D44YfTvXt3Fi9ezNprr80555zDSy+9VHn7cH1df/31nHXWWfTr14/58+czfvx4xo8fz6xZsyrLtGzZkqeffpqf//znlJWV0axZM9q1a8fQoUN5/fXX2WqrrfL+XH7/+99z44038vWvf52SkhIWLVrE1ltvzZVXXsmjjz5auTCWVl/RFJegjohvAK9kbzdOKVW7jnlEvAJ8A/hDSukndWi3K/Bl9nZXcs/5PTNrowQYR27e7mUppS+ra6M6AwYMSKNHj65rcUmSpDXKe++9V/kIGklrhvr+XkfE6ymlAcseb5IjtECvKq9ru/m+4lyvWspU9bUqr/cEnsn2FQ/A2oRcgvuviPC/ypIkSZKUh6aa0Lar8npuLeXmZPv2dWy3U5XXZwNjgO1SSh2yNvYFvgD6AA9ERI33METEsIgYHRGjJ0+eXMfuJUmSJKnpaKoJbaykdqt+nouBg1JKrwKklMpTSo8Dx2TnNwEOqqmhlNKNKaUBKaUB3bt3X0nhSpIkSVLxaqoJ7awqr2tba7xtNeXr2u6jKaX/LVsgpfQo8J/s7bfq2K4kSZIkaRlNNaGtOm+2dy3lKs5NaEC71S40tcy5derYriRJkiRpGU01oX0fqFjeebPqCkREM6Bf9vbdOrb7IUvm5NZl+eimt8S0JEmSJBVIk0xoU0ozgYrn4Ayqodh2QMfs9bN1bLccGJW93biWohWJ8vi6tCtJkiRJWl6TTGgzw7P9kRFR3WN5Ts/2r9f0nNoa3JHt94uIDZc9GRH7ARtlbx+rR7uSJEmSpCqackJ7A7kR0lLgkYjYFCAiSiPid8CQrNzZVStFRFlEpGwbWk279wCvAy2Av0bEtlm9ZhGxN/DnrNyrwKMFviZJkiRJajJqfA7qmi6lNDciBpO7nbg/MCYiZpB7XmwzcvNbz04pPVXPdssj4kDgeWBz4NWImAk0Z8mqyR8Ah6SUnEMrSZIkSQ3UlEdoSSm9RS7pvJrcgk4lwFfkRk4HpZQuaWC7nwJbAecB75BLZhPwJnAOMCCl9EneFyBJkiRJTViTHaGtkFKaCJycbXUpPw6IOpSbBZybbZIkSZKkAmvSI7SSJEmSpOJlQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkpqkiCAiGDduXGOHogZq8qscS5IkSU3BvHnzuOOOO3jiiSd44403mDx5MgsXLqRz585suumm7LjjjnznO99hyy23bOxQ8zZq1ChGjRrF1ltvzYEHHtjY4WglMqGVJElS0dv05IsaO4S8vHvV2Su1/YcffpgTTjiBCRMmVB5r3bo17dq1Y/LkyTz33HM899xzXHjhhQwaNIjhw4fTrVu3lRrTyjRq1CjOO+88fvCDH9Sa0Pbr1w+Ali1brqLIVGjecixJkiStwf785z9z4IEHMmHCBPr168fNN9/M559/zty5c5kyZQoLFizg9ddf54ILLqB37948/fTTfPrpp40d9irx/vvv8/7779OnT5/GDkUN5AitJEmStIZ64403OPHEEykvL2fw4MH85S9/oXXr1kuVad68Of3796d///6cccYZXHDBBY5Yqmg4QitJkiStoX75y1+yYMEC+vbty5133rlcMrusVq1accEFF7DZZpstd668vJw77riDQYMG0b17d1q1akXv3r057LDDeOWVV6pt79xzzyUiGDp0KAC33XYb2223HaWlpXTo0IHddtuNp59+utaYFixYwLXXXsvOO+9Mly5dKCkpoW/fvhxzzDG89957S5UdN24cEcF5551X2V/Fwk/VLQC1okWhZs+ezWWXXcY3v/lNunTpQuvWrVl//fX59re/zV133cXChQtrjV0rnyO0kiRJ0hrok08+4fHHHwfg5JNPpn379g1ua+bMmQwZMoRnnnkGyCWCpaWlTJgwgXvvvZf777+fq666ip/85Cc1tnHcccfx5z//mebNm9OuXTtmzJjBqFGjeOGFF7j33ns5+OCDl6szYcIE9tlnH9566y0AmjVrRrt27fj444+55ZZbuPvuu7nrrrsYMmQIkBtt7tGjB7NmzWL27Nm0bt2ajh07LtVm8+bN63TN7777Lvvtt19lstuiRQvat2/PRx99xEcffcTDDz/MjjvuSFlZWZ3a08rhCK0kSZK0Bnr++ecrX++33355tfX973+fZ555hi233JJHH32U2bNnM336dKZOncpFF11EixYtOPnkk3nppZeqrT9y5EjuuusurrvuOmbMmMH06dP58MMP2WWXXSgvL+enP/0pixYtWqrOwoULGTx4MG+99Ra77LILL7zwAnPnzmXGjBlMnDiRn/3sZ8ybN4+jjjqKsWPHArDOOuswceJETj/9dAAOO+wwJk6cuNS2zjrrrPB6p0yZwt577824ceNYb731GDFiBLNnz2bq1KnMmDGDF198kaOPPpoWLRwfbGz+BCRJkqQ1UMXtuK1bt+ZrX/tag9t55plnGDFiBGVlZTz33HN06dKl8lynTp0466yzaN68OWeeeSYXX3wxjzzyyHJtTJs2jTvvvJMjjzyy8th6663HX/7yF8rKypgwYQIvv/wyu+yyS+X52267jddee41tt92Wp556ipKSkspzPXr04LLLLmPOnDlcd911XHHFFVx77bUNvsZlXXLJJXzyySd069aNF198calFo0pLS9lpp53YaaedCtafGs4RWkmSJGkNNGXKFCCXdEZEtWV++9vf0rNnz+W2k08+ubLMbbfdBsDQoUOXSmarOuKIIwB47rnnWLx48XLn11133coyVfXq1YtvfOMbALzzzjtLnavo98c//vFSyWx1/a5oHm593XHHHQCcfvrproC8mnOEVpIkSWqiZs6cyaRJk5Y7Pn369MrXL7/8MgBXXHEF1113Xa3tzZkzh6+++oq11lprqeMDBgyoMamuSBinTp1aeWzRokW8+uqrAJx22mmceeaZ1datSJ4/+eSTWuOqj3HjxjFx4kQA9t1334K1q5XDhFaSJElaA1WMpk6bNo2UUrUJ5SWXXMIll1xS+f573/sed91111JlJkyYAOSS3KqJbk3mzJmz3LHS0tIay1esvFx1xeCK5+NWvF6RuXPnrrBMXVVN8Nddd92CtauVw1uOJUmSpDXQJptsAsC8efP473//2+B2ysvLgdzCTimlFW6FWPW3ok+At956q079Fkoh29LKZ0IrSZIkrYF23XXXytePPvpog9vp0aMHkHuMzarStWvXysfrrMp+AXr27Fn5evz48au0b9WfCa0kSZK0BlpnnXXYZ599ALjqqquYNWtWg9rZYYcdAHjggQcKFtuKtGzZkgEDBgDw4IMP1rt+s2a5NKcho61lZWWVSe1jjz1W7/patUxoJUmSpDXUhRdeSKtWrRg/fjzf+973mDdvXr3bGDp0KACjR4/m9ttvr7Vs1YWd8lXR7wMPPMBzzz1Xr347dOgA5OYPN8RRRx0FwOWXX85nn33WoDa0apjQSpIkSWuo/v3788c//pFmzZoxcuRItt56a26++ebKhZ4gN4o5duxYLr30Up588snl2th7770ZMmQIAMcccwy/+c1vlqo/depURo4cyeDBgznttNMKFvuxxx7L9ttvT3l5Ofvvvz9XXXXVUgtEffHFF9x9990MHDiQq666aqm6m222GQB///vfGzR/+Mwzz6RPnz58+eWX7Lzzzjz00EOVi1TNmjWLUaNG8d3vfpdPP/00jytUIbjKsSRJkrQGO/bYY1lrrbUYNmwYH3zwAcceeyyQW124ffv2zJw5k/nz51eW32effTjrrLOWauP222+nvLycESNGcP7553P++efTsWNHUkrMmDGjslzFqGohtGzZkpEjRzJkyBBeeuklTjnlFE499VQ6derEwoULl7qFerfddluq7sCBA9lggw0YO3Ys/fr1o1u3brRt2xbIJblrr712rX137dqVxx9/nH333ZePPvqIwYMH07JlS9q1a7fUqG/VFaLVOExoJUmSpDXcAQccwIcffsidd97J448/zhtvvMHkyZOZMWMGXbp0oV+/fuy4444ceeSRbLrppsvVb9euHX/961959NFHufnmm3nllVeYPHkyzZo1Y8MNN+Qb3/gGQ4YMKfhzW9daay2ef/557rnnHu666y5ef/11pkyZQqtWrdh4443ZcccdOfjgg/nWt761VL2WLVvy7LPP8qtf/YrnnnuOiRMnMnnyZCD3jNu62GKLLRgzZgzXXHMNI0aM4D//+Q/z5s1j/fXXZ8stt+Swww5bYWKslS9clnr1N2DAgDR69OjGDkOSJKlRvPfee5WPoJG0Zqjv73VEvJ5SGrDscefQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEnSKjR06FAignPPPbfedW+99VYigoEDBxY8rvoaOHAgEcGtt97aaDG0aLSeJUmSJK0y8+bN44477uCJJ57gjTfeYPLkySxcuJDOnTuz6aabsuOOO/Kd73yHLbfcsrFDlerMhFaSJElFb6PL/trYIeTlP6cftFLbf/jhhznhhBOYMGFC5bHWrVvTrl07Jk+ezHPPPcdzzz3HhRdeyKBBgxg+fDjdunVbqTGpYTp27Ei/fv1Yd911GzuU1YK3HEuSJElrsD//+c8ceOCBTJgwgX79+nHzzTfz+eefM3fuXKZMmcKCBQt4/fXXueCCC+jduzdPP/00n376aWOHrRocdNBBvP/++9x+++2NHcpqwRFaSZIkaQ31xhtvcOKJJ1JeXs7gwYP5y1/+QuvWrZcq07x5c/r370///v0544wzuOCCC2jZsmUjRSzVjyO0kiRJ0hrql7/8JQsWLKBv377ceeedyyWzy2rVqhUXXHABm2222XLnysvLueOOOxg0aBDdu3enVatW9O7dm8MOO4xXXnml1nbHjh3LCSecwPrrr0/r1q3p3Lkzu+yyCzfddBOLFy+ute5tt93GdtttR7t27ejSpQu77bYbjzzyCABlZWVEBKNGjVqqzrnnnktEMHToUMrLy7n22mv5xje+QadOnYgI/vWvfwGwYMECHn30UY4//ni22morunXrRuvWrenbty9HHnkkr7/+eo1xVe37448/5rjjjmOdddahdevWrLfeepx++ulMnz691msDWLx4MVdeeSVbbbUVbdu2pUuXLuy///6MHj262vJ1WRTqvffe44c//CEbbbQR7dq1o1OnTmyxxRacdNJJy11TPp/B6sARWkmSJGkN9Mknn/D4448DcPLJJ9O+ffsGtzVz5kyGDBnCM888A0BEUFpayoQJE7j33nu5//77ueqqq/jJT36yXN1HHnmE73znO8ybNw/IzQGdPXs2L774Ii+++CL33HMPI0aMoF27dsvVPf7447npppsAaNasGa1ateL5559n1KhRXHnllSuMO6XEkCFDGDlyJM2bN6e0tHSp80899RQHHHBA5fu2bdsSEXz88ccMHz6ce++9l5tvvpmjjjqqxj7+97//ceihhzJ58mTat29PRDBu3Dguv/xyRo4cyQsvvECvXr2qrbto0SL2339/nnjiCVq2bElJSQlTp07l0Ucf5dlnn+Vvf/sbO+ywwwqvs6prrrmGU089tfIPBe3atWPBggW88847vPPOO7z99ttL/QGgEJ9BY3KEVpIkSVoDPf/885Wv99tvv7za+v73v88zzzzDlltuyaOPPsrs2bOZPn06U6dO5aKLLqJFixacfPLJvPTSS0vVGzt2LN/97neZN28eu+66K++//z7Tpk1j5syZ3HDDDZSUlPDMM89w8sknL9fnLbfcUpnMnnXWWUyZMoWpU6cyceJEjj32WH7+858zefLkWuN+8MEHeeKJJ/jjH//IjBkzmDp1KpMmTWL99dcHoH379hx99NE8++yzfPnll8yePZu5c+cyfvx4TjnlFBYtWsSwYcP4+OOPa+zj9NNPp2PHjrz44ovMnDmT2bNnM2LECLp168b//vc/fvCDH9RY9w9/+AOvvvoq99xzD7NmzWLmzJm89dZbbL755sybN6/az6U29913HyeddBKLFy/mkEMO4d1332XWrFnMnj2bzz//nDvvvJNtttlmqTqF+AwakwmtJEmStAZ67733gNxqxl/72tca3M4zzzzDiBEjKCsr47nnnmPfffelTZs2AHTq1ImzzjqLCy64gPLyci6++OKl6l500UXMnj2bDTbYgMcee4x+/foBUFJSwrBhw7j66qsBuPnmm/nf//5XWS+lxPnnnw/kRmkvuugiOnbsCMBaa63FTTfdxKBBg5gzZ06tsc+aNYurr76aH/3oR7Rt27ayfocOHYDcc1Rvvvlmdt99d7p27VpZb9111+WKK67gmGOOYd68edxyyy019jF//nwef/xxdtppJyA3kjx48GDuvfdeAJ5++mn+/ve/V1t32rRpjBw5kkMPPZRWrVoBsOWWW1Y+1/W1115j/PjxtV5jhYULF3LaaacBcPjhh3PfffexySabALkR9V69enHkkUdy+eWXL1WvEJ9BYzKhlSRJktZAU6ZMAaicN1qd3/72t/Ts2XO5rerI4G233QbA0KFD6dKlS7XtHHHEEQA899xzlbe6ppR44IEHADj11FMrE8qqjjvuOPr06UNKifvvv7/y+BtvvMG4ceMAOOOMM6rt88wzz6zx2it07dqVY445ZoXlalJxK+6yI89VHXrooWy44YbLHd9tt9345je/CbDUtVW18847VybCVW2zzTasvfbaAIwZM6ZOsT777LN8+umnNG/enEsvvbROdeqiLp9BY3IOrSRJktREzZw5k0mTJi13vOpiRi+//DIAV1xxBdddd12t7c2ZM4evvvqKtdZaiw8//LCynd12263a8s2aNWPgwIHcddddvPHGG5XH33zzTQB69uxZbbIIsP3229OyZUsWLlxYYzwDBgygRYvaU54pU6bwhz/8gccff5wPPviA6dOnL7dQ1eeff15j/doWZ9p11115+eWXl7q2qrbddtsa6/bp04dPP/2UqVOn1hp/hX/+858AbLXVVvTp06dOdSrk+xk0JhNaSZIkaQ1UMZo6bdo0UkrVjtJecsklXHLJJZXvv/e973HXXXctVWbChAlALsmty6q9FbcBV53fWluCVTESWbX8l19+CVDjYkqQW5G5a9euTJw4scYy3bt3rzXWd999l913332ppL60tJQ2bdoQESxYsICpU6cye/bsGtuo7doqztU013fZRaqqqliRuraEvaqKa1h33XXrVL5CIT6DxtTkbzmOiJ4RcVVEjI2IeRExKSIejog9Gtje0IhIK9hmFfo6JEmSpKoq5k/OmzeP//73vw1up7y8HICRI0eSUlrhVlZWtlwb8+fPr1efKaUGx1tV8+bNaz1/9NFHM2nSJPr3788TTzzBzJkzmTFjBpMmTWLixIncd999ecVTqOtYmX2t7M9gZWvSCW1EbAm8A5wErA/MB7oB+wNPR8Qv8mh+ITCplk2SJElaaXbdddfK148++miD2+nRoweQG8mrj6qjo7UtbPTpp58uV77idcXocHUWLFjAV199Va+Yqvr444959dVXad68OQ899BB77bXXco82qu527GXVdituRfwrGikuhJ49ewK1f9bLKtRn0JiabEIbEW2Ah4CuwJvA5imljkBn4HIggIsjYs8GdvFySqlnDdsGBbkISZIkqQbrrLMO++yzDwBXXXUVs2Y17CbBiuegVizwVFfrr78+nTp1AnKLRVWnvLy88pmo/fv3rzz+9a9/HYCJEycyduzYauu+8sordb4dtzpVE+mabhuueO5ubao+Hqmmc1WvbWXZfvvtAXj77bf57LPP6lSnUJ9BY2qyCS1wAtAXmAUckFIaA5BSmpFSOh0YkZW7uPrqkiRJ0urtwgsvpFWrVowfP57vfe97zJs3r95tDB06FIDRo0dz++2311q26gJGEcGQIUOAXEJd3SN2brrpJj777DMigkMOOaTyeP/+/enbty8Al112WbV9/e53v6vXdSyr4jFAkyZN4osvvlju/L///W+GDx++wnbuuecePvzww+WOv/DCC5UrA3/nO9/JK9a62GOPPejTpw+LFy/m5z//eZ3qFOozaExNOaE9MtsPTylV9yeMirWu+0fExqsoJkmSJKlg+vfvzx//+EeaNWvGyJEj2Xrrrbn55puXupU3pcTYsWO59NJLefLJJ5drY++9965MTI855hh+85vfLFV/6tSpjBw5ksGDB1c+B7XC2WefTbt27fj888/Zb7/9+OCDD4DcnNo//elPnHTSSQAce+yxS61mHBH86le/AuD666/nV7/6FTNmzAByCywNGzaMJ598stpHAdXVJptswtprr01KicMOO6zyObgLFy7kwQcfZNCgQcvdfludVq1asc8++1SuBl1eXs7DDz9cmaAPGjSIHXfcscFx1lXLli0rnzF79913c+ihh/L+++9Xnp8wYcJSnzkU7jNoTE0yoY2IUmCb7O3yv7U5/wQqlnHbfaUHJUmSJK0Exx57LCNGjKBnz5588MEHHHvssfTu3Zs2bdrQvXt32rRpw4YbbsgZZ5zBl19+yT777MNZZ521VBu33347Bx54IIsXL+b888+nd+/edOrUiY4dO9KlSxcOPPBAHnrooeX63mCDDbj77rtp3bo1o0aNYuONN6Zz586UlpYybNgw5s+fzx577MGVV165XN1jjjmGo48+GsiNNHfp0oUuXbrQo0cPbrrpJn7/+9/TrVs3AEpKSur9uTRr1oyrr76aZs2aMWrUKL72ta/RoUMH2rdvz8EHH0xJSUm1cS3rsssuY+rUqey4446UlpbSvn17vv3tbzN58mQ23HDDyuf4rgqHHXYYl19+Oc2aNeO+++5jk002obS0lLZt29K7d2+GDRvG22+/XVm+UJ9BY2qSCS2wCbk5sgDVPqk4pVQOfJC93bQBfWwWEWMiYm5EzIyIdyLiiohYrwFtSZIkSQ12wAEH8OGHH3LjjTdy0EEH0bdvX5o1a8aMGTPo3Lkzu+66K2effTZjxozhscceo1+/fkvVb9euHX/961955JFHGDJkCH369GHu3LksWLCADTfckCOOOIL777+fP/7xj9X2/e9//5vjjz+esrIy5syZQ9u2bdlpp5248cYbefLJJ2nXrt1y9SKCm2++mZtvvpltt92WkpISUkoMHDiQRx99lJ/85CeVo7YVc3Xr66CDDuJvf/sbgwYNorS0lIULF9K3b19OP/103nzzzcpHCtVmww03ZPTo0RxzzDF07NiRxYsXU1ZWxs9+9jNGjx5d66OHVobTTjuNN998k6OPPpqysjIWLlxI69at2XLLLTn55JO54oorlipfiM+gMcXquvzyyhQRg1kyR7ZDSmlmDeX+ChwIPJhSOriObQ8FbsneJmAq0IElz/ydCxyXUqrzzegDBgxIo0ePrmtxSZKkNcp7771X+QgaqcLYsWPZcMMNadWqFTNnzqRVq1artP+ysjLGjx/Pc889x8CBA1dp32uC+v5eR8TrKaUByx5vqiO0Vf8ENLeWchUz1+tz4/jnwG+AzYHWKaWuWf39gHeBNsDtEbFLPdqUJEmSVEXFolC77LLLKk9mtfpoqgltrLhIw6SUnkopnZ9SGpNSWpAdm59Segz4JvA/oDlwSa0BRgyLiNERMXry5MkrK1xJkiRptXX00Udz//33L/W82Y8++ogTTzyRG2+8EYCf/exnjRWeVgMtVlxkjVT1IVxtgGpvOQYqlk1r2EO7lpFSmh4RFwE3A9tHRPeUUrXZakrpRuBGyN1yXIj+JUmSpGLy9NNPc+uttwK5ebzNmjVj5swl/3Q/55xz2HvvvRspOq0OmmpC+3mV171ZsvjTsnpn+wk1nG+IV7J9AGWAw6+SJElSNS699FJGjhzJm2++yaRJk5gzZw69e/dmhx124MQTT2T33X0YSVPXVBPa98kt2BTAZlST0EZEM6Biebd3C9h31dudHXmVJEmSanD44Ydz+OGHN3YY1Ro3blxjhyCa6BzabFXjimWDB9VQbDugY/b62QJ2/40qr8cXsF1JkiRJalKaZEKbqXhszpERUd3DoU7P9q+nlGq6JXkpEVHrYlMR0QH4Rfb21Zrmz0qSJEmSVqwpJ7Q3kBshLQUeiYhNASKiNCJ+BwzJyp1dtVJElEVEyrahy7TZNyL+GRHHRsS6Veq0ioi9gZeAjYBy4KyVclWSJEmS1EQ01Tm0pJTmRsRgcrcT9wfGRMQMcs+MbUZufuvZKaWn6tn0dtlGRMwDZgMdgJbZ+TnAD1NKf8v/KiRJkiSp6WqyCS1ASumtiNic3Gjp/kAf4CvgVeCKlFJ9585OAk4CdgK2ArqTm4c7G/gvueT5upSSc2clSZIkKU9NOqEFSClNBE7OtrqUH8fSKxVXPTcXuCbbJEmSJEkrUVOeQytJkiRJKmImtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSALj11luJCAYOHNjYoRTEqFGjiAjKyspWWZ9Dhw4lIjj33HNXWZ9NmQmtJEmStIaqSK7WlAS1MU2bNo1zzz3XRHU10+SfQytJkqTi951bnmvsEPJy39G7NXYIAHTs2JF+/fqx7rrrNnYoBdG2bVv69etHnz598m5r2rRpnHfeeQC1JrW9evWiX79+dOvWLe8+tWImtJIkSZIAOOiggzjooIMaO4yC+cY3vsH777+/Svu8+OKLufjii1dpn02ZtxxLkiRJkoqSCa0kSZIkoPZFocrKyogIRo0axZQpUzjttNNYb731KCkpoU+fPhx//PFMmDCh1vZvu+02tttuO9q1a0eXLl3YbbfdeOSRR5Zrv6q6LLI0cOBAIoJbb711qeO1LQpVXl7Orbfeym677UbXrl1p2bIl3bt3Z7PNNuOYY47hiSeeWKr99dZbr/J9RCy1VY2tLvE++eSTHHLIIay99tqUlJTQs2dPtt9+ey688EI++eSTGutped5yLEmSJKnOPv30U4YOHcr48eNp27YtEcHnn3/OTTfdxDPPPMMbb7xB586dl6t3/PHHc9NNNwHQrFkzWrVqxfPPP8+oUaO48sorV/FVwFFHHcXw4cMr33fs2JEZM2bw5Zdf8u677/Luu++y9957A9ClSxe6devGl19+CUCPHj2Waqt9+/Z16nPBggUce+yx3HnnnUv1+9VXXzFp0iReeeUVFi1a5MJT9eAIrSRJkqQ6++lPf0rnzp15+eWXmT17NrNmzWLkyJF06tSJcePGVTt/9JZbbqlMZs866yymTJnC1KlTmThxIsceeyw///nPmTx58iq7hhdeeIHhw4fTrFkzrrjiCmbMmMG0adOYN28en3/+Obfeeis77bRTZfkHH3yQ1157rfL9xIkTl9pOP/30OvV76qmncuedd9K8eXN+85vfMHHiRKZNm8bcuXP5z3/+w6WXXkrv3r0Lfr1rMkdoJUmSJNVZSUkJzzzzDF27dgWgRYsWfPvb3+aXv/wlp59+Ovfffz+/+93vKsunlDj//POB3CjtRRddVHlurbXW4qabbmLChAk89thjq+wa/vnPfwKw5557csopp1Qejwh69erFD37wg4L3OWbMGK677joA/vjHPzJs2LDKcy1atOBrX/tanRNjLeEIrSRJkqQ6GzZsWGUyW9WBBx4IwEcffcTs2bMrj7/xxhuMGzcOgDPOOKPaNs8888yCx1mbDh06APDFF19QXl6+Svq84447SCmx8cYbL5XMKj8mtJIkSZLqbNttt632eNVnvU6bNq3y9ZtvvglAz5492XDDDautu/3229OyZcvCBbkC3/rWt2jVqhVvvPEGAwcO5M477+Tzzz9fqX1WjArvu+++K7WfpsaEVpIkSVKdlZaWVnu8devWla8XLlxY+bpiIaVevXrV2GarVq2qHfVdWTbccEOuu+462rRpw4svvshRRx1Fnz59WG+99fjRj35UmYQX0qRJkwBYd911C952U2ZCK0mSJGmlSSk1dgjVOuaYY/joo4+48sorGTx4MF27dmXcuHFcf/31bLPNNkvN9S2E1fVzKHYmtJIkSZJWmu7duwPU+ozaBQsW8NVXX1V7rkWL3Dq28+bNq7H+9OnTGxRbjx49OPnkkxkxYgSTJ0/m1Vdf5aCDDiKlxK9+9SvefvvtBrVbnZ49ewIwfvz4grUpE1pJkiRJK9HXv/51IPeom7Fjx1Zb5pVXXlnqNuWqOnXqBOSef1ud2bNn89577+UdZ0Sw7bbbct9997H22mtTXl7O3//+98rzzZotSZ0aMtq6/fbbA/D444/nHauWMKGVJEmStNL079+fvn37AnDZZZdVW6bqY36WtcUWWwDw1FNPVTtKe8UVVzB//vx6xbRgwYIazzVv3rxygaqq7VasjAxLL3pVV0cddRQRwfvvv88NN9xQ7/qqngmtJEmStIZbuHAhX375Za1bTSOk+YoIfvWrXwFw/fXX86tf/YoZM2YAMHnyZIYNG8aTTz5J27Ztq61/wAEH0KZNGyZPnsz3v/99vvjiCyB3m/Fvf/tbzj33XDp27FivmM4++2wOOeQQRowYwZQpUyqPT5o0iZNOOomPPvqIiGDQoEGV5zp16kTv3r0BuOWWW+rVH8Bmm23GCSecAMCPf/xjzj333MprWbx4Mf/9738599xzuf766+vddlNmQitJkiSt4V5++WW6d+9e6/bSSy+ttP6POeYYjj76aAAuvPBCunTpQpcuXejRowc33XQTv//97+nWrRsAJSUlS9Xt0qULl1xyCQD33XcfPXr0oHPnznTp0oVf/vKX/PrXv2brrbeuVzyLFi3igQce4KCDDqJr16507NiRDh060LNnT6655prKODfffPOl6h133HEA/OxnP6N9+/aUlZVRVlbGlVdeWad+r7zySg499FAWL17MeeedV3ktrVu3ZqONNuK8885j4sSJ9bqWps6EVpIkSdJKFRHcfPPN3HzzzWy77baUlJSQUmLgwIE8+uij/OQnP6kcta2YM1vVSSedxD333MP2229P27ZtKS8vZ8cdd+Svf/0rv/71r+sdz6mnnsrVV1/N4MGD2WijjUgpMX/+fNZZZx0OO+wwXnjhBc4+++zl6v3617/m//7v/9hyyy1JKTF+/HjGjx9f51uQS0pKuOeeexg5ciQHHHAAPXr0YPbs2XTr1o3tt9+e3/72txx//PH1vp6mLFw+evU3YMCANHr06MYOQ5IkqVG89957bLLJJo0dhlaisWPHsuGGG9KqVStmzpxJq1atGjskrWT1/b2OiNdTSgOWPe4IrSRJkqRGVbEo1C677GIyq3oxoZUkSZK00h199NHcf//9Sz1v9qOPPuLEE0/kxhtvBHJzU6X6aNHYAUiSJEla8z399NPceuutALRr145mzZoxc+bMyvPnnHMOe++9dyNFp2JlQitJkiRppbv00ksZOXIkb775JpMmTWLOnDn07t2bHXbYgRNPPJHdd9+9sUNUETKhlSRJkrTSHX744Rx++OGNHYbWMM6hlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1qpCRo4cCADBw5s7DAkSZKkvJjQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSpII599xziQiGDh263LmysjIiglGjRhW0z4ggIhg3blxB29Xqz4RWkiRJWkMNHTq0MtmrupWWlrLZZptx4okn8t577zV2mFKDtWjsACRJkqR8XfTQvxo7hLyc/e2tV2r7LVu2pEuXLgCklPjyyy959913effdd/nzn//MnXfeyXe+852VGgPABhtsQOvWrWnbtm1B2+3Xrx+Qu041LSa0kiRJ0hrum9/85lK3+S5cuJBnn32WH/3oR4wbN46jjz6agQMH0r1795Uax7PPPrtS2n3//fdXSrta/XnLsSRJktTEtGzZkr333pu77roLgNmzZ/PAAw80clRS/ZnQSpIkSU3UDjvsQPv27QF49913lzu/YMECrr32WnbeeWe6dOlCSUkJffv25ZhjjmnQ3NsVLQr17rvvcthhh7HWWmvRpk0bNt54Y37zm98wb968WhebWtGiUGPHjuWEE05g/fXXp3Xr1nTu3JlddtmFm266icWLFzco1hX1O3LkSPbdd1969OhRect3v379OPzww7nnnntqbFP14y3HkiRJUhOWUgJYLrGbMGEC++yzD2+99RYAzZo1o127dnz88cfccsst3H333dx1110MGTKkIHE888wzHHDAAcybNw+ADh068NFHH3H++efz1FNPMXDgwAa1+8gjj/Cd73ynst2OHTsye/ZsXnzxRV588UXuueceRowYQbt27QpyHQDnnHMOF110UeX70tJS5s6dy3/+8x/+85//8Nxzz3HYYYcVrL+mzBFaSZIkqYl6+eWXmT17NgDrr79+5fGFCxcyePBg3nrrLXbZZRdeeOEF5s6dy4wZM5g4cSI/+9nPmDdvHkcddRRjx47NO44vv/yS7373u8ybN49vfOMb/Pvf/2b69OnMmjWLu+66i3feeYfrr7++3u2OHTu2st1dd92V999/n2nTpjFz5kxuuOEGSkpKeOaZZzj55JPzvoYK48aN45JLLgHgrLPOYvLkycyYMYO5c+cyadIk7r//fvbbb7+C9dfUmdBKkiRJTczChQt58skn+d73vgfk5tRWHTG87bbbeO2119h222156qmn2HnnnWnVqhUAPXr04LLLLuNHP/oRc+bM4Yorrsg7nmuuuYavvvqKtdZaiyeffJLNN9+8Mq4jjjiCP//5z0ybNq3e7V500UXMnj2bDTbYgMcee6xyNeSSkhKGDRvG1VdfDcDNN9/M//73v7yvA+DVV1+lvLycjTfemIsuuohu3bpVnltrrbU4+OCD+fOf/1yQvmRCK0mSJK3xXn75ZXr27EnPnj3p0aMHrVu3Zu+992bcuHE0a9aM66+/nrXXXruy/G233QbAj3/8Y0pKSqpt84gjjgDg6aefzju+Bx98EIBhw4bRqVOn5c4feuihS40g10VKqXKhq1NPPbXaRwUdd9xx9OnTh5QS999/f/0Dr0aHDh0AmD59OnPmzClIm6qZCa0kSZK0hlu4cCGTJk1i0qRJfPHFF5SXlwPQpUsX/vnPf3LMMcdUll20aBGvvvoqAKeddlplIrzsdtBBBwHwySef5BXb/PnzKxek2mmnnWosV9u56nz44YdMnz4dgN12263aMs2aNaucm/vGG2/Uq/2abLfddnTp0oUJEyawww47cOONN/LRRx8VpG0tz4RWkiRJWsPtuuuupJRIKTFv3jz+9a9/ccghhzBlyhSOO+44pk6dWll2ypQpLFiwoPJ1RSK87Pbll18CMHfu3Lximzp1amWC3atXrxrL9e7du17tTp48ufJ1nz59aixXMTJdtXw+OnfuzB133EGnTp14++23K1dX7tWrFz/4wQ94/vnnC9KPcpp8QhsRPSPiqogYGxHzImJSRDwcEXsUsI/2EfFJRKRsG1qotiVJkqT6KCkpYauttuLee+9lr732qky6KlQklwBvvfVWZSJc25aPfOvXxfz581d6H1Xtu+++jBs3jhtvvJFDDz2U3r17M3HiRG6//XYGDhzIsGHDVmk8a7ImndBGxJbAO8BJwPrAfKAbsD/wdET8okBdXQisvcJSkiRJ0ioSEVx99dU0b96c++67r3LksGvXrjRv3hyo/tm0hdalSxeaNculJRMmTKixXG3nqtO9e/fK1+PHj6+x3KeffrpceYAWLXJPOK143M+yKm5nrknHjh05/vjjueeee/jss88YM2YMxx9/PAB/+tOfePTRR1d8EVqhJpvQRkQb4CGgK/AmsHlKqSPQGbgcCODiiNgzz376Az8BXskvYkmSJKmwNtpoo8rVjc855xwgt7LwgAEDgCWLNa1MJSUlbLrppgD8/e9/r7Fcbeeqs/7661cuMPXcc89VW6a8vJxRo0YB0L9//6XOVdStSHiX9dprr9Urnk033ZQbb7yR7bffHsBbjwukySa0wAlAX2AWcEBKaQxASmlGSul0YERW7uKGdhARzYAbsrc/aniokiRJ0srx85//HICXXnqpMrkbOnQoAA888ECNyWCFqvNvG6pigak//elP1Y58PvDAA/V+3m1EMGTIEACuuuqqalccvummm/jss8+ICA455JClzm2xxRYAjBw5crl6KSX+7//+r9p+K+Yf16RNmzbAqr8Nek3VlBPaI7P98JTSZ9WcvzTb94+IjRvYx0+BAcB1KaU3G9iGJEmStNJsvfXWfOtb3wLgwgsvBODYY49l++23p7y8nP3335+rrrqKKVOmVNb54osvuPvuuxk4cCBXXXVV3jH89Kc/pUuXLkyaNIl99tmHMWPGALkVl//yl79w9NFHV/s4nxU5++yzadeuHZ9//jn77bcfH3zwAZBLJv/0pz9x0kknVV7vhhtuuFTdQw89FIBHH32U//u//2P27NkAjBs3jsMPP5zRo0dX2+d1113HXnvtxfDhw5e6TXratGlcdNFFlX802Guvvep9PVpek0xoI6IU2CZ7+2QNxf4JVPx5aPcG9NEHuACYBPyyvvUlSZKkVeWMM84A4Nlnn+Uf//gHLVu2ZOTIkey4447MmTOHU045hW7dutGlSxdKS0vp0aMHRxxxBM8//zwRkXf/3bt3Z/jw4ZSUlPCPf/yDzTffnE6dOtG+fXsOP/xwttxyS374wx8C1Phc3OpssMEG3H333bRu3ZpRo0ax8cYb07lzZ0pLSxk2bBjz589njz324Morr1yu7j777MOQIUNIKfGLX/yCDh060LlzZ9Zbbz1GjhzJPffcU22fKSWeeuopjjzySHr37k379u3p3LkznTt35pxzziGlxLBhw9h3330b9FlpaU0yoQU2ITdHFmBMdQVSSuXAB9nbTRvQxzVAKXB6Sqn2GeOSJElSIxo0aBBf//rXgSWjtGuttRbPP/88d911F/vuuy9rrbUWs2bNIqXExhtvzLHHHstjjz3G2WefXZAY9tprL0aPHs0hhxxC165dmT9/Puuttx7nnXcezz77bOXjgeo7UnvAAQfw73//m+OPP56ysjLmzJlD27Zt2Wmnnbjxxht58sknadeuXbV17777bn7729/Sr18/WrRoQcuWLTn44IN55ZVX2HPP6pfaOeKII/jTn/7EYYcdxiabbELLli2ZNWsWvXr14tvf/jYjR47khhtuqLau6i9WxTLZq5uIGMySObIdUkozayj3V+BA4MGU0sH1aP8AcgtOjUop7VbleMWHfXRK6da6tjdgwIBU0y0NUkNUPEC84pYXSZJWZ++99x6bbLJJY4ehRrbzzjvz97//nVtuuaVyjq+KV31/ryPi9ZTSgGWPN9UR2qp/gqntSdAVM8fb17XhiGgHXAssBH5c/9Aq2xkWEaMjYnShHvIsSZIkFaN//OMf/P3vf6dZs2bssccejR2OViNNNaHN/0b/mp0PrAtckVJq8IO7Uko3ppQGpJQGLPtMLEmSJGlNc+ONN3LRRRcxduxYFi9eDMCsWbO4/fbb2X///YHcQk3rrLNOY4ap1UyLxg6gkcyq8roNUO0tx0DbasrXKCK2Bk4GPiGX2EqSJEmqg48//pjf/va3nHPOOTRv3pyOHTsybdo0ysvLgdxqzNdcc00jR6nVTVNNaD+v8ro3SxZ/WlbvbD+hhvPLugpoDpwDRETUdKtySXauPKW0/AOxJEmSpCbmu9/9LnPnzuX555/n008/ZcqUKXTo0IFNN92UQw45hB/+8IeVz3CVKjTVhPZ9IJG79XgzqkloI6IZ0C97W9dbh/tm+9tXUO76bBsPlNWxbUmSJGmNtfnmm3P55Zc3dhgqMk1yDm22qnHFssGDaii2HdAxe/3sSg9KkiRJklQvTTKhzQzP9kdGRK9qzp+e7V9PKdV0S/JSUkplKaWoaatS9OjsWFke8UuSJElSk9aUE9obyN3yWwo8EhGbAkREaUT8DhiSlVvqSdERURYRKduGrsqAJUmSJElLNNU5tKSU5kbEYHK3E/cHxkTEDHLPnG1Gbo7t2SmlpxoxTEmSJElSDZryCC0ppbeAzYGrgQ+BEuAr4FFgUErpkkYMT5IkSZmUUmOHIKlACvn73GRHaCuklCaSe3bsyXUsP47c6sgN6atB9SRJkpqy5s2bs3DhQlq1atXYoUgqgAULFtCiRWFS0SY9QitJkqTVX2lpKTNmzGjsMCQVQEqJr776io4dO664cB00+RFaSZIkrd66dOnCxx9/DECHDh1o2bIlEd74JhWLlBLl5eXMmTOHadOmsWjRItZaa62CtG1CK0mSpNVaSUkJ6667LlOmTGHcuHEsXry4sUOSVE/NmjWjTZs2tGvXjs6dO9OsWWFuFi5IQhsRXYBvAuuTewxO8xXVSSmdX4i+JUmStOYrKSmhV69e9OrVq7FDkbQaySuhjYiuwO+Bw4CW9axuQitJkiRJarAGJ7QR0QF4AdiYBq76K0mSJElSQ+Vz4/IZwCbkktlngX2A7kDzlFKzFW0FiF2SJEmS1ITlc8vxQUACngT2Sz7tWpIkSZK0CuUzUlqW7a8xmZUkSZIkrWr5JLRzs/3nhQhEkiRJkqT6yCehfT/br12IQCRJkiRJqo98EtpbyC0IdWiBYpEkSZIkqc7ySWhvBp4BjoyIowoUjyRJkiRJdZLPKsfrACcDfwJujYjBwF3Ae8CcFVVOKX2cR9+SJEmSpCYun4R2HLnH9kDu1uODsq0uUp59S5IkSZKauHyTyqjhtSRJkiRJK1U+Ce3RBYtCkiRJkqR6anBCm1K6rZCBSJIkSZJUH/mscixJkiRJUqMxoZUkSZIkFaWCrTQcEWsDuwNbAF2yw1OAfwN/Syl9Wqi+JEmSJEnKO6GNiN7AVcCB1DziWx4RfwVOSSl9nm+fkiRJkiTldctxRGwFvA0MAZqTe3RPdVtz4GDgrYjYIp8+JUmSJEmCPBLaiGgLPELu9uIA/gZ8FygDWmdbGXAY8ExWpivwSES0ySdoSZIkSZLyGaH9MdAHSMCJKaVvpZTuTSl9nFJakG0fp5TuSyntCfwoK7s2cGL+oUuSJEmSmrJ8EtoDySWod6SUrl9R4ZTSDcAd5EZqD8qjX0mSJEmS8kpo+2X74fWoU1F24zz6lSRJkiQpr4S2NNtPrkedirLt8+hXkiRJkqS8Etovs/3X6lFnw2z/VR79SpIkSZKUV0I7mtx82J/Wo85Pyc27HZ1Hv5IkaRUZOHAgAwcObOwwJEmqVj4JbcV82G9GxD0R0bGmghFRGhF3Ajtlh+7Ko19JkiRJkmjR0IoppXsi4kfALsAhwKCIeAD4J/AFuZHYHsB2wBCgc1b1+ZTSvXlFLUmSJElq8hqc0GYGA48AOwKdgGOybVmR7f9O7nE/kiRJkiTlJZ9bjkkpTQd2BX4MvEsuca1uexc4ERiYUpqRT5+SJEmSJEH+I7SklMqB64DrIqInsAXQJTs9Bfh3Smlivv1IkiRJklRV3gltVVniavIqSZIkSVrp8rrlWJIkSZKkxmJCK0mSJEkqSiu85Tgifl3xOqV0fnXHG6JqW5IkSZIk1Vdd5tCeS+6ZsgDn13C8IUxoJUmSJEkNVtdFoaKexyVJkiRJWqlWmNCmlKqdZ1vTcUmSJEmSVgWTUkmSJElSUTKhlSRJkiQVpQYntBHxt4h4NiL61qNO74p6De1XkiRJkiSo+6JQ1RlIbpXjdvWo06ZKPWmV2+qgoxo7hNXC2HfeA/w8Krz11zsaOwRJkiQ1gLccS5IkSZKK0qpOaCtGc+et4n4lSZIkSWuYVZ3Q7pPtP13F/UqSJEmS1jB1nkMbETfXcOrCiJi2guolwAbAtuTmzz5f134lSZIkSapOfRaFGsryizkFMLiO9SPbTwEurke/kiRJkiQtpz4J7ccsndD2zd5PABbWUi+RmzM7AXgZuC6l9Hk945QkSZIkaSl1TmhTSmVV30dEefZyz5TSu4UMalWKiJ7AWcD+QB9gOvAqcGVKqd7Py42IAeRGrbcFNgS6A62BL4HRwC0ppREFCV6SJEmSmrB8nkP7ArnR19kFimWVi4gtgb8BXbNDM4Bu5JLb/SLi7JTSJfVs9jjghCrvZwHlQG/g28C3I+IB4PCUUm0j25IkSZKkWjR4leOU0sCU0m4ppfGFDGhViYg2wEPkktk3gc1TSh2BzsDl5Ob8XhwRe9az6X8ApwLbAKUppdKUUhtgXeDSrMzBwC/yvwpJkiRJarpW9WN7VicnkJsHPAs4IKU0BiClNCOldDowIitXrwWsUkq3pZSuTCm9kVKaVeX4JymlM4A7s0ND84xfkgpq4MCBDBw4sLHDkCRJqrOmnNAeme2Hp5Q+q+Z8xWhq/4jYuID9vpbtexewTUmSJElqcvJOaCOiVUQcHREjI2JcRMyKiMUr2BYVIvg8Yi4ld0swwJM1FPsnuQWiAHYvYPffzPYfFbBNSZIkSWpy8lkUiojYiNytuf1Y8pzZYrAJS+IdU12BlFJ5RHwAfAPYNJ/OIqI9sD6525wPyw5fm0+bkiRJktTUNTihjYh2wOPAeuRW8R0JTAaOJ7f68YVAF2AAsF127B/A0/mFXBC9qryu7Zm4Fed61VKmWhGxNvBJNafmARellP5Y3zYlSZIkSUvkM0L7Q3LJ7GJgr5TS3yJiM3IJLSml31QUjIivA3cA2wN/SSk19uhkuyqv59ZSbk62b9+APhYDk7LXnYFWwCJyi0w19vVLkiRJUtHLZw7tAeRGXe9NKf2ttoIppTeB3YAvgN9HxDa1lV8FVvrt0SmlCSmlnimlnkAbcrdl3w6cB/wrS/5rDjBiWESMjojRkydPXtnhSpIkSVLRySehrZhX+tfqTkbEUkljSmky8Htyo8I/yaPfQphV5XWbWsq1raZ8vaWUylNK/0kpHUvuM1gXuDMiavz8U0o3ppQGpJQGdO/ePZ/uJUmSJGmNlE9C2ynbj69ybH6V19XdpvtStt81j34Loeq82doen1NxbkIB+74m228NfL2A7UqSJElSk5JPQlsxvzRVOTatyut1a6nbM49+C+F9lsRd7a2/2ehpv+ztuwXsu+ozbzcoYLuSJEmS1KTkk9BWPEe1coQzpfQlMCV7u2M1dSrmzi7Io9+8pZRmAqOzt4NqKLYd0DF7/WwBu1+vyuu8bmWWJEmSpKYsn4S2IiEcsMzxZ8ktuvTziOhScTAi1gd+QW5k9F959Fsow7P9kRFR3WN5Ts/2r6eUPqhLgxHRfNm5w9X4ebZfRO4xRpIkSZKkBsgnoX2aXOL67WWOX53t1wf+ExH3RcRj5JLYitHcG/Pot1BuIDf/txR4JCI2BYiI0oj4HTAkK3d21UoRURYRKduGLtPmOsDoiDgmew5tRZ1mEbF1RNwFHJcdvialNLXwlyVJkiRJTUM+z6F9BHgBaB4RG6SUxgKklF6KiPOBXwNdWJIYVoxc3pJSGr5ca6tYSmluRAwmN6LcHxgTETPILWbVjNxI8tkppafq2XR/4M8AETGP3G3FpUBJlTK3AmfkdQGSJEmS1MQ1OKFNKc0BBtZw7tyIeJHcaORmWT//BW5PKT3Q0D4LLaX0VkRsDpwF7A/0Ab4CXgWuSCnVd+7s58BhwB7AN4BeQFdgHjCW3C3Gt6SUXqqxBUmSJElSneQzQlurLBks5GJKK0VKaSJwcrbVpfw4low2L3tuAXBvtkmSJEmSVqJ85tBKkiRJktRoTGglSZIkSUXJhFaSJEmSVJRWOIc2Ij5cCf2mlNIGK6FdSZIkSVITUZdFocpWQr9pJbQpSZIkSWpC6pLQ3rbSo5AkSZIkqZ5WmNCmlI5eFYFIkiRJklQfLgolSZIkSSpKJrSSJEmSpKJUlzm0dRYRawM9gbbAaymluYVsX5IkSZKkCnkntBFRCpwOHAP0rnJqC+DdKuW+CwwBpqeUjs+3X0mSJElS05ZXQhsR6wOPAxsCUeVUdY/l+SdwZ65a3JpSeimfviVJkiRJTVuD59BGRCvgEeBrwFzgUuCAmsqnlMYBz2VvaywnSZIkSVJd5DNCezywMTAH2DWl9DpARNRW53FgD2CHPPqVJEmSJCmvVY4PJndr8bUVyWwdvJ3tv5ZHv5IkSZIk5ZXQbp7tn6hHna+yfZc8+pUkSZIkKa+EtmO2n1GPOq2y/aI8+pUkSZIkKa+Edkq2X7cedTbN9l/k0a8kSZIkSXkltO9k++3rUecocvNuX8ujX0mSJEmS8kpoR5J79uyJEdF9RYUj4ifAwOztg3n0K0mSJElSXgntn4BPgHbAMxHRv7pCEbFhRPwZuIrc6Oy7wL159CtJkiRJUsOfQ5tSmh8RBwGjyK14/FpEjK9S5KaI6AGUZe8DmAYcklJKDe1XkiRJkiTIb4SWlNIb5ObQ/ptcwlpW5fR2wHrZ8SA35/abKaUP8ulTkiRJkiTIY4S2QkrpXWDriNgXOBAYAKwFNAe+BN4ERgB/dWRWkiRJklQoDU5oI6JD9nJBSmleSukx4LHChCVJkiRJUu3yueV4GjAV+GFhQpEkSZIkqe7ySWjnZft/FCIQSZIkSZLqI5+EdkK2d16sJEmSJGmVyyehHZXtty1AHJIkSZIk1Us+Ce21wCLg9IjoWKB4JEmSJEmqkwYntCmlN4GfAGsDL0bETgWLSpIkSZKkFcjnsT03Zy8/ADYHno+IT4C3ya1+vLiW6imldGxD+5YkSZIkqcEJLTCUJQtCJSCAdYF1VlAvsvImtJIkSZKkBssnof0YVziWJEmSJDWSBie0KaWyAsYhSZIkSVK95DOHtkP2ckFKaV6B4pEkSZIkqU7yeWzPNHKLP/2wMKFIkiRJklR3+SS0FaOy/yhEIJIkSZIk1Uc+Ce2EbO/CUJIkSZKkVS6fhHZUtt+2AHFIkiRJklQv+SS01wKLgNMjomOB4pEkSZIkqU4anNCmlN4EfgKsDbwYETsVLCpJkiRJklYgn8f23Jy9/ADYHHg+Ij4B3ia3+vHiWqqnlNKxDe1bkqSVbaPL/trYIawWPv3kS8DPo8J/Tj+osUOQJFXR4IQWGMqSBaESEMC6wDorqBdZeRNaSZIkSVKD5ZPQfowrHEuSJEmSGkmDE9qUUlkB45AkSZIkqV7yWeVYkiRJkqRGY0IrSZIkSSpK+cyhrVZEtAO6ZG+npJRmF7oPSZIkSZIKMkIbEVtExA0R8SEwAxiXbTMi4sOIuD4itihEX5IkSZIkQQES2oi4BHgDOA4oI/dYnqpbGXA88GZEXJxvf5IkSZIkQZ63HEfEVcBPyCWuAO8D/wQmZsd6ANsBm2Tvz4iINimlU/LpV5IkSZKkBie0EbED8FNyz6J9HxiWUvp7DWV3BG4ANgV+GhF/SSn9s6F9S5IkSZKUzy3HJ2T7T4Ada0pmAVJKLwE7A+OzQz/Mo9+CioieEXFVRIyNiHkRMSkiHo6IPRrY3roRcUrWxscRMT8iZkbEWxFxSUT0KvQ1SJIkSVJTlE9Cuwu50dlLUkpTV1Q4K/M7crce75JHvwUTEVsC7wAnAesD84FuwP7A0xHxi3q2tw65xbCuyNpYB5gHtAG2BM4ExkTEbgW6BEmSpFVu4MCBDBw4sLHDkKS8Etqe2X50Peq8tkzdRhMRbYCHgK7Am8DmKaWOQGfgcnKJ98URsWc9mm2e7R8FvgN0ydpsC+wLfJS1PyIiGv0zkCRJkqRilk9CuyDbl9SjTkXZBbWWWjVOAPoCs4ADUkpjAFJKM1JKpwMjsnL1WZl5KvD1lNL+KaX7K0auU0oLUkqPk0tq5wEdWHLLtiRJkiSpAfJJaD/O9nvXo85e2X58raVWjSOz/fCU0mfVnL802/ePiI3r0mBKaXpK6a1azlesAg2wTZ0jlSRJkiQtJ5+E9ilyt+WeGhHbrqhwRHwdOJXcvNsn8+g3bxFRypKEsqZY/glMz17vXsDuv8r2zWstJa1EG+y8JxvsXJ+76SVJkqTVTz4J7ZUsWfDouYj4dUT0WbZQRPSOiF8CzwPtsjpX5dFvIVQ8FxdgTHUFUkrlwAfZ200L0WlEtAB2zN6+U4g2JUmSJKmpavBzaFNKn0bEccAd5JLa3wC/iYjPgS/IjcT2AHpnVSI7dmwNt/iuSlUfnfN5LeUqzhXqUTs/JrcgVjlwe4HalCRJkqQmqcEJLUBKaXhETAFuBNbODvfJtmV9ChyfUmrU240z7aq8nltLuTnZvn2+HWaPCLooe3ttxSJUtZQfBgwDWHfddfPtXpIkSZLWOHkltAAppSciYn3gQGAQsDnQJTs9hdyttU8DI1JKi/Ltr0BixUUK2FlEL3KrJrcFXif3PNpapZRuJPeHAgYMGJBWZnySJEmSVIzyTmgBskT1/mwrBrOqvG4DzKyhXNtqytdLRHQht4DWesB/gf1SSvMa2p4kSZIkKadei0JFRIdsa1PPem0q6tYvvJWm6rzZ3jWWWnJuQkM6iYiO5FZR3pzcY46+lVKa1JC2JEmSJElLq3NCGxGnAlOzbZ969rMPMA2YGhE/qmfdleF9cgtUAWxWXYGIaAb0y96+W98OIqId8BgwAJhILpn9uPZakiRJkqS6qlNCGxGtgXOytzeklB6sTydZ+evIzV09NyJa1SvKAkspzQRGZ28H1VBsO6Bj9vrZ+rSfjWA/DHyT3HNnv5VS+m8DQpUkSZIk1aCuc2gPJLfQ02xyj+dpiN8ARwHdgMHAfQ1sp1CGA9sCR0bE+SmlZW8rPj3bv55S+oA6ypL1B4HdyI1K77miFY0lNa5NT75oxYWagPH/y91E4ueRWWeTxo5AkiStQF1vOd432z+UUprckI5SSl8CD5Ebpd2vIW0U2A3AeKAUeCQiNgWIiNKI+B0wJCt3dtVKEVEWESnbhi5zrjm5RHlvcgtN7ZNSemPlXoYkSZIkNU11HaEdQG7O6RN59vcEcETWXqNKKc2NiMHkbifuD4yJiBnknjnbjNz1np1Seqoeze4IHJy9bgmMiKjxCUGfpJS2bVDwkiRJkqQ6J7Q9s/24PPsbn+1rW1l4lUkpvRURmwNnAfsDfcjNeX0VuCKlVK+5syw94t0622rio3skSZIkKQ91TWjbZfuantdaVxXPc21Xa6lVKKU0ETg52+pSfhy526arOzeqpnOSJEmSpMKq6xzaqdm+W579dV2mPUmSJEmSGqSuCe3EbN8/z/6+nu2XXVFYkiRJkqR6qWtC+3dyt9IevKKCK3AIucWWXsqzHUmSJElSE1fXhPaRbD8gIg5tSEdZvYpVfR+prawkSZIkSStSp4Q2pfQE8C9yo7R/johd69NJRAwEbiY3Ovtm1p4kSZIkSQ1W1xFagJ8AC4C2wDMRcVVErF9bhYjYICKuBp7O6i0AftrQYCVJkiRJqlDXx/aQUno5Io4nN9LajFyC++OI+A/wOjAJmE3ukTw9gG2AjciN6gawGDg+pfSPgl6BJEmSJKlJqnNCC5BSuiMiPgHuAnqRS1T7ZVt1Kp7JOgE4MntOqyRJkiRJeavPLccAZEnpBuRuHX4dKGfJKGzVrTw7/xNgA5NZSZIkSVIh1WuEtkJKaR7wB+APEVEKbAF0BUqBmcBXwL9TSjMLFagkSZIkSVU1KKGtKktaXy5ALJIkSZIk1Vm9bzmWJEmSJGl1YEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJClvAwcOZODAgY0dhpoYE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRavIJbUT0jIirImJsRMyLiEkR8XBE7NHA9koj4tsRcUFEPB4RX0ZEyraNCx2/JEmSJDVVLRo7gMYUEVsCfwO6ZodmAN2A/YH9IuLslNIl9Wx2D+CvhYtSkiRJklSdJpvQRkQb4CFyyeybwFEppTER0QH4NfAz4OKIeCOl9FQ9m/8CGA28BnwG3Fi4yCVJWnXW/tEFjR2CJEk1arIJLXAC0BeYBRyQUvoMIKU0Azg9IjYADgQuBuqT0D6cUhpR8SYiygoUryRJkiSpiqY8h/bIbD+8IpldxqXZvn995r6mlBbnHZkkSZIkaYWaZEIbEaXANtnbJ2so9k9gevZ695UelCRJkiSpXppkQgtsAkT2ekx1BVJK5cAH2dtNV0VQkiRJkqS6a6oJba8qrz+vpVzFuV61lJEkSZIkNYKmmtC2q/J6bi3l5mT79isxFkmSJElSAzTVhDZWXKRxRcSwiBgdEaMnT57c2OFIkiRJ0mqnqSa0s6q8blNLubbVlF8lUko3ppQGpJQGdO/efVV3L0mSJEmrvaaa0FadN9u7lnIV5yasxFgkSZIkSQ3QVBPa94GUvd6sugIR0Qzol719d1UEJUmSJEmquyaZ0KaUZgKjs7eDaii2HdAxe/3sSg9KkiRJklQvLRo7gEY0HNgWODIizk8pLXtb8enZ/vWU0gdIkqQm7zu3PNfYIawWxkycBvh5VLjv6N0aOwSpyWqSI7SZG4DxQCnwSERsChARpRHxO2BIVu7sqpUioiwiUrYNra7hiOhWsQGdq5zqVPVcdluzJEmSJKkBmuwIbUppbkQMJnc7cX9gTETMIPfM2Wbk5tienVJ6qgHN1/ScnX8s8349YFwD2pckSZKkJq9JjxCmlN4CNgeuBj4ESoCvgEeBQSmlSxoxPEmSJElSLZrsCG2FlNJE4ORsq0v5cUCsoEyt5yVJkiRJ+WvSI7SSJEmSpOJlQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkotGjsASdLqoe/BxzV2CJIkSfXiCK0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSilKLxg5AkiRJKmYXPfSvxg5htfDxV7MAP48KZ39768YOoUlwhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFqckntBHRMyKuioixETEvIiZFxMMRscfq2K4kSZIkKadJJ7QRsSXwDnASsD4wH+gG7A88HRG/WJ3alSRJkiQt0WQT2ohoAzwEdAXeBDZPKXUEOgOXAwFcHBF7rg7tSpIkSZKW1mQTWuAEoC8wCzggpTQGIKU0I6V0OjAiK3fxatKuJEmSJKmKppzQHpnth6eUPqvm/KXZvn9EbLwatCtJkiRJqqJJJrQRUQpsk719soZi/wSmZ693b8x2JUmSJEnLa5IJLbAJubmsAGOqK5BSKgc+yN5u2sjtSpIkSZKW0VQT2l5VXn9eS7mKc71qKbMq2pUkSZIkLaOpJrTtqryeW0u5Odm+fSO3K0mSJElaRovGDqCRxIqLNG67ETEMGAaw7rrrFqrZJu+tv97R2CFIklT0Bt7WCYD7jt6tcQPRauWp3+fGas7+9taNG4ialKY6Qjuryus2tZRrW035VdJuSunGlNKAlNKA7t2717F7SZIkSWo6mmpCW3V+a+9aylWcm9DI7UqSJEmSltFUE9r3gZS93qy6AhHRDOiXvX23kduVJEmSJC2jSSa0KaWZwOjs7aAaim0HdMxeP9uY7UqSJEmSltckE9rM8Gx/ZERU9/ic07P96ymlD6o5v6rblSRJkiRV0ZQT2huA8UAp8EhEbAoQEaUR8TtgSFbu7KqVIqIsIlK2DS1Uu5IkSZKk+mmqj+0hpTQ3IgaTu+23PzAmImaQezZsM3JzYc9OKT21OrQrSZIkSVpaUx6hJaX0FrA5cDXwIVACfAU8CgxKKV2yOrUrSZIkSVqiyY7QVkgpTQROzra6lB8HRKHblSRJkiTVT5MeoZUkSZIkFS8TWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUWrR2AFIkiSpuIwaNaqxQ5AkwBFaSZIkSVKRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFq0dgBSJIkSSp+o0aNauwQ1AQ5QitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSi1KQT2ojoEBEXRsR7ETEnIr6KiGcj4pA82iyJiL0i4pcRMTIiPo+IlG17FzJ+SZIkSWrKmuwqxxGxNvACsF52aBbQAdgd2D0irk8p/agBTW8CPFGYKCVJkiRJNWmSI7QREcD95JLZccCOKaVSoBQ4AygHfhgRxzewi2nAs8AlQINHeyVJkiRJNWuqI7SDge3IJa4HpZT+BZBSmgdcGhG9gVOA8yPitpTSgnq0/TbQJaWUKg7k8mdJkiRJUiE1yRFa4Mhs/0xFMruMy4AE9CR3C3KdpZTKqyazkiRJkqSVo6kmtAOz/ZPVnUwpfQaMyd7WK6GVJEmSJK0aTS6hjYi1gG7Z2zG1FH0322+6ciOSJEmSJDVEk0togV5VXn9eS7mKc71qKSNJkiRJaiRNMaFtV+X13FrKzcn27VdiLDWKiGERMToiRk+ePLkxQpAkSZKk1VrRrHIcEb8Gft3A6v+XUjqnoqkqx1fbxZtSSjcCNwJExOSIGN/IIUmSmq5uwJeNHYQkqUnrW93BokloyY0mN29g3ar1ZlV53baWOhXnZtVSZpVIKXVv7BgkSU1XRIxOKQ1o7DgkSVpW0SS0KaVzgXML0FTVebO9gX/XUK53tp9QgD4lSZIkSQXW5ObQppQms+S2qc1qKVqxuvG7tZSRJEmSJDWSJpfQZp7L9oOqOxkRfViS7D67SiKSJGn1dWNjByBJUnWaakI7PNvvGRFbVXP+NHKLR01gSfIrSVKTlC1UKEnSaqepJrQjgVfIXf9fI2J7gIgoiYifAadk5X6TUlqwbOWISNl2bnWNR0TniOhWsVU51aHq8YhoWciLkiRJkqSmpEkmtCmlBBwCfASsB/wjImaSW9H4MnKfy/UppT81sIs3gclVtgr3LHN8xwa2L0lFIyLGZX8EHNjYsazJIuLWmv7YWuUPsWWrPrLCaszvU7F/jhFRVnENDazv77Kk1U6TTGgBUkqfAlsDFwHvk1vxeSa5W4wPTSn9qPGik6QlqiQqK9pOqVJnVA1lFkbEFxHxTEQcFxHVPg4tIgZWU7c8ImZExKcR8WJEXBkRe0ZEVNfGSvoshkbEuRGxdQHbLKvhs1p2m1aoPtcENXxGiyLiy4h4ISJOi4jaHo+32si+7+dGxIGNHYskqX6K5rE9K0NKaQZwTrbVp16t/3hLKZXlEZYk1WQhMKWW87OrOTYPmF7lfTugO7BHth0VEXunlObW0u6XwOLsdWtyjzXrA+wEnAyMjYhhKaW/1VB/bBbHnFr6qKuhwK7AOOBfBWhvWVOB5aaaZKbXcHx1MQH4gCUr+a8qM4CK708J0BXYOduOj4hdU0pfrOKY6msg8BvgNmBELeU+yPYLV3I8q6tC/i5LUkE06YRWkorMyymlgfWsc09KaWjVAxHRg9zid2cAuwCnAxfU0sa2KaVxVeq3ALYE9gd+AmwAPBMRx6aUblm2ckppj3rG3JiGpJRGNXYQDZFSOgs4qxG6PjmldGvFm4joTO57cR6wMXAtcGgjxFVwKaWNGzuGxlRkv8uSmogme8uxJDVVKaVJKaUzgaezQwfUs/6ilNIbKaXzgc3JLbIXwA01rByvJiSlNDWldAFwU3booIgobcyYJElrLhNaSWq63s727RraQHYr6RByt+O2BH69bJnaFpKJiK0i4vaszPyImBkRH0bEExFxSsUczGzubCJ3uzHALcvM3RzX0Guor4hoHxHfiYi7IuKdiJgWEXMj4n8RcWNEfK2WupWLCkVEv6yNCRExJyLejIijqpSNiBgWEaOzz2VKRPwlItatoe0aF4WqofzfsvKXraDcbVm54bWVq8ZT2b4FUO1nkn0O10TEB9lnMDMiXo+IMyOi3t/LiNguIi6OiH9GxGcRsSCbM/5ERBxSQ/+J3O3GAD+oZl5wWZXytS4KFREbRMQN2Xd4XkRMzeYT1zZfvWK++9CIaJPN5f0g+059kf3Ma/tODY6IxyJiUuTmyE/J6t8dEYet4PPaPGt/Yhbv+xHxq4hoVUP5an+XK34/I2JU9v4H2c9gRkRMj4hnI2LvWuJYKyIuzX6fZmexfBIRL0fE+RHRt7brkNS0ecuxJDVdW2T7/+XTSErp84i4hdwjz74dEe1SStXN511KROxLbr5ixSPM5gPl5FafXw/YC3iC3MJ9c4FJQJesfNV5m7D0ivIr21DgmirvZ5L7A/EG2XZERByYUnqmlja+QW4Es5TcHwNak1uo8PaIWAv4PXAXcDi5+ZoLgM7AYcAOEdE/pfRVntdxE7Ab8L2I+EVKadGyBSI3slqRCN5cz/arrjexXDIXEUPIXWPr7NBcoBXQP9uOjIhBKaVJdeosoj3wzyqHFpKb79md3Hdpr4i4MaV0QpUyi8l9r9qT+8POsnPOK8rUpf/9gfuqXM/0rM2K+cSHZd+Lmn43OgAvAV9nye9Cd3I/80ER8Y2U0thl+vwtcHaVQzOBNsBG2bYbuScsVBfvnuR+/9qw5A9S/YDzgW2AA+ty3dW0ewW5/xaUk/s97QjsDuweET9PKV22TPm+wD+AXtmhxVm9PsDawA7A58D1DYlH0prPEVpJamIiontEXATsSe4fnVcVoNnHs30Lcv8ArYtryP0j+hGgX0qpdUqpI7l/AO8C/IlcgkFK6Z6UUk/g5azuySmlnlW2bQtwDXX1VRb7N4FOKaUO5JKYTcglaO2A4SsYYbwReB5YP6XUCejEkn+wn59tBwBHkUu2SsklRROBdYEzC3AdD5BbZKwHsG8NZQ4D2gLjgWfr2f6eVV5/VPVERGwL/H97dx52V1Xeffz7A0IGGRJmIkgCgspQbRRbhEoQBWOpAkKpAwoo4UVNX61DiwWJE4qVF4W3Vg0IiDKpEKWKIGAoiLWAqCBgZAizIoQQZpDc/eNem7NzcsYnT5Ln5Pl9rmtf55y999rzk5z7rLXudQ55/48HtiKv2wTgr8lm7DsB3+xjf0uAH5E/ArwQGFfuzSRgFjk030xJB1YFIuLu8lxVQda5Tc/VZhFxd7cdS9qmnM848r6+tNzXdYEjyAD19XT+W/tkOdY3ktdiHfLv4B7yh5zPNe1zCvAv5ePngI0jYr2IGE/e0wOAH3bY37nAhcDUcqzrkX2wA3hL+cGpX68gg9njgQ0iYhJ5L75dln9B0m5NZY4lg9lbyfNdOyI2IAPtnYDPkM+9mVlrEeHJkydPnkbwBJxOfsl8hvxi12o6ranMvFLmyab1Hi3zA/gvYEabfU6vrTelh2PcvLb+4U3LFpT502vzNqmtv2kf16I6r0OG8fpOqR3Lwg7XeIcetiWyb3IA726xvNrPfGCtpmVrAL+vrfOuFuUPLstu7/CczO6w3ylN879c5l/Q5nyu7mGbhzTNnwQcTQaYAVzUouxVZdmH2ux3EnBvWedV3Z6nHu9zde1+2mLZ7LLs9C7baHcdTy3zbwUmtCg3syxfAry4zTP9RPOysvytZflTZLBXzf/7Mv/mIT7rlwBqsc6FZfk3Wixree3JVgvVdue0+bu4vCy/tGnZTWX+Qf3cT0+ePHmqJtfQmpkNjjFkzUuraVKbMuOa1luntmxDMrAcDg/X3m/Qw/qPkl/uodHUcCSYRPtrPKZDOQAiImjUiu3aYdUvRlMT34hYQn7ph6yV+1aLclUt6dSh9DFtoUrc9LelqfPzJL2ErG0PYJns1TVfLn0w/yDpYfJHgU+TQcwCYKlx3Utt5q7kjy0tm5FGxMM0av3f0M8JdXBhef3rdv1Zh0KSyKAT4MSIaDWkzSlkgC4aTbibfTciWjX//wF5D8YCL67NX1xe19fQxvv9fHlem80trzsOYZsAxzXPKPupaphfJ6n+b0R1HiPp3wEzGyAOaM3MBscVEaE2075typxRX4/8UvwSst/dFOB0SccMw7FFm/etV85xb68oHy+WdLSkVwxnoDFEe3S4xr+qVpK0haTjSwKjRZKeqxIGASeW1SZ32M8NbeZX47XeVALcZvX+pBN7PKe2IuIG4H/IYP2dTYsPK6+XRcSdHTazHo2gv35MFwE7RW3Ip+I15XVt4I5aMLzUBPxDWW/LXs9H0lqS3qNMAnW/MtFYdV+qH13G0f4HoKHYmmwmD/DTViuUezmvfJzWZjvXtCn7LI3non7cvyB/PNgc+LkygdjU3g+79f7IwLt5X726KyLuaLPsKrJ/rMimyZUfldfjJf27pD0kjR/Cvs1slHJAa2Y2ikTEMxExPyI+R45FC3BMn1+EW6nXuDzcdq2lvRe4mawl/jRwPbBI0g8lvVM53u2II2l38rg/RgYn65M1zn8sU1Xj1KkG9f4285/rtDwi6gmKutYY96iqpT20mlF+WKgyLndLBnVo7QeTjcis13cAM2jd17eqiVuT9rXhm9K4fj3VPpakUFeU89kb2Iy8nn+icW8qw1G7Xdm49v7etmtlrXvz+nWPdij7VHl9/p6XWuyDgUXkuNBfA24vgfwZ5TltKyLa7W+ZffWh7fmXH7Gqfxvq1+B4shZ6beB9ZCuFxSXD8UclTRzCcZjZKOKA1sxs9DqDrE0dA+y3nNvaqfb+9l4KRMTt5Bfx/cgkSTeTTaLfBJwJ/KIEKSOGpDFkU+B1gEvJJDbjI2JilCRCNH4oUJvNjDRnkwmTdpT0qjJvBhl4LgIu6HVDEfFQRFxAJoR6Aji6RXKh6rvH9R1qw+vTIT3u/hiy9vdB4N1k3+wJEbFJuS8vrK27ou7N2BW03ZYi4kdkS4uZwHlkNuDNgHcB8yR9fWUeTw+Wue4R8XREvIVs3v4FMlN11D7Pl8e3NrMOHNCamY1SEfEUjeFutl7Ozc0or39m6aFTuh3DnyNibkQcERHbk0HUR8laomk0xgcdKXYhhxJZCLwlIq4s17Fu05V/WEMXEY/RGNqlqqWtmhuf1eL8etnmrcAJ5eOXmmrbq5rSbYe5Fr7KXjwrIr4ZOUZy3Yq6L/UhozqNl7pFi/WXW0Q8EhFzIuKgiHghsAOZIRzgcEl/O5z766JtM3tJ42g0SV/mGkTEf0fEP0fELmRz57cBd5G1uac0r29mVnFAa2Y2SkkaSzYRhRyzc6jbmUwjEJobPYxB205E/CFynMovlVnNzSarfqWrqvazCkrmt0n+Azk8y6CpAoa3SdoS2Kd87nfs2boTgceBbcksuJWfl9d1WHpon+VV3Zvr2yzvdF+W57m6nazJhhz3dRmS1iAzhwP8cgj76FlE3BQRM2n8sNSx6fEw26oMJ9TKbmQz8wB+1WkjEfF4RJxD1jwDvHKYkqCZ2WrIAa2Z2ej1Vhr/DwzpS3bJjHs+2Y/0GXL81F7KjSnZYdt5srw2N+Gs+qdO7OMwh9Mj5XXbUuO0FEl70SaoGcki4r+BG8masbPJZui/jojrlmObD9MIlP+lSvgVEbfQCLaO7xSoSBpffnjpRXVvdmpeUJqu/2uHskN+rkoG3/PLx//bJuPwe8kmzwF8t999tCJp7S6rtPsbWtGOap5R/tarMXMvi4iFtWWdzqM6B5F9bM3MluGA1sxslJG0rqRDgZPLrPtofCHvpfyaJSPxMWS23r8ia7gOL1lze7EDcKOkD0rargpuS6D7Vhr9UC9uKvfb8rq/pPVZ+X5G9g3dEPimpM3h+cDrMOB7wEOr4LiGQxV8VsMNLU/tbOVEshn6NmQT0sos4GlyaJgrJb2+an4saQ1JO0g6GriN3odz+Ul5/X+Sdq89UzuTwx1t1LZk47naTdK2Pe6v7jiyNnoy8MMy5BGSxko6HDiprHdqm6F5huJISRdLenv1HJZ9TpT0cRo1ws1/QyvSYmCmpOOqv09Jm5H99fckA/pPNpW5say/cxXcKr2axr9R15QfSMzMljEiM0iamdmwOUjSG2ufx7B0RuI/Aft2aSZ8jaQqu+5YcpiW+g+it5LB7Lw+j217MuA5EXha0uNkDVm17WuBzzSVORP4CNl88UFJD5DNpe+JiN363H/fImKRpKOAL5N9Ng+U9AiZNXctsinlN2gEMIPkTDLj7Fiytv3by7vBiLhT0nnA24GPSzorIpZExLWS9iNrg/+SDEafkfQo+XzVM+x2HQaqOJocs3ZLcoicp8pz+wKypm9f2gd388jgeRvgd5IeJH+4ANgtIu5pU646z9skvY1MzDQduEXSorLv6lwuAz7Y47n0QmST7b0Ayt/Psyxdy/z1kjhqZbm+TEcBH5O0uBxP1RrjYxFxVVOZTcr6RwHPlb+ndWlctwfJGm4zs5ZcQ2tmtnobx9JDoUwia1GuJZsH7xAR7cajrGxUKz8G+ANZU3kS+WV6uyEEszcDBwBfpQzXQwYyi8nxKmcBu0bE4nqh0lz1DcCPySamm5GJeLZgJYmIk8ihaara2rWAW8gEVq+h8/ArI1ZpBlqNDfz9iBiumuYvlNeXkc3cq/1dBGxH/mjxSzIR2ETyGbga+ATwsi5j4D6vZM1+NZmF+gGyv+YiMjDfOSIu6VD2WbIG8Uxy6JlJ5HO1FT3++B8RF5LNnecAC8jhhp4gn+eZwN7L07+8hbOAw8mEXjeTwew65JBPPyCTlh0xjPvrSUR8iOwzfR157R4jx+edUfrHN3sL8Dny7+k+8hyeAX4DfJ78N+o3K/7IzWxQKbt+mJmZ2WhW+n7eT/6wMCMifryKD8kGhKRDgNOAKyJi+qo9GjMbbVxDa2ZmZpB9XNcD7gTa1maamZmNJA5ozczMRrky1Mrs8vGkiFjSfm0zM7ORw0mhzMzMRilJ55AJtjYnf+SeD3xllR6UmZlZHxzQmpnZakHS+WRSpl5dHRH7r6jjGRCbkeOjLiQT93w4Ip5atYdkZmbWOyeFMjOz1YKkecDufRRxAhszM7MB54DWzMzMzMzMBpKTQpmZmZmZmdlAckBrZmZmZmZmA8kBrZmZmZmZmQ0kB7RmZrZak7RAUkg6fVUfi5mZmQ0vD9tjZmYjgqTp5NAxzZYAi4FHgHuB64CfA3Mj4smVdXy2YkmaAtwxDJuaGhELhmE7ZmY2AFxDa2ZmI90awERgK3Kc2VnAWcB9kj4vafyqOChJs0vNr4cLMDMzW0VcQ2tmZiPRfwBfqX1+ARnU7kiONfum8vmfgb+TtE9EtKzdi4gpK/JAbdjcC+zUYfnFwGTgPmDvLtsxM7NRwgGtmZmNRA9ExI0t5l8MnCBpKnAqsAewPfCfknaJiMUr8yBt+ETEs0Crew6ApGfL22fbPBtmZjYKucmxmZkNnFIb+wbgx2XW9sCxq+6IzMzMbFVwQGtmZgMpIp4D3g08UWYdIWnD5vW6ZTmWNFbSByRdLukBSc9KeljSfEmXSjpK0stq6x9S+s0eW5sXLaYpteVrSHqdpC9K+pmkB8t+Fkn6VZn/ok7nK2le2e688nlyKTdf0pPlmC+XdGAv10/SBEn/KOkSSfdJelrSHyVdJ+kkSbtJUofye0g6Q9Jtkp6Q9Kikm0rZrXs5huEg6c21a/4PPaz/0dr602rzp9fmT1d6j6Qry/16QtJvJX1K0ro9Hts0SV+VdEu5Pk9IulXSKZJe3qVsX8+lmdlo5SbHZmY2sCLiAUlnAe8l+9nuBZzda3lJmwE/Ifvm1k0s07bAnsDLga7BUgefoHUN8vpl2y8HjpT0zoi4oNvGJL0GmAtsXJs9jmyCvYekEyLiIx3KvxY4F9isadEmZZpGJt+aCixoKjseOANoFTi/rExHSDoyIr7R7VyGwQ/JfrWTgfcA53RZ/9Dy+quI+GWbddYu253RNH/7Mr1L0p4RcVurwpLWBE4EPgA0/yiwTZkOk3RsRHy6RfmV9VyamQ08B7RmZjboLiEDWoC/oY+AFjiZRtBwNvA9MqnQs8CmZGC3D1DPZDwXuBZ4H3BkmdcqmVE9OdFawP3ABeSQQ7cDTwFbkpmb3wesA5wlaVpE3NzhmDcHvl/e/yvwX8CTwM5k4Lw58GFJF0XEZc2FJe0KXAqMIYdEOgc4nwxcxwDbkT8M7Nui7BrAD4DXl1mXAN8mh9t5irxeHwReCpwi6YGI+M8O57LcIuI5SaeR12JPSVtFxJ2t1pW0CxlwQ/bBbucz5PW8nExOdgfwQuAw8rpsBVwi6S8i4vEW5efQCJx/AZwC3EYOP7U98H7gr4BPSVoYEf/eVH4oz6WZ2egUEZ48efLkydMqn4Dp5Bf0AGb3UW6bWrlLWyxfUJad3jR/HPBMWXZCl31s2GLe7Gq/PRzjFGBMh+VbAPeU7Z3ZZp15tfO8C9iyxTrbkYFlABe0WD62lI2y3l6dzhkY3zTvQ6Xsn4F925QbXzvWO4C1hun5qO7jghbLppLBeQDHdtjGnNq5T+rw/AVwapttHFdb57Mtlu9XWz6rzTbWJIeeCjLInVRbtlzPpSdPnjyNtsl9aM3MbNA9VHu/QR/lNiBrJAGu6LRiRDzUaXk3EbEgMotvu+X3AP9WPr65U9/VYlZE3N1iO/PJGmSA17YodzBZKwwZ+F3S4Zgeiognq8+SxgBVM+avRcTcNuWeJGucIQP5PdqexTCJTBJW1UYf0ur6SZoAHFQ+XhARD3fY5APAP7ZZ9gng9+X9zHJd6j5eXn8UESe3Od7nyFrap4F1gQNqi1fac2lmtjpwQGtmZoPusdr7npL1FA+RNWEAB0taad1wJK0naaqkHSTtKGlHGsmt1iNrHNt5BLiww/Jry+sGkiY2LdunvD5NjvXbj1eT/VQBvtNpxYi4icYPDbv0uZ+hmlNep5D9S5sdSOP56NTcGOC8aN2UmIj4M/DN8nEj4C+rZZImA68qH7tdo4dpDFNUv0ar7Lk0MxtEDmjNzGzQ1YPYnsehjYinafS3PQC4rWQN3kfSpOE8QABJW0k6WdICMii9nQxobijT12urb9RhU/MjYkmH5Qtr75sD/Cqr76+j/zF7X1V7/1O1zuz8/EQ2WYZlE0+tKHOBP5X3h7VYXs1bQKM2t53/6WP5X9Te71x7f1oP1+iVZd3nr9HKfi7NzAadA1ozMxt09eBvYdu1WptFJmoCeBHwYbL28yHlcDrHSNq4bekeSZoB3ERmvd2qhyLjOyx7osMyyL6klTWbllXncn8Px9BskyGUAZgwxHJ9iYhnaNSc7levnZa0DZkwDLIvdbdkSg90Wf7H2vv6UFHDdY1WynNpZrY6cDMWMzMbdNNq73/XT8GIeBTYX9Irgb8nEwNNI/9/rIbT+Yikd8QQs/Uqx8Y9iwxaHgO+CFxMZr19pARiSHodjZrDbn1ol9dQsuPWg+M3AH/osVynvqrD7RQy+BsHvJ3MUAxZOysy2D+th+10uz7t7k/9Gr0baDcsULOlmjevjOfSzGx14YDWzMwG3V6191cOZQMRcR1wHYCkF5C1ee8gg6L1gHMlbRMRvQZxdQeSY4cC7BcRl7ZZr5+EVkP1IJlReXK3FduUrTwbETe2XXMViYhbJF0F7EaOSfuVMtTQu8oql0bEXT1satMuy+s1sfXETPVrpOW9Riv4uTQzWy24ybGZmQ0sSZsAbysfHwN+srzbjIjHI+LHEXEwcHSZPYFGQqXnV+1xkzuU14UdgllYuo/qinJdeX2FpPX6LHt97f0bh+l4VoQqOdQ0SS8H9iaDeIBv9LiNV3dZXu8re0Pt/Qq7Rn08l2Zmo4oDWjMzG0iS1gTOoNHf9GsR0W8f2m7qyYOaEzU9VTuWsR22UbWGGldqC5dRhpQ5eEhH2J8qO/LaNIbW6dVVNGogD5e0MmqUh+I7wKLy/jAayaAW0hjSqJsDyz1ZRnnuqnv1ELUgNiJuo5G5+K2SXtzzUfen03NpZjaqOKA1M7OBI2kKWRtb1YLdBHyqz21sLWl6l9XqzZnvaFpWT6y0TYdtVGOWTiD7QzYfx5pk38+hNAPu17eAe8r7YyXt1W5FSRtKej45Vcm++4XycUPgu5LW71B+rKT3Sxo3DMfdszIO7rfLx4OBN5f33yrn0ItNgS+1WTYbeEl5P6fqA11TPYdjgAvKUD4tSVpT0jskbVGbt7zPpZnZqOI+tGZmNhJtUsZmrUwAJpHNd6cDb6KRgOcmYJ8hDEPzInL4mVvImrtryGBvCRlc7gscUta9G2hOvnN17f2Jkj5LBrlVU+QFZczS84DjgLHkUC6vIIPxR8r5zCKHb/kZsGuf59CXiHha0jvIGr5xwEWSzga+B9xJBmEvJpM+HQDsSA5zUzkB2AOYUV5vlvRVsvZ2IfACYFuyD+v+5D07Y0WeUxtzgPeX/Vd6bW4M+SwcLmkqmVjqTmBzsrZ3/7LOAuCzzQUj4juSvg7MJK/fb8vny8nsyOPJsXJ3Ia/x5sBONH5oWN7n0sxsVFH3zPVmZmYrXqmV+mkfRRaRY7fOLrVy7ba7gBwq54yIOGQI+7sb+LuI+HWLbZ9Li1rXYmpELCjrHUrWwrZrGXUuGYRVfWz3iIh5TfuaB+wOXBER09sdrKRDaGTyff4YmtbZEziH7s1VlylfmlefDLyX7tmYHwc27nR/elW7j3dGxJQe1r+GRr/k6yKiYx/lpudhb+CfymsrdwN7RsTvWy0sTctnA0fRvfLgGWCHiLi1xXF00va5NDMbTVxDa2ZmI90S4FFgMVlTdR1ZOzp3OQOlK8lasteTgeJWZFPTCeRQMzeQfU7nRMTjbbbxTuBasqbtJcC6tAhaI+I0Sb8DPkrWwk4k+6P+GjgtIs7roZnpsImIyyRtDfwfMqnQ9sD6ZJ/Qe8lrc06rYLg0250p6f+TQe3uZK3iumQAexfZr/QS4PvDEcwO0Zk0AtpT+yz7DNkK4HAyQ/JLyefiDrI2+986tQiIiCXAJySdBhwB7AlMJa/xU+Q1/g35A8b5EVHPjjwcz6WZ2ajhGlozMzNb7UiaQwbcTwKTI2JRl/Wn06gZXaaG3MzMRiYnhTIzM7PViqR1gIPKx+91C2bNzGxwOaA1MzOz1c2RZBNogP9YlQdiZmYrlvvQmpmZ2UCTtBaZOXgs8FoyIRNkAq2r2xQzM7PVgANaMzMzG3Rb0Bjvt/IE8IFVcCxmZrYSucmxmZmZrU7+RI7NumtE3LiqD8bMzFYsZzk2MzMzMzOzgeQaWjMzMzMzMxtIDmjNzMzMzMxsIDmgNTMzMzMzs4HkgNbMzMzMzMwGkgNaMzMzMzMzG0gOaM3MzMzMzGwg/S+sQHeBQC0yBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XcT2vsjRh+E8W12JyScLPgB1SSl8UGFu9pJRGABuSG619lNwjYZpn2zhyt8AeCfRLKT2/XN3J5D7vn5K7lkXkPpP/kpt3uUVKqabn+jbUNfwP+Cq578Oz5P540YHcZ/w2cDW55HOFn0017S0kN9+6YvS3PGvrKeDAbKXrmvwAuBj4gNxtun2zrVarBGfXsw1wPkvnYJO9vgDYOqX0n9q0VUvvkft9uo7cvOHp5D6/mcCL5G7V3zmlNLO6BiRpTRUNuHieJEmSJEmrjSO0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkouRzaItAt27dUllZWWOHIUmSJEmN4vXXX5+SUuq+/HET2iJQVlbG6NGjGzsMSZIkSWoUETG+quPecixJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSi1LyxA5AkSZJWZvHixUydOpUZM2awePHixg5HUh01a9aMNm3a0KFDB9q3b09ENEi7JrSSJElao5WXl/PJJ59QWlrK+uuvT8uWLRvsH8OSVr2UEkuWLGH27NlMmTKFefPmsc466zTI77G3HEuSJGmNNm3aNJo3b06vXr0oLS01mZWKTETQvHlzOnXqRN++fZkzZw6zZs1qkLZNaCVJkrRGmz17Np06dTKRldYCzZo1o0uXLsycObNB2jOhlSRJ0hpt/vz5tGnTprHDkNRA2rVrx9y5cxukLRNaSZIkrdHKy8spKfGfrdLaolmzZixZsqRB2vK/DJIkSVrjebuxtPZoyN9nE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJktTgysrKiAhGjRrV2KGsEhFBRDBu3LjGDqVJM6GVJEmSmoC5c+dy7bXXcuCBB7L++uvTpk0b2rZtywYbbMChhx7KHXfcwbx581Z5HOPGjePcc8/liiuuWOV9ae3XvLEDkCRJkgq1zcFHN3YIBXnrb7ev0vYfeughhg0bxsSJEyuPtW3blpKSEsaNG8e4ceO4//77+fnPf87tt9/OHnvsscpiGTduHOeddx59+/bl1FNPXWX9qGlwhFaSJElai91yyy0cdNBBTJw4kX79+nH77bczZcoUZs+ezcyZM5k+fTr33XcfAwcO5PPPP+f5559v7JClWnOEVpIkSVpLvf322/zgBz+gvLyc/fbbj/vuu4/WrVsvU6Zjx44ccsghHHLIIdxzzz188sknjRStVHeO0EqSJElrqXPOOYcFCxbQp08fhg8fvkIyu7zDDjuM008/HYBRo0YREZSVlVVb/pZbbiEiGDhwYK3iKSsrY/fddwdg/PjxlQsrVWy33HJLZdmVLbo0bty4yjLLGzhwYGV706dP5+c//zmbbropbdq0oVOnTpXlpk6dyq233sohhxzCpptuSvv27Wnbti2bb745p59+Op9//nmtrkuNxxFaSZIkaS302Wef8cgjjwBw8skn07Fjx1rVqypBbCjdu3dn5syZTJs2jZKSErp3777M+ZUl3HU1efJktttuOz788ENKS0tp2bLlMucvuugiLrvsssr3HTp0YN68ebz33nu899573HHHHTz99NNsvfXWDRqXGo4jtJIkSdJaaNSoUaSUAPjWt77VyNHkvPbaazzwwAMArLfeekycOHGZ7fDDD2/Q/s4//3wWLVrEY489xty5c5k5cyajR4+uPN+nTx9+8Ytf8MYbbzBr1ixmzJjBggULGD16NHvvvTeTJ0/myCOPrPwcteZxhFaSJElaC7333nsAlJaW0q9fv0aOpnEsWLCARx99lC233LLy2MYbb1z5+rTTTluhTrNmzdhuu+0YOXIk/fv3Z8yYMTz//PPstttuqyVm1Y0jtJIkSdJa6MsvvwSgc+fOq/Q24jXZvvvuu0wyWxelpaUMGjQIgJdeeqkhw1IDcoRWkiRJ0lppp512WmmZ999/n2uuuYbnn3+ecePGMXv27BVuMXZxqDWXCa0kSZK0FuratSsA06ZNI6XUJEdpl190anl//etf+d73vseiRYsAKCkpoWPHjpSWlgIwe/Zs5syZw5w5c1Z5rKofbzmWJEmS1kKbbbYZkJtH+sEHHzRyNI2jWbNm1Z6bPHkyJ5xwAosWLeLwww9n9OjRzJ8/n2nTplUuUlUxx9ZFodZcTT6hjYieEXFlRIyNiPkRMSkiHoqIPRug7Q0j4vKIeC8iZkfEjOz1TRHhrHJJkiStMrvttlvlqOyDDz5Y5/rNm+du5pw/f361ZWbMmFG/4GqhIhmtrv9C+37ssceYPXs2m2++OcOHD2e77bajRYsWy5SZNGlSQX1o1WvSCW1EbA28A5wMbAgsALoBBwBPRcQvCmj72KztU4FNs8MtstfHAEfXO3BJkiRpJdZdd132228/AK6++mpmzpxZq3oVo5GdOnUC4IsvvmDhwoVVln3ttdfqHFdJScky/VSnov9PP/20wfrOV9Hu1ltvXRlTvpQSf//73wvqQ6tek01oI6I18CDQFXgT2DKl1BHoDFwGBHBxROxVj7a/A9wItAauATZKKbVLKbUBepJLZl9ukAuRJEmSqnHhhRdSWlrKp59+ypFHHlnjaCvAPffcwx/+8AcANtlkE0pLS0kp8dBDD61Q9n//+x/3339/nWPq0KEDsPIR1q222gqAkSNHrnBuwYIFXHHFFXXuO1/Hjh0BeOedd6pMrv/85z8zduzYgvrQqtdkE1rgRKAvMBs4MKU0BiClNDOldAYwIit3cV0ajYh1gD+RS4jPTin9JKX0YcX5lNKklNIdKaWbGuAaJEmSpGptu+22/PGPfyQieOSRR/jqV7/KHXfcwdSpUyvLzJgxgwceeIDdd9+dww8/nFmzZgHQsmVLBg8eDOSe1/riiy9SXl5OeXk5Tz75JIMGDaJ169Z1jukrX/kKLVq0YMaMGTUmxIcddhiQSyxvvvlmFixYAMCYMWPYb7/9Cl55+Jvf/CYRwTvvvMPJJ5/M9OnTAZg5cyaXXnopP/rRjyoX1tKaqykntEdl++Eppc+qOH9ptu8fEZtWcb46PyQ3yvsB8H8FxCdJkiQV7LjjjuOBBx5gnXXW4f333+foo4+ma9eutG/fng4dOtCpUycOOeQQRo0aRd++fdljjz0q61588cV07dqVTz75hG984xu0b9+etm3bsvfee9OpUyfOPffcOsfTtm1bjjjiCAAOPfRQOnXqRFlZGWVlZdx3332V5Y4//nh22GEHFixYwLHHHku7du3o2LEjW265Jf/617+4+eabC/pc+vXrx6mnngrANddcQ+fOnenSpQtdunThzDPPZM899+QHP/hBQX1o1WuSCW1EtAe2y94+UU2xfwIV90HsUU2ZqlQkyrellMrrEZ4kSZLUoA466CA+/PBD/vjHP7Lffvux7rrrsnjxYhYvXkxZWRmHHnoow4cP54MPPmDXXXetrLfhhhvyyiuvcMQRR9C9e3eWLFnCuuuuyznnnMNLL71UeftwXV133XWcddZZ9OvXjwULFjB+/HjGjx/P7NmzK8u0aNGCp556ip/97GeUlZVRUlJC27ZtGTp0KK+//jrbbLNNwZ/LH/7wB2644Qa++tWvUlpayuLFi9l222254ooreOSRRyoXxtKaK5riEtQR8TXgleztpimlKtcxj4hXgK8Bf0wp/bgW7XYFpmRvdyP3nN+fZ22UAuPIzdv9fUppSlVtVGXAgAFp9OjRtS0uSZK0VnnvvfcqH0Ejae1Q19/riHg9pTRg+eNNcoQW6JX3uqab7yvO9aqhTL6v5L3eC3g621c8AGszcgnuvyLC/ypLkiRJUgGaakLbNu/1vBrKzc327WrZbqe812cDY4AdUkodsjb2A74A+gD3R0S19zBExLCIGB0RoydPnlzL7iVJkiSp6WiqCW2sonbzP88lwMEppVcBUkrlKaXHgGOz85sBB1fXUErphpTSgJTSgO7du6+icCVJkiSpeDXVhHZ23uua1hpvU0X52rb7SErpf8sXSCk9Avwne/vNWrYrSZIkSVpOU01o8+fN9q6hXMW5CfVot8qFppY7t14t25UkSZIkLaepJrTvAxXLO29RVYGIKAH6ZW/frWW7H7J0Tm5tlo9uektMS5IkSVIDaZIJbUppFlDxHJxB1RTbAeiYvX6mlu2WA6Oyt5vWULQiUR5fm3YlSZIkSStqkgltZni2PyoiqnoszxnZ/vXqnlNbjduz/f4RsfHyJyNif2CT7O2jdWhXkiRJkpSnKSe015MbIW0PPBwRmwNERPuI+B0wJCt3dn6liCiLiJRtQ6to927gdaA58LeI2D6rVxIR+wB/ycq9CjzSwNckSZIkSU1Gtc9BXdullOZFxGBytxP3B8ZExExyz4stITe/9eyU0pN1bLc8Ig4CngO2BF6NiFlAM5aumvwBcGhKyTm0kiRJklRPTXmElpTSW+SSzqvILehUCnxJbuR0UErpknq2+ymwDXAe8A65ZDYBbwLnAANSSp8UfAGSJEmS1IQ12RHaCimlicAp2Vab8uOAqEW52cC52SZJkiRJamBNeoRWkiRJklS8TGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSVKTFBFEBOPGjWvsUFRPTX6VY0mSJKkpmD9/PrfffjuPP/44b7zxBpMnT2bRokV07tyZzTffnJ133plvf/vbbL311o0dasFGjRrFqFGj2HbbbTnooIMaOxytQia0kiRJKnqbn3JRY4dQkHevPHuVtv/QQw9x4oknMmHChMpjrVq1om3btkyePJlnn32WZ599lgsvvJBBgwYxfPhwunXrtkpjWpVGjRrFeeedx/e///0aE9p+/foB0KJFi9UUmRqatxxLkiRJa7G//OUvHHTQQUyYMIF+/fpx00038fnnnzNv3jymTp3KwoULef3117ngggvo3bs3Tz31FJ9++mljh71avP/++7z//vv06dOnsUNRPTlCK0mSJK2l3njjDU466STKy8sZPHgwf/3rX2nVqtUyZZo1a0b//v3p378/Z555JhdccIEjlioajtBKkiRJa6lf/vKXLFy4kL59+3LHHXeskMwur2XLllxwwQVsscUWK5wrLy/n9ttvZ9CgQXTv3p2WLVvSu3dvDj/8cF555ZUq2zv33HOJCIYOHQrArbfeyg477ED79u3p0KEDu+++O0899VSNMS1cuJBrrrmGb3zjG3Tp0oXS0lL69u3Lsccey3vvvbdM2XHjxhERnHfeeZX9VSz8VNUCUCtbFGrOnDn8/ve/5+tf/zpdunShVatWbLjhhnzrW9/izjvvZNGiRTXGrlXPEVpJkiRpLfTJJ5/w2GOPAXDKKafQrl27erc1a9YshgwZwtNPPw3kEsH27dszYcIE7rnnHu677z6uvPJKfvzjH1fbxvHHH89f/vIXmjVrRtu2bZk5cyajRo3i+eef55577uGQQw5Zoc6ECRPYd999eeuttwAoKSmhbdu2fPzxx9x8883cdddd3HnnnQwZMgTIjTb36NGD2bNnM2fOHFq1akXHjh2XabNZs2a1uuZ3332X/fffvzLZbd68Oe3ateOjjz7io48+4qGHHmLnnXemrKysVu1p1XCEVpIkSVoLPffcc5Wv999//4La+t73vsfTTz/N1ltvzSOPPMKcOXOYMWMG06ZN46KLLqJ58+accsopvPTSS1XWHzlyJHfeeSfXXnstM2fOZMaMGXz44YfsuuuulJeX85Of/ITFixcvU2fRokUMHjyYt956i1133ZXnn3+eefPmMXPmTCZOnMhPf/pT5s+fz9FHH83YsWMBWG+99Zg4cSJnnHEGAIcffjgTJ05cZltvvfVWer1Tp05ln332Ydy4cWywwQaMGDGCOXPmMG3aNGbOnMkLL7zAMcccQ/Pmjg82Nn8CkiRJ0lqo4nbcVq1a8ZWvfKXe7Tz99NOMGDGCsrIynn32Wbp06VJ5rlOnTpx11lk0a9aMn//851x88cU8/PDDK7Qxffp07rjjDo466qjKYxtssAF//etfKSsrY8KECbz88svsuuuuledvvfVWXnvtNbbffnuefPJJSktLK8/16NGD3//+98ydO5drr72Wyy+/nGuuuabe17i8Sy65hE8++YRu3brxwgsvLLNoVPv27dlll13YZZddGqw/1Z8jtJIkSdJaaOrUqUAu6YyIKsv89re/pWfPnitsp5xySmWZW2+9FYChQ4cuk8zmO/LIIwF49tlnWbJkyQrn119//coy+Xr16sXXvvY1AN55551lzlX0+6Mf/WiZZLaqflc2D7eubr/9dgDOOOMMV0BewzlCK0mSJDVRs2bNYtKkSSscnzFjRuXrl19+GYDLL7+ca6+9tsb25s6dy5dffsk666yzzPEBAwZUm1RXJIzTpk2rPLZ48WJeffVVAE4//XR+/vOfV1m3Inn+5JNPaoyrLsaNG8fEiRMB2G+//RqsXa0aJrSSJEnSWqhiNHX69OmklKpMKC+55BIuueSSyvff/e53ufPOO5cpM2HCBCCX5OYnutWZO3fuCsfat29fbfmKlZfzVwyueD5uxeuVmTdv3krL1FZ+gr/++us3WLtaNbzlWJIkSVoLbbbZZgDMnz+f//73v/Vup7y8HMgt7JRSWunWEKv+VvQJ8NZbb9Wq34bSkG1p1TOhlSRJktZCu+22W+XrRx55pN7t9OjRA8g9xmZ16dq1a+XjdVZnvwA9e/asfD1+/PjV2rfqzoRWkiRJWgutt9567LvvvgBceeWVzJ49u17t7LTTTgDcf//9DRbbyrRo0YIBAwYA8MADD9S5fklJLs2pz2hrWVlZZVL76KOP1rm+Vi8TWkmSJGktdeGFF9KyZUvGjx/Pd7/7XebPn1/nNoYOHQrA6NGjue2222osm7+wU6Eq+r3//vt59tln69Rvhw4dgNz84fo4+uijAbjsssv47LPP6tWGVg8TWkmSJGkt1b9/f/70pz9RUlLCyJEj2XbbbbnpppsqF3qC3Cjm2LFjufTSS3niiSdWaGOfffZhyJAhABx77LH85je/Wab+tGnTGDlyJIMHD+b0009vsNiPO+44dtxxR8rLyznggAO48sorl1kg6osvvuCuu+5i4MCBXHnllcvU3WKLLQB48cUX6zV/+Oc//zl9+vRhypQpfOMb3+DBBx+sXKRq9uzZjBo1iu985zt8+umnBVyhGoKrHEuSJElrseOOO4511lmHYcOG8cEHH3DccccBudWF27Vrx6xZs1iwYEFl+X333ZezzjprmTZuu+02ysvLGTFiBOeffz7nn38+HTt2JKXEzJkzK8tVjKo2hBYtWjBy5EiGDBnCSy+9xKmnnsppp51Gp06dWLRo0TK3UO++++7L1B04cCAbbbQRY8eOpV+/fnTr1o02bdoAuSR33XXXrbHvrl278thjj7Hffvvx0UcfMXjwYFq0aEHbtm2XGfXNXyFajcOEVpIkSVrLHXjggXz44YfccccdPPbYY7zxxhtMnjyZmTNn0qVLF/r168fOO+/MUUcdxeabb75C/bZt2/K3v/2NRx55hJtuuolXXnmFyZMnU1JSwsYbb8zXvvY1hgwZ0uDPbV1nnXV47rnnuPvuu7nzzjt5/fXXmTp1Ki1btmTTTTdl55135pBDDuGb3/zmMvVatGjBM888w69+9SueffZZJk6cyOTJk4HcM25rY6uttmLMmDFcffXVjBgxgv/85z/Mnz+fDTfckK233prDDz98pYmxVr1wWeo134ABA9Lo0aMbOwxJkqRG8d5771U+gkbS2qGuv9cR8XpKacDyx51DK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJq9HQoUOJCM4999w6173llluICAYOHNjgcdXVwIEDiQhuueWWRouheaP1LEmSJGm1mT9/PrfffjuPP/44b7zxBpMnT2bRokV07tyZzTffnJ133plvf/vbbL311o0dqlRrJrSSJEkqepv8/m+NHUJB/nPGwau0/YceeogTTzyRCRMmVB5r1aoVbdu2ZfLkyTz77LM8++yzXHjhhQwaNIjhw4fTrVu3VRqT6qdjx47069eP9ddfv7FDWSN4y7EkSZK0FvvLX/7CQQcdxIQJE+jXrx833XQTn3/+OfPmzWPq1KksXLiQ119/nQsuuIDevXvz1FNP8emnnzZ22KrGwQcfzPvvv89tt93W2KGsERyhlSRJktZSb7zxBieddBLl5eUMHjyYv/71r7Rq1WqZMs2aNaN///7079+fM888kwsuuIAWLVo0UsRS3ThCK0mSJK2lfvnLX7Jw4UL69u3LHXfcsUIyu7yWLVtywQUXsMUWW6xwrry8nNtvv51BgwbRvXt3WrZsSe/evTn88MN55ZVXamx37NixnHjiiWy44Ya0atWKzp07s+uuu3LjjTeyZMmSGuveeuut7LDDDrRt25YuXbqw++678/DDDwNQVlZGRDBq1Khl6px77rlEBEOHDqW8vJxrrrmGr33ta3Tq1ImI4F//+hcACxcu5JFHHuGEE05gm222oVu3brRq1Yq+ffty1FFH8frrr1cbV37fH3/8MccffzzrrbcerVq1YoMNNuCMM85gxowZNV4bwJIlS7jiiivYZpttaNOmDV26dOGAAw5g9OjRVZavzaJQ7733Hj/4wQ/YZJNNaNu2LZ06dWKrrbbi5JNPXuGaCvkM1gSO0EqSJElroU8++YTHHnsMgFNOOYV27drVu61Zs2YxZMgQnn76aQAigvbt2zNhwgTuuece7rvvPq688kp+/OMfr1D34Ycf5tvf/jbz588HcnNA58yZwwsvvMALL7zA3XffzYgRI2jbtu0KdU844QRuvPFGAEpKSmjZsiXPPfcco0aN4oorrlhp3CklhgwZwsiRI2nWrBnt27df5vyTTz7JgQceWPm+TZs2RAQff/wxw4cP55577uGmm27i6KOPrraP//3vfxx22GFMnjyZdu3aERGMGzeOyy67jJEjR/L888/Tq1evKusuXryYAw44gMcff5wWLVpQWlrKtGnTeOSRR3jmmWf4+9//zk477bTS68x39dVXc9ppp1X+oaBt27YsXLiQd955h3feeYe33357mT8ANMRn0JgcoZUkSZLWQs8991zl6/3337+gtr73ve/x9NNPs/XWW/PII48wZ84cZsyYwbRp07joooto3rw5p5xyCi+99NIy9caOHct3vvMd5s+fz2677cb777/P9OnTmTVrFtdffz2lpaU8/fTTnHLKKSv0efPNN1cms2eddRZTp05l2rRpTJw4keOOO46f/exnTJ48uca4H3jgAR5//HH+9Kc/MXPmTKZNm8akSZPYcMMNAWjXrh3HHHMMzzzzDFOmTGHOnDnMmzeP8ePHc+qpp7J48WKGDRvGxx9/XG0fZ5xxBh07duSFF15g1qxZzJkzhxEjRtCtWzf+97//8f3vf7/aun/84x959dVXufvuu5k9ezazZs3irbfeYsstt2T+/PlVfi41uffeezn55JNZsmQJhx56KO+++y6zZ89mzpw5fP7559xxxx1st912y9RpiM+gMZnQSpIkSWuh9957D8itZvyVr3yl3u08/fTTjBgxgrKyMp599ln2228/WrduDUCnTp0466yzuOCCCygvL+fiiy9epu5FF13EnDlz2GijjXj00Ufp168fAKWlpQwbNoyrrroKgJtuuon//e9/lfVSSpx//vlAbpT2oosuomPHjgCss8463HjjjQwaNIi5c+fWGPvs2bO56qqr+OEPf0ibNm0q63fo0AHIPUf1pptuYo899qBr166V9dZff30uv/xyjj32WObPn8/NN99cbR8LFizgscceY5dddgFyI8mDBw/mnnvuAeCpp57ixRdfrLLu9OnTGTlyJIcddhgtW7YEYOutt658rutrr73G+PHja7zGCosWLeL0008H4IgjjuDee+9ls802A3Ij6r169eKoo47isssuW6ZeQ3wGjcmEVpIkSVoLTZ06FaBy3mhVfvvb39KzZ88VtvyRwVtvvRWAoUOH0qVLlyrbOfLIIwF49tlnK291TSlx//33A3DaaadVJpT5jj/+ePr06UNKifvuu6/y+BtvvMG4ceMAOPPMM6vs8+c//3m1116ha9euHHvssSstV52KW3GXH3nOd9hhh7HxxhuvcHz33Xfn61//OsAy15bvG9/4RmUinG+77bZj3XXXBWDMmDG1ivWZZ57h008/pVmzZlx66aW1qlMbtfkMGpNzaCVJkqQmatasWUyaNGmF4/mLGb388ssAXH755Vx77bU1tjd37ly+/PJL1llnHT788MPKdnbfffcqy5eUlDBw4EDuvPNO3njjjcrjb775JgA9e/asMlkE2HHHHWnRogWLFi2qNp4BAwbQvHnNKc/UqVP54x//yGOPPcYHH3zAjBkzVlio6vPPP6+2fk2LM+222268/PLLy1xbvu23377aun369OHTTz9l2rRpNcZf4Z///CcA22yzDX369KlVnQqFfgaNyYRWkiRJWgtVjKZOnz6dlFKVo7SXXHIJl1xySeX77373u9x5553LlJkwYQKQS3Jrs2pvxW3A+fNba0qwKkYi88tPmTIFoNrFlCC3InPXrl2ZOHFitWW6d+9eY6zvvvsue+yxxzJJffv27WndujURwcKFC5k2bRpz5sypto2arq3iXHVzfZdfpCpfxYrUNSXs+SquYf31169V+QoN8Rk0piZ/y3FE9IyIKyNibETMj4hJEfFQROxZz/aGRkRayTa7oa9DkiRJylcxf3L+/Pn897//rXc75eXlAIwcOZKU0kq3srKyFdpYsGBBnfpMKdU73nzNmjWr8fwxxxzDpEmT6N+/P48//jizZs1i5syZTJo0iYkTJ3LvvfcWFE9DXceq7GtVfwarWpNOaCNia+Ad4GRgQ2AB0A04AHgqIn5RQPOLgEk1bJIkSdIqs9tuu1W+fuSRR+rdTo8ePYDcSF5d5I+O1rSw0aeffrpC+YrXFaPDVVm4cCFffvllnWLK9/HHH/Pqq6/SrFkzHnzwQfbee+8VHm1U1e3Yy6vpVtyK+Fc2UtwQevbsCdT8WS+voT6DxtRkE9qIaA08CHQF3gS2TCl1BDoDlwEBXBwRe9Wzi5dTSj2r2TZqkIuQJEmSqrHeeuux7777AnDllVcye3b9bhKseA5qxQJPtbXhhhvSqVMnILdYVFXKy8srn4nav3//yuNf/epXAZg4cSJjx46tsu4rr7xS69txq5KfSFd323DFc3drkv94pOrO5V/bqrLjjjsC8Pbbb/PZZ5/Vqk5DfQaNqckmtMCJQF9gNnBgSmkMQEppZkrpDGBEVu7iqqtLkiRJa7YLL7yQli1bMn78eL773e8yf/78OrcxdOhQAEaPHs1tt91WY9n8BYwigiFDhgC5hLqqR+zceOONfPbZZ0QEhx56aOXx/v3707dvXwB+//vfV9nX7373uzpdx/IqHgM0adIkvvjiixXO//vf/2b48OErbefuu+/mww8/XOH4888/X7ky8Le//e2CYq2NPffckz59+rBkyRJ+9rOf1apOQ30GjakpJ7RHZfvhKaWq/oRRsdZ1/4jYdDXFJEmSJDWY/v3786c//YmSkhJGjhzJtttuy0033bTMrbwpJcaOHcull17KE088sUIb++yzT2Vieuyxx/Kb3/xmmfrTpk1j5MiRDB48uPI5qBXOPvts2rZty+eff87+++/PBx98AOTm1P75z3/m5JNPBuC4445bZjXjiOBXv/oVANdddx2/+tWvmDlzJpBbYGnYsGE88cQTVT4KqLY222wz1l13XVJKHH744ZXPwV20aBEPPPAAgwYNWuH226q0bNmSfffdt3I16PLych566KHKBH3QoEHsvPPO9Y6ztlq0aFH5jNm77rqLww47jPfff7/y/IQJE5b5zKHhPoPG1CQT2ohoD2yXvV3xtzbnn0DFMm57rPKgJEmSpFXguOOOY8SIEfTs2ZMPPviA4447jt69e9O6dWu6d+9O69at2XjjjTnzzDOZMmUK++67L2edddYybdx2220cdNBBLFmyhPPPP5/evXvTqVMnOnbsSJcuXTjooIN48MEHV+h7o4024q677qJVq1aMGjWKTTfdlM6dO9O+fXuGDRvGggUL2HPPPbniiitWqHvsscdyzDHHALmR5i5dutClSxd69OjBjTfeyB/+8Ae6desGQGlpaZ0/l5KSEq666ipKSkoYNWoUX/nKV+jQoQPt2rXjkEMOobS0tMq4lvf73/+eadOmsfPOO9O+fXvatWvHt771LSZPnszGG29c+Rzf1eHwww/nsssuo6SkhHvvvZfNNtuM9u3b06ZNG3r37s2wYcN4++23K8s31GfQmJpkQgtsRm6OLECVTypOKZUDH2RvN69HH1tExJiImBcRsyLinYi4PCI2qEdbkiRJUr0deOCBfPjhh9xwww0cfPDB9O3bl5KSEmbOnEnnzp3ZbbfdOPvssxkzZgyPPvoo/fr1W6Z+27Zt+dvf/sbDDz/MkCFD6NOnD/PmzWPhwoVsvPHGHHnkkdx333386U9/qrLvf//735xwwgmUlZUxd+5c2rRpwy677MINN9zAE088Qdu2bVeoFxHcdNNN3HTTTWy//faUlpaSUmLgwIE88sgj/PjHP64cta2Yq1tXBx98MH//+98ZNGgQ7du3Z9GiRfTt25czzjiDN998s/KRQjXZeOONGT16NMceeywdO3ZkyZIllJWV8dOf/pTRo0fX+OihVeH000/nzTff5JhjjqGsrIxFixbRqlUrtt56a0455RQuv/zyZco3xGfQmGJNXX55VYqIwSydI9shpTSrmnJ/Aw4CHkgpHVLLtocCN2dvEzAN6MDSZ/7OA45PKdX6ZvQBAwak0aNH17a4JEnSWuW9996rfASNVGHs2LFsvPHGtGzZklmzZtGyZcvV2n9ZWRnjx4/n2WefZeDAgau177VBXX+vI+L1lNKA5Y831RHa/D8BzauhXMXM9brcOP458BtgS6BVSqlrVn9/4F2gNXBbROxahzYlSZIk5alYFGrXXXdd7cms1hxNNaGNlRepn5TSkyml81NKY1JKC7NjC1JKjwJfB/4HNAMuqTHAiGERMToiRk+ePHlVhStJkiStsY455hjuu+++ZZ43+9FHH3HSSSdxww03APDTn/60scLTGqD5youslfIfwtUaqPKWY6Bi2bT6PbRrOSmlGRFxEXATsGNEdE8pVZmtppRuAG6A3C3HDdG/JEmSVEyeeuopbrnlFiA3j7ekpIRZs5b+0/2cc85hn332aaTotCZoqgnt53mve7N08afl9c72E6o5Xx+vZPsAygCHXyVJkqQqXHrppYwcOZI333yTSZMmMXfuXHr37s1OO+3ESSedxB57+DCSpq6pJrTvk1uwKYAtqCKhjYgSoGJ5t3cbsO/8250deZUkSZKqccQRR3DEEUc0dhhVGjduXGOHIJroHNpsVeOKZYMHVVNsB6Bj9vqZBuz+a3mvxzdgu5IkSZLUpDTJhDZT8dicoyKiqodDnZHtX08pVXdL8jIiosbFpiKiA/CL7O2r1c2flSRJkiStXFNOaK8nN0LaHng4IjYHiIj2EfE7YEhW7uz8ShFRFhEp24Yu12bfiPhnRBwXEevn1WkZEfsALwGbAOXAWavkqiRJkiSpiWiqc2hJKc2LiMHkbifuD4yJiJnknhlbQm5+69kppSfr2PQO2UZEzAfmAB2AFtn5ucAPUkp/L/wqJEmSJKnparIJLUBK6a2I2JLcaOkBQB/gS+BV4PKUUl3nzk4CTgZ2AbYBupObhzsH+C+55PnalJJzZyVJkiSpQE06oQVIKU0ETsm22pQfx7IrFeefmwdcnW3SGmvgwIEAjBo1qlHjkCRJkgrRlOfQSpIkSZKKmAmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiQAbrnlFiKi8okIxW7UqFFEBGVlZautz6FDhxIRnHvuuautz6bMhFaSJElaS1UkV2tLgtqYpk+fzrnnnmuiuoZp8s+hlSRJUvH79s3PNnYIBbn3mN0bOwQAOnbsSL9+/Vh//fUbO5QG0aZNG/r160efPn0Kbmv69Omcd955ADUmtb169aJfv35069at4D61cia0kiRJkgA4+OCDOfjggxs7jAbzta99jffff3+19nnxxRdz8cUXr9Y+mzJvOZYkSZIkFSUTWkmSJElAzYtClZWVERGMGjWKqVOncvrpp7PBBhtQWlpKnz59OOGEE5gwYUKN7d96663ssMMOtG3bli5durD77rvz8MMPr9B+vtossjRw4EAigltuuWWZ4zUtClVeXs4tt9zC7rvvTteuXWnRogXdu3dniy224Nhjj+Xxxx9fpv0NNtig8n1ELLPlx1abeJ944gkOPfRQ1l13XUpLS+nZsyc77rgjF154IZ988km19bQibzmWJEmSVGuffvopQ4cOZfz48bRp04aI4PPPP+fGG2/k6aef5o033qBz584r1DvhhBO48cYbASgpKaFly5Y899xzjBo1iiuuuGI1XwUcffTRDB8+vPJ9x44dmTlzJlOmTOHdd9/l3XffZZ999gGgS5cudOvWjSlTpgDQo0ePZdpq165drfpcuHAhxx13HHfccccy/X755ZdMmjSJV155hcWLF7vwVB04QitJkiSp1n7yk5/QuXNnXn75ZebMmcPs2bMZOXIknTp1Yty4cVXOH7355psrk9mzzjqLqVOnMm3aNCZOnMhxxx3Hz372MyZPnrzaruH5559n+PDhlJSUcPnllzNz5kymT5/O/Pnz+fzzz7nlllvYZZddKss/8MADvPbaa5XvJ06cuMx2xhln1Krf0047jTvuuINmzZrxm9/8hokTJzJ9+nTmzZvHf/7zHy699FJ69+7d4Ne7NnOEVpIkSVKtlZaW8vTTT9O1a1cAmjdvzre+9S1++ctfcsYZZ3Dffffxu9/9rrJ8Sonzzz8fyI3SXnTRRZXn1llnHW688UYmTJjAo48+utqu4Z///CcAe+21F6eeemrl8YigV69efP/732/wPseMGcO1114LwJ/+9CeGDRtWea558+Z85StfqXVirKUcoZUkSZJUa8OGDatMZvMddNBBAHz00UfMmTOn8vgbb7zBuHHjADjzzDOrbPPnP/95g8dZkw4dOgDwxRdfUF5evlr6vP3220kpsemmmy6TzKowJrSSJEmSam377bev8nj+s16nT59e+frNN98EoGfPnmy88cZV1t1xxx1p0aJFwwW5Et/85jdp2bIlb7zxBgMHDuSOO+7g888/X6V9VowK77fffqu0n6bGhFaSJElSrbVv377K461atap8vWjRosrXFQsp9erVq9o2W7ZsWeWo76qy8cYbc+2119K6dWteeOEFjj76aPr06cMGG2zAD3/4w8okvCFNmjQJgPXXX7/B227KTGglSZIkrTIppcYOoUrHHnssH330EVdccQWDBw+ma9eujBs3juuuu47ttttumbm+DWFN/RyKnQmtJEmSpFWme/fuADU+o3bhwoV8+eWXVZ5r3jy3ju38+fOrrT9jxox6xdajRw9OOeUURowYweTJk3n11Vc5+OCDSSnxq1/9irfffrte7ValZ8+eAIwfP77B2pQJrSRJkqRV6Ktf/SqQe9TN2LFjqyzzyiuvLHObcr5OnToBueffVmXOnDm89957BccZEWy//fbce++9rLvuupSXl/Piiy9Wni8pWZo61We0dccddwTgscceKzhWLWVCK0mSJGmV6d+/P3379gXg97//fZVl8h/zs7ytttoKgCeffLLKUdrLL7+cBQsW1CmmhQsXVnuuWbNmlQtU5bdbsTIyLLvoVW0dffTRRATvv/8+119/fZ3rq2omtJIkSdJabtGiRUyZMqXGrboR0kJFBL/61a8AuO666/jVr37FzJkzAZg8eTLDhg3jiSeeoE2bNlXWP/DAA2ndujWTJ0/me9/7Hl988QWQu834t7/9Leeeey4dO3asU0xnn302hx56KCNGjGDq1KmVxydNmsTJJ5/MRx99REQwaNCgynOdOnWid+/eANx888116g9giy224MQTTwTgRz/6Eeeee27ltSxZsoT//ve/nHvuuVx33XV1brspM6GVJEmS1nIvv/wy3bt3r3F76aWXVln/xx57LMcccwwAF154IV26dKFLly706NGDG2+8kT/84Q9069YNgNLS0mXqdunShUsuuQSAe++9lx49etC5c2e6dOnCL3/5S37961+z7bbb1imexYsXc//993PwwQfTtWtXOnbsSIcOHejZsydXX311ZZxbbrnlMvWOP/54AH7605/Srl07ysrKKCsr44orrqhVv1dccQWHHXYYS5Ys4bzzzqu8llatWrHJJptw3nnnMXHixDpdS1NnQitJkiRplYoIbrrpJm666Sa23357SktLSSkxcOBAHnnkEX784x9XjtpWzJnNd/LJJ3P33Xez44470qZNG8rLy9l5553529/+xq9//es6x3Paaadx1VVXMXjwYDbZZBNSSixYsID11luPww8/nOeff56zzz57hXq//vWv+b//+z+23nprUkqMHz+e8ePH1/oW5NLSUu6++25GjhzJgQceSI8ePZgzZw7dunVjxx135Le//S0nnHBCna+nKQuXj17zDRgwII0ePbqxw9BaZODAgQCMGjWqUeOQJKk23nvvPTbbbLPGDkOr0NixY9l4441p2bIls2bNomXLlo0dklaxuv5eR8TrKaUByx93hFaSJElSo6pYFGrXXXc1mVWdmNBKkiRJWuWOOeYY7rvvvmWeN/vRRx9x0kknccMNNwC5ualSXTRv7AAkSZIkrf2eeuopbrnlFgDatm1LSUkJs2bNqjx/zjnnsM8++zRSdCpWJrSSJEmSVrlLL72UkSNH8uabbzJp0iTmzp1L79692WmnnTjppJPYY489GjtEFSETWkmSJEmr3BFHHMERRxzR2GFoLeMcWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZLUYM4991wigqFDh65wrqysjIhg1KhRDdpnRBARjBs3rkHb1ZrPhFaSJElaSw0dOrQy2cvf2rdvzxZbbMFJJ53Ee++919hhSvXWvLEDkCRJkgp10YP/auwQCnL2t7Zdpe23aNGCLl26AJBSYsqUKbz77ru8++67/OUvf+GOO+7g29/+9iqNAWCjjTaiVatWtGnTpkHb7devH5C7TjUtJrSSJEnSWu7rX//6Mrf5Llq0iGeeeYYf/vCHjBs3jmOOOYaBAwfSvXv3VRrHM888s0raff/991dJu1rzecuxJEmS1MS0aNGCffbZhzvvvBOAOXPmcP/99zdyVFLdmdBKkiRJTdROO+1Eu3btAHj33XdXOL9w4UKuueYavvGNb9ClSxdKS0vp27cvxx57bL3m3q5sUah3332Xww8/nHXWWYfWrVuz6aab8pvf/Ib58+fXuNjUyhaFGjt2LCeeeCIbbrghrVq1onPnzuy6667ceOONLFmypF6xrqzfkSNHst9++9GjR4/KW7779evHEUccwd13311tm6obbzmWJEmSmrCUEsAKid2ECRPYd999eeuttwAoKSmhbdu2fPzxx9x8883cdddd3HnnnQwZMqRB4nj66ac58MADmT9/PgAdOnTgo48+4vzzz+fJJ59k4MCB9Wr34Ycf5tvf/nZlux07dmTOnDm88MILvPDCC9x9992MGDGCtm3bNsh1AJxzzjlcdNFFle/bt2/PvHnz+M9//sN//vMfnn32WQ4//PAG668pc4RWkiRJaqJefvll5syZA8CGG25YeXzRokUMHjyYt956i1133ZXnn3+eefPmMXPmTCZOnMhPf/pT5s+fz9FHH83YsWMLjmPKlCl85zvfYf78+Xzta1/j3//+NzNmzGD27NnceeedvPPOO1x33XV1bnfs2LGV7e622268//77TJ8+nVmzZnH99ddTWlrK008/zSmnnFLwNVQYN24cl1xyCQBnnXUWkydPZubMmcybN49JkyZx3333sf/++zdYf02dCa0kSZLUxCxatIgnnniC7373u0BuTm3+iOGtt97Ka6+9xvbbb8+TTz7JN77xDVq2bAlAjx49+P3vf88Pf/hD5s6dy+WXX15wPFdffTVffvkl66yzDk888QRbbrllZVxHHnkkf/nLX5g+fXqd273ooouYM2cOG220EY8++mjlasilpaUMGzaMq666CoCbbrqJ//3vfwVfB8Crr75KeXk5m266KRdddBHdunWrPLfOOutwyCGH8Je//KVB+pIJrSRJkrTWe/nll+nZsyc9e/akR48etGrVin322Ydx48ZRUlLCddddx7rrrltZ/tZbbwXgRz/6EaWlpVW2eeSRRwLw1FNPFRzfAw88AMCwYcPo1KnTCucPO+ywZUaQayOlVLnQ1WmnnVblo4KOP/54+vTpQ0qJ++67r+6BV6FDhw4AzJgxg7lz5zZIm6qeCa0kSZK0llu0aBGTJk1i0qRJfPHFF5SXlwPQpUsX/vnPf3LsscdWll28eDGvvvoqAKeffnplIrz8dvDBBwPwySefFBTbggULKhek2mWXXaotV9O5qnz44YfMmDEDgN13373KMiUlJZVzc9944406tV+dHXbYgS5dujBhwgR22mknbrjhBj766KMGaVsrMqGVJEmS1nK77bYbKSVSSsyfP59//etfHHrooUydOpXjjz+eadOmVZadOnUqCxcurHxdkQgvv02ZMgWAefPmFRTbtGnTKhPsXr16VVuud+/edWp38uTJla/79OlTbbmKken88oXo3Lkzt99+O506deLtt9+uXF25V69efP/73+e5555rkH6U0+QT2ojoGRFXRsTYiJgfEZMi4qGI2LMB+2gXEZ9ERMq2oQ3VtiRJklQXpaWlbLPNNtxzzz3svffelUlXhYrkEuCtt96qTIRr2gpRaP3aWLBgwSrvI99+++3HuHHjuOGGGzjssMPo3bs3EydO5LbbbmPgwIEMGzZstcazNmvSCW1EbA28A5wMbAgsALoBBwBPRcQvGqirC4F1V1pKkiRJWk0igquuuopmzZpx7733Vo4cdu3alWbNmgFVP5u2oXXp0oWSklxaMmHChGrL1XSuKt27d698PX78+GrLffrppyuUB2jePPeE04rH/Syv4nbm6nTs2JETTjiBu+++m88++4wxY8ZwwgknAPDnP/+ZRx55ZOUXoZVqsgltRLQGHgS6Am8CW6aUOgKdgcuAAC6OiL0K7Kc/8GPglcIiliRJkhrWJptsUrm68TnnnAPkVhYeMGAAsHSxplWptLSUzTffHIAXX3yx2nI1navKhhtuWLnA1LPPPltlmfLyckaNGgVA//79lzlXUbci4V3ea6+9Vqd4Nt98c2644QZ23HFHAG89biBNNqEFTgT6ArOBA1NKYwBSSjNTSmcAI7JyF9e3g4goAa7P3v6w/qFKkiRJq8bPfvYzAF566aXK5G7o0KEA3H///dUmgxXy59/WV8UCU3/+85+rHPm8//776/y824hgyJAhAFx55ZVVrjh844038tlnnxERHHroocuc22qrrQAYOXLkCvVSSvzf//1flf1WzD+uTuvWrYHVfxv02qopJ7RHZfvhKaXPqjh/abbvHxGb1rOPnwADgGtTSm/Wsw1JkiRpldl222355je/CcCFF14IwHHHHceOO+5IeXk5BxxwAFdeeSVTp06trPPFF19w1113MXDgQK688sqCY/jJT35Cly5dmDRpEvvuuy9jxowBcisu//Wvf+WYY46p8nE+K3P22WfTtm1bPv/8c/bff38++OADIJdM/vnPf+bkk0+uvN6NN954mbqHHXYYAI888gj/93//x5w5cwAYN24cRxxxBKNHj66yz2uvvZa9996b4cOHL3Ob9PTp07nooosq/2iw99571/l6tKImmdBGRHtgu+ztE9UU+ydQ8eehPerRRx/gAmAS8Mu61pckSZJWlzPPPBOAZ555hn/84x+0aNGCkSNHsvPOOzN37lxOPfVUunXrRpcuXWjfvj09evTgyCOP5LnnniMiCu6/e/fuDB8+nNLSUv7xj3+w5ZZb0qlTJ9q1a8cRRxzB1ltvzQ9+8AOAap+LW5WNNtqIu+66i1atWjFq1Cg23XRTOnfuTPv27Rk2bBgLFixgzz335Iorrlih7r777suQIUNIKfGLX/yCDh060LlzZzbYYANGjhzJ3XffXWWfKSWefPJJjjrqKHr37k27du3o3LkznTt35pxzziGlxLBhw9hvv/3q9VlpWU0yoQU2IzdHFmBMVQVSSuXAB9nbzevRx9VAe+CMlFLNM8YlSZKkRjRo0CC++tWvAktHaddZZx2ee+457rzzTvbbbz/WWWcdZs+eTUqJTTfdlOOOO45HH32Us88+u0Fi2HvvvRk9ejSHHnooXbt2ZcGCBWywwQacd955PPPMM5WPB6rrSO2BBx7Iv//9b0444QTKysqYO3cubdq0YZddduGGG27giSeeoG3btlXWveuuu/jtb39Lv379aN68OS1atOCQQw7hlVdeYa+9ql5q58gjj+TPf/4zhx9+OJttthktWrRg9uzZ9OrVi29961uMHDmS66+/vsq6qrtYHctkr2kiYjBL58h2SCnNqqbc34CDgAdSSofUof0DyS04NSqltHve8YoP+5iU0i21bW/AgAGpulsapPqoeIB4xS0vkiStyd577z0222yzxg5Djewb3/gGL774IjfffHPlHF8Vr7r+XkfE6ymlAcsfb6ojtPl/gqnpSdAVM8fb1bbhiGgLXAMsAn5U99Aq2xkWEaMjYnRDPeRZkiRJKkb/+Mc/ePHFFykpKWHPPfds7HC0BmmqCW3hN/pX73xgfeDylFK9H9yVUrohpTQgpTRg+WdiSZIkSWubG264gYsuuoixY8eyZMkSAGbPns1tt93GAQccAOQWalpvvfUaM0ytYZo3dgCNZHbe69ZAlbccA22qKF+tiNgWOAX4hFxiK0mSJKkWPv74Y377299yzjnn0KxZMzp27Mj06dMpLy8HcqsxX3311Y0cpdY0TTWh/TzvdW+WLv60vN7ZfkI155d3JdAMOAeIiKjuVuXS7Fx5SmnFB2JJkiRJTcx3vvMd5s2bx3PPPcenn37K1KlT6dChA5tvvjmHHnooP/jBDyqf4SpVaKoJ7ftAInfr8RZUkdBGRAnQL3tb21uH+2b721ZS7rpsGw+U1bJtSZIkaa215ZZbctlllzV2GCoyTXIObbaqccWywYOqKbYD0DF7/cwqD0qSJEmSVCdNMqHNDM/2R0VEryrOn5HtX08pVXdL8jJSSmUppahuyyt6THasrID4JUmSJKlJa8oJ7fXkbvltDzwcEZsDRET7iPgdMCQrt8yToiOiLCJStg1dnQFLkiRJkpZqqnNoSSnNi4jB5G4n7g+MiYiZ5J45W0Juju3ZKaUnGzFMSZIkSVI1mvIILSmlt4AtgauAD4FS4EvgEWBQSumSRgxPkiRJmZRSY4cgqYE05O9zkx2hrZBSmkju2bGn1LL8OHKrI9enr3rVkyRJasqaNWvGokWLaNmyZWOHIqkBLFy4kObNGyYVbdIjtJIkSVrztW/fnpkzZzZ2GJIaQEqJL7/8ko4dO668cC00+RFaSZIkrdm6dOnCxx9/DECHDh1o0aIFEd74JhWLlBLl5eXMnTuX6dOns3jxYtZZZ50GaduEVpIkSWu00tJS1l9/faZOncq4ceNYsmRJY4ckqY5KSkpo3bo1bdu2pXPnzpSUNMzNwg2S0EZEF+DrwIbkHoPTbGV1UkrnN0TfkiRJWvuVlpbSq1cvevXq1dihSFqDFJTQRkRX4A/A4UCLOlY3oZUkSZIk1Vu9E9qI6AA8D2xKPVf9lSRJkiSpvgq5cflMYDNyyewzwL5Ad6BZSqlkZVsDxC5JkiRJasIKueX4YCABTwD7J592rSKwzcFHN3YIa4Sx77wH+HlUeOtvtzd2CJIkSaqHQkZKy7L91SazkiRJkqTVrZCEdl62/7whApEkSZIkqS4KSWjfz/brNkQgkiRJkiTVRSEJ7c3kFoQ6rIFikSRJkiSp1gpJaG8CngaOighXlpEkSZIkrVaFrHK8HnAK8GfglogYDNwJvAfMXVnllNLHBfQtSZIkSWriCklox5F7bA/kbj0+ONtqIxXYtyRJkiSpiSs0qYxqXkuSpLXAwIEDARg1alSjxiFJUlUKSWiPabAoJEmSJEmqo3ontCmlWxsyEEmSJEmS6qKQVY4lSZIkSWo0JrSSJEmSpKLUYCsNR8S6wB7AVkCX7PBU4N/A31NKnzZUX5IkSZIkFZzQRkRv4ErgIKof8S2PiL8Bp6aUPi+0T0mSJEmSCrrlOCK2Ad4GhgDNyD26p6qtGXAI8FZEbFVIn5IkSZIkQQEJbUS0AR4md3txAH8HvgOUAa2yrQw4HHg6K9MVeDgiWhcStCRJkiRJhYzQ/gjoAyTgpJTSN1NK96SUPk4pLcy2j1NK96aU9gJ+mJVdFzip8NAlSZIkSU1ZIQntQeQS1NtTStetrHBK6XrgdnIjtQcX0K8kSZIkSQUltP2y/fA61Kkou2kB/UqSJEmSVFBC2z7bT65DnYqy7QroV5IkSZKkghLaKdn+K3Wos3G2/7KAfiVJkiRJKiihHU1uPuxP6lDnJ+Tm3Y4uoF9JkiRJkgpKaCvmw349Iu6OiI7VFYyI9hFxB7BLdujOAvqVJEmSJInm9a2YUro7In4I7AocCgyKiPuBfwJfkBuJ7QHsAAwBOmdVn0sp3VNQ1JIkSZKkJq/eCW1mMPAwsDPQCTg225YX2f5Fco/7kSRJkiSpIIXcckxKaQawG/Aj4F1yiWtV27vAScDAlNLMQvqUJEmSJAkKH6ElpVQOXAtcGxE9ga2ALtnpqcC/U0oTC+1HkiRJkqR8BSe0+bLE1eRVkiRJkrTKFXTLsSRJkiRJjcWEVpIkSZJUlFZ6y3FE/LridUrp/KqO10d+W5IkSZIk1VVt5tCeS+6ZsgDnV3O8PkxoJUmSJEn1VttFoaKOxyVJkiRJWqVWmtCmlKqcZ1vdcUmSJEmSVgeTUkmSJElSUTKhlSRJkiQVpXontBHx94h4JiL61qFO74p69e1XkiRJkiSo/aJQVRlIbpXjtnWo0zqvniRJkiRJ9eYtx5IkSZKkorS6E9qK0dz5q7lfSZIkSdJaZnUntPtm+09Xc7+SJEmSpLVMrefQRsRN1Zy6MCKmr6R6KbARsD25+bPP1bZfSZIkSZKqUpdFoYay4mJOAQyuZf3I9lOBi+vQryRJkiRJK6hLQvsxyya0fbP3E4BFNdRL5ObMTgBeBq5NKX1exzglSZIkSVpGrRPalFJZ/vuIKM9e7pVSerchg1qdIqIncBZwANAHmAG8ClyRUqrz83IjYgC5UevtgY2B7kArYAowGrg5pTSiQYKXJEmSpCaskOfQPk9u9HVOA8Wy2kXE1sDfga7ZoZlAN3LJ7f4RcXZK6ZI6Nns8cGLe+9lAOdAb+BbwrYi4HzgipVTTyLYkSZIkqQb1XuU4pTQwpbR7Sml8Qwa0ukREa+BBcsnsm8CWKaWOQGfgMnJzfi+OiL3q2PQ/gNOA7YD2KaX2KaXWwPrApVmZQ4BfFH4VkiRJktR0re7H9qxJTiQ3D3g2cGBKaQxASmlmSukMYERWrk4LWKWUbk0pXZFSeiOlNDvv+CcppTOBO7JDQwuMX5IkSZKatKac0B6V7YenlD6r4nzFaGr/iNi0Aft9Ldv3bsA2JUmSJKnJKTihjYiWEXFMRIyMiHERMTsilqxkW9wQwRcQc3tytwQDPFFNsX+SWyAKYI8G7P7r2f6jBmxTkiRJkpqcQhaFIiI2IXdrbj+WPme2GGzG0njHVFUgpVQeER8AXwM2L6SziGgHbEjuNufDs8PXFNKmJEmSJDV19U5oI6It8BiwAblVfEcCk4ETyK1+fCHQBRgA7JAd+wfwVGEhN4heea9reiZuxbleNZSpUkSsC3xSxan5wEUppT/VtU1JkiRJ0lKFjND+gFwyuwTYO6X094jYglxCS0rpNxUFI+KrwO3AjsBfU0qNPTrZNu/1vBrKzc327erRxxJgUva6M9ASWExukanGvn5JkiRJKnqFzKE9kNyo6z0ppb/XVDCl9CawO/AF8IeI2K6m8qvBKr89OqU0IaXUM6XUE2hN7rbs24DzgH9lyX/1AUYMi4jRETF68uTJqzpcSZIkSSo6hSS0FfNK/1bVyYhYJmlMKU0G/kBuVPjHBfTbEGbnvW5dQ7k2VZSvs5RSeUrpPyml48h9BusDd0REtZ9/SumGlNKAlNKA7t27F9K9JEmSJK2VCkloO2X78XnHFuS9ruo23Zey/W4F9NsQ8ufN1vT4nIpzExqw76uz/bbAVxuwXUmSJElqUgpJaCvml6a8Y9PzXq9fQ92eBfTbEN5nadxV3vqbjZ72y96+24B95z/zdqMGbFeSJEmSmpRCEtqK56hWjnCmlKYAU7O3O1dRp2Lu7MIC+i1YSmkWMDp7O6iaYjsAHbPXzzRg9xvkvS7oVmZJkiRJasoKSWgrEsIByx1/htyiSz+LiC4VByNiQ+AX5EZG/1VAvw1leLY/KiKqeizPGdn+9ZTSB7VpMCKaLT93uAo/y/aLyT3GSJIkSZJUD4UktE+RS1y/tdzxq7L9hsB/IuLeiHiUXBJbMZp7QwH9NpTryc3/bQ88HBGbA0RE+4j4HTAkK3d2fqWIKIuIlG1Dl2tzPWB0RBybPYe2ok5JRGwbEXcCx2eHr04pTWv4y5IkSZKkpqGQ59A+DDwPNIuIjVJKYwFSSi9FxPnAr4EuLE0MK0Yub04pDV+htdUspTQvIgaTG1HuD4yJiJnkFrMqITeSfHZK6ck6Nt0f+AtARMwnd1txe6A0r8wtwJkFXYAkSVIjGThwIACjRo1q1Dgkqd4JbUppLjCwmnPnRsQL5EYjt8j6+S9wW0rp/vr22dBSSm9FxJbAWcABQB/gS+BV4PKUUl3nzn4OHA7sCXwN6AV0BeYDY8ndYnxzSumlaluQJEmSJNVKISO0NcqSwYZcTGmVSClNBE7JttqUH8fS0eblzy0E7sk2SZIkSdIqVMgcWkmSJEmSGo0JrSRJkiSpKJnQSpIkSZKK0krn0EbEh6ug35RS2mgVtCtJkiRJaiJqsyhU2SroN62CNiVJkiRJTUhtEtpbV3kUkiRJkiTV0UoT2pTSMasjEEmSJEmS6sJFoSRJkiRJRcmEVpIkSZJUlGozh7bWImJdoCfQBngtpTSvIduXJEmSJKlCwQltRLQHzgCOBXrnndoKeDev3HeAIcCMlNIJhfYrSZIkSWraCkpoI2JD4DFgYyDyTlX1WJ5/AnfkqsUtKaWXCulbkiRJktS01XsObUS0BB4GvgLMAy4FDqyufEppHPBs9rbacpIkSZIk1UYhI7QnAJsCc4HdUkqvA0RETXUeA/YEdiqgX0mSJEmSClrl+BBytxZfU5HM1sLb2f4rBfQrSZIkSVJBI7RbZvvH61Dny2zfpYB+JRVoo2/s1dghSJIkSQUrZIS2Y7afWYc6LbP94gL6lSRJkiSpoIR2arZfvw51Ns/2XxTQryRJkiRJBSW072T7HetQ52hy825fK6BfSZIkSZIKSmhHknv27EkR0X1lhSPix8DA7O0DBfQrSZIkSVJBCe2fgU+AtsDTEdG/qkIRsXFE/AW4ktzo7LvAPQX0K0mSJElS/Vc5TiktiIiDgVHkVjx+LSLG5xW5MSJ6AGXZ+wCmA4emlFJ9+5UkSZIkCQoboSWl9Aa5ObT/JpewluWd3gHYIDse5Obcfj2l9EEhfUqSJEmSBIU9hxaAlNK7wLYRsR9wEDAAWAdoBkwB3gRGAH9zZFaSJEmS1FDqndBGRIfs5cKU0vyU0qPAow0TliRJjWuT3/+tsUNYI3z6yRTAz6PCf844uLFDkCTlKeSW4+nANOAHDROKJEmSJEm1V0hCOz/b/6MhApEkSZIkqS4KSWgnZHvnxUqSJEmSVrtCEtpR2X77BohDkiRJkqQ6KSShvQZYDJwRER0bKB5JkiRJkmql3gltSulN4MfAusALEbFLg0UlSZIkSdJKFPLYnpuylx8AWwLPRcQnwNvkVj9eUkP1lFI6rr59S5IkSZJU74QWGMrSBaESEMD6wHorqRdZeRNaSZIkSVK9FZLQfowrHEuSJEmSGkm9E9qUUlkDxiFJkiRJUp0UMoe2Q/ZyYUppfgPFI0mSJElSrRTy2J7p5BZ/+kHDhCJJkiRJUu0VktBWjMr+oyECkSRJkiSpLgpJaCdkexeGkiRJkiStdoUktKOy/fYNEIckSZIkSXVSSEJ7DbAYOCMiOjZQPJIkSZIk1Uq9E9qU0pvAj4F1gRciYpcGi0qSJEmSpJUo5LE9N2UvPwC2BJ6LiE+At8mtfrykhuoppXRcffuWJEmSJKneCS0wlKULQiUggPWB9VZSL7LyJrSSJEmSpHorJKH9GFc4liRJkiQ1knontCmlsgaMQ5IkSZKkOilklWNJkiRJkhqNCa0kSZIkqSgVMoe2ShHRFuiSvZ2aUprT0H1IkhrewIEDARg1alSjxiFJklRbDTJCGxFbRcT1EfEhMBMYl20zI+LDiLguIrZqiL4kSZIkSYIGSGgj4hLgDeB4oIzcY3nytzLgBODNiLi40P4kSZIkSYICbzmOiCuBH5NLXAHeB/4JTMyO9QB2ADbL3p8ZEa1TSqcW0q8kSZIkSfVOaCNiJ+An5J5F+z4wLKX0YjVldwauBzYHfhIRf00p/bO+fUuSJEmSVMgtxydm+0+AnatLZgFSSi8B3wDGZ4d+UEC/DSoiekbElRExNiLmR8SkiHgoIvasZ3vrR8SpWRsfR8SCiJgVEW9FxCUR0auhr0GSJEmSmqJCEtpdyY3OXpJSmraywlmZ35G79XjXAvptMBGxNfAOcDKwIbAA6AYcADwVEb+oY3vrkVsM6/KsjfWA+UBrYGvg58CYiNi9gS5BkiRJkpqsQhLantl+dB3qvLZc3UYTEa2BB4GuwJvAlimljkBn4DJyiffFEbFXHZptlu0fAb4NdMnabAPsB3yUtT8iIhr9M5AkSZKkYlZIQrsw25fWoU5F2YU1llo9TgT6ArOBA1NKYwBSSjNTSmcAI7JydVmZeRrw1ZTSASml+ypGrlNKC1NKj5FLaucDHVh6y7YkSZIkqR4KSWg/zvb71KHO3tl+fI2lVo+jsv3wlNJnVZy/NNv3j4hNa9NgSmlGSumtGs5XrAINsF2tI5UkSZIkraCQhPZJcrflnhYR26+scER8FTiN3LzbJwrot2AR0Z6lCWV1sfwTmJG93qMBu/8y2zersZQkSZIkqUaFJLRXsHTBo2cj4tcR0Wf5QhHROyJ+CTwHtM3qXFlAvw2h4rm4AGOqKpBSKgc+yN5u3hCdRkRzYOfs7TsN0aYkSZIkNVX1fg5tSunTiDgeuJ1cUvsb4DcR8TnwBbmR2B5A76xKZMeOq+YW39Up/9E5n9dQruJcQz1q50fkFsQqB25roDYlSZIkqUmqd0ILkFIaHhFTgRuAdbPDfbJteZ8CJ6SUGvV240zbvNfzaig3N9u3K7TD7BFBF2Vvr6lYhKqG8sOAYQDrr79+od1LkiRJ0lqnoIQWIKX0eERsCBwEDAK2BLpkp6eSu7X2KWBESmlxof01kFh5kQbsLKIXuVWT2wCvk3sebY1SSjeQ+0MBAwYMSKsyPkmSJEkqRgUntABZonpfthWD2XmvWwOzqinXporydRIRXcgtoLUB8F9g/5TS/Pq2J0mSJEnKqdOiUBHRIdta17Fe64q6dQtvlcmfN9u72lJLz02oTycR0ZHcKspbknvM0TdTSpPq05YkSZIkaVm1Tmgj4jRgWrbtW8d+9gWmA9Mi4od1rLsqvE9ugSqALaoqEBElQL/s7bt17SAi2gKPAgOAieSS2Y9rriVJkiRJqq1aJbQR0Qo4J3t7fUrpgbp0kpW/ltzc1XMjomWdomxgKaVZwOjs7aBqiu0AdMxeP1OX9rMR7IeAr5N77uw3U0r/rUeokiRJkqRq1HaE9iByCz3NJfd4nvr4Dbm5qN2AwfVsoyENz/ZHZYs2Le+MbP96SumDKs5XKUvWHwB2JzcqvdfKVjSWJEmSJNVdbRPa/bL9gymlyfXpKKU0BXiQ3Cjt/vVpo4FdD4wH2gMPR8TmABHRPiJ+BwzJyp2dXykiyiIiZdvQ5c41I5co70Nuoal9U0pvrNrLkCRJkqSmqbarHA8gN+f08QL7exw4MmuvUaWU5kXEYHK3E/cHxkTETHLPnC0hd71np5SerEOzOwOHZK9bACMiqn1C0Ccppe3rFbwkSZIkqdYJbc9sP67A/sZn+5pWFl5tUkpvRcSWwFnAAUAfcnNeXwUuTynVae4sy454t8q26vjoHkmSJEkqQG0T2rbZvrrntdZWxfNc29ZYajVKKU0ETsm22pQfR+626arOjarunCRJkrQ2GzhwIACjRo1q1DjUtNR2Du20bN+twP66LteeJEmSJEn1UtuEdmK2719gf1/N9hMKbEeSJEmS1MTVNqF9kdyttIesrOBKHEpusaWXCmxHkiRJktTE1TahfTjbD4iIw+rTUVavYlXfh2sqK0mSJEnSytQqoU0pPQ78i9wo7V8iYre6dBIRA4GbyI3Ovpm1J0mSJElSvdV2lWOAHwN/B9oAT0fEn4ArU0ofVlchIjYit3rwD4FmwALgJ/UPV5IkqfF8++ZnGzuENcKYidMBP48K9x6ze2OHIDVZtU5oU0ovR8QJ5EZaS8gluD+KiP8ArwOTgDnkHsnTA9gO2ITcqG4AS4ATUkr/aNArkCRJkiQ1SXUZoSWldHtEfALcCfQil6j2y7aqVDyTdQJwVPacVkmSJEmSClbbRaEqZUnpRuRuHX4dKGfpKGz+Vp6d/zGwkcmsJEmSJKkh1WmEtkJKaT7wR+CPEdEe2AroCrQHZgFfAv9OKc1qqEAlSZIkScpXr4Q2X5a0vtwAsUiSJEmSVGt1vuVYkiRJkqQ1gQmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkoNW/sACRJ0ppr3R9e0NghSJJULUdoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUmnxCGxE9I+LKiBgbEfMjYlJEPBQRe9azvfYR8a2IuCAiHouIKRGRsm3Tho5fkiRJkpqq5o0dQGOKiK2BvwNds0MzgW7AAcD+EXF2SumSOja7J/C3hotSkiRJklSVJjtCGxGtgQfJJbNvAlumlDoCnYHLgAAujoi96tH8F8CjwHnAsIaJWJIkSZKUrymP0J4I9AVmAwemlD4DSCnNBM6IiI2Ag4CLgSfr0O5DKaURFW8ioqyB4pUkSZIk5WnKCe1R2X54RTK7nEvJJbT9I2LTlNL7tWk0pbSkgeKTtJpsfspFjR3CGmH8/z4G/DwqrbdZY0cgSZJWoknechwR7YHtsrdPVFPsn8CM7PUeqzwoSZIkSVKdNMmEFtiM3BxZgDFVFUgplQMfZG83Xx1BSZIkSZJqr6kmtL3yXn9eQ7mKc71qKCNJkiRJagRNNaFtm/d6Xg3l5mb7dqswFkmSJElSPTTVhDZWXqRxRcSwiBgdEaMnT57c2OFIkiRJ0hqnqSa0s/Net66hXJsqyq8WKaUbUkoDUkoDunfvvrq7lyRJkqQ1XlNNaPPnzfauoVzFuQmrMBZJkiRJUj001YT2fSBlr7eoqkBElAD9srfvro6gJEmSJEm11yQT2pTSLGB09nZQNcV2ADpmr59Z5UFJkiRJkuqkSSa0meHZ/qiIqOqxPGdk+9dTSh9UcV6SJEmS1IiackJ7PTAeaA88HBGbA0RE+4j4HTAkK3d2fqWIKIuIlG1Dq2o4IrpVbEDnvFOd8s9ltzVLkiRJkuqheWMH0FhSSvMiYjC524n7A2MiYia5Z86WkJtje3ZK6cl6NF/dc3b+sdz7DYBx9WhfkiRJkpq8Jj1CmFJ6C9gSuAr4ECgFvgQeAQallC5pxPAkSZIkSTVosiO0FVJKE4FTsq025ccBsZIyNZ6XJEmSJBWuSY/QSpIkSZKKlwmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKUpN/Dq0kSZJUiIse/Fdjh7BG+PjL2YCfR4Wzv7VtY4fQJDhCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkqucixJkqQ6Gfjzyxs7BEkCHKGVJEmSJBUpE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFq8gltRPSMiCsjYmxEzI+ISRHxUETsuSa2K0mSJEnKadIJbURsDbwDnAxsCCwAugEHAE9FxC/WpHYlSZIkSUs12YQ2IloDDwJdgTeBLVNKHYHOwGVAABdHxF5rQruSJEmSpGU12YQWOBHoC8wGDkwpjQFIKc1MKZ0BjMjKXbyGtCtJkiRJytOUE9qjsv3wlNJnVZy/NNv3j4hN14B2JUmSJEl5mmRCGxHtge2yt09UU+yfwIzs9R6N2a4kSZIkaUVNMqEFNiM3lxVgTFUFUkrlwAfZ280buV1JkiRJ0nKaakLbK+/15zWUqzjXq4Yyq6NdSZIkSdJymmpC2zbv9bways3N9u0auV1JkiRJ0nKaN3YAjSRWXqRx242IYcAwgPXXX7+hmm3y3vrb7Y0dgrTGGvjWkwCMuvLsRo5EklSMnvxDbqzm7G9t27iBqElpqiO0s/Net66hXJsqyq+WdlNKN6SUBqSUBnTv3r2W3UuSJElS09FUE9r8+a29ayhXcW5CI7crSZIkSVpOU73l+H0gkbtFeAuWrjpcKSJKgH7Z23cbuV1JWuVGjRrV2CFIkiTVSZMcoU0pzQJGZ28HVVNsB6Bj9vqZxmxXkiRJkrSiJpnQZoZn+6MioqrH55yR7V9PKa0w0toI7UqSJEmS8jTlhPZ6YDzQHng4IjYHiIj2EfE7YEhWbpnlPiOiLCJStg1tqHYlSZIkSXXTVOfQklKaFxGDyd322x8YExEzyT0btoTcXNizU0pPrgntSpIkSZKW1ZRHaEkpvQVsCVwFfAiUAl8CjwCDUkqXrEntSpIkSZKWarIjtBVSShOBU7KtNuXHkVvFuEHblSRJkiTVTZMeoZUkSZIkFS8TWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRat7YAUiSJEkqfqNGjWrsENQEOUIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSi1KQT2ojoEBEXRsR7ETE3Ir6MiGci4tAC2iyNiL0j4pcRMTIiPo+IlG37NGT8kiRJktSUNW/sABpLRKwLPA9skB2aDXQA9gD2iIjrUko/rEfTmwGPN0yUkiRJkqTqNMkR2ogI4D5yyew4YOeUUnugPXAmUA78ICJOqGcX04FngEuAeo/2SpIkSZKq11RHaAcDO5BLXA9OKf0LIKU0H7g0InoDpwLnR8StKaWFdWj7baBLSilVHMjlz5IkSZKkhtQkR2iBo7L90xXJ7HJ+DySgJ7lbkGstpVSen8xKkiRJklaNpprQDsz2T1R1MqX0GTAme1unhFaSJEmStHo0uYQ2ItYBumVvx9RQ9N1sv/mqjUiSJEmSVB9NLqEFeuW9/ryGchXnetVQRpIkSZLUSJpiQts27/W8GsrNzfbtVmEs1YqIYRExOiJGT548uTFCkCRJkqQ1WtGschwRvwZ+Xc/q/5dSOqeiqbzja+ziTSmlG4AbACJickSMb+SQJElNVzdgSmMHIUlq0vpWdbBoElpyo8nN6lk3v97svNdtaqhTcW52DWVWi5RS98aOQZLUdEXE6JTSgMaOQ5Kk5RVNQptSOhc4twGayp832xv4dzXlemf7CQ3QpyRJkiSpgTW5ObQppcksvW1qixqKVqxu/G4NZSRJkiRJjaTJJbSZZ7P9oKpORkQflia7z6yWiCRJWnPd0NgBSJJUlaaa0A7P9ntFxDZVnD+d3OJRE1ia/EqS1CRlCxVKkrTGaaoJ7UjgFXLX/7eI2BEgIkoj4qfAqVm536SUFi5fOSJStp1bVeMR0TkiulVseac65B+PiBYNeVGSJEmS1JQ0yYQ2pZSAQ4GPgA2Af0TELHIrGv+e3OdyXUrpz/Xs4k1gct5W4e7lju9cz/YlqWhFxLjsj4IDGzsWVS0ihmY/o1EN2ObArM1xDdWmJElNMqEFSCl9CmwLXAS8T27F51nkbjE+LKX0w8aLTpKqFxG35N0pUtN2al6dUdWUWRQRX0TE0xFxfERU+Xi0vGQkfyuPiJkR8WlEvBARV0TEXhERVbWxij6LoRFxbkRs2wBtnVvLz7WqbWDBF1Mkavj+zYyIf0XEpRGxbmPHuaao5nenuu1fjR1vISKiU/Z7dG5jxyKp6Siax/asCimlmcA52VaXejX+Yy2lVFZAWJJUW4uAqTWcn1PFsfnAjLz3bYHuwJ7ZdnRE7JNSmldDu1OAJdnrVuQec9YH2AU4BRgbEcNSSn+vpv7YLI65NfRRW0OB3YBxwL8KbGs2MKmK4y2Bztnr/GvPt8L0lCYg//sX5L5H22Tb8RFxYErpxcYKbg1V3fcn/3wx6wT8Jnt9buOFIakpadIJrSQVuZdTSgPrWOfulNLQ/AMR0YPcYnhnArsCZwAX1NDG9imlcXn1mwNbAwcAPwY2Ap6OiONSSjcvXzmltGcdY14tUkq/JzftZBnZ6GvFAoHLXHsTt8z3LyLaAIcAV5FLbO6NiA1X8seRpsbvjyQ1sCZ7y7EkKSelNCml9HPgqezQgXWsvzil9EZK6XxgS3KL7gVwfTUryWstlFKam1K6HTg5O9QTOKjxIpIkNQUmtJKkCm9n+7b1bSCl9AUwhNxtzS2AXy9fpqZFoSJim4i4LSuzICJmRcSHEfF4RJyajQJWLlpE7nZjgJuXm4s4rr7XUBcRUVbRZ/Z+x4i4LyImRMSSiLgir+yWEfGrbL7xx9n1fZnNb65y/nI2tzlFxAojx8uVuz4r90AV50oi4uiIeCoiJkfEwoj4PCLujogdGuBjWN49QHn2ervaVIiIdhHx7Yi4MyLeiYjpETEvIv4XETdExFdq0cYOed+d+RExJSLeiIiLI6JfNXXKIuLqiPggIuZm37fXI+LnEVHl70FEtM9+jq9n5Ss+z9HZ/OEta3PNtbieG7Of6X0rKXdWVu6Nas4fGBEjI2JiFusXEfFQROxdTfllFgTL6j+b/UxmR8Q/I+KIKuqNIrfYZsX75ecHn5t3riTr59nsd2BR9t0cExE3RcQ+tfmMJAm85ViStNRW2f5/hTSSUvo8Im4m9wi0b0VE25RSVfN5lxER+wEjyCXCAAvIJUYbZNvewOPkFvKbR26+a5es/MzsWIX8FeZXi4g4DLiT3P9bZ7DiXMlRQNfs9RJyc3a7kEvKdwMOjojBKaXFeXWGk5vbfHhEnJlSKmc5kXsE3CF55fPPtQceAL6ZHUrkFkDsBRwGHBoRp6SUrqnzBVcjpbQgIqYA6wAdalltKHB13vtZ5P7ovlG2HRkRB6WUnl6+YkQEcAm5W+YrzATaA1/Ntl5ZH/n1hpD7ebXKDs0jN1+6f7YdFRGDUkqT8up0BF4GNs8OlZP7WffI+tiO3M/2F7W87poMB44D9o+IDtm6H1U5Iq98pex7cTNwVN7hmeTmOh8AHBARl6aU8j+3ZUTEr4DzyV3nLHJ/7NoBGB4RPVJKV+QVn0puDnDF4wqXn48+O+/17cCRee9nkPuudCP32W5O7nddklbKEVpJauIiontEXATsRe4frlc2QLOPZfvmwE61rHM1ueT0YaBfSqlVSqkj0JHc3N4/k1tMipTS3SmlnuSSC4BTUko987btG+Aa6uov5J5zvkFKqRPQBrgi7/zzwAlAX6BVVqYdcDQwEdgPOG25Nu8nl9ivC3yjmn73IpcozyT32eW7jVwy+zawP9A2+0w7A2cDi4ErI6LBHiMXEa3JJU0A02tZ7UtyP/+vA51SSh3IJZqbkUs625JLoqoaNT2DpcnstUBZdo2tgTLgB8B/l4txe/j/9u48/q6qvPf45wuEEMaQyJTLkBChyiBKnXCAUBDFC8qobRkMVOQCYrVqe6kyiENvFaoFrQrIIDMoxBYVEDFckN5WKHpBQAQTRiVMASRhfvrHs3bO5uTsM/zyy3CS7/v12q9zzt577bP28IM8Z631LC4in7d/JO/JGuQ9eyvZbX5b8vrV/TUZbD1CBoVjI2JCqeuWZCB7T5/n3MtM4KFy7L077SBp61LPKOdT92UymJ1NBo9rleuyFnA4+bx8ulNra7EdmeDpWGBieV43BKoW43+QNKHaOSL2Ad5U+7xh23JSqfOOpT4vk8/72uXYVYK56YCTiZlZ/yLCixcvXrwM0QKcTf4D9nkyEOq0nNVWZmYpM79tv6fL+iADrt0bvnNabb/JfdRxo9r+h7Vtm13WT6utW7+2/wYDXIvqvKYvxuvdeO5kwFRtuwFYaYTf8c5yjFkdtl1Wtn27oex5ZfvZbet3rY4JTGgo+7dlnyva1k8v62d2ef4W2la2f7R2TfbtcB1nD3htRI7vDuBDbdsmktm8A/jSAMe8oZT5RMP2dYEHyz5vrK3/UVn3dyN8fh5p+Hutlva/lX8q5a5qOPYXOt0LYAuypfgJYPOGsh8oZW9ruPcBfKZDudWAOWX7wU1/D12uR/XM/XgkfytevHjx0r64hdbMbHiNIbs6dlrWbSizWtt+a9a2TSQDy9HwRO39hMa9Wp6mNe5yo1Gqw5J2cnToEtyPiLiebM2cLGlS2+aqK+l+pRvpAqU19P1t+1U+VF7Pjoim6Z2qMjt3GsPbL6XJkj5FtgwC3Av820iPWYmIAH5YPra3JO9Ptqo+QffM3PW6Ti3HmQ98q+E7n6DVy+BdtU1Vt9+RPqOvovlvdgMWHr9e3Z9dJHX62/zztv0qB5O98GZExO8a6nIZ2fq/taRO5/Msr+xhAEBEPAtcVT6OZLxwdQ3Xl+R/h5rZIvMYWjOz4XVdDD5tzzlRm7ZH0qpkq8q+wGeBsyVtGhF9BQddRMP7zjtHzJd0HbAzcJWkU8nus7dGRLd5O5cl/95rB0n7AQeSYzTXozV+s24S2dW0cgUZBEwgxxHXuxW/j/xR4mHgp23HeVt5/YSkI3pUbXXyB405vc6hZieVZFgd/B7YKyL6np9X0sbA0WTL8lSya2x7wNMe7L+1vP4s+p8eqLouqwKzcghuR9WPPZvU1v0I+CDwMUkTyUDyhoh4us/vnhIDTNsTETdJuovszvwBYMFYZ2VCr6nkfMDtiaOqc9xP0u5dvqL6gWQT8p7V3R7NY98fLK9NP5x1cw3Zu2R7YKak04BrI+Kh7sXMzDrzL2NmZiuwiHg+Iu6KiH8g56IFOFbSlEU8dL1V9onGvV7pw8AdZCvx54FbgLmSfijpQOV8t8uyxkRUklZRZiC+lGxR3YTsSvsoGYw+TKuF+hWtdKVF7PLysX28Y/X5kg6Bf9Xqtg7dWwUrq3c5t05eqNX9D+TY0Z+QXUq3johf9nsgSTuR9/5vyUBnHbLVvjp+1arX3oJZ1f++AepdXZeV6a+1dMF1iYjvAqeR9+5AMsCdK+kWSSc2tHQuqgvLa9O9v7JDC3xVjzXpfo7VvwM73ftuQfqz5XVMl306ioi7gSPIFvJ3kgmiHpQ0S9I3Jb1h0GOa2YrNAa2ZmVXOIVtTx9CQhGYA29beN3V5fIXSNfJ15btPIwOcNclkSecC/yFpzeYjLF09WpIPI89rHplYaJPIpFfrRUmaQ6tVtlOTYdWl9P1qTV00HnhP2/a66v/x748I9bHM7vtk043RSvizUUS8OiJ2i4ivlC67fSndqM8j7/U1ZAKwcRExvnZtqh9b2q9NY/NqF9V1uaXP6zK9XjgiDie72p5IjuF+Dng9mTzpt5LqXZRHw/nldQdJkyGnvSFbbKH7vf/rPs9x5ijXuauIOJPMXP5xMpHaY7QSeN0s6e+XZH3MbLg5oDUzM2BBS2DVyrj5Ih6u6ub4IvD/BqjDixExIyIOj4ityJamT5MtQtuTWVeH0f7l9fMRcUpEPFDfWMavvmrhYgv8lGypXIPsZgw53+9Y4HcR0ekaV9OmbNVh27JkBzKL8+Nk8H19eRbrNli4GJAtw5BZivtVXZctRtrqHxG/jojjI2JnYDywJ3AreX/OaR/rvCgi4rfAzWTwXo2ZnUb+bTwD/GuHYsv8vY+IhyPinyNiL7L7/ZvJnggCPi/pdUuzfmY2PBzQmpkZAJLG0gqqXliE40wCDikfZ3QZh9dTRPwhcrqPr5VVO7XtUnXTHUlL3ZK0cXm9pWH72+k8nhZY0Pp7SflYzd9ZdTm9cOESQGtM774N25cV1bW5KyLmNeyza8P6KpCfVhJk9aO6LmuSUx4tktJt/wpaP1psRGYZHk1VK2z7vZ/RcM2qc9xzNIPrPixIiqYug5PbRfoFeQ0fIP99+o7Rr56ZLY8c0JqZWWVfWv9f+K+RHKBkYr2MHAP5PNkts59yY3r8A7hK+DO2bX01tnL8ANVcGp4sr9u2byithF/o4xhVUPNuSa8lE2jV17c7u7y+UdLB3Q4saSTJfUZLdW22kLRQUC9pN1rn2u5S8tlYFziuny+LiDtpBcL/2DC3bfXd48oPPdXnVbscup6Uqv05XVQXkcHitmWMafUjRdO9P6fsPwk4ptuBR/neP1V7P77h+xqvYfnhpvoxbbSvoZktpxzQmpmt4CStJekQ4NSy6iEyKO23/MqSXi/pWLLb5VvIf0wfFhG39nmYrYHbJH1c0pZVcFsC3X1pjaG8qq3cr8vrPpLW6bfOS8FPyuuxkt5fTZEj6TXk1DZvJruPNirdiu8hs/OeRyY1+lVE3N6w/5W07uOZkj5XT1okad1Slx+Q850uLT8nxxZPBL5b1bEEk4cC3yfHWC4kIh4DPlc+/m9JX5e0aSm/kqRNJf2NpPZg92hy7Os2wPWSdq26H5dyW0v6LHm964merpF0iqQd6y3Ckram9QPC78m/g1FTMgBfVz6eQQbwjwJXN+x/B61eDZ+T9A1JC4YRSFpT0rsknUv+KDBa9ZxLayz4IQ27fUnS9yTtJWlB8jhJG0g6hRxbG7T+ZszMulrWM0aamdno+qCk99Q+j+GVGYkfIadb6RZc/UJSlQBpLLA2r/yB9G4ymJ05YN22Ar5aluckPUO28lTHvomFWzLPBT5Fdk98VNIcsoXngYhYlrosnkQm8ZkKzABekDSfvHYvkRmeT2DhLL7tLgI+Q44nhuYWuko1H+leZAvmcZKeJLtor13b7+y+zmIxiIi5ko4B/pnscrp/qeMa5L9TfgmcCZzScIgvAxuSCYaOAo4q5ceRwT9ki2X9O2+StDfZXfsNZPD0vKSnyetS76Zbn5pobTIYPhp4ufY9VcvyPOCgiHixoa71v52OShKsTi4gW6qre39pl++BzBg9jswofCRwZDm/l8geFFWPiJnd6jMCZ5DP2smSTiQDb4CvRcTXyHu6b1mQ9FSpy1q1Y3w2Im4b5XqZ2XLKAa2Z2YplNV45VjPIboJ3kVOQfD0iGqefKerJi54hE/PMIhPXXAFcExE9555tcwewHzlW8i1kV8mJpW63ARcDp7XPaxoRd5assscAbyIDm2Wu91FEPC7prWQX7D3JJEfzgWuBkyLi55JO6ONQ55MBLeS9u6jH9z4D7C3pfwKHktd2PbIF/W7gP8lW3B8Nek6jKSJOkXQ/8EkywFwFuJNsPfwKOfdrU9kg59q9jAxo30Ge45PA/cCVdAjYI+LHkrYkg9P3Aq8mf0CZC/ymlLs0Iu6tFftw2Xca2ZJYBZ93khma/ykiZnU51W6Jv3r5HjkPbdUVt+uPGaX77pGSziezB7+zVt/7yGEFM8gsw6PpRPK/CweQ17RK2DW+vH6VbPneBXgt2QI+lrxXNwLfiIjrR7lOZrYc0+D/5jAzMzMzMzNb+pa5X7HNzMzMzMzM+uGA1szMzMzMzIaSA1ozMzMzMzMbSk4KZWZmy6WSJOhtAxS5MSL2WVz1MTMzs9HngNbMzJZXE8hswoPsb2ZmZkPEWY7NzMzMzMxsKHkMrZmZmZmZmQ0lB7RmZmZmZmY2lBzQmpmZmZmZ2VByQGtmZss1SbMlhaSzl3ZdzMzMbHQ5y7GZmS0TJE0DftZh08vAU8CTwIPAzcC/AzMiYv6Sqp8tXpImA7NG4VBTImL2KBzHzMyGgFtozcxsWbcSMB7YjJxX9mjgAuAhSf9H0rilUSlJJ5SWX08XYGZmtpS4hdbMzJZF3wT+pfZ5DTKo3QbYCXhv+fx3wJ6S9oiIjq17ETF5cVbURs2DwLZdtl8FTAIeAt7d4zhmZraCcEBrZmbLojkRcVuH9VcBJ0uaAnwH2BnYCrhC0g4R8dSSrKSNnoh4Aeh0zwGQ9EJ5+0LDs2FmZisgdzk2M7OhU1pj3wVcWVZtBRy/9GpkZmZmS4MDWjMzG0oR8RLwIWBeWXW4pInt+/XKcixprKSPSrpW0hxJL0h6QtJdkq6RdIyk19b2n17GzR5fWxcdlsm17StJ+jNJJ0n6uaRHy/fMlfTLsn7TbucraWY57szyeVIpd5ek+aXO10rav5/rJ2l1SR+TdLWkhyQ9J+lhSTdLOkXSOySpS/mdJZ0j6R5J8yQ9Len2UnbzfuowGiS9r3bN/7yP/T9d23/72vpptfXTlP5K0vXlfs2T9GtJJ0paq8+6bS/pW5LuLNdnnqS7JZ0habseZQd6Ls3MVlTucmxmZkMrIuZIugD4MDnOdjfgwn7LS9oQ+Ak5NrdufFm2AHYBtgN6BktdHEfnFuR1yrG3A46QdGBEXN7rYJLeBswA1qutXo3sgr2zpJMj4lNdyu8IXAxs2LZp/bJsTybfmgLMbis7DjgH6BQ4v7Ysh0s6IiLO7HUuo+CH5LjaScBfARf12P+Q8vrLiPivhn1WLcfdvW39VmU5WNIuEXFPp8KSVga+CnwUaP9RYGpZDpV0fER8vkP5JfVcmpkNPQe0ZmY27K4mA1qAdzJAQAucSitouBD4PplU6AVgAzKw2wOoZzKeAdwEHAkcUdZ1SmZUT060CvB74HJyyqHfAc8Cm5CZm48E1gQukLR9RNzRpc4bAT8o7z8D/F9gPvAmMnDeCPikpB9HxE/bC0t6O3ANMIacEuki4DIycB0DbEn+MLBXh7IrAf8K7FpWXQ2cT0638yx5vT4OvAY4Q9KciLiiy7kssoh4SdJZ5LXYRdJmEXFvp30l7UAG3JBjsJt8gbye15LJyWYB/wM4lLwumwFXS3pdRDzTofzptALn/wDOAO4hp5/aCjgKeAtwoqTHI+IbbeVH8lyama2YIsKLFy9evHhZ6gswjfwHegAnDFBuaq3cNR22zy7bzm5bvxrwfNl2co/vmNhh3QnV9/ZRx8nAmC7bNwYeKMc7t2GfmbXzvA/YpMM+W5KBZQCXd9g+tpSNst9u3c4ZGNe27hOl7IvAXg3lxtXqOgtYZZSej+o+zu6wbQoZnAdwfJdjnF4793W7PH8BfKfhGF+q7fPFDtv3rm0/uuEYK5NTTwUZ5K5b27ZIz6UXL168rGiLx9Camdmwe6z2fsIA5SaQLZIA13XbMSIe67a9l4iYHZnFt2n7A8BXysf3dRu7WhwdEfd3OM5dZAsywI4dyh1EtgpDBn5Xd6nTYxExv/osaQxQdWP+dkTMaCg3n2xxhgzkd248i1ESmSSsao2e3un6SVod+GD5eHlEPNHlkHOAjzVsOw74bXn/kXJd6v6+vP4oIk5tqO9LZCvtc8BawH61zUvsuTQzWx44oDUzs2H3x9r7vpL1FI+RLWEAB0laYsNwJK0taYqkrSVtI2kbWsmt1iZbHJs8Cfxbl+03ldcJksa3bdujvD5HzvU7iDeT41QBLu22Y0TcTuuHhh0G/J6ROr28TibHl7bbn9bz0a27McAl0bkrMRHxIvDd8vFVwBuqbZImAW8sH3tdoydoTVNUv0ZL7bk0MxtGDmjNzGzY1YPYvuehjYjnaI233Q+4p2QN3kPSuqNZQQBJm0k6VdJsMij9HRnQ3FqW02q7v6rLoe6KiJe7bH+89r49wK+y+v4qBp+z94219z9T58zOCxayyzIsnHhqcZkBPFLeH9phe7VuNq3W3Cb/OcD219Xev6n2/qw+rtGfln0XXKMl/VyamQ07B7RmZjbs6sHf4417dXY0magJYFPgk2Tr52PK6XSOlbReY+k+SdoduJ3MertZH0XGddk2r8s2yLGklZXbtlXn8vs+6tBu/RGUAVh9hOUGEhHP02o53bveOi1pKpkwDHIsda9kSnN6bH+49r4+VdRoXaMl8lyamS0P3I3FzMyG3fa1978ZpGBEPA3sI+lPgQ+QiYG2J///WE2n8ylJB8QIs/Uq58a9gAxa/gicBFxFZr19sgRiSPozWi2HvcbQLqqRZMetB8fvAv7QZ7luY1VH2xlk8Lca8JdkhmLI1lmRwf5ZfRyn1/Vpuj/1a/QhoGlaoHav6N68JJ5LM7PlhQNaMzMbdrvV3l8/kgNExM3AzQCS1iBb8w4gg6K1gYslTY2IfoO4uv3JuUMB9o6Iaxr2GySh1Ug9SmZUntRrx4aylRci4rbGPZeSiLhT0g3AO8g5af+lTDV0cNnlmoi4r49DbdBje70ltp6YqX6NtKjXaDE/l2ZmywV3OTYzs6ElaX3gL8rHPwI/WdRjRsQzEXFlRBwEfLasXp1WQqUFu/Z5yK3L6+Ndgll45RjVxeXm8vp6SWsPWPaW2vv3jFJ9FocqOdT2krYD3k0G8QBn9nmMN/fYXh8re2vt/WK7RgM8l2ZmKxQHtGZmNpQkrQycQ2u86bcjYtAxtL3Ukwe1J2p6tlaXsV2OUfWGWq20Fi6kTClz0IhqOJgqO/KqtKbW6dcNtFogD5O0JFqUR+JSYG55fyitZFCP05rSqJf9yz1ZSHnuqnv1GLUgNiLuoZW5eF9Jr+671oPp9lyama1QHNCamdnQkTSZbI2tWsFuB04c8BibS5rWY7d6d+ZZbdvqiZWmdjlGNWfp6uR4yPZ6rEyO/RxJN+BBnQc8UN4fL2m3ph0lTZS0IDlVyb775fJxIvA9Set0KT9W0lGSVhuFevetzIN7fvl4EPC+8v68cg792AD4WsO2E4A/Ke9Pr8ZA11TP4Rjg8jKVT0eSVpZ0gKSNa+sW9bk0M1uheAytmZkti9Yvc7NWVgfWJbvvTgPeSysBz+3AHiOYhmZTcvqZO8mWu1+Qwd7LZHC5FzC97Hs/0J5858ba+69K+iIZ5FZdkWeXOUsvAb4EjCWncnk9GYw/Wc7naHL6lp8Dbx/wHAYSEc9JOoBs4VsN+LGkC4HvA/eSQdiryaRP+wHbkNPcVE4GdgZ2L693SPoW2Xr7OLAGsAU5hnUf8p6dszjPqcHpwFHl+yv9djeGfBYOkzSFTCx1L7AR2dq7T9lnNvDF9oIRcamk04CPkNfv1+XztWR25HHkXLk7kNd4I2BbWj80LOpzaWa2QlHvzPVmZmaLX2mV+tkAReaSc7eeUFrlmo47m5wq55yImD6C77sf2DMiftXh2BfTodW1mBIRs8t+h5CtsE09oy4mg7BqjO3OETGz7btmAjsB10XEtKbKSppOK5Pvgjq07bMLcBG9u6suVL50rz4V+DC9szE/A6zX7f70q3Yf742IyX3s/wta45JvjoiuY5Tbnod3A39TXju5H9glIn7baWPpWn4CcAy9Gw+eB7aOiLs71KObxufSzGxF4hZaMzNb1r0MPA08RbZU3Uy2js5YxEDperKVbFcyUNyM7Gq6OjnVzK3kmNPTI+KZhmMcCNxEtrT9CbAWHYLWiDhL0m+AT5OtsOPJ8ai/As6KiEv66GY6aiLip5I2B/4XmVRoK2Adckzog+S1uahTMFy67X5E0tfJoHYnslVxLTKAvY8cV3o18IPRCGZH6FxaAe13Biz7PNkL4DAyQ/JryOdiFtma/ZVuPQIi4mXgOElnAYcDuwBTyGv8LHmN/z/5A8ZlEVHPjjwaz6WZ2QrDLbRmZma23JF0OhlwzwcmRcTcHvtPo9UyulALuZmZLZucFMrMzMyWK5LWBD5YPn6/VzBrZmbDywGtmZmZLW+OILtAA3xzaVbEzMwWL4+hNTMzs6EmaRUyc/BYYEcyIRNkAq0bG4qZmdlywAGtmZmZDbuNac33W5kHfHQp1MXMzJYgdzk2MzOz5ckj5Nysb4+I25Z2ZczMbPFylmMzMzMzMzMbSm6hNTMzMzMzs6HkgNbMzMzMzMyGkgNaMzMzMzMzG0oOaM3MzMzMzGwoOaA1MzMzMzOzoeSA1szMzMzMzIbSfwPR5pbit0l/eQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wBrgJGJBSuq2G+3mVxQnDf7K4FpJLEn4ObJNS+iLP2BolpTQcWJfcaO2j5F4J0zLbxpJ7BPYIoH9K6fml6k4i933/jNy9LCD3nfyX3LzLTVJKdb3Xt1D38D/gG+R+H54l98eLjuS+47eBq8gln8v8bGppbz65+daVo78VWVtPAftnK13X5YfARcAH5B7T7Zdt9VolOLufzYHzWDwHm+zz+cBmKaX/1KetenqP3L+na8nNG55K7vubDrxI7lH97VNK02trQJJWVVHAxfMkSZIkSVppHKGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJd9DWwS6d++eysvLmzoMSZIkSWoSr7/++pcppR5LnzehLQLl5eWMGjWqqcOQJEmSpCYREeNqOu8jx5IkSZKkomRCKzVDgwYNYtCgQU0dhiRJkpQXE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFaWWTR2AJEmStDwLFy5k8uTJTJs2jYULFzZ1OJIaqEWLFrRr146OHTvSoUMHIqIg7ZrQSpIkaZVWUVHBJ598QmlpKWuvvTatW7cu2H8MS1rxUkosWrSImTNn8uWXXzJnzhzWWGONgvw79pFjSZIkrdKmTJlCy5Yt6d27N6WlpSazUpGJCFq2bEnnzp3p168fs2bNYsaMGQVp24RWkiRJq7SZM2fSuXNnE1lpNdCiRQu6du3K9OnTC9KeCa0kSZJWaXPnzqVdu3ZNHYakAmnfvj2zZ88uSFsmtJIkSVqlVVRUUFLif7ZKq4sWLVqwaNGigrTl/zJIkiRplefjxtLqo5D/nk1oJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJElSwZWXlxMRjBw5sqlDWSEigohg7NixTR1Ks2ZCK0mSJDUDs2fP5pprrmH//fdn7bXXpl27dpSVlbHOOutwyCGHcPvttzNnzpwVHsfYsWM555xzuPzyy1d4X1r9tWzqACRJkqR8bX7gUU0dQl7eeuC2Fdr+Qw89xNChQ5kwYULVubKyMkpKShg7dixjx47lvvvu4xe/+AW33XYbu+666wqLZezYsZx77rn069ePU045ZYX1o+bBEVpJkiRpNXbzzTdzwAEHMGHCBPr3789tt93Gl19+ycyZM5k+fTpTp07l3nvvZdCgQXz++ec8//zzTR2yVG+O0EqSJEmrqbfffpsf/vCHVFRUsM8++3DvvffStm3bJcp06tSJgw8+mIMPPpi7776bTz75pImilRrOEVpJkiRpNXX22Wczb948+vbty7Bhw5ZJZpd26KGHctpppwEwcuRIIoLy8vJay998881EBIMGDapXPOXl5eyyyy4AjBs3rmphpcrt5ptvriq7vEWXxo4dW1VmaYMGDapqb+rUqfziF79gww03pF27dnTu3Lmq3OTJk7nllls4+OCD2XDDDenQoQNlZWVsvPHGnHbaaXz++ef1ui81HUdoJUmSpNXQZ599xiOPPALASSedRKdOnepVr6YEsVB69OjB9OnTmTJlCiUlJfTo0WOJ68tLuBtq0qRJbLnllnz44YeUlpbSunXrJa5feOGFXHrppVXHHTt2ZM6cObz33nu899573H777Tz99NNsttlmBY1LheMIrSRJkrQaGjlyJCklAL797W83cTQ5r732Gvfffz8Aa621FhMmTFhiO+ywwwra33nnnceCBQt47LHHmD17NtOnT2fUqFFV1/v27csvf/lL3njjDWbMmMG0adOYN28eo0aNYs8992TSpEkcccQRVd+jVj2O0EqSJEmroffeew+A0tJS+vfv38TRNI158+bx6KOPsummm1adW3/99as+n3rqqcvUadGiBVtuuSUjRoxgwIABjB49mueff56dd955pcSshnGEVpIkSVoNffXVVwB06dJlhT5GvCrbe++9l0hmG6K0tJTdd98dgJdeeqmQYamAHKGVJEmStFrabrvtllvm/fff5+qrr+b5559n7NixzJw5c5lHjF0catVlQitJkiSthrp16wbAlClTSCk1y1HapRedWtrf/vY3vv/977NgwQIASkpK6NSpE6WlpQDMnDmTWbNmMWvWrBUeqxrHR44lSZKk1dBGG20E5OaRfvDBB00cTdNo0aJFrdcmTZrE8ccfz4IFCzjssMMYNWoUc+fOZcqUKVWLVFXOsXVRqFVXs09oI6JXRFwREWMiYm5ETIyIhyJitwK0vW5EXBYR70XEzIiYln2+MSKcVS5JkqQVZuedd64alX3wwQcbXL9ly9zDnHPnzq21zLRp0xoXXD1UJqO19Z9v34899hgzZ85k4403ZtiwYWy55Za0atVqiTITJ07Mqw+teM06oY2IzYB3gJOAdYF5QHdgP+CpiPhlHm0fk7V9CrBhdrpV9vlo4KhGBy5JkiQtx5prrsk+++wDwFVXXcX06dPrVa9yNLJz584AfPHFF8yfP7/Gsq+99lqD4yopKVmin9pU9v/pp58WrO/qKtvdbLPNqmKqLqXE3//+97z60IrXbBPaiGgLPAh0A94ENk0pdQK6AJcCAVwUEXs0ou3vAjcAbYGrgfVSSu1TSu2AXuSS2ZcLciOSJElSLS644AJKS0v59NNPOeKII+ocbQW4++67+eMf/wjABhtsQGlpKSklHnrooWXK/u9//+O+++5rcEwdO3YElj/C+vWvfx2AESNGLHNt3rx5XH755Q3uu7pOnToB8M4779SYXP/lL39hzJgxefWhFa/ZJrTACUA/YCawf0ppNEBKaXpK6XRgeFbuooY0GhFrAH8mlxCflVL6aUrpw8rrKaWJKaXbU0o3FuAeJEmSpFptscUW/OlPfyIieOSRR/jGN77B7bffzuTJk6vKTJs2jfvvv59ddtmFww47jBkzZgDQunVrBg8eDOTe1/riiy9SUVFBRUUFTz75JLvvvjtt27ZtcExf+9rXaNWqFdOmTaszIT700EOBXGJ50003MW/ePABGjx7NPvvsk/fKw9/61reICN555x1OOukkpk6dCsD06dO55JJL+PGPf1y1sJZWXc05oT0y2w9LKX1Ww/VLsv2AiNiwhuu1+RG5Ud4PgP/LIz5JkiQpb8ceeyz3338/a6yxBu+//z5HHXUU3bp1o0OHDnTs2JHOnTtz8MEHM3LkSPr168euu+5aVfeiiy6iW7dufPLJJ+y444506NCBsrIy9txzTzp37sw555zT4HjKyso4/PDDATjkkEPo3Lkz5eXllJeXc++991aVO+6449hmm22YN28exxxzDO3bt6dTp05suumm/Otf/+Kmm27K63vp378/p5xyCgBXX301Xbp0oWvXrnTt2pUzzjiD3XbbjR/+8Id59aEVr1kmtBHRAdgyO3yilmL/BCqfg9i1ljI1qUyUb00pVTQiPEmSJKmgDjjgAD788EP+9Kc/sc8++7DmmmuycOFCFi5cSHl5OYcccgjDhg3jgw8+YKeddqqqt+666/LKK69w+OGH06NHDxYtWsSaa67J2WefzUsvvVT1+HBDXXvttZx55pn079+fefPmMW7cOMaNG8fMmTOryrRq1YqnnnqKn//855SXl1NSUkJZWRlDhgzh9ddfZ/PNN8/7e/njH//I9ddfzze+8Q1KS0tZuHAhW2yxBZdffjmPPPJI1cJYWnVFc1yCOiK2Bl7JDjdMKdW4jnlEvAJsDfwppfSTerTbDfgyO9yZ3Ht+f5G1UQqMJTdv9w8ppS9raqMmAwcOTKNGjapvcWm5Bg0aBMDIkSObNA5Jkurjvffeq3oFjaTVQ0P/XUfE6ymlgUufb5YjtEDvap/revi+8lrvOspU97Vqn/cAns72lS/A2ohcgvuviPB/lSVJkiQpD801oS2r9nlOHeVmZ/v29Wy3c7XPZwGjgW1SSh2zNvYBvgD6AvdFRK3PMETE0IgYFRGjJk2aVM/uJUmSJKn5aK4Jbaygdqt/n4uAA1NKrwKklCpSSo8Bx2TXNwIOrK2hlNL1KaWBKaWBPXr0WEHhSpIkSVLxaq4J7cxqn+taa7xdDeXr2+4jKaX/LV0gpfQI8J/s8Fv1bFeSJEmStJTmmtBWnzfbp45yldfGN6LdGheaWuraWvVsV5IkSZK0lOaa0L4PVC7vvElNBSKiBOifHb5bz3Y/ZPGc3PosH938lpiWJEmSpAJplgltSmkGUPkenN1rKbYN0Cn7/Ew9260ARmaHG9ZRtDJRHlefdiVJkiRJy2qWCW1mWLY/MiJqei3P6dn+9dreU1uL27L9vhGx/tIXI2JfYIPs8NEGtCtJkiRJqqY5J7TXkRsh7QA8HBEbA0REh4j4PXBQVu6s6pUiojwiUrYNqaHdu4DXgZbAAxGxVVavJCL2Av6alXsVeKTA9yRJkiRJzUat70Fd3aWU5kTEYHKPEw8ARkfEdHLviy0hN7/1rJTSkw1styIiDgCeAzYFXo2IGUALFq+a/AFwSErJObSSJEmS1EjNeYSWlNJb5JLOK8kt6FQKfEVu5HT3lNLFjWz3U2Bz4FzgHXLJbALeBM4GBqaUPsn7BiRJkiSpGWu2I7SVUkoTgJOzrT7lxwJRj3IzgXOyTZIkSZJUYM16hFaSJEmSVLxMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJUrMUEUQEY8eObepQ1EjNfpVjSZIkqTmYO3cut912G48//jhvvPEGkyZNYsGCBXTp0oWNN96Y7bffnu985ztsttlmTR1q3kaOHMnIkSPZYostOOCAA5o6HK1AJrSSJEkqehuffGFTh5CXd684a4W2/9BDD3HCCScwfvz4qnNt2rShrKyMSZMm8eyzz/Lss89ywQUXsPvuuzNs2DC6d+++QmNakUaOHMm5557LD37wgzoT2v79+wPQqlWrlRSZCs1HjiVJkqTV2F//+lcOOOAAxo8fT//+/bnxxhv5/PPPmTNnDpMnT2b+/Pm8/vrrnH/++fTp04ennnqKTz/9tKnDXinef/993n//ffr27dvUoaiRHKGVJEmSVlNvvPEGJ554IhUVFQwePJi//e1vtGnTZokyLVq0YMCAAQwYMIAzzjiD888/3xFLFQ1HaCVJkqTV1K9+9Svmz59Pv379uP3225dJZpfWunVrzj//fDbZZJNlrlVUVHDbbbex++6706NHD1q3bk2fPn047LDDeOWVV2ps75xzziEiGDJkCAC33HIL22yzDR06dKBjx47ssssuPPXUU3XGNH/+fK6++mp23HFHunbtSmlpKf369eOYY47hvffeW6Ls2LFjiQjOPffcqv4qF36qaQGo5S0KNWvWLP7whz/wzW9+k65du9KmTRvWXXddvv3tb3PHHXewYMGCOmPXiucIrSRJkrQa+uSTT3jssccAOPnkk2nfvn2j25oxYwYHHXQQTz/9NJBLBDt06MD48eO5++67uffee7niiiv4yU9+Umsbxx13HH/9619p0aIFZWVlTJ8+nZEjR/L8889z9913c/DBBy9TZ/z48ey999689dZbAJSUlFBWVsbHH3/MTTfdxJ133skdd9zBQQcdBORGm3v27MnMmTOZNWsWbdq0oVOnTku02aJFi3rd87vvvsu+++5bley2bNmS9u3b89FHH/HRRx/x0EMPsf3221NeXl6v9rRiOEIrSZIkrYaee+65qs/77rtvXm19//vf5+mnn2azzTbjkUceYdasWUybNo0pU6Zw4YUX0rJlS04++WReeumlGuuPGDGCO+64g2uuuYbp06czbdo0PvzwQ3baaScqKir46U9/ysKFC5eos2DBAgYPHsxbb73FTjvtxPPPP8+cOXOYPn06EyZM4Gc/+xlz587lqKOOYsyYMQCstdZaTJgwgdNPPx2Aww47jAkTJiyxrbXWWsu938mTJ7PXXnsxduxY1llnHYYPH86sWbOYMmUK06dP54UXXuDoo4+mZUvHB5uaPwFJkiRpNVT5OG6bNm342te+1uh2nn76aYYPH055eTnPPvssXbt2rbrWuXNnzjzzTFq0aMEvfvELLrroIh5++OFl2pg6dSq33347Rx55ZNW5ddZZh7/97W+Ul5czfvx4Xn75ZXbaaaeq67fccguvvfYaW221FU8++SSlpaVV13r27Mkf/vAHZs+ezTXXXMNll13G1Vdf3eh7XNrFF1/MJ598Qvfu3XnhhReWWDSqQ4cO7LDDDuywww4F60+N5witJEmStBqaPHkykEs6I6LGMr/73e/o1avXMtvJJ59cVeaWW24BYMiQIUsks9UdccQRADz77LMsWrRometrr712VZnqevfuzdZbbw3AO++8s8S1yn5//OMfL5HM1tTv8ubhNtRtt90GwOmnn+4KyKs4R2glSZKkZmrGjBlMnDhxmfPTpk2r+vzyyy8DcNlll3HNNdfU2d7s2bP56quvWGONNZY4P3DgwFqT6sqEccqUKVXnFi5cyKuvvgrAaaedxi9+8Ysa61Ymz5988kmdcTXE2LFjmTBhAgD77LNPwdrVimFCK0mSJK2GKkdTp06dSkqpxoTy4osv5uKLL646/t73vscdd9yxRJnx48cDuSS3eqJbm9mzZy9zrkOHDrWWr1x5ufqKwZXvx638vDxz5sxZbpn6qp7gr7322gVrVyuGjxxLkiRJq6GNNtoIgLlz5/Lf//630e1UVFQAuYWdUkrL3Qqx6m9lnwBvvfVWvfotlEK2pRXPhFaSJElaDe28885Vnx955JFGt9OzZ08g9xqblaVbt25Vr9dZmf0C9OrVq+rzuHHjVmrfajgTWkmSJGk1tNZaa7H33nsDcMUVVzBz5sxGtbPddtsBcN999xUstuVp1aoVAwcOBOD+++9vcP2Sklya05jR1vLy8qqk9tFHH21wfa1cJrSSJEnSauqCCy6gdevWjBs3ju9973vMnTu3wW0MGTIEgFGjRnHrrbfWWbb6wk75quz3vvvu49lnn21Qvx07dgRy84cb46ijjgLg0ksv5bPPPmtUG1o5TGglSZKk1dSAAQP485//TElJCSNGjGCLLbbgxhtvrFroCXKjmGPGjOGSSy7hiSeeWKaNvfbai4MOOgiAY445ht/+9rdL1J8yZQojRoxg8ODBnHbaaQWL/dhjj2XbbbeloqKC/fbbjyuuuGKJBaK++OIL7rzzTgYNGsQVV1yxRN1NNtkEgBdffLFR84d/8Ytf0LdvX7788kt23HFHHnzwwapFqmbOnMnIkSP57ne/y6effprHHaoQXOVYkiRJWo0de+yxrLHGGgwdOpQPPviAY489FsitLty+fXtmzJjBvHnzqsrvvffenHnmmUu0ceutt1JRUcHw4cM577zzOO+88+jUqRMpJaZPn15VrnJUtRBatWrFiBEjOOigg3jppZc45ZRTOPXUU+ncuTMLFixY4hHqXXbZZYm6gwYNYr311mPMmDH079+f7t27065dOyCX5K655pp19t2tWzcee+wx9tlnHz766CMGDx5Mq1atKCsrW2LUt/oK0WoaJrSSJEnSam7//ffnww8/5Pbbb+exxx7jjTfeYNKkSUyfPp2uXbvSv39/tt9+e4488kg23njjZeqXlZXxwAMP8Mgjj3DjjTfyyiuvMGnSJEpKSlh//fXZeuutOeiggwr+3tY11liD5557jrvuuos77riD119/ncmTJ9O6dWs23HBDtt9+ew4++GC+9a1vLVGvVatWPPPMM/z617/m2WefZcKECUyaNAnIveO2Pr7+9a8zevRorrrqKoYPH85//vMf5s6dy7rrrstmm23GYYcdttzEWCteuCz1qm/gwIFp1KhRTR2GViODBg0CYOTIkU0ahyRJ9fHee+9VvYJG0uqhof+uI+L1lNLApc87h1aSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRaNnUA0sq0+YFHNXUIq4Qx77wH+H1UeuuB25o6BEmSJDWCI7SSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZK0Eg0ZMoSI4Jxzzmlw3ZtvvpmIYNCgQQWPq6EGDRpERHDzzTc3WQwtm6xnSZIkSSvN3Llzue2223j88cd54403mDRpEgsWLKBLly5svPHGbL/99nznO99hs802a+pQpXozoZUkSVLR2+APDzR1CHn5z+kHrtD2H3roIU444QTGjx9fda5NmzaUlZUxadIknn32WZ599lkuuOACdt99d4YNG0b37t1XaExqnE6dOtG/f3/WXnvtpg5lleAjx5IkSdJq7K9//SsHHHAA48ePp3///tx44418/vnnzJkzh8mTJzN//nxef/11zj//fPr06cNTTz3Fp59+2tRhqxYHHngg77//PrfeemtTh7JKcIRWkiRJWk298cYbnHjiiVRUVDB48GD+9re/0aZNmyXKtGjRggEDBjBgwADOOOMMzj//fFq1atVEEUsN4witJEmStJr61a9+xfz58+nXrx+33377Msns0lq3bs3555/PJptsssy1iooKbrvtNnbffXd69OhB69at6dOnD4cddhivvPJKne2OGTOGE044gXXXXZc2bdrQpUsXdtppJ2644QYWLVpUZ91bbrmFbbbZhrKyMrp27couu+zCww8/DEB5eTkRwciRI5eoc8455xARDBkyhIqKCq6++mq23nprOnfuTETwr3/9C4D58+fzyCOPcPzxx7P55pvTvXt32rRpQ79+/TjyyCN5/fXXa42ret8ff/wxxx13HGuttRZt2rRhnXXW4fTTT2fatGl13hvAokWLuPzyy9l8881p164dXbt2Zb/99mPUqFE1lq/PolDvvfceP/zhD9lggw0oKyujc+fOfP3rX+ekk05a5p7y+Q5WBY7QSpIkSauhTz75hMceewyAk08+mfbt2ze6rRkzZnDQQQfx9NNPAxARdOjQgfHjx3P33Xdz7733csUVV/CTn/xkmboPP/ww3/nOd5g7dy6QmwM6a9YsXnjhBV544QXuuusuhg8fTllZ2TJ1jz/+eG644QYASkpKaN26Nc899xwjR47k8ssvX27cKSUOOuggRowYQYsWLejQocMS15988kn233//quN27doREXz88ccMGzaMu+++mxtvvJGjjjqq1j7+97//ceihhzJp0iTat29PRDB27FguvfRSRowYwfPPP0/v3r1rrLtw4UL2228/Hn/8cVq1akVpaSlTpkzhkUce4ZlnnuHvf/8722233XLvs7qrrrqKU089teoPBWVlZcyfP5933nmHd955h7fffnuJPwAU4jtoSo7QSpIkSauh5557rurzvvvum1db3//+93n66afZbLPNeOSRR5g1axbTpk1jypQpXHjhhbRs2ZKTTz6Zl156aYl6Y8aM4bvf/S5z585l55135v3332fq1KnMmDGD6667jtLSUp5++mlOPvnkZfq86aabqpLZM888k8mTJzNlyhQmTJjAsccey89//nMmTZpUZ9z3338/jz/+OH/+85+ZPn06U6ZMYeLEiay77roAtG/fnqOPPppnnnmGL7/8klmzZjFnzhzGjRvHKaecwsKFCxk6dCgff/xxrX2cfvrpdOrUiRdeeIEZM2Ywa9Yshg8fTvfu3fnf//7HD37wg1rr/ulPf+LVV1/lrrvuYubMmcyYMYO33nqLTTfdlLlz59b4vdTlnnvu4aSTTmLRokUccsghvPvuu8ycOZNZs2bx+eefc/vtt7PlllsuUacQ30FTMqGVJEmSVkPvvfcekFvN+Gtf+1qj23n66acZPnw45eXlPPvss+yzzz60bdsWgM6dO3PmmWdy/vnnU1FRwUUXXbRE3QsvvJBZs2ax3nrr8eijj9K/f38ASktLGTp0KFdeeSUAN954I//73/+q6qWUOO+884DcKO2FF15Ip06dAFhjjTW44YYb2H333Zk9e3adsc+cOZMrr7ySH/3oR7Rr166qfseOHYHce1RvvPFGdt11V7p161ZVb+211+ayyy7jmGOOYe7cudx000219jFv3jwee+wxdthhByA3kjx48GDuvvtuAJ566ilefPHFGutOnTqVESNGcOihh9K6dWsANttss6r3ur722muMGzeuznustGDBAk477TQADj/8cO655x422mgjIDei3rt3b4488kguvfTSJeoV4jtoSia0kiRJ0mpo8uTJAFXzRmvyu9/9jl69ei2zVR8ZvOWWWwAYMmQIXbt2rbGdI444AoBnn3226lHXlBL33XcfAKeeempVQlndcccdR9++fUkpce+991adf+ONNxg7diwAZ5xxRo19/uIXv6j13it169aNY445ZrnlalP5KO7SI8/VHXrooay//vrLnN9ll1345je/CbDEvVW34447ViXC1W255ZasueaaAIwePbpesT7zzDN8+umntGjRgksuuaRedeqjPt9BU3IOrSRJktRMzZgxg4kTJy5zvvpiRi+//DIAl112Gddcc02d7c2ePZuvvvqKNdZYgw8//LCqnV122aXG8iUlJQwaNIg77riDN954o+r8m2++CUCvXr1qTBYBtt12W1q1asWCBQtqjWfgwIG0bFl3yjN58mT+9Kc/8dhjj/HBBx8wbdq0ZRaq+vzzz2utX9fiTDvvvDMvv/zyEvdW3VZbbVVr3b59+/Lpp58yZcqUOuOv9M9//hOAzTffnL59+9arTqV8v4OmZEIrSZIkrYYqR1OnTp1KSqnGUdqLL76Yiy++uOr4e9/7HnfccccSZcaPHw/kktz6rNpb+Rhw9fmtdSVYlSOR1ct/+eWXALUupgS5FZm7devGhAkTai3To0ePOmN999132XXXXZdI6jt06EDbtm2JCObPn8+UKVOYNWtWrW3UdW+V12qb67v0IlXVVa5IXVfCXl3lPay99tr1Kl+pEN9BU2r2jxxHRK+IuCIixkTE3IiYGBEPRcRujWxvSESk5WwzC30fkiRJUnWV8yfnzp3Lf//730a3U1FRAcCIESNIKS13Ky8vX6aNefPmNajPlFKj462uRYsWdV4/+uijmThxIgMGDODxxx9nxowZTJ8+nYkTJzJhwgTuueeevOIp1H2syL5W9HewojXrhDYiNgPeAU4C1gXmAd2B/YCnIuKXeTS/AJhYxyZJkiStMDvvvHPV50ceeaTR7fTs2RPIjeQ1RPXR0boWNvr000+XKV/5uXJ0uCbz58/nq6++alBM1X388ce8+uqrtGjRggcffJA999xzmVcb1fQ49tLqehS3Mv7ljRQXQq9evYC6v+ulFeo7aErNNqGNiLbAg0A34E1g05RSJ6ALcCkQwEURsUcju3g5pdSrlm29gtyEJEmSVIu11lqLvffeG4ArrriCmTMb95Bg5XtQKxd4qq91112Xzp07A7nFompSUVFR9U7UAQMGVJ3/xje+AcCECRMYM2ZMjXVfeeWVej+OW5PqiXRtjw1Xvne3LtVfj1Tbter3tqJsu+22ALz99tt89tln9apTqO+gKTXbhBY4AegHzAT2TymNBkgpTU8pnQ4Mz8pdVHN1SZIkadV2wQUX0Lp1a8aNG8f3vvc95s6d2+A2hgwZAsCoUaO49dZb6yxbfQGjiOCggw4Ccgl1Ta/YueGGG/jss8+ICA455JCq8wMGDKBfv34A/OEPf6ixr9///vcNuo+lVb4GaOLEiXzxxRfLXP/3v//NsGHDltvOXXfdxYcffrjM+eeff75qZeDvfOc7ecVaH7vttht9+/Zl0aJF/PznP69XnUJ9B02pOSe0R2b7YSmlmv6EUbnW9YCI2HAlxSRJkiQVzIABA/jzn/9MSUkJI0aMYIsttuDGG29c4lHelBJjxozhkksu4Yknnlimjb322qsqMT3mmGP47W9/u0T9KVOmMGLECAYPHlz1HtRKZ511FmVlZXz++efsu+++fPDBB0BuTu1f/vIXTjrpJACOPfbYJVYzjgh+/etfA3Dttdfy61//munTpwO5BZaGDh3KE088UeOrgOpro402Ys011ySlxGGHHVb1HtwFCxZw//33s/vuuy/z+G1NWrduzd577121GnRFRQUPPfRQVYK+++67s/322zc6zvpq1apV1Ttm77zzTg499FDef//9quvjx49f4juHwn0HTalZJrQR0QHYMjtc9l9tzj+BymXcdl3hQUmSJEkrwLHHHsvw4cPp1asXH3zwAcceeyx9+vShbdu29OjRg7Zt27L++utzxhln8OWXX7L33ntz5plnLtHGrbfeygEHHMCiRYs477zz6NOnD507d6ZTp0507dqVAw44gAcffHCZvtdbbz3uvPNO2rRpw8iRI9lwww3p0qULHTp0YOjQocybN4/ddtuNyy+/fJm6xxxzDEcffTSQG2nu2rUrXbt2pWfPntxwww388Y9/pHv37gCUlpY2+HspKSnhyiuvpKSkhJEjR/K1r32Njh070r59ew4++GBKS0trjGtpf/jDH5gyZQrbb789HTp0oH379nz7299m0qRJrL/++lXv8V0ZDjvsMC699FJKSkq455572GijjejQoQPt2rWjT58+DB06lLfffruqfKG+g6bULBNaYCNyc2QBanxTcUqpAvggO9y4EX1sEhGjI2JORMyIiHci4rKIWKcRbUmSJEmNtv/++/Phhx9y/fXXc+CBB9KvXz9KSkqYPn06Xbp0Yeedd+ass85i9OjRPProo/Tv33+J+mVlZTzwwAM8/PDDHHTQQfTt25c5c+Ywf/581l9/fY444gjuvfde/vznP9fY97///W+OP/54ysvLmT17Nu3atWOHHXbg+uuv54knnqCsrGyZehHBjTfeyI033shWW21FaWkpKSUGDRrEI488wk9+8pOqUdvKuboNdeCBB/L3v/+d3XffnQ4dOrBgwQL69evH6aefzptvvln1SqG6rL/++owaNYpjjjmGTp06sWjRIsrLy/nZz37GqFGj6nz10Ipw2mmn8eabb3L00UdTXl7OggULaNOmDZttthknn3wyl1122RLlC/EdNKVYVZdfXpEiYjCL58h2TCnNqKXcA8ABwP0ppYPr2fYQ4KbsMAFTgI4sfufvHOC4lFK9H0YfOHBgGjVqVH2Lqw6bH3hUU4ewShjzwpMArLdjY9c8W7289cBtTR2CJKkO7733XtUraKRKY8aMYf3116d169bMmDGD1q1br9T+y8vLGTduHM8++yyDBg1aqX2vDhr67zoiXk8pDVz6fHMdoa3+J6A5dZSrnLnekAfHPwd+C2wKtEkpdcvq7wu8C7QFbo2InRrQpiRJkqRqKheF2mmnnVZ6MqtVR3NNaGP5RRonpfRkSum8lNLolNL87Ny8lNKjwDeB/wEtgIvrDDBiaESMiohRkyZNWlHhSpIkSauso48+mnvvvXeJ981+9NFHnHjiiVx//fUA/OxnP2uq8LQKaLn8Iqul6i/hagvU+MgxULlsWuNe2rWUlNK0iLgQuBHYNiJ6pJRqzFZTStcD10PukeNC9C9JkiQVk6eeeoqbb74ZyM3jLSkpYcaMxf/pfvbZZ7PXXns1UXRaFTTXhPbzap/7sHjxp6X1yfbja7neGK9k+wDKAYdfJUmSpBpccskljBgxgjfffJOJEycye/Zs+vTpw3bbbceJJ57Irrv6MpLmrrkmtO+TW7ApgE2oIaGNiBKgcnm3dwvYd/XHnR15lSRJkmpx+OGHc/jhhzd1GDUaO3ZsU4cgmukc2mxV48plg3evpdg2QKfs8zMF7H7rap/HFbBdSZIkSWpWmmVCm6l8bc6REVHTy6FOz/avp5RqeyR5CRFR52JTEdER+GV2+Gpt82clSZIkScvXnBPa68iNkHYAHo6IjQEiokNE/B44KCt3VvVKEVEeESnbhizVZr+I+GdEHBsRa1er0zoi9gJeAjYAKoAzV8hdSZIkSVIz0Vzn0JJSmhMRg8k9TjwAGB0R08m9M7aE3PzWs1JKTzaw6W2yjYiYC8wCOgKtsuuzgR+mlP6e/11IkiRJUvPVbBNagJTSWxGxKbnR0v2AvsBXwKvAZSmlhs6dnQicBOwAbA70IDcPdxbwX3LJ8zUpJefOSpIkSVKemnVCC5BSmgCcnG31KT+WJVcqrn5tDnBVtkmSJEmSVqDmPIdWkiRJklTETGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJAFw8803ExEMGjSoqUMpiJEjRxIRlJeXr7Q+hwwZQkRwzjnnrLQ+mzMTWkmSJGk1VZlcrS4JalOaOnUq55xzjonqKqbZv4dWkiRJxe87Nz3b1CHk5Z6jd2nqEADo1KkT/fv3Z+21127qUAqiXbt29O/fn759++bd1tSpUzn33HMB6kxqe/fuTf/+/enevXvefWr5TGglSZIkAXDggQdy4IEHNnUYBbP11lvz/vvvr9Q+L7roIi666KKV2mdz5iPHkiRJkqSiZEIrSZIkCah7Uajy8nIigpEjRzJ58mROO+001llnHUpLS+nbty/HH38848ePr7P9W265hW222YaysjK6du3KLrvswsMPP7xM+9XVZ5GlQYMGERHcfPPNS5yva1GoiooKbr75ZnbZZRe6detGq1at6NGjB5tssgnHHHMMjz/++BLtr7POOlXHEbHEVj22+sT7xBNPcMghh7DmmmtSWlpKr1692Hbbbbngggv45JNPaq2nZfnIsSRJkqR6+/TTTxkyZAjjxo2jXbt2RASff/45N9xwA08//TRvvPEGXbp0Wabe8ccfzw033ABASUkJrVu35rnnnmPkyJFcfvnlK/ku4KijjmLYsGFVx506dWL69Ol8+eWXvPvuu7z77rvstddeAHTt2pXu3bvz5ZdfAtCzZ88l2mrfvn29+pw/fz7HHnsst99++xL9fvXVV0ycOJFXXnmFhQsXuvBUAzhCK0mSJKnefvrTn9KlSxdefvllZs2axcyZMxkxYgSdO3dm7NixNc4fvemmm6qS2TPPPJPJkyczZcoUJkyYwLHHHsvPf/5zJk2atNLu4fnnn2fYsGGUlJRw2WWXMX36dKZOncrcuXP5/PPPufnmm9lhhx2qyt9///289tprVccTJkxYYjv99NPr1e+pp57K7bffTosWLfjtb3/LhAkTmDp1KnPmzOE///kPl1xyCX369Cn4/a7OHKGVJEmSVG+lpaU8/fTTdOvWDYCWLVvy7W9/m1/96lecfvrp3Hvvvfz+97+vKp9S4rzzzgNyo7QXXnhh1bU11liDG264gfHjx/Poo4+utHv45z//CcAee+zBKaecUnU+Iujduzc/+MEPCt7n6NGjueaaawD485//zNChQ6uutWzZkq997Wv1Toy1mCO0kiRJkupt6NChVclsdQcccAAAH330EbNmzao6/8YbbzB27FgAzjjjjBrb/MUvflHwOOvSsWNHAL744gsqKipWSp+33XYbKSU23HDDJZJZ5ceEVpIkSVK9bbXVVjWer/6u16lTp1Z9fvPNNwHo1asX66+/fo11t912W1q1alW4IJfjW9/6Fq1bt+aNN95g0KBB3H777Xz++ecrtM/KUeF99tlnhfbT3JjQSpIkSaq3Dh061Hi+TZs2VZ8XLFhQ9blyIaXevXvX2mbr1q1rHPVdUdZff32uueYa2rZtywsvvMBRRx1F3759WWeddfjRj35UlYQX0sSJEwFYe+21C952c2ZCK0mSJGmFSSk1dQg1OuaYY/joo4+4/PLLGTx4MN26dWPs2LFce+21bLnllkvM9S2EVfV7KHYmtJIkSZJWmB49egDU+Y7a+fPn89VXX9V4rWXL3Dq2c+fOrbX+tGnTGhVbz549Ofnkkxk+fDiTJk3i1Vdf5cADDySlxK9//WvefvvtRrVbk169egEwbty4grUpE1pJkiRJK9A3vvENIPeqmzFjxtRY5pVXXlniMeXqOnfuDOTef1uTWbNm8d577+UdZ0Sw1VZbcc8997DmmmtSUVHBiy++WHW9pGRx6tSY0dZtt90WgMceeyzvWLWYCa0kSZKkFWbAgAH069cPgD/84Q81lqn+mp+lff3rXwfgySefrHGU9rLLLmPevHkNimn+/Pm1XmvRokXVAlXV261cGRmWXPSqvo466igigvfff5/rrruuwfVVMxNaSZIkaTW3YMECvvzyyzq32kZI8xUR/PrXvwbg2muv5de//jXTp08HYNKkSQwdOpQnnniCdu3a1Vh///33p23btkyaNInvf//7fPHFF0DuMePf/e53nHPOOXTq1KlBMZ111lkccsghDB8+nMmTJ1ednzhxIieddBIfffQREcHuu+9eda1z58706dMHgJtuuqlB/QFssskmnHDCCQD8+Mc/5pxzzqm6l0WLFvHf//6Xc845h2uvvbbBbTdnJrSSJEnSau7ll1+mR48edW4vvfTSCuv/mGOO4eijjwbgggsuoGvXrnTt2pWePXtyww038Mc//pHu3bsDUFpaukTdrl27cvHFFwNwzz330LNnT7p06ULXrl351a9+xW9+8xu22GKLBsWzcOFC7rvvPg488EC6detGp06d6NixI7169eKqq66qinPTTTddot5xxx0HwM9+9jPat29PeXk55eXlXH755fXq9/LLL+fQQw9l0aJFnHvuuVX30qZNGzbYYAPOPfdcJkyY0KB7ae5MaCVJkiStUBHBjTfeyI033shWW21FaWkpKSUGDRrEI488wk9+8pOqUdvKObPVnXTSSdx1111su+22tGvXjoqKCrbffnseeOABfvOb3zQ4nlNPPZUrr7ySwYMHs8EGG5BSYt68eay11locdthhPP/885x11lnL1PvNb37D//3f/7HZZpuRUmLcuHGMGzeu3o8gl5aWctdddzFixAj2339/evbsyaxZs+jevTvbbrstv/vd7zj++OMbfD/NWbh89Kpv4MCBadSoUU0dxmph8wOPauoQVgljXngSgPV23KOJI1k1vPXAbU0dgiSpDu+99x4bbbRRU4ehFWjMmDGsv/76tG7dmhkzZtC6deumDkkrWEP/XUfE6ymlgUufd4RWkiRJUpOqXBRqp512MplVg5jQSpIkSVrhjj76aO69994l3jf70UcfceKJJ3L99dcDubmpUkO0bOoAJEmSJK3+nnrqKW6++WYAysrKKCkpYcaMGVXXzz77bPbaa68mik7FyoRWkiRJ0gp3ySWXMGLECN58800mTpzI7Nmz6dOnD9tttx0nnngiu+66a1OHqCJkQitJkiRphTv88MM5/PDDmzoMrWacQytJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSCuacc84hIhgyZMgy18rLy4kIRo4cWdA+I4KIYOzYsQVtV6s+E1pJkiRpNTVkyJCqZK/61qFDBzbZZBNOPPFE3nvvvaYOU2q0lk0dgKSVb70d92jqECRJKqgLH/xXU4eQl7O+vcUKbb9Vq1Z07doVgJQSX375Je+++y7vvvsuf/3rX7n99tv5zne+s0JjAFhvvfVo06YN7dq1K2i7/fv3B3L3qebFhFaSJElazX3zm99c4jHfBQsW8Mwzz/CjH/2IsWPHcvTRRzNo0CB69OixQuN45plnVki777///gppV6s+HzmWJEmSmplWrVqx1157cccddwAwa9Ys7rvvviaOSmo4E1pJkiSpmdpuu+1o3749AO++++4y1+fPn8/VV1/NjjvuSNeuXSktLaVfv34cc8wxjZp7u7xFod59910OO+ww1lhjDdq2bcuGG27Ib3/7W+bOnVvnYlPLWxRqzJgxnHDCCay77rq0adOGLl26sNNOO3HDDTewaNGiRsW6vH5HjBjBPvvsQ8+ePase+e7fvz+HH344d911V61tqmF85FiSJElqxlJKAMskduPHj2fvvffmrbfeAqCkpISysjI+/vhjbrrpJu68807uuOMODjrooILE8fTTT7P//vszd+5cADp27MhHH33Eeeedx5NPPsmgQYMa1e7DDz/Md77znap2O3XqxKxZs3jhhRd44YUXuOuuuxg+fDhlZWUFuQ+As88+mwsvvLDquEOHDsyZM4f//Oc//Oc//+HZZ5/lsMMOK1h/zZkjtJIkSVIz9fLLLzNr1iwA1l133arzCxYsYPDgwbz11lvstNNOPP/888yZM4fp06czYcIEfvaznzF37lyOOuooxowZk3ccX375Jd/97neZO3cuW2+9Nf/+97+ZNm0aM2fO5I477uCdd97h2muvbXC7Y8aMqWp355135v3332fq1KnMmDGD6667jtLSUp5++mlOPvnkvO+h0tixY7n44osBOPPMM5k0aRLTp09nzpw5TJw4kXvvvZd99923YP01dya0kiRJUjOzYMECnnjiCb73ve8BuTm11UcMb7nlFl577TW22mornnzySXbccUdat24NQM+ePfnDH/7Aj370I2bPns1ll12WdzxXXXUVX331FWussQZPPPEEm266aVVcRxxxBH/961+ZOnVqg9u98MILmTVrFuuttx6PPvpo1WrIpaWlDB06lCuvvBKAG2+8kf/973953wfAq6++SkVFBRtuuCEXXngh3bt3r7q2xhprcPDBB/PXv/61IH3JhFaSJEla7b388sv06tWLXr160bNnT9q0acNee+3F2LFjKSkp4dprr2XNNdesKn/LLbcA8OMf/5jS0tIa2zziiCMAeOqpp/KO7/777wdg6NChdO7ceZnrhx566BIjyPWRUqpa6OrUU0+t8VVBxx13HH379iWlxL333tvwwGvQsWNHAKZNm8bs2bML0qZqZ0IrSZIkreYWLFjAxIkTmThxIl988QUVFRUAdO3alX/+858cc8wxVWUXLlzIq6++CsBpp51WlQgvvR144IEAfPLJJ3nFNm/evKoFqXbYYYday9V1rSYffvgh06ZNA2CXXXapsUxJSUnV3Nw33nijQe3XZptttqFr166MHz+e7bbbjuuvv56PPvqoIG1rWSa0kiRJ0mpu5513JqVESom5c+fyr3/9i0MOOYTJkydz3HHHMWXKlKqykydPZv78+VWfKxPhpbcvv/wSgDlz5uQV25QpU6oS7N69e9dark+fPg1qd9KkSVWf+/btW2u5ypHp6uXz0aVLF2677TY6d+7M22+/XbW6cu/evfnBD37Ac889V5B+lNPsE9qI6BURV0TEmIiYGxETI+KhiNitgH20j4hPIiJl25BCtS1JkiQ1RGlpKZtvvjl33303e+65Z1XSVakyuQR46623qhLhurZ85Fu/PubNm7fC+6hun332YezYsVx//fUceuih9OnThwkTJnDrrbcyaNAghg4dulLjWZ0164Q2IjYD3gFOAtYF5gHdgf2ApyLilwXq6gJgzeWWkiRJklaSiODKK6+kRYsW3HPPPVUjh926daNFixZAze+mLbSuXbtSUpJLS8aPH19rubqu1aRHjx5Vn8eNG1druU8//XSZ8gAtW+becFr5up+lVT7OXJtOnTpx/PHHc9ddd/HZZ58xevRojj/+eAD+8pe/8Mgjjyz/JrRczTahjYi2wINAN+BNYNOUUiegC3ApEMBFEbFHnv0MAH4CvJJfxJIkSVJhbbDBBlWrG5999tlAbmXhgQMHAosXa1qRSktL2XjjjQF48cUXay1X17WarLvuulULTD377LM1lqmoqGDkyJEADBgwYIlrlXUrE96lvfbaaw2KZ+ONN+b6669n2223BfDR4wJptgktcALQD5gJ7J9SGg2QUpqeUjodGJ6Vu6ixHURECXBddvijxocqSZIkrRg///nPAXjppZeqkrshQ4YAcN9999WaDFaqPv+2sSoXmPrLX/5S48jnfffd1+D33UYEBx10EABXXHFFjSsO33DDDXz22WdEBIcccsgS177+9a8DMGLEiGXqpZT4v//7vxr7rZx/XJu2bdsCK/8x6NVVc05oj8z2w1JKn9Vw/ZJsPyAiNmxkHz8FBgLXpJTebGQbkiRJ0gqzxRZb8K1vfQuACy64AIBjjz2WbbfdloqKCvbbbz+uuOIKJk+eXFXniy++4M4772TQoEFcccUVecfw05/+lK5duzJx4kT23ntvRo8eDeRWXP7b3/7G0UcfXePrfJbnrLPOoqysjM8//5x9992XDz74AMglk3/5y1846aSTqu53/fXXX6LuoYceCsAjjzzC//3f/zFr1iwAxo4dy+GHH86oUaNq7POaa65hzz33ZNiwYUs8Jj116lQuvPDCqj8a7Lnnng2+Hy2rWSa0EdEB2DI7fKKWYv8EKv88tGsj+ugLnA9MBH7V0PqSJEnSynLGGWcA8Mwzz/CPf/yDVq1aMWLECLbffntmz57NKaecQvfu3enatSsdOnSgZ8+eHHHEETz33HNERN799+jRg2HDhlFaWso//vEPNt10Uzp37kz79u05/PDD2WyzzfjhD38IUOt7cWuy3nrrceedd9KmTRtGjhzJhhtuSJcuXejQoQNDhw5l3rx57Lbbblx++eXL1N1777056KCDSCnxy1/+ko4dO9KlSxfWWWcdRowYwV133VVjnyklnnzySY488kj69OlD+/bt6dKlC126dOHss88mpcTQoUPZZ599GvVdaUnNMqEFNiI3RxZgdE0FUkoVwAfZ4caN6OMqoANwekqp7hnjkiRJUhPafffd+cY3vgEsHqVdY401eO6557jjjjvYZ599WGONNZg5cyYpJTbccEOOPfZYHn30Uc4666yCxLDnnnsyatQoDjnkELp168a8efNYZ511OPfcc3nmmWeqXg/U0JHa/fffn3//+98cf/zxlJeXM3v2bNq1a8cOO+zA9ddfzxNPPEFZWVmNde+8805+97vf0b9/f1q2bEmrVq04+OCDeeWVV9hjj5qX2jniiCP4y1/+wmGHHcZGG21Eq1atmDlzJr179+bb3/42I0aM4LrrrquxrhouVsYy2auaiBjM4jmyHVNKM2op9wBwAHB/SungBrS/P7kFp0amlHapdr7yyz46pXRzfdsbOHBgqu2RBjXM5gce1dQhaBX01gO3NXUIkqQ6vPfee2y00UZNHYaa2I477siLL77ITTfdVDXHV8Wrof+