{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
       "0  No phone service             DSL             No  ...               No   \n",
       "1                No             DSL            Yes  ...              Yes   \n",
       "2                No             DSL            Yes  ...               No   \n",
       "3  No phone service             DSL            Yes  ...              Yes   \n",
       "4                No     Fiber optic             No  ...               No   \n",
       "\n",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No          No              No  Month-to-month              Yes   \n",
       "1          No          No              No        One year               No   \n",
       "2          No          No              No  Month-to-month              Yes   \n",
       "3         Yes          No              No        One year               No   \n",
       "4          No          No              No  Month-to-month              Yes   \n",
       "\n",
       "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
       "0           Electronic check          29.85         29.85    No  \n",
       "1               Mailed check          56.95        1889.5    No  \n",
       "2               Mailed check          53.85        108.15   Yes  \n",
       "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
       "4           Electronic check          70.70        151.65   Yes  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "churn_data = pd.read_csv('https://raw.githubusercontent.com/'\n",
    "                         'treselle-systems/customer_churn_analysis/'\n",
    "                         'master/WA_Fn-UseC_-Telco-Customer-Churn.csv')\n",
    "churn_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['gender', 'SeniorCitizen', 'Partner', 'Dependents', 'tenure',\n",
      "       'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity',\n",
      "       'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV',\n",
      "       'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod',\n",
      "       'MonthlyCharges', 'Churn'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "churn_data = churn_data.set_index('customerID')\n",
    "churn_data = churn_data.drop(['TotalCharges'], axis=1)\n",
    "\n",
    "# The dataset is naturally hierarchical: some columns only apply to some users. Ex, if you don't have internet \n",
    "# then the column OnlineBackup isn't applicable, as it's value is \"No internet service\". We \n",
    "# are going to map this back to No. We will treat the hierachical nature by stratifying on the \n",
    "# different services a user may have. \n",
    "churn_data = churn_data.applymap(lambda x: \"No\" if str(x).startswith(\"No \") else x)\n",
    "churn_data['Churn'] = (churn_data['Churn'] == \"Yes\")\n",
    "strata_cols = ['InternetService', 'StreamingMovies', 'StreamingTV', 'PhoneService']\n",
    "print(churn_data.columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lifelines import CoxPHFitter\n",
    "\n",
    "cph = CoxPHFitter().fit(churn_data, 'tenure', 'Churn', \n",
    "                        formula=\"gender + SeniorCitizen + Partner + Dependents  + MultipleLines + OnlineSecurity + OnlineBackup + DeviceProtection + TechSupport + Contract + PaperlessBilling + PaymentMethod + MonthlyCharges\",\n",
    "                        strata=strata_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<lifelines.CoxPHFitter: fitted with 7043 total observations, 5174 right-censored observations>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>model</th>\n",
       "      <td>lifelines.CoxPHFitter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>duration col</th>\n",
       "      <td>'tenure'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>event col</th>\n",
       "      <td>'Churn'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>strata</th>\n",
       "      <td>[InternetService, StreamingMovies, StreamingTV...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseline estimation</th>\n",
       "      <td>breslow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>number of observations</th>\n",
       "      <td>7043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>number of events observed</th>\n",
       "      <td>1869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>partial log-likelihood</th>\n",
       "      <td>-10106.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time fit was run</th>\n",
       "      <td>2020-08-21 13:31:13 UTC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div><table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th style=\"min-width: 12px;\"></th>\n",
       "      <th style=\"min-width: 12px;\">coef</th>\n",
       "      <th style=\"min-width: 12px;\">exp(coef)</th>\n",
       "      <th style=\"min-width: 12px;\">se(coef)</th>\n",
       "      <th style=\"min-width: 12px;\">coef lower 95%</th>\n",
       "      <th style=\"min-width: 12px;\">coef upper 95%</th>\n",
       "      <th style=\"min-width: 12px;\">exp(coef) lower 95%</th>\n",
       "      <th style=\"min-width: 12px;\">exp(coef) upper 95%</th>\n",
       "      <th style=\"min-width: 12px;\">z</th>\n",
       "      <th style=\"min-width: 12px;\">p</th>\n",
       "      <th style=\"min-width: 12px;\">-log2(p)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>gender[T.Male]</th>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.05</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.98</td>\n",
       "      <td>0.05</td>\n",
       "      <td>4.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner[T.Yes]</th>\n",
       "      <td>-0.53</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.64</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.66</td>\n",
       "      <td>-9.57</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>69.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents[T.Yes]</th>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.09</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines[T.Yes]</th>\n",
       "      <td>-0.44</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.83</td>\n",
       "      <td>-3.47</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>10.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity[T.Yes]</th>\n",
       "      <td>-0.62</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.88</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-4.65</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>18.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup[T.Yes]</th>\n",
       "      <td>-0.65</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.67</td>\n",
       "      <td>-5.09</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection[T.Yes]</th>\n",
       "      <td>-0.32</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.93</td>\n",
       "      <td>-2.51</td>\n",
       "      <td>0.01</td>\n",
       "      <td>6.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport[T.Yes]</th>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.87</td>\n",
       "      <td>-2.99</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>8.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract[T.One year]</th>\n",
       "      <td>-1.59</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-1.77</td>\n",
       "      <td>-1.42</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-17.82</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>233.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract[T.Two year]</th>\n",
       "      <td>-3.11</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.17</td>\n",
       "      <td>-3.45</td>\n",
       "      <td>-2.77</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-18.00</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>238.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling[T.Yes]</th>\n",
       "      <td>0.19</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.08</td>\n",
       "      <td>1.35</td>\n",
       "      <td>3.29</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>9.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod[T.Credit card (automatic)]</th>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.07</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod[T.Electronic check]</th>\n",
       "      <td>0.56</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2.02</td>\n",
       "      <td>7.88</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>48.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod[T.Mailed check]</th>\n",
       "      <td>0.51</td>\n",
       "      <td>1.66</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.98</td>\n",
       "      <td>5.65</td>\n",
       "      <td>&lt;0.005</td>\n",
       "      <td>25.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.06</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>0.32</td>\n",
       "      <td>1.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.04</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><br><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Concordance</th>\n",
       "      <td>0.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partial AIC</th>\n",
       "      <td>20244.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>log-likelihood ratio test</th>\n",
       "      <td>2614.83 on 16 df</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-log2(p) of ll-ratio test</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/latex": [
       "\\begin{tabular}{lrrrrrrrrrr}\n",
       "\\toprule\n",
       "{} &  coef &  exp(coef) &  se(coef) &  coef lower 95\\% &  coef upper 95\\% &  exp(coef) lower 95\\% &  exp(coef) upper 95\\% &      z &    p &  -log2(p) \\\\\n",
       "covariate                                &       &            &           &                 &                 &                      &                      &        &      &           \\\\\n",
       "\\midrule\n",
       "gender[T.Male]                           & -0.09 &       0.91 &      0.05 &           -0.18 &           -0.00 &                 0.83 &                 1.00 &  -1.98 & 0.05 &      4.40 \\\\\n",
       "Partner[T.Yes]                           & -0.53 &       0.59 &      0.06 &           -0.64 &           -0.42 &                 0.53 &                 0.66 &  -9.57 & 0.00 &     69.69 \\\\\n",
       "Dependents[T.Yes]                        & -0.05 &       0.95 &      0.07 &           -0.18 &            0.09 &                 0.83 &                 1.09 &  -0.67 & 0.50 &      0.99 \\\\\n",
       "MultipleLines[T.Yes]                     & -0.44 &       0.64 &      0.13 &           -0.69 &           -0.19 &                 0.50 &                 0.83 &  -3.47 & 0.00 &     10.89 \\\\\n",
       "OnlineSecurity[T.Yes]                    & -0.62 &       0.54 &      0.13 &           -0.88 &           -0.36 &                 0.41 &                 0.70 &  -4.65 & 0.00 &     18.20 \\\\\n",
       "OnlineBackup[T.Yes]                      & -0.65 &       0.52 &      0.13 &           -0.90 &           -0.40 &                 0.41 &                 0.67 &  -5.09 & 0.00 &     21.39 \\\\\n",
       "DeviceProtection[T.Yes]                  & -0.32 &       0.73 &      0.13 &           -0.56 &           -0.07 &                 0.57 &                 0.93 &  -2.51 & 0.01 &      6.39 \\\\\n",
       "TechSupport[T.Yes]                       & -0.40 &       0.67 &      0.13 &           -0.66 &           -0.14 &                 0.52 &                 0.87 &  -2.99 & 0.00 &      8.49 \\\\\n",
       "Contract[T.One year]                     & -1.59 &       0.20 &      0.09 &           -1.77 &           -1.42 &                 0.17 &                 0.24 & -17.82 & 0.00 &    233.65 \\\\\n",
       "Contract[T.Two year]                     & -3.11 &       0.04 &      0.17 &           -3.45 &           -2.77 &                 0.03 &                 0.06 & -18.00 & 0.00 &    238.16 \\\\\n",
       "PaperlessBilling[T.Yes]                  &  0.19 &       1.21 &      0.06 &            0.08 &            0.30 &                 1.08 &                 1.35 &   3.29 & 0.00 &      9.97 \\\\\n",
       "PaymentMethod[T.Credit card (automatic)] & -0.11 &       0.90 &      0.09 &           -0.29 &            0.07 &                 0.75 &                 1.07 &  -1.18 & 0.24 &      2.06 \\\\\n",
       "PaymentMethod[T.Electronic check]        &  0.56 &       1.76 &      0.07 &            0.42 &            0.70 &                 1.53 &                 2.02 &   7.88 & 0.00 &     48.06 \\\\\n",
       "PaymentMethod[T.Mailed check]            &  0.51 &       1.66 &      0.09 &            0.33 &            0.68 &                 1.39 &                 1.98 &   5.65 & 0.00 &     25.85 \\\\\n",
       "SeniorCitizen                            & -0.06 &       0.94 &      0.06 &           -0.17 &            0.05 &                 0.84 &                 1.06 &  -1.00 & 0.32 &      1.67 \\\\\n",
       "MonthlyCharges                           & -0.01 &       0.99 &      0.02 &           -0.05 &            0.04 &                 0.95 &                 1.04 &  -0.24 & 0.81 &      0.31 \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "<lifelines.CoxPHFitter: fitted with 7043 total observations, 5174 right-censored observations>\n",
       "             duration col = 'tenure'\n",
       "                event col = 'Churn'\n",
       "                   strata = ['InternetService', 'StreamingMovies', 'StreamingTV', 'PhoneService']\n",
       "      baseline estimation = breslow\n",
       "   number of observations = 7043\n",
       "number of events observed = 1869\n",
       "   partial log-likelihood = -10106.05\n",
       "         time fit was run = 2020-08-21 13:31:13 UTC\n",
       "\n",
       "---\n",
       "                                           coef  exp(coef)   se(coef)   coef lower 95%   coef upper 95%  exp(coef) lower 95%  exp(coef) upper 95%\n",
       "covariate                                                                                                                                        \n",
       "gender[T.Male]                            -0.09       0.91       0.05            -0.18            -0.00                 0.83                 1.00\n",
       "Partner[T.Yes]                            -0.53       0.59       0.06            -0.64            -0.42                 0.53                 0.66\n",
       "Dependents[T.Yes]                         -0.05       0.95       0.07            -0.18             0.09                 0.83                 1.09\n",
       "MultipleLines[T.Yes]                      -0.44       0.64       0.13            -0.69            -0.19                 0.50                 0.83\n",
       "OnlineSecurity[T.Yes]                     -0.62       0.54       0.13            -0.88            -0.36                 0.41                 0.70\n",
       "OnlineBackup[T.Yes]                       -0.65       0.52       0.13            -0.90            -0.40                 0.41                 0.67\n",
       "DeviceProtection[T.Yes]                   -0.32       0.73       0.13            -0.56            -0.07                 0.57                 0.93\n",
       "TechSupport[T.Yes]                        -0.40       0.67       0.13            -0.66            -0.14                 0.52                 0.87\n",
       "Contract[T.One year]                      -1.59       0.20       0.09            -1.77            -1.42                 0.17                 0.24\n",
       "Contract[T.Two year]                      -3.11       0.04       0.17            -3.45            -2.77                 0.03                 0.06\n",
       "PaperlessBilling[T.Yes]                    0.19       1.21       0.06             0.08             0.30                 1.08                 1.35\n",
       "PaymentMethod[T.Credit card (automatic)]  -0.11       0.90       0.09            -0.29             0.07                 0.75                 1.07\n",
       "PaymentMethod[T.Electronic check]          0.56       1.76       0.07             0.42             0.70                 1.53                 2.02\n",
       "PaymentMethod[T.Mailed check]              0.51       1.66       0.09             0.33             0.68                 1.39                 1.98\n",
       "SeniorCitizen                             -0.06       0.94       0.06            -0.17             0.05                 0.84                 1.06\n",
       "MonthlyCharges                            -0.01       0.99       0.02            -0.05             0.04                 0.95                 1.04\n",
       "                                              z      p   -log2(p)\n",
       "covariate                                                        \n",
       "gender[T.Male]                            -1.98   0.05       4.40\n",
       "Partner[T.Yes]                            -9.57 <0.005      69.69\n",
       "Dependents[T.Yes]                         -0.67   0.50       0.99\n",