uI+L1lNLApc831xHa6n+CqetN0JUzx9vXt+GIKAOuBhYAP254aFXtDI2IURExqlAveZYkSZKK0T/+8Q9efPFFSkpK2G233Zo6HK1CmmtCm/+D/rU7D1gbuCyl1OgXd6WUrk8pDUwpDVz6nViSJEnS6ub666/nwgsvZMyYMSxatAiAmTNncuutt7LffvsBuYWa1lprraYMU6uYlk0dQBOZWe1zW6DGR46BdjWUr1VEbAGcDHxCLrGVJEmSVA8ff/wxv/vd7zj77LNp0aIFnTp1YurUqVRUVAC51ZivuuqqJo5Sq5rmmtB+Xu1zHxYv/rS0Ptl+fC3Xl3YF0AI4G4iIqO1R5dLsWkVKadkXYkmSJEnNzHe/+13mzJnDc889x6effsrkyZPp2LEjG2+8MYcccgg//OEPq97hKlVqrgnt+0Ai9+jxJtSQ0EZECdA/O6zvo8P9sv2tyyl3bbaNA8rr2bYkSZK02tp000259NJLmzoMFZlmOYc2W9W4ctng3Wsptg3QKfv8zAoPSpIkSZLUIM0yoc0My/ZHRkTvGq6fnu1fTynV9kjyElJK5SmlqG2rVvTo7Fx5HvFLkiRJUrPWnBPa68g98tsBeDgiNgaIiA4R8XvgoKzcEm+KjojyiEjZNmRlBixJkiRJWqy5zqElpTQnIgaTe5x4ADA6IqaTe+dsCbk5tmellJ5swjAlSZIkSbVoziO0pJTeAjYFrgQ+BEqBr4BHgN1TShc3YXiSJEnKpJSaOgRJBVLIf8/NdoS2UkppArl3x55cz/Jjya2O3Ji+GlVPkqSmMmjQIABGjhzZpHGoeWvRogULFiygdevWTR2KpAKYP38+LVsWJhVt1iO0kiRJWvV16NCB6dOnN3UYkgogpcRXX31Fp06dll+4Hpr9CK0kSZJWbV27duXjjz8GoGPHjrRq1YoIH3yTikVKiYqKCmbPns3UqVNZuHAha6yxRkHaNqGVJEnSKq20tJS1116byZMnM3bsWBYtWtTUIUlqoJKSEtq2bUtZWRldunShpKQwDwsXJKGNiK7AN4F1yb0Gp8Xy6qSUzitE35IkSVr9lZaW0rt3b3r37t3UoUhaheSV0EZEN+CPwGFAqwZWN6GVJEmSJDVaoxPaiOgIPA9sSCNX/ZUkSZIkqbHyeXD5DGAjcsnsM8DeQA+gRUqpZHlbAWKXJEmSJDVj+TxyfCCQgCeAfZNvu5YkSZIkrUT5jJSWZ/urTGYlSZIkSStbPgntnGz/eSECkSRJkiSpIfJJaN/P9msWIhBJkiRJkhoin4T2JnILQh1aoFgkSZIkSaq3fBLaG4GngSMj4qgCxSNJkiRJUr3ks8rxWsDJwF+AmyNiMHAH8B4we3mVU0of59G3JEmSJKmZyyehHUvutT2Qe/T4wGyrj5Rn35IkSZKkZi7fpDJq+SxJkiRJ0gqVT0J7dMGikCRJkiSpgRqd0KaUbilkIJKkpjVo0CAARo4c2aRxSJIk1Vc+qxxLkiRJktRkTGglSZIkSUWpYCsNR8SawK7A14Gu2enJwL+Bv6eUPi1UX5IkSZIk5Z3QRkQf4ArgAGof8a2IiAeAU1JKn+fbpyRJkiRJeT1yHBGbA28DBwEtyL26p6atBXAw8FZEfD2fPiVJkiRJgjwS2ohoBzxM7vHiAP4OfBcoB9pkWzlwGPB0VqYb8HBEtM0naEmSJEmS8hmh/THQF0jAiSmlb6WU7k4pfZxSmp9tH6eU7kkp7QH8KCu7JnBi/qFLkiRJkpqzfBLaA8glqLellK5dXuGU0nXAbeRGag/Mo19JkiRJkvJKaPtn+2ENqFNZdsM8+pUkSZIkKa+EtkO2n9SAOpVl2+fRryRJkiRJeSW0X2b7rzWgzvrZ/qs8+pUkSZIkKa+EdhS5+bA/bUCdn5Kbdzsqj34lSZIkScoroa2cD/vNiLgrIjrVVjAiOkTE7cAO2ak78uhXkiRJkiRaNrZiSumuiPgRsBNwCLB7RNwH/BP4gtxIbE9gG+AgoEtW9bmU0t15RS1JkiRJavYandBmBgMPA9sDnYFjsm1pke1fJPe6H0mSJEmS8pLPI8eklKYBOwM/Bt4ll7jWtL0LnAgMSilNz6dPSZIkSZIg/xFaUkoVwDXANRHRC/g60DW7PBn4d0ppQr79SJIkSZJUXd4JbXVZ4mryKkmSJEla4fJ65FiSJEmSpKZiQitJkiRJKkrLfeQ4In5T+TmldF5N5xujeluSJEmSJDVUfebQnkPunbIA59VyvjFMaCVJkiRJjVbfRaGigeclSZIkSVqhlpvQppRqnGdb23lJkiRJklYGk1JJkiRJUlEyoZUkSZIkFaVGJ7QR8feIeCYi+jWgTp/Keo3tV5IkSZIkqP+iUDUZRG6V47IG1GlbrZ4kSZIkSY3mI8eSJEmSpKK0shPaytHcuSu5X0mSJEnSamZlJ7R7Z/tPV3K/kiRJkqTVTL3n0EbEjbVcuiAipi6neimwHrAVufmzz9W3X0mSJEmSatKQRaGGsOxiTgEMrmf9yPaTgYsa0K8kSZIkSctoSEL7MUsmtP2y4/HAgjrqJXJzZscDLwPXpJQ+b2CckiRJkiQtod4JbUqpvPpxRFRkH/dIKb1byKBWpojoBZwJ7Af0BaYBrwKXp5Qa/L7ciBhIbtR6K2B9oAfQBvgSGAXclFIaXpDgJUmSJKkZy+c9tM+TG32dVaBYVrqI2Az4O9AtOzUd6E4uud03Is5KKV3cwGaPA06odjwTqAD6AN8Gvh0R9wGHp5TqGtmWJEmSJNWh0ascp5QGpZR2SSmNK2RAK0tEtAUeJJfMvglsmlLqBHQBLiU35/eiiNijgU3/AzgV2BLokFLqkFJqC6wNXJKVORj4Zf53IUmSJEnN18p+bc+q5ARy84BnAvunlEYDpJSmp5ROB4Zn5Rq0gFVK6ZaU0uUppTdSSjOrnf8kpXQGcHt2akie8UuSJElSs9acE9ojs/2wlNJnNVyvHE0dEBEbFrDf17J9nwK2KUmSJEnNTt4JbUS0joijI2JERIyNiJkRsWg528JCBJ9HzB3IPRIM8EQtxf5JboEogF0L2P03s/1HBWxTkiRJkpqdfBaFIiI2IPdobn8Wv2e2GGzE4nhH11QgpVQRER8AWwMb59NZRLQH1iX3mPNh2emr82lTkiRJkpq7Rie0EVEGPAasQ24V3xHAJOB4cqsfXwB0BQYC22Tn/gE8lV/IBdG72ue63olbea13HWVqFBFrAp/UcGkucGFK6c8NbVOSJEmStFg+I7Q/JJfMLgL2TCn9PSI2IZfQklL6bWXBiPgGcBuwLfC3lFJTj06WVfs8p45ys7N9+0b0sQiYmH3uArQGFpJbZKqp71+SJEmSil4+c2j3JzfqendK6e91FUwpvQnsAnwB/DEitqyr/Eqwwh+PTimNTyn1Sin1AtqSeyz7VuBc4F9Z8l97gBFDI2JURIyaNGnSig5XkiRJkopOPglt5bzSB2q6GBFLJI0ppUnAH8mNCv8kj34LYWa1z23rKNeuhvINllKqSCn9J6V0LLnvYG3g9oio9ftPKV2fUhqYUhrYo0ePfLqXJEmSpNVSPglt52w/rtq5edU+1/SY7kvZfuc8+i2E6vNm63p9TuW18QXs+6psvwXwjQK2K0mSJEnNSj4JbeX80lTt3NRqn9euo26vPPothPdZHHeNj/5mo6f9s8N3C9h39XferlfAdiVJkiSpWcknoa18j2rVCGdK6Utgcna4fQ11KufOzs+j37yllGYAo7LD3Wsptg3QKfv8TAG7X6fa57weZZYkSZKk5iyfhLYyIRy41PlnyC269POI6Fp5MiLWBX5JbmT0X3n0WyjDsv2REVHTa3lOz/avp5Q+qE+DEdFi6bnDNfh5tl9I7jVGkiRJkqRGyCehfYpc4vrtpc5fme3XBf4TEfdExKPkktjK0dzr8+i3UK4jN/+3A/BwRGwMEBEdIuL3wEFZubOqV4qI8ohI2TZkqTbXAkZFxDHZe2gr65RExBYRcQdwXHb6qpTSlMLfliRJkiQ1D/m8h/Zh4HmgRUSsl1IaA5BSeikizgN+A3RlcWJYOXJ5U0pp2DKtrWQppTkRMZjciPIAYHRETCe3mFUJuZHks1JKTzaw6QHAXwEiYi65x4o7AKXVytwMnJHXDUiSJElSM9fohDalNBsYVMu1cyLiBXKjkZtk/fwXuDWldF9j+yy0lNJbEbEpcCawH9AX+Ap4FbgspdTQubOfA4cBuwFbA72BbsBcYAy5R4xvSim9VGsLkiRJkqR6yWeEtk5ZMljIxZRWiJTSBODkbKtP+bEsHm1e+tp84O5skyRJkiStQPnMoZUkSZIkqcmY0EqSJEmSipIJrSRJkiSpKC13Dm1EfLgC+k0ppfVWQLuSJEmSpGaiPotCla+AftMKaFOSJEmS1IzUJ6G9ZYVHIUmSJElSAy03oU0pHb0yApEkSZIkqSFcFEqSJEmSVJRMaCVJkiRJRak+c2jrLSLWBHoB7YDXUkpzCtm+JEmSJEmV8k5oI6IDcDpwDNCn2qWvA+9WK/dd4CBgWkrp+Hz7lSRJkiQ1b3kltBGxLvAYsD4Q1S7V9FqefwK356rFzSmll/LpW5KkFWmDPzzQ1CGsEj795EvA76PSf04/sKlDkCRV0+g5tBHRGngY+BowB7gE2L+28imlscCz2WGt5SRJkiRJqo98RmiPBzYEZgM7p5ReB4iIuuo8BuwGbJdHv5IkSZIk5bXK8cHkHi2+ujKZrYe3s/3X8uhXkiRJkqS8EtpNs/3jDajzVbbvmke/kiRJkiTlldB2yvbTG1CndbZfmEe/kiRJkiTlldBOzvZrN6DOxtn+izz6lSRJkiQpr4T2nWy/bQPqHEVu3u1refQrSZIkSVJeCe0Icu+ePTEieiyvcET8BBiUHd6fR7+SJEmSJOWV0P4F+AQoA56OiAE1FYqI9SPir8AV5EZn3wXuzqNfSZIkSZIa/x7alNK8iDgQGEluxePXImJctSI3RERPoDw7DmAqcEhKKTW2X0mSJEmSIL8RWlJKb5CbQ/tvcglrebXL2wDrZOeD3Jzbb6aUPsinT0mSJEmSII8R2koppXeBLSJiH+AAYCCwBtAC+BJ4ExgOPODIrCRJkiSpUBqd0EZEx+zj/JTS3JTSo8CjhQlLkiRJkqS65fPI8VRgCvDDwoQiSZIkSVL95ZPQzs32/yhEIJIkSZIkNUQ+Ce34bO+8WEmSJEnSSpfPolAjgSHAVsCrhQhGkprCxidf2NQhrBLG/e9jwO+jylobNXUEkiRpOfIZob0aWAicHhGdChSPJEmSJEn10uiENqX0JvATYE3ghYjYoWBRSZIkSZK0HPm8tufG7OMHwKbAcxHxCfA2udWPF9VRPaWUjm1s35IkSZIk5TOHdgiLF4RKQABrA2stp15k5U1oJUmSJEmNlk9C+zGucCxJkiRJaiKNTmhTSuUFjEOSJElFYtCgQQCMHDmySeOQpHzm0HbMPs5PKc0tUDySJEmSJNVLPq/tmUpu8acfFiYUSZIkSZLqL5+EtnJU9h+FCESSJEmSpIbIJ6Edn+1dGEqSJEmStNLlk9COzPZbFSAOSZIkSZIaJJ+E9mpgIXB6RHQqUDySJEmSJNVLoxPalNKbwE+ANYEXImKHgkUlSZIkSdJy5PPanhuzjx8AmwLPRcQnwNvkVj9eVEf1lFI6trF9S5IkSZLU6IQWGMLiBaESEMDawFrLqRdZeRNaSZIkSVKj5ZPQfowrHEuSJEmSmkijE9qUUnkB45AkSZIkqUHyWeVYkiRJkqQmY0IrSZIkKW+DBg1i0KBBTR2Gmpl85tDWKCLKgK7Z4eSU0qxC9yFJkiRJUkFGaCPi6xFxXUR8CEwHxmbb9Ij4MCKujYivF6IvSZIkSZKgAAltRFwMvAEcB5STey1P9a0cOB54MyIuyrc/SZIkSZIgz0eOI+IK4CfkEleA94F/AhOycz2BbYCNsuMzIqJtSumUfPqVJEmSJKnRCW1EbAf8lNy7aN8HhqaUXqyl7PbAdcDGwE8j4m8ppX82tm9JkiRJkvJ55PiEbP8JsH1tySxASuklYEdgXHbqh3n0W1AR0SsiroiIMRExNyImRsRDEbFbI9tbOyJOydr4OCLmRcSMiHgrIi6OiN6FvgdJkiRJao7ySWh3Ijc6e3FKacryCmdlfk/u0eOd8ui3YCJiM+Ad4CRgXWAe0B3YD3gqIn7ZwPbWIrcY1mVZG2sBc4G2wGbAL4DREbFLgW5BkiRJkpqtfBLaXtl+VAPqvLZU3SYTEW2BB4FuwJvApimlTkAX4FJyifdFEbFHA5ptke0fAb4DdM3abAfsA3yUtT88Ipr8O5AkSZKkYpZPQjs/25c2oE5l2fl1llo5TgD6ATOB/VNKowFSStNTSqcDw7NyDVmZeQrwjZTSfimleytHrlNK81NKj5FLaucCHVn8yLYkSZIkqRHySWg/zvZ7NaDOntl+XJ2lVo4js/2wlNJnNVy/JNsPiIgN69NgSmlaSumtOq5XrgINsGW9I5UkSZIkLSOfhPZJco/lnhoRWy2vcER8AziV3LzbJ/LoN28R0YHFCWVtsfwTmJZ93rWA3X+V7VvUWUqSJEmSVKd8EtrLWbzg0bMR8ZuI6Lt0oYjoExG/Ap4DyrI6V+TRbyFUvhcXYHRNBVJKFcAH2eHGheg0IloC22eH7xSiTUmSJElqrhr9HtqU0qcRcRxwG7mk9rfAbyPic+ALciOxPYE+WZXIzh1byyO+K1P1V+d8Xke5ymuFetXOj8ktiFUB3FqgNiVJkiSpWWp0QguQUhoWEZOB64E1s9N9s21pnwLHp5Sa9HHjTFm1z3PqKDc727fPt8PsFUEXZodXVy5CVUf5ocBQgLXXXjvf7iVJkiRptZNXQguQUno8ItYFDgB2BzYFumaXJ5N7tPYpYHhKaWG+/RVILL9IATuL6E1u1eR2wOvk3kdbp5TS9eT+UMDAgQPTioxPkiRJkopR3gktQJao3pttxWBmtc9tgRm1lGtXQ/kGiYiu5BbQWgf4L7BvSmluY9uTJEmSJOU0aFGoiOiYbW0bWK9tZd2GhbfCVJ8326fWUouvjW9MJxHRidwqypuSe83Rt1JKExvTliRJkiRpSfVOaCPiVGBKtu3dwH72BqYCUyLiRw2suyK8T26BKoBNaioQESVA/+zw3YZ2EBFlwKPAQGACuWT247prSZIkSZLqq14JbUS0Ac7ODq9LKd3fkE6y8teQm7t6TkS0blCUBZZSmgGMyg53r6XYNkCn7PMzDWk/G8F+CPgmuffOfiul9N9GhCpJkiRJqkV9R2gPILfQ02xyr+dpjN+Sm4vaHRjcyDYKaVi2PzJbtGlpp2f711NKH9RwvUZZsn4/sAu5Uek9lreisSRJkiSp4eqb0O6T7R9MKU1qTEcppS+BB8mN0u7bmDYK7DpgHNABeDgiNgaIiA4R8XvgoKzcWdUrRUR5RKRsG7LUtRbkEuW9yC00tXdK6Y0VexuSJEmS1DzVd5XjgeTmnD6eZ3+PA0dk7TWplNKciBhM7nHiAcDoiJhO7p2zJeTu96yU0pMNaHZ74ODscytgeEStbwj6JKW0VaOClyRJkiTVO6Htle3H5tnfuGxf18rCK01K6a2I2BQ4E9gP6EtuzuurwGUppQbNnWXJEe822VYbX90jSZIkSXmob0Jblu1re19rfVW+z7WszlIrUUppAnByttWn/Fhyj03XdG1kbdckSZIkSYVV3zm0U7J99zz767ZUe5IkSZIkNUp9E9oJ2X5Anv19I9uPz7MdSZIkSVIzV9+E9kVyj9IevLyCy3EIucWWXsqzHUmSJElSM1ffhPbhbD8wIg5tTEdZvcpVfR+uq6wkSZIkSctTr4Q2pfQ48C9yo7R/jYidG9JJRAwCbiQ3Ovtm1p4kSZIkSY1W3xFagJ8A84F2wNMRcUVErFtXhYhYLyKuBJ7K6s0HftrYYCVJkiRJqlTf1/aQUno5Io4nN9JaQi7B/XFE/Ad4HZgIzCL3Sp6ewJbABuRGdQNYBByfUvpHQe9AkiRJktQs1TuhBUgp3RYRnwB3AL3JJar9s60mle9kHQ8cmb2nVZIkSZKkvDXkkWMAsqR0PXKPDr8OVLB4FLb6VpFd/wmwnsmsJEmSJKmQGjRCWymlNBf4E/CniOgAfB3oBnQAZgBfAf9OKc0oVKCSJEmSJFXXqIS2uixpfbkAsUiSJEmSVG8NfuRYkiRJkqRVgQmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSi1bOoAJEnSqmvNH53f1CFIklQrR2glSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlFo2dQCSpFVDv4OPa+oQJEmSGsQRWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFylWNJkqR6+s5NzzZ1CKuE0ROmAn4fle45epemDkFqthyhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVpWaf0EZEr4i4IiLGRMTciJgYEQ9FxG6NbK9DRHw7Is6PiMci4suISNm2YaHjlyRJkqTmqmVTB9CUImIz4O9At+zUdKA7sB+wb0SclVK6uIHN7gY8ULgoJUmSJEk1abYjtBHRFniQXDL7JrBpSqkT0AW4FAjgoojYoxHNfwE8CpwLDC1MxJIkSZKk6przCO0JQD9gJrB/SukzgJTSdOD0iFgPOAC4CHiyAe0+lFIaXnkQEeUFileSJEmSVE2zHaEFjsz2wyqT2aVcku0HNGTua0ppUd6RSZIkSZKWq1kmtBHRAdgyO3yilmL/BKZln3dd4UFJkiRJkhqkuT5yvBG5ObIAo2sqkFKqiIgPgK2BjVdWYJIkSSouFz74r6YOYZXw8VczAb+PSmd9e4umDqFZaJYjtEDvap8/r6Nc5bXedZSRJEmSJDWB5prQllX7PKeOcrOzffsVGIskSZIkqRGaa0Ibyy/StCJiaESMiohRkyZNaupwJEmSJGmV01wT2pnVPreto1y7GsqvFCml61NKA1NKA3v06LGyu5ckSZKkVV5zTWirz5vtU0e5ymvjV2AskiRJkqRGaK4J7ftAyj5vUlOBiCgB+meH766MoCRJkiRJ9dcsE9qU0gxgVHa4ey3FtgE6ZZ+fWeFBSZIkSZIapFkmtJlh2f7IiKjptTynZ/vXU0ofrKSYJEmSJEn11JwT2uuAcUAH4OGI2BggIjpExO+Bg7JyZ1WvFBHlEZGybUhNDUdE98oN6FLtUufq17LHmiVJkiRJjdCyqQNoKimlORExmNzjxAOA0RExndw7Z0vIzbE9K6X0ZCOar+09O/9Y6ngdYGwj2pckSZKkZq9ZjxCmlN4CNgWuBD4ESoGvgEeA3VNKFzdheJIkSZKkOjTbEdpKKaUJwMnZVp/yY4FYTpk6r0uSJEmS8tesR2glSZIkScXLhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlJp9QhsRvSLiiogYExFzI2JiRDwUEbutiu1KkiRJknKadUIbEZsB7wAnAesC84DuwH7AUxHxy1WpXUmSJEnSYs02oY2ItsCDQDfgTWDTlFInoAtwKRDARRGxx6rQriRJkiRpSS2bOoAmdALQD5gJ7J9S+gwgpTQdOD0i1gMOAC4CnlwF2pUkSVolDPrFZU0dgiQBzXiEFjgy2w+rTDqXckm2HxARG64C7UqSJEmSqmmWCW1EdAC2zA6fqKXYP4Fp2eddm7JdSZIkSdKymmVCC2xEbi4rwOiaCqSUKoAPssONm7hdSZIkSdJSmmtC27va58/rKFd5rXcdZVZGu5IkSZKkpTTXhLas2uc5dZSbne3bN3G7kiRJkqSlNNdVjmP5RZq23YgYCgwFWHvttQvVbLP31gO3NXUIkiRJq6Un/5gbqznr21s0bSBqVprrCO3Map/b1lGuXQ3lV0q7KaXrU0oDU0oDe/ToUc/uJUmSJKn5aK4JbfX5rX3qKFd5bXwTtytJkiRJWkpzTWjfB1L2eZOaCkRECdA/O3y3iduVJEmSJC2lWSa0KaUZwKjscPdaim0DdMo+P9OU7UqSJEmSltUsE9rMsGx/ZETU9Pqc07P96ymlD2q4vrLblSRJkiRV05wT2uuAcUAH4OGI2BggIjpExO+Bg7JyZ1WvFBHlEZGybUih2pUkSZIkNUxzfW0PKaU5ETGY3GO/A4DRETGd3LthS8jNhT0rpfTkqtCuJEmSJGlJzTahBUgpvRURmwJnAvsBfYGvgFeBy1JKjZrjuqLalSRJklZVI0eObOoQ1AxFSmn5pdSkBg4cmEaNGrX8gpIkSZK0GoqI11NKA5c+35zn0EqSJEmSipgJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkopSs05oI6JjRFwQEe9FxOyI+CoinomIQ/JoszQi9oyIX0XEiIj4PCJStu1VyPglSZIkqTlr2dQBNJWIWBN4HlgnOzUT6AjsCuwaEdemlH7UiKY3Ah4vTJSSJEmSpNo0yxHaiAjgXnLJ7Fhg+5RSB6ADcAZQAfwwIo5vZBdTgWeAi4FGj/ZKkiRJkmrXXEdoBwPbkEtcD0wp/QsgpTQXuCQi+gCnAOdFxC0ppfkNaPttoGtKKVWeyOXPkiRJkqRCapYjtMCR2f7pymR2KX8AEtCL3CPI9ZZSqqiezEqSJEmSVozmmtAOyvZP1HQxpfQZMDo7bFBCK0mSJElaOZpdQhsRawDds8PRdRR9N9tvvGIjkiRJkiQ1RrNLaIHe1T5/Xke5ymu96ygjSZIkSWoizTGhLav2eU4d5WZn+/YrMJZaRcTQiBgVEaMmTZrUFCFIkiRJ0iqtaFY5jojfAL9pZPX/SymdXdlUtfOr7OJNKaXrgesBImJSRIxr4pAkSc1Xd+DLpg5CktSs9avpZNEktORGk1s0sm71ejOrfW5XR53KazPrKLNSpJR6NHUMkqTmKyJGpZQGNnUckiQtrWgS2pTSOcA5BWiq+rzZPsC/aynXJ9uPL0CfkiRJkqQCa3ZzaFNKk1j82NQmdRStXN343TrKSJIkSZKaSLNLaDPPZvvda7oYEX1ZnOw+s1IikiRp1XV9UwcgSVJNmmtCOyzb7xERm9dw/TRyi0eNZ3HyK0lSs5QtVChJ0iqnuSa0I4BXyN3/AxGxLUBElEbEz4BTsnK/TSnNX7pyRKRsO6emxiOiS0R0r9yqXepY/XxEtCrkTUmSJElSc9IsE9qUUgIOAT4C1gH+EREzyK1o/Ady38u1KaW/NLKLN4FJ1bZKdy11fvtGti9JKrCIGJv9sXJQU8ei4hMRN9f1x25J0orRLBNagJTSp8AWwIXA++RWfJ5B7hHjQ1NKP2q66CSp+FT7D/rlbadUqzOyljILIuKLiHg6Io6LiBpf2xYRg2qoWxER0yPi04h4ISIuj4g9IiJqamMFfRdDIuKciNiigG2WL3Wf+9dRdv1q5coLFUM+lvpZlTd1PCtTtT+WLL3Nj4jPI+LhiPhOU8cpScWoaF7bsyKklKYDZ2dbQ+rV+R9FKaXyPMKSpGK3AJhcx/VZNZybC0yrdlwG9AB2y7ajImKvlNKcOtr9EliUfW5D7vVrfYEdgJOBMRExNKX091rqj8nimF1HH/U1BNgZGAv8qwDt1eT8iHg4e+pIxWEWS77fviPQG9gX2Dci7ga+689Ukuqv2Y7QSpJWmJdTSr3q2GqaznHXUmU6AL2A32fXdwJOX06/W1Wr3xloDWwJ/JbcNI/1gKcj4uiaKqeUdkspbZhSerUR99wUNgcObeog1CB/WOr3vB1QDtySXT8U+F6TRSdJRciEVpK0SkopTUwp/QJ4KjtV6yO2tdRfmFJ6I6V0HrApucUAA7iulhXui8lj2f7c2h7HVnFIKY0DjiE3/Qka+HsuSc2dCa0kaVX3drYva2wDKaUvgIPIPdbcCvjN0mXqWhQqIjaPiFuzMvMiYkZEfBgRj0fEKRHRLis3JCISuceNAW5aas7k2Mbew1IuIvfoan/g+41pICJ6RsSlEfF+RMyOiGkR8WpE/CwiSmupU7XwUUS0yO79raz+5Gwu6MA87qu2WNeLiOuy73xuREyJiOfrml9dre5a2X2+k/3cZkTEuxHx14jYZamyLSJil4i4IiJej4iJ1ea5PhARuxb63gBSShXA6Oxwmd/zanPNh9TWxnJ+f3eOiHuzeeXzs5/1fyNieEScEBH+96CkotWs59BKkorC17P9//JpJKX0eUTcRO7VbN+OiLKUUk3zeZcQEfsAw8klwgDzgApyq+SvA+wJPE5uhG0OMBHompWfnp2rVH3l+3xMAq4EzgJ+ExF31PSaudpExNbkRnm7ZqdmkHtEe6tsOyoi9sj+EFCTlsDDwF7k5kzPA7qQmwu6W0TsmlL6R8Nvq8ZY9wPuITcvGnJ/lCgDdsy2wyLigJp+lhFxMHAb0DY7NRdYCGyUbbuRe+S30kZA9TnW84D55Oa5HgAcEBFnp5QuLMS9VYuzBNg4O8zr97yGtocC11U7NRtoAayfbYPJPfI8t5D9StLK4l/kJEmrpIjoEREXAnuQSyCvKECzlY/qtgS2q2edq8glpw8D/VNKbVJKnYBO5Ob2/oUsGUgp3ZVS6gW8nNU9eak5k1sV4B4qXQJMJZeQHVffShHRhVyC3hX4N7B1Sqkj0B74DjCF3PzcO+po5sfA1sBhQPtszvPmwDvkEs9C/KyIiPWAv2VtPgdsmM2P7gCcQC7h/FZN/UXEdlndtuTeYLA10C6LdQ3gQJZMXiGXvN5D7rHfXkDblFJ7oCfwa3KLjl0QEdsU4v6yONcm9zu0UXY/fy5g2+2AS7PDG4G1U0pl2T11A/YG7iT370uSipIjtJKkQvtmREyo5dpjKaWaFmU6LCL2qnZcRi7BAngBuKiO1Ykb4t/VPq+zvMIRsQawbnZ4XEppYuW1bKX8F7JtpUspTY2IS4HzgV9FxE3LWQW60k/IjThOBfZIKU3I2lsE3BsR04EngG9lI601fe+dgR1TSi9Wi+ft7JHYUfD/7d153FVVvcfxz1dCBkUFpyQT0DLD8dJoWoGUpte85nAblDRzyEpvpdbNm8G1rG5perNJwZRKcyilWYhMU+uWkpkzheJYoSCiggr6u3+sdTib49lneJ7zwHPg+3699uvsffZa+6yzz/aFv2et9Vu8TtKoPD+0N04lPQvzgP0iYmn+rGeB85VWYjoPOErSlyKi2Lt5Dun/c34L7BMRywttfZQU1M8oflhEzKVOoq3cU/15pQ88HfgQaU52u06W9KHC8TBgKClQnglMjoh7enDdMjuR/jt6Gjg2/8YARMQi0siCqzv4eWZmq517aM3MrNMGknq06m3DS+oMrim3YeHcpqQetU54vLA/orRU1ZNUe6+26lAbOukc0vDjrUi9pq04JL9OqwSzRRExC6gMFy7Lonx9MZgt1J0DPJQPd2yxPXXl4PHgfHh2JZitMQ14mJTs65BC3R1IPbIAnywGs7300/y6Rw/rb8Cqz/nQ/P4A0n8bm/WqdS+2JL8OJP13ZGa21nFAa2ZmnXZdRKhkO7CkzvRiOWAQKeHRqaQhtRdJOq0DbYuS/fqFU4/ndflwpqTPSNqtv2QWjoingP/Jh5+SNKxReUnrk3rtIA3DLVPplR1Xcv6mBnUfzq9lf7xo1bakYd1Q0tacTOnafFhs6xvz66KIaKsnVdIQSR/PiZgWSFpeSeoF3JKLjWznmgX/XfOcDyUF/mfl9v9E0hE9vHY9f83b+sDv8/faIf+xwMxsreCA1szM+p2IeC4i5kbEF4FP5LdPk9R0mHATxV7Zx0tLrepo4C5SL/HnSEHNYkk/l3S4pDU9fecbwCOk3r2PNSk7guq//Q83KFfpZd285PyTDepWkgsNbFCmFcXPbretW+bXB9r5QElbAX8GvkrKVL05aV7ro6RkX4/loj3OuF0UEcsi4s6IOBk4k/TbfFXSRh26/vPA+0j3b1vS97oLeEzSFZIOcHBrZt3OAa2ZmfV300m9qQNJiXx6Y+fC/r2tVIiIe4Fd8mefTwoINgT2I2XQ/YOkDcuv0Lci4hngjHx4Uk761Iq6S/P0U+22tadB2jnA9qRn42BgRERsGBFb5GRfb2xUuZcuyq8jSImuOiIibgZeCRwOfJf03UaQhmj/GPh5fxlxYGbWEw5ozcysX8sBW2W5m20blW3Bvvl1BfB/bbRhRUTMiIjjImIsac7qKaTeyHHA5F62q7emAvNJQ3Q/2aDcIqpzgkc1KLd1fu3UMkM9UfzsdttamRu8Tasflodj/1s+PCwiroyI2l78Lek7xd7k2ud8RX4dTLmNy07knuCLI+KIiNguX/+LpD8U7UtKcmVm1pUc0JqZWb8maRDVZDk9Tu4jaSRQybA8o5U1aMtExD8i4kxSjx6k4alFlaBxtQznzEmPTs+HJ1ISeOW1am/PhxMaXHKv/PqnjjSwZ+4lZWKGkrbm9VvH58NiWyt/rBghqdVe1c2o9gTfUlKmYz2ndbyssF/7nC/Or1tTh6RXkDJPtyQi7ouIU4HL8lu1z6+ZWddwQGtmZv3dwVT/vepRgJWX37mS1Iv1HNXgr1m9gU3mGFaWyakdElvJLrtJG83sre8C95ASDX26Qbkf5tcj85zRVUjam+oavZd3tIVtiIgg/WYA/5HXVK11NCkQDKrfi4i4G/hjPvyypFbm8y6hmihs59qT+V6d0Frre6SYUbr2Oa8sN3VASd3/rPdm7nVupOz5NTPrGg5ozcysX5I0TNIHgHPzW49QDXBaqT8gZyQ+jRQQvIHUc3pMRNzWuPZKOwK3S/qYpO0rwW0OdA+mmrBqZk29O/LrQZJKh4J2Uk4ANCUf/muDol8H/g4MAa6W9FpYeb8OBi7N5WZ3aO3feoZL2qzBVpmT/AXSGqojSXM9X5XbOkjSMcDXcrkLataghfTbrADeXPyeuf5mkt4j6eLKezljdKVn9zuSdstl15M0kZTtuuM97pKGSzoJqGTxvgW4sabYD0nB9s6S/lfSJrnuFpK+BkwC6i1rtJ+k30s6RtLKYduShub7d1h+q/b5NTPrGms6M6OZmRnAuyW9o3A8kFUzEj8KHNhkmPBNkp7P+4OAjVj1D7d/IwWz17bZtrHA2Xl7VtLTpJ7XyrVvBj5fU+d7wMnAnqSMsgtIw0gfiog92/z8dlxG6p3dpaxARDwu6UDg6lzuJklPku55ZY7mX6gGO32hWU/7dODIiJgn6b2knuLxwN2SFpOyDFd6XX9NnezOEXGjpEmkZEt7kb7nMuB5qusc319T7eOkJYJ2Bm7Jv/V6pOB/EXAUMKPF71jPyZKK81UHs+rc13uBQ/JyRMXvcoekc3L7TgROzPdhY9IfaY4m/TGj3lzjN+aN/P2fIT2/leD8F6RkZ2ZmXck9tGZm1h8MJs37rGzDSUNAbyYND94xIhqtfQppDmSl/kBSYqAbSb14ewPb9yCYvYuUDfbb5OV6SIHyEuAG0hDUPSJiSbFSHvL6dlLQ+ATwUlKwUXcOZKfkYbpN1+uNiD9SDdTnku7XCtL9PgV4Q0Qs6MOmtiwifkoKMCuJr4aSeiNvAI4F9in7Q0dEXAq8mtQrPTe//QLpd50GvL+m/B9Iw61nkJZ1GggsAM4DdgNu7eXX2YBVn/Nh+XNuIN33XXNW7XpOAj6c2/AMqcd2JrBXRFxUUucaUu/tdNIohaX5MxcCs4EjgHdGxIqS+mZm/Z7Sv31mZmZmZmZm3cU9tGZmZmZmZtaVHNCamZmZmZlZV3JAa2ZmZmZmZl3JWY7NzMxWI0lXAm9qo8rvIuKgvmqPmZlZN3NAa2ZmtnqNIGW4bae8mZmZ1eEsx2ZmZmZmZtaVPIfWzMzMzMzMupIDWjMzMzMzM+tKDmjNzMzMzMysKzmgNTOztZqk+ZJC0kVrui1mZmbWWc5ybGZm/YKk8cBv6px6AVgCPAE8DMwBfg/MiIhlq6t91rckjQbu68ClxkTE/A5cx8zMuoB7aM3MrL9bD9gEGEVav/UE4BLgEUlfkjRkTTRK0pTc8+vlAszMzNYQ99CamVl/9C3gm4XjDUhB7U7AW4H98vGngHdK2j8i6vbuRcTovmyodczDwM4Nzs8ERgKPAPs0uY6Zma0jHNCamVl/tCAibq/z/kzgLEljgAuACcBY4GeSdo+IJauzkdY5EbEcqPebAyBped5dXvJsmJnZOshDjs3MrOvk3ti3A1fnt8YCk9dci8zMzGxNcEBrZmZdKSKeB44Alua3jpO0aW25ZlmOJQ2S9FFJ10haIGm5pMclzZU0W9KnJb26UP7IPG92cuG9qLONLpxfT9Jeks6UdKOkx/LnLJb05/z+No2+r6Rr83Wvzccjc725kpblNl8j6dBW7p+koZJOlDRL0iOSnpX0T0lzJH1N0p6S1KD+BEnTJc2TtFTSk5LuzHW3baUNnSDpgMI9f08L5U8plB9XeH984f3xSj4o6fr8ey2VdIek0yUNa7Ft4yR9W9Ld+f4slfQ3SdMk7dqkblvPpZnZuspDjs3MrGtFxAJJlwBHk+bZ7g38oNX6kl4K/Io0N7dok7y9EpgI7Ao0DZYa+Cz1e5A3ztfeFThe0uERcVWzi0l6EzAD2Lzw9mDSEOwJks6KiJMb1H8LcBnw0ppTW+RtHCn51hhgfk3dIcB0oF7g/Oq8HSfp+Ij4TrPv0gE/J82rHQl8ELi0SfkP5Nc/R8SfSsqsn6+7b837Y/P2fkkTI2JevcqSBgBnAx8Fav8osF3ejpI0OSI+V6f+6nouzcy6ngNaMzPrdrNIAS3Am2kjoAXOpRo0/AD4ESmp0HJgS1Jgtz9QzGQ8A7gZ+DBwfH6vXjKjYnKilwB/B64iLTl0L/AM8HJS5uYPAxsCl0gaFxF3NWjzVsCP8/5/Ab8FlgGvIwXOWwEnSfplRPy6trKkPYDZwEDSkkiXAleSAteBwPakPwwcWKfuesBPgLflt2YBF5OW23mGdL8+BuwATJO0ICJ+1uC79FpEPC/pQtK9mChpVETcX6+spN1JATekOdhlPk+6n9eQkpPdB7wMOIp0X0YBsyTtEhFP16k/lWrg/AdgGjCPtPzUWOAjwBuA0yUtiohv1NTvyXNpZrZuighv3rx58+ZtjW/AeNL/oAcwpY162xXqza5zfn4+d1HN+4OB5/K5s5p8xqZ13ptS+dwW2jgaGNjg/NbAQ/l63yspc23hez4AvLxOme1JgWUAV9U5PyjXjVxu70bfGRhS897Hc90VwIEl9YYU2nof8JIOPR+V33F+nXNjSMF5AJMbXGNq4bsPb/D8BXBByTW+UChzRp3z7yqcP6HkGgNIS08FKcgdXjjXq+fSmzdv3ta1zXNozcys2y0s7I9oo94IUo8kwHWNCkbEwkbnm4mI+ZGy+Jadfwj4Sj48oNHc1eyEiHiwznXmknqQAd5Sp94kUq8wpMBvVoM2LYyIZZVjSQOByjDm8yJiRkm9ZaQeZ0iB/ITSb9EhkZKEVXqjj6x3/yQNBd6dD6+KiMcbXHIBcGLJuc8Cf837x+b7UnRqfv1FRJxb0t7nSb20zwLDgEMKp1fbc2lmtjZwQGtmZt3uqcJ+S8l6soWknjCASZJW2zQcSRtJGiNpR0k7SdqJanKrjUg9jmWeAH7a4PzN+XWEpE1qzu2fX58lrfXbjteT5qkCXNGoYETcSfUPDbu3+Tk9NTW/jibNL611KNXno9FwY4DLo/5QYiJiBfDdfLgZ8C+Vc5JGAq/Nh83u0eNUlykq3qM19lyamXUjB7RmZtbtikFsy+vQRsSzVOfbHgLMy1mD95c0vJMNBJA0StK5kuaTgtJ7SQHNbXk7v1B8swaXmhsRLzQ4v6iwXxvgV7L63hrtr9n72sL+b1Q/s/PKjTRkGV6ceKqvzAAezftH1TlfeW8+1d7cMn9s4/wuhf3XFfYvbOEevSaXXXmPVvdzaWbW7RzQmplZtysGf4tKS9V3AilRE8A2wEmk3s+FSsvpnCZp89LaLZK0L3AnKevtqBaqDGlwbmmDc5DmklYMqDlX+S5/b6ENtbboQR2AoT2s15aIeI5qz+m7ir3TkrYjJQyDNJe6WTKlBU3O/7OwX1wqqlP3aLU8l2ZmawMPYzEzs243rrB/TzsVI+JJ4CBJrwH+nZQYaBzp38fKcjonSzosepitV2lt3EtIQctTwJnATFLW2ydyIIakvaj2HDabQ9tbPcmOWwyO3w78o8V6jeaqdto0UvA3GHgfKUMxpN5ZkYL9C1u4TrP7U/b7FO/REUDZskC1VhnevDqeSzOztYUDWjMz63Z7F/av78kFImIOMAdA0gak3rzDSEHRRsBlkraLiFaDuKJDSWuHArwrImaXlGsnoVVPPUbKqDyyWcGSuhXLI+L20pJrSETcLekGYE/SmrTfzEsNvT8XmR0RD7RwqS2bnC/2xBYTMxXvkXp7j/r4uTQzWyt4yLGZmXUtSVsA782HTwG/6u01I+LpiLg6IiYBn8lvD6WaUGll0RYvuWN+XdQgmIVV56j2lTn5dTdJG7VZ95bC/js61J6+UEkONU7SrsA+pCAe4DstXuP1Tc4X58reVtjvs3vUxnNpZrZOcUBrZmZdSdIAYDrV+abnRUS7c2ibKSYPqk3U9EyhLYMaXKMyGmpw7i18kbykzKQetbA9lezI61NdWqdVN1DtgTxG0uroUe6JK4DFef8oqsmgFlFd0qiZQ/Nv8iL5uav8VgspBLERMY9q5uKDJb2i5Va3p9FzaWa2TnFAa2ZmXUfSaFJvbKUX7E7g9Davsa2k8U2KFYcz31dzrphYabsG16isWTqUNB+yth0DSHM/ezIMuF3fBx7K+5Ml7V1WUNKmklYmp8rZd7+cDzcFfihp4wb1B0n6iKTBHWh3y/I6uBfnw0nAAXn/+/k7tGJL4JySc1OAV+X9qZU50AWV53AgcFVeyqcuSQMkHSZp68J7vX0uzczWKZ5Da2Zm/dEWeW3WiqHAcNLw3fHAflQT8NwJ7N+DZWi2IS0/czep5+4mUrD3Aim4PBA4Mpd9EKhNvvO7wv7Zks4gBbmVocjz85qllwNfAAaRlnLZjRSMP5G/zwmk5VtuBPZo8zu0JSKelXQYqYdvMPBLST8AfgTcTwrCXkFK+nQIsBNpmZuKs4AJwL759S5J3yb13i4CNgBeSZrDehDpN5vel9+pxFTgI/nzK1odbgzpWThG0hhSYqn7ga1Ivb0H5TLzgTNqK0bEFZLOB44l3b878vE1pOzIQ0hr5e5OusdbATtT/UNDb59LM7N1ippnrjczM+t7uVfqN21UWUxau3VK7pUru+580lI50yPiyB583oPAOyPi1jrXvow6va7ZmIiYn8t9gNQLWzYy6jJSEFaZYzshIq6t+axrgbcC10XE+LLGSjqSaibflW2oKTMRuJTmw1VfVD8Prz4XOJrm2ZifBjZv9Pu0qvA73h8Ro1sofxPVeclzIqLhHOWa52Ef4BP5tZ4HgYkR8dd6J/PQ8inAp2neefAcsGNE/K1OOxopfS7NzNYl7qE1M7P+7gXgSWAJqadqDql3dEYvA6XrSb1kbyMFiqNIQ02HkpaauY0053RqRDxdco3DgZtJPW2vAoZRJ2iNiAsl3QOcQuqF3YQ0H/VW4MKIuLyFYaYdExG/lrQt8CFSUqGxwMakOaEPk+7NpfWC4Txs91hJXycFtW8l9SoOIwWwD5Dmlc4CftyJYLaHvkc1oL2gzbrPkUYBHEPKkLwD6bm4j9Sb/ZVGIwIi4gXgs5IuBI4DJgJjSPf4GdI9/gvpDxhXRkQxO3Innkszs3WGe2jNzMxsrSNpKingXgaMjIjFTcqPp9oz+qIecjMz65+cFMrMzMzWKpI2BN6dD3/ULJg1M7Pu5YDWzMzM1jbHk4ZAA3xrTTbEzMz6lufQmpmZWVeT9BJS5uBBwFtICZkgJdD6XUk1MzNbCzigNTMzs263NdX1fiuWAh9dA20xM7PVyEOOzczMbG3yKGlt1j0i4vY13RgzM+tbznJsZmZmZmZmXck9tGZmZmZmZtaVHNCamZmZmZlZV3JAa2ZmZmZmZl3JAa2ZmZmZmZl1JQe0ZmZmZmZm1pUc0JqZmZmZmVlX+n/DNal35L9BhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "myfigs = []\n",
    "for f in corrs3m.Dist1.unique():\n",
    "    lbound = corrs3m.mylci.min()\n",
    "    ubound = corrs3m.mycci.max()\n",
    "    fig, ax = plt.subplots(figsize=(15,10))\n",
    "    sns.barplot(x=\"Dist1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.Dist1==f], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.Dist1==f, 'myerr'].max())\n",
    "    ax.set_ylim(bottom=lbound, top=ubound)\n",
    "    ax.set_title('Pearson Correlations')\n",
    "    ax.set_ylabel('Correlation')\n",
    "    ax.set_xlabel('Distance Types')\n",
    "    ax.legend(loc='upper right')\n",
    "    plt.savefig(pathout+'Figure-B11-' + name_dict[f[f.find('_')+1:]] + '.pdf', dpi=300, bbox_inches='tight')\n",
    "    myfigs.append(fig)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Common Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Common Sample\n",
    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
    "corrs3m = corrs_com3.copy()\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='FB Category']\n",
    "corrs3m = corrs3m.loc[corrs3m.DistType!='Facebook']\n",
    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
    "corrs3m.reset_index(inplace=True, drop=True)\n",
    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
    "corrs3m = corrs3m.sort_values(['DistType', 'mycorr', 'Dist1', ]).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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G0xIYB9wCDEgp3VHF+bzO4r/gf5SN61tyf6n/DbBNSumrPMdWLymlEcA65GZDHyX3iI9W2Tae3CWhhwH9U0ovLFV3Crnv+9fkzmUhue/kv+TuG9w4pVTTc1Ub6hz+B2xJ7vfwHLl/bOhM7jt+F7iKXFhc5s+mmvYWkLtfuHx2tSxr6ylg32wl5Jr8DLgI+JDcZav9sq1Wq8hm57M5cB6L7yEme30+sFlK6aPatFVLH5D77+lacve9Tif3/ZUCL5G7dH37lFJpdQ1IUlMVDbhYmyRJkiRJ1XIGVJIkSZJUEAZQSZIkSVJBGEAlSZIkSQVhAJUkSZIkFYQBVJIkSZJUED4HtIH16NEjlZSUNPYwJEmSJKlRvPnmm1+nlHpWdcwA2sBKSkoYPXp0Yw9DkiRJkhpFREyo7piX4EqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqiFaNPQBJkiStXFJKzJw5k9LSUubMmcOiRYsae0iS6qhVq1Z06dKF4uJiWrVquNhoAJUkSVKDSSnx1VdfMXv2bIqLi+nduzctW7YkIhp7aJJqKaXEggUL+Oabb/jss8/o168fLVo0zMWzXoIrSZKkBjNz5kxmz55Nv3796Nq1K61atTJ8Ss1MRFBUVMTqq69Oq1atmDZtWoO1bQCVJElSgyktLaW4uJiWLVs29lAk5Ski6Nq1K7Nnz26wNg2gkiRJajBz5syhY8eOjT0MSQ2kffv2zJ07t8HaM4BKkiSpwSxatMjZT2kl0qJFC8rKyhquvQZrSZIkSQLv+ZRWIg3937MBVJIkSZJUEAZQSZIkSVJBGEAlSZIkSQVhAJUkSZJESUkJEcGoUaMaeygrREQQEYwfP76xh7JKM4BKkiRJTdCcOXO45ppr2HfffVlrrbVo3749HTp0YO211+aggw7izjvvbNDHY1Rn/PjxnHPOOVx++eUrvC+t/Fo19gAkSZK06tn8gCMbewh5eecfd6zQ9h966CGGDRvGpEmTKj7r0KEDLVq0YPz48YwfP54HHniA3/72t9xxxx3ssssuK2ws48eP59xzz6Vfv36cfPLJK6wfrRqcAZUkSZKakFtvvZX999+fSZMm0b9/f+644w6+/vprZs2aRWlpKdOnT+f+++9n0KBBfPnll7zwwguNPWSp1pwBlSRJkpqId999l5/97GeUlZWx1157cf/999OuXbslynTp0oUDDzyQAw88kHvvvZfPPvuskUYr1Z0zoJIkSVITcdZZZzF//nz69u3L8OHDlwmfSzv44IM59dRTARg1ahQRQUlJSbXlb731ViKCQYMG1Wo8JSUl7LzzzgBMmDChYiGf8u3WW2+tKLu8RX7Gjx9fUWZpgwYNqmhv+vTp/Pa3v2WDDTagffv2dO3ataLc1KlTue222zjwwAPZYIMN6NSpEx06dGCjjTbi1FNP5csvv6zVeanxOAMqSZIkNQFffPEFjzzyCAAnnngiXbp0qVW9qgJdQ+nZsyelpaVMmzaNFi1a0LNnzyWOLy8g19WUKVPYaqut+PjjjykqKqJNmzZLHL/wwgu59NJLK9537tyZuXPn8sEHH/DBBx9w55138vTTT7PZZps16LjUcJwBlSRJkpqAUaNGkVIC4Ic//GEjjybnjTfe4MEHHwRgzTXXZNKkSUtshxxySIP2d95557Fw4UIee+wx5syZQ2lpKaNHj6443rdvX/7f//t/vPXWW8ycOZMZM2Ywf/58Ro8eze67786UKVM47LDDKr5HNT3OgEqSJElNwAcffABAUVER/fv3b+TRNI758+fz6KOPsskmm1R8tt5661W8PuWUU5ap07JlS7baaitGjhzJgAEDGDNmDC+88AI77bRTQcasunEGVJIkSWoCvvnmGwC6deu2Qi+rbcr23HPPJcJnXRQVFTF48GAAXn755YYclhqQM6CSJEmSmoTttttuuWXGjh3L1VdfzQsvvMD48eOZNWvWMpfcuhhR02UAlSRJkpqA7t27AzBt2jRSSqvkLOjSixwt7e9//zs/+clPWLhwIQAtWrSgS5cuFBUVATBr1ixmz57N7NmzV/hYVT9egitJkiQ1ARtuuCGQuw/yww8/bOTRNI6WLVtWe2zKlCkcd9xxLFy4kEMOOYTRo0czb948pk2bVrEoUvk9oi5C1HQ5AypJkiQ1ATvttBMRQUqJf/7zn2ywwQZ1qt+qVe6v9vPmzau2zIwZM/IaY01atmzJokWLqu0/374fe+wxZs2axUYbbcTw4cNp0WLZubTJkyfn1YdWPGdAJUmSpCZgjTXWYK+99gLgqquuorS0tFb1ymf7unbtCsBXX33FggULqiz7xhtv1Hlc5UFvebOK5f1//vnnDdZ3ZeXtbrbZZlWGz5QSzz77bF59aMUzgEqSJElNxAUXXEBRURGff/45hx12WI2zmQD33nsvf/nLXwBYf/31KSoqIqXEQw89tEzZ//3vfzzwwAN1HlPnzp2B5c9gbrrppgCMHDlymWPz58/n8ssvr3PflXXp0gWA9957r8owfMMNNzBu3Li8+tCKZwCVJEmSmogtttiCv/71r0QEjzzyCFtuuSV33nknU6dOrSgzY8YMHnzwQXbeeWcOOeQQZs6cCUCbNm3Yb7/9gNzzMl966SXKysooKyvjySefZPDgwbRr167OY/rOd75D69atmTFjRo0B9uCDDwZyQfCWW25h/vz5AIwZM4a99tor75Vpd9ttNyKC9957jxNPPJHp06cDUFpayiWXXMIvfvGLioWc1HQZQCVJkqQm5JhjjuHBBx9ktdVWY+zYsRx55JF0796dTp060blzZ7p27cqBBx7IqFGj6NevH7vssktF3Ysuuoju3bvz2Wef8f3vf59OnTrRoUMHdt99d7p27co555xT5/F06NCBQw89FICDDjqIrl27UlJSQklJCffff39FuWOPPZZtttmG+fPnc/TRR9OxY0e6dOnCJptswr///W9uueWWvL6X/v37c/LJJwNw9dVX061bN4qLiykuLub0009n11135Wc/+1lefWjFM4BKkiRJTcz+++/Pxx9/zF//+lf22msv1lhjDb799lu+/fZbSkpKOOiggxg+fDgffvghO+64Y0W9ddZZh9dee41DDz2Unj17smjRItZYYw3OOussXn755YrLaevq2muv5YwzzqB///7Mnz+fCRMmMGHCBGbNmlVRpnXr1jz11FP85je/oaSkhBYtWtChQweGDh3Km2++yeabb5739/KXv/yF66+/ni233JKioiK+/fZbtthiCy6//HIeeeSRioWY1HSFSxQ3rIEDB6bRo0c39jAkSZIaxQcffFDxOBFJK4e6/ncdEW+mlAZWdcwZUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJEnNQkQQEYwfP76xh6J6anYBNCJ6R8QVETEuIuZFxOSIeCgidm2AtteJiMsi4oOImBURM7LXN0fETg0xfkmSJKk25s2bxw033MCBBx7I2muvTceOHSkqKqJ3797ssssunH322bz77ruNPcwGMWrUKM455xxGjBjR2EPRCtaqsQdQFxGxGfAs0D37qBToAewD7B0RZ6aULq5n20cDVwPtso9mA62BDbKtDHi+/qOXJElSuY1OurCxh5CX9684c4W2/9BDD3H88cczceLEis/atm1Lhw4dmDJlCs899xzPPfccF1xwAYMHD2b48OH06NFjhY5pRRo1ahTnnnsuP/3pT9l///2rLde/f38AWrduXaCRqaE1mxnQiGgH/JNc+Hwb2CSl1AXoBlwKBHBRRPygHm3/GLiRXPi8Glg3pdQxpdQe6A0cCbzSICciSZIk1eCmm25i//33Z+LEifTv35+bb76ZL7/8krlz5zJ16lQWLFjAm2++yfnnn0+fPn146qmn+Pzzzxt72AUxduxYxo4dS9++fRt7KKqn5jQDejzQD5gF7JtS+gIgpVQKnBYR6wL7AxcBT9a20YhYDfgbuQB7ZkrposrHU0qTgTsb4gQkSZKkmrz11luccMIJlJWVsd9++/H3v/+dtm3bLlGmZcuWDBgwgAEDBnD66adz/vnnOyOoZqPZzIACh2f74eXhcymXZPsBEbFBHdr9OblZ1A+B/8tjfJIkSVJefve737FgwQL69evHnXfeuUz4XFqbNm04//zz2XjjjZc5VlZWxh133MHgwYPp2bMnbdq0oU+fPhxyyCG89tprVbZ3zjnnEBEMHToUgNtuu41tttmGTp060blzZ3beeWeeeuqpGse0YMECrr76ar7//e9TXFxMUVER/fr14+ijj+aDDz5Youz48eOJCM4999yK/soXGqpqwaHlLUI0e/Zs/vznP/O9732P4uJi2rZtyzrrrMMPf/hD7rrrLhYuXFjj2LXiNYsZ0IjoBGyVvX2immKvAjOALsAuwNhaNl8ebG9PKZXVe5CSJElSHj777DMee+wxAE466SQ6duxY77ZmzpzJkCFDePrpp4FccOvUqRMTJ07k3nvv5f777+eKK67gl7/8ZbVtHHvssdx00020bNmSDh06UFpayqhRo3jhhRe49957OfDAA5epM3HiRPbcc0/eeecdAFq0aEGHDh349NNPueWWW7j77ru56667GDJkCJCbze3VqxezZs1i9uzZtG3bli5duizRZsuWLWt1zu+//z577713RTht1aoVHTt25JNPPuGTTz7hoYceYvvtt6ekpKRW7WnFaC4zoBuSu0QWYExVBbLw+GH2dqPaNBoR3YHvZG9fiohdIuKJiJgWEXMi4v2IuDgimu8d3ZIkSWoWnn9+8XqXe++9d15t/eQnP+Hpp59ms80245FHHmH27NnMmDGDadOmceGFF9KqVStOOukkXn755Srrjxw5krvuuotrrrmG0tJSZsyYwccff8yOO+5IWVkZv/rVr/j222+XqLNw4UL2228/3nnnHXbccUdeeOEF5s6dS2lpKZMmTeLXv/418+bN48gjj2TcuHEArLnmmkyaNInTTjsNgEMOOYRJkyYtsa255prLPd+pU6eyxx57MH78eNZee21GjBjB7NmzmTZtGqWlpbz44oscddRRtGrVLObfVmrN5U9g9Uqvv6yhXPmx1WsoU9l3Kr3+AXAmuaA7M/tsw2w7IiIGp5Q+QJIkSVoByi9Pbdu2Ld/5zneWU7p6Tz/9NCNGjKCkpITnnnuO4uLiimNdu3bljDPOoGXLlvz2t7/loosu4uGHH16mjenTp3PnnXdy+OGHV3y29tpr8/e//52SkhImTpzIK6+8wo477lhx/LbbbuONN95g66235sknn6SoqKjiWK9evfjzn//MnDlzuOaaa7jsssu4+uqr632OS7v44ov57LPP6NGjBy+++OISixR16tSJHXbYgR122KHB+lP9NZcZ0A6VXs+todycbF/b6xW6Vnp9JrnZ1W1SSp2zNvYCvgL6Ag9ERJWBPSKGRcToiBg9ZcqUWnYtSZIkLTZ16lQgFxIjosoyf/zjH+ndu/cy20knnVRR5rbbbgNg6NChS4TPyg477DAAnnvuORYtWrTM8bXWWquiTGWrr7463/3udwF47733ljhW3u8vfvGLJcJnVf0u7z7SurrjjjsAOO2001wht4lrLjOgVf8XmL/KAXwRcEBK6X9QcUnvY9nzQR8mNxN6AHDf0o2klK4HrgcYOHBgWkFjlSRJ0ipu5syZTJ48eZnPZ8yYUfH6lVdyTw+87LLLuOaaa2psb86cOXzzzTesttpqS3w+cODAakNwecCbNm1axWfffvstr7/+OgCnnnoqv/3tb6usWx52P/vssxrHVRfjx49n0qRJAOy1114N1q5WjOYSQGdVet2OxZfILq19FeVr2+4j5eGzspTSIxHxEbA+sBtVBFBJkiQpX+WzldOnTyelVGUAvPjii7n44osr3h9xxBHcddddS5SZOHEikAullYNpdebMmbPMZ506daq2fPnKvJVXlC1/Pmn56+WZO7emixrrpnIgX2uttRqsXa0YzeUS3Mr3ffapoVz5sYn1aPfDakstPrb8O6AlSZKkethwww0BmDdvHv/973/r3U5ZWe7BDiNHjiSltNytIVaFLe8T4J133qlVvw2lIdvSitdcAuhYoPyXtexDjoCIaAH0z96+X8t2P2bxPaW1+eX665YkSdIKsdNOO1W8fuSRR+rdTq9evYDcY0kKpXv37hWPSylkvwC9e/eueD1hwoSC9q26axYBNKU0ExidvR1cTbFtyD0DFOCZWrZbBozK3m5QQ9HyYOsvWlKTMWjQIAYNGtTYw5AkNZA111yTPffcE4ArrriCWbNqe1fZkrbbbjsAHnjggQYb2/K0bt2agQMHAvDggw/WuX6LFrlYUp/ZzJKSkooQ+uijj9a5vgqrWQTQzPBsf3hEVPWYldOy/ZsppZoup13aHdl+74hYb+mDEbE3ufs/AfxFS5IkaYW54IILaNOmDRMmTOCII45g3rx5dW5j6NChAIwePZrbb7+9xrKVFxLKV3m/DzzwAM8991yd+u3cuTOQu/+1Po488kgALr30Ur744ot6taHCaE4B9DpyM5CdgIcjYiOAiOgUEX8ChmTlzqxcKSJKIiJl29Aq2r0HeJPcgkz/iIits3otImIP4Kas3OtA/a+FkCRJkpZjwIAB/O1vf6NFixaMHDmSLbbYgptvvrliYSHIzRKOGzeOSy65hCeeeGKZNvbYYw+GDMn91fjoo4/mD3/4wxL1p02bxsiRI9lvv/049dRTG2zsxxxzDNtuuy1lZWXss88+XHHFFUssSPTVV19x9913M2jQIK644ool6m68ce4uu5deeqle97/+9re/pW/fvnz99dd8//vf55///GfFokizZs1i1KhR/PjHP+bzzz/P4wzVEJrLKriklOZGxH7kLq8dAIyJiFJyz+tsQe7+zDNTSk/Wsd2yiNgfeB7YBHg9ImYCLVm8qu6HwEHJO5wlSZK0gh1zzDGsttpqDBs2jA8//JBjjjkGyK0+27FjR2bOnMn8+fMryu+5556cccYZS7Rx++23U1ZWxogRIzjvvPM477zz6NKlCyklSktLK8qVz1o2hNatWzNy5EiGDBnCyy+/zMknn8wpp5xC165dWbhw4RKXFO+8885L1B00aBDrrrsu48aNo3///vTo0YP27XN/FX/ppZdYY401auy7e/fuPPbYY+y111588skn7LfffrRu3ZoOHTosMataeQVhNY5mE0ABUkrvRMQmwBnAPkBf4Btys5OXpZRqde9nFe1+HhGbk7uM90BgHXKB9m3gfuDKlFL9LsKXJEmS6mjffffl448/5s477+Sxxx7jrbfeYsqUKZSWllJcXEz//v3ZfvvtOfzww9loo42Wqd+hQwf+8Y9/8Mgjj3DzzTfz2muvMWXKFFq0aMF6663Hd7/7XYYMGdLgz81cbbXVeP7557nnnnu46667ePPNN5k6dSpt2rRhgw02YPvtt+fAAw9kt912W6Je69ateeaZZzj77LN57rnnmDRpElOmTAFyzxitjU033ZQxY8Zw1VVXMWLECD766CPmzZvHOuusw2abbcYhhxyy3CCrFS+c1GtYAwcOTKNHj15+QUnKU/kCRKNGjWrUcUhSZR988EHF40QkrRzq+t91RLyZUhpY1bHmdA+oJEmSJKkZM4BKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJ0iroww8/5MMPP2zsYWgVYwCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJKkGQ4cOJSI455xz6lz31ltvJSIYNGhQg4+rrgYNGkREcOuttzbaGFo1Ws+SJEmSqjVv3jzuuOMOHn/8cd566y2mTJnCwoUL6datGxtttBHbb789P/rRj9hss80ae6hSrRlAJUmSVHDr//kfjT2EvHx02gErtP2HHnqI448/nokTJ1Z81rZtWzp06MCUKVN47rnneO6557jgggsYPHgww4cPp0ePHit0TKqfLl260L9/f9Zaa63GHkqT4CW4kiRJUhNy0003sf/++zNx4kT69+/PzTffzJdffsncuXOZOnUqCxYs4M033+T888+nT58+PPXUU3z++eeNPWxV44ADDmDs2LHcfvvtjT2UJsEZUEmSJKmJeOuttzjhhBMoKytjv/324+9//ztt27ZdokzLli0ZMGAAAwYM4PTTT+f888+ndevWjTRiqW6cAZUkSZKaiN/97ncsWLCAfv36ceeddy4TPpfWpk0bzj//fDbeeONljpWVlXHHHXcwePBgevbsSZs2bejTpw+HHHIIr732Wo3tjhs3juOPP5511lmHtm3b0q1bN3bccUduvPFGFi1aVGPd2267jW222YYOHTpQXFzMzjvvzMMPPwxASUkJEcGoUaOWqHPOOecQEQwdOpSysjKuvvpqvvvd79K1a1cign//+98ALFiwgEceeYTjjjuOzTffnB49etC2bVv69evH4YcfzptvvlntuCr3/emnn3Lsscey5ppr0rZtW9Zee21OO+00ZsyYUeO5ASxatIjLL7+czTffnPbt21NcXMw+++zD6NGjqyxfm0WIPvjgA372s5+x/vrr06FDB7p27cqmm27KiSeeuMw55fMdNAXOgEqSJElNwGeffcZjjz0GwEknnUTHjh3r3dbMmTMZMmQITz/9NAARQadOnZg4cSL33nsv999/P2eeeSZHHHHEMnUffvhhfvSjHzFv3jwgdw/j7NmzefHFF3nxxRe55557GDFiBB06dFim7nHHHceNN94IQIsWLWjTpg3PP/88o0aN4vLLL1/uuFNKDBkyhJEjR9KyZUs6deq0xPEnn3ySfffdt+J9+/btiQg+/fRThg8fzr333svNN9/MkUceWW0f//vf/zj44IOZMmUKHTt2JCIYP348l156KSNHjuSFF15g9dVXr7Lut99+yz777MPjjz9O69atKSoqYtq0aTzyyCM888wzPPvss2y33XbLPc/KrrrqKk455ZSKYN+hQwcWLFjAe++9x3vvvce77767RGBviO+gMTkDKkmSJDUBzz//fMXrvffeO6+2fvKTn/D000+z2Wab8cgjjzB79mxmzJjBtGnTuPDCC2nVqhUXXnghb7311hL1xo0bx49//GPmzZvHTjvtxNixY5k+fTozZ87kuuuuo6ioiKeffpqTTjppmT5vueWWivB5xhlnMHXqVKZNm8akSZM45phj+M1vfsOUKVNqHPeDDz7I448/zt/+9jdKS0uZNm0akydPZp111gGgY8eOHHXUUTzzzDN8/fXXzJ49m7lz5zJhwgROPvlkvv32W4YNG8ann35abR+nnXYaXbp04cUXX2TmzJnMnj2bESNG0KNHD/73v//x05/+tNq6f/3rX3n99de55557mDVrFjNnzuSdd95hk002Yd68eVV+LzW57777OPHEE1m0aBEHHXQQ77//PrNmzWL27Nl8+eWX3HnnnWy11VZL1GmI76AxGUAlSZKkJuCDDz4Acqvdfuc736l3O08//TQjRoygpKSE5557jr322ot27doB0LVrV8444wzOP/98ysrKuO6665aoe+GFFzJ79mzWXXddHn30Ufr37w9AUVERw4YN48orrwTg5ptv5n//+19FvZQS5513HpCbBb3wwgvp0qULAKuttho33ngjgwcPZs6cOTWOfdasWVx55ZX8/Oc/p3379hX1O3fuDOSeY3nzzTezyy670L1794p6a621FpdddhlHH3008+bN45Zbbqm2j/nz5/PYY4+xww47ALmZ2v322497770XgKeeeoqXXnqpyrrTp09n5MiRHHzwwbRp0waAzTbbrOK5mm+88QYTJkyo8RzLLVy4kFNPPRWAQw89lPvuu48NN9wQyM1Yr7766hx++OFceumlS9RriO+gMRlAJUmSpCZg6tSpABX3PVblj3/8I717915mqzzzdttttwEwdOhQiouLq2znsMMOA+D111+vuPQzpcQDDzwAwCmnnFIRACs79thj6du3Lykl7r///orP33rrLcaPHw/A6aefXmWfv/3tb6s993Ldu3fn6KOPXm656pRfmvryyy9XW+bggw9mvfXWW+bznXfeme9973sAS5xbZd///vcrgmtlW221FWussQYAY8aMqdVYn3nmGT7//HNatmzJJZdcUqs6tVGb76AxeQ+oJEmS1EzMnDmTyZMnL/N55cVzXnnlFQAuu+wyrrnmmhrbmzt3Lt988w2rrbYaH3/8cUU7O++8c5XlW7RowaBBg7jrrruWuHz37bffBqB3795VhjuAbbfdltatW7Nw4cJqxzNw4EBatao5okydOpW//vWvPPbYY3z44YfMmDFjmYWRvvzyy2rr17QY0E477cQrr7yyzKXJ5bbeeutq6/bt25fPP/+cadOm1Tj+cq+++ioAm2++OX379q1VnXL5fgeNyQAqSZIkNQHls5XTp08npVTlLOjFF1/MxRdfXPH+iCOO4K677lqizMSJE4FcKK3Nqq7ll8VWvj+zpkBUPtNXufzXX38NUO3iPZBbsbd79+5MmjSp2jI9e/ascazvv/8+u+yyyxIhvFOnTrRr146IYMGCBUybNo3Zs2dX20ZN51Z+rLp7VZdeFKmy8hWLawrYlZWfw1prrVWr8uUa4jtoTF6CKzUDgwYNqvFf6yRJUvNXfv/fvHnz+O9//1vvdsrKygAYOXIkKaVqt7FjxzJ27FhKSkqWaWP+/Pl16jOlVO/xVtayZcsajx911FFMnjyZAQMG8PjjjzNz5kxKS0uZPHkykyZN4r777strPA11HiuyrxX9HaxoBlBJkiSpCdhpp50qXj/yyCP1bqdXr15AbqasLirPPta0kM7nn3++TPny1+Wzr1VZsGAB33zzTZ3GVNmnn37K66+/TsuWLfnnP//J7rvvvsyjaqq6PHlpNV2aWj7+5c3ENoTevXsDNX/XS2uo76AxGUAlSZKkJmDNNddkzz33BOCKK65g1qxZ9Wqn/DmU5QsK1dY666xD165dAXjuueeqLFNWVlbxTMoBAwZUfL7lllsCMGnSJMaNG1dl3ddee63Wl6dWpXLwre4y2vLnntak8uNuqjtW+dxWlG233RaAd999ly+++KJWdRrqO2hMBlBJkiSpibjgggto06YNEyZM4IgjjmDevHl1bmPo0KEAjB49mttvv73GspXvEY0IhgwZAuQCcFWPTLnxxhv54osviAgOOuigis8HDBhAv379APjzn/9cZV9/+tOf6nQeSyt/rMvkyZP56quvljn+n//8h+HDhy+3nXvuuYePP/54mc9feOGFipVjf/SjH+U11trYdddd6du3L4sWLeI3v/lNreo01HfQmAygkiRJUhMxYMAA/va3v9GiRQtGjhzJFltswc0337zEpa0pJcaNG8cll1zCE088sUwbe+yxR0WQPProo/nDH/6wRP1p06YxcuRITjjhhCUWNAI488wz6dChA19++SV77703H374IZC7J/SGG27gxBNPBOCYY45ZYrXbiODss88G4Nprr+Xss8+mtLQUyC3oM2zYMJ544okqH+1SWxtuuCFrrLEGKSUOOeSQiueQLly4kAcffJDBgwcvczlqVdq0acOee+5ZsVpwWVkZDz30UEWgHjx4MNtvv329x1lbrVu3rnjG5913383BBx/M2LFjK45PnDhxie8cGu47aEwGUEmSJKkJOeaYYxgxYgS9e/fmww8/5JhjjqFPnz60a9eOnj170q5dO9Zbbz1OP/10vv76a/bcc0/OOOOMJdq4/fbb2X///Vm0aBHnnXceffr0oWvXrnTp0oXi4mL2339/nn322WX6Xnfddbn77rtp27Yto0aNYoMNNqBbt2506tSJYcOGMX/+fHbddVcuv/zyZeoeffTRHHXUUUBuJre4uJji4mJ69erFjTfeyF/+8hd69OgBQFFRUZ2/lxYtWnDllVfSokULRo0axXe+8x06d+5Mx44dOfDAAykqKqpyXEv785//zLRp09h+++3p1KkTHTt25Ic//CFTpkxhvfXWq3iOaiEccsghXHrppbRo0YL77ruPDTfckE6dOtG+fXv69OnDsGHDePfddyvKN9R30JgMoJIkSVITs++++/Lxxx9z/fXXc8ABB9CvXz9atGhBaWkp3bp1Y6edduLMM89kzJgxPProo/Tv33+J+h06dOAf//gHDz/8MEOGDKFv377MnTuXBQsWsN5663HYYYdxxRVX8Ic//KHKvv/zn/9w3HHHUVJSwpw5c2jfvj077LAD119/PU888QQdOnRYpl5EcPPNN3PzzTez9dZbU1RUREqJQYMG8cgjj/DLX/6yYla0/F7TujrggAN49tlnGTx4MJ06dWLhwoX069eP0047jbfffrviETE1WW+99Rg9ejRHH300Xbp0YdGiRZSUlPDrX/+a0aNH1/gomRXh1FNP5e233+aoo46ipKSEhQsX0rZtWzbbbDNOOukkLrvssiXKN8R30JiiqS7P21wNHDgwjR49urGHoZVM+SNYym/6l8DfhaSm6YMPPqh4nIiatvLLa5cOryvKuHHjWG+99WjTpg0zZ86kTZs2Bem3XElJCRMmTOC5557z8XZ1VNf/riPizZTSwKqOOQMqSZIkaYUrX4Roxx13LHj4VNNhAJUkSZLUII466ijuv//+JZ73+cknn3DCCSdw/fXXA/DrX/+6sYanJqBVYw9AkiRJ0srhqaee4tZbbwVy96G2aNGCmTNnVhw/66yz2GOPPRppdGoKDKCSJEmSGsQll1zCyJEjefvtt5k8eTJz5syhT58+bLfddpxwwgnssssujT1ENTIDqCRJkqQGceihh3LooYc29jCqNH78+MYegvAeUEmSJElSgRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJElqpm699VYigkGDBjX2UBrEqFGjiAhKSkoK1ufQoUOJCM4555yC9bkqM4BKkiRJTUR5GFpZAmVjmj59Ouecc47Bsolp1dgDkCRJ0qrnR7c819hDyMt9R+3c2EMAoEuXLvTv35+11lqrsYfSINq3b0///v3p27dv3m1Nnz6dc889F6DGELr66qvTv39/evTokXefWj4DqCRJktRMHXDAARxwwAGNPYwG893vfpexY8cWtM+LLrqIiy66qKB9rsq8BFeSJEmSVBAGUEmSJKmZqmkRopKSEiKCUaNGMXXqVE499VTWXnttioqK6Nu3L2effTZfffVVje3fdtttbLPNNnTo0IHi4mJ23nlnHn744WXar6w2i/oMGjSIiODWW29d4vOaFiEqKyvj1ltvZeedd6Z79+60bt2anj17svHGG3P00Ufz+OOPL9H+2muvXfE+IpbYKo+tNuN94oknOOigg1hjjTUoKiqid+/ebLvttlxwwQV89tln1dbTsrwEV5IkSVqJff755wwdOpQJEybQvn17IoIvv/yS++67j1deeYX//Oc/dOvWbZl6xx13HDfeeCMALVq0oE2bNjz//POMGjWKyy+/vMBnAUceeSTDhw+veN+lSxdKS0v5+uuvef/993n//ffZY489ACguLqZHjx58/fXXAPTq1WuJtjp27FirPhcsWMAxxxzDnXfeuUS/33zzDZMnT+a1117j22+/daGjOmh2M6AR0TsiroiIcRExLyImR8RDEbFrPdsbGhFpOdushj4PSZIkqRB+9atf0a1bN1555RVmz57NrFmzGDlyJJ07d+aLL76o8v7HW265pSJ8nnHGGUydOpVp06YxadIkjjnmGH7zm98wZcqUgp3DCy+8wPDhw2nRogWXXXYZpaWlTJ8+nXnz5vHll19y6623ssMOO1SUf/DBB3njjTcq3k+aNGmJ7bTTTqtVv6eccgp33nknLVu25A9/+AOTJk1i+vTpzJ07l48++ohLLrmEPn36NPj5rsya1QxoRGwGPAt0zz4qBXoA+wB7R8SZKaWL69n8QmBqNcdm17NNSZIkqVEVFRXx9NNP07177q/QrVq14oc//CE/+9nP+NOf/sT999/Pn/70p4ryKSXOO+88IDcLeuGFF1YcW2211bjxxhuZOHEijz76aMHO4dVXXwXgBz/4ASeffHLF5xHB6quvzk9/+tMG73PMmDFcc801APztb39j2LBhFcdatWrFd77znVoHWS3WbGZAI6Id8E9y4fNtYJOUUhegG3ApEMBFEfGDenbxSkqpdzXbug1yEpIkSVKBDRs2rCJ8VrbbbrsB8MknnzB79uL5lrfeeovx48cDcPrpp1fZ5m9/+9uGH2gNOnfuDMBXX31FWVlZQfq84447SCmxwQYbLBE+lZ9mE0CB44F+wCxg35TSGICUUmlK6TRgRFbONZQlSZKkzNZbb13l55Xvi5w+fXrF67fffhuA3r17s95661VZd9ttt6V169YNN8jl2G233WjTpg1vvfUWgwYN4s477+TLL79coX2Wz7rutddeK7SfVU1zCqCHZ/vhKaUvqjh+SbYfEBEbFGhMkiRJUpPWqVOnKj8vKiqqeL1w4cKK1+UL96y++urVttmmTZsqZ1VXlPXWW49rrrmGdu3a8eKLL3LkkUfSt29f1l57bX7+859XhOaGNHnyZADWWmutBm97VdYsAmhEdAK2yt4+UU2xV4EZ2etdVvigJEmSpJVQSqmxh1Clo48+mk8++YTLL7+c/fbbj+7duzN+/HiuvfZattpqqyXuVW0ITfV7aO6aRQAFNiR3jyfAmKoKpJTKgA+ztxvVo4+NI2JMRMyNiJkR8V5EXBYRay+/qiRJkrRy6NmzJwATJ06stsyCBQv45ptvqjzWqlVundN58+ZVW3/GjBnVHqtJr169OOmkkxgxYgRTpkzh9ddf54ADDiClxNlnn827775br3ar0rt3bwAmTJjQYG2q+QTQyvP/NV3sXX6s+usFqteDXNCdA7QFNgZOBsZExGH1aE+SJElqdrbccksg9+iScePGVVnmtddeW+Ky3cq6du0K5J4/WpXZs2fzwQcf5D3OiGDrrbfmvvvuY4011qCsrIyXXnqp4niLFoujTn1mM7fddlsAHnvssbzHqsWaSwDtUOn13BrKzcn2tXuybM6XwB+ATYC2KaXuWf29gfeBdsDtEbFjHdqUJEmSmqUBAwbQr18/AP785z9XWabyY1uWtummmwLw5JNPVjkLetlllzF//vw6jWnBggXVHmvZsmXFgkiV2y1fOReWXGSpto488kgigrFjx3LdddfVub6q1lwCaCy/SP2klJ5MKZ2XUhqTUlqQfTY/pfQo8D3gf0BLoNrni0bEsIgYHRGjC/lAXkmSJK2cFi5cyNdff13jVt0MZL4igrPPPhuAa6+9lrPPPpvS0lIApkyZwrBhw3jiiSdo3759lfX33Xdf2rVrx5QpU/jJT37CV199BeQuu/3jH//IOeecQ5cuXeo0pjPPPJODDjqIESNGMHXq1IrPJ0+ezIknnsgnn3xCRDB48OCKY127dqVPnz4A3HLLLXXqD2DjjTfm+OOPB+AXv/gF55xzTsW5LFq0iP/+97+cc845XHvttXVue1XWXALorEqv29VQrvy/glk1lKm1lNIMoPxu5m0jomc15a5PKQ1MKQ0sv2ZekiRJqq9XXnmFnj171ri9/PLLK6z/o48+mqOOOgqACy64gOLiYoqLi+nVqxc33ngjf/nLX+jRowew5Gq6AMXFxVx8cW7u5r777qNXr15069aN4uJifve73/H73/+eLbbYok7j+fbbb3nggQc44IAD6N69O126dKFz58707t2bq666qmKcm2yyyRL1jj32WAB+/etf07FjR0pKSigpKeHyyy+vVb+XX345Bx98MIsWLeLcc8+tOJe2bduy/vrrc+655zJp0qQ6ncuqrrkE0Mr3ffapoVz5servmK6717J9ACUN2K4kSZLUJEUEN998MzfffDNbb701RUVFpJQYNGgQjzzyCL/85S8rZkXL7/ms7MQTT+See+5h2223pX379pSVlbH99tvzj3/8g9///vd1Hs8pp5zClVdeyX777cf6669PSon58+ez5pprcsghh/DCCy9w5plnLlPv97//Pf/3f//HZpttRkqJCRMmMGHChFpfkltUVMQ999zDyJEj2XfffenVqxezZ8+mR48ebLvttvzxj3/kuOOOq/P5rMqiOSwvnD2GZQa5EHhgSunBKsq0AKYCXYBfpJT+1kB9bwy8l73dOqU0uqbyAwcOTKNH11hEqrNBgwYBMGrUqEYdh5oWfxeSmqIPPviADTfcsLGHoVr48MPcAyT69+9f57rjxo1jvfXWo02bNsycOZM2bdo09PDUhNT1v+uIeDOlNLCqY81iBjSlNBMoT3WDqym2DbnwCfBMA3b/3UqvXYNZkiRJq7zyRYh23HFHw6fqpFkE0MzwbH94RFT1mJXTsv2bKaUPqzi+jIiocXGjiOgM/L/s7espJVcYkiRJ0irhqKOO4v7771/ieZ+ffPIJJ5xwAtdffz2Qu7dSqovmFECvIzcD2Ql4OCI2gtzluRHxJ2BIVm6Ji78joiQiUrYNXarNfhHxakQcExFrVarTJiL2AF4G1gfKgDNWyFlJkiRJTdBTTz3Fj370I3r06EHHjh3p3Lkz66yzDtdccw0AZ511FnvssUcjj1LNTavGHkBtpZTmRsR+5C6vHQCMiYhScs/sbAEk4MyU0pN1bHqbbCMi5gGzgc5A6+z4HOBnKaVn8z8LSZIkqXm45JJLGDlyJG+//TaTJ09mzpw59OnTh+22244TTjiBXXbZpbGHqGao2QRQgJTSOxGxCbnZyH2AvsA3wOvAZSmlut77ORk4EdgB2BzoSe4+0tnAf8mF3WtSSt77KUmSpFXKoYceyqGHHtrYw9BKplkFUICU0iTgpGyrTfnx5FbPrerYXOCqbJMkSZIkrUDN6R5QSZIkSVIzZgCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJElahZ1zzjlEBEOHDl3mWElJCRHBqFGjGrTPiCAiGD9+fIO2q6bPACpJkiQ1EUOHDq0IZ5W3Tp06sfHGG3PCCSfwwQcfNPYwpXpr1dgDkCRJ0qrnwn/+u7GHkJczf7jFCm2/devWFBcXA5BS4uuvv+b999/n/fff56abbuLOO+/kRz/60QodA8C6665L27Ztad++fYO2279/fyB3nlq1GEAlSZKkJuZ73/veEpe9Lly4kGeeeYaf//znjB8/nqOOOopBgwbRs2fPFTqOZ555ZoW0O3bs2BXSrpo+L8GVJEmSmrjWrVuzxx57cNdddwEwe/ZsHnjggUYelVR3BlBJkiSpmdhuu+3o2LEjAO+///4yxxcsWMDVV1/N97//fYqLiykqKqJfv34cffTR9bp3dHmLEL3//vsccsghrLbaarRr144NNtiAP/zhD8ybN6/GxY2WtwjRuHHjOP7441lnnXVo27Yt3bp1Y8cdd+TGG29k0aJF9Rrr8vodOXIke+21F7169aq4BLp///4ceuih3HPPPdW2qbrxElxJkiSpGUkpASwTxCZOnMiee+7JO++8A0CLFi3o0KEDn376Kbfccgt33303d911F0OGDGmQcTz99NPsu+++zJs3D4DOnTvzySefcN555/Hkk08yaNCgerX78MMP86Mf/aii3S5dujB79mxefPFFXnzxRe655x5GjBhBhw4dGuQ8AM466ywuvPDCivedOnVi7ty5fPTRR3z00Uc899xzHHLIIQ3W36rMGVBJkiSpmXjllVeYPXs2AOuss07F5wsXLmS//fbjnXfeYccdd+SFF15g7ty5lJaWMmnSJH79618zb948jjzySMaNG5f3OL7++mt+/OMfM2/ePL773e/yn//8hxkzZjBr1izuuusu3nvvPa699to6tztu3LiKdnfaaSfGjh3L9OnTmTlzJtdddx1FRUU8/fTTnHTSSXmfQ7nx48dz8cUXA3DGGWcwZcoUSktLmTt3LpMnT+b+++9n7733brD+VnUGUEmSJKmJW7hwIU888QRHHHEEkLsntPKM3G233cYbb7zB1ltvzZNPPsn3v/992rRpA0CvXr3485//zM9//nPmzJnDZZddlvd4rrrqKr755htWW201nnjiCTbZZJOKcR122GHcdNNNTJ8+vc7tXnjhhcyePZt1112XRx99tGK13KKiIoYNG8aVV14JwM0338z//ve/vM8D4PXXX6esrIwNNtiACy+8kB49elQcW2211TjwwAO56aabGqQvGUAlSZKkJueVV16hd+/e9O7dm169etG2bVv22GMPxo8fT4sWLbj22mtZY401KsrfdtttAPziF7+gqKioyjYPO+wwAJ566qm8x/fggw8CMGzYMLp27brM8YMPPniJGdraSClVLKx0yimnVPnol2OPPZa+ffuSUuL++++v+8Cr0LlzZwBmzJjBnDlzGqRNVc8AKkmSJDUxCxcuZPLkyUyePJmvvvqKsrIyAIqLi3n11Vc5+uijK8p+++23vP766wCceuqpFcF16e2AAw4A4LPPPstrbPPnz69YAGmHHXaotlxNx6ry8ccfM2PGDAB23nnnKsu0aNGi4t7St956q07tV2ebbbahuLiYiRMnst1223H99dfzySefNEjbWpYBVJIkSWpidtppJ1JKpJSYN28e//73vznooIOYOnUqxx57LNOmTasoO3XqVBYsWFDxujy4Lr19/fXXAMydOzevsU2bNq0iEK+++urVluvTp0+d2p0yZUrF6759+1Zbrnzmt3L5fHTr1o077riDrl278u6771asvrv66qvz05/+lOeff75B+lGOAVSSJElqwoqKith8882599572X333StCUrnyMAjwzjvvVATXmrZ85Fu/NubPn7/C+6hsr732Yvz48Vx//fUcfPDB9OnTh0mTJnH77bczaNAghg0bVtDxrMwMoJIkSVIzEBFceeWVtGzZkvvuu69iZq579+60bNkSqPrZoA2tuLiYFi1yMWLixInVlqvpWFV69uxZ8XrChAnVlvv888+XKQ/QqlXuCZPlj29ZWvnlvdXp0qULxx13HPfccw9ffPEFY8aM4bjjjgPghhtu4JFHHln+SWi5DKCSJElSM7H++utXrH571llnAbmVZwcOHAgsXhxoRSoqKmKjjTYC4KWXXqq2XE3HqrLOOutULGj03HPPVVmmrKyMUaNGATBgwIAljpXXLQ+oS3vjjTfqNJ6NNtqI66+/nm233RbAS3EbiAFUkiRJakZ+85vfAPDyyy9XhLGhQ4cC8MADD1Qb3spVvn+0vsoXNLrhhhuqnFl84IEH6vy80YhgyJAhAFxxxRVVrkh744038sUXXxARHHTQQUsc23TTTQEYOXLkMvVSSvzf//1flf2W3z9bnXbt2gGFvyx4ZWUAlSRJkpqRLbbYgt122w2ACy64AIBjjjmGbbfdlrKyMvbZZx+uuOIKpk6dWlHnq6++4u6772bQoEFcccUVeY/hV7/6FcXFxUyePJk999yTMWPGALkVef/+979z1FFHVfl4luU588wz6dChA19++SV77703H374IZALfzfccAMnnnhixfmut956S9Q9+OCDAXjkkUf4v//7P2bPng3A+PHjOfTQQxk9enSVfV5zzTXsvvvuDB8+fInLhqdPn86FF15YEfJ33333Op+PlmUAlSRJkpqZ008/HYBnnnmGf/3rX7Ru3ZqRI0ey/fbbM2fOHE4++WR69OhBcXExnTp1olevXhx22GE8//zzRETe/ffs2ZPhw4dTVFTEv/71LzbZZBO6du1Kx44dOfTQQ9lss8342c9+BlDtc0mrsu6663L33XfTtm1bRo0axQYbbEC3bt3o1KkTw4YNY/78+ey6665cfvnly9Tdc889GTJkCCkl/t//+3907tyZbt26sfbaazNy5EjuueeeKvtMKfHkk09y+OGH06dPHzp27Ei3bt3o1q0bZ511Fiklhg0bxl577VWv70pLMoBKkiRJzczgwYPZcsstgcWzoKutthrPP/88d911F3vttRerrbYas2bNIqXEBhtswDHHHMOjjz7KmWee2SBj2H333Rk9ejQHHXQQ3bt3Z/78+ay99tqce+65PPPMMxWPe6nrTOi+++7Lf/7zH4477jhKSkqYM2cO7du3Z4cdduD666/niSeeoEOHDlXWvfvuu/njH/9I//79adWqFa1bt+bAAw/ktdde4wc/+EGVdQ477DBuuOEGDjnkEDbccENat27NrFmzWH311fnhD3/IyJEjue666+p0DqpeFGIZ5VXJwIEDU3XT+1J9lT9wufwSEAn8XUhqmj744AM23HDDxh6GaqH88tb+/fuvkPa///3v89JLL3HLLbdU3KOq5qmu/11HxJsppYFVHXMGVJIkSVKD+te//sVLL71EixYt2HXXXRt7OGpCDKCSJEmS6uz666/nwgsvZNy4cSxatAiAWbNmcfvtt7PPPvsAuYWB1lxzzcYcppqYVo09AEmSJEnNz6effsof//hHzjrrLFq2bEmXLl2YPn06ZWVlQG613quuuqqRR6mmxgAqSZIkqc5+/OMfM3fuXJ5//nk+//xzpk6dSufOndloo4046KCD+NnPflbxDE2pnAFUkiRJUp1tsskmXHrppY09DDUz3gMqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZKkBpVSauwhSGogDf3fswFUkiRJDaZVq1YsWLCgsYchqYEsXLiQli1bNlh7BlBJkiQ1mC5duvDNN984CyqtJEpLS+nUqVODtWcAlSRJUoMpLi5m/vz5fP7558ycOZNFixYZRqVmJqXEggUL+Prrr5k2bRrFxcUN1narBmtJkiRJq7xWrVrRr18/pk2bxrRp0/jyyy8pKytr7GGpCpMmTQLwz0dVatmyJZ06dWKttdaiqKiowdptkAAaEcXA94B1gE7Aci8STimd1xB9S5IkqWlp0aIF3bt3p3v37o09FNXg5z//OQCjRo1q3IFolZJXAI2I7sBfgEOA1nWsbgCVJEmSpFVIvQNoRHQGXgA2AKLBRiRJkiRJWinlswjR6cCG5MLnM8CeQE+gZUqpxfK2Bhi7JEmSJKkZyecS3AOABDwB7J1c3kySJEmSVIN8ZiJLsv1Vhk9JkiRJ0vLkE0DnZvsvG2IgkiRJkqSVWz4BdGy2X6MhBiJJkiRJWrnlE0BvIbcA0cENNBZJkiRJ0kosnwB6M/A0cHhEHNlA45EkSZIkraTyWQV3TeAk4Abg1ojYD7gL+ACYs7zKKaVP8+hbkiRJktTM5BNAx5N7DAvkLsU9INtqI+XZt6RV2EYnXdjYQ2gSJvwv9+94fh85719xZmMPQZIkLUe+ITCqeS1JkiRJ0hLyCaBHNdgoJEmSJEkrvXoH0JTSbQ05EEmSJEnSyi2fVXAlSVITM2jQIAYNGtTYw5AkqUrNLoBGRO+IuCIixkXEvIiYHBEPRcSuDdhHx4j4LCJStg1tqLYlSZIkaVXVYCvRRsQawC7ApkBx9vFU4D/Asymlzxugj82AZ4Hu2UelQA9gH2DviDgzpXRxvv0AFwBrNEA7kiRJkqRM3gE0IvoAVwD7U/2MallE/AM4OaX0ZT37aQf8k1z4fBs4MqU0JiI6A78Hfg1cFBFvpZSerE8fWT8DgF8CrwHb1LcdSZIkSdKS8roENyI2B94FhgAtyT2KpaqtJXAg8E5EbFrP7o4H+gGzgH1TSmMAUkqlKaXTgBFZuYvq2T4R0QK4Lnv78/q2I0mSJElaVr1nQCOiPfAwiy+3fRa4HngVmJR91pvcLOJxwG7kZi8fjogNUkpz69jl4dl+eErpiyqOX0JuFnZA1v7YOrYP8CtgIHB1SuntCB9tKkmStLK58J//buwhNAmffjML8Psod+YPt2jsIawS8pkB/QXQF0jACSml3VJK96aUPk0pLci2T1NK96WUfkBuRjGRu7fyhLp0FBGdgK2yt09UU+xVYEb2epe6nkxE9AXOByYDv6trfUmSJElSzfIJoPuTC5R3pJSuXV7hlNJ1wB3kLsk9oI59bZjVAxhTTftlwIfZ243q2D7AVUAn4LSU0ozlFZYkSZIk1U0+AbR/th9ehzrlZTeoY1+rV3pd0yJG5cdWr6HMMiJiX3KheFRK6c46jk2SJEmSVAv5BNBO2X5KHeqUl+1Yx746VHpd072jc+rafkR0AK4GFpK7rFiSJEmStALkE0C/zvbfqUOd9bL9N3Xsa0WuBnQesBZwWUrp/fo0EBHDImJ0RIyeMqUueVySJEmSVh35BNDR5ILhr+pQ51fk7hsdXce+ZlV63a6Gcu2rKF+tiNgCOAn4jFwQrZeU0vUppYEppYE9e/asbzOSJEmStFLLJ4CW38/5vYi4JyK6VFcwIjpFxJ3ADtlHd9Wxr8r3ffapoVz5sYm1bPcKcs8oPQuIiOhYeatUrij7rH3VzUiSJEmSlqfezwFNKd0TET8HdgQOAgZHxAPkHofyFbmZzl7kngM6BOiWVX0+pXRvHbsbm7UXwMYsXu22QkS0YPHCSLW9lLZftr99OeWuzbYJQEkt25YkSZIkVVLvAJrZD3gY2B7oChydbUsrv4fzJXKPb6mTlNLMiBgNbA0MBh6sotg2QPks7DN17UOSJEmStGLlcwku2fMydyK3euz75IJmVdv7wAnAoJRSaT27K7/k9/CIqOoxK6dl+zdTSsvMkFYz/pKUUlS3VSp6VPZZST3HLkmSJEmrvLwCKEBKqSyldE1KaRNy92DuDhyabbsDfVJKm6SUrk0pleXR1XXkLoHtBDwcERtBxf2lfyJ3mS/AmZUrRURJRKRsG5pH/5IkSZKkPOR7Ce4SUkqTgEkN2WaltudGxH7kLq8dAIyJiFJyz/xsQe4e0TNTSk+uiP4lSZIkSfnJewa0kFJK7wCbAFcCHwNF5J4p+ggwOKV0cSMOT5IkSZJUgwadAS2EbJb1pGyrTfnxLF4Eqa591aueJEmSJGlZyw2gEfH78tcppfOq+rw+KrclSZIkSVr51WYG9Bxy91cCnFfN5/VhAJUkSZKkVUhtL8Gt7lJUL1GVJEmSJNXKcgNoSqnKhYqq+1ySJEmSpKoYIiVJkiRJBWEAlSRJkiQVRL0DaEQ8GxHPRES/OtTpU16vvv1KkiRJkpqnfJ4DOojcKrgd6lCnXaV6kiRJkqRViJfgSpIkSZIKIp8Z0Poony2dV+B+1UxtfsCRjT2EJmHcex8Afh8V1tqwsUcgSZKkeij0DOie2f7zAvcrSZIkSWpktZ4BjYibqzl0QURMX071ImBdYGty938+X9t+JUmSJEkrh7pcgjuUZRcPCmC/WtaPbD8VuKgO/UqSJEmSVgJ1CaCfsmQA7Ze9nwgsrKFeInfP50TgFeCalNKXdRynJEmSJKmZq3UATSmVVH4fEWXZyx+klN5vyEFJkiRJklY++ayC+wK52c3ZDTQWSZIkSdJKrN4BNKU0qAHHIUmSJElayRX6MSySJEmSpFWUAVSSJEmSVBD53AMKQES0AQ4H9gc2B3oA7ZZTLaWU8u5bkiRJktR85BUCI2J9YATQn8XP+ZQkSZIkaRn1DqAR0QF4DFgbKANGAlOA48itjnsBUAwMBLbJPvsX8FR+Q5YkSZIkNUf5zID+jFz4XATsnlJ6NiI2JhdASSn9obxgRGwJ3AFsC/w9pXR1Hv1KkiRJkpqhfBYh2pfcrOa9KaVnayqYUnob2Bn4CvhLRGyVR7+SJEmSpGYonwC6Ubb/R1UHI2KJe0JTSlOAv5Cbdf1lHv1KkiRJkpqhfAJo12w/odJn8yu97lhFnZez/U559CtJkiRJaobyCaBzsn2q9Nn0Sq/XqqFu7zz6lSRJkiQ1Q/kE0E+yfZ/yD1JKXwNTs7fbV1Gn/N7PBXn0K0mSJElqhvIJoKOz/cClPn+G3DNBfxMRxeUfRsQ6wP8jN2P67zz6lSRJkiQ1Q/kE0KfIBc0fLvX5ldl+HeCjiLgvIh4lFzrLZ0uvz6NfSZIkSVIzlE8AfRh4AZgZEeuWf5hSehk4j1w4LQaGALuzeFGiW1JKw/PoV5IkSZLUDLWqb8WU0hxgUDXHzomIF4FjgY2zfv4L3J5SeqC+fUqSJEmSmq96B9DlSSk9Q+5+UEmSJDWiQYMGATBq1KhGHYck5XMJriRJkiRJtWYAlSRJkiQVhAFUkiRJklQQy70HNCI+XgH9ppTSussvJkmSJElaWdRmEaKSFdBvWgFtSpIkSZKasNoE0NtW+CgkSZIkSSu95QbQlNJRhRiIJEmSJGnl5iJEkiRJkqSCMIBKkiRJkgqiNveA1lpErAH0BtoDb6SU5jZk+5IkSZKk5ivvABoRnYDTgKOBPpUObQq8X6ncj4EhwIyU0nH59itJkiRJal7yCqARsQ7wGLAeEJUOVfWYlVeBO3PV4taU0sv59C1JkiRJal7qfQ9oRLQBHga+A8wFLgH2ra58Smk88Fz2ttpykiRJkqSVUz4zoMcBGwBzgJ1SSm8CRERNdR4DdgW2y6NfSZIkSVIzlM8quAeSu9T26vLwWQvvZvvv5NGvJEmSJKkZyieAbpLtH69DnW+yfXEe/UqSJEmSmqF8AmiXbF9ahzptsv23efQrSZIkSWqG8gmgU7P9WnWos1G2/yqPfiVJkiRJzVA+AfS9bL9tHeocSe6+0Tfy6FeSJEmS1AzlE0BHknv25wkR0XN5hSPil8Cg7O2DefQrSZIkSWqG8gmgNwCfAR2ApyNiQFWFImK9iLgJuILc7Of7wL159CtJkiRJaobq/RzQlNL8iDgAGEVuRdw3ImJCpSI3RkQvoCR7H8B04KCUUqpvv5IkSZKk5imfGVBSSm+Ruwf0P+QCZkmlw9sAa2efB7l7Rr+XUvownz4lSZIkSc1TvWdAy6WU3ge2iIi9gP2BgcBqQEvga+BtYATwD2c+JUmSJGnVVe8AGhGds5cLUkrzUkqPAo82zLAkSZIkSSubfC7BnQ5MA37WMEORJEmSJK3M8gmg87L9vxpiIJIkSZKklVs+AXRiti/ofZ0R0TsiroiIcRExLyImR8RDEbFrPdsbGBHnR8TjEfG/iJgREfMj4ouIGBkR+zfwKUiSJEnSKimfADoq22/dAOOolYjYjNxquicC6wDzgR7APsBTEfH/6tHsscDvgN2Bdcl9J2VAH+CHwD8i4v6IaJ3/GUiSJEnSqiufAHo18C1wWkR0aaDxVCsi2gH/BLqTW1l3k5RSF6AbcCm5R71cFBE/qGPT/wJOAbYCOqWUOqWU2gFrAZdkZQ4E6hNuJUmSJEmZegfQlNLbwC+BNYAXI2KHBhtV1Y4H+gGzgH1TSmOycZSmlE4j96gXgIvq0mhK6baU0uUppbdSSrMqff5ZSul04M7so6F5jl+SJEmSVmn5PIbl5uzlh8AmwPMR8RnwLrnVcRfVUD2llI6pY5eHZ/vhKaUvqjh+CbnnkA6IiA1SSmPr2H513gCOIHdJriRJkiSpnuodQMnNCJYvQJTIXQK7FrDmcupFVr7WATQiOpG7RBbgiWqKvQrMALoAuwANFUC/l+0/aaD2JEmSJGmVlE8A/ZTCrYC7IbngCjCmqgIppbKI+BD4LrBRPp1FREdyixwdDxySfXx1Pm1KkiRJ0qqu3gE0pVTSgONYntUrvf6yhnLlx1avoUyVImIN4LMqDs0DLkwp/a2ubUqSJEmSFqv3IkQR0Tnb2jbkgKrRodLruTWUm5PtO9ajj0XA5GxbkH32LblFjWqc/YyIYRExOiJGT5kypR5dS5IkSdLKL5/HsEwnt9jQzxpmKDWK5RfJT0ppYkqpd0qpN9AO6A/cDpwL/DsiNq6h7vUppYEppYE9e/Zc0UOVJEmSpGYpnwA6L9v/qyEGshyzKr1uV0O59lWUr7OUUllK6aNspd6/kFtc6c6IyOf7kiRJkqRVWj6BamK2L8RCRJXv+6zpcSjlxybWUKaursr2WwBbNmC7kiRJkrRKySeAjsr2WzfAOJZnLIuDbpWXwmazk/2zt+83YN+Vnzm6bgO2K0mSJEmrlHwC6NXkFuk5LSK6NNB4qpRSmgmMzt4OrqbYNuSeAQrwTAN2v3al13ld2itJkiRJq7J6B9CU0tvAL4E1gBcjYocGG1XVhmf7wyOiqsesnJbt30wpfVibBiOiZUQsb4Gj32T7bynM/a6SJEmStFKq93NAI+Lm7OWHwCbA8xHxGfAuudVxF9VQPWUL/NTFdcDJQD/g4Yg4MqX0fkR0As4GhmTlzlxqnCXAJ9nbo1JKt1Y6vCbwQET8FXgypfR5VqcFsBm58HlYVvaqlNK0Oo5ZkiRJkpSpdwAFhrL4vsxE7lEpa5ELdTWJrHydAmhKaW5E7Efu8toBwJiIKCX3zM8WWZtnppSerEu7WVs3AUTEPHKX2XYCiiqVuRU4vY7tSpIkSZIqySeAfkphVsCtkFJ6JyI2Ac4A9gH6At8ArwOXpZTqeu/nl8AhwK7Ad4HVge7kHjEzjtwlt7eklF5umDOQJEmSpFVXvQNoSqmkAcdRl34nASdlW23Kjyc361rVsQXAvdkmSZIkSVqB8lkFV5IkSZKkWjOASpIkSZIKIp97QKsUER2A4uzt1JTS7IbuQ5IkSZLU/DTIDGhEbBoR10XEx0ApMD7bSiPi44i4NiI2bYi+JEmSJEnNU94BNCIuBt4CjgVKyC34U3krAY4D3o6Ii/LtT5IkSZLUPOV1CW5EXAH8ksWrzI4FXgUmZZ/1ArYBNszenx4R7VJKJ+fTryRJkiSp+al3AI2I7YBfkXsW6FhgWErppWrKbg9cB2wE/Coi/p5SerW+fUuSJEmSmp98LsE9Ptt/BmxfXfgESCm9DHwfmJB99LM8+pUkSZIkNUP5BNAdyc1+XpxSmra8wlmZP5G7FHfHPPqVJEmSJDVD+QTQ3tl+dB3qvLFUXUmSJEnSKiKfALog2xfVoU552QU1lpIkSZIkrXTyCaCfZvs96lBn92w/ocZSkiRJkqSVTj4B9Ely93OeEhFbL69wRGwJnELuvtEn8uhXkiRJktQM5RNALwfmAe2A5yLi9xHRd+lCEdEnIn4HPA90yOpckUe/kiRJkqRmqN7PAU0pfR4RxwJ3kAuhfwD+EBFfAl+Rm+nsBfTJqkT22TEppS/yGrUkSZIkqdmpdwAFSCkNj4ipwPXAGtnHfbNtaZ8Dx6WUvPxWkiRJklZBeQVQgJTS4xGxDrA/MBjYBCjODk8F3gOeAkaklL7Ntz9JkiRJUvOUdwAFyILl/dkmSZIkSdIy6hRAI6Jz9nJhSmluHeq1A1oDpJRK69KnJEmSJGnlUOtVcCPiFGBatu1Zx372BKYD0yLi53WsK0mSJElaCdQqgEZEW+Cs7O11KaUH69JJVv4acivhnhMRbeo0SkmSJElSs1fbGdD9yS0sNIfc41bq4w/ALKAHsF8925AkSZIkNVO1DaB7Zft/ppSm1KejlNLXwD/JzYLuXZ82JEmSJEnNV20D6EAgAY/n2V95/YF5tiNJkiRJamZqG0B7Z/vxefY3Idv3ybMdSZIkSVIzU9sA2iHbz8yzv1lLtSdJkiRJWkXUNoBOy/Y98uyv+1LtSZIkSZJWEbUNoJOy/YA8+9sy20/Msx1JkiRJUjNT2wD6ErnVaw/Ms7+DyC1m9HKe7UiSJEmSmpnaBtCHs/3AiDi4Ph1l9bZeqj1JkiRJ0iqiVgE0pfQ48G9ys6A3RcROdekkIgYBN5Ob/Xw7a0+SJEmStAqp7QwowC+BBUB74OmIuCIi1qmpQkSsGxFXAk9l9RYAv6rvYCVJkiRJzVer2hZMKb0SEceRm8lsQS6Q/iIiPgLeBCYDs8k9YqUXsBWwPrlZ0wAWAcellP7VoGcgSZIkSWoWah1AAVJKd0TEZ8BdwOrkgmX/bKtKZPuJwOEppVH1HKckSZIkqZmryyW4AGQhcl1yl9K+CZSxeJaz8laWHf8lsK7hU5IkSZJWbXWaAS2XUpoH/BX4a0R0AjYFugOdgJnAN8B/UkozG2qgkqQl9Tvw2MYegiRJUp3UK4BWloXMVxpgLJIkSZKklVidL8GVJEmSJKk+DKCSJEmSpILI+xJcSZKagvX//I/GHkKT8PlnXwN+H+U+Ou2Axh6CJKkSZ0AlSZIkSQVhAJUkSZIkFYQBVJIkSZJUEAZQSZIkSVJBGEAlSZIkSQXhKriSJEnSKujYP97Y2EPQKsgZUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkF0ewCaET0jogrImJcRMyLiMkR8VBE7FrP9taKiJOzNj6NiPkRMTMi3omIiyNi9YY+B0mSJElaFbVq7AHURURsBjwLdM8+KgV6APsAe0fEmSmli+vQ3prAeCAqfVwKdAA2y7ZhEXFgSum5/M9AkiRJklZdzWYGNCLaAf8kFz7fBjZJKXUBugGXkguRF0XED+rQbMts/wjwI6A4a7M9sBfwSdb+iIjo3SAnIkmSJEmrqGYTQIHjgX7ALGDflNIYgJRSaUrpNGBEVu6iOrQ5DdgypbRPSun+lNK0rM0FKaXHyIXQeUDnrH9JkiRJUj01pwB6eLYfnlL6oorjl2T7ARGxQW0aTCnNSCm9U8PxscCr2dutaj1SSZIkSdIymkUAjYhOLA6AT1RT7FVgRvZ6lwbs/pts37LGUpIkSZKkGjWLAApsyOKFgsZUVSClVAZ8mL3dqCE6jYhWwPbZ2/caok1JkiRJWlU1lwBa+VEoX9ZQrvxYQz065RdAb6AMuL2B2pQkSZKkVVJzeQxLh0qv59ZQbk6275hvh9kjXy7M3l5dvuhRNWWHAcMA1lprrXy7lpax7vfrsrizJEmS1DQ1lxnQWH6RBuwsYnVyq+q2B94EfltT+ZTS9SmlgSmlgT179izACCVJkiSp+WkuAXRWpdftaijXvorydRIRxcCTwNrAf4G9U0rz6tueJEmSJCmnuQTQyvd99qmhXPmxifXpJCK6kFtldxPgU2C3lNLk+rQlSZIkSVpScwmgY4GUvd64qgIR0QLon719v64dREQH4FFgIDCJXPj8tO5DlSRJkiRVpVkE0JTSTGB09nZwNcW2Abpkr5+pS/sR0Q54CPgeued+7pZS+m89hipJkiRJqkazCKCZ4dn+8GyRoKWdlu3fTCl9WMXxKkVEG+BBYGdgOvCDmla8lSRJkiTVT3MKoNcBE4BOwMMRsRFARHSKiD8BQ7JyZ1auFBElEZGybehSx1qSC7Z7ADOBPVNKb63Y05AkSZKkVVNzeQ4oKaW5EbEfuctrBwBjIqKU3DM/W5C7R/TMlNKTdWh2e+DA7HVrYEREtU98+SyltHW9Bi9JkiRJaj4BFCCl9E5EbAKcAewD9CV3z+brwGUppTrd+8mSM8Bts606PopFkiRJkvLQrAIoQEppEnBSttWm/HigymnNlNKo6o5JkiRJkhpWc7oHVJIkSZLUjBlAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQRhAJUmSJEkFYQCVJEmSJBWEAVSSJEmSVBAGUEmSJElSQbRq7AFIkiStKD+65bnGHkKTMGbSdMDvo9yW3bs19hCkVZYzoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgjCASpIkSZIKwgAqSZIkSSoIA6gkSZIkqSAMoJIkSZKkgmh