       "MultipleLines[T.Yes]                      -3.47 <0.005      10.89\n",
       "OnlineSecurity[T.Yes]                     -4.65 <0.005      18.20\n",
       "OnlineBackup[T.Yes]                       -5.09 <0.005      21.39\n",
       "DeviceProtection[T.Yes]                   -2.51   0.01       6.39\n",
       "TechSupport[T.Yes]                        -2.99 <0.005       8.49\n",
       "Contract[T.One year]                     -17.82 <0.005     233.65\n",
       "Contract[T.Two year]                     -18.00 <0.005     238.16\n",
       "PaperlessBilling[T.Yes]                    3.29 <0.005       9.97\n",
       "PaymentMethod[T.Credit card (automatic)]  -1.18   0.24       2.06\n",
       "PaymentMethod[T.Electronic check]          7.88 <0.005      48.06\n",
       "PaymentMethod[T.Mailed check]              5.65 <0.005      25.85\n",
       "SeniorCitizen                             -1.00   0.32       1.67\n",
       "MonthlyCharges                            -0.24   0.81       0.31\n",
       "---\n",
       "Concordance = 0.83\n",
       "Partial AIC = 20244.10\n",
       "log-likelihood ratio test = 2614.83 on 16 df\n",
       "-log2(p) of ll-ratio test = inf"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cph.print_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='log(HR) (95% CI)'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dxdBV3bXgjqAlVI+pqrtX1TOr6sXdvI/v3kK93uI0TxvYvml+wrxCL/m6qKqyhZ+F/uS8nfY68RtoI3u3dh1653HkVs7j8C22sm16Mdx8muO3GCjX2w5dqX0L7ewIeuf26q3cjwP76mwCbpDkT+Ywjhqyb9T7NJc2ddvB0eoL3caW9M77kVu5d8dsYzx/T5sG5agkg9MsSJIkSZK0YEyqbh96K9O/d8ixpdNVqqqv0l6DfVSSu9MWqPp0VZ0z9yFexRe67X3muZ/LGWH0ajcK9j20qQp+T1shfUtmcx5/7LbbOqq2pzeSdnKa470E4tnd9lvAhcBEkkVDyk/Xzo7gi7R7Psr9+AJt5OKDZlB2W+7dt2nX/S7dyPJBg/dpLvWe0wdvQxu9a/s3SQanFpkLo36WvkW3MF63kNVMbaKNKv8M8K/dXK2SJEmSxuDYY4/l2GOPHXcY0tiYVN0+bOy2k/07k9wVeOFW6r4euBYtIRvaKM35djxwKfDqJLcfPJjkWknmIuH6K+A2I9Z5MfAo4IFDFsm6iqo6k5aceXSSJw8rk+SvukV++mMCuO2IcU3ns7SE3b2TPGag78fQklTfAU7vYr4UeCfwpwwsVJVkf9oiVvMmyW2T7J3kunPddlX9gnZu+yf5124xo8H+/zzJkr5dr+22r0pytVGPA/tmfe+q6g9ced1fOhgT8BzaZ+Lto7Y9A28DfgM8I8nfDB5McuutNVBVvwROpo2o/X9JrvLdn+T60yTpZ+qDwPeBf0jykGEFktyz99xU1R9pi7/9CfCGJNceKHutJDcZ0gzd5/pBwKnA87vF/CRJkiQtsCVLlrBkyZKtF9RYTU1NMTk5udWfqampcYe6w3FO1e3DSbT5SVclORD4Lm1hl4cB76Ot2j2d/wVeTXuN9vyu/Lyqqm91Sci3AN9I8jFa4m93WsLqPrSVu/fexq5OBf4uyYdoIwAvpY3E/fQWYvsRMMpq4Mtoiwy9OclzaK8Wb6KNdr0zcCfaIjy/6Mp/njZicUW3uFhv/s3XTjNf7RZVVSU5DPgk8O4kH6SN4rsDcDDwW+BJA6u1v4i2ivqKLpF6Oi1Z9jjaIkCPGDWOEZxEGz19IG1RrEEHJ1k8Td2NM1jE6lm0Z//fgCcmOZ02f+wtaYscHQAcCmwAqKpPdAuTvRg4J8kHaAsp3Yy2wNcXaIu3QUte/4T2TF1KW3itgLdXVW8Rti35F9qz/axugbbTgBsDf0tLtj6rqjbMoJ2RVNX5SZbRRmGfluSjwFeBP6M9o7ehTR+yNc+iPc9PByaTfBz4Q1f3gbTnZt0sY7w0yaOBjwMfTvI5YIr2WbkN7b7djvacXthVOwa4O/Bw4DtJ/o/2vN8GeADtO3H1NP1dmORhtD8mPSfJdYCnV9WwqRskSZIkabu1fPlyJicnWbx48by0v3nz5rHNazrf5zZuJlW3A1V1Xjey8xW0RNADaYm1ZwKfYgtJ1ar6Q5J3AiuA1VV1yfxHDFX1jiRfAZ5HS7A9gPbK/Xm05M+W5oKdqSNpSa/7Ag+hjaw+Bpg2qTqqqjo3yX7As4FDaCM9r0FLln6TNhLya33lL0hyCHAULVnXe5X6HcxyPs2qOqNL0r2YNoXDw2kJ8ncBL62qbw+UPz/JvYCXdWX3pyUMn0Eb9TyfSdWteWT3M8x6pkmS9VTVb5IsBZ5KS3gfAlyHllj9LvCPtAR0f51/TfJ52mjRh9HuyS9oK9ef1Ffuj0keRfucPZaWCA0tKb3VpGpV/TrJPWmjxx8NPJc2h+8Xgf+sqk9srY3ZqqoPdwn0F9A+Dw8ALqB9T7x8hm1ckOSvad8Vj6Nd4z/SktBvoT3v2xLjV5PchXZdHkZbLO5y2iJeX6Z9Zs7vK/+HJA+iJXmfBBxGux/nAe+nG529hf4u7u7nyd25XDvJkwf+ACFJkiRpnpx44okAHHHEEWOOZMe2fPnyeWl3YmJiQesNM1/ntr2IA3t2fEnW0VbFvkNVfXfM4Wg7lGQjQFUtHm8k0sJJcjQtmXtgVa2bZRtn7bvvvvueddZZcxmaJEmStMNbtmwZAGvWrBlzJNLs7bfffpx99tlnV9V+o9Z1pOoOLsndaK9jf8yEqrZizyS9v6Lcs6q+sMXS0g4qydeBO447DkmSJEnSzsuk6g4qyTNo86j2XrE9arwRaTu3Ctij7/dzxxOGtCBeB/QvMLdxTHFIkiRJknZSJlV3XC+gLab0A+CJVfXFMcej7VhVrRp3DNJCqarXjTsGSZIkSdLOzaTqDsq5MSVJkiRJkqTx2G3cAUiSJEmSJEnSjsSRqpIkSZIkSRrJkiVLxh2CNFYmVSVJkiRJkjSSY489dtwhSGPl6/+SJEmSJEmSNAKTqpIkSZIkSZI0ApOqkiRJkiRJGsmyZctYtmzZuMOQxsakqiRJkiRJkiSNwKSqJEmSJEmSJI3ApKokSZIkSZIkjcCkqiRJkiRJkiSNwKSqJEmSJEmSJI3ApKokSZIkSZIkjeCa4w5AkiRJkiRJO5Yjjjhi3CFIY2VSVZIkSZIkSSM56KCDxh2CNFa+/i9JkiRJkiRJIzCpKkmSJEmSpJGsXbuWtWvXjjsMaWx8/V+SJEmSJEkjOfHEEwGnAdCuy5GqkiRJkiRJkjQCk6qSJEmSJEmSNAJf/5d2MkmOBo4CDqyqdWPofxI4DTimqo7u278R2LOv6D2r6gsLGdt8SFLA+qqa7Nt3NPN8D5IsB94KHF5Vq+e47aMZ4zM0aNRzTfJ/wEP7ds35NZIkSZKkhbZixQqmpqZGrjcxMcGqVavmPJ5dnUnVnVyX8Ol3OXAB8FXgxKpas/BR7TiGJcyGHAcoYK+q+v405U4Dem1sU4JnPpNpC2AzsKr773NhaLJ1a66SrO1Jsho4rPv1pVX1kmGVkxwGrO5+nfbeaoe2BjgTmAAeOd5QJEmSJO2MVq9ezcaNG1m8eDHLly9fkD6npqZYv379gvQ1G+O4JuNkUnXXcUy33R3Ym5ZoODDJ/lX13PGFtVO4jPZZ+nvgRYMHk+xFS6j2yu3KNg1JiK4C9hjYt5yWaH0bsHHg2Lqt9HEZcHiSY6rqj0OOP4W5vRf7ABfOUVuaA70/FnV/gDCpKkmSJGnOrV69mvXr17N06dIFTyAuWrSIiYmJrZabmppi8+bN8x9QZ5zXZBx29QTPLmMwkZXkvsAngRVJjquqjeOIayfxc+CntETeS6rqsoHjR3TbDwGPWtDIdgBVtWpwXzeFwJ7A6lm8fv5/wMHAg4APD7S7D3Av4P3M0b2oqm/NRTuSJEmSJM3ExMQE69at22q5ycnJ7Xpk647Ohap2UVV1KvAtIMABAEkOTvKOJN9J8vvu56wkz0lylWclybuSVJKlw9pPckh3/Pi+feu6fbsneUmS7ye5OMm3kzylr9zTk3wtyUVJzk1yzGD/fWXvnuQ9SX6W5A9JfpzkjUluOaRsr/9rJnlRku8muaSr88ok1+oru7zv1f6lXb3ez9FDQjkBuDnwsIE+d6eNuvwc8M1h59CVu2GSlyc5pzvvzUlOTfKAwXOgvfoP8NaBuBYPafcxSb6Y5MIkv05ycpJbTRPDXklOSvKT7lqe1/2+1zTlb5bkzUl+3sU81b1aP27vBC6ijUgd1Nt34rCKSRYleX6Std2z94ckv0xySpJ7TlOnuvsyI0n2TrK6e+7+0F2/NUnuME35v0jyv0ku6D6Tn0vy0GFlZ9D3NbrP12e7Z+yiJN9LcuIW7vMoz9CMnuOBOo/ryvy6+z7Y2H2/7D+D87lBkk8nuTzJC2d+JSRJkiRtqzVr1rBmjTMKatflSNVdW7ptL3n4Ctqcq2cAPwEWAQcBr6ElXp/YV/f1wN8BTwWG/dnjad32DUOOnQzcHfgIcCnwGOBNSS4F7kybF/P/gFOBRwAvob1e/cqrBJ88GXgTcAlwCvBjYC/ayNCHJ7lHVf1oSP9rgPsAHwV+AzwE+GfgpsDhXZkp2pQJRwE/5Mo5OGH46+fvAv6r6/sDffsf0bX7AuAvhtQjyZ5dm4uBzwAfA65HS9B+LMnTquqErvhqYBPtleYPdnH2bBpo+pld/6fQ7tHdgccBd0kyUVWX9MVwAPAp4E+78t+kTRPxBOCRSe5XVV/qK39jWqL4dsDp3c8taPf7E8POcwFtAv4XWJbk5lX1M4Ak1waeRLsW35mm7j7AscCnaaNcLwBuS7uOD07y8Kr62GwDS/Ig4H20aTg+BHwPuDXwaOChSQ6sqrP7yu8FfB64Ee15naI9Rx/ofh+l72vRPlf3p31W1tCe/8W0UbunA98dqDbKMzTKc0yS0P5AcBhwfnddftldjwOBb9PmRZ3ufG7b9fEXwJOq6h2jXA9JkiRJkraFSdVdVJL7AXegJVR7ybKHDi60lDZC9K3Ak5IcX1VnAFTVp5N8AzgkyXOq6ld9dW4H3A/4XFV9fUj3twXuVFWbuvKvoo2afTUtIXbnqvpJd+xoWuLpn5K8qvdqfZLb0xJ4G4GlvfLdsfvSEnuvYfgr3n8O3LGqft2VXwl8pTvHF1bVz6pqCphKchSwcdjCSP2q6rdJTgaWJ7l1VZ3bHXoKLXH1PwyZb7XzNtqr7odW1cl957EHLUl1XJJTqurnVbW65aJ4JPCBrSxU9SDggKr6Wl+ba4BDu/r/0+0LcBLwZ8ATquqdfeUfR0uCvz3JX1bV5d2hl9ESqquq6h/7yh9PSwKO2wm0BOrhwMu7fY+iJSdPmK4ScA5wy6o6v39nklsDX6Q9o7NKqia5AS35fiHwN1X1zb5jdwK+QBtBu29ftf/uYl5RVa/pK/9Irpq8n4mjaQnVDwGPHUiIXpt2/wfN6BnqzPg57g49hZZQ/RJw/6ra3FfnGrQ/RgyV5C60pPL1gIdU1ae2cu5bleSsaQ7tva1tS5IkSdp5TU1NMTk5uWB9zbbeQsQ42/h2VCZVdxG58pX13WnJ1INpI1VfXVU/BBi2cn1VXZ7kNbQE1QNpo1h7Xg8cT3u9/VV9+5/Stf3GacL5l15CtevjB0lOp41Oe15/grSqNiX5UNfHrWijRgGe0Z3Lkf3luzqnJjmFNlr1T6vqtwP9v6CXUO3K/z7JO2kjYvenjeabjRNoi1U9Gfi3buTe/YE3VtWFXTL0Krrk0FLgPf2JqC6uTV1S9wPAIcDrRoznuP5kWF+MhwJ348qE2F/TEkef70+odjG8O8mzgHt3P59Om9Lg8cBvaYm6/vJndtdyrNMAVNXpSb4FHJHkFVVVtOfyAuC9tNGQw+oNncG7qs5N8h7g2UluO80I6K15Em1Brmf1J1S79r+e5ATaHMd/WVXf7BK59wc20D5n/eU/mGQ97dnZqi5J+UzatAhP70+odu1dQhslOmhGz9Asn+Nnd9unDV73boGxn05zLven3cPf0pLTX5nmtCVJkiTNo5UrVwJw7LHHjjmS8dq8efN2P2/pjhDjjsik6q7jqG5btNGgnwHe3P/KbJIbAc+nvQ5/O9oosH6D8yieRJsy4Kl0SdVcOYfoBVx1FFu/Ya/0ntdth40W6yVNb82VSdXe/JZLu1fXB90UuAZw+yFtDuv/x932BsMCnomqOiPJ14AnJ/l32lQAu7HlkZG981iU4XO13qTb7jOLkGZ6nr2RkWunaWctLaF6V9pr8XsD1wU+M00Sch1jTqp2TqA9lwcl+SEtaf/aqrp4WIK7J8m9gCNp9+amwLUGitwKmE1StXev7zLNvb59t92HNv3CXbvfT++SjIPWMcOkKu2eLQLOqKrztla4z0yfoZGe4yTXA+4E/LyqvjxCPI8BHkCbpuDBs0xuD1VV+w3b341g3XfYMUmSJGlXtmHDhnGHsF1YtGgRExMTC9LX1NQUmzcPHQu0RQsV42zj21GZVN1FVNX0WSSueEX3S8AS2mvOJwG/Bi6jja47Erj2QJu/TfIO4OndXJCn0eZfvDnttfCLp4ll2Cfssm67pWO79+27Ubd9/pbOC7j+kP43baGPa2ylva05ATgOeDDt1fOztpI06p3H/buf6VztPGZg05B9w85zUbcdOjKwb/8eA+V/fvWiAPxsBrEthJNo0xQcQUvGhy0nuEnyKOA9wMXAJ4HvA7+nzTU8SUtiXnu6+lvRu9fDFtDq17vXc3md9+i2P9lSoSE2Ddk37Bka9TmebTz3pH0PnMGVyV1JkiRJGpuJiQnWrVu3IH1NTk7OasTpQsU42/h2VCZV1XMELaF6zOD8oWmrnh85Tb3XA0+nLUx1GlcuUPWm+QnzCr3k66Kq+s089zWKt9MW1HoDbUTjv22lfO88jqyq4+YzsBnEcPNpjt9ioFxve7Npyk/XzoKqqvOTvJ82l+pvaNMbDJvjt99LgT8A+1fVOf0HkryRmY8MHaZ33e5SVV8dofxcXOdN3XZwtPlcGfU53tRtR43nRbSR9IfTpgP++755fiVJkiRJWjC7jTsAbTd6K9O/d8ixaRNJXXLos8CjktydtkDVpwcTUvPgC932PvPcz+WMMHq1GwX7HtpUBb+nLUy0JbM5j96r4Ns6qranN5J2cprjB3bb3qr036IttjSRZNGQ8tO1Mw4n0EaW3oStjFLt/AXwzSEJ1d1oUyBsi1Hvde++3LubE3XQ5Ah9f4tuEbgktxyh3kyNdG5V9Xvg68DNktx1a+X7XEKbAuB/adOMvCOJfxyUJEmSJC04/zGqno3ddhLoX+n7rsALt1L39cC9aAnZ0EZpzrfjaXO5vjrJd6vqO/0Hk1wLuHtVfWYb+/kVcJsR67wYeB/wyyGLZF1Ft7DTZ4BHJ3lyVb1lsEySv6LNPfmLvpgAbjtiXNP5LPBtWvLuMVX1nr6+H0NLlH0HOL2L+dJuMaqn0Baq+se+8vvTFrGaN0luS5vT9UdVdeFWip9GW6V+N+DjM2h+I7BXklv25h5Nm4D1aOAvZxtz563ASuCoJF+qqi/2H+wSt39TVevgisWxPkl7nf5ZwGv6yj6SEUbNVtUfk7yONtLzDUke279YVfd5WVRVwxarmkn7s3mOj6ONaH9jkvv3TwvSXYubVdXVpqTonr9DaQnWJwDXTvJ3VXXpbGKXJEmSpB3N1NQUk5OTMyqn+WNSVT0n0eYnXZXkQNpCMHsBD6MlCB+3hbr/C7ya9irv+V35eVVV30ryZOAtwDeSfIyW+Nudlmy8D2018723satTgb9L8iHaSM1LaSNxP72F2H7EaAsZLaMtBvXmJM+hzRe5iTba9c60BX3uCfSSUZ+njRRd0S0u1ptb87XTrV6/JVVVSQ6jzSH67iQfpI1svANwMG2V9ScNvGb9IuC+XQz70xKut6A9Jx+hza07X06iJRQPpC3WNK2qKuCUEdp+Ne2PAl9O8l7a/b4XLaH6IeDhs4i3F8uvuiT1+4EvJDkV+AZt8bjb0O7xjYDr9FX7B9r9XpXkAcBXaKNpHzWLeI4B7t7V+U6S/6Pd29vQFn96PrB6tufH6M/xibTP6ROB73bP3S+BWwIH0T7bRw/rqEsSH0ab+/YI4H3dHwQuGVZekiRJkuba8uXLmZycZPHixQve9+bNm7fLuUvHeU3GwaSqAKiq85LcB3gF7TXnB9ISa88EPsUWkqpV9Ydu5OIKYPVCJTaq6h1JvgI8j5ZgewDtlfvzaK/gv3sOujmSlvS6L20ux91oyalpk6qj6kYk7gc8GziENtLzGrRk6TeB19I3eriqLkhyCHAU7RXo63WH3sHwhb5mEsMZSQ6gjbK9Hy3xdj5t+oKXVtW3B8qfn+RetIWgHg7sTxvt+gzaaM/5TKrOm6p6Y5JLaM/yYcBFwGdoc3gewjYkVbv2T01yZ+CfaJ+x+9DmcD2PlpB870D57ya5B+1zeT/aSPKv0pLdNxklnu5z+iDaHMhPop1fur7fTzcSebZm8RwX8KQkH6eNOv9b2lQNP6Vd8y0mw6vq8iRPpSVWnwWckuTgqrpoW85DkiRJ0swcdNBB4w5hrJYvX77gfU5MTCxovVGN45qMU9q/a6Vtk2Qd8DfAHarqu2MOR9uhJBsBqmrxeCPRriLJctq0C4dX1epZtnHWvvvuu+9ZZ501l6FJkiRJkrYD++23H2efffbZVbXfqHVdqErbLMndaK9jf9yEqrZizyTV/dxj3MFo55Tk/5IULaEqSZIkSdKc8/V/zVqSZ9DmUT0cuJz2Oro0nVXAHn2/nzueMLQLWAOc2ff71JjikCRJknZaGzZsAGDJkiVjjkQaD5Oq2hYvoC1C8wPgiYOrmUv9qmrVuGPQrqGq1ow7BkmSJGlnt3LlSgDWrPH/fmvXZFJVs+bcmJIkSZIkSdoVOaeqJEmSJEmSJI3ApKokSZIkSZIkjcCkqiRJkiRJkiSNwKSqJEmSJEmSJI3ApKokSZIkSZIkjeCa4w5AkiRJkiRJO5Zjjz123CFIY2VSVZIkSZIkSSNZsmTJuEOQxsrX/yVJkiRJkiRpBCZVJUmSJEmSNJITTzyRE088cdxhSGNjUlWSJEmSJEkjWbt2LWvXrh13GNLYmFSVJEmSJEmSpBGYVJUkSZIkSZKkEZhUlSRJkiRJkqQRmFSVJEmSJEmSpBGYVJUkSZIkSZKkEVxz3AFIkiRJkiRpx7JkyZJxhyCNlUlVSZIkSZIkjeTYY48ddwjSWPn6vyRJkiRJkiSNwKSqJEmSJEmSJI3ApKokSZIkSZJGsmzZMpYtWzbuMKSxcU5VSfMqyWJgA/C2qlo+3mjmRpJ1wNKqSt++SeA04JiqOno2ZRdCkuXAW/t2fbyqHrSQMcy3JF8H7ti368CqWjemcCRJkiTNoRUrVjA1NTVyvYmJCVatWjXn8WjXZVJVGrMkNbDrcuAC4KvAiVW1ZuGj2jUMSTD2/A74LvAeYFVVXbiQcS2QDwJTwPdgi9diWgOJ4msCnwXuBjy6qt4/rE6SRwHvA74I3KuqLptF7FvzOuCmwCSwdB7alyRJkjRLq1evZuPGjSxevJjly5ePXH9qaor169fPfWDT2NZ4tfMyqSptP47ptrsDewOPBA5Msn9VPXd8Ye0SvgJ8oPvv3YCbAw8HjgUelOTAqvpjX/knAdfdhv6+COwDnL8NbWyrD1TV6r7fp7jyGexZDBwG/BBYzRZU1WVJngB8GTghyReq6qf9ZZLcHHgT8Hvg8fOUUKWqXtf1dzQmVSVJkqTtyurVq1m/fj1Lly7dpiTlokWLmJiY2Gq5qakpNm/ePOt+5ipe7XxMqkrbicHXwJPcF/gksCLJcVW1cRxx7SKmhlz/PWijhe/T/azrHauqH21LZ93I129tSxtzraqmaInVK3TTFBwGbJzJNAVV9d0kzwXeCLw1yYOrqn8k9luAGwNPrarvzUngkiRJknZJExMTrFu3bqvlJicnF3Rkq3YdLlQlbaeq6lRa4i3AAQBJDk7yjiTfSfL77uesJM9JcrXPc5LVSSrJ7ZI8N8m3klyc5Nwkr07yZ8P6TnLrJMcn+UGSS5L8KskpSQ4YUvboro/JJMuSnJHkd0k2bu0ck1w3yQuTTHXn8rskn09y6JCySXJYks8l+WV3Hj9O8vEkjxsoe+ck70qysYv/l0nOTrIqye5biwugqjYBX+p+vclA++uGTNswY921qm4k5dXaTXLNJC9K8t0u/h8neWWSa03T3uO787soyS+SvD3JLbc1ztmoqjcBpwAPBJ7dF+MzgQcDH6yqE7p983L/JUmSJEmab45UlbZvvTkre4mxV9DmXD0D+AmwCDgIeA0t8frEadp5NfA3wP/Q5tJ8ILACuE+Se1fVxVd0mOwLfAK4IfBx2vyXNwYOBk5P8qiq+siQPp4H3B/4EG0RpkVbPLE2EnQtcFfgbNooxt262NYkuWNVvbivyrHAC2mLXv0PsBm4RXfejwXe3bV75+76FC25twH4M+AvgGcCLwYu3VJsXTuLurYvp73SvpDW0EbHfhT4DfAQ4J9p84Qe3l8wyT8Dr6TNw/s22nW5P21+09m/47JtjgC+BrwyyaeAy4D/BH4OPAXm7/5LkiRJkrQQTKpK26kk9wPuQEsO9kZMPrSqvj9QbjfaAkNPSnJ8VZ0xpLl7ARNV9cOuzguB/wUeDTwfeGm3/5q0hNX1aSumX/GORJJbdnG8OcniqrpkoI+DgHtW1UwTkKtoCbUXVNV/9PVzHdr8pi9K8p7utXSAp9ESyXcaXDgqyY37fj0MuA5wcFV9cKDcDYBhi05N9I0a3Q24GfAwWmL4OWN4Vf3PgTtW1a8Bkqykzfv6pCQvrKqfdftvR0s2ng/sW1U/7vb/Cy0x+3cLHDcAVfXLJE8GPgy8k5bEvi7wmKr6ZVdsFfNz/2clyVnTHNp7W9uWJEmSdkZHHHHENtWfmppicnJyVvV2hP608zOpKm0n+pJ6u9OSqQfTRqq+upcMHUyodvsuT/Ia2uJJD6SN0hz0ml4bfXWe3/XxZLqkKvBQWkLv//UnVLs65yX5D1oy7L7A4GjVN800oZrkRsATgDP7E2pdPxcneUF3Lsu46jyflwL9C0b16gxb8OmiIeUumCaku3Q/g95FG0250F7QS6gCVNXvk7wTeAmwP/B/3aFltO/x1/YSql356hKrjwWusXBhX6mqPpLk9cAzul2vq6qPwoLdf0mSJEnz6KCDDtqm+ps3b17QuU4Xuj/t/EyqStuPo7ptAZuAzwBvrqp39Ap0yajn014Hvx1wvYE2bjVN21f7X46q+kGSHwOLk+zRzSF6z+7wnoPzfXb26rb7cPWk6hen6XuYA2jJvqvNK9rpzXu6T9++d9Lm6Pxmkv+hndPnq2rwFfd3A0cCH0jyHuBTwGeHJaT7vK2qlvd+SXIz4H60aRUelmSyqs6e6cnNgTOH7OslTW/Qt++u3fb0wcJV9cPe/Z3b0EbyPK5Mqv5T3/75vP+zUlX7DdvfjWDddy76kCRJknSlRYsWMTExMXK9qakpNm8e/Z8BC92fdn4mVaXtRFVlS8e7OSi/BCyhJTBPAn5Nm69yD1oi8drTVP/5NPt/BuxJe819E3Cjbv9jtxLu9adpa6Z6/RzQ/cykn38EfkCbU/Rfup/LknwEeF7vFf2q+mKS+wArgcfQzTOb5NvAMVX1rq0FV1U/B96Z5E+AE4CX00ZOLoguwT3osm7bP/K0N2/tdPf354wxqVpVFyW54r/7Ds3b/ZckSZK0MNaubS/1zXbE6sTEBOvWrRu53uTk5KxGnC50f9r5mVSVdhxH0BKqx1TV0f0HktyTllSdzs2Abw/Zf/Nuu3lg+8iqOmXE+EZZZb7Xz6ur6rkzarzqj7SpB1YluSlwb9qcoY8F7tgtbHRJV/bztBGm1wb2Ax5EG+W4Jskvq+pTM4yzN5XC3WZYfqH9ptveDPjGkOM3W8BYRjGv91+SJEnS/DvxxBOBbZ8GQNpR7TbuACTN2F902/cOObZ0K3Wvdrxb5Og2wMa+kZFf6Lb3mU2AI/gicPls+6mqX1TV+6rqb2lznv45cKch5S6pqs9V1UuA53S7HzlCV71X7bfX78reHLb3HjyQZE/a/d0eLcj9lyRJkiRpvjhSVdpxbOy2k8DXejuT3BV44VbqHpnkpN5iVUl2A/6Tlix8a1+5DwLfB/4hyWlVNThvam9U7FcGV2AfRVX9olt46YlJ/hV4WTcSsb+fPwcur6oN3YjT/avqswNldgdu2P16Ybfvr4EvD7xuDleO2pxR3EmuwZWjf9fN7MwW3Bra4lXPTvLW3mJVae/cv5x5XKQqyXWB2wIXVtWPRqk7n/dfkiRJ0q5hamqKycnJGZWT5oNJVWnHcRJtkapVSQ4EvktbOOphwPuAx22h7meBqSTvpr16/UDaavdnAVesvl5VlyZ5NPBx4MNJPkdbff1C2qjHA2gLZN2CbU9iPauL/99oybXTaXOA3pK2QNEBwKHABuBPgNOTfK+L+YfAdYD7d2VPqapzunb/GTgoyWe6ur8D7gg8GLgAeNOQWCYGFky6KXAQcAfg/K7N7U5VfT/JS4CXAV/pu7/3pyUbvwLceZ66vxtwGm3BqMlZ1J+v+y9JkiRpO7Z8+XImJydZvHjxNrWzefPmBZnrdK7i1c7HpKq0g6iq87oFmF5Be937gcC3gGfSVrjfUlL1H4FHAU+hLVz0K9rK9i+pqosH+vlqkrsAz6UlbA+nvar9U9rr5kfREo3bej6/SbIUeCqwDDiElij7OS1h/I/AJ7vivwdeABwI/DVwMPBb2qjaZwBv6Wv6dbTk6d1p1+mawLnd/lf1RusOuEv303MxbWTwa4D/qKrztulk51FVvTzJubT7dTjtunyclgj+BFfOu7pdmcf7L0mSJGk7tnz58m2qPzExsaD1tjVe7bxSNcraMpJ2JElWA4cBS6pq43ij0UJK8me0BOVUVd2zb/9y2pQPh1fV6vFEtzC60cdHAQdW1bpZtnHWvvvuu+9ZZ501l6FJkiRJO7xly5YBsGbNmjFHIs3efvvtx9lnn312Ve03at3tdfEVSdIMJLlJN7do/75rAq+ijfx8/zRV35qkknxsvmNcaEm+nqRoCVVJkiRJkuacr/9L0o7tEODfknwK+DFtLtW/AW5Pmw/3tQPlp4Bj+n7/3vyHuOBeR5sXt2fjmOKQJEmSdlqOUNWuzqSqJO3YzgBOpyVSb9Tt2wAcC7yyqi7qL1xVU7TE6k6rql437hgkSZIkSTs3k6rSTqyqlgPLxxyG5lFVfRl49LjjkCRJkiRpV+KcqpIkSZIkSRrJypUrWbly5bjDkMbGkaqSJEmSJEkayYYNG8YdgjRWjlSVJEmSJEmSpBGYVJUkSZIkSZKkEZhUlSRJkiRJkqQRmFSVJEmSJEmSpBGYVJUkSZIkSZKkEVxz3AFIkiRJkiRpx3LQQQeNOwRprEyqSpIkSZIkaSRHHHHEuEOQxsrX/yVJkiRJkiRpBCZVJUmSJEmSNJINGzawYcOGcYchjY2v/0uSJEmSJGkkK1euBGDNmjVjjkQaD0eqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCK457gAkSZIkSZK0Yzn22GPHHYI0Vo5UlaQRJNmYZOMI5RcnqSSr5y+qLfa/LkmNo29JkiRJO68lS5awZMmScYchjY0jVSUtiL7EXgF7VdX3pyl3GjDZ/Xp4Va2e/+iu0v86YGlVZSH7nakk1wOeAjwCuBOwB3Ah8B3gk8Cbq+oHYwtQkiRJ0k5hxYoVTE1NjVxvYmKCVatWzXk80vbGpKqkhXQZ7Xvn74EXDR5Mshctodorpz5J7gG8B7gVcC7wEeA84HrAXYEXAM9Pco+qOntsgUqSJEnaYa1evZqNGzfysY99jG9/+9vb1MbixYtZvnz53AYobSdMWkhaSD8HfgocnuQlVXXZwPEjuu2HgEctaGTbuSR7Ax8Hrg/8C/CqweuXZAnwSuDPFj5CSZIkSTuD1atXs379ehYtWgTAokWLmJiY2Gq9qakpNm/efJU2li5dalJVOy3nVJW00E4Abg48rH9nkt2B5cDngG9OVznJXklOSvKTJH9Icl73+15Dyh7dzWc6meQxSb6Y5MIkv05ycpJb9ZVd3E1RsLT7vfp+1g1p+3pJ/jPJj5JckuR7SV6QZKvTBiR5V9fu0mmOH9IdP75v92tpydJXVtUrhySkqaoNVfW3wOeHtHnNJC9K8t0u3h8neWWSaw0pe3CSdyT5TpLfdz9nJXlOkqv970aS1V28t0vy7CRfTXJR/3VLcvsk701yQdfe55I8NMnyru7yIe3eOsnxSX7QxfyrJKckOWBI2T9N8q9Jvp7kN0l+m+T7Sd6dZL9h11mSJEnS1k1MTLBu3bqt/swk8SrtTBypKmmhvQv4L9qo1A/07X8EcFPaK+x/Maxil0z7FPCnwCm05OvewBOARya5X1V9aUjVZ3btnwKsB+4OPA64S5KJqroE2AQcQ0vs7tn9d8/GgfZ2p40avSXwUdp0BQcDrwCuM1B3mNcDfwc8tYtn0NO67Ru6814C3A+4GPiPrbRNdz6D1gD36eL9DfAQ4J9p1/zwgbKvAC4HzgB+AiwCDgJeAxwAPHGarl/T9fFh2tQEf+zi35uWLL9Bd+yrwO2A93flribJvsAngBvSrvX7gBvTrvPpSR5VVR/pygb4GPDXtITyibR7cmvgQOAzwFnTxCxJkiRJ0shMqkpaUFX12yQnA8uT3Lqqzu0OPYWW7Psfhs+3GuAk2mjNJ1TVO/uOPQ44GXh7kr+sqssHqj8IOKCqvtZXZw1wKPBI4H+qahNwdJJJYM+qOnoLp3FL4CvA/avqoq69Y2iLRf1jkpdV1aVbuAafTvIN4JAkz6mqX/XFdTtaAvVzVfX1bve9u+1ZXZyz8efAHavq110/K7tzeFKSF1bVz/rKPnRwIbFuhOpbu/LHV9UZQ/rYF7hrVW0Y2P/ftITqM6vq9X1tPpghSdUk16Q9B9cHDqyq9X3Hbgl8CXhzksVdAvlOtITqB6rqUQNt7UZLCkuSJEmSNGd8/V/SOJwAXAN4MkCSPYH7A++sqgunqfPXtFGpn+9PqAJU1buB04E7cGUCst9x/QnVvhgA7jarM4Dn9BKqXQy/AD5IS+DdYQb1Xw9cmzYytt9TgABv7Nt3i257LrP3gl5CFaCqfg+8k/a/A/v3FxxMqHb7LqeNRAV44DR9/MdgQjXJbWijXL/HVc+JqvoobeTxoIfSksCv7U+odnXOo43WvTlw34F6Fw38TlVdXlUXTBNvf5xnDfuhPXOSJEnSLud3v/vdrOpNTU0xNTU1t8FI2yFHqkpacFV1RpKvAU9O8u+0qQB248pE5zD7dtu10xxfS0uo3hX49MCxM4eU/3G3vcGMgr6qzVX1vW1s8yTaa/ZPBV4FV5lX9gLaSM25NONrkORGwPNpUwTcDrjeQL1bMdwXh+yb6LafHzKCGFoy/H4D++7ZbfdMcvSQOr35c/ehjXT9JjAFHNol6D/YtXtmVf1hmlglSZIkbcEf//jHWdXrLVYl7exMqkoalxOA44AH0+b0PKuqvryF8r1XuH86zfHe/j2GHNs0ZF9voadrbDHK4Ya1N1Kb3TQI7wCenuTAqjqNNu/rzYFVVXVxX/HeuU2XzNyqaaYNuFq8SfagvV6/hJYkPQn4dVd2D+BI2gjbYX42ZF/vvv18mjrD9t+o2z52mjo91weoqj8mOQh4CfAY4JXd8d8meRvwwqra4p/Zq2roYlbdaNV9hx2TJEmSdmbXuMY1ZpVYXbSo/RPA5Kp2dr7+L2lc3k57XfsNtGThm7ZSvve/yDef5vgtBsrtCHrziz5tYDt4LU7vtvsnme/5QY+gJVSPqaq7V9Uzq+rF3Ryz795K3Rqy7zfd9mbT1Bm2v3cPH1lV2cLPFQuCVdUFVfWPVXUb2kjWI4BvAc/iyussSZIkaYauf/3rz6rexMQEExMTcxuMtB0yqSppLLqRk++hrdD+e+BdW6nSG8U6Oc3xA7vt2dsYWm/F+tmMYB1JVX0V+CzwqCR3p70G/+mqOmeg3Aba3KPXob2Wv0VJphtJOhN/0W3fO+TY0lm0N9Vt79ktGjVo2By4X+i295lFf1TV96rqzbR4f0dbjEySJEmSpDljUlXSOL0YeBTwwKr67VbKfhb4NnDvJI/pP9D9fh/gO1w5qnO2ftVtb7uN7czU64Fr0ZKYoY3cHeY5tFGfL0zyvCRXm74lyW2TnMyVc5LOxsZuOznQ9l2BF47aWFX9CFhHS9Y+rf9Ykgdx9flUoc2J+n3gH5I8ZFi7Se