2ATQiekfEFRExLiLmRcTkiHgoInatZ3udIuKHEXF+RDwWEV9HRMq2DRp6/JIkSZK0qmrV2AOoi4jYDHgW6J59VAr0APYB9o6IM1NKF9ex2V2BfzTcKCVJkiRJVWk2M6AR0Q74J7nw+TawSUqpC9ANuBQI4KKI+EE9mv8KeBQ4FxjWMCOWJEmSJFXWnGZAjwf6AbOAfVNKXwCklEqB0yJiXWB/4CLgyTq0+1BKaUT5m4goaaDxSpIkSZIqaTYzoMDh2X54efhcyiXZfkBd7t1MKS3Ke2SSJEmSpOVqFgE0IjoBW2Vvn6im2KvAjOz1Lit8UJIkSZKkOmkWARTYkNw9ngBjqiqQUioDPszeblSIQUmSJEmSaq+5BNDVK73+soZy5cdWr6GMJEmSJKkRNJcA2qHS67k1lJuT7TuuwLFIkiRJkuqhuQTQWH6RxhMRwyJidESMnjJlSmMPR5IkSZKapOYSQGdVet2uhnLtqyi/wqWUrk8pDUwpDezZs2chu5YkSZKkZqO5BNDK9332qaFc+bGJK3AskiRJkqR6aC4BdCyQstcbV1UgIloA/bO37xdiUJIkSZKk2msWATSlNBMYnb0dXE2xbYAu2etnVvigJEmSJEl10iwCaGZ4tj88Iqp6zMpp2f7NlNKHVRyXJEmSJDWi5hRArwMmAJ2AhyNiI4CI6BQRfwKGZOXOrFwpIkoiImXb0Koajoge5RvQrdKhrpWPZZf5SpIkSZLqoVVjD6C2UkpzI2I/cpfXDgDGREQpuWd+tiB3j+iZKaUn69F8dc9O+ddS79cGxtejfUmSJEla5TWrGb2U0jvAJsCVwMdAEfAN8AgwOKV0cSMOT5IkSZJUg2YzA1oupTQJOCnbalN+PBDLKVPjcUmSJElS/prVDKgkSZIkqfkygEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIIwgEqSJEmSCsIAKkmSJEkqCAOoJEmSJKkgDKCSJEmSpIJo1dgDkCRJDWeNn5/f2EOQJKlazoBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKggDqCRJkiSpIAygkiRJkqSCMIBKkiRJkgrCACpJkiRJKohmF0AjondEXBER4yJiXkRMjoiHImLXptiuJEmSJCmnWQXQiNgMeA84EVgHmA/0APYBnoqI/9eU2pUkSZIkLdZsAmhEtAP+CXQH3gY2SSl1AboBlwIBXBQRP2gK7UqSJEmSltRsAihwPNAPmAXsm1IaA5BSKk0pnQaMyMpd1ETalSRJkiRV0pwC6OHZfnhK6Ysqjl+S7QdExAZNoF1JkiRJUiXNIoBGRCdgq+ztE9UUexWYkb3epTHblSRJkiQtq1kEUGBDcvdiAoypqkBKqQz4MHu7USO3K0mSJElaSnMJoKtXev1lDeXKj61eQ5lCtCtJkiRJWkpzCaAdKr2eW0O5Odm+YyO3K0mSJElaSqvGHkAtxfKLNF67ETEMGAaw1lprNUSTyrzzjzsaewiSJDV7g27rCsB9R+3cuAORtMprLjOgsyq9bldDufZVlF/h7aaUrk8pDUwpDezZs2ctu5YkSZKkVUtzCaCV78/sU0O58mMTG7ldSZIkSdJSmksAHQuk7PXGVRWIiBZA/+zt+43criRJkiRpKc3iHtCU0syIGA1sDQwGHqyi2DZAl+z1M43V7ptvvvl1REyoTf+SJK0gPYCvG3sQanoiVtSyGpK0hH7VHYiUUnXHmpSIOBm4DJgJ9E8pTVzq+APAEODNlNLAxm5XkqTGEhGj/f8sSVJT1FwuwQW4DpgAdAIejoiNACKiU0T8iVxIBDizcqWIKImIlG1DG6pdSZIkSVLdNItLcAFSSnMjYj9yl8EOAMZERCm5Z3O2IHcv55kppSebQruSJEmSpCU1pxlQUkrvAJsAVwIfA0XAN8AjwOCU0sVNqV1JkhrJ9Y09AEmSqtJs7gGVJEmSJDVvzWoGVJIkSZLUfBlAJUlqQBExPlv4blBjj0WSpKbGACpJalIi4tZKq5fXtJ1cqc6oasosjIivIuLpiDg2IlpW0+egKuqWRURpRHweES9GxOUR8YMo4IMUI2JoRJwTEVs0YJsl1XxXVW3TG6rfFS0i9s++q0GNPRZJUvWazSq4kqRVzkJgag3HZ1fx2TxgRqX3HYCewK7ZdmRE7JFSmltDu18Di7LXbYE+QF9gB+AkYFxEDEspPVtN/XHZOObU0EdtDQV2AsYD/26A9pY2DVhQw/EZNRxravYHfpq9HtV4w5Ak1cQAKklqql5JKQ2qY517UkpDK38QEb2AU4HTgR2B04Dza2hj65TS+Er1WwGbAfsAvwTWBZ6OiGNSSrcsXTmltGsdx9yYhqSURjX2ICRJqw4vwZUkrdRSSpNTSr8Fnso+2reO9b9NKb2VUjqP3CO7XgMCuC4iNm/Y0UqStHIzgEqSVhXvZvsO9W0gpfQVMITcpamtgd8vXaamRYgiYvOIuD0rMz8iZkbExxHxeEScHBHts3JDIyKRu/wW4Jal7s0cX99zyEele2XHZ+93z+6vnRoR0yPiqYjYrlL5LhHxx4j4KCLmRsRnEfF/EdGumvbLz68kIjaJiL9HxKSImBcRYyPi7IgoqmpMLL789g9L38ualft99n70cs7xqKzcZxHh35MkqYH5P6ySpFXFptn+f/k0klL6Eii/9PaHEVGrQBsRewFvAEcC/YAElAFrA7sDlwFrZcXnApPJ3QcLUJq9L9+m5HMODSEiTgAeA3YGWgJdgN2AZyNih4joCbwEnEnuPtoWwBrkLoW+bznNfw94FTgEaEduxrk/cB4wKiI6Viq7gNx3Mi97P5slv6vJ2ec3k/u+t4qITane0dn+tpRS2XLGKUmqIwOoJGmlFhE9I+JC4AfkAsgVDdDsY9m+FbBdTQUruYrcrOnDQP+UUtuUUhdywW1H4AayEJVSuiel1Bt4Jat7Ukqpd6Vt6wY4h3z0JBeYLwK6Z+exNvAvcgs3/QW4ltz5fh/olG3HAt8Ce2eBvDp/A94HNsva7gQcRS6Yb5u1D0BK6ZXsu7on++jPS31XvbNynwNPZGWOqqrTiFiP3GJTicX/yCBJakAGUElSU/W97PLLqrbqwsEhS5WbCXwFnAG8COxTw+q1dfGfSq/XXl7hiFgNWCd7e2xK6aPyYyml0pTSiymlYZUXPyqQB2v4jidFxHnV1GsPDE8pnZVSmg6Qjf3H5MLb1uTutd0npfRSylmQUroJuD1r46AaxjUf2COl9J+s7QUppVuBE7Ljx0REv3qc7w3Z/oiIaF3F8fLZzxdSSuPq0b4kaTkMoJKkpqo10KuarVs1ddouVa7ypZrdgdUaaGzTKr0urkX5meRmXwFWb6AxNIRuVP8d9wI611D3oqU/SCl9Cvw3e3tfSqmqy52fyfab1ND2tSmlqh7BczvwObm/vxxQQ/3qPETuktye5FY1rpDd7/mT7O3N9WhbklQLBlBJUlP1fEopqtn2r6bObZXLAUXk7h08EygBbo2IsxtgbKma11UXzj139Pns7RMR8buI2CIiWjbAWPKxcw3fcaSUTq6m3jwWB82lfZXt36vmePk9mdX9IwJU8xzP7J7MF7O3A2qoX6WU0rfAbdnbpS/D3Z3c815Lgfvr2rYkqXYMoJKklVZ26eZHKaWLyD0LFODsiFjuZbPLUXnWc1q1pZZ0LPABuVnY84G3gekR8UhEHJE9b7S5mJxSqi54L8r2E5dzvKpLYMt9UYtjPWsoU5Mbs/2e2TNiy5Vffvv3lNKcerYtSVoOA6gkaVVxG7nZytbU7/LNyiqvovpxbSqklD4GNsv6vp5cGO0I7AXcAby21OquqlrkUzml9F9ys9GtyK1ITEQUAz/Minj5rSStQAZQSdIqIaU0j8WPL1mnprK1sGe2/5bc40JqO4ZvU0ojUkrHp5Q2Inc/6G/IXdI6APhDnuNaWfSp4Vj5PbT5PIqmfBa0/DLcI4A2wPsppdfyaFeStBwGUEnSKiEiioAe2duFNZVdTjt9WBxcRqSUZte3rZTSpJTSn4HLs492WqpI+cJFec36NUNLfw8ARESQe6wLwFtLHa7Ld3U/MB3YKCK2YfGfp7OfkrSCGUAlSauKA1n8/3tLh5dayR6n8iC5Z3cuAKp7TMnS9Vpn4ak6c7N90VKfl2b7rnUY5srg5xHRtYrPjwDWJBc2H1zqWK2/q2w2/M7s7aXAFuT+UeKOug9VklQXBlBJ0kotIjpFxFHAVdlHX7JseKmpfstsxdqzyT3/cxtyAei48udU1sLGwHsRcXJErF8eRrNgeiCLF0h6Yql6Y7L9kIjoUtsxrwTaAo9HxCZQ8T39FLg2O35T9siXysq/qz0iojaPuil/Juj22f7hlNJX1RWWJDWM5rTiniRJy3NIROxR6X1rllyxdgqw/3Ium30jIspXai0i9yzMyv9g+z9y4XNUHce2EXBZts2PiNnkZuvK2x4NXLBUnTuA04AdgK8j4ityM3Wfp5R2qGP/VXkwIhYsp8zWKaXPGqCvujiBXED8T0TMANqRu0cTcvfcnlpFnX8AFwPrA59n39V8gJRSydKFU0rvRsRoYGD2kZffSlIBGEAlSSuTttlWLpG7NPMj4NH/3969B91VlXcc//4IMRfuhGuKJC/BW0CxUewAFt4YLuJEBijUC0YjChQhTlt1Km0lGVqcVmXsFOuFBGOqXAKFxJaKhAihKJ1W0krBcJGYl7tGEq65EcnTP9Y6OZuTc31z3n1M3t9nZs/ZZ6+19llnnz2TPO/a61nA1yKiVfKa/Qr764BfAauA5cAtwNImS5A08iBwFnAiaQR1PDAu9+0BYCFwVUS8JhiMiIcknQRcAhwNHER3n15qthZnRS/WKr2HdJ2+APSTftOHgWuAL0XEptoGEfGspKmkRE7HkZZpadX3m0kB6DPArd3qvJmZNabO/w01MzMz6z5Jlf+U9EXEQAmfdzvpjwJ/HxGfH+rPMzMzzwE1MzOzYUjS4cA00ij5vBbVzcysSxyAmpmZ2bAiaXdSUiqRkg892uMumZkNGw5AzczMbFjIWYgHgGeB9wIbAT96a2ZWIichMjMz2wFJuhk4toMm90TEmUPVnx3E3sAEYD0p0dHnI2JFT3tkZjbMOAmRmZnZDkjSMuCEDprcFRH9Q9MbMzOz9jgANTMzMzMzs1J4DqiZmZmZmZmVwgGomZmZmZmZlcIBqJmZmZmZmZXCAaiZmf1OkTQgKSR9p9d9MTMzs+7yMixmZjYokvqBO+sUbQFeBF4AngKWA/8JLI6IDWX1z4aWpInAqi6cqi8iBrpwHjMz2wF4BNTMzLptF6rrLR4LzAKuBZ6W9HeSxvSiU5Lm5JFVp383MzPrEY+AmplZN3wD+Hrh/W6kIPRI0lqV78vv/wJ4v6TpEVF39CwiJg5lR61rngLe2qT8NmA88DRwSovzmJnZMOEA1MzMumF1RDxQ5/htwBWS+oCrganAZOAWScdExItldtK6JyI2A/V+cwAkbc67mxvcG2ZmNgz5EVwzMxtyebTzJOCH+dBkYHbvemRmZma94ADUzMxKERGvAh8D1udDF0gaV1uvVRZcSaMkXSzpDkmrJW2W9JykRyQtlXSJpLcU6s/M8z5nF45FnW1ioXwXSe+R9BVJP5H0bP6c5yX9LB8/tNn3lbQsn3dZfj8+t3tE0obc5zsknd3O9ZM0VtKnJS2R9LSkTZJ+LWm5pH+U9G5JatJ+qqQFklZKWi/pJUkrctvD2ulDN0g6rXDNP9hG/c8V6k8pHO8vHO9X8glJd+ffa72kn0u6TNIebfZtiqRvSnooX5/1kh6VNE/SUS3adnRfmpkNV34E18zMShMRqyVdC3ySNE/0ZOC6dttLOgi4nTS3tGjvvL0BmAYcBbQMbpq4lPojtHvlcx8FXCjpIxGxqNXJJB0LLAb2LxweTXokeaqkKyLis03aHw8sBA6qKTogb1NIyZ76gIGatmOABUC9QPctebtA0oUR8e1W36UL/p00L3Q88Ang+hb1P55ffxYR/9OgzuvyeU+tOT45bx+VNC0iVtZrLGkE8FXgYqA2iJ+Ut3MlzY6Iv6nTvqz70sxsh+cA1MzMyraEFIAC/CEdBKDAlVT/k38dcBMpic1m4EBSIDYdKGa6XQzcC3wKuDAfq5c8p5gMZ1fgGWARaQmZXwIbgdeTMvt+CtgduFbSlIh4sEmfDwa+n/f/CvgPYANwNCnQPRj4jKRbI+JHtY0lHQcsBUaSlri5HriZFGiOBN5ICuRPr9N2F+BfgRPzoSXANaTlUzaSrtefAm8G5klaHRG3NPku2y0iXpU0n3QtpkmaEBGP1asr6RhSgAxpDnEjf0u6nneQkmGtAn4POJd0XSYASyS9LSLW1Wk/l2qg+1/APGAlaTmhycBFwB8Al0laGxH/VNN+MPelmdnwFBHevHnz5s1bxxvQT/oPdQBzOmg3qdBuaZ3ygVz2nZrjo4FXctkVLT5jXJ1jcyqf20YfJwIjm5QfAjyZz/fdBnWWFb7n48Dr69R5IykQDGBRnfJRuW3keic3+87AmJpjf5bb/hY4vUG7MYW+rgJ27dL9UfkdB+qU9ZGC6QBmNznH3MJ336fJ/RfA1Q3O8cVCncvrlJ9RKJ/V4BwjSEsJBSko3adQtl33pTdv3rwNt81zQM3MrGxrCvv7dtBuX9KIH8BdzSpGxJpm5a1ExECkLK+Nyp8EvpzfntZs7mU2KyKeqHOeR0gjtADH12k3gzTqCilQW9KkT2siYkPlvaSRQOWx3m9FxOIG7TaQRnQhBd5TG36LLomUlKoy2juz3vWTNBb4QH67KCKea3LK1cCnG5RdCvwi75+fr0vRX+bXH0TElQ36+yppFHQTsAdwVqG4tPvSzGxn4ADUzMzK9nJhv63kMNka0kgTwAxJpU0jkbSnpD5JR0g6UtKRVJMp7Uka0WvkBeDfmpTfm1/3lbR3Tdn0/LqJtNZqJ95FmmcJcGOzihGxguofBo7p8HMGa25+nUiaH1nrbKr3R7PHbwFuiPqP1hIRvwX+Ob/dD/j9Spmk8cA789tW1+g5qsvOFK9Rz+5LM7MdkQNQMzMrWzHobHsd0IjYRHW+6FnAypxVdrqkfbrZQQBJEyRdKWmAFET+khSA3J+3qwrV92tyqkciYkuT8rWF/dqAvJL19b7ofM3Udxb271T9zL9bN9IjvLBtoqOhshj4Td4/t0555dgA1dHSRv67g/K3FfaPLuzPb+MavSPX3XqNyr4vzcx2dA5AzcysbMVgbW3DWvXNIiUGAjgU+AxpdHGN0vIoX5C0f8PWbZJ0KrCClBV1QhtNxjQpW9+kDNJcyIoRNWWV7/JMG32odcAg2gCMHWS7jkTEK1RHJs8ojv5KmkRKUAVpLnCr5D2rW5T/urBfXPqnW9eolPvSzGxn4MdEzMysbFMK+w930jAiXgLOlPQO4I9JiWimkP49qyyP8llJ58Qgs7kqrU16LSnIeBn4CnAbKSvqCzlwQtJ7qI7MtZoDur0Gkz21GMyeBPyqzXbN5lp22zxSsDYa+DApgy2k0U+RgvP5bZyn1fVp9PsUr9HHgEbLvNR6zeO+ZdyXZmY7CwegZmZWtpML+3cP5gQRsRxYDiBpN9Jo2TmkIGZPYKGkSRHRbtBVdDZp7UaAMyJiaYN6nSRQGqxnSRl3x7eq2KBtxeaIeKBhzR6JiIck/Rh4N2lN0K/npWM+mqssjYjH2zjVgS3KiyOdxURAxWuk7b1GQ3xfmpntFPwIrpmZlUbSAcCH8tuXgdu395wRsS4ifhgRM4C/zofHUk3gs7Vqm6c8Ir+ubRJ8wmvnWA6V5fn17ZL27LDt/xb239ul/gyFSjKiKZKOAk4hBd0A327zHO9qUV6c63l/YX/IrlEH96WZ2bDiANTMzEohaQSwgOp8yW9FRKdzQFspJqupTQy0sdCXUU3OUXk6aHQejdtGXiJkxqB62JlK9tzXUV0qpV0/pjrCd56kMkZsB+NG4Pm8fy7V5ENrqS5R08rZ+TfZRr7vKr/VGgpBZ0SspJrZ9o8kHd52rzvT7L40MxtWHICamdmQkzSRNNpZGWVaAVzW4TkOk9Tfolrx8d5VNWXFRD6TmpyjsmbkWNJ8vtp+jCDNXRzMY7Gd+h7wZN6fLenkRhUljZO0NRlSzs76pfx2HPAvkvZq0n6UpIskje5Cv9uW1yG9Jr+dAZyW97+Xv0M7DgT+oUHZHOBNeX9uZQ5vQeU+HAksykuz1CVphKRzJB1SOLa996WZ2bDiOaBmZtYNB+S1MSvGAvuQHmftB95HNeHLCmD6IJYVOZS0nMhDpJGxn5KCsy2kYPB0YGau+wRQm+zlnsL+VyVdTgpKK4/mDuQ1I28AvgiMIi3N8XZS8PxC/j6zSMtx/AQ4rsPv0JGI2CTpHNII2mjgVknXATcBj5GCpsNJSYbOAo4kLVtScQUwFTg1vz4o6Zuk0dG1wG7AG0hzMM8k/WYLhvI7NTAXuCh/fkW7j99CuhfOk9RHSmT0GHAwaTT1zFxnALi8tmFE3CjpKuB80vX7eX5/Byl77hjSWqXHkK7xwcBbqf5hYHvvSzOzYUWtM5ubmZltK4/63NlBk+dJa2fOyaNejc47QFr6ZEFEzBzE5z0BvD8i7qtz7oXUGdXM+iJiINf7OGmUs9GTQgtJQVNljujUiFhW81nLgBOAuyKiv1FnJc2kmul1ax9q6kwDrqf145vbtM+PG18JfJLW2XrXAfs3+33aVfgdH4uIiW3U/ynVebXLI6LpHNua++EU4M/zaz1PANMi4hf1CvOj1nOAS2j9x/lXgCMi4tE6/Wim4X1pZjaceATUzMy6bQvwEvAiaSRoOWn0cfF2BjZ3k0ahTiQFdhNIj16OJS0dcj9pzuTciFjX4BwfAe4ljWS9CdiDOkFmRMyX9DDwOdIo596k+ZT3AfMj4oY2Hrvsmoj4kaTDgD8hJbGZDOxFmtP4FOnaXF8veM2PsZ4v6WukIPQE0qjdHqSA83HSvMglwPe7EXwO0nepBqBXd9j2FdIo+3mkDLpvJt0Xq0ijxV9uNuIeEVuASyXNBy4ApgF9pGu8kXSN/4/0B4ebI6KYPbcb96WZ2bDhEVAzMzPrOUlzSQHyBmB8RDzfon4/1ZHHbUagzczsd5OTEJmZmVlPSdod+EB+e1Or4NPMzHZcDkDNzMys1y4kPRIM8I1edsTMzIaW54CamZlZqSTtSsosOwo4npQACFLCpnsaNDMzs52AA1AzMzMr2yFU11utWA9c3IO+mJlZifwIrpmZmfXSb0hrYx4XEQ/0ujNmZja0nAXXzMzMzMzMSuERUDMzMzMzMyuFA1AzMzMzMzMrhQNQMzMzMzMzK4UDUDMzMzMzMyuFA1AzMzMzMzMrhQNQMzMzMzMzK8X/A4EOUa6jIWKXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ScGBNst7Qh8he8dEq38aSDQk9BBiQUnp2ibyTyJ73L8juZQHZM/kv2bzBDVJKNb1XtbHu4X/AN8m+D0+T/bGhM9kzfgu4gixYXOpnU01588nmC1f0rpbnZT0O7JWvhFyTY4ELgPfJhq32z7darSKb388mwDksmkNM/vlcYOOU0n9qU1YtvUf27+lqsnmvU8me33TgebKh61ullKZXV4AkraiiERdrkyRJkiSpWvaASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKHwPaCPr0aNHKisra+pmSJIkSVKTeO21175IKfWs6poBaCMrKytj1KhRTd0MSZIkSWoSETGuumsOwZUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqShaNXUDJEmS9PWSUmLGjBlMnz6d2bNns3DhwqZukqQ6atWqFV26dKG0tJRWrRovbDQAlSRJUqNJKfH5558za9YsSktL6d27Ny1btiQimrppkmoppcT8+fP58ssv+fjjj+nfvz8tWjTO4FmH4EqSJKnRzJgxg1mzZtG/f3+6du1Kq1atDD6lZiYiKCkpoU+fPrRq1YopU6Y0WtkGoJIkSWo006dPp7S0lJYtWzZ1UyQ1UETQtWtXZs2a1WhlGoBKkiSp0cyePZuOHTs2dTMkNZL27dszZ86cRivPAFSSJEmNZuHChfZ+Sl8jLVq0oLy8vPHKa7SSJEmSJHDOp/Q10tj/ng1AJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmirKyMiGDkyJFN3ZTlIiKICMaOHdvUTVmpGYBKkiRJK6DZs2dz1VVXsddee7H66qvTvn17OnTowBprrMEBBxzArbfe2qivx6jO2LFjOeuss7j00kuXe136+mvV1A2QJEnSymeTfQ9r6iY0yJt/v2W5ln///fczdOhQJkyYUHmuQ4cOtGjRgrFjxzJ27FjuvfdefvWrX3HLLbewww47LLe2jB07lrPPPpv+/ftz0kknLbd6tHKwB1SSJElagdx4443ss88+TJgwgQEDBnDLLbfwxRdfMHPmTKZPn87UqVO55557GDx4MJ999hnPPvtsUzdZqjV7QKVmYPDgwQBf2zkZkiQp89Zbb3HsscdSXl7O7rvvzj333EO7du0WS9OlSxf2339/9t9/f+666y4+/vjjJmqtVHf2gEqSJEkriDPOOIN58+bRr18/br/99qWCzyUdeOCB/PznPweyP1RHBGVlZdWmv/HGG4mIyj9uL0tZWRnbb789AOPGjatcyKdiu/HGGyvTLmuRn7Fjx1amWdLgwYMry5s6dSq/+tWvWHfddWnfvj1du3atTDd58mRuuukm9t9/f9Zdd106depEhw4dWH/99fn5z3/OZ599Vqv7UtOxB1SSJElaAXz66ac8+OCDAJxwwgl06dKlVvmqCugaS8+ePZk+fTpTpkyhRYsW9OzZc7HrywqQ62rSpElsttlmfPDBB5SUlNCmTZvFrp9//vlcfPHFlcedO3dmzpw5vPfee7z33nvceuutPPHEE2y88caN2i41HntAJUmSpBXAyJEjSSkB8L3vfa+JW5N59dVXue+++wBYbbXVmDBhwmLbQQcd1Kj1nXPOOSxYsICHH36Y2bNnM336dEaNGlV5vV+/fvzf//0fr7/+OjNmzGDatGnMmzePUaNGscsuuzBp0iQOOeSQyueoFY89oJIkSdIK4L333gOgpKSEAQMGNHFrmsa8efN46KGH2HDDDSvPrb322pWfTz755KXytGzZks0224wRI0YwcOBA3nnnHZ599lm22267orRZdWMPqCRJkrQC+PLLLwHo1q3bch1WuyLbbbfdFgs+66KkpISddtoJgBdeeKExm6VGZA+oJEmSpBXCt7/97WWmGT16NFdeeSXPPvssY8eOZebMmUsNuXUxohWXAagkSZK0AujevTsAU6ZMIaW0UvaCLrnI0ZL+9re/8aMf/YgFCxYA0KJFC7p06UJJSQkAM2fOZNasWcyaNWu5t1X14xBcSZIkaQWw3nrrAdk8yPfff7+JW9M0WrZsWe21SZMmcfTRR7NgwQIOOuggRo0axdy5c5kyZUrlokgVc0RdhGjFZQ+oJEmStALYbrvtiAhSSvzjH/9g3XXXrVP+Vq2yX+3nzp1bbZpp06Y1qI01admyJQsXLqy2/obW/fDDDzNz5kzWX399br/9dlq0WLovbeLEiQ2qQ8ufPaCSJEnSCmDVVVdl9913B+CKK65g+vTptcpX0dvXtWtXAD7//HPmz59fZdpXX321zu2qCPSW1atYUf8nn3zSaHUXqih34403rjL4TCnx1FNPNagOLX8GoJIkSdIK4rzzzqOkpIRPPvmEQw45pMbeTIC77rqLP/3pTwCss846lJSUkFLi/vvvXyrt//73P+699946t6lz587AsnswN9poIwBGjBix1LV58+Zx6aWX1rnuQl26dAHg7bffrjIYvu666xgzZkyD6tDyZwAqSZIkrSA23XRT/vznPxMRPPjgg3zzm9/k1ltvZfLkyZVppk2bxn333cf222/PQQcdxIwZMwBo06YNe++9N5C9L/P555+nvLyc8vJyHnvsMXbaaSfatWtX5zZ94xvfoHXr1kybNq3GAPbAAw8EskDwhhtuYN68eQC888477L777g1emfa73/0uEcHbb7/NCSecwNSpUwGYPn06F110ET/5yU8qF3LSissAVJIkSVqBHHnkkdx3332sssoqjB49msMOO4zu3bvTqVMnOnfuTNeuXdl///0ZOXIk/fv3Z4cddqjMe8EFF9C9e3c+/vhjttlmGzp16kSHDh3YZZdd6Nq1K2eddVad29OhQwcOPvhgAA444AC6du1KWVkZZWVl3HPPPZXpjjrqKLbYYgvmzZvHEUccQceOHenSpQsbbrgh//rXv7jhhhsa9FwGDBjASSedBMCVV15Jt27dKC0tpbS0lFNPPZUdd9yRY489tkF1aPkzAJUkSZJWMPvssw8ffPABf/7zn9l9991ZddVV+eqrr/jqq68oKyvjgAMO4Pbbb+f9999n2223rcy35ppr8vLLL3PwwQfTs2dPFi5cyKqrrsoZZ5zBCy+8UDmctq6uvvpqTjvtNAYMGMC8efMYN24c48aNY+bMmZVpWrduzeOPP84vf/lLysrKaNGiBR06dGDIkCG89tprbLLJJg1+Ln/605+49tpr+eY3v0lJSQlfffUVm266KZdeeikPPvhg5UJMWnGFSxQ3rkGDBqVRo0Y1dTP0NTN48GAARo4c2aTtkCRpWd57773K14lI+nqo67/riHgtpTSoqmv2gEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKknN1ODBgytf0SNJktQcGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJUrMQEUQEY8eObeqmqJ6aXQAaEb0j4rKIGBMRcyNiYkTcHxE7NkLZa0bEJRHxXkTMjIhp+edhEbFdY7RfkiRJqo25c+dy3XXXsf/++7PGGmvQsWNHSkpK6N27NzvssANnnnkmb731VlM3s1GMHDmSs846i+HDhzd1U7SctWrqBtRFRGwMPAV0z09NB3oAewJ7RMTpKaUL61n2EcCVQLv81CygNbBuvpUDz9S/9ZIkSaqw/onnN3UTGuTdy05fruXff//9HHPMMYwfP77yXNu2benQoQOTJk3i6aef5umnn+a8885jp5124vbbb6dHjx7LtU3L08iRIzn77LP58Y9/zD777FNtugEDBgDQunXrIrVMja3Z9IBGRDvgH2TB5xvAhimlLkA34GIggAsiYud6lP0D4Hqy4PNKYK2UUseUUnugN3AY8GKj3IgkSZJUg7/+9a/ss88+jB8/ngEDBjBs2DA+++wz5syZw+TJk5k/fz6vvfYa5557Ln379uXxxx/nk08+aepmF8Xo0aMZPXo0/fr1a+qmqJ6aUw/oMUB/YCawV0rpU4CU0nTglIhYC9gHuAB4rLaFRsQqwF/IAtjTU0oXFF5PKU0Ebm2MG5AkSZJq8vrrr3P88cdTXl7O3nvvzd/+9jfatm27WJqWLVsycOBABg4cyKmnnsq5555rj6CajWbTAwocmu9vrwg+l3BRvh8YEevWodzjyHpR3wd+34D2SZIkSQ3y61//mvnz59O/f39uvfXWpYLPJbVp04Zzzz2XDTbYYKlr5eXl3HLLLey000707NmTNm3a0LdvXw466CBefvnlKss766yziAiGDBkCwE033cQWW2xBp06d6Ny5M9tvvz2PP/54jW2aP38+V155Jdtssw2lpaWUlJTQv39/jjjiCN57773F0o4dO5aI4Oyzz66sr2KhoaoWHFrWIkSzZs3ij3/8I9/5zncoLS2lbdu2rLnmmnzve9/jtttuY8GCBTW2Xctfs+gBjYhOwGb54aPVJHsJmAZ0AXYARtey+IrA9uaUUnm9GylJkiQ1wMcff8zDDz8MwIknnkjHjh3rXdaMGTPYb7/9eOKJJ4AscOvUqRPjx4/nrrvu4p577uGyyy7jpz/9abVlHHXUUfz1r3+lZcuWdOjQgenTpzNy5EieffZZ7rrrLvbff/+l8owfP57ddtuNN998E4AWLVrQoUMHPvroI2644QbuuOMObrvtNvbbbz8g683t1asXM2fOZNasWbRt25YuXbosVmbLli1rdc/vvvsue+yxR2Vw2qpVKzp27MiHH37Ihx9+yP33389WW21FWVlZrcrT8tFcekDXIxsiC/BOVQny4PH9/HD92hQaEd2Bb+SHz0fEDhHxaERMiYjZEfFuRFwYEc13RrckSZKahWeeWbTe5R577NGgsn70ox/xxBNPsPHGG/Pggw8ya9Yspk2bxpQpUzj//PNp1aoVJ554InfccUeV+UeMGMFtt93GVVddxfTp05k2bRoffPAB2267LeXl5fzsZz/jq6++WizPggUL2HvvvXnzzTfZdtttefbZZ5kzZw7Tp09nwoQJ/OIXv2Du3LkcdthhjBkzBoDVVluNCRMmcMoppwBw0EEHMWHChMW21VZbbZn3O3nyZHbddVfGjh3LGmuswfDhw5k1axZTpkxh+vTpPPfccxx++OG0atUs+t++1ppLANqn4PNnNaSruNanhjSFvlHweWfgiXxf8WeW9YBfAf+KiPVqWaYkSZJUZxXDU9u2bcs3vvGNZaSu3hNPPMHw4cMpKyvj6aefZvfdd6ddu+xFD127duW0007j3HPPpby8nGuuuabKMqZOncr111/PscceS/v27QFYY401+Nvf/kabNm0YP348L764+BqdN910E6+++iqbb745jz32GNtssw1t2rQBoFevXvzxj3/kuOOOY/bs2VxyySX1vr+qXHjhhXz88cf06NGD5557jr333ruy7k6dOrH11lszbNgwVl111UatV3XXXALQDgWf59SQbna+r+14ha4Fn08n613dIqXUOS9jd+BzoB9wb0RU+SeTiBgaEaMiYtSkSZNqWbUkSZK0yOTJk4EsSIyIKtP87ne/o3fv3kttJ554YmWam266CYAhQ4ZQWlpaZTmHHHIIAK+88goLFy5c6vrqq69emaZQnz59+Na3vgXA22+/vdi1inp/8pOfUFJSUmO9y5pHWle33HILAKeccoor5K7gmksfdNX/AhuuMABfCOybUvofVA7pfTh/P+gDZL2h+wJ3L1lISula4FqAQYMGpeXUVkmSJK3kZsyYwcSJE5c6P23atMrPFT2Tl1xyCVdddVWN5c2ZM4cvv/ySVVZZZbHzgwYNqjYIrgjwpkyZUnnuq6++4pVXXgHg5z//Ob/61a+qzFsR7H788cc1tqsuxo4dy4QJEwDYfffdG61cLR/NJQCdWfC5HTCjmnTtq0hf23IfrAg+C6WUHoyI/wDrAN+ligBUkiRJaqiK3sqpU6eSUqoyALzwwgu58MILK49/+MMfctttty2WZvz48UAWlBYGptWZPXv2Uuc6depUbfqKlXkLV5SteD9pxedlmTOnpkGNdVMYkK+++uqNVq6Wj+YyBLdw3mffGtJVXBtfj3LfrzbVomvLngEtSZIk1cN662VLjsydO5f//ve/9S6nvDx7scOIESNIKVW7jR49mtGjRzfKqrAVdQK8+eabNdZbsTWWxixLy19zCUBHAxXfrKVfcgRERAtgQH74bi3L/YBFc0pr88312y1JkqTlYrvttqv8/OCDD9a7nF69egHZa0mKpXv37pWvSylmvQC9e/eu/Dxu3Lii1q26axYBaEppBjAqP9ypmmRbkL0DFODJWpZbDozMD9etIWlFYOs3WpIkScvFaqutxm677QbAZZddxsyZtZ1Vtrhvf/vbANx7772N1rZlad26NYMGDQLgvvvuq3P+Fi2ysKQ+vZllZWWVQehDDz1U5/wqrmYRgOZuz/eHRkRVr1k5Jd+/llKqaTjtkm7J93tExNpLXoyIPcjmfwL4jZYkSdJyc95559GmTRvGjRvHD3/4Q+bOnVvnMoYMGQLAqFGjuPnmm2tMW5s5onWt99577+Xpp5+uMW3hAkYAnTt3BrL5r/Vx2GGHAXDxxRfz6aef1qsMFUdzCkCvIeuB7AQ8EBHrA0REp4j4A7Bfnu70wkwRURYRKd+GVFHuncBrZAsy/T0iNs/ztYiIXYG/5uleAeo/FkKSJElahoEDB/KXv/yFFi1aMGLECDbddFOGDRtWubAQZL2EY8aM4aKLLuLRRx9dqoxdd92V/fbLfjU+4ogj+O1vf7tY/ilTpjBixAiOP/74xRY0aqgjjzySLbfckvLycvbcc08uu+yyxRYk+vzzz7njjjsYPHgwl1122WJ5N9ggm2X3/PPP12v+669+9Sv69evHF198wTbbbMM//vGPykWRZs6cyciRI/nBD37AJ5980oA7VGNoLqvgklKaExF7kw2vHQi8ExHTyd7X2YJsfubpKaXH6lhueUTsAzwDbAi8EhEzgJYsWlX3feCA5AxnSZIkLWdHHnkkq6yyCkOHDuX999/nyCOPBLLVZzt27MiMGTOYN29eZfrddtuN0047bbEybr75ZsrLyxk+fDjnnHMO55xzDl26dCGlxPTp0yvT7bvvvo3W7tatWzNixAj2228/XnjhBU466SROPvlkunbtyoIFCxYbUrz99tsvlnfw4MGstdZajBkzhgEDBtCjRw/at89+FX/++edZddVVa6y7e/fuPPzww+y+++58+OGH7L333rRu3ZoOHTos1qvamAG36qfZBKAAKaU3I2JD4DRgT6Af8CVZ7+QlKaVazf2sotxPImITsmG8+wNrkgW0bwD3AJenlOo3CF+SJEmqo7322osPPviAW2+9lYcffpjXX3+dSZMmMX36dEpLSxkwYABbbbUVhx56KOuvv/5S+Tt06MDf//53HnzwQYYNG8bLL7/MpEmTaNGiBWuvvTbf+ta32GKLLRZb+KgxrLLKKjzzzDPceeed3Hbbbbz22mtMnjyZNm3asO6667LVVlux//77893vfnexfK1bt+bJJ5/kzDPP5Omnn2bChAlMmjQJyN4xWhsbbbQR77zzDldccQXDhw/nP//5D3PnzmXNNddk44035qCDDlpmIKvlL+zUa1yDBg1Ko0aNWnZCqQ4GDx4MwMiRI5u0HVqx+L2QtCJ67733Kl8nohXb++9ny6YMGDBgGSm1sqvrv+uIeC2lNKiqa81pDqgkSZIkqRkzAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZJUgyFDhhARnHXWWXXOe+ONNxIRDB48uNHbVVeDBw8mIrjxxhubrA2tmqxmSZIkSdWaO3cut9xyC4888givv/46kyZNYsGCBXTr1o3111+frbbaiu9///tsvPHGTd1UqdYMQCVJklR06/zx703dhAb5zyn7Ltfy77//fo455hjGjx9fea5t27Z06NCBSZMm8fTTT/P0009z3nnnsdNOO3H77bfTo0eP5dom1U+XLl0YMGAAq6++elM3ZYXgEFxJkiRpBfLXv/6VffbZh/HjxzNgwACGDRvGZ599xpw5c5g8eTLz58/ntdde49xzz6Vv3748/vjjfPLJJ03dbFVj3333ZfTo0dx8881N3ZQVgj2gkiRJ0gri9ddf5/jjj6e8vJy9996bv/3tb7Rt23axNC1btmTgwIEMHDiQU089lXPPPZfWrVs3UYulurEHVJIkSVpB/PrXv2b+/Pn079+fW2+9dangc0lt2rTh3HPPZYMNNljqWnl5Obfccgs77bQTPXv2pE2bNvTt25eDDjqIl19+ucZyx4wZwzHHHMOaa65J27Zt6datG9tuuy3XX389CxcurDHvTTfdxBZbbEGHDh0oLS1l++2354EHHgCgrKyMiGDkyJGL5TnrrLOICIYMGUJ5eTlXXnkl3/rWt+jatSsRwb/+9S8A5s+fz4MPPsjRRx/NJptsQo8ePWjbti39+/fn0EMP5bXXXqu2XYV1f/TRRxx11FGsttpqtG3bljXWWINTTjmFadOm1XhvAAsXLuTSSy9lk002oX379pSWlrLnnnsyatSoKtPXZhGi9957j2OPPZZ11lmHDh060LVrVzbaaCNOOOGEpe6pIc9gRWAPqCRJkrQC+Pjjj3n44YcBOPHEE+nYsWO9y5oxYwb77bcfTzzxBAARQadOnRg/fjx33XUX99xzD6effjo//OEPl8r7wAMP8P3vf5+5c+cC2RzGWbNm8dxzz/Hcc89x5513Mnz4cDp06LBU3qOPPprrr78egBYtWtCmTRueeeYZRo4cyaWXXrrMdqeU2G+//RgxYgQtW7akU6dOi11/7LHH2GuvvSqP27dvT0Tw0Ucfcfvtt3PXXXcxbNgwDjvssGrr+N///seBBx7IpEmT6NixIxHB2LFjufjiixkxYgTPPvssffr0qTLvV199xZ577skjjzxC69atKSkpYcqUKTz44IM8+eSTPPXUU3z7299e5n0WuuKKKzj55JMrA/sOHTowf/583n77bd5++23eeuutxQL2xngGTckeUEmSJGkF8Mwzz1R+3mOPPRpU1o9+9COeeOIJNt54Yx588EFmzZrFtGnTmDJlCueffz6tWrXi/PPP5/XXX18s35gxY/jBD37A3Llz2W677Rg9ejRTp05lxowZXHPNNZSUlPDEE09w4oknLlXnDTfcUBl8nnbaaUyePJkpU6YwYcIEjjzySH75y18yadKkGtt933338cgjj/CXv/yF6dOnM2XKFCZOnMiaa64JQMeOHTn88MN58skn+eKLL5g1axZz5sxh3LhxnHTSSXz11VcMHTqUjz76qNo6TjnlFLp06cJzzz3HjBkzmDVrFsOHD6dHjx7873//48c//nG1ef/85z/zyiuvcOeddzJz5kxmzJjBm2++yYYbbsjcuXOrfC41ufvuuznhhBNYuHAhBxxwAO+++y4zZ85k1qxZfPbZZ9x6661sttlmi+VpjGfQlAxAJUmSpBXAe++9B2Sr3X7jG9+odzlPPPEEw4cPp6ysjKeffprdd9+ddu3aAdC1a1dOO+00zj33XMrLy7nmmmsWy3v++ecza9Ys1lprLR566CEGDBgAQElJCUOHDuXyyy8HYNiwYfzvf/+rzJdS4pxzzgGyXtDzzz+fLl26ALDKKqtw/fXXs9NOOzF79uwa2z5z5kwuv/xyjjvuONq3b1+Zv3PnzkD2Hsthw4axww470L1798p8q6++OpdccglHHHEEc+fO5YYbbqi2jnnz5vHwww+z9dZbA1lP7d57781dd90FwOOPP87zzz9fZd6pU6cyYsQIDjzwQNq0aQPAxhtvXPlezVdffZVx48bVeI8VFixYwM9//nMADj74YO6++27WW289IOux7tOnD4ceeigXX3zxYvka4xk0JQNQSZIkaQUwefJkgMp5j1X53e9+R+/evZfaCnvebrrpJgCGDBlCaWlpleUccsghALzyyiuVQz9TStx7770AnHzyyZUBYKGjjjqKfv36kVLinnvuqTz/+uuvM3bsWABOPfXUKuv81a9+Ve29V+jevTtHHHHEMtNVp2Jo6gsvvFBtmgMPPJC11157qfPbb7893/nOdwAWu7dC22yzTWXgWmizzTZj1VVXBeCdd96pVVuffPJJPvnkE1q2bMlFF11Uqzy1UZtn0JScAypJkiQ1EzNmzGDixIlLnS9cPOfFF18E4JJLLuGqq66qsbw5c+bw5Zdfssoqq/DBBx9UlrP99ttXmb5FixYMHjyY2267bbHhu2+88QYAvXv3rjK4A9hyyy1p3bo1CxYsqLY9gwYNolWrmkOUyZMn8+c//5mHH36Y999/n2nTpi21MNJnn31Wbf6aFgPabrvtePHFF5camlxh8803rzZvv379+OSTT5gyZUqN7a/w0ksvAbDJJpvQr1+/WuWp0NBn0JQMQCVJkqQVQEVv5dSpU0kpVdkLeuGFF3LhhRdWHv/whz/ktttuWyzN+PHjgSworc2qrhXDYgvnZ9YUEFX09BWm/+KLLwCqXbwHshV7u3fvzoQJE6pN07Nnzxrb+u6777LDDjssFoR36tSJdu3aERHMnz+fKVOmMGvWrGrLqOneKq5VN1d1yUWRClWsWFxTgF2o4h5WX331WqWv0BjPoCk5BFeSJElaAVTM/5s7dy7//e9/611OeXk5ACNGjCClVO02evRoRo8eTVlZ2VJlzJs3r051ppTq3d5CLVu2rPH64YcfzsSJExk4cCCPPPIIM2bMYPr06UycOJEJEyZw9913N6g9jXUfy7Ou5f0MljcDUEmSJGkFsN1221V+fvDBB+tdTq9evYCsp6wuCnsfa1pI55NPPlkqfcXnit7XqsyfP58vv/yyTm0q9NFHH/HKK6/QsmVL/vGPf7DLLrss9aqaqoYnL6mmoakV7V9WT2xj6N27N1Dzs15SYz2DpmQAKkmSJK0AVlttNXbbbTcALrvsMmbOnFmvcireQ1mxoFBtrbnmmnTt2hWAp59+uso05eXlle+kHDhwYOX5b37zmwBMmDCBMWPGVJn35ZdfrvXw1KoUBr7VDaOteO9pTQpfd1PdtcJ7W1623HJLAN566y0+/fTTWuVprGfQlAxAJUmSpBXEeeedR5s2bRg3bhw//OEPmTt3bp3LGDJkCACjRo3i5ptvrjFt4RzRiGC//fYDsgC4qlemXH/99Xz66adEBAcccEDl+YEDB9K/f38A/vjHP1ZZ1x/+8Ic63ceSKl7rMnHiRD7//POlrv/73//m9ttvX2Y5d955Jx988MFS55999tnKlWO///3vN6ittbHjjjvSr18/Fi5cyC9/+cta5WmsZ9CUDEAlSZKkFcTAgQP5y1/+QosWLRgxYgSbbropw4YNW2xoa0qJMWPGcNFFF/Hoo48uVcauu+5aGUgeccQR/Pa3v10s/5QpUxgxYgTHH3/8YgsaAZx++ul06NCBzz77jD322IP3338fyOaEXnfddZxwwgkAHHnkkYutdhsRnHnmmQBcffXVnHnmmUyfPh3IFvQZOnQojz76aJWvdqmt9dZbj1VXXZWUEgcddFDle0gXLFjAfffdx0477bTUcNSqtGnTht12261yteDy8nLuv//+yoB6p512Yquttqp3O2urdevWle/4vOOOOzjwwAMZPXp05fXx48cv9syh8Z5BUzIAlSRJklYgRx55JMOHD6d37968//77HHnkkfTt25d27drRs2dP2rVrx9prr82pp57KF198wW677cZpp522WBk333wz++yzDwsXLuScc86hb9++dO3alS5dulBaWso+++zDU089tVTda621FnfccQdt27Zl5MiRrLvuunTr1o1OnToxdOhQ5s2bx4477sill166VN4jjjiCww8/HMh6cktLSyktLaVXr15cf/31/OlPf6JHjx4AlJSU1Pm5tGjRgssvv5wWLVowcuRIvvGNb9C5c2c6duzI/vvvT0lJSZXtWtIf//hHpkyZwlZbbUWnTp3o2LEj3/ve95g0aRJrr7125XtUi+Gggw7i4osvpkWLFtx9992st956dOrUifbt29O3b1+GDh3KW2+9VZm+sZ5BUzIAlSRJklYwe+21Fx988AHXXnst++67L/3796dFixZMnz6dbt26sd1223H66afzzjvv8NBDDzFgwIDF8nfo0IG///3vPPDAA+y3337069ePOXPmMH/+fNZee20OOeQQLrvsMn77299WWfe///1vjj76aMrKypg9ezbt27dn66235tprr+XRRx+lQ4cOS+WLCIYNG8awYcPYfPPNKSkpIaXE4MGDefDBB/npT39a2StaMde0rvbdd1+eeuopdtppJzp16sSCBQvo378/p5xyCm+88UblK2JqsvbaazNq1CiOOOIIunTpwsKFCykrK+MXv/gFo0aNqvFVMsvDz3/+c9544w0OP/xwysrKWLBgAW3btmXjjTfmxBNP5JJLLlksfWM8g6YUK+ryvM3VoEGD0qhRo5q6GfqaqXhhcsWkfwn8XkhaMb333nuVrxPRiq1ieO2SwevyMmbMGNZee23atGnDjBkzaNOmTVHqrVBWVsa4ceN4+umnK/8fqtqp67/riHgtpTSoqmv2gEqSJEla7ioWIdp2222LHnxqxWEAKkmSJKlRHH744dxzzz2Lve/zww8/5Pjjj+faa68F4Be/+EVTNU8rgFZN3QBJkiRJXw+PP/44N954I5DNQ23RogUzZsyovH7GGWew6667NlHrtCIwAJUkSZLUKC666CJGjBjBG2+8wcSJE5k9ezZ9+/bl29/+Nscffzw77LBDUzdRTcwAVJIkSVKjOPjggzn44IObuhlVGjt2bFM3QTgHVJIkSZJUJAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmS1EzdeOONRASDBw9u6qY0ipEjRxIRlJWVFa3OIUOGEBGcddZZRatzZWYAKkmSJK0gKoKhr0tA2ZSmTp3KWWedZWC5gmnV1A2QJEnSyuf7Nzzd1E1okLsP376pmwBAly5dGDBgAKuvvnpTN6VRtG/fngEDBtCvX78GlzV16lTOPvtsgBqD0D59+jBgwAB69OjR4Dq1bAagkiRJUjO17777su+++zZ1MxrNt771LUaPHl3UOi+44AIuuOCCota5MnMIriRJkiSpKAxAJUmSpGaqpkWIysrKiAhGjhzJ5MmT+fnPf84aa6xBSUkJ/fr148wzz+Tzzz+vsfybbrqJLbbYgg4dOlBaWsr222/PAw88sFT5hWqzqM/gwYOJCG688cbFzte0CFF5eTk33ngj22+/Pd27d6d169b07NmTDTbYgCOOOIJHHnlksfLXWGONyuOIWGwrbFtt2vvoo49ywAEHsOqqq1JSUkLv3r3ZcsstOe+88/j444+rzaelOQRXkiRJ+hr75JNPGDJkCOPGjaN9+/ZEBJ999hl33303L774Iv/+97/p1q3bUvmOPvporr/+egBatGhBmzZteOaZZxg5ciSXXnppke8CDjvsMG6//fbK4y5dujB9+nS++OIL3n33Xd5991123XVXAEpLS+nRowdffPEFAL169VqsrI4dO9aqzvnz53PkkUdy6623Llbvl19+ycSJE3n55Zf56quvXOioDppdD2hE9I6IyyJiTETMjYiJEXF/ROxYz/KGRERaxjazse9DkiRJKoaf/exndOvWjRdffJFZs2Yxc+ZMRowYQefOnfn000+rnP94ww03VAafp512GpMnT2bKlClMmDCBI488kl/+8pdMmjSpaPfw7LPPcvvtt9OiRQsuueQSpk+fztSpU5k7dy6fffYZN954I1tvvXVl+vvuu49XX3218njChAmLbaecckqt6j355JO59dZbadmyJb/97W+ZMGECU6dOZc6cOfznP//hoosuom/fvo1+v19nzaoHNCI2Bp4CuuenpgM9gD2BPSLi9JTShfUsfgEwuZprs+pZpiRJktSkSkpKeOKJJ+jePfsVulWrVnzve9/j2GOP5Q9/+AP33HMPf/jDHyrTp5Q455xzgKwX9Pzzz6+8tsoqq3D99dczfvx4HnrooaLdw0svvQTAzjvvzEknnVR5PiLo06cPP/7xjxu9znfeeYerrroKgL/85S8MHTq08lqrVq34xje+UetAVos0mx7QiGgH/IMs+HwD2DCl1AXoBlwMBHBBROxczypeTCn1rmZbq1FuQpIkSSqyoUOHVgafhb773e8C8OGHHzJr1qL+ltdff52xY8cCcOqpp1ZZ5q9+9avGb2gNOnfuDMDnn39OeXl5Ueq85ZZbSCmx7rrrLhZ8qmGaTQAKHAP0B2YCe6WU3gFIKU1PKZ0CDM/TuYayJEmSlNt8882rPF84L3Lq1KmVn9944w0Aevfuzdprr11l3i233JLWrVs3XiOX4bvf/S5t2rTh9ddfZ/Dgwdx666189tlny7XOil7X3XfffbnWs7JpTgHoofn+9pTSp1VcvyjfD4yIdYvUJkmSJGmF1qlTpyrPl5SUVH5esGBB5eeKhXv69OlTbZlt2rSpsld1eVl77bW56qqraNeuHc899xyHHXYY/fr1Y4011uC4446rDJob08SJEwFYffXVG73slVmzCEAjohOwWX74aDXJXgKm5Z93WO6NkiRJkr6GUkpN3YQqHXHEEXz44Ydceuml7L333nTv3p2xY8dy9dVXs9lmmy02V7UxrKjPoblrFgEosB7ZHE+Ad6pKkFIqB97PD9evRx0bRMQ7ETEnImZExNsRcUlErLHsrJIkSdLXQ8+ePQEYP358tWnmz5/Pl19+WeW1Vq2ydU7nzp1bbf5p06ZVe60mvXr14sQTT2T48OFMmjSJV155hX333ZeUEmeeeSZvvfVWvcqtSu/evQEYN25co5Wp5hOAFvb/1zTYu+Ja9eMFqteDLNCdDbQFNgBOAt6JiEPqUZ4kSZLU7Hzzm98EsleXjBkzpso0L7/88mLDdgt17doVyN4/WpVZs2bx3nvvNbidEcHmm2/O3Xffzaqrrkp5eTnPP/985fUWLRaFOvXpzdxyyy0BePjhhxvcVi3SXALQDgWf59SQbna+r92bZTOfAb8FNgTappS65/n3AN4F2gE3R8S2dShTkiRJapYGDhxI//79AfjjH/9YZZrC17YsaaONNgLgscceq7IX9JJLLmHevHl1atP8+fOrvdayZcvKBZEKy61YORcWX2Sptg477DAigtGjR3PNNdfUOb+q1lwC0Fh2kvpJKT2WUjonpfROSml+fm5eSukh4DvA/4CWQLXvF42IoRExKiJGFfOFvJIkSfp6WrBgAV988UWNW3U9kA0VEZx55pkAXH311Zx55plMnz4dgEmTJjF06FAeffRR2rdvX2X+vfbai3bt2jFp0iR+9KMf8fnnnwPZsNvf/e53nHXWWXTp0qVObTr99NM54IADGD58OJMnT648P3HiRE444QQ+/PBDIoKddtqp8lrXrl3p27cvADfccEOd6gPYYIMNOOaYYwD4yU9+wllnnVV5LwsXLuS///0vZ511FldffXWdy16ZNZcAdGbB53Y1pKv4VzCzhjS1llKaBlTMZt4yInpWk+7alNKglNKgijHzkiRJUn29+OKL9OzZs8bthRdeWG71H3HEERx++OEAnHfeeZSWllJaWkqvXr24/vrr+dOf/kSPHj2AxVfTBSgtLeXCC7O+m7vvvptevXrRrVs3SktL+fWvf81vfvMbNt100zq156uvvuLee+9l3333pXv37nTp0oXOnTvTu3dvrrjiisp2brjhhovlO+qoowD4xS9+QceOHSkrK6OsrIxLL720VvVeeumlHHjggSxcuJCzzz678l7atm3LOuusw9lnn82ECRPqdC8ru+YSgBbO++xbQ7qKa9XPmK67l/N9AGWNWK4kSZK0QooIhg0bxrBhw9h8880pKSkhpcTgwYN58MEH+elPf1rZK1ox57PQCSecwJ133smWW25J+/btKS8vZ6uttuLvf/87v/nNb+rcnpNPPpnLL7+cvffem3XWWYeUEvPmzWO11VbjoIMO4tlnn+X0009fKt9vfvMbfv/737PxxhuTUmLcuHGMGzeu1kNyS0pKuPPOOxkxYgR77bUXvXr1YtasWfTo0YMtt9yS3/3udxx99NF1vp+VWTSH5YXz17BMIwsC908p3VdFmhbAZKAL8JOU0l8aqe4NgLfzw81TSqNqSj9o0KA0alSNSaQ6Gzx4MAAjR45s0nZoxeL3QtKK6L333mO99dZr6maoFt5/P3uBxIABA+qcd8yYMay99tq0adOGGTNm0KZNm8ZunlYgdf13HRGvpZQGVXWtWfSAppRmABVR3U7VJNuCLPgEeLIRq/9WwWfXYJYkSdJKr2IRom233dbgU3XSLALQ3O35/tCIqOo1K6fk+9dSSu9XcX0pEVHj4kYR0Rn4v/zwlZSSKwxJkiRppXD44Ydzzz33LPa+zw8//JDjjz+ea6+9FsjmVkp10ZwC0GvIeiA7AQ9ExPqQDc+NiD8A++XpFhv8HRFlEZHybcgSZfaPiJci4siIWL0gT5uI2BV4AVgHKAdOWy53JUmSJK2AHn/8cb7//e/To0cPOnbsSOfOnVlzzTW56qqrADjjjDPYddddm7iVam5aNXUDaiulNCci9iYbXjsQeCcippO9s7MFkIDTU0qP1bHoLfKNiJgLzAI6A63z67OBY1NKTzX8LiRJkqTm4aKLLmLEiBG88cYbTJw4kdmzZ9O3b1++/e1vc/zxx7PDDjs0dRPVDDWbABQgpfRmRGxI1hu5J9AP+BJ4BbgkpVTXuZ8TgROArYFNgJ5k80hnAf8lC3avSik591OSJEkrlYMPPpiDDz64qZuhr5lmFYACpJQmACfmW23SjyVbPbeqa3OAK/JNkiRJkrQcNac5oJIkSZKkZswAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSdJK7KyzziIiGDJkyFLXysrKiAhGjhzZqHVGBBHB2LFjG7VcrfhaNXUDpJpssu9hTd2EFcKYt98DfB4V3vz7LU3dBEmSloshQ4Zw0003LXW+Y8eOrL766my33Xb87Gc/Y7311muC1kkNZwAqSZKkojv/H/9q6iY0yOnf23S5lt+6dWtKS0sBSCnxxRdf8O677/Luu+/y17/+lVtvvZXvf//7y7UNAGuttRZt27alffv2jVrugAEDgOw+tXIxAJUkSZJWMN/5zncWG/a6YMECnnzySY477jjGjh3L4YcfzuDBg+nZs+dybceTTz65XModPXr0cilXKz7ngEqSJEkruNatW7Prrrty2223ATBr1izuvffeJm6VVHcGoJIkSVIz8e1vf5uOHTsC8O677y51ff78+Vx55ZVss802lJaWUlJSQv/+/TniiCN477336lzfshYhevfddznooINYZZVVaNeuHeuuuy6//e1vmTt3bo2LGy1rEaIxY8ZwzDHHsOaaa9K2bVu6devGtttuy/XXX8/ChQvr1dZl1TtixAh23313evXqVTkEesCAARx88MHceeed1ZapunEIriRJktSMpJQAlgrExo8fz2677cabb74JQIsWLejQoQMfffQRN9xwA3fccQe33XYb++23X6O044knnmCvvfZi7ty5AHTu3JkPP/yQc845h8cee4zBgwfXq9wHHniA73//+5XldunShVmzZvHcc8/x3HPPceeddzJ8+HA6dOjQKPcBcMYZZ3D++edXHnfq1Ik5c+bwn//8h//85z88/fTTHHTQQY1W38rMHlBJkiSpmXjxxReZNWsWAGuuuWbl+QULFrD33nvz5ptvsu222/Lss88yZ84cpk+fzoQJE/jFL37B3LlzOeywwxgzZkyD2/HFF1/wgx/8gLlz5/Ktb32Lf//730ybNo2ZM2dy22238fbbb3P11VfXudwxY8ZUlrvddtsxevRopk6dyowZM7jmmmsoKSnhiSee4MQTT2zwPVQYO3YsF154IQCnnXYakyZNYvr06cyZM4eJEydyzz33sMceezRafSs7A1BJkiRpBbdgwQIeffRRfvjDHwLZnNDCHrmbbrqJV199lc0335zHHnuMbbbZhjZt2gDQq1cv/vjHP3Lccccxe/ZsLrnkkga354orruDLL79klVVW4dFHH2XDDTesbNchhxzCX//6V6ZOnVrncs8//3xmzZrFWmutxUMPPVS5Wm5JSQlDhw7l8ssvB2DYsGH873//a/B9ALzyyiuUl5ez7rrrcv7559OjR4/Ka6ussgr7778/f/3rXxulLhmASpIkSSucF198kd69e9O7d2969epF27Zt2XXXXRk7diwtWrTg6quvZtVVV61MX/Hu0J/85CeUlJRUWeYhhxwCwOOPP97g9t13330ADB06lK5duy51/cADD1ysh7Y2UkqVCyudfPLJVb765aijjqJfv36klLjnnnvq3vAqdO7cGYBp06Yxe/bsRilT1TMAlSRJklYwCxYsYOLEiUycOJHPP/+c8vJyAEpLS3nppZc44ogjKtN+9dVXvPLKKwD8/Oc/rwxcl9z23XdfAD7++OMGtW3evHmVCyBtvfXW1aar6VpVPvjgA6ZNmwbA9ttvX2WaFi1aVM4tff311+tUfnW22GILSktLGT9+PN/+9re59tpr+fDDDxulbC3NAFSSJElawWy33XaklEgpMXfuXP71r39xwAEHMHnyZI466iimTJlSmXby5MnMnz+/8nNF4Lrk9sUXXwAwZ86cBrVtypQplQFxnz59qk3Xt2/fOpU7adKkys/9+vWrNl1Fz29h+obo1q0bt9xyC127duWtt96qXH23T58+/PjHP+aZZ55plHqUMQCVJEmSVmAlJSVssskm3HXXXeyyyy6VQVKFimAQ4M0336wMXGvaGqKh+Wtj3rx5y72OQrvvvjtjx47l2muv5cADD6Rv375MmDCBm2++mcGDBzN06NCitufrzABUkiRJagYigssvv5yWLVty9913V/bMde/enZYtWwJVvxu0sZWWltKiRRZGjB8/vtp0NV2rSs+ePSs/jxs3rtp0n3zyyVLpAVq1yt4wWfH6liVVDO+tTpcuXTj66KO58847+fTTT3nnnXc4+uijAbjuuut48MEHl30TWiYDUEmSJKmZWGeddSpXvz3jjDOAbOXZQYMGAYsWB1qeSkpKWH/99QF4/vnnq01X07WqrLnmmpULGj399NNVpikvL2fkyJEADBw4cLFrFXkrAtQlvfrqq3Vqz/rrr8+1117LlltuCeBQ3EZiACpJkiQ1I7/85S8BeOGFFyqDsSFDhgBw7733Vhu8VSicP1pfFQsaXXfddVX2LN577711ft9oRLDffvsBcNlll1W5Iu3111/Pp59+SkRwwAEHLHZto402AmDEiBFL5Usp8fvf/77Keivmz1anXbt2QPGHBX9dGYBKkiRJzcimm27Kd7/7XQDOO+88AI488ki23HJLysvL2XPPPbnsssuYPHlyZZ7PP/+cO+64g8GDB3PZZZc1uA0/+9nPKC0tZeLEiey222688847QLYi79/+9jcOP/zwKl/Psiynn346HTp04LPPPmOPPfbg/fffB7Lg77rrruOEE06ovN+11157sbwHHnggAA8++CC///3vmTVrFgBjx47l4IMPZtSoUVXWedVVV7HLLrtw++23LzZseOrUqZx//vmVQf4uu+xS5/vR0gxAJUmSpGbm1FNPBeDJJ5/kn//8J61bt2bEiBFstdVWzJ49m5NOOokePXpQWlpKp06d6NWrF4cccgjPPPMMEdHg+nv27Mntt99OSUkJ//znP9lwww3p2rUrHTt25OCDD2bjjTfm2GOPBaj2vaRVWWuttbjjjjto27YtI0eOZN1116Vbt2506tSJoUOHMm/ePHbccUcuvfTSpfLutttu7LfffqSU+L//+z86d+5Mt27dWGONNRgxYgR33nlnlXWmlHjsscc49NBD6du3Lx07dqRbt25069aNM844g5QSQ4cOZffdd6/Xs9LiDEAlSZKkZmannXbim9/8JrCoF3SVVVbhmWee4bbbbmP33XdnlVVWYebMmaSUWHfddTnyyCN56KGHOP300xulDbvssgujRo3igAMOoHv37sybN4811liDs88+myeffLLydS917Qnda6+9+Pe//83RRx9NWVkZs2fPpn379my99dZce+21PProo3To0KHKvHfccQe/+93vGDBgAK1ataJ169bsv//+vPzyy+y8885V5jnkkEO47rrrOOigg1hvvfVo3bo1M2fOpE+fPnzve99jxIgRXHPNNXW6B1UvirGM8spk0KBBqbrufdXdJvse1tRNWCGMee4xANbapur/cK5s3vz7LU3dhBVCxYu4K4YGSdKK4L333mO99dZr6maoFiqGtw4YMGC5lL/NNtvw/PPPc8MNN1TOUVXzVNd/1xHxWkppUFXX7AGVJEmS1Kj++c9/8vzzz9OiRQt23HHHpm6OViAGoJIkfY0MHjy4sndckpana6+9lvPPP58xY8awcOFCAGbOnMnNN9/MnnvuCWQLA6222mpN2UytYFo1dQMkqa7WP/H8pm7CCmHc/z4CfB4V3r2sceY0SZJq56OPPuJ3v/sdZ5xxBi1btqRLly5MnTqV8vJyIFut94orrmjiVmpFYwAqSZIkqc5+8IMfMGfOHJ555hk++eQTJk+eTOfOnVl//fU54IADOPbYYyvfoSlVMACVJEmSVGcbbrghF198cVM3Q82Mc0AlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJjSql1NRNkNRIGvvfswGoJEmSGk2rVq2YP39+UzdDUiNZsGABLVu2bLTyDEAlSZLUaLp06cKXX35pL6j0NTF9+nQ6derUaOUZgEqSJKnRlJaWMm/ePD755BNmzJjBwoULDUalZialxPz58/niiy+YMmUKpaWljVZ2q0YrSZIkSSu9Vq1a0b9/f6ZMmcKUKVP47LPPKC8vb+pmqQoTJkwA8OejKrVs2ZJOnTqx+uqrU1JS0mjlNkoAGhGlwHeANYFOwDIHCaeUzmmMuiVJkrRiadGiBd27d6d79+5N3RTV4LjjjgNg5MiRTdsQrVQaFIBGRHfgT8BBQOs6ZjcAlSRJkqSVSL0D0IjoDDwLrAtEo7VIkiRJkvS11JBFiE4F1iMLPp8EdgN6Ai1TSi2WtTVC2yVJkiRJzUhDhuDuCyTgUWCP5PJmkiRJkqQaNCQALcv3Vxh8SpIkqbk4/x//auomrBA++nIm4POocPr3Nm3qJqwUGjIUdk6+/6wxGiJJkiRJ+nprSAA6Ot+v2hgNkSRJkiR9vTUkAL2BbAGiAxupLZIkSZKkr7GGBKDDgCeAQyPisEZqjyRJkiTpa6ohixCtBpwIXAfcGBF7A7cB7wGzl5U5pfRRA+qWJEmSJDUzDQlAx5K9hgWyobj75lttpAbWLUmSJElqZhoaBEY1nyVJkiRJWkxDAtDDG60VkiRJkqSvvXoHoCmlmxqzIZIkSZKkr7eGrIIrSZIkSVKtNbsANCJ6R8RlETEmIuZGxMSIuD8idmzEOjpGxMcRkfJtSGOVLUmSJEkrq0ZbiTYiVgV2ADYCSvPTk4F/A0+llD5phDo2Bp4CuuenpgM9gD2BPSLi9JTShQ2tBzgPWLURypEkSZIk5RocgEZEX+AyYB+q71Etj4i/AyellD6rZz3tgH+QBZ9vAIellN6JiM7Ab4BfABdExOsppcfqU0dez0Dgp8DLwBb1LUeSJEmStLgGDcGNiE2At4D9gJZkr2KpamsJ7A+8GREb1bO6Y4D+wExgr5TSOwAppekppVOA4Xm6C+pZPhHRArgmPzyuvuVIkiRJkpZW7wA0ItoDD5ANtw2yobE/AMqAtvlWBhwEPJGn6Q48kPdm1tWh+f72lNKnVVy/KN8PjIh161E+wM+AQcBVKaU36lmGJEmSJKkKDekB/QnQD0jA8Sml76aU7kopfZRSmp9vH6WU7k4p7UzWo5jI5lYeX5eKIqITsFl++Gg1yV4CpuWfd6jrzUREP+BcYCLw67rmlyRJkiTVrCEB6D5kAeUtKaWrl5U4pXQNcAtZT+i+daxrvTwfwDvVlF8OvJ8frl/H8gGuADoBp6SUpi0rsSRJkiSpbhoSgA7I97fXIU9F2roOke1T8LmmRYwqrvWpIc1SImIvsqB4ZErp1jq2TZIkSZJUCw0JQDvl+0l1yFORtmMd6+pQ8HlODelm17X8iOgAXAksIBtWLEmSJElaDhoSgH6R779Rhzxr5/sv61hXLDtJvZ0DrA5cklJ6tz4FRMTQiBgVEaMmTapLPC5JkiRJK4+GBKCjyALDn9Uhz8/I5o2OqmNdMws+17SCbvsq0lcrIjYFTgQ+JgtE6yWldG1KaVBKaVDPnj3rW4wkSZIkfa01JACtmM/5nYi4MyK6VJcwIjpFxK3A1vmp2+pYV+G8z741pKu4Nr6W5V5G9o7SM4CIiI6FW0G6kvxc+6qLkSRJkiQtS6v6Zkwp3RkRxwHbAgcAO0XEvWSvQ/mcrKezF7AFsB/QLc/6TErprjpWNzovL4ANWLTabaWIaMGihZFqO5S2f76/eRnprs63cWTvNpUkSZIk1VG9A9Dc3sADwFZAV+CIfFtSxRzO58le31InKaUZETEK2BzYCbivimRbABW9sE/WtQ5JkiRJ0vLVkCG45O/L3I5s9dh3yQLNqrZ3geOBwSml6fWsrmLI76ERUdVrVk7J96+llJbqIa2m/WUppahuK0h6eH6urJ5tlyRJkqSVXoMCUICUUnlK6aqU0oZkczB3AQ7Ot12AvimlDVNKV6eUyhtQ1TVkQ2A7AQ9ExPpQOb/0D2TDfAFOL8wUEWURkfJtSAPqlyRJkiQ1QEOH4C4mpTQBmNCYZRaUPSci9iYbXjsQeCcippO987MF2RzR01NKjy2P+iVJkiRJDdPgHtBiSim9CWwIXA58AJSQvVP0QWCnlNKFTdg8SZIkSVINGrUHtBjyXtYT86026ceyaBGkutZVr3ySJEmSpKUtMwCNiN9UfE4pnVPV+fooLEuSJEmS9PVXmx7Qs8jmVwKcU835+jAAlSRJkqSVSG2H4FY3FNUhqpIkSZKkWllmAJpSqnKhourOS5IkSZJUFYNISZIkSVJRGIBKkiRJkoqi3gFoRDwVEU9GRP865Olbka++9UqSJEmSmqeGvAd0MNkquB3qkKddQT5JkiRJ0krEIbiSJEmSpKIodgBa0Vs6t8j1SpIkSZKaWLED0N3y/SdFrleSJEmS1MRqPQc0IoZVc+m8iJi6jOwlwFrA5mTzP5+pbb2SJEmSpK+HuixCNISlFw8KYO9a5o98Pxm4oA71SpIkSZK+BuoSgH7E4gFo//x4PLCghnyJbM7neOBF4KqU0md1bKckSZIkqZmrdQCaUiorPI6I8vzjzimldxuzUZIkSZKkr5+GvAf0WbLezVmN1BZJkiRJ0tdYvQPQlNLgRmyHJEmSJOlrrtivYZEkSZIkraQMQCVJkiRJRdGQOaAAREQb4FBgH2AToAfQbhnZUkqpwXVLkiRJkpqPBgWBEbEOMBwYwKL3fEqSJEmStJR6B6AR0QF4GFgDKAdGAJOAo8lWxz0PKAUGAVvk5/4JPN6wJkuSJEmSmqOG9IAeSxZ8LgR2SSk9FREbkAWgpJR+W5EwIr4J3AJsCfwtpXRlA+qVJEmSJDVDDVmEaC+yXs27UkpP1ZQwpfQGsD3wOfCniNisAfVKkiRJkpqhhgSg6+f7v1d1MSIWmxOaUpoE/Ims1/WnDahXkiRJktQMNSQA7ZrvxxWcm1fwuWMVeV7I99s1oF5JkiRJUjPUkAB0dr5PBeemFnxevYa8vRtQryRJkiSpGWpIAPphvu9bcSKl9AUwOT/cqoo8FXM/5zegXkmSJElSM9SQAHRUvh+0xPknyd4J+suIKK04GRFrAv9H1mP6rwbUK0mSJElqhhoSgD5OFmh+b4nzl+f7NYH/RMTdEfEQWdBZ0Vt6bQPqlSRJkiQ1Qw0JQB8AngVmRMRaFSdTSi8A55AFp6XAfsAuLFqU6IaU0u0NqFeSJEmS1Ay1qm/GlNJsYHA1186KiOeAo4AN8nr+C9ycUrq3vnVKkiRJkpqvegegy5JSepJsPqgkSZIkSQ0agitJkiRJUq0ZgEqSJEmSisIAVJIkSZJUFMucAxoRHyyHelNKaa1lJ5MkSZIkfV3UZhGisuVQb1oOZUqSJEmSVmC1CUBvWu6tkCRJkiR97S0zAE0pHV6MhkiSJEmSvt5chEiSJEmSVBQGoJIkSZKkoqjNHNBai4hVgd5Ae+DVlNKcxixfkiRJktR8NTgAjYhOwCnAEUDfgksbAe8WpPsBsB8wLaV0dEPrlSRJkiQ1Lw0KQCNiTeBhYG0gCi5V9ZqVl4Bbs2xxY0rphYbULUmSJElqXuo9BzQi2gAPAN8A5gAXAXtVlz6lNBZ4Oj+sNp0kSZIa1+DBgxk8eHBTN0OSGtQDejSwLjAb2C6l9BpARNSU52FgR+DbDahXkiRJktQMNWQV3P3JhtpeWRF81sJb+f4bDahXkiRJktQMNSQA3TDfP1KHPF/m+9IG1CtJkiRJaoYaEoB2yffT65CnTb7/qgH1SpIkSZKaoYYEoJPz/ep1yLN+vv+8AfVKkiRJkpqhhgSgb+f7LeuQ5zCyeaOvNqBeSZIkSVIz1JAAdATZuz+Pj4iey0ocET8FBueH9zWgXkmSJElSM9SQAPQ64GOgA/BERAysKlFErB0RfwUuI+v9fBe4qwH1SpIkSZKaoXq/BzSlNC8i9gVGkq2I+2pEjCtIcn1E9ALK8uMApgIHpJRSfeuVJEmSJDVPDekBJaX0Otkc0H+TBZhlBZe3ANbIzwfZnNHvpJTeb0idkiRJkqTmqd49oBVSSu8Cm0bE7sA+wCBgFaAl8AXwBjAc+Ls9n5IkSZK08qp3ABoRnfOP81NKc1NKDwEPNU6zJEmSJElfNw0ZgjsVmAIc2zhNkSRJkiR9nTUkAJ2b7//ZGA2RJEmSJH29NSQAHZ/vizqvMyJ6R8RlETEmIuZGxMSIuD8idqxneYMi4tyIeCQi/hcR0yJiXkR8GhEjImKfRr4FSZIkSVopNSQAHZnvN2+EdtRKRGxMtpruCcCawDygB7An8HhE/F89ij0K+DWwC7AW2TMpB/oC3wP+HhH3RETrht+BJEmSJK28GhKAXgl8BZwSEV0aqT3Vioh2wD+A7mQr626YUuoCdAMuJnvVywURsXMdi/4ncDKwGdAppdQppdQOWB24KE+zP1Cf4FaSJEmSlKt3AJpSegP4KbAq8FxEbN1oraraMUB/YCawV0rpnbwd01NKp5C96gXggroUmlK6KaV0aUrp9ZTSzILzH6eUTgVuzU8NaWD7JUmSJGml1pDXsAzLP74PbAg8ExEfA2+RrY67sIbsKaV0ZB2rPDTf355S+rSK6xeRvYd0YESsm1IaXcfyq/Mq8EOyIbmSJEmSpHqqdwBK1iNYsQBRIhsCuzqw2jLyRZ6+1gFoRHQiGyIL8Gg1yV4CpgFdgB2AxgpAv5PvP2yk8iRJkiRppdSQAPQjircC7npkgSvAO1UlSCmVR8T7wLeA9RtSWUR0JFvk6BjgoPz0lQ0pU5IkSZJWdvUOQFNKZY3YjmXpU/D5sxrSVVzrU0OaKkXEqsDHVVyaC5yfUvpLXcuUJEmSJC1S70WIIqJzvrVtzAZVo0PB5zk1pJud7zvWo46FwMR8m5+f+4psUaMaez8jYmhEjIqIUZMmTapH1ZIkSZL09deQ17BMJVts6NjGaUqNYtlJGialND6l1Dul1BtoBwwAbgbOBv4VERvUkPfalNKglNKgnj17Lu+mSpIkSVKz1JAAdG6+/2djNGQZZhZ8bldDuvZVpK+zlFJ5Suk/+Uq9fyJbXOnWiGjI85IkSZKklVpDAqrx+b4YCxEVzvus6XUoFdfG15Cmrq7I95sC32zEciVJkiRppdKQAHRkvt+8EdqxLKNZFOhWORQ2750ckB++24h1F75zdK1GLFeqtbW22Zm1ttm5qZshSZIkNUhDAtAryRbpOSUiujRSe6qUUpoBjMoPd6om2RZk7wAFeLIRq1+j4HODhvZKkiRJ0sqs3gFoSukN4KfAqsBzEbF1o7Wqarfn+0MjoqrXrJyS719LKb1fmwIjomVELGuBo1/m+68oznxXSZIkSfpaqvd7QCNiWP7xfWBD4JmI+Bh4i2x13IU1ZE/5Aj91cQ1wEtAfeCAiDkspvRsRnYAzgf3ydKcv0c4y4MP88PCU0o0Fl1cD7o2IPwOPpZQ+yfO0ADYmCz4PydNekVKaUsc2S5IkSZJy9Q5AgSEsmpeZyF6VsjpZUFeTyNPXKQBNKc2JiL3JhtcOBN6JiOlk7/xskZd5ekrpsbqUm5f1V4CImEs2zLYTUFKQ5kbg1DqWK0mSJEkq0JAA9COKswJupZTSmxGxIXAasCfQD/gSeAW4JKVU17mfnwEHATsC3wL6AN3JXjEzhmzI7Q0ppRca5w4kSZIkaeVV7wA0pVTWiO2oS70TgBPzrTbpx5L1ulZ1bT5wV75JkiRJkpajhqyCK0mSJElSrRmASpIkSZKKoiFzQKsUER2A0vxwckppVmPXIUmSJElqfhqlBzQiNoqIayLiA2A6MDbfpkfEBxFxdURs1Bh1SZIkSZKapwYHoBFxIfA6cBRQRrbgT+FWBhwNvBERFzS0PkmSJElS89SgIbgRcRnwUxatMjsaeAmYkJ/rBWwBrJcfnxoR7VJKJzWkXkmSJElS81PvADQivg38jOxdoKOBoSml56tJuxVwDbA+8LOI+FtK6aX61i1JkiRJan4aMgT3mHz/MbBVdcEnQErpBWAbYFx+6tgG1CtJkiRJaoYaEoBuS9b7eWFKacqyEudp/kA2FHfbBtQrSZIkSWqGGhKA9s73o+qQ59Ul8kqSJEmSVhINCUDn5/uSOuSpSDu/xlSSJEmSpK+dhgSgH+X7XeuQZ5d8P67GVJIkSZKkr52GBKCPkc3nPDkiNl9W4oj4JnAy2bzRRxtQryRJkiSpGWrIe0AvBY4H2gFPR8QfgL+mlD4tTBQRfYEjgFOBDsAc4LIG1CtJ0lLW+ePfm7oJK4RPPv4C8HlU+M8p+zZ1EyRJBeodgKaUPomIo4BbyILQ3wK/jYjPgM/Jejp7AX3zLJGfO3LJIFWSVHf99z+qqZsgSZJUJw3pASWldHtETAauBVbNT/fLtyV9AhydUnL4rSRJkiSthBoUgAKklB6JiDWBfYCdgA2B0vzyZOBt4HFgeErpq4bWJ0mSJElqnhocgALkgeU9+SZJkiRJ0lLqFIBGROf844KU0pw65GsHtAZIKU2vS52SJEmSpK+HWr+GJSJOBqbk2251rGc3YCowJSKOq2NeSZIkSdLXQK0C0IhoC5yRH16TUrqvLpXk6a8iWwn3rIhoU6dWSpIkSZKavdr2gO5DtrDQbLLXrdTHb4GZQA9g73qWIUmSJElqpmobgO6e7/+RUppUn4pSSl8A/yDrBd2jPmVIkiRJkpqv2gagg4AEPNLA+iryD2pgOZIkSZKkZqa2AWjvfD+2gfWNy/d9G1iOJEmSJKmZqW0A2iHfz2hgfTOXKE+SJEmStJKobQA6Jd/3aGB93ZcoT5IkSZK0kqhtADoh3w9sYH3fzPfjG1iOJEmSJKmZqW0A+jzZ6rX7N7C+A8gWM3qhgeVIkiRJkpqZ2gagD+T7QRFxYH0qyvNtvkR5kiRJkqSVRK0C0JTSI8C/yHpB/xoR29WlkogYDAwj6/18Iy9PkiRJkrQSaVWHtD8FngLaA09ExF+Ay1JKH1SXISLWAk4EjgNaAvOAn9W/uZIkSZIaw1G/u76pm6CVUK0D0JTSixFxNFlPZguygPQnEfEf4DVgIjCL7BUrvYDNgHXIek0DWAgcnVL6Z6PegSRJkiSpWahLDygppVsi4mPgNqAPWWA5IN+qEvl+PHBoSmlkPdspSZIkSWrmarsIUaU8iFyLbCjta0A5i3o5C7fy/PpPgbUMPiVJkiRp5VanHtAKKaW5wJ+BP0dEJ2AjoDvQCZgBfAn8O6U0o7EaKkmSJElq3uoVgBbKg8wXG6EtkiRJkqSvsToPwZUkSZIkqT4MQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiaHYBaET0jojLImJMRMyNiIkRcX9E7FjP8laPiJPyMj6KiHkRMSMi3oyICyOiT2PfgyRJkiStjFo1dQPqIiI2Bp4CuuenpgM9gD2BPSLi9JTShXUobzVgLBAFp6cDHYCN821oROyfUnq64XcgSZIkSSuvZtMDGhHtgH+QBZ9vABumlLoA3YCLyYLICyJi5zoU2zLfPwh8HyjNy2wP7A58mJc/PCJ6N8qNSJIkSdJKqtkEoMAxQH9gJrBXSukdgJTS9JTSKcDwPN0FdShzCvDNlNKeKaV7UkpT8jLnp5QeJgtC5wKd8/olSZIkSfXUnALQQ/P97SmlT6u4flG+HxgR69amwJTStJTSmzVcHw28lB9uVuuWSpIkSZKW0iwC0IjoxKIA8NFqkr0ETMs/79CI1X+Z71vWmEqSJEmSVKNmEYAC67FooaB3qkqQUioH3s8P12+MSiOiFbBVfvh2Y5QpSZIkSSur5hKAFr4K5bMa0lVca6xXp/wE6A2UAzc3UpmSJEmStFJqLgFoh4LPc2pINzvfd2xohfkrX87PD6+sWPSomrRDI2JURIyaNGlSQ6uWJEmSpK+l5hKAxrKTNGJlEX3IVtVtD7wG/Kqm9Cmla1NKg1JKg3r27FmEFkqSJElS89NcAtCZBZ/b1ZCufRXp6yQiSoHHgDWA/wJ7pJTm1rc8SZIkSVKmuQSghfM++9aQruLa+PpUEhFdyFbZ3RD4CPhuSmlifcqSJEmSJC2uuQSgo4GUf96gqgQR0QIYkB++W9cKIqID8BAwCJhAFnx+VPemSpIkSZKq0iwC0JTSDGBUfrhTNcm2ALrkn5+sS/kR0Q64H/gO2Xs/v5tS+m89mipJkiRJqkazCEBzt+f7Q/NFgpZ0Sr5/LaX0fhXXqxQRbYD7gO2BqcDONa14K0mSJEmqn+YUgF4DjAM6AQ9ExPoAEdEpIv4A7JenO70wU0SURUTKtyFLXGtJFtjuCswAdkspvb58b0OSJEmSVk6tmroBtZVSmhMRe5MNrx0IvBMR08ne+dmCbI7o6Smlx+pQ7FbA/vnn1sDwiGrf+PJxSmnzejVekiRJktR8AlCAlNKbEbEhcBqwJ9CPbM7mK8AlKaU6zf1k8R7gtvlWHV/FIkmSJEkN0KwCUICU0gTgxHyrTfqxQJXdmimlkdVdkyRJkiQ1ruY0B1SSJEmS1IwZgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFK2augGSJEnLy/dveLqpm7BCeGfCVMDnUeGb3bs1dROklZY9oJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKotkFoBHROyIui4gxETE3IiZGxP0RsWM9y+sUEd+LiHMj4uGI+CIiUr6t29jtlyRJkqSVVaumbkBdRMTGwFNA9/zUdKAHsCewR0ScnlK6sI7F7gj8vfFaKUmSJEmqSrPpAY2IdsA/yILPN4ANU0pdgG7AxUAAF0TEzvUo/nPgIeBsYGjjtFiSJEmSVKg59YAeA/QHZgJ7pZQ+BUgpTQdOiYi1gH2AC4DH6lDu/Sml4RUHEVHWSO2VJEmSJBVoNj2gwKH5/vaK4HMJF+X7gXWZu5lSWtjglkmSJEmSlqlZBKAR0QnYLD98tJpkLwHT8s87LPdGSZIkSZLqpFkEoMB6ZHM8Ad6pKkFKqRx4Pz9cvxiNkiRJkiTVXnMJQPsUfP6shnQV1/rUkEaSJEmS1ASaSwDaoeDznBrSzc73HZdjWyRJkiRJ9dBcAtBYdpKmExFDI2JURIyaNGlSUzdHkiRJklZIzSUAnVnwuV0N6dpXkX65Syldm1IalFIa1LNnz2JWLUmSJEnNRnMJQAvnffatIV3FtfHLsS2SJEmSpHpoLgHoaCDlnzeoKkFEtAAG5IfvFqNRkiRJkqTaaxYBaEppBjAqP9ypmmRbAF3yz08u90ZJkiRJkuqkWQSgudvz/aERUdVrVk7J96+llN6v4rokSZIkqQm1auoG1ME1wElAf+CBiDgspfRuRHQCzgT2y9OdXpgpIsqAD/PDw1NKNy5ZcET0KDjsVvC56xLXJqeUyhtyE5IkLU+rHnduUzdBkqRqNZsANKU0JyL2JhteOxB4JyKmk73zswXZHNHTU0qP1aP46t6d8s8ljtcAxtajfEmSJEla6TWnIbiklN4ENgQuBz4ASoAvgQeBnVJKFzZh8yRJkiRJNWg2PaAVUkoTgBPzrTbpxwKxjDQ1XpckSZIkNVyz6gGVJEmSJDVfBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSiaXQAaEb0j4rKIGBMRcyNiYkTcHxE7rojlSpIkSZIyzSoAjYiNgbeBE4A1gXlAD2BP4PGI+L8VqVxJkiRJ0iLNJgCNiHbAP4DuwBvAhimlLkA34GIggAsiYucVoVxJkiRJ0uKaTQAKHAP0B2YCe6WU3gFIKU1PKZ0CDM/TXbCClCtJkiRJKtCcAtBD8/3tKaVPq7h+Ub4fGBHrrgDlSpIkSZIKNIsANCI6AZvlh49Wk+wlYFr+eYemLFeSJEmStLRmEYAC65HNxQR4p6oEKaVy4P38cP0mLleSJEmStITmEoD2Kfj8WQ3pKq71qSFNMcqVJEmSJC2huQSgHQo+z6kh3ex837GJy5UkSZIkLaFVUzeglmLZSZqu3IgYCgwFWH311RujSOXe/PstTd0ESZKavcE3dQXg7sO3b9qGSFrpNZce0JkFn9vVkK59FemXe7kppWtTSoNSSoN69uxZy6olSZIkaeXSXALQwvmZfWtIV3FtfBOXK0mSJElaQnMJQEcDKf+8QVUJIqIFMCA/fLeJy5UkSZIkLaFZzAFNKc2IiFHA5sBOwH1VJNsC6JJ/frKpyn3ttde+iIhxtalfkqTlpAfwRVM3QiueiOW1rIYkLaZ/dRcipVTdtRVKRJwEXALMAAaklMYvcf1eYD/gtZTSoKYuV5KkphIRo/x/liRpRdRchuACXAOMAzoBD0TE+gAR0Ski/kAWJAKcXpgpIsoiIuXbkMYqV5IkSZJUN81iCC5ASmlOROxNNgx2IPBOREwnezdnC7K5nKenlB5bEcqVJEmSJC2uOfWAklJ6E9gQuBz4ACgBvgQeBHZKKV24IpUrSVITubapGyBJUlWazRxQSZIkSVLz1qx6QCVJkiRJzZcBqCSpqCJibL4w3OCmbktjKFzsrqnbotopWJywbInzQ/LzI5umZZL09WcAKknNTETcWPALdE3bSQV5RlaTZkFEfB4RT0TEURHRspo6B1eRtzwipkfEJxHxXERcGhE7RxFfNJgHDGdFxKaNWGZZNc9qyW1qLcoanLdvn8ZqX3MREb/Mn9MX1X0nIqJlRMzI002JiCp/L4mIFhExNU93yvJtuSRpeWo2q+BKkpayAJhcw/VZVZybC0wrOO4A9AR2zLfDImLXlNKcGsr9AliYf24L9AX6AVsDJwJjImJoSumpavKPydsxu4Y6amsIsB0wFvhXI5S3pCnA/GquVTzHBcD71aQZDPwWuAkY3pgNawaezffdyRb6+3cVaQaSrToP0BXYmKp/jpsAXfLPzzRaCyVJRWcAKknN14sppcF1zHNnSmlI4YmI6AX8HDgV2BY4BTi3hjI2TymNLcjfiixw2BP4KbAW8EREHJlSumHJzCmlHevY5qa0X0ppZE0JUkqfAusWpznNymvATLIAc1uqDkC3yfcTgV55un9VkW7bfD8DeL1RWylJKiqH4ErSSi6lNDGl9Cvg8fzUXnXM/1VK6fWU0jlkPV0vAwFcExGbNG5r1VyklL4C/pkfbltNsorzl9Qy3YsppYXVpJEkNQMGoJKkCm/l+w71LSCl9DmwH9nw1NbAb5ZMU9MiRBGxSUTcnKeZl88P/CAiHomIkyKifZ5uSL7oz3Z51huWmJ85tr73UFdVLUJUcY5s+C3Aj6uYQ1pWVf6I2DAi/hYREyJibkSMjogzI6LNMtqxdZ7vk/zZfZnP7T24hjmYa0TEVRHxn4iYExGzI2JcPmf4tIjosUT6Fvmzfzovf0FETIqIdyJiWETsukQVFcNlt1niPHmbtiIb4nwVMKeqdLmtlyivsJwN87o/zJ/X1Ih4ISKOjYjW1T6wOir83kZEaUT8Ka9zXkR8GhHXRUSfZZRRFhFXRMT7+bOeERGvRcSvIqLKf3cR0Sn/+b+Wp58fEZ9FxKiIuCgiNqwiz3YRcU/+XZgfEdMi4r8RMTwijqlurq0kFYNDcCVJFTbK9/9rSCEppc8i4gbgJOB7EdEhpVTVfNTFRMTuZPMkK4KGeUA5sEa+7QI8AowmC1YmAqV5+un5uQqTGnIPjWAhWfs6kgX0S869rUizmIjYmewZtGNRED8AOAfYDNinqsoi4vdkQ6grzCCbU1kxt/d7EXFoSqm8IM9AYCTQKT+1gGze8Or5th3wBtkzr3ALcEjB8TSgM9ADWD/fCtNXzAPtExHfSCn9t+Da+nm+F1JK0yPiZWBwRAxIKVXOqY2IdYFV8sPFAtCI+ClwGYv+oD6L7Jl/J98Oiog9UkqNMd+4wqrAjUB/snnMiWwe9FHAdyNiYEppypKZImI/4DayedOQfV/bkM2DHQgcGhE7pZQmFuTpArxI9qwg+/cwjWy4ch+y78RC4P8K8gwFrimoejbQElg73/Ymm5M8t74PQJIawr+ASdJKLiJ6RsT5wM5kv+Be1gjFPpzvWwHfrmWeK8gCrgeAASmltimlLmSLz2wLXEf+S3NK6c6UUm+yX84BTkwp9S7YNm+Ee6i3lNLHefv+mJ+6c4n29U4pfVxF1juB+4E1UkpdyYK708iCnL3zIH0xEXEiWfA5CTge6JZS6kwW+B4IjAd+APxqiax/JAs+XwYGppTapJS65fk2By6lIGiOiG3Jgs9y4GSgc97GioWohgDPL1HHKywKdJYcXlvR2/lcvn++mnQVx3OAUQXt2ZvsOzMHOB3olVLqSBa870y2MNRgFg3vbSxXkC1O9Z2UUgeygHdvYCpQRvbzWkxEbA78jez7/Xuy4LUD0B7YkuxnsBFw8xJZTyQLPieRzbEuSSmVkj3zdcgCzzEF9bQHLs4PhwGrp5Q65M+lO7AbcAfZz1CSmkZKyc3Nzc2tGW1kvS+JbOjihGq2G5bIMzLPM2eJdDPy84mst2q3auocXJCurBZt7FOQ/uglro3Nzw8uOLdKQfpedXgWFfc1pBGfb1lBWybX8Iw3WDJ9FWWdlV+7sZb1PQZEFWnuz68PW+J81/xnuAD4VjXlb0kWcEwG2hScr+i926KWz+XUPP3DdXyeFT+jm5Y4f3t+fvf8eJf8+JYl0t2an3+y4FzLgu/RvtXUuwbZIkgLgD5LXKvyu0wWRCdgZBXlVdQ3AehexfVf5Nc/qOLa8/m1k6tpazfg0zzNoILzD+XnflXLZ/2tPP1MoGVj/Ztwc3Nza8zNHlBJar5akw3Fq2rrVk2etkuk61hwrTuLhjo2VOEQxNJapJ/Bol6ZGufRFVk3qn/GjTa/sMCFKaVUxfnh+X7J+X77k/0Mn08pvVJVgSmll4APyO5ls4JL0/N9bZ93RfpV6jiHsGIYblU9oOXAC/nxi2TDSZecB1pxXDj8djBZL+LYlNLfq6o0pfQh8BJZL/zgOrR3Wa5NKX1Zxfnh+X6NwvmcEbEW2VzXOcDV1bR1CotGDexUcKm+P6PWZP+eJWmFYwAqSc3XMymlqGbbp5o8NxWmA0rI5hieTtYTd2NEnNkIbUvVfK46cfbe0YoA49GI+HVEbBoRLRuhLQ2xfQ3P+F/Lob5Xqzn/ab5f8g8L38n3W+SLFlW5kc3pBFitIO9D+f7miLgwIrZcxqI9T5D1ug8ERkbEDyOiby3u6f/bu/Oguaoyj+PfHwFCIjuyZZAkIIisGrdBEBIDKBRSrOqIKCCIKLiMUlOoCMWizigyA66AAqKsCsEBFURAUSkHoij7mrAjEFZJIAGe+eM5l750enu3fkPy+1R19e2+59w+9/ZN5X36nPOc6nudJOl1kMmPyLmUf4+IpwAi4hkyEdZESeuWctV8VGgEsvXzntDlvLdqcd5D1e07guyZbm7rssCsDm39YIu2Vt/RpyWdKWlHSSvQ3h3lsSxwjaTPSdqoJHwyM1skOAA1M1uCRcT8iLg9Ir5GrgUKcEQJEIai3uu5UEKWNg4AbiF7YY8hE+A8KemSEuws9onzShDWSjWPsjlArHrGxtG+p7beWzu+VvcwstdxBXJ+6DXA05KukHSwpHFNbbsTOJhGttozgQdKJtjvSXpzm7ZfQw6DhUYvaPP8T5peV+WqLMfzyd7M5vNetst5Vwl/6uc9VC2/o4ioJ/Wpf09VW8d0aWvVa/pyWyPix8DJ5LJGHyYD0icl/VXS0c1ZdyOXqPkQGQyvB3yL/Df1mKTzJe3iYNTMRpsDUDMzq5xB9lYuA+w2xGNtVtu+u5cKEXE3sHn57JPJP5yXB3Yig50/S1q+/RGWSNX/4yd06KmtP06vKpZhpFuTQz5PJAP+ZYFpwHeBGyWtU/+wiPgRObfys8BFwByy5/wTwExJX2xuYGQG2ip50DZNz80BaHMiour5z00BXnXeF/Z43kctfOn6pmrrX3ts6771yhFxEDn0+mhyPu3zwJuAI4A7JG3fVP46YAMyYP0x+e9vVWBP8ju7ZBEYWWBmSzAHoGZmBrzcg1MtX7LeEA+3Y3l+gVf2XHVrwwsRMSMiDoqIjcneo8PIHsApNNbVtFQt2bFxx1JtRLo8Ij4TEVPIZVEOIhMWrUeLDLIR8Y+I+J8yzHt1MvHNhWQv3TGSNm/xUc3zQLv1gL6r6fn3TeWGdN59VrV1g8H24kfETRFxZERMI4f3vg+4gew1PaN56HREzIuIn0bERyNiffK7/Br5A9OO5A8GZmajwgGomZkBIGksGYBAY8jkYI4zAdivvJwRPawB2k5EPBwR3ySXBIHGkMxKlbhoUR1WONLtu6Y8bytpyElnIuKJiDiZnBMMC1/v5vIREdcCewH3k39XbN2iaDUPdCNJm5FLiNwREQ83He9hclmRjSRtSs5PrtevVOf9BkmbdD+zUVW1dXlyeZghKcPmLyavOeSPNBt0qTMrIr5ILvMDXb5XM7OR5ADUzMwqe9D4f+EvgzmApDWAC8i1O+eTwwZ7qbdMl7lp88rz2Kb3q6yfKw+gmf000u07H3iWnOv4jU4FJa1S216qS2/cQtdb0rLtCpe5h9WPFs3fEWSm2xfLdhXcNvd+VqphuF8qzy/QWO+18lvg3rJ9QqchpfXzHg0RcSuNUQD/Wc+Q20zSuPJDUPW67TWn8R1BueZdytfrtPqOzMz6wgGomdkSTtIKkvYDTipvPUgGkb3WH1My1h5BDgt8B9nzd2BE3NDjYTYh5xx+VtKGVTBaAtM9aCRIurSp3k3leXdJK/Xa5j6q2re1pI69VINR5nEeXl7uJ+m80nMIgKTlJG0t6Ts0ljsBWBG4U9KXJG1WBXAlMJ0OHFfK1a/3VyX9TNKukl5OMiVpTUknknNDA/hNi3Y+DVxfXr6/PLcLQK9uKjezuRc9IhYAh5bP2x64TNI7avfN0pLeIunr9DgHeYQdSs7d3BS4WtJ21Q8A5ZpvIunLZO9vPbHQ5ZJOlLRNPSlU6fU9vbx8iPx3B7CTpGskHShpYq38eEkHAnuXt5r/HZmZ9c1in1HQzMxe4QOS3lt7vQyvzFj7KLBrl2Gz10qqerPGksFM/QfNO8ng86oBtm1jcs7hCcDzkp4lew6rY18HHNtU50zgC+Swz8ckPUL2xN0fEa2GgvbbVWRQsT5wm6THgLll39YRcf9QPyAiTirB99HksMy9JM0lA56VaFy/2U1VJ5LX81hggaRnSvmqN/FuGoE/5N8Me5QHkp4mhxbXlwX5ckTc2KapvyfXIa3a060HtCrXPPwWgIj4haSPkWtrvpvsZXyudt8sMol2IuI6SbsBZwNvJoP0+eWar8grs+bWly1akQxeDwVekvQUmfG4yu47F9gnIl6o1fnX8kDSPHL+9Mo0hoH/kkzyZWY2KhyAmpktWZaj8ccr5B+7TwO3k3+YfjsiHm1Vsea1te1ngYeBWcBM4GLg8ojouvZnk1vILJ3bkT2oE4DVSttuJOeunRwR8+uVIuLWkgX0cOBtwFosQqN7ImJB6VE8hswuuxaZuAeG8f/giDhW0kXAIeVz1iET1DxErq35C17Zq/00sDN5vd9Zyq9Ofp+3ATOAk5qWhTmBDKanA28ke+rGAveRQ2S/ExHtgkrIQPJzZfuhiLirzbncVn5IWKO81ZyAqF72NElXAp8he0InkkH0HLL3+RLgZx3a1DcR8StJG5LB5E7A68nA8Enymv8aOD8i7qlVO6CUnUr2MK9V3r+VXJf1WxExq1b+CmAf8nudQv47qq7H9eQPNj+JiJcwMxslGvjfCGZmZmZmZmYDt8j8SmxmZmZmZmaLNwegZmZmZmZm1hcOQM3MzMzMzKwvnITIzMwWS5IuIBPs9OpPEbH7SLXHzMzMHICamdnia1VgzQGWNzMzsxHkLLhmZmZmZmbWF54DamZmZmZmZn3hANTMzMzMzMz6wgGomZmZmZmZ9YUDUDMzW6RImi0pJJ0+2m0xMzOz4eUsuGZmNiiSpgJXttj1EvA08BTwADATuAaYERHz+tU+G1mSJgGzhuFQkyNi9jAcx8zMXgXcA2pmZsNtKWBlYCK5DuehwFnAg5K+LmncaDRK0lGlZ9Xp383MzEaJe0DNzGw4fA/4bu31a8ggdFNgW2Cn8vo/gPdJ2jkiWvaeRcSkkWyoDZsHgM067L8UmAA8CLyny3HMzGwJ4QDUzMyGwyMRcWOL9y8Fjpc0GfghMA3YGLhY0pYR8XQ/G2nDJyIWAK2+cwAkLSibC9rcG2ZmtgTyEFwzMxtxpbdze+DX5a2NgSNHr0VmZmY2GhyAmplZX0TEi8BHgbnlrYMkrdZcrlsWXEljJR0i6QpJj0haIOkJSbdLulzS4ZLeWCu/b5n3eWTtvWjxmFTbv5Skd0v6pqQ/SnqsfM6Tkq4v76/b6XwlXVWOe1V5PaHUu13SvNLmKyTt1cv1kzRe0qclXSbpQUnPS/qHpJmSTpS0tSR1qD9N0hmS7pI0V9Izkm4uddfrpQ3DQdIutWv+wR7KH1YrP6X2/tTa+1OVPibp6vJ9zZV0k6SjJa3QY9umSPq+pFvL9Zkr6U5Jp0raokvdAd2XZmZLKg/BNTOzvomIRySdBRxAzhPdATi71/qS1gJ+Q84trVu5PDYApgNbAF2Dmw6+Quse2pXKsbcADpb04Yi4sNvBJL0TmAGsXnt7OXJI8jRJx0fEFzrU3wY4F1iradca5TGFTPY0GZjdVHcccAbQKtB9Y3kcJOngiPhRt3MZBpeQ80InAB8DzulSfr/yfH1E/KVNmWXLcXdsen/j8viIpOkRcVerypLGACcAhwDNQfz65bG/pCMj4pgW9ft1X5qZveo5ADUzs367jAxAAd7FAAJQ4CQaf+SfDfycTGKzAFiTDMR2BuqZbmcA1wGfBA4u77VKnlNPhrM08BBwIbmEzN3Ac8DryMy+nwSWB86SNCUibunQ5rWBi8r2l4DfA/OAt5GB7trA5yX9KiJ+21xZ0lbA5cAy5BI35wAXkIHmMsCGZCC/a4u6SwG/ALYrb10G/JRcPuU58np9FtgIOFXSIxFxcYdzGbKIeFHSaeS1mC5pYkTc06qspC3JABlyDnE7x5LX8woyGdYs4F+A/cnrMhG4TNLmEfFsi/qn0Ah0/wycCtxFLie0MfAp4B3A0ZIej4jvNNUfzH1pZrZkigg//PDDDz/8GPADmEr+QR3AUQOot36t3uUt9s8u+05ven85YH7Zd3yXz1itxXtHVZ/bQxsnAct02L8OcH853pltylxVO897gde1KLMhGQgGcGGL/WNL3Sjlduh0zsC4pvc+V+q+AOzapt64WltnAUsP0/1RfY+zW+ybTAbTARzZ4Rin1M59lQ73XwA/bHOMr9bKHNdi/261/Ye2OcYYcimhIIPSVWr7hnRf+uGHH34saQ/PATUzs36bU9tedQD1ViV7/AB+16lgRMzptL+biJgdmeW13f77gW+Ul7t0mntZHBoR97U4zu1kDy3ANi3q7UP2ukIGapd1aNOciJhXvZa0DFAN6/1BRMxoU28e2aMLGXhPa3sWwyQyKVXV27tvq+snaTzwgfLywoh4osMhHwE+3WbfV4A7yvbHy3Wp+2J5/mVEnNSmvS+SvaDPAysAe9Z29+2+NDNbHDgANTOzfvtnbbun5DDFHLKnCWAfSX2bRiJpRUmTJW0iaVNJm9JIprQi2aPXzlPA/3bYf115XlXSyk37di7Pz5NrrQ7E28l5lgDndyoYETfT+GFgywF+zmCdUp4nkfMjm+1F4/7oNPwW4LxoPbSWiHgB+HF5+VrgzdU+SROAt5aX3a7REzSWnalfo1G7L83MXo0cgJqZWb/Vg86e1wGNiOdpzBfdE7irZJXdWdIqw9lAAEkTJZ0kaTYZRN5NBiA3lMfJteKv7XCo2yPipQ77H69tNwfkVdbXv8XA10x9a237SrXO/PvygxzCCwsnOhopM4BHy/b+LfZX782m0Vvazv8NYP/mte231bZP6+EavaWUffka9fu+NDN7tXMAamZm/VYP1h5vW6q1Q8nEQADrAp8nexfnKJdHOULS6m1r90jSjsDNZFbUiT1UGddh39wO+yDnQlbGNO2rzuWhHtrQbI1B1AEYP8h6AxIR82n0TO5W7/2VtD6ZoApyLnC35D2PdNn/j9p2femf4bpGfbkvzcwWBx4mYmZm/Taltn3bQCpGxDPA7pLeAryfTEQzhfz/rFoe5QuS9o5BZnNVrk16Fhlk/BP4JnApmRX1qRI4IendNHrmus0BHarBZE+tB7PbAw/3WK/TXMvhdioZrC0HfIjMYAvZ+ykyOD+th+N0uz7tvp/6Nfoo0G6Zl2avGO7bj/vSzGxx4QDUzMz6bYfa9tWDOUBEzARmAkh6DdlbtjcZxKwInCtp/YjoNeiq24tcuxFgt4i4vE25gSRQGqzHyIy7E7oVbFO3siAibmxbcpRExK2S/gBsTa4J+t2ydMxHSpHLI+LeHg61Zpf99Z7OeiKg+jXSUK/RCN+XZmaLBQ/BNTOzvpG0BvBv5eU/gd8M9ZgR8WxE/Doi9gG+XN4eTyOBz8tFezzkJuX58Q7BJ7xyjuVImVme3yRpxQHW/Wtt+73D1J6RUCUjmiJpC+A9ZNAN8KMej/H2Lvvrcz1vqG2P2DUawH1pZrZEcQBqZmZ9IWkMcAaN+ZI/iIiBzgHtpp6spjkx0HO1toztcIxqdNBypTduIWWJkH0G1cKBqbLnLktjqZRe/YFGD9+BkvrRYzsY5wNPlu39aSQfepzGEjXd7FW+k4WU+676ruZQCzoj4i4amW33kPT6nls9MJ3uSzOzJYoDUDMzG3GSJpG9nVUv083A0QM8xnqSpnYpVh/eO6tpXz2Rz/odjlGtGTmenM/X3I4x5NzFwQyLHaifAPeX7SMl7dCuoKTVJL2cDKlkZ/2v8nI14GeSVupQf6ykT0labhja3bOyDulPy8t9gF3K9k/KOfRiTeC/2+w7CnhD2T6lmsNbU92HywAXlqVZWpI0RtLektapvTfU+9LMbIniOaBmZjYc1ihrY1bGA6uQw1mnAjvRSPhyM7DzIJYVWZdcTuRWsmfsWjI4e4kMBncF9i1l7wOak738qbZ9gqTjyKC0Gpo7u6wZeR7wVWAsuTTHm8jg+alyPoeSy3H8EdhqgOcwIBHxvKS9yR605YBfSTob+DlwDxk0vZ5MMrQnsCm5bEnleGAasGN5vkXS98ne0ceB1wAbkHMwdye/szNG8pzaOAX4VPn8Sq/DbyHvhQMlTSYTGd0DrE32pu5eyswGjmuuGBHnSzoZ+Dh5/W4qr68gs+eOI9cq3ZK8xmsDm9H4YWCo96WZ2RJF3TObm5mZLaz0+lw5gCpPkmtnHlV6vdoddza59MkZEbHvID7vPuB9EfG3Fsc+lxa9msXkiJhdyu1H9nK2Gyl0Lhk0VXNEp0XEVU2fdRWwLfC7iJjarrGS9qWR6fXlNjSVmQ6cQ/fhmwvVL8ONTwIOoHu23meB1Tt9P72qfY/3RMSkHspfS2Ne7cyI6DjHtul+eA/w7+W5lfuA6RFxR6udZaj1UcDhdP9xfj6wSUTc2aIdnbS9L83MliTuATUzs+H2EvAM8DTZEzST7H2cMcTA5mqyF2o7MrCbSA69HE8uHXIDOWfylIh4ts0xPgxcR/ZkvQFYgRZBZkScJuk24DCyl3Nlcj7l34DTIuK8HoZdDpuI+K2k9YBPkElsNgZWIuc0PkBem3NaBa9lGOvHJX2bDEK3JXvtViADznvJeZGXARcNR/A5SGfSCEB/OMC688le9gPJDLobkffFLLK3+Budetwj4iXgK5JOAw4CpgOTyWv8HHmN/07+4HBBRNSz5w7HfWlmtsRwD6iZmZmNOkmnkAHyPGBCRDzZpfxUGj2PC/VAm5nZoslJiMzMzGxUSVoe+EB5+fNuwaeZmb16OQA1MzOz0XYwOSQY4Huj2RAzMxtZngNqZmZmfSVpaTKz7FhgGzIBEGTCpj+1qWZmZosBB6BmZmbWb+vQWG+1Mhc4ZBTaYmZmfeQhuGZmZjaaHiXXxtwqIm4c7caYmdnIchZcMzMzMzMz6wv3gJqZmZmZmVlfOAA1MzMzMzOzvnAAamZmZmZmZn3hANTMzMzMzMz6wgGomZmZmZmZ9YUDUDMzMzMzM+uL/weW9h8pdOx19QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "myfigs =[]\n",
    "for f in corrs3m.Dist1.unique():\n",
    "    lbound = corrs3m.mylci.min()\n",
    "    ubound = corrs3m.mycci.max()\n",
    "    fig, ax = plt.subplots(figsize=(15,10))\n",
    "    sns.barplot(x=\"Dist1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.Dist1==f], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.Dist1==f, 'myerr'].max())\n",
    "    ax.set_ylim(bottom=lbound, top=ubound)\n",
    "    ax.set_title('Pearson Correlations')\n",
    "    ax.set_ylabel('Correlation')\n",
    "    ax.set_xlabel('Distance Types')\n",
    "    ax.legend(loc='upper right')\n",
    "    #plt.savefig(pathout+'CorrsFBCatsCom_' + f + '.pdf', dpi=300, bbox_inches='tight')\n",
    "    myfigs.append(fig)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}