6Z5Lrdfy9JcrshxW5Am6rgagtYSZIkSZK0LZxTVdLYdAm3H82wbCU5DPgk8O4kH6S93n0H4GDgt8CTplkMaRSn0ubyfF+Sj9AScj+sqrdvY7vT+V/g1bQpEM4H3jesUFWdk+SBtNG9/w84MsmpwHm0haTuAtyL9gr+K4e1MUMn0UbDrkpyIPBd2uv0D+tie9ws2vwHWlL8dV2S9Ku0BbAOoSVQHwlccd+q6tIkjwY+Dnw4yedoI14vBG4DHNDVv0W37y60+/Ul4BzaNblJ1+7ubNv1kCRJknZpU1NTTE5OzqictCsxqSpph1FVZyQ5gDbC9X7Aw2mJyHcBL62qb89BNycCewJ/B/wz7XtyPW0O2DlXVX9I8k5gBbC6qi7ZQtkvJNkbeAptUauH0kZjXgh8D3gV8KZuuoDZxnNekvsAr6C9mv9AWvL6mbQpCEZOqlbVN5PcE3gZcFD381XaKOV9aMnP3wzU+WqSuwDPpSV0D6clXn9KmwriKNq9Bzizi3cp8CDaNfklcBZwXFV9dNSYJUmSpF3V8uXLmZyc5OSTT2bz5s1s3ryZ9evXz6qNxYsXz0+Q0nYgVcPWFZEkLZQk64C/Ae5QVd8dczgLqksoLwP2nqOk+JxKcta+++6771lnnTXuUCRJkqQFtWLFii2OPj3nnLYUxD777HOV/RMTE6xatWoeI5Pmzn777cfZZ599dlXtN2pdR6pK0hgluRtthOXHdtaEardA1U2r6mcD++9LG/n6ze0xoSpJkiTtyraWGF22bBkAa9asWYBopO2PSVVJGoMkz6DNo9p7rf2o8UY0r64F/DjJabSpBC4D7gjcH/gDbc5VSZIkSZJ2GCZVJWk8XgDcGvgB8MSq+uKY45lPlwJvoM2lenfgurT5UP8XeEVVfXmMsUmSJEmSNDKTqpI0BlW1eNwxLJSq+iPw7HHHIUmSJEnSXDGpKkmSJEmSpJEcccQR4w5BGiuTqpIkSZIkSRrJQQcdNO4QpLHabdwBSJIkSZIkSdKOxKSqJEmSJEmSRrJ27VrWrl077jCksfH1f0mSJEmSJI3kxBNPBJwGQLsuR6pKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIIrjnuACRJkiRJkrRjWbNmzbhDkMbKkaqSJEmSJEmSNAKTqpIkSZIkSZI0ApOqkiRJkiRJGsnKlStZuXLluMOQxsY5VSVJkiRJkjSSDRs2jDsEaawcqSpJkiRJkiRJIzCpKkmSJEmSJEkjMKkqSZIkSZIkSSMwqSpJkiRJkiRJI3ChKkmaoSSTwGnAMVV19FiDmaUkRwNH9e16Y1U9fUzhzIskvwOu17drSVVtHFM4kiRJ0nZrxYoVTE1NjVxvYmJizmORdjQmVSVdIUkN7PoD8Bvgx8DZwHuBT1TVHxc6tl1dktXAYcxdgvBtwEbgzK79o7lqsnVrflhVi/vi+zPgK8CtgXtV1ReHVUryj8B/Ae+rqkNmE/gMvAy4FnAwcJd56kOSJElaUKtXr2bjxo0sXryY5cuXz0mbU1NTrF+/flZ1n/CEJ2xz//NxTtJCMakqaZhjuu01gD2AOwJPBP4eODPJ46vqO2OKTXNjdVWt6/t93ZAyE8AjacnSDwwc29T/S1X9JskTgfXAO5Lctap+318myZ2AlwM/BZ46+9C3rKpe1vW3GJOqkiRJ2kmsXr2a9evXs3Tp0jlPQC5atGhGo0+npqbYvHkzAEccccQ29zuf5yTNN5Oqkq5m2KvtSW4GvBZ4LPCpJPtX1S8WOjbNjy7Buq5/X5LltKTq1EymO6iq05O8Engh8Gr6EqdJrgW8gzaCdHlV/WqOQpckSZK0jSYmJli3bt1Wy01OTs56ZKu0s3GhKkkzUlU/B/6Olni7DfCiwTJJbpjk5UnOSXJRks1JTk3ygCFllyepbvvQJJ9L8vskFyR5T5K9hsWR5LpJXphkqiv/uySfT3LokLKTXR9HJ5lI8uEkm5JcmGR9kr+epo+bJXlzkp935zGV5LAtXZ9tOPcDk6xL8tskv+li3GegfNFe/QfY0NWtJBv7ytwuyZuSfK/r/9dJvpbkDUlutKXY59hRwFnAU5I8om//v9NGjb62qj7RxTzKNbtWkuckObt7Ri5MsjHJB5Pcb0HOTJIkSdIVNmzYwIYNG8YdhjQ2jlSVNGNVdXmSfwcmgUOT/GNVFUCSPWkJ18XAZ4CP0RYLehjwsSRPq6oThjT7aODBwPu7+hPAIcCBSf66qr7dK5hkD2AtcFfaHK9vof1x6IHAmiR3rKoXD+ljf+Cfgc8DJwK37fo4NcnEQB83Bj4H3A44vfu5BfAG4BPDrss2nPvDaCNBP9q1/5fAQ4ADkvxlVZ3flTuGK+cHfQ1Xvnq/qev/FsCXgD8DPkKb+/Y6wBLatA3HAwsyMrSqLk3yBNr9OTHJXwF3AJ4HfAN4QRfzqNdsNXAo8HXgJOAi4JbAvYEHAZ+a51OTJEmS1GflypUArFmzZsyRSONhUlXSqE4HLgNuSkuI9f40+TZgT+DQqjq5V7hLhK4DjktySjfitd/DgYdX1f/11TkSWAW8DrhvX9lVtITqC6rqP/rKX4c25+eLkrynqqYG+ngocHhVre6r8zRaIvNI4Jl9ZV9GS6iuqqp/7Ct/PC0pO8xsz/1g4IFVdWpfnZcD/wI8GfgPaNMx9M0PumrIQlWPAW4IrKiq1/QfSHI94PJp4p4XVfWtJP8E/DfwduD2tGfm8VV1cVdsxtcsySLaKOmzgLsPLpQ2FyNxk5w1zaG9t7VtSZIkaS5NTU0xOTk5Z23Ntt4555wDsE2xzLZ/aXtgUlXSSKrqkiS/Am4G3IT2OvpdgKXAe/oTZF35TUmOoiU9D6ElSvut7U+odo4Hng0clGTPqvphlzh7AnBmf0K16+PiJC+gjVhdBkwNtPfZ/oRq5y1dP3fr7UiyO/B44LfA0QN9nJnknVz5Gn6vzrac+8n9CdXOm2hJ1bsxuosGdwwuFrVQqup1SR5KG3kL8M9V9RWY1TUrIMAlDEkQOz+rJEmSdiWbN28e+7ymvcWqAH7xC5fa0K7JpKqk2Ui3rW57z267KMnRQ8rfpNvuM+TY1f7fQFX9McnpwJ/TRqb+EDgAuAZQ0/Sx+xb6OHNIH5cm+Tlwg77dewPXBT5TVZsH69BGUA7Orbot5361uIAfd9sbDDk2nVNoI2z/O8kDgY8DnwW+2ZueYUz+iZZU/Rnwqr79I12zqvpNkg/RRjVPJXkvbcqAM6rqwrkItKr2G7a/G8G671z0IUmSJM2FRYsWMTExMSdtTU1NXSVBOkoM1772tQHYZ59h/9SZ3/6l7YFJVUkj6V61v2H36y+7be/16/t3P9O5/pB9g6/E9/ys2y4a6OOA7meUPjZNU/YyWqK2p9fX1mLqty3nfrW4quqyJAzEtUXdSN670UbXPog2Ty3Aj5P8v6o6bqZtzbHeyNlLqqp/hOlsrtnjaPOxLqPNMQtwcZL3AP80ZGoFSZIkaac0MTHBunXr5qStycnJWY16nZiY4Ja3vCWwbXOqzrZ/aXuw27gDkLTDuTftDzI/75vbs/enxSOrKlv4OXxIezebpp+bD7Td2756K30cuA3n1utjazENqzObc58zVXVOVT2OlrDcnzaFwG7Aa5L8/Xz2PQsjX7Oquqiqjq6q29MWGnsCbX7fJwDvWfhTkCRJkiTtykyqSpqxJLsBK7tf+/8c+YVue59ZNLt0SD/XoCVvAb7cbb9Im09zNn3M1LeAC4GJbnGkQZND9m3LuY+itzjTFkewVtVlVXVWVb0SOLTbffB8BjYL23TNqurHVfVO2hy63wPuPReLVUmSJEmSNFO+/i9pRpLclLaw0yTwI9ocnsAVizh9Bnh0kidX1VuG1P8r2ujWwVnMD0rysIHFqp5Fm0/1tKr6YdfHL7qFop6Y5F+Blw1ZBf7PgcurasNszrGbZ/WdwFNor9L/Y1/b+9MWsRqssy3nPoreYky3Bb4/0P5+wPeGzAPbG3E7J/OODvS5CLgFsLmqfjpK3VGvWZKbADevqq8NFLsebYqAy4A/zOpEJEmSJDE1NcXk5OSMyvUce+yx8xeQtAMwqSrpavoWD9oN2AO4I23k6LVoI0YfX1XnD1RbBqwF3pzkOcAZtDlDbw3cGbgTbYGiwcTih4D3J3k/bdThBPBg4NfAMwfKPgvYC/g3WnL1dNr8p7ekLWp0AG105qySqp0XAfcFVnSJ1NNpycPHAR8BHjGkzmzPfRSnAs8HTugWavotsKmqjgeeCDytux7fBy6gJaUfDlwCrNqGfqfzKOCtwNuA5bOoP8o1uxXw5SRfA75KW8zrz4CH0aZkOK6qfrsN5yJJkiRt95YvX87k5CSLFy+e87Y3b9488tymS5Ys2eZ+5/OcpPlmUlXSMEd12z/Qknc/BE4C3gt8YmDRIQCq6txuxOSzgUNoozqvQVvc6ZvAa4HBkYYA7wPeRJtW4KHApd2+F1bVdwb6+E2SpcBTaUm5Q4Dr0BKr36WNLP3krM+69XF+knvRRuI+nDY/6beBZwAbGZJU3YZzHyWujyd5Hm0U7QpagvuHtNHD7wKuDfw1sB/wJ8BPgJOBV1XV17el7/kw4jXbSHsmJ4EDgRvTku7fps0de/IChi5JkiSNxfLly+e8zYmJiQWtN2g+zklaKKmqcccgaReUZDltpOPhVbV6vNHsOrpRyEcBB1bVuvFGM7+SrAYOA5b0Lao2ahtn7bvvvvueddZZcxmaJEmStMM78cQTATjiiCPGHIk0e/vttx9nn3322VW136h1XahKknZNpyWpJG8YdyBzLcnvkhQtoSpJkiRpHqxdu5a1a9eOOwxpbHz9X5J2LesGfj9zHEHMs5fRpkfo2TSmOCRJkiRJOymTqpK0C+le+V835jDmVVW9bNwxSJIkSZJ2biZVJY1FN4/q6jGHIUmSJEmSNDLnVJUkSZIkSZKkEZhUlSRJkiRJkqQR+Pq/JEmSJEmSRrJkyZJxhyCNlUlVSZIkSZIkjeTYY48ddwjSWPn6vyRJkiRJkiSNwKSqJEmSJEmSJI3ApKokSZIkSZJGsmzZMpYtWzbuMKSxMakqSZIkSZIkSSMwqSpJkiRJkiRJIzCpKkmSJEmSJEkjMKkqSZIkSZIkSSMwqSpJkiRJkiRJIzCpKkmSJEmSJEkjuOa4A5AkSZIkSdKO5Ygjjhh3CNJYmVSVJEmSJEnSSA466KBxhyCNla//S5IkSZIkSdIITKpKkiRJkiRpJGvXrmXt2rXjDkMaG1//lyRJkiRJ0khOPPFEwGkAtOtypKokSZIkSZIkjcCkqiQtsCSTSSrJ0eOOZZgki7v4Vo9Yb12SmqewJEmSJEnabvj6v6SdXpJrAE8GngD8FfCnwAXAz4AvAqdU1Snji3D+Jdkb+AfgQOA2wJ8A5wNfBt4HvKOqLtlKG6uBw4AlVbVxPuOVJEmSND9WrFjB1NTUyPUmJiZYtWrVnMcj7ahMqkraqXUJ1f8DHgRsAj4MnAtcC7gjsAzYG1jIpOoXgX1oSc15l+QlwFG0txM+D7wN+B1wM2ASOBF4BrB/V+UnXXybR+zqScB1tz1iSZIkSVuyevVqNm7cyOLFi1m+fPlIdaempli/fv38BDbEtsQqbc9Mqkra2R1KS6h+BVhaVVdJFCa5LnD3hQyoqi4EvrUQfSV5EXAM8GPgsVV1xpAyDwOe1xffpbOJr6p+tA2hSpIkSZqh1atXs379epYuXTrrROWiRYuYmJjYarmpqSk2bx51vMWV5iJWaXvknKqSdnZ/3W1XDyZUoSU4q+q0wf1JDk1yWpJNSS5Ock6SFye59pCy1c0neuMkb0ry0ySXJPlGksOHlJ92TtUkeyU5KclPkvwhyXnd73sNKXt0185kkmVJzkjyuyQbu+OLgaOBS4GHDEuodtegN5K31+7V5lTt5ko9rPt1Q3e8en11Za42p2pfuel+jh4of8MkL++u90VJNic5NckDhpz/8q6N5UkO7Pr/bZLfJPlwkn2Gna8kSZKk9jr/unXrtvozk8SrtCtypKqknd2vuu3tZ1ohyVuAw2nTBLyXNm3APYCXAvdNcv+qumyg2h7AZ4E/AO8Brg08FnhLksur6m0z6PcA4FO0OV9PAb5Jm5rgCcAjk9yvqr40pOrzgPsDHwJOAxZ1+w8HdgdOrqqvb6nvrc2nShvtejBwF+A1tGtC33ZL9YZ5InA74MLejiR7AuuAxcBngI8B1wMeBnwsydOq6oQhbT0MeCTwUeANwF8CDwEOSPKXVbUg0yxIkiRJu5I1a9aMOwRprEyqStrZvQ94AfD0JH8KvB84q6p+OKxwkuW0ZOT7gcdX1UV9x46mzU36D7TEYr+7AG8GnlZVf+zKrwK+2vW/xaRqkgAnAX8GPKGq3tl37HHAycDbuyTh5QPVDwLuWVVfHth/72576pb6nomqOrob+XoXYNVMF6qqqqMH93Wjd29Hm9/1uL5DbwP2BA6tqpP7yu9BS7Yel+SUqvr5QJMHAw+sqlP76rwc+BfaAmX/MZNYJUmSJEmaKZOqknZqVfXlJE+gJUGf0P2Q5NfAp4G3VNWH+qocCVwGPLk/odp5KfAs4PFcPal6IfDcXkK16/ubST4L/E2S61fV77YQ6l/TRqV+vj+h2rXz7iTPoiVJ793F3e9NQxKqALfotuduod8FleS+wBuBHwCPrKqLu/13AZYC7+lPqAJU1aYkRwEfAA4BXjfQ7Mn9CdXOm2hJ1bvNMK6zpjm090zqS5IkSeMwNTXF5OTkyHUWqq9t6U/a3plUlbTTq6r/SfJ+4EBaUvKu3fZg4OAkJwHLgT+hjcQ8H1jRBo9ezSXAsLk6v1tVvxmy/8fd9gbAlpKq+3bbtdMcX9sX+2BS9YtbaHe7keQvadMp/I42x+sv+w7fs9suGjbXLHCTbjvs2p85ZF//dZckSZJ2Sps3b2b9+vU7XV/SjsCkqqRdQrei/Se6H5Jcgzbq8S3Ak2iv+38JCC2Bd9SIXWyaZn9v7tVrbKV+bx7Un05zvLd/jyHHfraFOvsAt9pK3/Muyc2Bj9AS1/evqm8PFLlRt71/9zOd6w/Zt2lwR1Vd1iXFt3bde+X3G7a/G8G677BjkiRJ0rgtWrRo5IWkpqam2Lz5amv4jtzXOeecA8A++2x5fdjZ9idt70yqStolda/p/0+SvwJeTJuX9FPd4S9X1UIn0nr/L+Pm0xy/xUC5fjVNndNp53Vf2nyvY5HkurRFtPakzRc7ONIWrjyvI6vquCHHJUmSJA2YmJhg3bp1I9WZnJyc1YjTwb6WLVsGbH3Bqtn2J23vdht3AJI0Zr/ttunmPP0GcMckN1zgOHpzok5Oc/zAbnv2CG2+FbgUOKR79X5aSa49g/Z688XOaPRn1+5uwBpgf+Alg/PF9vlCt73PTNuWJEmSJGlcTKpK2qklOTTJ/bvk3uCxmwNP6X7tjZ78L+BawFu6VecH69wgyXyMYv0s8G3g3kkeM9DnY2jJxu/QRp/OSFVtBI6mnc+Hk+w/rFySBwEfnUGTv+q2t51pDLTr+UjgbVX10i3EeibwGeDRSZ48TZx/leSmI/QtSZIkSdK88PV/STu7uwNHAj9Lcjqwodu/BHgobY7PDwLvAaiqtyTZD3gm8P0kHwd+BNywq/M3tBGgT5/LIKuqkhwGfBJ4d5IPAt8C7kBbUOu3wJOq6vIR231ZkmvS5oj9UpLP0RZ2+h1wM9r57MXwxZ4GnQo8HzghyXu7mDZV1fHDCie5G+3aXwz8ZJoFqNZV1bruv5fRFuR6c5LnAGfQ5ku9NXBn4E60Ba1+MYNYJUmSJG3B1NQUk5OTMyon6epMqkra2b0K+C5wP1pi7oHAdWijLtfRXk1fU1VXzEtaVf+Q5KO0xOn9aItD/ZqWXP1P4B3zEWhVnZHkANocr/cDHg6cD7wLeOmQxZ1m2u6/JflfWqL4QOBwrrwGU8ArmcE5VdXHkzyPNrp3BW0E7A+BoUlV4Lrd9jrAi7bQ9Lqu/XO7hPazaYuIPZ421cDPgG8CrwW+trU4JUmSpJ3d8uXLmZycZPHixbNuY/PmzQsy1+lcxCptj9KXR5AkSX2SnLXvvvvue9ZZZ407FEmSJGlOrFixYlajTycmJli1atUVv5944okAHHHEEXMUmbTw9ttvP84+++yzq2q/Ues6UlWSJEmSJGkX0Z8Y3RYmU7Wrc6EqSZIkSZIkSRqBSVVJkiRJkiSNZMOGDWzYsGHrBaWdlK//S5IkSZIkaSQrV64EYM2aNWOORBoPR6pKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIIrjnuACRJkiRJkrRjOfbYY8cdgjRWJlUlSZIkSZI0kiVLlow7BGmsfP1fkiRJkiRJkkZgUlWSJEmSJEkjOfHEEznxxBPHHYY0NiZVJUmSJEmSNJK1a9eydu3acYchjY1JVUmSJEmSJEkagUlVSZIkSZIkSRqBSVVJkiRJkiRJGoFJVUmSJEmSJEkagUlVSZIkSZIkSRrBNccdgCRJkiRJknYsS5YsGXcI0liZVJUkSZIkSdJIjj322HGHII2Vr/9LkiRJkiRJ0ghMqkqSJEmSJEnSCHz9X5LmQJIC1lfV5Dz3sxHYs2/XPavqC/PZ50KYi+uX5MbAL/v3VVW2MTRJkiRph7NixQqmpqZGrjcxMcGqVatmVHbZsmUArFmzZuR+pJ2BSVVJ2vFsBlZ1/30uDE22bs0xVXX04M4kq4HDul9fWlUvGVY5yWHA6u7XeU8mz9CFwDHdfy9ntOshSZIkbddWr17Nxo0bWbx4McuXL99i2ampKdavXz+vsXzta1/jete73rz1IW3vTKpK0o5n05CE6Cpgj4F9y2mJxbcBGweOrdtKH5cBhyc5pqr+OOT4U7oy283/jlTVhcDRAEkmMakqSZKkncjq1atZv349S5cu3WpStWfRokVMTExstdzU1BSbN28eKZavf/3r3PSmN51xHWlns938Y1iSNHtVtWpwX19icXVVrRuxyf8DDgYeBHx4oN19gHsB7wceNWqskiRJkhbGxMQE69at22q5ycnJeR3ZKu2MXKhK0nYpzZFJvpnk4iQ/SXJ8kkVJNnavuw/WOTTJaUk2dXXOSfLiJNceUraSrEty4yRvSvLTJJck+UaSw6eJ6VpJ/jXJ97uyG5L8+7D2++pcM8kzk3whyW+SXJjky0melWS3gbKLu7hWJ7l9kncn+UWSy7sE6UJ6J3ARbUTqoN6+E4dV7O7R85OsTXJukj8k+WWSU5Lcc5QgRrl+kiRJkiQtFEeqStpe/TfwDOA84E3AH4BHAHcDdgcu7S+c5C3A4bQ5Rt8LbALuAbwUuG+S+1fVZQN97AF8tmv7PcC1gccCb0lyeVW9ra/9AP8DPBL4PnA8cC3gycBfDTuBJLsDHwIeCHwbWANcDBwIvBa4O/DEIVX/HDgD+A4tufknwG+GX6Z5swn4X2BZkptX1c8AugTyk4D1XXzD7AMcC3yaNsr1AuC2tPv34CQPr6qPbS2Abbh+kiRJkiTNK5OqkrY7Se5DS6h+B7h7VW3q9r8I+BRwS+CHfeWX0xKq7wceX1UX9R07GjgK+AfgNQNd3QV4M/C03ryhSVYBXwVeQJuLtOdQWkL1C8CBVXVxV/4o4EvTnMpKWkLweGBFXx/XoCWKn5zkPVX1wYF69wZeXlUvmqbdhXICLYF6OPDybt+jgBt1x6ZzDnDLqjq/f2eSWwNfBF4NbDWpyuyv38iSnDXNob23tW1JkiRpLk1NTTE5ObnVMvPV9ra0L+1MTKpK2h71Vp8/tpdQBaiqPyR5IXD6QPkjaYsmPbk/odp5KfAs4PFcPal6IfDc/oWYquqbST4L/E2S61fV77pDvSkBXtRLqHblf53kpcBb+xvuXk1/NvAz4B8H+vhjkud1bT4eGEwK/pwrV7Efm6o6Pcm3gCOSvKKqivbq/wW00cC3nqbe0Bnuq+rcJO8Bnp3ktlX1o+n63sbrJ0mSJO20Nm/ePG/zn47a9i1ucYt5iUPaEZhUlbQ9umu3HUyeQhspesVr/EmuSxtxej6wor2lfzWX0F5JH/Tdqhr2Wv2Pu+0NgF5SdV/g8mliWjdk3+2BGwLfBV48TVwXTRPXV6rqkmEVxuAE4FXAQUl+SPfqfVVdPM05AZDkXrRk9z2Bm9KmSuh3K2DapCrbdv1GVlX7DdvfjWDddy76kCRJkubCokWLmJiY2GKZqakpNm8eOtZhm9vub3+PPfYYuQ9pZ2FSVdL2aFG3/fnggW6U4q/6dt0ACHAT2mv+o9g0zf5e0vYaAzH9uqouHVL+Z0P23ajb7rWVuK4/w/bG5STgZcARtCkXwpZf/SfJo2hz1F4MfJI2B+3vaUnpSWApbf7aLdmW6ydJkiTttCYmJli3bt0Wy0xOTs5qNOtM2t6W9qWdiUlVSduj3ujRmwE/6D/Qzad5I+An3a7en1+/XFXzOaJwM3DDJLsPSazefJryAO+vqkeP2FeNHN08qarzk7yfNpfqb4DPV9XXt1LtpbTFv/avqnP6DyR5Iy2pujXbcv0kSZIkLYBNmzaNOwRpbHYbdwCSNMSXu+29hxy7B31/EOrmPP0GcMckN5zHmM6mfWcOi2lyyL5v0UbC3qNbxX5HdgJtZOlN2Moo1c5fAN8cklCd7voNszNdP0mSJGmn9NOf/nTcIUhj40hVSdujk4AnAyuTfLC38FGSa9FeRR/0X8CbgbckWd6/uFVX7wbAkqo6extieitwP+DYJAf1FqvqErkvHixcVZcleS3wr8BxSZ47uIhWklsAN6iqb25DXLOS5LbAdYEfVdWFWyl+GvBIWlL54zNofiOwV5JbVtV5XX8Bjgb+cibxbe/XT5IkSdoRTE1NMTk5OaNykkZjUlXSdqeq1id5E/BU4BtJ3gtcCjyc9lr4ebT5OXvl35JkP+CZwPeTfJy2CNINgSXA39CSok/fhrDeBTwOeATw9SQfBHYHHgN8CfjzIXVeSltE6+nAw5OspU1bcFPaXKH3AlYC40gKnkR7Df9Ahi+0dYWqKuCUEdp+NfAG4Mt99+5etITqh2j3cSa25+snSZIkLajly5czOTnJ4sWLZ1xn8+bN8zL36fLly/nVr37F9a53vTlvW9pRmFSVtL16Bu0V8KfRkmq/At4PvAg4l7b40RWq6h+SfLQrez9gD+DXtOTqfwLv2JZgqqqSPBb4F2A58Czgp7Rk7b/RFmUarHNpkoOBJ3R1HkZbWOmXwAbaKMx3bktc26OqemOSS4AVwGHARcBngMOBQ5hhUnVXvX6SJEnSMMuXL59x2YmJiVn1MdN6y5cv5xOf+MSs+pB2FmkDkCRpx5BkL+A7wMlVdei441loSTYCVNXi8UayfUuyDlhaVdnGds7ad9999z3rrLPmJjBJkiRpJ7Fs2TIA1qxZM+ZIpNnbb7/9OPvss8+uqv1GretCVZK2S0lu3i1s1L/vusCq7tf3L3hQ2489k1T3c49xB7O9SHLj3nWhTW0gSZIkSdK88PV/SdurFcCh3YjDnwI3B+4L3Br4KPC/Y4tsvFbRpjboOXc8YWyXLgSOGXcQkiRJkqSdn0lVSdurT9IWKXoAbcGpy2iv/R8HrKpddO6Sqlo17hi2V1V1IXD0uOOQJEmSdgW+9q9dnUlVSdulqjoVOHXccUiSJEmSJA1yTlVJkiRJkiRJGoFJVUmSJEmSJI1k5cqVrFy5ctxhSGPj6/+SJEmSJEkayYYNG8YdgjRWjlSVJEmSJEmSpBGYVJUkSZIkSZKkEZhUlSRJkiRJkqQRmFSVJEmSJEmSpBGYVJUkSZIkSZKkEVxz3AFIkiRJkiRpx3LQQQeNOwRprEyqSpIkSZIkaSRHHHHEuEOQxsrX/yVJkiRJkiRpBCZVJUmSJEmSNJINGzawYcOGcYchjY2v/0uSJEmSJGkkK1euBGDNmjVjjkQaD0eqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqSpIkSZIkSdIITKpKkiRJkiRJ0ghMqkqSJEmSJEnSCEyqamRJjk5SSSbH1P9k1//RA/s3dvt7P/cYR3zjtIVrsy5JjSmsBZNkeXf+y0esd6Mkv07yunkKTZ1t/f5IcqskFyX592mO7z/wPbBxG8KVJEmSNI1jjz2WY489dtxhSGNzzW1tYEii5nLgAuCrwIlVtWZb+9iZdddvfVVNbuE4QAF7VdX3pyl3GtBr4/CqWr0NMS0H3rqt7YzJZmBV99/nQku2AnuO0MYxVXX0dAeTXA94CvAI4E7AHsCFwHeATwJvrqofjBb2wuuSWqexlfPdRRwD/AkwNFE3n7oE+FHAgVW1bqH7n2vz/f1RVT9J8gbguUneWFU/HihyHu1+AqyY6/4lSZKk7dmKFSuYmpoaud7ExASrVq0aqc6SJUtG7kfamWxzUrVP7x+xuwN7A48EDkyyf1U9dw772RVdRrtXfw+8aPBgkr1oCdVeuV3ZpiEJwlW0xGe/5bRE69uAjQPH1k3XeDf69T3ArWhJ24/QkjjXA+4KvAB4fpJ7VNXZo4c/b54EXHfcQWyPktwWeBrw1qo6b9zx7AKOB04GfrQNbfwn8GzgX4Gn9h/o7uHRcEWCV5IkSRqL1atXs3HjRhYvXszy5csXpM+pqSnWr1+/IH3N1jiuizQf5iwBN5jISnJf2qi9FUmOq6qNc9XXLujnwE+Bw5O8pKouGzh+RLf9EPCoBY1sB1BVqwb3daM09wRWz3R0YJK9gY8D1wf+BXjV4L1IsgR4JfBn2xLzXKuqbUlg7eyeRvsuXD3mOHYJVXU+cP42tnFekk8Cy5I8v6o2z010kiRJ0txZvXo169evZ+nSpQuePFy0aBETExNbLTc1NcXmzbP7v9MnnngiAEccccRWSl7VOK+LNJfmbU7VqjoV+BYQ4ACAJAcneUeS7yT5ffdzVpLnJLlKLEne1c2Ht3RY+0kO6Y4f37dvXbdv9yQvSfL9JBcn+XaSp/SVe3qSr3Xz8p2b5JjB/vvK3j3Je5L8LMkfkvw4yRuT3HJI2V7/10zyoiTfTXJJV+eVSa7VV3Z536v9SwfmADx6SCgnADcHHjbQ5+60UZefA7457By6cjdM8vIk53TnvTnJqUkeMHgOtFd3Ad46ENfiIe0+JskXk1zYzUl5cpJbTRPDXklOSvKT7lqe1/2+1zTlb5bkzUl+3sU8leSw6c5xAbyWlix9ZVW9ckhym6raUFV/C3y+t6/vubhW91x+u3suVveVuXWS45P8oDv2qySnJDlgWCCjXpsMzKna9X1a9+tRA/d5ciYXI8neSd6SNpftJUl+keQzSZ4xUG7Gn/tebF0ct0vy7CRf7c5xXV+Zv0jyv0ku6Nr7XJKHziTugb4CHA78uKo+N+T47ZO8IsmZSX7ZnecPk7wpya2HlN/inK7dsf7z2Eh79R/gtP77MFDvFkn+u7vWf+hieV+S/bYUQ5L7d/fkd12dtybZoyt31yT/113D33XP2+Ih7e2X5DVJvtJ9xi9O+257VZIbDJRdx1a+P7KFOVVn+kx1TqaNEP+7IcckSZKkXdrExATr1q3b6s9MEq/TWbt2LWvXrp27oKUdzHy/Kp5u20sQvII25+oZwE+ARcBBwGtoidcn9tV9Pe0fy08Fho1df1q3fcOQYycDd6e9mn0p8BjgTUkuBe4MHAb8H3AqbV7Ml9DmxHzlVYJPngy8CbgEOAX4MbAXbWTow9Ne8R42AnANcB/go8BvgIcA/wzclJbAAZiiTZlwFPBDrjpKbt2QNt8F/FfX9wf69j+ia/cFwF8MqUeSPbs2FwOfAT5GS0Y8DPhYkqdV1Qld8dXAJtr0DR/s4uzZNND0M7v+T6Hdo7sDjwPukmSiqi7pi+EA4FPAn3blv0mbJuIJwCOT3K+qvtRX/sa0RPHtgNO7n1vQ7vcnhp3nfEobgXo/4GLgP7ZWvv/c+7yX9px/lHYPf9G1vS/tnG5IGwn7PuDGwMHA6UkeVVUf6YtlLq7NB7rtYbR7t67v2MatVe4SmP8LXJv2PL2LNsXCXWjP+uv7io/yue/3Gtrn6MO0z/Ifu773oiWtb0S7llO0Z/8D3e+juCPt2p08zfFHA0+nJaA/B/yhq9P7Dti/qn4yYp/9VtHu81KGT0XRe/ZOB24JrKVd69sAjwUemuSQqvq/IW0/gvYZ/z/as/HXtD/ALE7yQtr332eANwN/BTwcuF2SO1fV5X3tPIU2An497TO8G7Af8FzgwUnuXlW/7cquZubfH4PnOcozBfDZbnt/4I1baluSJEmSpLk2b0nVJPcD7kBLqPaSZQ8dXGipG6n2VuBJSY6vqjMAqurTSb4BHJLkOVX1q746t6MluD5XVV8f0v1tgTtV1aau/Ktoo2ZfTfuH/Z17iZC0UaHfA/4pyRWvcye5PS0RsRFY2p84SZva4BO0pM+w1+3/HLhjVf26K78S+Ep3ji+sqp9V1RQwleQoYOPWFgqqqt8mORlYnuTWVXVud+gptMTt/zBkvtXO22ivuh9aVVckj7oRa+uA45KcUlU/r6rVbfAejwQ+sJWFZh4EHFBVX+trcw1waFf/f7p9AU6ijfJ8QlW9s6/842gJrbcn+cu+ZM7LaEnDVVX1j33lj6dvFOgCune3Pav3XM3CnrTn8opXn5Nck3adrk9bqGh937Fb0j47b06yuC9Ru83Xpqo+kGQTLam6bpSFqrqk7hra98dB/TF3xwdHcM74cz9gX+CuVbVhYP9/0xKqK6rqNX1tPpKr/sFhJnr39cxpjr8dePVgkjxthPdHgRcDw0ZRzkhVreo+h0uZfiqKN9ASqi+uqiuW1kzyOuDTwNuS7FlVvxuo9wjgvr37013zj9O+Oz8CPHXgs/hm4Mm05OoH+9p5OfAPVfXH/saT/D1wIu2PK6/szmeU74/+tkZ9pqiq73XP8N/MpA9JkiRJkubSnCVVc+Ur67vTkqkH00aqvrqqfggwbOX6qro8yWtoC+k8kDaaref1tEVNlgOv6tv/lK7t6UYn/Ut/4quqfpDkdOBA4Hn9CdKq2pTkQ10ft6KNGoWWKNkdOHJwJFpVnZrkFNpItT/tG6XV84JeQrUr//sk76SNiN2fNnJsNk6gLVb1ZODfuhGo9wfeWFUXdsmMq0hyF1rC5j39CdUurk1dUvcDwCHA60aM57j+hGpfjIcCd6NLqtJGyO0NfL4/idPF8O4kz6Ilt+4NfDptSoPHA7+lW3Cmr/yZ3bVc6GkAbtFtz91iqS371/6EauehtCT8/xtMJHXzRv4HbTTjfYGPbCfX5jBagvy4wZi7OM4d+H3Uz33PfwwmVLvk2v2BDbTvhv42P5hkPe15n6nbdtufDjs43SjUqvpE90efB47Q18i6830AbVGnq4yQrqrPJXkXbbT3o2l/uOj3rv77013zt9OSql8f/Cx29Z8MTNCXVO19fw/xFtro+QcyMMp/FkZ6pvr8DNg7yXWq6uJtCSDJWdMc2ntb2pUkSZKmpqaYnJxcsL5mW2/UGM855xyAkevNNkZpezOXI1V78wIWbTToZ4A3V9U7egWS3Ah4Pu11+NvRXkHvNzgX50m0V4efSpdUzZVziF7AlUm7QcNGnfVW9R72D+de4uTWXJlUvWe3XZrh81reFLgGcPshbQ7r/8fd9gZDjs1IVZ2R5GvAk5P8O+0V5N1oiczp9M5jUYbP1XqTbrvPLEKa6Xnu222nm2xlLS2helfayLu9aSvVf2aaBWjWsfBJ1bnwxSH7evdnz2nuT2++2X1oowu3h2tzj247o1ftZ/G57xl2ve7abU8fHDnZWcdoSdUbddsLhh3sRlk/nvadcxfac32NviJ/GKGv2eid72eq6tIhx9fSkqp35epJ1W35HrxC9537NNp0LH9Jm76hfy7c6e7fKEZ6pvr0/nh1Y7btDx6SJEnSvNm8eTPr1w+b1XD7sS0x/uIXv5jjaKQdw5wlVavq6sMk+3SvuH4JWEJLlpxE+wfxZbR5846kzaXX3+Zvk7wDeHqSA6vqNNorrTenvfo8dGTSNMmm3qJCWzq2e9++XrLl+Vs6L9pr24P9b9pCH9cYcmwUJwDHAQ+mzc96VlV9eQvle+dx/+5nOlc7jxnYNGTfsPNc1G2Hjgbs27/HQPmfT1P+ZzOIba71YtyWBNKwuHv357Fbqdu7P9vDtdmj2251LtHZfO77DDuXuT7/i7rtdaY5/l/ACtr9/zjtnHt1ltOmdJhPo352+s3F9yDAu2nTnPyANoL1Z7R5pqFdm+nu3yj26Lajzk/7J932oi2WmoGqutqiX3DFCNZ9hx2TJEmSZmLRokXbtCDUKKampti8edj/3d+y2cTYG6m6zz6jjdGabYzS9ma+F6rqdwQtsXLM4PyNSe5JS64M83raQjFPoy0W01ug6k3zE+YVep/wRVX1m3nuaxRvp71q+wZagu/ftlK+dx5HVtVx8xnYDGK4+TTHbzFQrre92TTlp2tnPp3ebfdPsmiaxP0WVVUN2d1r55FVdcoMmtkers2mbnsrYHD6h0Gz/dzDlQvc9Zvr8+/9SfVGgweS3BR4DvB14K8Hp/lIcuiQ9npzAl/tu7VLMI9q1M/OnEqyPy2h+ingwb05p7tju9EWkJoLm7rtTJ6pfjeiJYN/vbWCkiRJ0rhMTEywbt26BelrcnJyViNOZxPjypUrATj22GO3UvKqZhujtL3ZbetF5kxvZfr3Djk27eu6VfVV2irPj0pyd9p8gJ+uqnPmPsSr+EK3vc8893M5I4xe7UbBvof2iu7vaStkb8lszqP3WvW2jqrt6Y2knZzm+IHd9uxu+y3gQmAiyaIh5adrZ950c3t+ijaicWujl0ky09F7o96fubw2s73PvZgfPIOys/rcb0HvWbp3kmFxT47Y3le77bB5M29H+478xJCE6q2744N60wjcZsix/aeJYUv3of98h/0RbPCzM9d69++U/oRq525cOVK032yeq1GeKQCSXJ+WhP3qNH+wkCRJkjSPjj322JETqtLOZCGTqhu77WT/ziR3BV64lbqvB65FS8yENkpzvh0PXAq8OsntBw8muVaSuUi4/orhCZgteTFt9NgDhyySdRVVdSZtfttHJ3nysDJJ/qobldcfE1y5iM+2+izwbVpi6DEDfT+GllD8Dt1o0G7uyHcCf8rAYkzdyLnHz1FcQyW5bZK9k1x34NBzgN8AL0zyvGFJrq7uyVw5V+rWfBD4PvAPSR4yTTz37MUyx9dmtvf5bbTr8IwkV1t5fWCl9o3ddnKgzEw+91fTLVj0Sdro12cNtPlIRk/UfoaWBLzHkGMbu+1VErhdMu8Eho/0P5P2h5Jl/c9PkhsysNBUn2nvQ9/5Lqa9an+F7o9My2iJ3PdP0/a22thtJwf6vinw39PUmc1zNcoz1XMALXF72gj9SJIkSZI0Jxby9f+TaCP8ViU5EPgubRGehwHvAx63hbr/C7yaNirp/K78vKqqb3VJyLcA30jyMVrib3dasuA+wC/Z9pWhTwX+LsmHaKPNLqWNxP30FmL7EW018JlaRlvQ5s1JnkNbaX0TbbTrnYE70ZKAvVehP08bDbmiW2SoN0/la2f72nuSw2jJoXcn+SBtxOUdgINpK9k/qaou76v2ItqK9yu6ZOHptFedH0dbsOkRo8YxgpNoybkDaQsf9c7jnCQPpI0U/n/AkUlOpS3+cz3aQkb3or22PqPV0Kvq0iSPps3X+eEknwOmaNf/NrTE0e1o535hV22urs23aXNY/l2SS2mLtBXw9i2s+E5VnZ9kGe06nJbko7QRn39Ge55uQ0t6wrZ97qfzD7RndFWSBwBfoY2ofBTwIeDhM22oqjZ393AyyQ2q6oK+Yz/rEuR/B0wl+QRtjtP7AxfT7tPEQHs/TfJO4IldnQ/TrstDaIuw3ZWrO42WiH15kjvRjXatqn/vjj+d9oeJ/+zO90zaNX5sV+/wrf1xZRt8qev70d2zeTpt6oUH056f84bUGfn7Y8RnqucB3XbYKGhJkiRplzY1NcXk5OSMykmanQVLqlbVed3IzlfQVnp/IC2x9kzaa9XTJleq6g9domIFsLqqLpmu7Fyqqnck+QrwPFqC7QG0V+7Po/3j/91z0M2RtETWfWmJl92AY2gJmDlRVecm2Q94NnAIbTTjNWjJjm8Cr6VvHsOquiDJIcBRtMV4equ1v4NZzt1YVWckOYA2yvZ+tMTX+bTpC15aVd8eKH9+knsBL+vK7k9L4jyDNnpuPpOq06qqLyTZG3hKF8NDaSvCXwh8D3gV8KZuuoCZtvnVJHcBnktLNh5OS5b9lPb691G0a9UrPyfXpqr+mORRtM/kY2mjX0NLnE2bVO3qfrhL6L6A9uw+gJYM/Bbw8r5ys/7cb6Hv7ya5R9fm/WijKL9KS9DfhBGSqp3XdfH/HW1UfL+/py3Q9DhaMveXwCnAS5g+mfcU2kJah3Z1fkRbXO4/gb8dcj7ndH90+CfadektmvXv3fEfdNf6xbTviEnaqM6PAcdW1ZdGPN8Z656RR3SxPIQ2WvsnwIndvm8OqTOr74+ZPlNwxXyuTwC+UlWf34ZTlCRJkubN8uXLmZycZPHixQve9+bNm+d93tJly5YBsGbNmpHqjfO6SHMpO8pUdEnWAX8D3KGqvjvmcLQdSrIRoKoWjzcS7Ui6V/u/BvwBuKvzc27/kjycltx+YlW9YwvlNsK2fSckOWvffffd96yzzpptE5IkSdKCWbFixaxGn05MTLBq1aqR6sw2qSptT/bbbz/OPvvss6tqv1HrLuTr/7OW5G6017E/ZkJVW7Fnkl5S7J5V9YUtltYurxuN+U/Ah4FH4+vk27UkoY3mP5M2v/Dg8f1p0xb0bHHUtSRJkrQzGTUxKmn2tuukapJn0OZR7b0OfdR4I9J2bhWwR9/v544nDO1oquojSY7kylfvtf26OW2U6gemGVV8Hi3p2rNpIYKSJEmSJO1atuukKm1uvVvT5jR8YlV9cczxaDtWVavGHYN2XFV13Lhj0NZV1U+Bo7dw/LwtHZckSZIkaS5s10lV58aUJEmSJEmStL3ZbdwBSJIkSZIkSdKOZLseqSpJkiRJkqTtzxFHHDHuEKSxMqkqSZIkSZKkkRx00EHjDkEaK1//lyRJkiRJkqQRmFSVJEmSJEnSSNauXcvatWvHHYY0Nr7+L0mSJEmSpJGceOKJgNMAaNflSFVJkiRJkiRJGoFJVUmSJEmSJEkagUlVSZIkSZIkSRqBSVVJkiRJkiRJGoFJVUmSJEmSJEkagUlVSZIkSZIkSRrBNccdgCRJkiRJknYsa9asGXcI0lg5UlWSJEmSJEmSRmBSVZIkSZIkSZJGYFJVkiRJkiRJI1m5ciUrV64cdxjS2DinqiRJkiRJkkayYcOGcYcgjZUjVSVJkiRJkiRpBCZVJUmSJEmSJGkEJlUlSZIkSZIkaQTOqSrtIpIcDRwFHFhV68YbjZKsA5ZWVRa43+XAW/t2fbyqHrSQMcy3JF8H7ti3y2dekiRJ22zFihVMTU2NXG9iYoJVq1bNeTySxsukqjSHktTArj8AvwF+DJwNvBf4RFX9caFjG4e+RG6/i2nX45PAy6vq3HnsfyNAVS2erz620Pdq4DBgSVVtXOj+Z+CDwBTwPRiabN2q/oRwkmsCnwXuBjy6qt4/rE6SRwHvA74I3KuqLptF7FvzOuCmwCSwdB7alyRJ0hxZvXo1GzduZPHixSxfvnzc4WzR1NQU69evH3cYc25HugfS9sSkqjQ/jum21wD2oI2aeyLw98CZSR5fVd9Z4JiOB04GfrTA/QKsB9Z1/31j4AHAM4G/TXKPqvr+GGIatycB1x1j/x+oqtV9v09x5XPbs5iWGP4hsJotqKrLkjwB+DJwQpIvVNVP+8skuTnwJuD3wOPnKaFKVb2u6+9oTKpKkiRt11avXs369etZunTpDpPQW7RoERMTE1stNzU1xebNm+c/oG0023tw0EEHzV9Q0g7ApKo0D6rq6MF9SW4GvBZ4LPCpJPtX1S8WMKbzgfMXqr8B6/qvSZLdgY8C9wVeDBw+prjGpqrGkdyeVlVN0RKrV0gySUuqbhz2TA9p47tJngu8EXhrkgdXVf/o7bfQkupPrarvzUngkiRJ0gKbmJhg3bp1Wy03OTm5U45s7TniiCPGHYI0Vi5UJS2Qqvo58He0EZu3AV40WCbJDZO8PMk5SS5KsjnJqUkeMFDuX5JUkiOH9ZXklkkuS3Jm376juzqTQ8rvneQtSTYmuSTJL5J8Jskzpim7OsmPk/whyc+TrElyhxGuxaW0EYvQXhfvtV1J1iW5eZITk/wkyR+7V9N7Zf42yae7a3NRkq8leWGSa/eVmeymYtgT/j979x1nV13nf/z1BsFusKyKNbGtrm0Ey1ozYMGCi90fsRDY2Bu2taASXEFX1xXLWqOGFWNZbNh1DYkiVmCw90RRsUsQQern98f3XLlcZjJzJzNzM8nr+XjM4+Se8z3nfM45NyS88z3fLzfujtv7Wbst15PkSklekOSbSf6S5Ozueb2hC857w0Ac1O2yqe/cm/uOs2GS4SJIskuSJyf5Rnfsv3a/fkqSy/w3u++eXSvJ25Oc0T3D7yZZ8LC6qt4OHA/sBzyjr86nAg8APlZV7+jWXal7dhPddZ6d5CtJDhw8bpqDkpyU5PdJ/tY9s88mefQCXZ4kSZIkSYA9VaUFVVUXJ3kFbazHA5M8u9eTL8mNaYHrUuBLwGeAKwP7A59J8qReGAW8BziS9gr56yc51WNpQw+sna6mJA8C/he4fHfO99GGLLg98G/AW/ra3p82HuZuwMdp43HeAHgY8KAk+1TVKTO5F0BvPM7BYPEawFeBs7tzXQz8tjv/UcCLaD1u13VtHgAcBeyX5H5VdT6wmfYq+6HdMY/uO/7EbK8nydWBE7p780Naz8vzgZvSett+uKv1COAhXbvXA2d2h+gtt+Y9wArauLNruvvzUNo4ofcAHjPJPnvQxjM9HziO9iwfCbwrycVVdcwMzjuXVgHfBv4jyf8BFwKvod2bJwAk2QNYD9yBNt7wu2j/0LcfsC7JravqJX3HPJL27DcBHwS2AHsCd6Jd6wfm/aokSZIk/d2mTZsAWLZs2YgrkUbDUFVaeCfSQqZr0wLUTd36Y2g9Kw+sqvf3Gnfh0wbgDUmOr6rfVtWvurDqfkluU1XfGTjHQbSA7X1bKyTJtWjh5OWAfatq48D2G/T9+urd8c4B7lVV3+vbdhtaELoG2Gu6G5A2qdETu49fG9h8W1qweEj/mJtJ7koL1U4H7lxVv+nWvwj4CC18fh5wVDcx1OpeD9cphmOYzfX8Ny0ofSvwtKq6uG+fq9CCbKpqdZKlXdujZzpRVddDcwVtXNJ7VdXZ3fqX0MalXZHkk1W1bmDX2wPvBJ7UmwQtydHAt4AX0L5bC6aqfp/kEOCTwHuBC2jjxz6iqn7fNTuaFqi+oKpe3ds3yRWAjwIvTnJcNywBwJOAXwG3qapz+s/XfY+3SZKTp9h0y209tiRJkqY3MTHB+Pj4qMvYqomJiVnvtz1f22yv67DDDgNg3brB/z2Rdg6GqtICq6rzkvwRuA7wD7TXw29Pm1DnuP5AtWt/ZpLDaUHTw2k9FqEFZfejBajP77VPckfgn4CPVNUfpynnIOBqwBsGA9Xu3L/s+/h4Wo/Ip/cHkF277yR5B3Bokn8a3A6Mp00aBHBNWm/Em9N6nB450PZ84HmTTGJ0SLd8RS9Q7c59YZLnAg+k9ZA8aivX22+o60lybeDRwBldfRcP7HP2DM+7Nb1rfGH/8arqr0leAPwf7RoH/9ZyDvCcXqDa7fO9JF8G7pXkKnNU34xV1aeSvAXoDSHx5qr6NECSa9J6U3+zP1Dt9vtbd6370QLmib7NFwAXMaAbL1iSJEmL2JYtW3bY8Ud35GuTdmaGqtJoDL76ftduuaQvfOz3D93yVn3rPkJ7BfoxSV7YF6j1xvJcO4M6/rlbfnoGbXs13n6KGm/RV+NgqLqcS2ZhP5/W2/SttF6lpw+03TzFBF69HqPrBzdU1Y+S/BJYlmRJVc1kis1hr+dOtNfTv1hVf53B8WdjL9pwBxsm2baRFijeYZJtP66qsyZZ37u3V6cNlbDQnssloerz+tbfidart6a497t1y/7v+3tpY7R+L8kHaffjKzN81tOqqr0nW9/1YJ2297UkSZK2zZIlSxgbGxt1GVs1MTHBli3D//Vze7+22V6XtLMzVJUWWPd68zW6j71Xoa/ZLe/b/UzlKr1fVNW5Xbj0BFqP1U8n2R04sDvuTILSPbrlr2bQtlfjE6Zpd5VJ1h0xk9njO7+ZYv2SbnnGFNvPAG5Eu6aZ/I1g2OvZo1vO5F7N1hLgT924sJfS9cj9A23YiEFnTnG8Xm/fXeemvOF039G//7pvU+/e36n7mUr/d+nZwM9oY9e+sPu5MMmngOdW1U/mqm5JkiQtvLGxMTZs2DDqMrZqfHx8Vj1Ot/drm+11STu7y8wkLWne3YP2Dxq/7RtrsxcCPquqspWfwdnce2Nl9nqnPogWWK2rqgtmUMuZ3fL6M2jbq/H209S4reN3Dk5cNXj+606xfc+BdtMZ9nrO7JYzuVeztQW4RpLdBjd049BeC5isR+pi07v3r5vm3u/T26GqLqqqo6vq9rShMx5O6639L7SJ3C6/8JchSZIkSdpZGapKCyjJLsBh3cf+cTG/2i3vOczxqurLwI+BA5Is4ZJwdabBZu+8Dxii7VA1zqFTu+X44IYkNwNuAGyqqjP7Nl3E1L00h72er9Nezb9XkivPoH1vOIZheomeSvvv8r0m2Xav7linDHG87VXvXs7qu1RVv6uqD1fVo2jDQdwUuM0c1idJkiRJ0lYZqkoLpJvo6P20UPAX9E2oVFXfBL4EPKybNX2y/W/bHWPQMcAVgKfSJmv6VlWdOkm7yRxD6/n4lCSXCfKS3KDv47tpvTUPT3LnSdrukmR8huedjXd1y5ck6Y0xS5Jdgf+k/ffsnQP7/BH4hyRXnOR4Q11PN2v9+2k9Yv+zC8j721+lC7b7zw1tSIKZ6l3jK5Ncqe/YVwJe1X0cvMaRSHKlJLdMMsz1AS0UpY2ResckL+2e4eDxb5pkWffryye5+yRtduOSoTTOGbYOSZIkaTYmJiYYHx+f9mdiYmLUpUqaR46pKs2Dvsl3dqGNxXlr2mv/u9N66T1mkhnLV9B63b0zyTOBr9FCvxsAt6P1xLsrMDiJ03uAlwNH0Cb4mfHr91X1hyQrgOOAE5J8GvgWcLXunDcElnVt/5jkEbRXrr+a5AvAd2mv69+wq+2atIB3zlXVSUleDfwb8J0kxwF/pfWyvQ1wIvCagd2+QBuz8zNJvgicB5xWVR+f5fU8vTvXk4HxJJ+lTby1jDZb/b9wySRTXwCeD7wjyYeAvwBnVtWbtnKN65IcADwK+G6Sj3b1PKQ7xweq6r0zvmnz687ACbQJo8Znsf/TgZvTvruPS3Ii8FvgerQJqu5EGx94E3BF4MQkPwFOBn5Oey737doeX1Xf35aLkSRJ0misXLmS8fFxli5dOupSZmzLli071Biks30GRx555PwUJC0ShqrS/Di8W55PC9N+DvwP8CHgc1V18eAOVfXLJHvTZjh/OPAY2uvev6HNPv9G4NuT7PeLJCcA96ZNTDRU6FZVn0xyR+AF3THuB/wZ+AHwyoG2X0hyO9pM7vvRXt8+H/g1LRD+0DDnHlZVvSDJqbRA7vG0EPmnwEuA104ywdMraKH2g4G70+7nMcDHZ3M9VfXnJHcDDgUeDTyR9pr/6bRept/ra/vZJM+lTYR1KC1Q/zkwZajaOZAWVB4CPKlb933gtcBbptl30aiqs5Isp93DFbTv/BVoweqPaRNTfb5r/lfa93Mf4G60kPkvtGf/FC7p4StJkqRFZuXKlaMuYcbGxsYWdL+FMttnsGzZsrktRFpkUjXVnDCSpB1NkpW0oQ8Orqq1o61mfnU9xg8H9qmqDbM8xsl77bXXXieffPJcliZJkiRJ2g7svffenHLKKadU1d7D7uuYqpK0c3p3kkrymVEXMteSfCdJcUmPcUmSJElzbM2aNaxZs2bUZUgj4+v/krRzmaCNv9vzkxHVMZ/eDPRP6rZ5RHVIkiRJO6z169cDsGrVqhFXIo2Goaok7USqaoIWrO6wqurNo65BkiRJkrRj8/V/SZIkSZIkSRqCoaokSZIkSZIkDcFQVZIkSZIkSZKGYKgqSZIkSZIkSUNwoipJkiRJkiQNZdmyZaMuQRopQ1VJkiRJkiQN5cgjjxx1CdJI+fq/JEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSpKGsWLGCFStWjLoMaWQMVSVJkiRJkiRpCIaqkiRJkiRJkjQEQ1VJkiRJkiRJGoKhqiRJkiRJkiQNwVBVkiRJkiRJkoZgqCpJkiRJkiRJQ7jcqAuQJEmSJEnS4rJq1apRlyCNlKGqJEmSJEmShrLvvvuOugRppHz9X5IkSZIkSZKGYKgqSZIkSZKkoaxfv57169ePugxpZHz9X5IkSZIkSUNZs2YN4DAA2nnZU1XSSCXZkKRGXcfOIsnaJNX388JR1zSXklxr4Pr8bkmSJEmS5pw9VaWd1CzCpoOrau181DIbSR4J/CuwF3B14Czgt8ApwOer6pgRljcySVYC72b65/V64EzgxG6/tcBBQ5xqY1WN9533RsBptH+su31VbZ6ivtcDzwT+q6qeO8T5Zuoc4Iju1yuBG8/DOSRJkrQIHXrooUxMTAy939jYGEcfffSc1yNpcTNUlXZeR0yy7lBgCZcEbv0m5recmUvyduAJwLnAJ4FNQIBbAg8GxoGdMlQdwtEDwedHgc0DbcaB5cBGYMPAtku1rapfJHka8F7gPUmWV9XF/W2S3Bd4BvAt4MXbUvxUquocYHV3vnEMVSVJkubF2rVr2bx5M0uXLmXlypWjLmdGJiYm2Lhx46jLmFeL8blIi5WhqrSTqqrVg+u6Xo5LuGzgtt1Icg9aoPpL4K5V9cuB7bvRwkANoao+SgtW/y7JalqoumGy78skx1iXZH/gQOCFwFF9x7oGsBY4H3hMVZ03N5VLkiRpFNauXcvGjRtZvnz5ogvvlixZwtjY2LTtJiYm2LJly/wXNIcW83ORFhvHVJU0I0nukuS4JL9Jcn6S05O8Lcn1pmh/jSRHJvlOknOSbElyWpJXJbnyJO0vl+TFSX6c5Lzu+P+RZPeBpnfrlh8aDFQBquqCqvr8wLFXduNrrpyi1kqyYWDd6m79eJKDkpya5Nwkv0vyriTXneQ4G7p9Lp/kFUk2ddfy0ySHT3Itvf3uneQzSf7Utf9Rd5+WbOUcuyd5WZIfdvus7a7h3V3Tdw+MLbp0snPPg6cCpwOrk+zdt/6twPWAF1XVd7pruUGSNyX5WXcNf0xyfJI7DR40yVWTvLT7Pp2V5C/dff3AwHkkSZKkrRobG2PDhg3T/swkeJW087KnqqRpJTkEeDtwHnA8LTS7ObAKeHCSf66qX/S1XwacQHv1+mTgLbR/xLkF8GxawPbXgdOsA+4JfJo2PuoDgX8Drg0c3Nfuj93y5nN3hVv1bOB+wAeAzwD36OoZT3KXqvr9JPt8ELgTcBxwAXAA7ZX0Oyb5l6r6+3i2SZ5Euz9/Bf4X+B2tp+0LaPf27lV15iTn+FB3jk/Tepj+jvaK/pnd+T7GpYdsmOwYc66qzkzyeOALwLFJ9gIeATwS+D/gaIBu/eeAawCfBT4MXAt4CHBikodW1ae6tqHd+7sBXwHWABcCNwD2Ab5E+55JkiRJkrQgDFUlbVWSW9BC0M3A8qr6Vd+2e9OCsdcDD+3b7b20QPXFVfXKgeNdCzh7klPdFLh1Vf2pa3cYbeKjxyd5UVX9pmv3GWAL8MAkxwPvB74B/KQ/rJxDDwDuUlWn9l3D62jjz76KNlnWoFt11/Lnvms5AdgfeCzwnm79jYE30O7HnavqB33neDPwFODVwBMnOceNgdtU1R/6V7b8kQOAj45qYrGq2pDktcDzaa/87wf8CVhZVZXkcrTg+SrAPlX194Gtup7P3wDemWRpN0zAbWiB6kerqv97RpJdaENWSJIkSVpA69atG3UJ0kgZqkqazlOA3YBn9QeqAFX1hS7YfHCSq1bVX7pXse9K6yX5H4MHGwwB+7ygF6h27f6a5L3Ay4A7Ap/o1v8qyUOBd9AmpXpwt8tfkpwEHAu8r6oumvUVX9p7+gPVzmpab9UVSZ46yfig/94LVLua/5bkRbRg9RC6UJUWsO4OvLY/UO0c1m1/XJJnTHKOl27lXm4PXgLcF3hU9/lRfd+fB9FC9P/sD1QBqurXSV5N69F6b+BTfZvPHTxJNxnWnwfXDyvJVD1db7mtx5YkSdqRTUxMMD4+PuoyZmRiYmLW++3o1yhpeIaqkqZz1265fLKxLmmv5+9Ke7X/ZOCfu/WfHZz9fRrfnGTd6d3y6v0rq+qErgft3WkTKd2h+/V+3c9BSfafo8mQLjM9aFVtSTLRnftWXPo1+0n3AU4ELupq7dmrW66f5Bx/TnIqcC9asHfaQJOvz6D2kamq85O8mBaKfr2q/rdvc+87deO0ybAG9YZ2uFW3//do9/jArnfvx2j385tVdf48lC9JkqQZ2rJlCxs3TvbX3x3HznCNkoZnqCppOtfsls+fpt1VuuUe3fJXU7Sb1BTjhl7YLXedpP3FtLE0vwR/H3fzvsAxwH1oPWyPHqaGKfx2ivW94Qgme/X8MvtU1YVJ/kALoXt6+54xxTl66/fYyvm3Z+cOLHt636lHTrP/VQCq6qIk+9J6LT+CS3pA/yXJMbTJryYbUmLGqmrSya66Hqx7TbZNkiRJsGTJkkUzodPExARbtmwZer+d4Rpn47DDDgPgyCOPXJDzSdsbQ1VJ0+n9ibykqs6aQfszu+X156ecyXXjqX4uyUtoExntyyWhaq/H7GX+m5dkj2kOfZ0p1l+3W072N5brAL/oX9GNI3ot2iRcPb19rwt8d5Lj7DnVOeZp/NiF0rueA6rq+Jns0A2n8Gzg2UluRusl/CTg6bTQ+XHzUKckSZKmMTY2xoYNG0ZdxoyMj4/PqsfpznCNs7Fp06YFOY+0vdpl1AVI2u59tVvec8j2+3WTCC20v3TL9K3rjbl5w0na33Ga4y0fXJFkCTAG/A34/kz2Ae5B63HbPz5r79fjk5xjj2nOMZXeWLKX6d27HRn2O3UpVfWTqnon7T6fTZuYS5IkSZKkBWOoKmk6bwIuAF7XjWN6KUl2T/L3cKyqTgZOogWCL5ik/TWTXGG2xSS5f5KHJdltkm1XAQ7tPn6xb9M3ab1VVyS5Ul/7awCvnuaUj0tyh4F1q2mv7r9vinFbX5rk7+PAdtf7yu7ju/vaHUu7t8/oel/2+3fgasCxQ44N+8dueaMh9hlakmsluWWSa81i948BPwWeluSBUxz/rr1nlWRZkptM0uzqwOWZZAIrSZIkSZLmk6//S9qqqvpBkkOAdwHfTfIZ4EfAbrTg7p7A77n0LOmPBTYARyV5ePfr0CYgul/XdvMsS7ol8Drgz0m+BPyYNvbqDWizyu8BfI0WBveu4Ywk76W9Ij6R5JO0wPKBtPB1MDTt92ngy0k+SBvj9B7dz2bghVPs833avTqOFpoeQJvt/pPAe/rq2pzkUOC/gVO6c/ye1gPzrsAPmCSYnsZXgHOAQ5Nck0vGXn1jVc3l4EpPBw4HjqCFzDNWVRckeRjwWeCTSU6iTUR1Dq038Z2Am9CGPzgHuD3w4STfoN3bXwP/QLuvu3HJGKuSJEnStCYmJhgfH59RO0maiqGqpGlV1bFJTgOeC+xDC0b/Sgu3jgM+MNB+U5K9gH8DHkIL4P5GCyJfC/xuG8o5ljYu6X1pYdu9aBManUkL5v4XWDPJrPBPoE0gdSDwNNqYp28AXgM8aivnex3wEVoP2EfTXjdfC7y4qqa6jkcBLwUeA1yPNmnXauBVg2OhVtWbk/wEeB7wcOBKwOldXUdNMYHXlKrqz12QfTiwErhyt+lYJh//dSSq6ltJbg88B9gfOJjWm/gM2rAIhwN/6Jp/E3gVLWy+P62H6u+Bk4E3VNWnF7Z6SZIkrVy5kvHxcZYuXTrqUoa2ZcuWBRt3dKEt5uciLTZZ3HOdSNL8SLKaFuztU1UbZrjPBmB5VWW6tqOSZC1wELCsqjaPtpr5NRfPI8nJe+21114nn3zy3BUmSZKkkTj00ENn1ft0bGyMo48+es7rWexWrFgBwLp160ZciTR7e++9N6eccsopVbX3sPvaU1WSdk6bkgC8qKpeNepi5ko3xuvvR12HJEmStj8Go3Nr3333HXUJ0kgZqkrSzuWjXHo82xNHU8a8OYc2zqskSZKkebRq1apRlyCNlKGqJO1EquqjtGB1h1RV5zDkxFmSJEmSJA1rl1EXIEnbo6paXVWZ6Xiq3T7j2/N4qpIkSZI0VzZt2sSmTZtGXYY0MvZUlSRJkiRJ0lAOO+wwwImqtPOyp6okSZIkSZIkDcFQVZIkSZIkSZKGYKgqSZIkSZIkSUMwVJUkSZIkSZKkIRiqSpIkSZIkSdIQDFUlSZIkSZIkaQiXG3UBkiRJkiRJWlyOPPLIUZcgjZShqiRJkiRJkoaybNmyUZcgjZSv/0uSJEmSJEnSEAxVJUmSJEmSNJQ1a9awZs2aUZchjYyhqiRJkiRJkoayfv161q9fP+oypJExVJUkSZIkSZKkIRiqSpIkSZIkSdIQDFUlSZIkSZIkaQiGqpIkSZIkSZI0BENVSZIkSZIkSRrC5UZdgCRJkiRJkhaXZcuWjboEaaQMVSVJkiRJkjSUI488ctQlSCPl6/+SJEmSJEmSNAR7qkqaN0kK2FhV40PssxY4CFhWVZu34dwrgXcDB1fV2tkeZ3s/57CSrAYO71v1tqp68ojKmRdJzgau3Ldqm75LkiRJ2v4deuihTExMDL3f2NgYRx999JzXI2nHZ6gq7QS6cBOggJtX1U+naHcCMN59nJdgsC/U26eqNsz18edaX1B6TFWtHG01c+oYYDPwTZg0bJ3Oz6tqae9DkqsBpwE3AO5eVV+fbKckzwb+C/hwVT18NoXPwFHA7sBDgNvP0zkkSZJ2eGvXrmXz5s0sXbqUlStXjrqcrZqYmGDjxo2jLmNebK/PYcWKFQCsW7duxJVIo2GoKu08LqT9nv9X4MWDG5PcnBao9tqNyouAVwG/GmENs/UR4KvAGaMuZAbWDoTaGyZpMwYcQAtLPzqw7cz+D1V1VpLHARuBY5Pcoar+2t8myW2AV9LuzxNnX/rWVdVR3fmWYqgqSZI0a2vXrmXjxo0sX758uwrztmbJkiWMjY1N225iYoItW7bMf0FzYDE+B2lnYKgq7Tx+SwuzDk7ysqq6cGD7qm75ceChC1pZn6o6g8URSl5GVW0BFsffzAZ0AeuG/nVdL90DgImqWj2DY5yY5D9owfjr6AtOk+wOHEvrQbqyqv44R6VLkiRJfzc2NsaGDRumbTc+Pr7D9myVtDCcqEraubwDuC6wf//KJLsBK4GTgO9NtmOSzUk2T7FtdZJKMr61k3f7914xP6Hbp/qGJyDJ2m7d0r51S7t1a5PcMslHk/wpyV+TnJjkflu96svWcYMkb0rysyTnJfljkuOT3GmY40xy3JVdnSsH1m/ufq6c5DVJftGd9ydJXpAkUxzvLkmOS/KbJOcnOT3J25Jcb5K2N0ny9u6Y53b359tJ3prkmttyXUM6HDgZeEKSf+lb/wpar9E3VtXnupqvkeSVSb7f1bwlyRcme55Jdk/yzCSnJPlzknO6e/qxJPdZkCuTJEmSJKljT1Vp5/I+2niWq7j069z/AlwbeAFws3k8/9G0cS6Xc8mYnsNYBnwF+DbwNmBP4NHAp5OsqKoPTHeAJHsBnwOuAXwW+DBwra6uE5M8tKo+NWRdM7Fbd77rAZ+mDbPwENpQB1cAjhio8xDg7cB5wPHA6cDNac/uwUn+uap+0bXdE/gGcDXgU8CHumMuAx4HvAlYkJ6hVXVBkscCpwBrktwW+EfgucB3ad8xktyY1jN2KfAl4DO0yaX2Bz6T5ElV9Y6+Q68FDgS+A/wPcC7tXt4DuD/wf/N8aZIkSZIk/Z2hqrQTqaq/JHk/sDLJDarql92mJwBnAR9kkvFW5/D8RyfZgxaqDo7pORP3Av6zqp7fW5HkTbSg9a1JPl1VZ021c5LL0a7xKrSJsjb2bbseLZh8Z5KlVXXekLVN53q0sUnvW1Xnduc8AvgR8OwkR1XVBd36WwBvpYXOy6vq7+PLJrk3LRR+PZcM0/AIWkh8aFW9fuCarwxcPMfXslVV9YMkzwP+G3gPcAtaiPyYqvpb1+wY4MbAgVX1/r5696CFrW9IcnxV/TbJEuD/0XrA3qWqLuo/31z0xE1y8hSbbrmtx5YkSVrsJiYmGB8fH3UZWzUxMTHr/XbUa5M0vwxVpZ3PO2iTVR0CvLzrMXhf4G1Vdc4Ub6JvL7YAL+9fUVXfTPJe4CBayHjMVvZ/EHBTWjB7qQGUqurXSV5N6017b1qPz7n2zF6g2p3zd0k+Bjye1pvzO92mp9B6tj6rP1Dt9vlCkuNpvVWvWlV/6dt8LgMGJ4taKFX15iQPAh7Yrfq3qjoNIMntacH6cf2BarffmUkOp/WkfjjwZqCA0HrtXiYgdnxWSZKk+bVly5YddvzRHfnaJM0vQ1VpJ1NVX0vybeCQJK+gvU6+Cy1s3d6dMhAi9myghap3YOuh6l275Y2TrJ5k+8275a2Y+1B1S1X9ZJL1p3fLq/et69W5fIpxXq8N7ErrAXoybXiAo4D/TrIfbZiBLwPfq6qaZP+F8jxaqPob4LV963vXt2SK5/AP3fJWAFV1VpKPAw8GJpJ8iDZkwNeq6py5KLSq9p5sfdeDda+5OIckSdJitWTJEsbGxkZdxlZNTEywZcvwc8buyNc231atWjV9I2kHZqgq7ZzeAbwBeABwMHByVZ062pJm5LdTrP9Nt1wyzf6918QfOU27q8y4opk7c4r1F3bLXfvW9ep8Plt3FYCq+nmSOwOraeOLPqzbfnqS/6yqNwxd7dzo9Zw9r6r6e5j2ru++3c9U+p/Do2njsa7gkvFn/5bkOOB5VTXVd0OSJEnbaGxsjA0bNoy6jK0aHx+fVY/THfna5tu+++476hKkkdpl1AVIGon30AKvtwLXp02INJ2LmfofYvaYm7KmdZ0p1l+3W073z7e97QdUVbbyc8RWjzL/enUumabOv//Nqqq+X1WPpgWWdwReSPtv/OuT/OvCX8JW9a7vWdNc38G9Harq3KpaXVW3AG4EPBY4sVset/CXIEmSJEnamRmqSjuhqjqTFkTdAPgr8L4Z7PZn4DpJdptk2x2HOH1vkqFdt9pqcnslueok68e75XS9bb/aLe85i3MvpFnXWVUXVtXJVfUfwIHd6ofMVWFzZJueQ1WdXlXvBfYDfgLcYy4mq5IkSZI0c+vXr2f9+vWjLkMaGV//l3ZeLwE+DPx+inFKB32dNrbkwfT1bE2yErj7EOftTSp0oyH26VkCvIy+1+KT3BF4DK3340em2f9jwE+BpyU5oaouM25qkrsCp83VWJ2z9CbgicDrkvy4qn7UvzHJ7sBdqupL3ee9gZ9U1WBP3V7P3jm/liRLgD1pY8WeMcy+3eRiXwIeluSQqnrXJMe/LfDbbjKvfwCuW1XfHmh2ZdoQARcC58/qQiRJkrRDmZiYYHx8fEbttG3WrFkDOAyAdl6GqtJOqqp+AfxiiF3eSAtU35Lk3rQJlsZokw59Ath/hsc5gTaUwCuT3IbWA5aqesUM9v0isCrJXWgTMe1JG2tzF+BJVXXW1nauqguSPIw2kdMnk5wETNBCxxsCdwJu0h13MIi8R5K1Uxz6lLkct7SqfpDkEOBdwHeTfAb4EbAbLYy+J/B74JbdLo8DnpTkRFpo/GfgprSJnc4Djp6r2vo8FHg3bWKwlbPYfwWwHnhnkmcCX6ONO3sD4HbAbWjfrd/Rhqg4tZtg7Vu0797VaN+56wJvmOE/DEiSJGkIK1euZHx8nKVLl466lBnbsmXLdjn+6LZYjM9B2hkYqkqakar6XpL70GaZfzCtd+CXaMHXw5hhqFpV309yEG1m+KcCV+g2zSRU3QQ8GXhVt7w8cArw8qr67AzP/60ktwee09V8MC3kPYM2fMDhwB8m2fWm3c9k9qBN/DVnqurYJKcBzwX2Ae5HG6rh17ShGz7Q1/x9tHtxN2Bv4IrAr4D3A6+tqu/MZW1zoap+2fWwfQbwcFpv411pk459jxbi93qmbqY9l3HavbgW8Cfgh7SxY9+/gKVLkiTtNFauXDnqEmZsbGxsQfdbSIvpOUg7k1TVqGuQpK1KspQWqB5TVStHW83ilmQ1LaDcp6o2jLaa+dX1LD4IWFZVm2d5jJP32muvvU4++eS5LE2SJEla9FasWAHAunXrRlyJNHt77703p5xyyilVtfew+zpRlSTtnE5IUkneOupC5lqSs5MULVCVJEmSJGnO+fq/JO1cNgx8/uYoiphnRwG7930+c0R1SJIkSZJ2UIaqkrQT6V753zDiMuZVVR016hokSZIkSTs2Q1VJ271uPMyMug5JkiRJUuNYqtrZOaaqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSpKEcdthhHHbYYaMuQxoZx1SVJEmSJEnSUDZt2jTqEqSRsqeqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSJElDMFSVJEmSJEmSpCEYqkqSJEmSJEnSEC436gIkSZIkSZK0uOy7776jLkEaKUNVSZIkSZIkDWXVqlWjLkEaKV//lyRJkiRJkqQhGKpKkiRJkiRpKJs2bWLTpk2jLkMaGV//lyRJkiRJ0lAOO+wwANatWzfiSqTRsKeqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSJElDMFSVJEmSJEmSpCEYqkqSJEmSJEnSEAxVJUmSJEmSJGkIlxt1AZKkhZWkBlbtWVW/GUkx8yDJ84DX9K06pqpWjqgcSZIkTePQQw9lYmJi6P3GxsY4+uij57wezcyRRx456hKkkTJUlbRDmSQwvBj4M/AtYE1VrZvHc48DJwBHVNXq+TrPHPk5sLb79dkw6b2bzsFV1TsGSZ4JvB44vqoOmGyHJEtoz2JP4K5VdfKQ55yJk4AjgD2AZ83D8SVJktRn7dq1bN68maVLl7Jy5cqh95+YmGDjxo1zX9gktrVWXWLZsmWjLkEaKUNVSTuqI7rlbsAtgQOAfZLcsaqeM7qythubJwl+j5ik3aHAElpYeubAtomBz28EHgT8S5InVtXbJznefwM3Al48T4EqVXUScFKSpRiqSpIkzbu1a9eyceNGli9fvk1B5ZIlSxgbG5u23cTEBFu2bJnVOeaqVkkyVJW0QxoMDJPcG/g8cGiSN1TV5lHUtT2brHdtkpW0UPXo6e5ZVVXX/tvAfyU5oap+3HesRwOPAb4E/MecFS5JkqQdwtjYGBs2bJi23fj4+IL1bNXU1qxZA8CqVatGXIk0Gk5UJWmnUFVfAH4ABLgTQJKHJDk2yY+S/LX7OTnJM5Nc5r+PSdYmqSQ3SfKMJN9Kcm6SDUnW0l79Bzi8a9f7Ge/2X9l9Xplkn26/vyQ5K8knk9xqstqTXCnJi5JMdDWeneQrSQ6cpO14d47VSe7cHfdP3bqlc3Art6qqzgCeCFwZODbJ5bq6rg+8BTgLeFxVXdyt3y/Jp5L8Icl5SX6a5DVJ9pjk2m6X5H1JNndtf5/klCRHJ9ltvq9NkiRJ0iXWr1/P+vXrR12GNDL2VJW0M0m37I0d+iramKtfA35F65G5L+1V9zsBj5viOK8H7gl8EvgUcBHwjW7bQcBGYENf+80D++9PG47g08BbgX8CHgjcKck/VdUf/l5wCxfXA3cATgHeRfsHsf2AdUluXVUvmaTGuwIvAk7s9rkWcP4U1zOnqurDSd4NHAy8LMnhtPFbrw48vqp+DtCtXw38CfgE8DvgdsDzgAcmuWtVndW1vR3tORVwPLAJuBpwM+CpwEuACxbi+iRJkiRJMlSVtFNIch/gH2mhXC8AfVBV/XSg3S7Au4HHJ3lTVX1tksPtBdyhqjYN7HsmLVTdMM1EVQ8B9ut6z/b2fSXwQuAQ4NV9bY+mBaovqKpX97W/AvBR4MVJjquqiYFz3A94clW9bSt1zKdnAsuBFwM3AO4DfLCq3gOQZB9aoPoV4IFVdWZvx24IgXfTxnh9drf6IOAKwEOq6mP9J0pydeCcbSk2yVTju95yW44rSZK0M5mYmGB8fHxW+y3U+WZ7LkkaZKgqaYeUZHX3y91oYepDaD1VX9frKTkYqHbrLk7yeuDxtN6gk4Wqrx4MVIf0/v5AtfN2Wqh6575ruCbwWOCb/YFqV+ffkrygq3EFl500amKEgSpVdXaSx9LGTz0Y+CXw5L4mz+yWT+gPVLt91yZ5Fm381WdzaedOcq4/z1XdkiRJmr0tW7Ys6FinC30+SepnqCppR3V4tyzarPVfAt5ZVcf2GnSh5fNpr97fhDYOaL/rT3Hsr29jbd+cZN3p3fLqfevuBOwKVF9I3K83juhkY7Fua43brKq+kuRDwKOAowbCz7vSXtd/ZJJHTrL77sA/JLlmVf0R+ADwLOCjSY4D/g/48mTB+Cxr3Xuy9V0P1r3m4hySJEk7uiVLljA2Njb0fhMTE2zZsmVBzjfbc0nSIENVSTukqsrWtndjlX4DWEYLIP+HNrbnhcAetADv8lPs/pttLO/MwRVVdWESaCFqzzW75Z26n6lcZZJ121rjXDl3YNlzTdqfQYezdVcB/lhVX09yT+Aw4BF0490m+SFwRFW9b+5KliRJ0myMjY2xYcOGofcbHx+fVY/T2ZxvtueSpEGGqpJ2VqtogeoRg+OfJrkrLVSdSm1l21zq/RP666rqOUPuu1A1ztYWYJequsZMd6iqrwD7J7k8sDdwf+AZtAm7fl9V/zc/pUqSJEkatGzZslGXII2UoaqkndXNuuWHJtm2fJbHvKhb7rrVVjP3deBi4J5zdLztyVeBByW5dVV9d5gdq+o84CTgpCQ/pvUyPoA2JIAkSZKkBXDkkUeOugRppAxVJe2sNnfLceDbvZVJ7gC8aJbH/GO3vNGsq+pTVb9L8l7gcUleShuX9KL+NkluCly8jRNnzUp37t2An1bVBUPu/jrgQcA7kjyiqn49cOwrA7etqq92n+8GnFpVg8MIXKdbnjP0BUiSJGm7MjExwfj4+IzaSdKoGapK2ln9D22SqqOT7AP8GLg5sD/wYeDRszjmD4FfAf8vyQXAz2mv4b+nqn4+yzqf3tX1clq4eiLwW+B6tAmq7gQcCCx4qAp8AbgxbRiFzcPsWFVfSPJC4JXAj5N8inYNV+mOuRw4kfaKP8C/Afsm+VLX7mzg1sADgD8Db9/Wi5EkSdLsrFy5kvHxcZYuXbpNx9myZcu8j3c6V7VKkqGqpJ1SVf26m/joVcA9gP2AHwBPpb1GPnSoWlUXJXlod8xHAlcFQgsHZxWqVtVZSZYDTwRWAA8HrkALVn8MPBv4/GyOPWpV9R9Jvgw8k/YMDqCNtforWki6rq/5m2nh6V26tpcDftmtf+02hNaSJEnaRitXrtym/cfGxhZsv22tVZdYsWIFAOvWrZumpbRjStX2PpeJJGkuJSlgY1WNj7qW+ZRkKa1X6zFVtXKWxzh5r7322uvkk0+ey9IkSZKkRc9QVTuCvffem1NOOeWUqtp72H13mY+CJEnbveVJqvu57qiLmUtJntcFx6MYEkGSJEmStBPw9X9J2vkcMfD57JFUMX9O4tLXODGiOiRJkiRJOyhDVUnayVTV6lHXMJ+q6iRasCpJkiRJ0rzw9X9JkiRJkiRJGoKhqiRJkiRJkiQNwdf/JUmSJEmSNJRVq1aNugRppAxVJUmSJEmSNJR999131CVII+Xr/5IkSZIkSZI0BENVSZIkSZIkDWX9+vWsX79+1GVII+Pr/5IkSZIkSRrKmjVrAIcB0M7LnqqSJEmSJEmSNARDVUmSJEmSJEkagqGqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSJElDMFSVJEmSJEmSpCFcbtQFSJIkSZIkaXFZt27dqEuQRsqeqpIkSZIkSZI0BENVSZIkSZIkSRqCoaokSZIkSZKGcthhh3HYYYeNugxpZBxTVZIkSZIkSUPZtGnTqEuQRsqeqpIkSZIkSZI0BENVSZIkSZIkSRqCr/9Luowka4GDgGVVtblbtxTYBBxTVStHVduOKsk4cAJwRFWtnqdzLKU9w57zquoK83GuUUnyJuBpfavm7X5KkiTt7A499FAmJiaG3m9sbIyjjz56zuuRpIVkqCotMknuSAuNlgN7AhcAPwc+AxxdVb8aYXnzJsn1gOcD+wFLgQC/p4WEJwLvqqqfjqzAeZJkA7C8qjKHhz0N+ChwYXeOpVw6bJ2JfapqQ+9Dkv8Cng28saqeOdkOSW4MfAu4GLh9Vf1i2MJn4FPAH2jfkYPm4fiSJEnzYu3atWzevJmlS5eycuXKUZczIxMTE2zcuHHUZcyrxfhcJC0MQ1VpkUgS4FXAv9HCsM8D/wvsDtwNeB7w1CQHVdVx81DCr4BbAVvm4dhbleQ2wEbgGsC3gWOAPwHXBu4MvJgWCi7mUPXrtPv7hwU418RA780zgSMmaXd4t5xs2+aBzy8C7gM8Pcknqupz/RuT7AL8D3A1YMU8BapU1aeAT3U9fw1VJUnSorF27Vo2btzI8uXLF114t2TJEsbGxqZtNzExwZYtC/6/E9tkMT8XSfPLUFVaPF5KC1Q3A/tX1Xf7NyZ5OHAs8P4k962qE+by5FV1AfCDuTzmEI6mBaqrq+oyAV+Sm9DC5UWrqs5hRPe3qs4EVg+uT3J4t/0y2yY5xnlJHgN8A1ib5LZV9ce+Js8H7gWsq6r3zUHZkiRJ2k6MjY2xYcOGaduNj4/v8D1bdyb77rvvqEuQRsqJqqRFoHs9+6W0V/3/ZTBQBaiqD9Fev94VeEvXM5AkK5NUt9wnyYYkf0lyVpJPJrnVTGvojrN2YP3abv3SJE9K8u0kf0vy2yRvT7JkiuPdIMmbkvwsyXlJ/pjk+CR3mqT53brl6yc7VlX9rKouE0gmuUaSVyb5fpJzk2xJ8oUk99vKdT66a/On7jo2J3lfN+xCr83q7prHZ3GfbpLkGUm+1dW0ods+3m1f3X8c2jAPdNt6PxuS7Jrk9O45XmWKa3lj1/4RU13vXKqqb9N6De8JvL2vjjHg5cAvgKf2rT8wyQlJzuzu9feTvCTJ5QePneSeST6e5Jfd9+U3Sb7aC34lSZIkLaxVq1axatWqUZchjYyhqrQ4HEzrWf6RLriayhrgDOAf6cK4PvsDnwPOAt4KfAl4ILAxybXmoMZXdz+nAf9NGy7gCcBHBhsm2QuYoAVsPwTeCHyc1pPxxCQPHNil1+PxFjMtphu/82TghbSxV98KfID2iv1nkjxhoH26IPT9wO2ADwOvo92ne9Lu31x4PfDvtGEMXg98eYp2Z9Jeu/959/mIvp+1VXUR8A7gqsCBgzsnuSLwWOA3wMfmqPaZeB3wBeBhSQ5JcgVaD+rLAY+vqi1dfe8C1gE3Az5E+878iXZvPpPk729SJLk/sAG4R3fs19LGhD2PvpBWkiRJkqSF4uv/0uJwj275f1trVFUXJjkBWAHcnTabfM9DgP2q6gu9FUleSQsdD6EFotvin4Hb9sbK7EKx9cA+Se5cVV/vW/9B4Cq0yY7+/v5P2mRU3wDemWRpVZ3XbfoA8Fzg+CRv6a5roqrO2ko9xwA3Bg6sqvf3nWMPWkD3hiTHV9Vvu01PoI3B+Q3gvr3wr9tnV9r4rXNhL+AOVbXViaF6r+R3vWFvPMUr+O+g9WB+Uvfrfo8G9gCO6oZuWBBVVUkO4pLQ+L7ArYFX9551kpW0fyj4CPCYqjq3t3/XU/dw2mRsvZ7JT6D9I+B4VZ3Wf745+gcBkpw8xaZbzsXxJUmSZmpiYoLx8fFRlzEjExMTs95vR7/GncGmTe1/aZYtWzbiSqTRMFSVFoc9u+XpM2jba3O9gfXv7w9UO2+nhap33obael7eP/lQF/C+m9bL8860iZgAHgTcFPjP/kC12+fXSV5NG0P13rSZ3AEOo01wdDBt7M/VQCX5EfAZ4A1V9bPecZLcntZT97j+QLU7x5ndK+MfBR4OvLnb9Ixu+aT+QLXb5yJaD+C58OrpAtWZqqozknwUeESSvauqPxh8EnAxlw1b511V/SrJk2lh+P8DTqWFvz3Pok22dkh/oNr5d+DpwGO47HAPg22pqoWY2EuSJGnBbNmyZYcfd3RnuMadwWGHHQbAunXrRlyJNBqGqtLO45uTrOsFsFdfwOPftVveuDd+6ICbd8tb0YWqXY/VJyZ5KXB/4C60Hp93pAV0T0zyqKr6xMA5lkxxjn/oOwdJrgzcBvhtVZ061QXOka9P32QobwYeQQtRnwiQ5La0nsOfrqrNc3y+GamqDyZ5Li1QP6yqzu9quxJwe+APwKFJJtv9PLpn03kv8DDga0k+QOup/OWq+uUc1rv3ZOu7Hqx7zdV5JEmSprNkyRLGxsZGXcaMTExMsGXLlukbDtgZrlHSjs9QVVocfkMLmW44g7a9Nr8eWH/mYMOuNym0ya221WWOT+uNOHj8a3bLR05zvMtMvtS9qn9M90OSawD/AawC3pXkBl141zvHfbuf6c6xR7f81TQ1zYXfzOXBquqEJN8HDkzy3Kr6C124CrxtLs81C+cOLKEF7KEF2zOaZKqqPpxkf9oQEIfQAuRe4Pmiqvr8nFUsSZI0YmNjY2zYsGHUZczI+Pj4rHqc7gzXKGnH50RV0uJwYre8z9YadWN/jncfp5oAadR6/8x7QFVlKz9HTHegqvoTLWD7BS2ku83AOZ41zTkO7tqd2S2vP8NruLhbTvYPU3tMV/YMzzGMt9IC4sf0TVD1K+ATW91rNHrP5tRpns2lurBW1Seral9aKHtv2oRYtwY+keSfFvYSJEmSJEk7O0NVaXFYC1wEPDTJrbfS7hDaWKo/BLbXf079are851wcrKouBv7afewFcUOdo6r+CnwHuE6SO8xglz93y8l6Dt9xJuccwkXw98B8KscA59B6qPYmqHpnNxbsdqWqzga+C9y662k87P5/rar1VfUc4Chgd+ABc1ymJEmSJElb5ev/0iJQVT9LchRtsp/jkzy4qr7X3ybJQ2gT+1wEPKULG7dHHwN+CjwtyQlV9anBBknuCpxWVed0nw8HjplsfNAkj6DN0P5nWjBKVX0zyZeAhyU5pKreNcl+t6WNofq7btUbaBN3vS3Jffsnq0qyC3CdqupNVtUbF/XgJO+pqgu7djcEXjbk/ZjOH7vljYBJJ7iqqi1J1tGGQXgF7TswrxNUJblld+4fzGL3/wLeSRuyYWVVnTlw7KsDy6rqlO7zvYCTeve5z3W65TmzqEGSJElzZGJigvHx8Rm1k6QdhaGqtHisBq4MPAc4LclnaT3+dgPuRpu86VzgwKo6YVRFTqeqLkjyMOCzwCeTnARM0IKxGwJ3Am4C7MklYdmzgdVJTqVNiPV7YAltAqG70sZufXI3oVXPCmA98M4kzwS+RnvN/wbA7WhDBdwV6IWqa2g9Wx8H/DjJx7rzXA/YF3gX7RlQVV9L8kXgXsDXk6ynBXwP7q5rJmPfztQXaOPPfjjJp2jP+OdV9Z6Bdm+mharXBz4+l5M4TeH73XLSmaa2pqrelWRv4KnAT7vv8i+AawDLaPf13cCTu13eAFw/yZeBzcD5wN605/Jz4P2zvwxJkqTtw8qVKxkfH2fp0qWjLmVoW7Zs2WHHHV3Mz0XS/DJUlRaJrufpc7vZz59GC57uTeuVuBl4LXD0AoRp26yqvpXk9rSAeH/gYNo4pWcAp9ImMPpD3y77017xXg7cnxZgXgj8khaGvqGqvj1wjl92wd0zgIcDj6FNmPUb4HvAG4Fv97Uv4PFdwPdE4FHA5buavgQcP3AZBwCv6ZbPAH4M/BvwuW7fubIGuDHw/7rjX442tMOlQtWqOjXJBDDG6CeomlZVPS3Jp2nB6X1oQxb8iRauvgY4tq/5UcBDaUMr3If2XflFt/7oqvozkiRJi9zKlStHXcLQxsbGFnS/UViMz2WhHHnkkaMuQRqptBxBkrSYJbkq8GtaMLlssuEfkiylDSFwTFWtXNACF1iSceAE4IiqWr0Nxzl5r7322uvkk0+eo8okSZIkSduLvffem1NOOeWUqtp72H2dqEqSdgxPAa4CvHkG4+kelKSS/G0B6lpQSd6UpGiBqiRJkiRJ88LX/yVpkUqyhBamXh94Am2ogjdvZZczgSP6Pg9O/LQj+BSXHjpiw4jqkCRJknZoa9asAWDVqlUjrkQaDUNVSVq8rg68EjgPOBl4RlX9ZarGVXUm3WRbO6qq+hQtWJUkSZI0j9avXw8YqmrnZagqSYtUVW0GMuo6JEmSJEna2TimqiRJkiRJkiQNwVBVkiRJkiRJkoZgqCpJkiRJkiRJQzBUlSRJkiRJkqQhOFGVJEmSJEmShrJs2bJRlyCNlKGqJEmSJEmShnLkkUeOugRppHz9X5IkSZIkSZKGYKgqSZIkSZIkSUMwVJUkSZIkSdJQVqxYwYoVK0ZdhjQyhqqSJEmSJEmSNARDVUmSJEmSJEkagqGqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSJElDMFSVJEmSJEmSpCFcbtQFSJIkSZIkaXFZtWrVqEuQRspQVZIkSZIkSUPZd999R12CNFK+/i9JkiRJkiRJQzBUlSRJkiRJ0lDWr1/P+vXrR12GNDK+/i9JkiRJkqShrFmzBnAYAO28DFUlzUqStcBBwLKq2tytWwpsAo6pqpWjqm17kWQl8G7g4KpaO9pqmiQ1sGrPqvrNSIqZB0meB7ymb5XfRUmSpDlw6KGHMjExMfR+Y2NjHH300XNejySNmqGqtANKckfgacByYE/gAuDnwGeAo6vqVyMsb170BZiDzgZ+DBxHu/ZzFrKu7dTPgbXdr8+GScPW6VwqKE7yTOD1wPFVdcBkOyRZAnyL9p28a1WdPOQ5Z+Ik4AhgD+BZ83B8SZKkObN27Vo2b97M0qVLWbly5ajL2aqJiQk2btw46jLm3GJ6BpK2L4aq0g4kSYBXAf8GXAh8HvhfYHfgbsDzgKcmOaiqjpuHEn4F3ArYMg/HnqnTgI92v94FuC7wYOBI4P5J9qmqi0ZU2/Zic1WtHlh3xCTtDgWW0MLSMwe2TQx8fiPwIOBfkjyxqt4+yfH+G7gR8OJ5ClSpqpOAk7pe04aqkiRpu7Z27Vo2btzI8uXLF02gt2TJEsbGxqZtNzExwZYto/zfgplZjM9A0vbBUFXasbyUFqhuBvavqu/2b0zycOBY4P1J7ltVJ8zlyavqAuAHc3nMWZgYDAyT7EHrIXnP7mfDgle1nZskZO31/l1C6+G7eZr9q2v/beC/kpxQVT/uO9ajgccAXwL+Y84KlyRJ0oIaGxtjw4YN07YbHx/fIXu2SlLPLqMuQNLc6HrmvZT2qv+/DAaqAFX1IeDZwK7AW5Ls0u27Mkl1y32SbEjylyRnJflkklvNtIbuOGsH1q/t1i9N8qQk307ytyS/TfL27rXwyY53gyRvSvKzJOcl+WOS45PcaZh7U1VnAt/oPv7DwDn2TvL6JKcl+VNX14+TvDbJ1bdyrY9O8oW+fTYneV839MJWJbl6ki8muTjJi7p1q7t7ND5J++nu602SPCfJD7pafpnkdUmuNl0tc6mqzgCeCFwZODbJ5bo6rw+8BTgLeFxVXdyt3y/Jp5L8oXu+P03ymi4Ev5Qkt+vu7+au7e+TnJLk6CS7LdhFSpIkSZKEoaq0IzmY1vv8I1X17a20WwOcAfwjbczVfvsDn6OFX2+l9Sp8ILAxybXmoMZXdz+n0V4F/xXwBOAjgw2T7EV7xfypwA9pr5d/HLgXcGKSB870pF1oeyfgYuDUgc1PAP5fd45308K/M4DnAF9OctWBY6ULN98P3A74MPA62r26J+0ebq2WGwFfBv4ZeHxVvXKm17EVr6MF6htpr+r/gfbq/vokV5iD489YVX2Ydh/vDLysG5JiLXB14OlV9XOAJIfTxvi9C/BJ4A3AT2hDVHy5PxBOcjvga8ABwFeB/wI+CPye9v24/EJcmyRJkiRJPb7+L+047tEt/29rjarqwiQnACuAuwP9QwA8BNivqr7QW5HklcALgUNogei2+GfgtlX1i+7YlwPWA/skuXNVfb1v/QeBqwD7VNXf3xtKcj1ar9N3JllaVecNnGMsyeru17sA16EFnUuAZ1bVTwbavxJ42uA4q0n+lRZAP5VLv67+BOCgrob7VtWWvn12Ba491cUnuT3waVpPzgdW1Vaf1RDuDoz1BZYvoo2l+zDg+cC/z9F5ZuqZtMD+xcANgPsAH6yq93T17QOsBr5Cuw9n9nbMJROOHUHrVQ3tfl8BeEhVfaz/RF1v4m2efCzJVGO83nJbjy1JkjSdiYkJxsfHR13GVk1MTMx6v+352mZ7XYJ169aNugRppAxVpR3Hnt3y9Bm07bW53sD69/cHqp2300LVO29DbT0v7wWq8PeA9920Hp53Br7ebXoQcFPgP/sD1W6fXyd5NXA0cG/gUwPnuH33M+h9tAD3UnpB5CTeResRuR+XDlWf0S2f1B+odse6iNbL9TKS3Bf4EPAX4F5VddoU552N1/dfR1VdnOT5tJD8EBY4VK2qs5M8ltZ792Dgl8CT+5o8s1s+oT9Q7fZdm+RZtPFXn82lnTvJuf48V3VLkiSNypYtW3bY8Ud35GuTtHMzVJXU75uTrOsFsFOOLzoPx79rt7xxX6/TfjfvlrfisqHqMVW1svchyXVoPSVfD+yfZLyqTunbvhvwJNoQAP9E69HaPzTK9fvaXhm4DfDbqhocRmBrHgHcD/gx8ID+YHmOXOZvqVX1sySnA0uT7DEYXs63qvpKkg8BjwKOGgg/70ob+/eRSR45ye67A/+Q5JpV9UfgA8CzgI8mOY7WG/vLVfXTOax378nWdz1Y95qr80iSJE1myZIljI2NjbqMrZqYmGDLli3TNxywvV/bbK9LkgxVpR3Hb2gh4w1n0LbX5tcD688cbNj1JoU2udW2uszxgQu7Zf/xr9ktJwvc+l1luhNW1W+B9ya5IvAO2uv++/U1+QDwUOBnwMdo97E3pMChXHq8zj265a+mO++AuwK70cYFnUlP4mH9dor1vwFuTAuKz5yH807n3IFlzzVpf/4cPs3+VwH+WFVfT3JP4DBaQP04gCQ/BI6oqvfNXcmSJEkLb2xsjA0bNoy6jK0aHx+fVY/T7f3aZntdgsMOOwyAI488csSVSKNhqCrtOE4E9qH1ynzHVI26cT/Hu49fnv+yZqX3T8UHVNXxc3TMr3XLvw9jkOSOtED1/2g9SC/s27YL8G8DxzizW16f4byYNuHXwe3Q+dequnigTe/zZP9d3mOa41+HNtHWoOt2y+3tn963ALtU1TVmukNVfYXW0/jywN7A/WlDMaxL8vs5HJ9WkiRJ0gxs2rRp1CVII7XL9E0kLRJrgYuAhya59VbaHUIbS/WHTPLa+Hbiq93ynnN4zN7wAv3/3btZtzy+P1Dt3Bm4Yv+Kqvor8B3gOknuMMS5z6P1sPxfYCVwbDcZV7/e6/GT9TS+4zTHXz64IslNumNtXuhX/2fgq8DVp/meTqqqzquqk6rqZVwyNusBc1qdJEmSJEnTsKeqtIPoxtA8CngpcHySB1fV9/rbJHkIbWzRi4CnTNJbcnvxMeCnwNOSnFBVg+OmkuSuwGlVNe3M713v3Gd1Hzf0bdrcLceBN/a1vzbw31Mc7g20ybveluS+/ZNVdb1br1NVl5msqqouSHIgLWB9LHD5JP+vqi7omvQm6To4yXt6IW+SGwIvm+YSn5Xkf3qTVXV1vIYWIL97mn1nJclNaUMa/LTvGmbqdbTJyN6R5BFVdalhKLqxa29bVV/tPt8NOLWqBocRuE63nPY7IEmSpLkxMTHB+Pj4jNpJ0o7MUFXasawGrgw8BzgtyWeB79LCr7sBd6GNb3lgVZ0wqiKn0wWQDwM+C3wyyUnABC08uyFwJ+AmwJ5cNlAbG5jc6trAvsA/An/g0q/0f4M2BMLDunOcSAvqHkDryTs45izAGloP2scBP07yMeD3tN6/+wLvoj2Hya7roiQHAX8DVgEf7kLF86rqa0m+CNwL+HqS9V0tD+7uw9bGyv0yMJHkA7RX6/cDbg+cDLx6K/ttiy/QxmtdxiXh9IxU1ReSvJA2vu2Pk3wK2EQbQ/XGtJ63J9Je8Yf2zPZN8qWu3dnArWnP6c+0kFuSJGnRWblyJePj4yxdunTUpczYli1bdqgxSBfjM5C0fTBUlXYgXc/T53bh2tNoAd29aT1TNwOvBY6uql+OrMgZqqpvJbk9LSDenzYe6cXAGcCptEmO/jDJrrfvfnr+Rrv21wOv7u8V2YWc/wK8gjbm6TNpk1Ct6dZdqqdvt08Bj+8C6yfSZre/fFfXl4CtjgFbVRcneWJX19NpvYof0vXCPIDWw/QA2nihP6YFip/rzjOVZ9PGhn0CsBT4Y3e9L6uqv22tnlGpqv9I8mXaPb8H7Zq30O7/24F1fc3fTAtP79K1vRzwy279a3s9dCVJkhablStXjrqEGRsbG1vQ/RbKYnoGkrYvafmAJGmxSbIWOAhYVlWbZ7hPARuranz+Khu9JEtpvVqPqaqV23Cck/faa6+9Tj755LkqTZIkSdohrFixAoB169ZN01Lafu29996ccsopp1TV3sPua09VSdr5LO/CVYA9q+o3I61mDiV5Hq23ryRJkqR5tO+++466BGmkDFUlaedyxMDns0dSxfw5iUtf48SI6pAkSZJ2aKtWrRp1CdJIGapK0k6kqlaPuob5VFUn0YJVSZIkSZLmzS6jLkCSNDtVtbKqMtPxVCVJkiRprmzatIlNmzaNugxpZOypKkmSJEmSpKEcdthhgBNVaedlT1VJkiRJkiRJGoKhqiRJkiRJkiQNwVBVkiRJkiRJkoZgqCpJkiRJkiRJQzBUlSRJkiRJkqQhGKpKkiRJkiRJ0hAuN+oCJEmSJEmStLgceeSRoy5BGilDVUmSJEmSJA1l2bJloy5BGilf/5ckSZIkSZKkIRiqSpIkSZIkaShr1qxhzZo1oy5DGhlDVUmSJEmSJA1l/fr1rF+/ftRlSCNjqCpJkiRJkiRJQzBUlSRJkiRJkqQhGKpKkiRJkiRJ0hAMVSVJkiRJkiRpCIaqkiRJkiRJkjSEy426AEmSJEmSJC0uy5YtG3UJ0kgZqkqSJEmSJGkoRx555KhLkEbKUFXSTi/JBmB536oDq+r9IypH2yjJI4D/7Vu1sarGR1SOJGknceihhzIxMTH0fmNjYxx99NFzXo8kSZpfhqrSIpTklsDTgH2AGwJXBP4AnAp8GDi2qs5bwHqWApuAY6pq5UKdd6aSrAYOB/apqg1baXpEt/xOt98GLh22Tmer15/kSsCTgIcC/wRcDfgj8E3gf4DjqqqGOJ8m9z0ueZaHj7IQSdLorF27ls2bN7N06VJWrlw57+ebmJhg48aN836e2Vro+yFJ0o7OUFVaZJK8jBYU7QJ8BTgGOBu4DjAOrAGeAtxxRCUuWlW1emDVWmDDwLqHALcHPgZMDGwb/Px3SW4NfBxYBvwc+BAtUL0R8CBgf+DzSR5VVWcOXbz+rqq+B6wGSGKoKkk7qbVr17Jx40aWL1++oCHikiVLGBsbm7bdxMQEW7Zsmf+COqO6H5J2XCtWrABg3bp1I65EGg1DVWkRSfJiWg+804FHVtXXJmmzP/Dcha5tR1RVawfXdb1ybw98dLLtk0lyXeDzwJ7AK4GXVdWFfduvAawD9gM+mOT+VXXxttYvSZIW3tjYGBs2bJi23fj4+Hbds1WSJG3dLqMuQNLMdGHeauAC4IGTBaoAVfUJ4P6T7P+oJF9MsiXJuUm+neRFSS4/SdvN3c+Vk7wmyS+SnJfkJ0lekCR9bVfTXv0HOChJ9f2s7NqMd59XJ7lzkk8m+VO3bmnXZp8kb0/yvSRndTV+J8nhSa4wxT3ZNcmTk3y577p+kmRNkpv3roVLXgE/ob++6e75HHoFLVB9f1W9uD9QBaiqPwEPB34G3Bc4sH/7MM9jYL+7JDkuyW+SnJ/k9CRvS3K9mRSd5EndvZq0t2eS6ya5IMm3B9ZfLslTk3y1e5bnJDk1ydOTXObPnSQrk3woyc+6Z3hW90wfO8V5N3R17Z7kZUl+2N2PtTO5LkmSJEmStpU9VaXF42BgN1ow952tNRwcTzXJUcCLaOOurqMNF/AA4ChgvyT3q6rzBw6zG/BZ4HrAp4ELaa++vwq4ApeMWbkB2AN4FnAa8NG+Y0wMHPOuXR0nAu8CrgX0zvsC4JbAScAnu3PcnRYkjye5T1Vd1HdNuwOfoIWQp3fXdRawlDZm6YnAj4Gju7qX04ZK2MwCSnJFoBcOvnyqdlX11ySvBf4beCLw3oEmM30evfMeArwdOA84nnaPbg6sAh6c5J+r6hfTlP9e4NXAvyZ5Rf/97xxC+3PkbX3n3Y02zMF+wA9pz+VvtPF/3wjcBXjcwHHeAnwX+CJwBnBN4IHAe5L8Y1W9dIr6PgTcqbsfHwV+N831SJIkSZI0JwxVpcXjHt3yC8PslKQXZJ4O3LmqftOtfxHwEdpYns+jBaz9rkcLSe9bVed2+xwB/Ah4dpKjquqCqtrQ9QZ9FjAxybik/e4HPLmq3jbJtqcCmwYnakry78BLgEcAH+jbtJoWqH6cNhTCeX37XJ42CRRVdXSSPWih6tppJqqaD3cELg/8uqq+P03bz3fLf06y60CIOaPn0a2/BfBWWoC8vKp+1TtIknsDnwNeTwufp1RVZyd5D21StAfQQuzecUILaM8B3tO322G0QPVNwKG9a0iyKy3kPSTJcVX1sb59blNVP+0/dxeafxp4YZK39l9Dnxt3+/5ha9cxE0lOnmLTLbf12JKk0ZqYmGB8fHxBzjPb/bbn+iRJ0uQMVaXFY89u+csh9zukW76iF6gCVNWFSZ5L6xG4isuGqgDP7AV43T6/S/Ix4PHAPwJb7TE7iYkpAlWq6mdT7PM6Wqi6H12o2gV0TwXOpYW0l+qZ233+/ZC1zZfeczt9Bm17bXan9dYc7Hk50+fxFFrP1mcNhpFV9YUkx9N6q161qv4yTU1voYWqT6IvVKUF5MuAd1fVFoDu1f5nAL8Bnt0fClfVRd337WDgMbSJvnrbLhWoduvOT/LfwL7AvYH/maS2l85FoCpJ2rFt2bJlux67dHuvT5IkTc5QVdrx7dUt1w9uqKofJfklsCzJkl441tlSVT+Z5Hi94O/qs6jl61NtSHJlWm/XhwK3AK4K9I8Vev2+X98SWAJ8rap+PYs6FqNhnsddu+XyJHeaZJ9rA7vS7vNUPTQBqKrvJvki8IAkN6yq3vme2C3f2tf8FsA1aMMuvGSKoV7PBW7VvyLJjWjDP9wbuBFwxYF9rs/kpvw+Dauq9p5sfdeDda/JtkmSFoclS5YwNjY27+eZmJhgy5Yt0zccsL3XJ0mSJmeoKi0eZ9DCqKkCpqks6dt/quPeiDYuav/ftM+con1vkqVdh6wDWg/Gy+jG4VwP3JnW2/IDtJ6mF3RNDqe9Qt+zR7ec7JXw7U3vmm84g7a9NucDfxzYduYU+0z2PK7ZLZ8/zfmuMoOaAN4M3IvWo/nwJNcF/oXW87g/2Oyd9+ZcMjnYVs+b5Ca0cPTqwJdoQxNsAS6ijY97EJd+9v0m/T5JktRvbGyMDRs2zPt5xsfHZ9XjdHuvT5KmsmrVqlGXII2Uoaq0eJzIJa9Cv3OI/XpB6XWBy7xmzSWvpy9E14WaYv0BtEB1bVUd3L8hyZ5cNqA7s1sOGzCPwjdok0VdL8mtphlX9T7d8quTTAo1jN6zXFJVZ23DcXo+DPyWNmHVy5lkgqqB836kqh42w2M/hxbGHlxVa/s3JDmQFqpOanD8XUmSJEkLZ9999x11CdJI7TLqAiTN2LtpPTcfnuSfttawm6ip59RuOT5Ju5sBN6BNEHXmNtTWCwBn03sV4Gbd8sOTbFs+ybof0ILV2yW53gyOv631zVo3Buq67uNLpmqX5Iq0gBHahE7b4qvd8p7beBwAugmw1tBC7AfTeqyeDbx3oGnvufxz1/t4JnrP/kOTbJvs2UuSJEmSNHL2VJUWiaranGQ1cCTwySSPrKpvDrZLcn/g32i9WgHeBfwrbYzL46vq9127XYH/pP3jyjA9XyfzZ1ov1BvNcv/N3XIc+HhvZfdq+H8MNu4mPXoz8GLgrd29OK9vv91pvTR7k1X1XqWfbX0z0vWqXQKcMTA+7UtoE4KtSPIz4IiqurBvv6sDx9ICxv8D3reNpbyJNubp65L8uKp+NFDn7sBdqupLQxzz7cALu2NfH3j74CRX3eRnbwReCrwhyXP6J9bqzr0ncPWq+l63anO3HOfSz34/WngrSdKiMjExwfj4+IzaSdJitn59m7bDHqvaWRmqSotIVR2V5HK01+G/keQk4Ju0XoPXoY17efNuXW+fk5K8mha0fifJccBfgQcAt6ENK/Cabazr7CRfA+6Z5L3Aj2i9Q4+vqm/N4BAfB34CPCfJbWm9a28E7A98ksnD0COAu9B6Tv4oySeAv9DGJb0fbTzRtV3bE4CLgVcmuQ0tBKaqXjH81W7VK2mvqx/cd26q6tdJ7gccTwtYH5vkM8Cfumt7EG1M0f8DHllVF29LEVX1gySH0AL173bn+hGwW3e+e9LGrL3lEMf8RZJP0sZShcu++t/z78DtgScDD06ynjb27bVp3827A4cBvVD1zbT79b/dd/PXtO/l/YEPAo+eaY2SJPVbuXIl4+PjLF26dEHPu2XLlu1y7NJR3Q9JO641a9YAhqraeRmqSotMVb08yf8CTwX2oQVSV6D1xpyg9ew8dmCfFyQ5FXg68HhauPZTWsD32qo6fw5KexzwOloYdiAQ4JfAtKFqVf01yb7Aq2g9Fu8J/IwW0P0XkwRrVXV+1yv3ybRrOqg756+Bj9DC4l7b7yc5CHge7b5dods016HqlKrqW0luDTwJeBjtmq5CC1ZPAv4H+N+5Gie0qo5NchrwXNr35H60MP3XwHG0ycCG9S5aqPrNqjplivNekOQhwGOBlbRg/Cq0EHcTrRfre/vafyvJPrRn8SDan0un0e7RmRiqSpJmaeXKlQt6vrGxsQXdb1gLfT8kSdrRxXk+JO3skmwAlldVRl3L9qwbfuJwYFVVbeuQEQsiSQEbq2p8lvufvNdee+118sknz21hkiRJ0iK3YsUKANatWzdNS2n7tffee3PKKaecUlV7D7uvE1VJUidJdT//b9S1bG+SXJXWK/hPbPuYr/MqySN6z3LUtUiSJEmSdky+/i9JbfzTDX2fvzOaMrY/SR4E7EUbu/Y6wPOq6pzRVjWt79HG3O3ZPKI6JEmSJEk7KENVSTu9qlo76hq2Y4+kjVf7W9pEXK8bbTnTq6rvAatHXYckSZIkacdlqCpJmlJVraRNOCVJkiRJkjqGqpIkSZIkSRqKE1RpZ+dEVZIkSZIkSZI0BENVSZIkSZIkSRqCoaokSZIkSZKGcthhh3HYYYeNugxpZBxTVZIkSZIkSUPZtGnTqEuQRsqeqpIkSZIkSZI0BENVSZIkSZIkSRqCoaokSZIkSZIkDcFQVZIkSZIkSZKGYKgqSZIkSZIkSUO43KgLkCRJkiRJ0uKy7777jroEaaQMVSVJkiRJkjSUVatWjboEaaR8/V+SJEmSJEmShmCoKkmSJEmSpKFs2rSJTZs2jboMaWR8/V+SJEmSJElDOeywwwBYt27diCuRRsOeqpIkSZIkSZI0BENVSZIkSZIkSRqCoaokSZIkSZIkDcFQVZIkSZIkSZKGYKgqSZIkSZIkSUO43KgLkKTtSZINwPK+VQdW1ftHVI5mIcnzgNf0rTqmqlaOqBzNsUMPPZSJiYmh9xsbG+Poo4+e83okSZIk7ZwMVaVFLsktgacB+wA3BK4I/AE4FfgwcGxVnbeA9SwFNrGdBllJVgOHA/tU1YatND2iW36n228Dlw5bp3Op6+8770z9vKqWDtFelziJ9vz2AJ412lLm39q1a9m8eTNLly5l5cqVoy5n3k1MTLBx48ZRl7Hd2tm+D5IkaXSOPPLIUZcgjZShqrSIJXkZLajbBfgKcAxwNnAdYBxYAzwFuOOISly0qmr1wKq1wIaBdQ8Bbg98DJgY2Db4eXBfgDHgAOA04KMD286cpkRNoapOAk7qAv6dIlTduHEjy5cv36lCtCVLljA2NjZtu4mJCbZs2TL/BW0ndtbvgyRJWnjLli0bdQnSSBmqSotUkhfTeuOdDjyyqr42SZv9gecudG07oqpaO7iuC+1uD3x0su0D+29gIFhNspIWqk5MEuJK2oqxsTE2bNgwbbvx8XF7tkqSJEmac05UJS1CXZi3GrgAeOBkgSpAVX0CuP8k+z8qyReTbElybpJvJ3lRkstP0nZz93PlJK9J8osk5yX5SZIXJElf29W0V/8BDkpSfT8ruzbj3efVSe6c5JNJ/tStW9q12SfJ25N8L8lZXY3fSXJ4kitMcU92TfLkJF/uu66fJFmT5Oa9a+GSV/BP6K9vunu+UJI8qavpCQPrD+7WnzP4nJJ8LcnfklxxYP2Mn/MUtbyyO+dBU2zfu9v+iYH1V+rOM5Hkr0nOTvKVJAdOcozdkzw9yaeS/Lz7bv0pyf8lecAU5+19J6+W5L+6X1/Qff8kSZIkLYA1a9awZs2aUZchjYw9VaXF6WBgN+D9VfWdrTUcHE81yVHAi2jjrq6jDRfwAOAoYL8k96uq8wcOsxvwWeB6wKeBC2mvvr8KuAKXjD+6gUvGsRx8pX1i4Jh37eo4EXgXcC2gd94XALekjY35ye4cd6cFyeNJ7lNVF/Vd0+7AJ4D70nrurgPOApYCD+3O8WPg6K7u5bShEjaz/flCt7w38I6+9ffullek3bsNAEmWAHsDX6qqc3uNZ/mcB70N+DfgibT7NehJ3fKtfefdA1gP3AE4hfZsdwH2A9YluXVVvaTvGNcAXk971p8Hfg/sCTwY+FSSJ1TVZH9T2707zzWAz9Ge96ZJ2kmSJEmaB+vXrwdg1apVI65EGg1DVWlxuke3/MJWWw1I0gsyTwfuXFW/6da/CPgIsD/wPFrw1u96tJD0vr3gLskRwI+AZyc5qqouqKoNXW/QZzH9K+33A55cVW+bZNtTgU1VdakepEn+HXgJ8AjgA32bVtMC1Y/ThkI4r2+fywNXA6iqo7vQbzmwdpqJqkaiqn6S5BfAvknSdw/2pYWI47SAdUO3fhzYtdsGbNNzHqxlc5JPAw9Kcpv+AD/JVYEDu3N8um+3o2mB6guq6tV97a9AC9lfnOS4qproNv0ZuHFV/bL/3F1Y/GXg1Une2x8Yd/YEvgcsr6q/bu06ZiLJyVNsuuW2HnuhTExMMD4+Puoy5t3ExMSs9/P+SJIkSZorhqrS4rRnt/zlVltd1iHd8hW9oA2gqi5M8lzggcAqJg/bntkfbFXV75J8DHg88I/AVnvMTmJiikCVqvrZFPu8jhaq7kcXqibZlRbCnksLaS/VM7f7/Pshaxu19cBK4LbAt5L8E+2Z/zstIL438NKuba8Ha3/Avi3PedBbgAfReqU+o2/9CuAqwGt6vYaTXBN4LPDN/kC1O/ffkryA9uxW0PVc7p7PZb7HVbUlybuA1wJ3Ar44SW3PnYtAdUexZcsWxw7dCu+PJEmSpLlkqCrtXPbqlusHN1TVj5L8EliWZElV9U+XvaWqfjLJ8U7vllefRS1fn2pDkivTers+FLgFcFUgfU2u3/frWwJLgK9V1a9nUcf2qBeq3hv4Fq2XKrTgdCnwnCRXraq/dNvO5tL3c7bPeTKfpr1W/7gkL6iqc7r1T6QNA9H/av6daL1ma4rxTXfrlrfqX5nk1sDzgXvRwuPBcXOvz2X9jXZv5kRV7T3Z+q4H616TbdveLFmyhLGxsVGXMe8mJibYsmW6r+1leX8kSZIkzSVDVWlxOoMWTE0WNm3Nkr79pzrujWjjovb/X/mZU7S/sFvuOmQdAL+ZbGWS3Whh4J1pvV8/QOtpekHX5HCgf6KlPbrlr2ZRw/aqf1zV13XLX3aB6Bdo45wuT/JN4NbAp6rqwr79Z/ucL6OqLk7yNtr4uY8G3p1kb1rQ+NGBIPua3fJO3c9UrtL7RZJ/pj3vy9Gu+3ja+KgXA2PAAVz6eff8bnB4iJ3d2NgYGzZsGHUZ8258fHxWPU69P5IkSZLmkqGqtDidSOuheG/gnUPs1wvQrgv8dJLtew60m09TBWIH0ALVtVV1cP+GJHvSQtV+Z3bLYQPm7VZV/TrJD4F7dWPCjgMf6zafSJvQ6z50Y8Vy2R6pc/2c30WbjOxJwLu5ZIKqweEbesd7XVU9Z4bHfglt8q19Bse47caAPWCK/QxUJUmSJEkjs8uoC5A0K++m9dx8eDfe5pS6UK7n1G45Pkm7mwE3oE0QdeY21HZRt5xN71WAm3XLD0+ybfkk635AC1Zvl+R6Mzj+tta3UL5AG/bgKbQepV8A6F6//yotUO8fFqDfnD7nqvo9cBxwlyR3p01QtQn43EDTr9N6mN5zJsft3Az40xSThk32vCVJkiRtB5YtW8ayZctGXYY0MvZUlRahblb21cCRwCeTPLKqvjnYLsn9aa+K98K3dwH/CrwkyfFdWNab7Ok/af/QMkzP18n8mdaL8Eaz3H9ztxwHPt5bmeQmwH8MNq6qi5K8GXgx8NbuXpzXt9/uwJLetQJ/7JazrW9Gul61S4AzZjBu6WTW0ybgelH3+QsD21YD16Fdz2kD+87Hc34L8BjacAxXAY6qqov7G3STl72XNv7qS7s2F/W3SXJT4OKq2tSt2gz8Y5LbVdW3+tr9K21SK2lSExMTjI+Pz6idJEmS5t6RRx456hKkkTJUlRapqjoqyeVor8N/I8lJwDdpkxZdhzbpz827db19TkryalrQ+p0kxwF/BR4A3Ib2avlrtrGus5N8DbhnF7D9iNY79Pj+0GwrPg78hDYZ021pvS5vBOwPfJLJw9AjgLsADwZ+lOQTwF+AGwL3o02CtLZrewKtN+Urk9yGFgJTVa8Y/mq36pXAQcDBfeceRq/OawM/GBi79Au0UPUfgOMGxxadj+dcVV9Ochpwe1ov6XdN0fTptO/dy2nh6onAb4Hr0cYBvhOX9HQFOJoWnp6Y5IO0IQTuCNyD1jv2EcPUuTNauXIl4+PjLF26dNSlLKgtW7Y4dugkdtbvgyRJkrTQDFWlRayqXp7kf2k9GvehBXhXoPVenKD17Dx2YJ8XJDmVFn49njYj+09pY1u+tqrOn4PSHkebYOn+tAAtwC+ZwWztVfXXJPvSJkYap71K/jPg34H/ok2WNLjP+V2v3CfTrumg7py/Bj5CCxF7bb+f5CDgebT71ptpfq5D1W1SVX9KMkGbEGpwzNSv0ULSK0+yrbf/fDznd9NC0I9V1W+nOO9ZSZYDTwRWAA+n3ePfAj8Gng18vq/9Z5I8uKvr0bQA/uu07/NNMFSd1sqVK0ddwoIaGxtb0P0Wm53t+yBJkiSNSpw8WZIukWQDsLyqMupatjdJ1tIC6/tU1eA4rtudJEtpPWKPqaqVszzGyXvttddeJ5988lyWJkmSJC16K1asAGDdunUjrkSavb333ptTTjnllKrae9h9nahKkiaRpLqf/zfqWrYHSW4I/D/g+0zRO3Z7keR5SYpLhhiQJEmSJGlO+fq/JF3aWmBD3+fvjKaM7UOSFcAtaIHq5YGXDo7huh06iTbObs/EiOqQJEmSJO2gDFUlqU9VrR11DduZJ9ImPTsdeHZVfWjE9Uyrqk6iBauSJEmSJM0LQ1VJ0pSqanzUNUiSJEmStL1xTFVJkiRJkiRJGoKhqiRJkiRJkiQNwdf/JUmSJEmSNJRVq1aNugRppAxVJUmSJEmSNJR999131CVII+Xr/5IkSZIkSZI0BENVSZIkSZIkDWX9+vWsX79+1GVII+Pr/5IkSZIkSRrKmjVrAIcB0M7LnqqSJEmSJEmSNARDVUmSJEmSJEkagqGqJEmSJEmSJA3BUFWSJEmSJEmShmCoKkmSJEmSJElDMFSVJEmSJEmSpCFcbtQFSJIkSZIkaXFZt27dqEuQRsqeqpIkSZIkSZI0BENVSZIkSZIkSRpCqmrUNUiStF1K8scrXvGK17jVrW416lIkSZKk7cqvf/1rAK53veuNuBJp9r7//e9z7rnn/qmqrjnsvoaqkiRNIckm4GrA5hGXotG4Zbf8wUirkEbP3wvSJfz9IF3C3w/aESwFzqqqZcPuaKgqSZI0iSQnA1TV3qOuRRolfy9Il/D3g3QJfz9oZ+eYqpIkSZIkSZI0BENVSZIkSZIkSRqCoaokSZIkSZIkDcFQVZIkSZIkSZKGYKgqSZIkSZIkSUNIVY26BkmSJEmSJElaNOypKkmSJEmSJElDMFSVJEmSJEmSpCEYqkqSJEmSJEnSEAxVJUmSJEmSJGkIhqqSJEmSJEmSNARDVUmSJEmSJEkagqGqJEmSJEmSJA3BUFWSJGkaSW6Y5M1JvpbkN0nOS/LrJF9KcnCS3UZdo7RQktw8yQuSrE9yepLzk/w2yceS7DPq+qSFkmS3JM9K8u4kE93vhUqyatS1SfMpyQ2SvKv7u9B5STYnOTrJ1Uddm7SQUlWjrkGSJGm7lmQc+BjwNeBnwJ+AawIPAG4InADcr6ouHFGJ0oJJ8n7g0cD3gBNpvx/+EfgXYFfgWVX1htFVKC2MJHsAf+4+/hY4n/ZnwhOqas2o6pLmU5KbAicB16b93egHwJ2BfYAfAnevqj+OrkJp4RiqSpIkTSPJ7sCFVXXxwPrdgM8B48Cjq+qDIyhPWlBJVgKnVdWpA+uXA58HClhaVWeMoDxpwXR/NtwbmKiqM5KsBg7HUFU7sCSfBe4HPLOq3ti3/r+AZwNvq6onj6o+aSH5+r8kSdI0qur8wUC1W38B8NHu480XtChpRKpq7WCg2q3fCGwAdgfuttB1SQut+7Ph0/4DgnYWXS/V+wGbgf8e2Hw48FfgcUmuvMClSSNhqCpJkjRLSXYFHth9/NYoa5G2Exd0S4fCkKQdT2/c7M8N/mNzVf0F+DJwJeCfF7owaRQuN+oCJEmSFosk1wKeDgT4B+C+wM2AdVX18VHWJo1akhvTXoU+B/jiiMuRJM29f+yWP5pi+49pPVlvAXxhQSqSRshQVZIkaeauRXu9raeA/wRePJpypO1DkssD7wUuD/xbVf15ml0kSYvPkm65ZYrtvfV7zH8p0uj5+r8kSdopJNmcpIb4OXbwGFX1g6oK7R+mb0ybkOGJwBeTXGOBL0matbn4/dB3rF2B9wB3Bz5A+4cGaVGYy98LkqSdiz1VJUnSzuKnwN+GaP/rqTZU1UXAL4DXJ/kt8D7g5bShAaTFYE5+P3SB6rHAI4EPAo+tqtr28qQFM2d/Nkg7gV5P1CVTbO+tP3P+S5FGz1BVkiTtFKrq3vN06E93y/F5Or405+bi90OS3Wiv/D8SWAc8vvsHB2nRmMc/G6Qd0Q+75S2m2H7zbjnVmKvSDsXX/yVJkrbN9buls51rp5Fkd+B/aYHq/wCPM1CVpB3eCd3yfkkulScluSptGJhzgK8udGHSKBiqSpIkTSPJXt1rzoPrrwK8vvv4yYWtShqNblKqjwAHAO8EDq6qi0dblSRpvlXVT4HPAUuBpw1sPgK4MvCeqvrrApcmjUQc8kiSJGnrknyU1vviJNpYqucANwQeQJvh9iRgv6o6e0QlSgsmybuBlcAfgDcDk/0PxYaq2rCAZUkjkeSFwC27j2PA7Wl/Jvy4W3diVa0ZQWnSvEhyU9p3/NrAx4DvA3cB9qG99n+3qvrj6CqUFo6hqiRJ0jSSPAg4ELgzcB3gSsCfgW/RJud5V1X5+r92Ckk2AMunaXZEVa2e/2qk0ZrB74djqmrlwlQjLYwkN6RN0Hl/4JrAGbQ3GI6oqj+PsjZpIRmqSpIkSZIkSdIQHFNVkiRJkiRJkoZgqCpJkiRJkiRJQzBUlSRJkiRJkqQhGKpKkiRJkiRJ0hAMVSVJkiRJkiRpCIaqkiRJkiRJkjQEQ1VJkiRJkiRJGoKhqiRJkiRJkiQNwVBVkiRJkiRJkoZgqCpJkiRJkiRJQzBUlSRJkiRJkqQhGKpKkiRJWtSSLE1SSdaOsIZbJDk/yb+NqoaujiQ5LcmXtuEY28W1LBZJrpTkN0mOHXUtkqSFY6gqSZIkSdvuv4A/Am/qX5lkbRf4rpxqxySruzarp1jf//O3JD9J8vYkSwePVVUFvAy4R5JHzOW1dDXtleR/k/y2C15/keTNSa4zxbVtnuQaej+/maT97klekWRTki1JTkiy1xTHvk93nP1neZ0kuWaSlyY5KckfklyQ5I9JvpTkxYPXlWRDd87x3rqqOgd4JbAiyZ1mW4skaXG53KgLkCRJkqTFLMndgAcBh3UB21zbCGzofn1NYF/gCcAjktylqn7c37iqPpbk+8CRST7UBa0zsrVr6cLLD9P+P/LjwI+AWwJPBh6c5O5V9YtJDrsFOHqS9WdPsu5VwLOBDwG/BB4HnJDkllV1Rl8tVwHeAby3qj4x0+ub5HqOBZYAPwE+Avyu+3wX4BXAi5PcrKouEwAPeBtwOHAkcL/Z1CNJWlwMVSVJkiRp2zwNuBj4n3k6/oaqWt37kGQXWqj5QODFwMGT7HMMLaC8N/B/Q5xr0mtJcgVgDbAb8PCq+nDftgOBdbSerf8yyTHP7K9/KkkCPAl4d1Ud0q37CC1Qfhzw6r7mrwKuCDxrhtc1eK7ltBD1Qtr9O2YwfE5yW+D1wBWmO15V/S3JB4AnJbn5YNAtSdrx+Pq/JEmSpB1Wkj2T/Hf3Gvr5SX6f5MNJ9p6i/ZIkRyf5Zfeq/Q+SPCfJTSYbtzXJ1YBHACdV1S8X4JKoqouBXh1TvW7+/m75rzM97jTXcjfgOsA3+wPVrp73AacB+ye58UzPN4l/AK4EfL1vXe/Xfz9uknsCTwWeXlV/HPYkXSj9Nlono2dV1drJevNW1beB+wC/muGh3w8EOGTYmiRJi489VSVJkiTtkJIsA04ErgesB94H3BB4JPCgJA/vf3W86425HtgLOBV4L+1V8MOAe05xmnsBu3fnGYULJltZVT9P8ivgPkkywyEAtnYt1+2WP5ti358Bt6cNTfDugW2XT/JY4EbAX4FvAV+sqosG2v0BOBfoD7zv2C1/DpDkisA7gQ9X1XHTXdAUlgP/SAtL37m1hl2AffEMj/t12vO4L/CiWdYmSVokDFUlSZIk7ajeSgtUX1JVR/ZWJnkz8EXgmCQ3rqre2J7PpwWq7wdW9ILIJEcCp0xxjnt0y29OU8tDJptYqjM+zb6XkmRXLumBurUw9xvAQ4BbAd+bwaG3di1/6JbLptj3Jt3yHyfZdl3gPQPrNiU5uKo29lZU1cVJ3g48M8kSWuj5OOAsWsAN8O+0cWWftrULmUbvOjdMEuzOWlWdm+S7wB2SXLWq/jJXx5YkbX8MVSVJkiTtcJLcgDZh0C+49FicVNVJSd4HPBZ4GJeMH3oQrVfii/p7dlbV6UmOpk1cNOhG3fKMSbb1O6D7mY3xJKu7X1+D1hPylrSg9N+3sl9vcqUbMbNQdWvX8mXgTOBOSQ6oqo/1NiR5FK2XKsDVB/Z7N/Al4LvAX2jh69OBJwKfTnLXqjqtr/0LaL1VD6Rd66nA86rqV0nuDBwKrAR+392TJ9GGDTgNeGZVfXkG17lnt5yP4Rp+A4wB1wd+MA/HlyRtJxxTVZIkSdKO6A7d8ktVNdkr8uv723Xjid4U+FVVbZ6k/VQ9Qq/ZLf88TT0HV1Um+wGOmGbf5bSZ5Q8HnkELVCeAu1XV77ay35+65bWmOX7PlNdSVX+lTQpVwIeTfCTJq5McT+vZO9E1vXhgvyOqan1V/baqzqmq71TVk4H/ok00tXqg/XlV9aKqWlpVV6uq5VX1jSS70wLaz1TVscAzaffjbcADaIHtZ5JcZ4bXOl+GveeSpEXKUFWSJEnSjmhJt5yqB2lv/R7d8mrd8rdTtJ9q/bndctoZ4rfBEV34uiutN+kbaL0hP9hNujSVK3bLc7fSpt9Wr6Wq/ge4N/B52pAFz+rqWcklr+dvLeTt99Zuea8Ztn8Zrffnk7rPzwe+UFWrq+rzwOOBKzOzYQF6z/76Mzz3MIa955KkRcrX/yVJkiTtiLZ0y+tOsX3PgXZndcupejpOtb4XIl5ziu1zpps06XTgWUmuBzyC9ir9G6bYpVfTTIPOaa+lqk4AThhcn6Q3hMI3Zniu33fLK0/XMMkYbViAp3TDAFyNNlZuL8ilqn6R5A/ArWdw7l6v4/Eku87luKoMf88lSYuUPVUlSZIk7YhO7Zb3SDJZZ5J9uuUpAFV1Fm0G++tPMaHUPSZZB20me2iv5C+k5wLnAS/rQsbJ3JL2Ov63Z3jMWV1Lkj2AB9OC0s/PcLd/7pY/m+bYl6O99r+hqtYMbL78wOeZ9hbeCPwQuAFw8DTn3yXJbjM8LrSJuv7I/IzXKknajhiqSpIkSdrhVNUvaQHfUtrkRn+X5C7ACtrYoR/p2/Q/tP9HemWS9LW/4eAx+mzolv88xfZ5UVW/AN5B6xn53MHtSS5PGyLg1Ko6c4aH3dAtJ72WJFedZN2VgGNowyi8rKrO69t2qySX6YnahdZv6j4eO01NLwRuBjyht6ILwH8F3L8XmCdZDlyVNiHWVnU9fp8EXAi8Iclj+593X53/BHyOGQ4TkGQZrUfzhv6JziRJOyZf/5ckSZK0o3oybdb61yS5H/BN4IbAI2k9OA+uqr/0tX818BDg/wH/mORztLFZHwV8sds2OBHTd5L8ELj3PLxKPp2jgH8Fnp3kjVX1h75t48DuwIdmerAZXMtBSZ5LC1/PoAW6D6YNpfD6qnrrQPtHA89N8kXg57TJpG4KPIjWq/RTwH9OVU8Xar4UeO4kk4e9Gng98KUkXwMeA5wN/PcMr3VjkocB7+l+XppkA6237RLgjsBdgL8y8/FR79ctZ3zPJUmLlz1VJUmSJO2QqupntHDsrbTXsp9Hmyn+M8Ddq+pjA+3PpQ0L8EbaWKzP7j4fBbyya3YWl/WWrv39Jtk2b6rqjO7cVwVeNLD5IOB84J1DHnZr1/JN4PvA/Wn38uHABPDAqjp0kvYnAJ+gBakrgOcAy2ljmh4E7F9V509WRJJdgXcBX2PyoPSNtMD1hsBTgE3A/atqqgnFLqOqPt7V9jLaK/uPoI3d+higuvU3HeKYB9FCWUNVSdoJxLcSJEmSJGnrkjwBeDvw5Kp628C2qwE/BU6qqgNGUd9APdcGNgPrqmrVkPtuV9eyWCS5HXAa8NKqesWo65EkzT97qkqSJElSJ8n1Jll3I1qvyAuBjw9u78b4PBz4lyR7z3uR03sxcBGt5qFsh9eyWLwcOB147agLkSQtDMdUlSRJkqRLfKib7f1k4EzaRFf7A1cCXlRVv55iv7fRJmu67vyXOLVuwqUzgMd1wwPMxnZxLYtFN1nXqcDR3RASkqSdgK//S5IkSVInyVOBxwE3p01YdDYtMHtTVX14lLVJkqTth6GqJEmSJEmSJA3BMVUlSZIkSZIkaQj/vx07FgAAAAAY5G89hv2FkVQFAAAAABikKgAAAADAIFUBAAAAAAapCgAAAAAwSFUAAAAAgEGqAgAAAAAMUhUAAAAAYJCqAAAAAACDVAUAAAAAGKQqAAAAAMAgVQEAAAAABqkKAAAAADAEuvSQd0ghgFoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 370,
       "width": 682
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplots(figsize=(8, 6))\n",
    "cph.plot(ax=ax[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pAAA4DCUuAJyl7y1VX3ZSlaUzAABUEjPoAAAAgIOQoAMAAAAOQoIOAAAAOAgJOgAAAOAgJOgAAACAg5CgAwAAAA5Cgg4AAAA4COugA6jbWBMdNVlknOvmXlV97wAA1YoZdAB1T3XdqRSoarlHpczpoY4CQJCRoAOoe5InkaSj9sg9GuoIAAQZJS4A6p6+t1ASgJqP8iyg1mIGHQAAAHAQEnQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHqRfqAFAxCZPeKnF/bGS40oYkanz/1tUcESqjoKBABw4c0JEjR3TixAlZa0MdEgCnu/Cp3/+9ZUvo4ggRY4yioqLUoEEDNWnSRGFhzDmi9uDdXIPERoaX2SY7N18zV2yrhmgQLAUFBdq9e7d++eUXHT9+nOQcQGBOPef3Rx1krdXx48f1yy+/aPfu3SooKAh1SEDQBG0G3RjTQtL9koZKOkXSXkmLJU2x1h4sZ189JN0hqb+kUyUdkrRV0rPW2ueDFXNNkzYkUTNXbFN2bn6p7co6Dmc5cOCAcnJyVK9ePTVr1kyxsbHMBAEo257Pfv938w6hiyNECgoKlJ2drZ9++kk5OTk6cOCAmjZtGuqwgKAISoJujGkj6UNJp0laIlcyfZ6k2yQNNcYkWWt/DbCvmyXNknRQ0luSfpTURFJnSX+QVGcT9PH9W5dauuKv7AXOduTIEUlSs2bN1KBBgxBHAwA1Q1hYmPdn5g8//KAjR46QoKPWCNYM+my5kvNbrbVPeHYaYx6TdLukByTdWFYnxpiLJT0u6T1JI621R4ocjwhSvIBjnDhxQpIUGxsb4kgA1FiFZ9PrmFhrpdwCnfjhE+m5bpXrLDJOSp4k9b0lKLEBFVXpv6O7Z88vlpQl6Z9FDqdLypZ0rTEmkOzjYUnHJI0umpxLkrU2r3LRAs7jqTmnrAVAuRh+ZkiSkSRjZMOCMOeYe1TKnF75foBKCsb/7oHu7XJrrc8VGu4ke52kGEnnl9aJMaazpHMlLZd0wBgz0BhzhzHmr8aYwcbwkwgAAK8GzUjS5VrNJahyjwa3P6ACglHi4rl83N/SIdvlmmFPlLSylH56u7c/S8qU6wLRwr40xlxhrf22rICMMRv8HGpf1rkAANQIcae7HpAOb5Gad5cyDle8j4z44MUDVFIwPnp73tH+/ld49jcqo5/T3NsbJCVISnH3nSjpRUldJL1ljImsaKAAAACA0znpb2OeWMIlXWWtfdta+5u1druk6yR9KleyfmVZHVlre5b0kGt1GQBAHTRmzBgZY5SVlRXqUCBpwYIFMsZowYIFoQ4FcJxgJOieGXJ/fxvy7D9URj+e4z9Zaz8qfMC6rqJb4v7yvHLGB6CG2bp1q2655RZ17txZ8fHxioyMVPPmzZWSkqJnn33Wu/JNdcjKypIxRmPGjKm25yyPjIwMGWOUmZlZZc+RnJwsY4yMMZo3b57fdlOmTPG2C8V4VcdYFEbCX7rMzEwZY5SRkRHqUIAaJxgJ+jfubaKf4+3c27Jub+np55Cf456bHdUPLCwANdH999+vTp066cknn1TDhg2VmpqqO+64Q8OGDdPWrVs1btw4JSUlhTrMOqlevXqaO3duiccKCgo0b9481asXtPvfAUCdFYyfpKvc24uNMWGFV3IxxjSQlCQpR9J/yujnP3ItyZhgjIm11mYXOd7Zvd0ZhJgBONCDDz6o9PR0tWzZUgsXLlSfPn2KtVm6dKkeffTREESH4cOHa/Hixfr666/VqVMnn2PLli3Trl279Mc//lGLFi0KUYQAUDtUegbdWrtDrqUREyT9pcjhKZJiJb1QOOE2xrQ3xvisqGKtzZH0rKRoSVNNoXWTjDFdJI2RdFLS65WNGYDzZGVlKSMjQxEREXr77bdLTM4lV5L47rvv+ux77bXX1L9/f8XHx6t+/frq0qWLpk2bVmIpTEJCghISEpSdna0777xTZ511lqKiotS2bVvNmDHDuy695CqZOPvssyVJzz33nLd8o3DdbOE/469fv14pKSlq0qSJT+nDqlWrNGHCBHXs2FENGzZU/fr11blzZ02ZMkXHjx8v8fvMz8/XnDlzlJSU5P2+2rZtq3Hjxmn79u3e72XKlCmSpIEDB/rEVxXGjRsnSXrmmWeKHXvmmWcUExOjq6++2u/5hw8f1j333KNzzjlH0dHRaty4sS655BKtWLGiWNvC47pp0yalpKSoUaNGiomJ0YABA/Thhx/6tC/vWDz99NPq0qWLoqOjdfrpp2vChAk6fDjwFUCMMXruueckSWeffbb3uRISEnzabd++Xdddd53OPPNMb6nWdddd530Ny8Pz3j169Khuv/12tWzZUvXr11e3bt20ePFiSdLJkyf1wAMPqF27doqOjlabNm305JNPlthfQUGB5syZo969eysuLk6xsbHq3bu3nnrqKRUUFBRrb4xRcnKy9u/frwkTJuiMM85QVFSUOnXqpPnz5/u0HTNmjAYOdK3CXLj0yV8J0qpVq5ScnKwGDRqoYcOGSklJ0ZYtW8o9RkBtEay/RU6U9KGkx40xgyVtkdRHrjXSt0n6W5H2nv91RX9y3ifX8oppki4wxqyTdLqkK+RK3NPcHwgA1DLz589XXl6errrqKnXu3LnUtlFRUd5/T548WdOmTVPTpk01evRoxcXF6Z133tHkyZO1bNkyLV++XJGRvos/5eXl6ZJLLtGePXs0bNgw1atXT4sXL9akSZN0/PhxpaenS3LVXh86dEizZs1S165dNWLECG8f3bp18+nzo48+0rRp09SvXz+NHTtW+/fv9z7vjBkztHXrVvXt21cpKSk6fvy41q1bp4yMDGVmZmrFihUKDw/39pWbm6vhw4frvffeU8uWLTV69Gg1bNhQWVlZWrRokfr166d27dopLS1Nixcv1urVq5WamlosOQy2c845R/3799eLL76oGTNmeF+Hn376SW+++aauvvpqxceXfDnSoUOHlJSUpM2bN6t3795KS0vT/v379dprr+niiy/WU089pT//+c/Fzvv000/10EMP6YILLtC4ceO0a9cuvfHGGxo8eLA2bdqkc85xrfRbnrG46667tGzZMl166aW6+OKLtWrVKj3zzDP69ttv9f777wc0Funp6Vq8eLE+//xz3XbbbWrUqJEkebeS9Mknn2jIkCE6cuSILrvsMnXs2FFbt27Viy++qCVLlmjFihXq3bt3yU/gR15eni666CIdOHBAl19+uXJzc/XKK6/oyiuv1PLlyzV79mx9/PHHGjZsmKKiorRw4ULdcsstOvXUUzVq1Cifvq699lq9/PLLatmypcaNGydjjBYtWqSJEyfqgw8+0EsvvVTs+T2vY2RkpEaOHKkTJ05o4cKFGjt2rMLCwpSamipJ3v8rzz33nAYMGKDk5GRvH0Vfm6VLl2rJkiUaNmyYbrzxRm3evFlvv/22PvnkE23evFlNmzYt1xgBtYK1NigPSS0lzZe0V1KupO8lzZTUuIS2Vu5rP0s4FifpAbkS+xNy1aQvl3RxEGLc0KNHD1tbtbp7qfeBmmPz5s128+bNoQ4j5AYNGmQl2WeeeSbgcz788EMrybZs2dLu3bvXuz8vL88OHz7cSrIPPPCAzzmtWrWykuywYcNsTk6Od/++fftsfHy8jY+Pt7m5ud79O3futJJsampqiTGsWrXKen6mzZkzp8Q2O3bssAUFBcX233vvvVaSffXVV33233PPPVaSvfTSS+3x48d9jh0/ftz+/PPP3q/T09OtJLtq1aoSn/uzzz6z6enp5XocPHjQp48BAwZYSXb79u32hRdesJLsyy+/7D0+bdo0K8l+8MEH9r333itxvCZMmGAl2QkTJviMxbZt22zDhg1tZGSk3blzp3d/4XGdP3++T19z5syxkuxNN93ks7+ssUhNTfW+X77//nvv/ry8PHvhhRdaSfbjjz8u8dzS+isct0dBQYFt3769lWRffPFFn2OvvvqqlWTPOeccm5+fH/Dzed67w4cP93lfrFmzxkqyjRs3tr169fJ5/Xbs2GEjIiJst27dfPp6+eWXrSTbvXt3e+TIEe/+o0eP2p49e1pJ9qWXXvI5x/N63HDDDfbkyZPe/V9//bUNDw+3HTp08GnveQ3T09NL/H7mz59vJdnw8HC7YsUKn2OTJk2ykuyMGTMCGpug/BxNb/j7AwiCHj16WEkbbAVy1qBdzWOt3S3p+gDb+v37q7X2qFwz7kVn3YE6KWHSW6EOIWBZ01MqfO7evXslSS1atAj4HM+KIvfee6+aNWvm3V+vXj09+uijevvttzV37lxNnjy52LmPP/646tf//Zrz0047TZdffrmef/55ffPNN2XO4hfVrVu3EmeAJal169Yl7r/99ts1depULVu2zDu7mZ+fr9mzZ6t+/fqaM2eOz18LJNdfD0499dSA49q0aZO39CNQY8aM8ZkJLmzkyJG69dZb9cwzz+hPf/qTrLWaO3euOnTooKSkpBLLVXJzc/Xiiy8qLi5O06ZN8yk7adeunW699VZNnTpVzz//vP7+97/7nJuUlFRsRZixY8fq5ptv1vr168v1fXn8/e9/11lnneX9ul69err++uu1du1arV+/XuedV/nFwj788ENt3bpVF1xwQbGyn1GjRunJJ5/UBx98oA8++ED9+xe9L1/pZs6c6fO+uPDCC3X22Wdr586dmjFjhs9r17p1ayUlJemDDz5Qfn6+9y81nv8706dPV1xcnLd9bGysZsyYoSFDhmju3LkaPXq0z3PHxMToscce8/mLT8eOHZWUlKQ1a9bo6NGjPv0F4qqrrtLgwYN99k2YMEHTp0+v8GsM1HRcbg+gxtq4caMkadCgQcWOJSYmqkWLFtq5c6cOHz7sU3oRHx+vtm3bFjunZcuWkqSDBw8WO1aW0pK67OxszZo1S4sWLdK2bdt05MgRn1r3H3/80fvvrVu36vDhw+rTp4+aN29e7jiKGjNmTFCXPIyOjtY111yjJ598Ut9++62+//577dixQ4899pjfc7755hvl5OQoKSlJTZo0KXZ80KBBmjp1qj777LNix3r16lVsX0REhE4//fQKvU7++izptV+wYEGxJRSTk5N9yjX8Ke296dn/wQcf6LPPPvMm6CUtRzhmzBifkpBGjRqpTZs2xdo1b95cO3fuVM+ePYsdO/PMM3Xy5En99NNPOvPMM73xhYWFlfi9DBgwQOHh4SW+Hu3atVPDhg2L7S88fuVN0AN9PYC6hAQdgCOcccYZ2rJli0+yWhbPRX1nnHGG3z537dqlQ4cO+STo/maHPUsE5ufnBxyDR+EZ/MLy8vI0aNAgrV+/Xp07d9aoUaN06qmnKiIiQpLrArrCF7MeOnRIkryJlBONHz9eTzzxhJ599lnt3LlTUVFRuu666/y2D+R1kn7/3gsr7bWqyOvkr8+SXvsFCxZo9erVxdoGkqBX5Hsu6S8dycnJPgm6vxp/T/wlHfccy8vL84mvSZMmxa7P8LRv2rSpfv7552LHquL/TqCvB1CXkKADDleZspGapF+/fnr//fe1cuVK3XDDDQGd40lGfvrppxJnFT1lM/6SmmDyt1rIkiVLtH79eo0ZM6bYShd79+4tlpR5kpXyfFApzaZNm7wrfAQqLS3NbyImSV26dNH555+vZ599VocPH9aVV16pU045xW/7wq9TSarzdSqPytzwqCLfc+G/qlS1+Ph4HThwQHl5ed4Pix4nT57U/v37S5wpB1A9SNABOML111+vadOm6Y033tDmzZvVsWNHv21PnDihqKgode/eXRs3blRmZmaxBP3bb7/VDz/8oLPPPrvUZLMsnlrbis7kffvtt5KkK664otixkmZn27dvr0aNGumLL77Qnj17yixzKSu+YNege4wfP977QWr8+PGltj3nnHMUExOjzz//XIcOHSrW96pVrttp9OjRo1xxFlXZ1yqYz9e9e3dJ/pP8YH3PFdW9e3etXLlSa9asKVb/vWbNGuXn59e41wOoTYJxJ1EAqLSEhARlZGQoNzdXKSkp+vTTT0ts9+6772rYsGGSXBcLStLUqVP1yy+/eNvk5+frjjvuUEFBQcCz8f40btxYxhjt2rWrQud7yhOKJmrfffed7r777mLtw8PDNXHiRB07dkw33nhjsbXcc3Nzfb5Xz8y1v/jGjBlT7tUDAlmu8aqrrtKiRYu0ZMmSMks+IiMjdfXVV+vIkSO67777fI7t2LFDjz/+uCIiInTttdeW+bylKWssgq2050tKStI555yjDz74QK+/7nv7jtdff11r165VYmKi+vXrVy2xFuX5v3PPPfcoJyfHuz8nJ0eTJk2SpEr/36nu1wOoTZhBB+AYkydP1smTJzVlyhT17t1bffv2Va9evRQXF6d9+/ZpzZo12r59u/eisr59++quu+7SQw89pM6dO2vkyJGKjY3VO++8o6+++kr9+vXTnXfeWamY4uLi1KdPH61du1ZXX321EhMTFR4erssuu0znnntumedfeumlatu2rR577DF9+eWX6t69u3bt2qWlS5cqJSWlxOQlPT1dH3/8sd58800lJiZq+PDhatCggXbv3q3ly5fr4Ycf9l74OXDgQIWFhemee+7RV199pcaNG0tyrWxTlWJiYnzWhS/L9OnTtXbtWj355JP65JNPNHDgQO866EeOHNGTTz7pvSlURVX3WAwePFgPP/ywxo8fryuvvFINGjRQo0aNdPPNN3tvZHTRRRdp1KhRuvzyy9W+fXt98803Wrx4sRo0aKDnn39eYWGhmScbPXq0lixZotdee02dOnXSiBEjZIzR4sWLtXPnTo0aNarUm04F4pxzztGZZ56pV199VREREWrVqpWMMbr22mvVqlWrIH0nQC1VkbUZa+pDrIMOB2Id9OI2b95sb775ZtupUyfboEEDGxERYZs1a2aHDh1q586dW2xt8FdeecUmJSXZuLg4GxUVZTt27GinTp1qjx07VqzvVq1a2VatWpX4vP7W0d6+fbsdPny4bdKkiTXG+KzNXdZaz9Zau2vXLjt69GjbvHlzGx0dbTt27GhnzJhh8/LyrCQ7YMCAYufk5eXZJ554wvbu3dvGxsbamJgY27ZtWzt+/Hi7fft2n7YvvPCC7dq1q42OjvauVR1MhddBL4u/ddCttfbgwYP2rrvusm3btrWRkZE2Pj7eDhkyxC5btqxY27LG1d/rWNpYlLZueSCvY0keffRR2759exsZGWklFYtp69at9pprrrHNmjWz9erVs82aNbNXX3213bp1a7mex9rS37ue16gk/r7v/Px8+89//tP27NnT1q9f39avX9/26NHDPvnkkyWuz+7vvVrac6xfv94OGjTINmzY0Pt/x/P/y7MOetF17gN5vqJYBx1OVJl10I2txotSQs0Ys6FHjx49NmzYEOpQqkTh9bLryoWFtYHndtYdOnQIcSQAUDMF5edoRqGLlDMOVzIiQOrZs6c2bty40VpbfP3TMlCDDgAAADgICToAAADgICToAAAAgIOwikstVbgevbxiI8OVNiRR4/u3DmJEAAAACAQz6LVIbGR4UPrJzs3XzBXbgtIXAAAAyocEvRZJG5IY1CQdAAAA1Y8Sl1pkfP/WlS5LqUxpDAAAACqPGXQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB2A42zdulW33HKLOnfurPj4eEVGRqp58+ZKSUnRs88+qxMnTlRrPFlZWTLGaMyYMdX6vIHKyMiQMUaZmZlV/lw//vij7rrrLnXt2lUNGzZU/fr11bp1a40ZM0affPJJlT8/ANQF3KgIgKPcf//9mjJligoKCnTBBRcoNTVVcXFx2rdvnzIzMzVu3Dg99dRT+vTTT0Mdap3z+uuvKzU1VTk5Oerdu7duuOEGRUZG6uuvv9bLL7+s5557TnfddZemT58uY0yowwUqLiPe/7HIOCl5ktT3luqLB3UOCToAx3jwwQeVnp6uli1bauHCherTp0+xNkuXLtWjjz4agujqtvfff19XXXWVIiIitHDhQo0cOdLn+Ndff63hw4froYceUlxcnO67774QRQpUUGSclHu07Ha5R6XM6SToqFKUuMCvhElvVfjR6e/v6pk134X6W0ANkpWVpYyMDEVEROjtt98uMTmXpOHDh+vdd98ttv+1115T//79FR8fr/r166tLly6aNm1aieUwCQkJSkhIUHZ2tu68806dddZZioqKUtu2bTVjxgxZa71tMzIydPbZZ0uSnnvuORljvI8FCxZIkjIzM2WMUUZGhtavX6+UlBQ1adJExhhlZWVJklatWqUJEyaoY8eO3tKQzp07a8qUKTp+/HiJ32t+fr7mzJmjpKQk7/fVtm1bjRs3Ttu3b/d+L1OmTJEkDRw40Ce+YCkoKNBNN92k/Px8zZw5s1hyLkmdOnXSv//9b0VEROj+++/X999/7z1WuEQoKytLV111lZo2baro6Gj16tVLS5cu9fvcr7zyigYOHKhGjRopOjpaHTp00NSpUwMuc/rTn/4kY4xWr15d4vE33nhDxhjdfPPNPvsPHDige+65Rx06dFD9+vUVHx+vwYMHa/ny5cX6OHz4sB5++GENGjRILVq0UGRkpE499VRddtll+uijj0p8XmOMkpOT9dNPP2ncuHE688wzFR4e7n1PIQSSJ7mS9EAEksgDlcAMOnzERoYrOze/0v1k5+Zr5optGt+/dRCiQl0wf/585eXl6aqrrlLnzp1LbRsVFeXz9eTJkzVt2jQ1bdpUo0ePVlxcnN555x1NnjxZy5Yt0/LlyxUZGelzTl5eni655BLt2bNHw4YNU7169bR48WJNmjRJx48fV3p6uiQpOTlZhw4d0qxZs9S1a1eNGDHC20e3bt18+vzoo480bdo09evXT2PHjtX+/fu9zztjxgxt3bpVffv2VUpKio4fP65169YpIyNDmZmZWrFihcLDw7195ebmavjw4XrvvffUsmVLjR49Wg0bNlRWVpYWLVqkfv36qV27dkpLS9PixYu1evVqpaamKiEhoZwjX7bVq1dr27Ztat68ucaNG+e3XZcuXTRixAgtXLhQ8+bN835w8Pj+++913nnnqXXr1rr22mt14MAB/e///q8uv/xyrVixQgMHDvRpP3bsWM2fP18tWrTQlVdeqUaNGuk///mP7rvvPq1cuVLvvfee6tUr/dfYTTfdpFdffVX/+te/NGDAgGLHn376aUnSjTfe6BNncnKysrKydOGFF2ro0KHKzs7W0qVLNXToUD399NMaP368t/2WLVv0t7/9Tf3791dKSooaN26sXbt26d///rfeeecdvfnmmxo6dGix5z5w4IDOP/98xcXF6YorrlBYWJhOP/30Ur8fVKG+t5Q9K15a6QsQRCTo8JE2JFEzV2wLWpIOBOqDDz6QJA0ePLhc53mS4pYtW2r9+vVq1qyZJGnatGn64x//qKVLl+qRRx7R5MmTfc7bs2ePunbtqvfee0/169eXJKWnpysxMVH/+Mc/NHnyZEVERCg5OVkJCQmaNWuWunXrpoyMDL+xLF++XHPmzNGf//znYsdmz56ts88+u9jM9n333aepU6fq9ddf16hRo7z7MzIy9N577+nSSy/VwoULfT6UnDhxQr/99pskKS0tTYcOHdLq1as1ZswYJScnF3vuTZs2afHixaWOY1FpaWlq1KiRpN9fm+TkZJ8PESW56KKLtHDhQq1bt67YsczMTGVkZHg//EjS6NGjNXToUD388MM+CfqCBQs0f/58/fGPf9RLL73kfY0k19hMmTJF//znP3XbbbeVGk///v3VqVMnvfHGG3r88cd1yimneI999913WrFihfr27evzoTA1NVXff/+9XnnlFV111VXe/YcOHVJycrJuvfVWXXbZZd5kukOHDtqzZ4+aNm3q89w//PCDzjvvPN1+++0lJuhffvmlrr32Ws2bN6/MDxoA6hZ+IsDH+P6tKz3rnTDprSBFA0k1a8Ym43CFT927d68kqUWLFuU6b968eZKke++915ucS1K9evX06KOP6u2339bcuXOLJeiS9Pjjj/skfqeddpouv/xyPf/88/rmm2/KnMkvqlu3biUm55LUunXJ/69uv/12TZ06VcuWLfMm6Pn5+Zo9e7bq16+vOXPmFPuLQVRUlE499dSA49q0aVOx2eyyjBkzxpuge16bli1blnmep82ePXuKHWvVqpXuvfden32XXHKJzjrrLK1fv95n/6xZs1SvXj3NmzfP5zWSXB9qnnzySb300ktlJuiSaxb95ptv1oIFC/TXv/7Vu/+ZZ56RtdbnNfv888+1evVqjRw50ic5l6RGjRppypQpGjFihN544w1NnDhRkhQfX/L/0RYtWmjkyJF64okntGvXLp111lk+xyMjI/XII4+QnAMohp8KAGq0jRs3SpIGDRpU7FhiYqJatGihnTt36vDhwz6JVHx8vNq2bVvsHE+CefDgwXLHct555/k9lp2drVmzZmnRokXatm2bjhw54lPr/uOPP3r/vXXrVh0+fFh9+vRR8+bNyx1HUWPGjHHEEpHdunUrcQa+ZcuWPrXaOTk5+vzzz9W0aVPNnDmzxL6ioqK0ZcuWgJ73uuuu06RJk/Svf/3Lm6Dn5eVpwYIFaty4sf77v//b29YTx+HDh0v8a8kvv/wiScWee926dZo1a5Y++ugj/fzzz8rNzfU5/uOPPxZL0BMSEnTaaacF9D0AqFtI0AE4whlnnKEtW7b4JKqBOHz4sPd8f/3u2rVLhw4d8knQPbPDRXlmM/Pzy1+iVXgGv7C8vDwNGjRI69evV+fOnTVq1CideuqpioiIkCRNmTLF56LHQ4cOSZLOPPPMcsdQFTzf1+7du8ts62lT0geL0sa8oKDA+/XBgwdlrdUvv/xS7pn/kjRo0EDXXHON5syZo1WrVmngwIH697//rZ9++klpaWmKjo72tv31118lSe+9957ee+89v30ePfr7RYKLFi3SyJEjFR0drYsuukht2rRRbGyswsLClJmZqdWrV5d4Uau/9wsAkKADTleJspGapF+/fnr//fe1cuVK3XDDDQGf50m6f/rpJ7Vp06bYcU95hr8yhGDyt3LKkiVLtH79eo0ZM0bz588vFl/RJNSTyJb3w4o/la1B79evnyRXDXl+fn6pdegrVqyQJCUlJVUoVun316p79+7ev5BU1k033aQ5c+bo6aef1sCBA70Xh06YMKHE5541a5ZuvfXWgPq+7777FBkZqU8//VQdOnTwOfbnP//Z7woyrBUPwB8SdACOcP3112vatGl64403tHnzZnXs2NFv2xMnTnjrsj1JXGZmZrEE/dtvv9UPP/ygs88+2+/sbSA8CWlFZtU9cUjSFVdcUexYSclb+/bt1ahRI33xxRfas2dPmWUuZcVX2Rr0AQMGqG3btvr22281b948nxVMCvv666+1aNEi1atXT2PHji3X8xUWFxenTp066euvv9aBAwfUpEmTCvflce655yopKUmLFi3Sxx9/rBUrVqh///7FEurzzz9fkrR27dqAE/Rvv/1WnTp1KtZXQUGB9wJbACgP1kEH4AgJCQnKyMhQbm6uUlJS/N4p9N1339WwYcO8X3sSwalTp3rrgyVXsnrHHXeooKCgXDPyJWncuLGMMdq1a1eFzvcsfZiZmemz/7vvvtPdd99drH14eLgmTpyoY8eO6cYbbyxWHpGbm+vzvXpWJvEX35gxY2StLdej8HKN4eHhmj17tsLCwnTbbbdp0aJFxZ5jy5Ytuuyyy5SXl6f77rtPrVq1CmRo/Pqf//kf5ebmauzYsd6Sn8IOHjxY7tn1m266Sbm5ubryyitlrfVZWtGjV69euvDCC/V///d/3guQi/ryyy/1888/e79OSEjQ9u3bfS6MtdYqIyNDmzdvLleMACAxgw7AQSZPnqyTJ09qypQp6t27t/r27atevXopLi5O+/bt05o1a7R9+3b16tXLe07fvn1111136aGHHlLnzp01cuRIxcbG6p133tFXX32lfv366c4776xUXHFxcerTp4/Wrl2rq6++WomJiQoPD9dll12mc889t8zzL730UrVt21aPPfaYvvzyS3Xv3l27du3S0qVLlZKSUmJinZ6ero8//lhvvvmmEhMTNXz4cDVo0EC7d+/W8uXL9fDDD3sv/Bw4cKDCwsJ0zz336KuvvlLjxo0lqdiKKZVx0UUX6aWXXtLYsWN1xRVX6LzzzlNSUpIiIyP19ddfa9myZcrLy9Odd94ZlLuIjh07Vhs2bNDs2bPVpk0b72ovBw4c0M6dO7VmzRpdf/31mjNnTsB9/td//Zduv/12/fjjj2ratGmJf9GQpJdfflmDBg3SDTfcoMcff1x9+vRRo0aN9MMPP+iLL77QV199pY8++sh7geftt9+uG2+8Ud27d9eVV16piIgIrVu3Tps3b9all16qN998s9LjAaCOKe+sSk1+SNrQo0cPi6rV6u6l3gfKtnnzZrt58+ZQh+EomzdvtjfffLPt1KmTbdCggY2IiLDNmjWzQ4cOtXPnzrXHjx8vds4rr7xik5KSbFxcnI2KirIdO3a0U6dOtceOHSvWtlWrVrZVq1YlPnd6erqVZFetWuWzf/v27Xb48OG2SZMm1hhjJdn58+dba61dtWqVlWTT09P9fk+7du2yo0ePts2bN7fR0dG2Y8eOdsaMGTYvL89KsgMGDCh2Tl5enn3iiSds7969bWxsrI2JibFt27a148ePt9u3b/dp+8ILL9iuXbva6OhoK8m6frwH3+7du+0dd9xhO3fu7B3rVq1a2euuu85+/PHHJZ6zc+dOK8mmpqaWeHzAgAF+433zzTdtSkqKPfXUU21ERIQ9/fTTbe/eve3f/vY3u2XLlnLHn5aWZiXZO+64o9R2v/32m33ggQdsjx49bGxsrI2OjrYJCQn2D3/4g3366aft0aNHfdrPnz/fdu3a1cbExNhTTjnFjhgxwn7xxRd+30/+XnNUTLX9HE1v+PsDKEOPHj2spA22AjmrsYWW+artjDEbevTo0WPDhg2hDqVWK7wOetb0lBBGUjN4lmsrWr8KIPiSk5O1Zs0affPNN2rXrl2ow0GQVNvP0cL3pagjF/Cj4nr27KmNGzdutNb2LO+51KADAOqE9evXa/Xq1brkkktIzgE4GjXoAIBa7amnntKPP/6o+fPnKywsLChrqwNAVSJBR5UqXO4SbLGR4Uobkqjx/Uu+hToASNKMGTP0ww8/qHXr1nrhhRdKveMrADgBCTqCLjYyXNm5FVsvujyyc/M1c8U2EnQApcrKygp1CABQLtSgI+jShiQqNtL/nQaDqTo+CAAAAFQnZtARdOP7t67yWe2qLJ0BAAAIJWbQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AE4ztatW3XLLbeoc+fOio+PV2RkpJo3b66UlBQ9++yzOnHiRLXGk5WVJWOMxowZU63PG6iMjAwZY5SZmRn0vpOTk2WMCfjh1DECgJqEO4kCcJT7779fU6ZMUUFBgS644AKlpqYqLi5O+/btU2ZmpsaNG6ennnpKn376aahDrRPGjBmj5ORkn32LFy/W559/rssvv1zdunXzOVb0awBA+ZGgA3CMBx98UOnp6WrZsqUWLlyoPn36FGuzdOlSPfrooyGIrm4qaUY8KytLn3/+uUaMGMGMOQBUAUpcADhCVlaWMjIyFBERobfffrvE5FyShg8frnfffbfY/tdee039+/dXfHy86tevry5dumjatGkllsMkJCQoISFB2dnZuvPOO3XWWWcpKipKbdu21YwZM2St9bbNyMjQ2WefLUl67rnnfMo5FixYIEnKzMyUMUYZGRlav369UlJS1KRJExljlJWVJUlatWqVJkyYoI4dO6phw4aqX7++OnfurClTpuj48eMlfq/5+fmaM2eOkpKSvN9X27ZtNW7cOG3fvt37vUyZMkWSNHDgQJ/4qtOf/vQnGWO8cXmkpqbKGKPBgwf77D9y5IgiIiLUv39/n/0nTpzQ9OnT1aVLF8XExKhhw4a68MIL9dprrwUcywUXXKCwsDDv2Bf16KOPyhijRx55xGf/Dz/8oJtvvlmtW7dWVFSUTjnlFF122WX65JNPivWxZ88e3X///UpKSlKzZs28ZVijR4/W5s2bi7UvXCa1bds2jRo1SqeddprCwsKqpDQJQM3GDDoAR5g/f77y8vJ01VVXqXPnzqW2jYqK8vl68uTJmjZtmpo2barRo0crLi5O77zzjiZPnqxly5Zp+fLlioyM9DknLy9Pl1xyifbs2aNhw4apXr16Wrx4sSZNmqTjx48rPT1dkqsG+9ChQ5o1a5a6du2qESNGePsoWs7x0Ucfadq0aerXr5/Gjh2r/fv3e593xowZ2rp1q/r27auUlBQdP35c69atU0ZGhjIzM7VixQqFh4d7+8rNzdXw4cP13nvvqWXLlho9erQaNmyorKwsLVq0SP369VO7du2UlpamxYsXa/Xq1UpNTVVCQkI5Rz44Bg8erFdffVUrV65Uu3btvPtXrlwpSfrwww91/PhxRUdHS5JWr16tkydP+iTuubm5uuSSS7R69Wq1b99ef/nLX5STk6PXX39do0aN0qZNm/Tggw+WGctNN92k//znP3rmmWf0wAMPFDv+r3/9S1FRUT6z/xs3btTFF1+sAwcO6JJLLtEVV1yh/fv3a/HixerXr58WLVqkP/zhD972a9as0fTp0zVw4EBdeeWViouL0/bt2/X666/r3//+t9atW6euXbsWe+4dO3aoT58+SkxM1NVXX61jx46pYcOGZQ8wgLrFWltnHpI29OjRw6Lma3X3Uu+jptu8ebPdvHlzqMMIuUGDBllJ9plnninXeR9++KGVZFu2bGn37t3r3Z+Xl2eHDx9uJdkHHnjA55xWrVpZSXbYsGE2JyfHu3/fvn02Pj7exsfH29zcXO/+nTt3Wkk2NTW1xBhWrVplJVlJds6cOSW22bFjhy0oKCi2/95777WS7Kuvvuqz/5577rGS7KWXXmqPHz/uc+z48eP2559/9n6dnp5uJdlVq1aV+NyfffaZTU9PL9fj4MGDJfZlrbWpqalWkp0/f77P9yfJjhw50rtv69atVpK96KKLrCS7YsUK77G0tDQrya5Zs8a778EHH/S+Lnl5ed79+/bt875m69at8xuXx7Fjx+wpp5ximzVr5tOPtb+/VqNHj/buy8vLs23atLFRUVE2MzPTp/2PP/5omzdvbps1a+bzOuzbt8/+9ttvxZ5706ZNNjY21g4dOtRnv+c9JMnec889ZX4PKJ9q+zma3vD3B1CGHj16WEkbbAVyVmbQAYfr8lyXUIcQsC9Tv6zwuXv37pUktWjRolznzZs3T5J07733qlmzZt799erV06OPPqq3335bc+fO1eTJk4ud+/jjj6t+/frer0877TRdfvnlev755/XNN9+UOZNfVLdu3fTnP/+5xGOtW7cucf/tt9+uqVOnatmyZRo1apQkV2nL7NmzVb9+fc2ZM6fYXwyioqJ06qmnBhzXpk2bvGUwgRozZowaNWoUcPvWrVsrISFBq1atkrVWxhjv7Pn999+v999/XytXrvTOmK9cuVKxsbE6//zzvX3MmzdPxhg99thjqlfv919Pp512mu677z6NGzdOc+fOVd++fUuNJTo6Wtdff70eeeQRLVmyRFdeeaX32NNPPy1JPq/TW2+9pR07duiOO+7QgAEDfPpq3ry57rrrLqWlpWnlypXeWfTTTjutxOfu2rWrBg0apOXLlysvL08RERE+x08//XTvX2cAwB9q0AHUaBs3bpQkDRo0qNixxMREtWjRQjt37tThw4d9jsXHx6tt27bFzmnZsqUk6eDBg+WO5bzzzvN7LDs7Ww8++KB69+6t+Ph4hYWFyRijU045RZL0448/ettu3bpVhw8f1rnnnqvmzZuXO46ixowZU+7Zm4qUygwaNEi//vqrNm3aJEl6//33dcYZZ+j8889Xz549vQn7L7/8oq+++kr9+vXzJrBHjhzRt99+q+bNm6t9+/Yl9i1Jn332WUCx3HTTTTLGeBNySdq/f78WLVqkDh06+NS+f/TRR5Kk77//XhkZGcUe69evlyRt2bLF5zneeustXXrppTrjjDMUERHhrf1/8803deLECe3fv79YXF27di32gQsAimIGHYAjnHHGGdqyZYtPohoIT+J9xhln+O13165dOnTokOLj4737/c0Oe2Zu8/PzyxWHJJ8Z/MLy8vI0aNAgrV+/Xp07d9aoUaN06qmnepPTKVOm+FzMeujQIUnSmWeeWe4YQmnw4MGaN2+eVq5cqa5du2rVqlXeGefBgwfroYce0uHDh/X+++/LWutTfx7I6yj9PjZlad26tS655BItW7ZMO3bsUJs2bfTcc8/pxIkTxf7K8euvv0qSFi5cWGqfR48e9f571qxZSktLU+PGjXXRRRfprLPOUkxMjIwx3mUoS7pA2d97BAAKI0EHHK4yZSM1Sb9+/bxlEDfccEPA53mS7p9++klt2rQpdtxTOlM4Oa8q/lZOWbJkidavX68xY8Zo/vz5xeIrWn7i+fBQ3g8r/mzatEmLFy8u1zlpaWnlKnGRfp/lXrFihQYNGqQDBw54k/BBgwZp2rRpWrVqlXcmvfBfPQq/jiWpyOt400036d1339Uzzzyj6dOn61//+peio6N13XXX+bTz9LlkyRJddtllZfZ78uRJZWRkqFmzZtq4cWOxDxWeGfmSVPfqOqhCGVX/M6VSIuOk5ElS31tCHQkqgAQdgCNcf/31mjZtmt544w1t3rxZHTt29Nv2xIkT3jKB7t27a+PGjcrMzCyWoH/77bf64YcfdPbZZ5c72SzMs7pKRWbVPXFI0hVXXFHs2OrVq4vta9++vRo1aqQvvvhCe/bsKbPMpaz4qqMGXXLNDnfs2FFr1671LoXpSdCTkpIUFRWllStX6v3331fjxo3VvXt377kNGjRQmzZt9N1332n79u0+K8FIrmUqJalHjx4BxzN8+HCdddZZmj9/vgYNGqRt27bpuuuuU+PGjX3aeerg165dG1CCvn//fh06dEhXXHFFseT86NGj3rIr1EKRcVLu0bLbOUHuUSlzOgl6DUUNOgBHSEhIUEZGhnJzc5WSkuL3TqHvvvuuhg0b5v167NixkqSpU6fql19+8e7Pz8/XHXfcoYKCgnLNyJekcePGMsZo165dFTrfU89ddL3r7777TnfffXex9uHh4Zo4caKOHTumG2+8sVipRG5urs/36qlj9xdfddWgS65Z8ZycHM2aNUvt2rXz1vTXr19fF1xwgV577TXt2LFDycnJCgvz/RU0duxYWWt15513+nzY2L9/v/7f//t/3jaBCgsL04QJE/Tzzz97z7vxxhuLtbv88svVpk0b/fOf/9Tbb79dYl8fffSRcnJyJLkuEI2JidGGDRt8yl7y8vJ02223lVh7jloieZIrSa8pasqHCRTDDDoAx5g8ebJOnjypKVOmqHfv3urbt6969eqluLg47du3T2vWrNH27dvVq1cv7zl9+/bVXXfdpYceekidO3fWyJEjFRsbq3feecd7IeKdd95Zqbji4uLUp08frV27VldffbUSExMVHh6uyy67TOeee26Z51966aVq27atHnvsMX355Zfq3r27du3apaVLlyolJaXExDo9PV0ff/yx3nzzTSUmJmr48OFq0KCBdu/ereXLl+vhhx/2ruM9cOBAhYWF6Z577tFXX33lnSG+9957K/V9V8TgwYP15JNP6ueffy72F4PBgwd7P6QUvXGRJN1xxx165513tGTJEnXt2lV/+MMflJOTo4ULF+rnn3/WXXfdpX79+pUrnnHjxun+++/Xjz/+qC5duuiCCy4o1iYiIkL/93//p0suuUQpKSnq27evunXrppiYGO3evVuffPKJvvvuO+3du1cxMTEKCwvTrbfe6r2h0uWXX67c3FytWrVKBw4c0MCBA70z/qhl+t5SM2aknV5+g7JVZG3GmvoQ66DXGqyDXrtt3rzZ3nzzzbZTp062QYMGNiIiwjZr1swOHTrUzp07t9i64NZa+8orr9ikpCQbFxdno6KibMeOHe3UqVPtsWPHirVt1aqVbdWqVYnP7W9N8e3bt9vhw4fbJk2aWGOMzzrgnrW109PT/X5Pu3btsqNHj7bNmze30dHRtmPHjnbGjBk2Ly/PSrIDBgwodk5eXp594oknbO/evW1sbKyNiYmxbdu2tePHj7fbt2/3afvCCy/Yrl272ujoaO9621WlpHXQPQ4ePGjDwsKsJPvaa6/5HPOsWS/J73v+2LFj9oEHHrCdOnWy0dHRNi4uziYlJdmXX365wvGOGDHCSrJPPvlkqe327dtn7777btupUydbv359Gxsba9u2bWuvvPJK+8ILL/isqZ6Xl2cfffRR26FDBxsdHW1PP/10e80119isrCzv+OzcudPbvqy19FE5/BwtgvXaHaEy66Aba23xrL0CjDEtJN0vaaikUyTtlbRY0hRrbfnXK3P12V/SKrlKcR6w1lZqOsgYs6FHjx49NmzYUJlu4AAJk97y/jtrekoII6k8z9JtHTp0CHEkQO1TUFCgtm3bat++fdq7dy937ayl+DlaROEZ9IzD/tuhSvXs2VMbN27caK3tWd5zg1KDboxpI2mDpOslrZf0D0nfSbpN0kfGmFMq0GcDSc9JyglGjACAuuf111/Xzp07dd1115GcA6gxglWDPlvSaZJutdY+4dlpjHlM0u2SHpBU/Mqc0s2SFC9pmvt8AAACMn36dB04cED/+te/FBsbq3vuuSfUIQFAwCqdoLtnzy+WlCXpn0UOp0uaIOlaY8xfrbXZAfZ5uVyz8dcGI0bUboXLXcorNjJcaUMSNb5/ybdhB1Az3XPPPYqIiFDHjh318MMP66yzzgp1SAAQsGCUuAx0b5dbawsKH7DWHpG0TlKMpPMD6cwYc5qkZyQttta+GIT4UAvFRoYHpZ/s3HzNXLEtKH0BcA5rrXJzc7Vp0yZddNFFoQ4HAMolGAn6Oe6tvyxnu3ubGGB/z8gVV3lLYryMMRtKekhqX9E+4SxpQxKDmqQDAAA4RTDKRzyXCvu7TNizv1FZHRljxkq6TNIoa+2+yoeG2mp8/9aVLkupTGkMAABAVXFMfbcxJkHSTEkLrbWvVaYvf8vZuGfRA79PNAAAcLRgLRcNOEkwSlw8M+T+blvl2X+ojH7mSTomaWIQYgJqDGOMJNd6zQCA8vEk6J6fpUBtEIwE/Rv31l+NeTv3tqwr8XrItVTjL8YY63lImu8+/jf3vsWVihZwmKioKElSdnZAixwBAArx/Oz0/CwFaoNglLiscm8vNsaEFV7JxX2zoSS5bjb0nzL6eV6u1V6Kaiepv6RNct0M6bPKBgw4SYMGDXT8+HH99NNPkqTY2FgZY5gNAgA/PLdDz87O9v7sbNCgQYijAoKn0gm6tXaHMWa5XGuh/0XSE4UOT5EUK+npwmugG2Pau8/dWqifW0vq3xgzRq4E/S1r7b2VjRdwmiZNmig7O1s5OTn64YcfQh0OANQ4MTExatKkSajDAIImWBeJTpT0oaTHjTGDJW2R1EeuNdK3SfpbkfZb3FumCFHnhYWFqWXLljpw4ICOHDmiEydOcNETAJTBGKOoqCg1aNBATZo0UVhYMKp2AWcISoLunkXvJel+SUMl/UHSXkmzJE2x1h4MxvMAtVVYWJiaNm2qpk2bhjoUAAAQYkFbZtFau1vS9QG2DXjm3Fq7QNKCikUFAAAA1Cz8PQgAAABwEBJ0AAAAwEFI0AEAAAAHCVoNOlCTJUx6y++x2MhwpQ1J1Pj+rasxIgAAUFcxg446KzYyPKB22bn5mrmirBvhAgAABAcJOuqstCGJ5UrSAQAAqgMlLqizxvdvXWbZSmmlLwAAAFWBGXQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHqRfqAICaImHSW6EOoVSxkeFKG5Ko8f1bhzoUAABQCcygA6WIjQwPdQgBy87N18wV20IdBgAAqCRm0IFSpA1J1MwV25Sdmx/qUAJSU+IEAFSTjPhQR+AsGYdDHUFASNCBUozv37pGlIw4vfwGAFCNIuOk3KOhjgKVQIkLAABAbZI8yZWko8ZiBh0AAKA26XuL64Eaixl0AAAAwEFI0AEAAAAHIUEHAAAAHIQEHQAAAHAQEnQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBuJMoUMskTHorpM8fGxmutCGJGt+/dUjjAACgpmIGHagFYiPDQx2CV3Zuvmau2BbqMAAAqLFI0IFaIG1IouOSdAAAUDGUuAC1wPj+rR1RUhLq8hoAAGoDZtABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHIUEHAAAAHIQEHQAAAHAQEnQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHIUEHAAAAHIQEHQAAAHAQEnQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwkHqhDgBA7ZQw6a0KnxsbGa60IYka3791ECMCAKBmCNoMujGmhTFmnjFmjzHmhDEmyxgz0xjTOMDzY40xVxtjXjbGbDXGZBtjjhhjPjXG/NUYExmsWAFUjdjI8KD0k52br5krtgWlLwAAapqgJOjGmDaSNki6XtJ6Sf+Q9J2k2yR9ZIw5JYBuLpT0oqRLJH0l6QlJL0s6U9IjklYZY6KDES+AqpE2JDGoSToAAHVRsEpcZks6TdKt1tonPDuNMY9Jul3SA5JuLKOPnyRdI2mhtTa3UB93SMqU1FfSXyQ9GqSYAQTZ+P6tK12WUpnSGAAAaoNKz6C7Z88vlpQl6Z9FDqdLypZ0rTEmtrR+rLWbrLUvFU7O3fuP6PekPLmy8QIAAABOFowSl4Hu7XJrbUHhA+7kep2kGEnnV+I58tzbk5XoAwAAAHC8YJS4nOPe+ruia7tcM+yJklZW8DnGurfvBtLYGLPBz6H2FXx+AAAAoFoEYwY93r097Oe4Z3+jinRujLlZ0lBJmyTNq0gfAAAAQE3h6HXQjTFXSJop1wWkV1pr80o/w8Va29NPfxsk9QhagAAAAECQBWMG3TNDHu/nuGf/ofJ0aowZIelVST9LSrbWfleR4AAAAICaJBgJ+jfubaKf4+3c24DvOmKM+S9JCyXtkzTAWvtNGacAAAAAtUIwEvRV7u3Fxhif/owxDSQlScqR9J9AOjPGXC3pFUl75ErOtwchRgAAAKBGqHSCbq3dIWm5pAS5biRU2BRJsZJesNZme3YaY9obY4qtqGKMSZX0vKRdkvpT1gIAAIC6JlgXiU6U9KGkx40xgyVtkdRHrjXSt0n6W5H2W9xb49lhjBko1yotYXLNyl9vjClymg5Za2cGKWYAAADAcYKSoFtrdxhjekm6X64lEf8gaa+kWZKmWGsPBtBNK/0+oz/WT5vv5VrVBQAAAKiVgrbMorV2t6TrA2xbbGrcWrtA0oJgxQMAAADURMG4SBQAAABAkJCgAwAAAA5Cgg4AAAA4CAk6AAAA4CAk6AAAAICDkKADAAAADkKCDgAAADgICToAAADgIEG7UREABFvCpLeqrO/YyHClDUnU+P6tq+w5AACoCGbQAThKbGR4tTxPdm6+Zq7YVi3PBQBAeZCgA3CUtCGJ1ZqkAwDgNJS4AHCU8f1bV3nZSVWWzgAAUFnMoAMAAAAOQoIOAAAAOAgJOgAAAOAgJOgAAACAg5CgAwAAAA5Cgg4AAAA4CAk6AAAA4CCsgw6gTmNNdNRksZHhShuSWOX3DgBQvZhBB1DnVNedSoGqlp2br5krtoU6DABBRoIOoM5JG5JIko5aIzs3P9QhAAgySlwA1Dnj+7emJAA1HuVZQO3FDDoAAADgICToAAAAgIOQoAMAAAAOQoIOAAAAOAgJOgAAAOAgJOgAAACAg5CgAwAAAA5Cgg4AAAA4CAk6AAAA4CAk6AAAAICDkKADAAAADkKCDgAAADhIvVAHAAAAKidh0luhDqFWiI0MV9qQRI3v3zrUoaCOYwYdAIAaKDYyPNQh1DrZufmauWJbqMMASNABAKiJ0oYkkqRXgezc/FCHAFDiAgBATTS+f2tKMYKIMiE4CTPoAAAAgIOQoAMAAAAOQoIOAAAAOAgJOgAAAOAgJOgAAACAg5CgAwAAAA5Cgg4AAAA4CAk6AAAA4CAk6AAAAICDkKADAAAADkKCDgAAADgICToAAADgICToAAAAgIOQoAMAAAAOQoIOAAAAOEi9UAcAAADgJAmT3vJ7LDYyXGlDEjW+f+tqjAh1DTPoAACgzouNDA+oXXZuvmau2FbF0aCuI0EHAAB1XtqQxHIl6UBVosQFAADUeeP7ty6zbKW00hcgmJhBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHIUEHAAAAHIQEHQAAAHAQllkEAAAoJ6cvucgdT2u2oM2gG2NaGGPmGWP2GGNOGGOyjDEzjTGNy9lPE/d5We5+9rj7bRGsWAEAAMor0BsZOQF3PK3ZgpKgG2PaSNog6XpJ6yX9Q9J3km6T9JEx5pQA+zlF0kfu83a4+1nv7neDMYaPgQAAICTKc7dRJ+COpzVXsEpcZks6TdKt1tonPDuNMY9Jul3SA5JuDKCfByUlSnrMWvvXQv3cKmmW+3mGBilmAACAgAVyt1EncHr5DcpmrLWV68A1e/6tpCxJbay1BYWONZC0V5KRdJq1NruUfuIk/SypQNIZ1tojhY6FyTUj38r9HN9VMNYNPXr06LFhw4aKnA4AAOB4JOj+ZU1Pqbbn6tmzpzZu3LjRWtuzvOcGo8RloHu7vHByLknuJHudpBhJ55fRz/mS6ktaVzg5d/dTIGlZkefzyxizoaSHpPZlfzsAAAA1V00qw0HJgpGgn+Pe+rsSYbt7m1hN/QAAANRZNa1WHsUFowY93r097Oe4Z3+jaupH/v6U4J5F71HW+QAAADVVTamVh3/cqAgAAABwkGAk6J6Z7Xg/xz37D1VTPwAAAECNFYwE/Rv31l9teDv3tqzV8oPVDwAAAFBjBSNBX+XeXuxeDtHLvcxikqQcSf8po5//SDomKcl9XuF+wiRdXOT5AAAAgFqn0gm6tXaHpOWSEiT9pcjhKZJiJb1QeA10Y0x7Y4zPkofW2qOSXnC3zyjSz83u/pdVdA10AAAAoCYI1p1EJ0r6UNLjxpjBkrZI6iPXmuXbJP2tSPst7q0psn+ypGRJ/2OM6SZpvaQOki6X6yZGRT8AAAAAALVKUFZxcc+i95K0QK7E/K+S2kiaJel8a+2vAfbzq6QLJD0uqa27nz6S5kvq6X4eAAAAoNYK1gy6rLW7JV0fYNuiM+eFjx2QdJv7AQAAANQprIMOAAAAOAgJOgAAAOAgJOgAAACAg5CgAwAAAA5Cgg4AAAA4CAk6AAAA4CAk6AAAAICDkKADAAAADmKstaGOodoYY36tX79+kw4dOoQ6FAAAANRiW7Zs0bFjxw5Ya08p77l1LUHfKamhpKwQPH1793ZrCJ67NmI8g48xDS7GM/gY0+BjTIOL8Qy+mjymCZJ+s9aeXd4T61SCHkrGmA2SZK3tGepYagPGM/gY0+BiPIOPMQ0+xjS4GM/gq6tjSg06AAAA4CAk6AAAAICDkKADAAAADkKCDgAAADgICToAAADgIKziAgAAADgIM+gAAACAg5CgAwAAAA5Cgg4AAAA4CAk6AAAA4CAk6AAAAICDkKADAAAADkKCDgAAADgICXoVM8a0MMbMM8bsMcacMMZkGWNmGmMahzo2pzLGjDTGPGGMWWuM+c0YY40xL5ZxTl9jzNvGmAPGmGPGmC+MMWnGmPDqitupjDGnGGPGGWMWGWO+dY/PYWPMB8aYG4wxJf4cYEz9M8bMMMasNMbsdo/NAWPMZ8aYdGPMKX7OYTzLwRhzjfv/vjXGjPPTZrgxJtP9fj5qjPnYGJNa3bE6kft3jfXz+MnPObxHA2CMGez+efqT+/f6HmPMMmPMH0poy5iWwBgzppT3p+eRX8J5dWY8uVFRFTLGtJH0oaTTJC2RtFXSeZIGSvpGUpK19tfQRehMxphNkrpKOirpB0ntJb1krb3GT/vLJb0h6bik/5V0QNKlks6R9Lq19r+qIWzHMsbcKOkpSXslrZK0S9Lpkq6QFC/X2P2XLfTDgDEtnTEmV9JGSZsl/SwpVtL5knpJ2iPpfGvt7kLtGc9yMMa0lPSlpHBJcZLGW2vnFmlzs6QnJP0q15jmShopqYWkR621d1Rr0A5jjMmS1EjSzBIOH7XWPlKkPe/RABhjHpJ0p1y/m96RtF/SqZJ6Slphrb2rUFvG1A9jTDdJI/wcvlDSIElvWWuHFzqnbo2ntZZHFT0kLZNkJd1SZP9j7v1zQh2jEx9yfYBpJ8lISnaP1Yt+2jaUK0E6IalXof3Rcn04spKuCvX3FOLxHCTXD7GwIvubyZWsW0lXMqblGtNoP/sfcI/PbMazwmNrJK2QtEPSw+7xGVekTYJcv6R/lZRQaH9jSd+6z7kg1N9LiMcxS1JWgG15jwY2TuPdY7FAUmQJxyMY06CM80fu8bmsLo8nJS5VxD17frFcPyT/WeRwuqRsSdcaY2KrOTTHs9austZut+7/fWUYKdfsxavW2k8L9XFc0r3uL2+qgjBrDGvt+9baN621BUX2/yRpjvvL5EKHGNMyuMeiJK+5t+0K7WM8y+dWuT5UXi/Xz8mSjJUUJelJa22WZ6e19qCkB91f3liFMdY2vEfLYIyJkusD+C5JE6y1uUXbWGvzCn3JmFaAMaaLXH+N/FHSW4UO1bnxJEGvOgPd2+UlJEZHJK2TFCPXGxEVN8i9fbeEY2sk5Ujq6/7hiuI8v1BOFtrHmFbcpe7tF4X2MZ4BMsZ0kDRd0ixr7ZpSmpY2pu8UaVOXRblr+ScbY24zxgz0U6vLe7RsF8mVIP6fpAJjTIox5m73uF5QQnvGtGImuLfPWmsL16DXufGsF+oAarFz3Nttfo5vl2uGPVHSymqJqHbyO87W2pPGmJ2SOklqLWlLdQbmdMaYepKuc39Z+IceYxogY8wdctVIx8tVf95PruR8eqFmjGcA3O/HF+SaoZxcRvPSxnSvMSZbUgtjTIy1Nie4kdYozeQa08J2GmOut9auLrSP92jZeru3xyV9Jqlz4YPGmDWSRlprf3HvYkzLyRhTX9I1kvIlzS1yuM6NJzPoVSfevT3s57hnf6OqD6VWY5wrbrpcv2TettYuK7SfMQ3cHXKVrKXJlZy/K+niQr+kJcYzUH+X1F3SGGvtsTLaBjqm8X6O1wXzJQ2WK0mPldRF0tNy1e+/Y4zpWqgt79Gynebe3ilXvfOFkhpIOlfSckn9JS0s1J4xLb//lms83rWFLrJ3q3PjSYIO1EHGmFsl/VWulYWuDXE4NZa1tpm11siVBF0h1+zNZ8aYHqGNrGYxxvSRa9b8UWvtR6GOpzaw1k5xX3+yz1qbY639ylp7o1yLFNSXlBHaCGscT750Uq6LFz+w1h611n4p6Y9yreoywE+5CwLjKW95OqRROAQJetUpawbHs/9Q1YdSqzHO5eRenm6WXEsEDrTWHijShDEtJ3cStEiusrVTJD1f6DDjWQp3acvzcv3p+r4ATwt0TP3NttVlngvD+xfax3u0bIfc288KX5gsSe4yKs9fIc9zbxnTcjDGdJLUV64POm+X0KTOjScJetX5xr1N9HPcs8qDvxp1BMbvOLt/8Z8t14zHd9UZlFMZY9LkWjv6K7mS85JuWMKYVpC19nu5Pvh0MsY0de9mPEsXJ9fYdJB0vPCNSuQqH5KkZ9z7Zrq/Lm1Mz5CrpOOHOl5/7o+n/KrwCmK8R8vmGaNDfo4fdG/rF2nPmAbG38WhHnVuPEnQq84q9/ZiU+ROjcaYBpKS5Lrq+D/VHVgt8757O7SEY/3lWinnQ2vtieoLyZmMMXdL+oekTXIl5z/7acqYVk5z99bzS4bxLN0JSc/6eXzmbvOB+2tP+UtpYzqsSBv48qwcVjiR4T1atpVy1Z53LPo73c1z0ehO95YxDZAxJlquUst8uf6fl6TujWeoF2KvzQ9xo6JgjGGyyr5R0S+qQzcvqOA43ucei08lNSmjLWNa+vgkSoovYX+Yfr9R0TrGMyhjnaGSb1R0trhRUWnj1kFSbAn7E+RaQcxKmlxoP+/RwMZ1iXssbi+y/2JJBXLNosczpuUe12vd4/FmKW3q3Hga9zeIKuC+WdGHcl39vUSupX/6yLVG+jZJfa21v4YuQmcyxozQ77cAbibpErlme9a69+23hW7j7W7/uly/sF+V6/a/l8l9+19J/23r8BvdGJMq153v8uUqbympLjfLWrug0DkjxJiWyF0mNE2uWd2dciWJp0saINdFoj9JGmyt3VzonBFiPMvNGJMhV5nLeGvt3CLHbpH0uFzj/7+ScuW6mUkLuS42vUN1lHvc/irX+tDfSzoiqY2kFLkSmrcl/dEWutkO79GyGWNayPU7vaVcM+qfyfVhcYR+TxDfKNR+hBjTMhlj1sq1CtZl1to3S2k3QnVpPEP9CaG2P+T6jzxf0l65foF8L2mmpMahjs2pD/0+a+bvkVXCOUly/dI5KOmYpC8l3S4pPNTfT6gfAYynlZTJmAY8np0lPSlXqdB+ueoeD0v6xD3WJf6FgvGs0Fh73rvj/By/VNJquRLQbPdrkBrquEP9kOvD4ityrdJ0SK4bkv0i6T257n1g/JzHe7TssT1VromO792/0/dLWiTpPMa0QuPZwf1/fHcgY1KXxpMZdAAAAMBBuEgUAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwEBJ0AAAAwEFI0AEAAAAHIUEHAAAAHIQEHQAAAHAQEnQAAADAQUjQAQAAAAchQQcAAAAchAQdAAAAcBASdAAAAMBBSNABAAAAByFBBwAAAByEBB0AAABwkP8P0c12YVmu4nMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OOyseKvUF8IlIgC5J1tofJF3lsK0JctxKesb7ABBNTtJgwqlKagwAAJAUwQAdAAKwoykAAJXiqo2KANRy7GgKAECVMYMOIHKc5rGTow4Alc5Hp0xj3UeADiByKrKjKQDEIKelGEOhTGPdR4AOoGaECtbJUwdQR43tOlYz1syISJCOuosAvY5qPe7NoOdSE+OVMyhTY/q1iWKPAHkCb6e7meZNIUAHUOc4KcUYCmUaYwOLROuQ1MR4R+32FRRp2uIN1dwboBxZ45xviESeOgAgRjGDXofkDMrUtMUbtK+gKGxbJ22AiHNSa71k6gulGgEAMYgAvQ4Z069N2LSVUKkvgCs4SYMhBQYAUIeR4gLAXZymwZACAwCoo5hBB+AulGoEAEeqsmCUWuruRoAOoPaiVCOAGBOJOuoStdTdjhQXALVLRarA5E2p3r4AQJSN7TpWKfVSInIvaqm7FzPoAGqXrHGewNtpPXUAqEOqWkddopZ6bUCADqB2qWipRgAAahlSXAAAAAAXYQYdQN1WnbPpLEQFAFQDAnQAdY+TzY4ioWCvtOhOzyNYPwjgAQAVRIoLgLrH6WZH1Y1KMgCASmAGHUDd42QhaVV9+IizajJUkgHgYmx25E4E6ABQGex4CqCWYrMj9yPFBQAAIIaw2ZH7MYMOAAAQQ9jsyP0I0GNY63Fvlns8NTFeOYMyNaZfmyj3CKijQqW7UOkFAFAKKS4xJjUxPmybfQVFmrZ4QxR6A9RhTqvIUOkFAFAKAXqMyRmU6ThIB1AFFSn1SKUXAEAJpLjEmDH92oRMXQmW9gKggpyUeiyZ+hIsDYYUGACIOcygA0BNcTLDTgoMAMQcAnQAqClO02BIgQGAmEKKCwDUFDY7AgCUgwAdAGqDqgTr5LEDQK1CigsAuJXTKjDhkMcOALUKAToAuFVFSjWGQx47ANQapLgAgFs5KdUYDnnsAFDrEKADQKwIFayTpw6gkk589sSg51LqpWhs17HK7pQdxR7VfqS4AEBdVpHdTMlTB+BQSr0UR+32H96vGWtmVHNv6h4CdACoyyqSx06eOgCHxnYdW6EgHRVDigsA1GVO8tjJUwdQQdmdssOmrYRKfUFozKADAAAALkKADgAAALgIKS4IqvW4N4OeS02MV86gTI3p1yaKPQIAAKj7CNARIDUxXvsKisK221dQpGmLNxCgA3VNsHx0yjACQNSQ4oIAOYMylZoY76itk0AeQC3gpMoLZRgBIGqYQUeAMf3ahJ0VD5X6AqAWyhrnCb7DlVmkDCMARAUBOgDEunClGCnDCABRRYoLAAAA4CLMoAMAnAs1m85CUgCICGbQAQChOVlEKrGQFAAihBl0AEBoTheRSp42lGoEgCohQAcAhBZuEakk3XuMsyoweVMI0AEgDFJcAABVlzXOeT11AEBIzKADAKquIqUaWWgKxJwTnz2x3OMp9VI0tutYZXfKjnKP3I0ZdABA9WOhKRBzUuqlhG2z//B+zVgzIwq9qV2YQUeVBNtVNDUxXjmDMsPuSgogRlR0oSmAWm9s17GasWaG9h/eH7JduPOxiAAdFZaaGK99BUUh2+wrKNK0xRsI0AF4OFloyo6lQJ2S3Sk7ZOpKsLQXkOKCSsgZlKnUxPiw7cIF8QAAACiLGXRU2Jh+bULOjAdLewEAx6pzNp2FqABcjhl0AIA7OF1IWlUsRAXgcgToAAB3cFpLPRJYiArAxUhxAQC4g5OFpFXFQlQAtQAz6AAAAICLEKADAAAALkKADgAAALgIAToAAADgIhEL0I0xLYwxs4wxW40xh4wx+caYacaYRpW4V3djzEvGmB+999pmjFlujLkyUv0FAAAA3CgiVVyMMW0lfSipqaT5ktZLOkXSTZIGG2P6WGt/d3iv6yVNl7RT0puSfpLUWFJnSedKei4SfQYAAADcKFJlFmfIE5zfaK19xHfQGPOQpJsl3SPp2nA3McacJelhSe9KGm6t3VPqfEKE+gsAiHXsVgrApaqc4uKdPT9LUr6kf5U6PUHSPklXGGNSHdzufkkHJI0oHZxLkrW2sGq9BQDENHYrBVALRCIHvb/3eZG1trjkCW+Q/YGkFEmnhrqJMaazpJMkLZK0wxjT3xhzizHm78aYgcYYFrQCAKqG3UoB1AKRSHE5wfu8Icj5jfLMsGdKWhLiPid7n3+VlCepX6nzXxpjLrLWfhuuQ8aYVUFOtQ93LQCgDmO3UgC1QCQCdN93ot1BzvuONwxzn6be56vlWRg6RNL7ko6S9E9Jl0t60xhzorW2oNK9BQAgWkIF6+SpA34nPntiVF7ny+wvo/I6VeWmtBFfX+IlXWqtfcta+4e1dqOkKyV9Ks8s/MXhbmSt7VHeQ57qMgAAVB+nKTTkqSPGpdRLqekuuFYkAnTfDHmwaQLf8V1h7uM7/4u19qOSJ6y1Vp7yjZKnfCMAAO5UkTx38tQRw8Z2HUuQHkQkUly+8T5nBjl/vPc5WI566fvsCnJ+p/e5vrNuAQBQA5zkuZOnDii7U7ayO2XXdDdcKRIB+jLv81nGmLiSlVyMMemS+kjaL+k/Ye7zH3lKMrY2xqRaa/eVOt/Z+7w5An1GlLQe92a5x1MT45UzKFNj+rWJco8AwGWCBevkqAMxq8opLtbaTfKURmwt6W+lTk+UlCrp+ZIBtzGmvTEmoKKKtXa/pKclJUuaZIwxJdqfKGmkpMOSXqtqn1G9UhPjw7bZV1CkaYvD/VEFAOooJykw5KgDMStSi0THylMe8WFjzDxjzGRjzFJ5dhHdIOmOUu3XeR+l3SVpjaQcSR8ZYx40xrwg6WN5AvdbvL8QwMVyBmU6DtIBICY5zVMnRx2ISZFIcZG1dpMxpqekuyUNlnSupJ8lTZc00Vq7M9T1Je7zhzHmdEm3S/ovSdfLs7Po+5IesNYuikR/Ub3G9GsTMnUlWNoLAMSMcHnq5KgDMS0iAbokWWt/kHSVw7YmxLm98sy4l551BwAAAOo8N9VBBwAAAGIeAToAAADgIgToAAAAgIsQoAMAAAAuErFFogAAoBqEqujCZkZAncQMOgAAbuOkRrrEZkZAHUWADgCA2zjdyEhiMyOgDiLFBQAAtwm3kZHEZkZAHUaAjhoValfR1MR45QzKDLkrKQAAQF1DiguiLjUx3lG7fQVFmrZ4QzX3BgAAwF2YQUfU5QzK1LTFG7SvoChsWydtACDmBUt3ocoLUCsRoCPqxvRrEzZtJVTqCwBAnuA73AJRX5UXAnSgViHFBQCA2shppReqvAC1DjPoAADURuEqvVDlBai1CNABAKjr2I0UqFVIcQEAoC5iN1Kg1iJABwCgLmI3UqDWIsUFAIC6iN1IgVqLGXQAAADARZhBh+sFq4memhivnEGZYWuqAwAA1CbMoMOVUhPjw7bZV1CkaYs3RKE3AAAA0UOADlfKGZTpOEgHAACoS0hxgSuN6dcmZOpKsLQXAACA2o4ZdAAAAMBFCNABAAAAFyFABwAAAFyEAB0AAABwEQJ0AAAAwEUI0AEAAAAXIUAHAAAAXIQ66Kj1QtVET02MV86gzJA11QEAknIzyj+emCZljZN63xDd/gAxjBl01EpOdhmVPDuNTlu8oZp7AwC1VGJa+DYFe6W8KdXfFwB+BOiolXIGZVYoSAcAlCNrnPMgHUDUkOKCWmlMvzZh01ZCpb4AAORJWwmVuhIs7QVAtWIGHQAAAHARAnQAAADARQjQAQAAABchBx0xIVg+OmUYAQCA2zCDjjrLSZUXyjACAAC3IUBHneW0FCNlGAEAgJuQ4oI6K1wpRsowAgAANyJABwAA4QWriZ6Y5tnwKFQ9dQAVQooLAAAon9NdRvOmVH9fgBhCgA4AAMqXNc55kA4gYkhxAQAA5et9Q+jUlWBpLwCqhBl0AAAAwEWYQQcUuqILmxkBAIBoIkBHzEpNjHdUA923mREBOgCEECrdhUovQIWQ4oKY5XQjI4nNjACgXE4WkEpUegEqiBl0xKxwGxlJbGYEACFljfME3k6quFDpBXCMAB0AAFROuCovEpVegEogxQUAAABwEWbQAYeCpbtQ5QUAAEQSAToQgpNKL1R5AQCHqpLuQiUYxBBSXIAQnFZ6ocoLAAThtNJLOFSCQQxhBh0IIVylF6q8AEAYFan0Eg6VYBAjCNABAED1cVLpJRwqwSDGkOICAAAAuAgBOgAAAOAipLgAERIqH51SjAAAwCkCdKAKnJRhlCjFCAARU9P56JR7RBSQ4gJUgdMyjBKlGAGg0iJVqjESKPeIKGAGHaiCcGUYJUoxAkCVRbJUYyS4pR+oswjQAQCAu0WiVGMk1HR6DWJGxAJ0Y0wLSXdLGizpCEk/S5onaaK1dmcl79lP0jJ5UnHusdbeGZneAjUj2Gw6i0gBAIBPRHLQjTFtJa2SdJWklZL+R9J3km6S9JEx5ohK3DNd0rOS9keij0BNcZKj7ltECgAAEKlFojMkNZV0o7V2mLV2nLV2gDyB+gmS7qnEPadLypA0OUJ9BGqE04WkLCIFAABSBFJcvLPnZ0nKl/SvUqcnSLpG0hXGmL9ba/c5vOcF8szGXxGJPgI1KdxCUhaRAgCAkiIxg97f+7zIWltc8oS1do+kDySlSDrVyc2MMU0lPSlpnrX2hQj0DwAAAKg1IjE7fYL3OVgC7UZ5ZtgzJS1xcL8n5fnF4drKdsgYsyrIqfaVvScAAAAQDZEI0H01h3YHOe873jDcjYwxoySdL+kSa+22qncNAAAAqF1ck99tjGktaZqkOdbaV6tyL2ttjyCvsUpS96rcGwAAIGhN9MQ0z8ZKbqjbjlorEjnovhnyYNX7fcd3hbnPLEkHJI2NQJ8AAAAiKzEtfJuCvZ5dT4EqiESA/o33OTPI+eO9z+GKPHeXp1Tjb8YY63tImu09f4f32Lwq9RYAAKAyssY5D9KBKohEissy7/NZxpi4kpVcvJsN9ZFns6H/hLnPc/JUeynteEn9JK2RZzOkz6raYQAAgArrfUPo1JVgaS9ABVU5QLfWbjLGLJKnUsvfJD1S4vRESamSHi9ZA90Y09577foS97mxvPsbY0bKE6C/aa29s6r9BdwsVE301MR45QzKDFlTHQAA1H6R2kl0rKRfJT1sjJlnjJlsjFkq6WZ5UlvuKNV+nfcBxDwnu4xKnp1Gpy0OlykGAABqu4gE6NbaTZJ6SnpGUi9Jf5fUVtJ0Sadaa3+PxOsAdVHOoMwKBekAAKBui1iZRWvtD5KuctjWVOC+z8gT+AN10ph+bcKmrYRKfQEAAHVLpFJcAAAAAEQAAToAAADgIgToAAAAgIsQoAMAAAAuQoAOAAAAuAgBOgAAAOAiBOgAAACAixCgAwAAAC5CgA4AAAC4CAE6AAAA4CIE6AAAAICL1KvpDgComNbj3iz3eGpivHIGZWpMvzZR7hEAAIgkZtCBWiA1MT5sm30FRZq2eEMUegMAAKoTATpQC+QMynQcpAMAgNqNFBegFhjTr03I1JVgaS8AAKD2IUAHAACItNyM4OcS06SscVLvG6LXH9QqpLgAAABEQmKas3YFe6W8KdXbF9RqBOgAAACRkDWuYkE6EAQpLkAdQxlGAKghvW8In7YSKvUF8GIGHagDKMMIAEDdQYAO1AGUYQQAoO4gxQWoAyjDCABA3UGADsSYUME6eeoAANQ8UlyAGOAk/UUiTx0AADcgQAdigNMcdYk8dQAAahopLkAMCJejLpGnDgCAWzCDDgAAALgIAToAAADgIqS4AAAA1ITK7iqamCZljQu/aylqLQJ0AGVUJR+dUo0AEEJimlSwt2r3KNgr5U0hQK/DSHEBIMl5KcZwKNUIACFkjfME6VVV1SAfrsYMOgBJnlKM0xZviEiZRUo1AkAQvW+o2sx3ZdNiUKsQoAOQ5KwUYziUagQAoOpIcQEAAABchAAdAAAAcBECdAAAAMBFyEEHUC2C5aNThhEAgNCYQQcQMU5KNVKGEQCA0AjQAURMzqBMx0E6AAAoHykuACImXKlGyjACABAeM+gAAACAixCgAwAAAC5CigsAAEBtlJtR+WsT06SscVLvGyLXH0QMATqAGhEqH51SjAAQRGKaVLC36vcp2CvlTSFAdylSXABEjZMKLxKlGAEgqKxxniA9EiIR6KNaMIMOIGpyBmVq2uINjsosUooRAMrR+4aqz3pXJTUGUUGADiBqwpVhlCjFCAAAKS4AAACAizCDDsC1gs2ms4gUAFCXMYMOwFWcLCRlESkAoC4jQAfgKjmDMh0H6QAA1EWkuABwlXALSVlECgCo65hBBwAAAFyEAB0AAABwEQJ0AAAAwEXIQQdQa4XKR6cUIwCgtiJAB1CrpCbGO6rg4ivFSIAOACHkZlT+2sQ0KWuc1PuGyPUHkkhxAVDLOC3DKFGKEQDKlZgWmfsU7JXypkTmXgjADDqAWiVcGUaJUowAEFLWOE9gXbC36veKxD1QBgE6AABALOl9Q9XTUqqSGoOwSHEBAAAAXIQAHQAAAHARUlwA1GnVmY9OKUcAQHVgBh1AneO0yktV+Uo5AgAQSRGbQTfGtJB0t6TBko6Q9LOkeZImWmt3Org+VdIwSUMkdZfUUlKxpG8kvSzpEWttQaT6C6DuyhmUqWmLN0SlzOK+gqKgs/TMsAMAKiMiAboxpq2kDyU1lTRf0npJp0i6SdJgY0wfa+3vYW5zuqQXJO2QtEye4L6RpPMlPSDpImPMQGvtwUj0OZzi4mLt2LFDe/bs0aFDh2StjcbLAoiAvk2kvn9pVa2v8fXW3SoqDt8uvvBXrVt3qFr74ibGGCUlJSk9PV2NGzdWXBx/qAWAiorUDPoMeYLzG621j/gOGmMeknSzpHskXRvmHr9IulzSnJIz5caYWyTlSeot6W+SHoxQn4MqLi7WDz/8oP3791f3SwGopU44Kl2FRfziXpq1VgcPHtTBgwe1b98+tWzZkiAdACqoygG6d/b8LEn5kv5V6vQESddIusIY83dr7b5g97HWrpG0ppzje4wxD0p6UVKWohCg79ixQ/v371e9evXUrFkzpaam8gMGQIV88eMu/787tGhYY/2ItuLiYu3bt0+//PKL9u/frx07dujII4+s6W4BQK0Siaizv/d5kbU24A++1to9kj6QlCLp1Cq8RqH3+XAV7uHYnj17JEnNmjVTeno6wTkAOBQXF6f09HQ1a9ZM0p/fTwEAzkUixeUE73OwUgYb5Zlhz5S0pJKvMcr7/I6TxsaYVUFOtXdy/aFDnnzR1NRUJ80BAKX4vn/6vp8CAJyLxNSwb6/X3UHO+443rMzNjTHXy1MZZo2kWZW5R0X5FoQycw4AlWOMkSQW2ANAJbh6oyJjzEWSpsmzgPRia21h6Cs8rLU9gtxvlTwlHAEgakrmo5cWZ4yOapCsJulJ0etQFPgCdABAxUViitg3Q54R5Lzv+K6K3NQYM0zSK5J+lZRlrf2uMp0DgJoQ5zBALbZW2/6ISvVYAEAtEYkA/Rvvc2aQ88d7nx1vt2eM+S9JcyRtk3SGtfabMJcAgKsc1SC5QkE6AAA+kQjQl3mfzzLGBNzPGJMuqY+k/ZL+4+RmxpjL5Nk5dKs8wfnGCPQRgEuNHDlSxhjl5+fXdFciqkl6kjofk6GTWjQM+nCjZ555RsYYPfPMMzXdFQCIWVUO0K21myQtktRano2ESpooKVXS8yVroBtj2htjylRUMcZkS3pO0hZJ/UhrcZf169frhhtuUOfOnZWRkaHExEQ1b95cQ4YM0dNPPx3Vag35+fkyxmjkyJFRe82KyM3NlTFGeXl51fYaWVlZMsbIGKNZs4Kvn544caK/XU2MVzTGoqS6GvBHSl5enowxys3NremuAKgrcjOCP+49RvrwkfD3QIBILRIdK+lDSQ8bYwZKWieplzw10jdIuqNU+3XeZ//ff40x/eWp0hInz6z8VeUsMtplrZ0WoT6jAu6++25NnDhRxcXFOu2005Sdna20tDRt27ZNeXl5Gj16tB577DF9+umnNd3VmFOvXj099dRTGjVqVJlzxcXFmjVrlurVq6fDh6OyjQAqKdhC0rq6iBRALZeYJhXsDd+uYK+UN0XqfUP196kOiUiAbq3dZIzpKelueUoinivpZ0nTJU201u50cJtW+nNGv2yk4fG9PFVdEEX33nuvJkyYoJYtW2rOnDnq1atXmTYLFizQgw9W+yavKMfQoUM1b948ff311+rUqVPAuYULF2rLli268MILNXfu3BrqIYKJMyZs/rlvESkBOgBXyRrnCbydBumoGGttzDwkrerevbsNZ+3atXbt2rVh28WCzZs324SEBJuQkGC//PLLkG0PHjwY8PH//u//2tNPP902aNDAJicn286dO9t77723TDtrrW3VqpVt1aqV3bt3r73llltsy5YtbWJiom3btq2dMmWKLS4u9redMGGClVTuY/bs2dZaa5ctW2Yl2QkTJtiPP/7YnnvuubZRo0ZWkt28ebO11tqlS5faMWPG2A4dOtj09HSbnJxsO3XqZHNzc+2BAwfK/RwPHz5sH3vsMdu7d2//59W2bVt79dVX2w0bNvg/l2D9i6QzzjjDSrILFiywkuxNN91Ups2FF15oU1JS7GuvvWYl2ezs7DJtdu3aZceNG2czMzNtUlKSbdiwoT3rrLPsu+++W6ZtyXH97LPP7LnnnmszMjJs/fr1bb9+/ewHH3wQ0N7JWGRnZ/vfl5kzZ9rOnTvbpKQk27RpUztmzBi7a9cux2MS7LVatWoV0G7Dhg32iiuusM2bN7cJCQn26KOPtldccYX/PawI39funj17bE5Ojm3RooVNTk62Xbp0sXPnzrXWWltYWGgnTZpk27VrZ5OSkmybNm3sI488Yn/946D98sdd9vMfdvofn33/u73j3gdtp5O62fopqTa5fortdFI3O2PGDFtUVFTu53zGGWfY3377zY4ZM8Y2a9bMJiYm2o4dO9pZs2YFtPWNdXmPZcuWWWutnT17tv//0tKlS+0ZZ5xh09LSbHp6uj333HMr9L2R76VAjJvQ4M9HDOrevbuVtMpWImZ1dR101LzZs2ersLBQl156qTp37hyybVLSnzN848eP1+TJk3XkkUdqxIgRSktL09tvv63x48dr4cKFWrRokRITEwOuLyws1Nlnn62tW7fqnHPOUb169TRv3jyNGzdOBw8e1IQJEyR5cq937dql6dOnq0uXLho2bJj/Hl27dg2450cffaTJkyerb9++GjVqlLZv3+5/3alTp2r9+vXq3bu3hgwZooMHD+qDDz5Qbm6u8vLytHjxYsXHx/vvVVBQoKFDh+rdd99Vy5YtNWLECDVo0ED5+fmaO3eu+vbtq+OPP145OTmaN2+eli9fruzsbLVu3boSI+/cCSecoH79+umFF17Q1KlT/e/DL7/8ojfeeEOXXXaZMjLKr4K6a9cu9enTR2vXrtXJJ5+snJwcbd++Xa+++qrOOussPfbYY/rrX/9a5rpPP/1U9913n0477TSNHj1aW7Zs0euvv66BAwdqzZo1OuEEzwbDFRmL2267TQsXLtR5552ns846S8uWLdOTTz6pb7/9VkuXLnU0FhMmTNC8efP0+eef66abblLDhg0lyf8sSZ988okGDRqkPXv26Pzzz1fHjh21fv16vfDCC5o/f74WL16sk08+2dHr+RQWFurMM8/Ujh07dMEFF6igoEAvv/yyLr74Yi1atEgzZszQxx9/rHPOOUdJSUmaM2eObrjhBjVp0kSXXHJJwL0uu+wyvfTSS2rZsqUu+ssVMjJaunCBxo4dq/fff18vvvhimdf3vY+JiYkaPny4Dh06pDlz5mjUqFGKi4tTdna2JPn/rzz77LM644wzlJWV5b9H6fdmwYIFmj9/vs455xxde+21Wrt2rd566y198sknWrt2rY488sgKjREAoAIqE9XX1oeYQa+wAQMGWEn2ySefdHzNhx9+aCXZli1b2p9//tl/vLCw0A4dOtRKsvfcc0/ANb6Z1nPOOcfu37/ff3zbtm02IyPDZmRk2IKCAv/xzZs3B50RtvbPmV5JdubMmeW22bRpU8DMvM+dd95pJdlXXnkl4Pjtt99uJdnzzjuvzF8BDh48aH/99Vf/x75Zft+sZGmfffaZnTBhQoUeO3fuDLiHbwZ948aN9vnnn7eS7EsvveQ/P3nyZCvJvv/++/bdd98td7yuueYaK8lec801AWOxYcMG26BBA5uYmOj/i4O1gePq+2uFz8yZM60ke9111wUcDzcWvlndli1b2u+//95/vLCw0J5++ulWkv3444/LvTbU/Ur226e4uNi2b9/eSrIvvPBCwLlXXnnFSrInnHBCuTPVwfi+docOHRrwdbFixQoryTZq1Mj27Nkz4P3btGmTTUhIsF27dg2410svvWQl2W7dutk9e/b4Z9U/+uZH26NHDyvJvvjiiwHX+N6Pq6++2h4+fNh//Ouvv7bx8fG2Q4cOAe1L/hWkPL4Z9Pj4eLt48eKAc+PGjbOS7NSpUx2NDd9LgRjHDDoz6NHUetybNd0Fx/KnDKnS9T///LMkqUWLFo6v8VUUufPOO9WsWTP/8Xr16unBBx/UW2+9paeeekrjx48vc+3DDz+s+vXr+z9u2rSpLrjgAj333HP65ptvws7il9a1a9dyZ4AlqU2bNuUev/nmmzVp0iQtXLjQP7tZVFSkGTNmqH79+po5c2bAXwskz18PmjRp4rhfa9as0cSJEx23lzzVSUrOBJc0fPhw3XjjjXryySf1l7/8RdZaPfXUU+rQoYP69OmjxYsXl7mmoKBAL7zwgtLS0jR58uSAnR+PP/543XjjjZo0aZKee+45/fOf/wy4tk+fPmUqwowaNUrXX3+9Vq5cWaHPy+ef//ynjj32WP/H9erV01VXXaX33ntPK1eu1CmnnFKp+5b04Ycfav369TrttNN02WWXBZy75JJL9Oijj+r999/X+++/r379+lXo3tOmTQv4ujj99NN13HHHafPmzZo6dWrAe9emTRv16dNH77//voqKivx/qfH935kyZYrS0tKkXbskSSkpqfrrLXfpmr8M07R/zVTnfucGvHZy/RSN+vs/9fXPe/482KC5uvbspVUff6iVG37ScUcfWaE89ksvvVQDBw4MOHbNNddoypQplX6PAQDOEKAj4lavXi1JGjBgQJlzmZmZatGihTZv3qzdu3cHpF5kZGSoXbt2Za5p2bKlJGnnTidrjQOFCur27dun6dOna+7cudqwYYP27Nnj+0uLJOmnn37y/3v9+vXavXu3evXqpebNm1e4H6WNHDkyoiUPk5OTdfnll+vRRx/Vt99+q++//16bNm3SQw89FPSab775Rvv371efPn3UuHHjMucHDBigSZMm6bPPPitzrmfPnmWOJSQk6KijjqrU+xTsnuW9988880yZEopZWVkB6RrBhPra9B1///339dlnn/kD9PLKEY4cOTIgJaRhw4Zq27ZtmXbNmzfX5s2b1aNHjzLnjjnmGB0+fFi//PKLjjnmGH//4uLi/J9LyUWkPU7to/j4eK3/+osy92p1XBulpTcoc/yo5p777tq1U9tS0yoUoDt9PwAAkUeAjpCOPvporVu3LiBYDWf37t3+a4Pdc8uWLdq1a1dAgB5sdrhePc+XaVFRkeM++JScwS+psLBQAwYM0MqVK9W5c2ddcsklatKkiRISEiR5aoeXrOu+yzuT6Quk3GjMmDF65JFH9PTTT2vz5s1KSkrSlVdeGbS9k/dJ+vNzLynUe1WZ9ynYPct775955hktX768TFsnAXplPufy/tKRlZUVEKAHy/H39b+8875zhYWFAf1r3Lixf53EUQ2Ste2Pgyq2VvXq1VPDxkdox/bfytwrvUGQ14/3jV9xhXcrdfp+AAAijwC9EqqaNlKb9O3bV0uXLtWSJUt09dVXO7rGF4z88ssv5c4q+tJmggU1kVROLX1J0vz587Vy5UqNHDlSs2fPLtO/0kGZL1ipyC8qoaxZs0bz5s2r0DU5OTlBA2NJOvHEE3Xqqafq6aef1u7du3XxxRfriCOOCNq+5PtUnmi+TxVRlQ2PKvM52woGtlWRkZGhHTt2qLCwUAkJCWqSnuSf9T58+LB27fhdDRo0KLMLaWpSvXJ3Jm2UmljmGADA/QjQEdJVV12lyZMn6/XXX9fatWvVsWPHoG0PHTqkpKQkdevWTatXr1ZeXl6ZAP3bb7/Vjz/+qOOOOy5ksBmOL2e3sjN53377rSTpoosuKnOuvNnZ9u3bq2HDhvriiy+0devWsGku4foX6Rx0nzFjxvh/kRozZkzItieccIJSUlL0+eefa9euXWXuvWzZMklS9+7dK9TP0qr6XkXy9bp16yYpeJAfqc+5srp166YlS5ZoxYoVZfK/V6xYoaKioir17Ysfdyn/9/2SpK079wVsjuTbEAkAUPPiwjdBLGvdurVyc3NVUFCgIUOGBN0p9J133tE555wjSf4dLSdNmqTffvvzz/FFRUW65ZZbVFxc7Hg2PphGjRrJGKMtW7ZU6npfekLpQO27777TP/7xjzLt4+PjNXbsWB04cEDXXnttQPqL5FlwWfJz9c1cB+vfyJEjK7yi20m5xksvvVRz587V/Pnzw6Z8JCYm6rLLLtOePXt01113BZzbtGmTHn74YSUkJOiKK64I+7qhhBuLSAv1en369NEJJ5yg999/X6+99lrAuddee03vvfeeMjMz1bdv36j0tTTf/53bb79d+/fv9x/fv3+/xo0bJ0lV/r+T0ciz3uCXrT8GHPdtiAQAqHnMoCOs8ePH6/Dhw5o4caJOPvlk9e7dWz179lRaWpq2bdumFStWaOPGjf5FZb1799Ztt92m++67T507d9bw4cOVmpqqt99+W1999ZX69u2rW2+9tUp9SktLU69evfTee+/psssuU2ZmpuLj43X++efrpJNOCnv9eeedp3bt2umhhx7Sl19+qW7dumnLli1asGCBhgwZUm5wN2HCBH388cd64403lJmZqaFDhyo9PV0//PCDFi1apPvvv9+/8LN///6Ki4vT7bffrq+++kqNGjWS5KlsU51SUlIC6sKHM2XKFL333nt69NFH9cknn6h///7+Ouh79uzRo48+quOOO65KfYr2WAwcOFD333+/xowZo4svvljp6elq2LChrr/+ehlj9Oyzz+rMM8/UJZdcogsuuEDt27fXN998o3nz5ik9PV3PPfec4uJqZu5ixIgRmj9/vl599VV16tRJw4YNkzFG8+bN0+bNm3XJJZeUqT7jRFyJTK/WbY9X02bN9c6//0/16iXo6GNayhijoRf/t5q3ODb4TQAA0VOZ2oy19SHqoFfJ2rVr7fXXX287depk09PTbUJCgm3WrJkdPHiwfeqpp8rUBn/55Zdtnz59bFpamk1KSrIdO3a0kyZNKneXTt9ujOUJVkd748aNdujQobZx48bWGBN0J9FgtmzZYkeMGGGbN29uk5OTbceOHe3UqVNtYWGhf3fG0goLC+0jjzxiTz75ZJuammpTUlJsu3bt7JgxY+zGjRsD2j7//PO2S5cuNjk5uVp3Ei39uuUJVgfdWmt37txpb7vtNtuuXTubmJhoMzIy7KBBg+zChQvLtA03rsHex1BjEapuuZP3sTwPPvigbd++vU1MTCx3J9H169fbyy+/3DZr1szWq1fPNmvWzF522WV2/fr1FXoda0N/7freo/IE+7yLiorsv/71L9ujRw9bv359W79+fdu9e3f76KOPhtxJtCKvsXLlSjtgwADboEED//+dp159w37+w86AnUTLE+r1SuN7KRDjqINe6TroxkZxAVRNM8as6t69e/dVq1aFbLdu3TpJUocOHaLRLQCoUSVz0ctbbFpZfC8FYlxuiSIDubtrrh81pEePHlq9evVqa23ZWrthkIMOAAAAuAgBOgAAAOAiLBIFAPiVTHcpyVeGsSK7kQIAKocZdACIcXFBNvQqiTKMABA9zKADQIw7qkGytv1xUMVhigaEOw8AQZVcMFpSYpqUNU7qfUN0++NyBOgAEOOapCeFTF0JlvYCACElpkkFe0O3Kdgr5U0hQC+FFBcAAABEXtY4T5AeTrggPgYxgw4AcCzUbDoLSQEE6H1D6JnxYGkvYAYdABCak0WkEgtJASBSCNABACEd1SC5QkE6AKBqSHEBAIQUbhGpFJj64vv34YIibfx1r8559k1JUmpivHIGZWpMvzbV1VUAqBOYQQcAVJmTGfZ9BUWatnhDFHoDALUbM+gAgCpzWkt9X0GRWo97M+h5ZtkBgBl0AEAENElPUudjMnRSi4b+R/3EeJ3UIkP5U4YoNTHe0X2YZQcAAnQ4tH79et1www3q3LmzMjIylJiYqObNm2vIkCF6+umndejQoaj2Jz8/X8YYjRw5Mqqv61Rubq6MMcrLy6v21/rpp5902223qUuXLmrQoIHq16+vNm3aaOTIkfrkk0+q/fUBJ3IGZVYoSAeAWEaKC8K6++67NXHiRBUXF+u0005Tdna20tLStG3bNuXl5Wn06NF67LHH9Omnn9Z0V2POa6+9puzsbO3fv18nn3yyrr76aiUmJurrr7/WSy+9pGeffVa33XabpkyZIuOwCgdQHcb0axM2bSVU6gsAxBICdIR07733asKECWrZsqXmzJmjXr16lWmzYMECPfjggzXQu9i2dOlSXXrppUpISNCcOXM0fPjwgPNff/21hg4dqvvuu09paWm66667aqinAACgIkhxQVD5+fnKzc1VQkKC3nrrrXKDc0kaOnSo3nnnnTLHX331VfXr108ZGRmqX7++TjzxRE2ePLncdJjWrVurdevW2rdvn2699VYde+yxSkpKUrt27TR16lTZEgvPcnNzddxxx0mSnn32WRlj/I9nnnlGkpSXlydjjHJzc7Vy5UoNGTJEjRs3ljFG+fn5kqRly5bpmmuuUceOHf2pIZ07d9bEiRN18GD5m60UFRVp5syZ6tOnj//zateunUaPHq2NGzf6P5eJEydKkvr37x/Qv0gpLi7Wddddp6KiIk2bNq1McC5JnTp10r///W8lJCTo7rvv1vfff+8/VzJFKD8/X5deeqmOPPJIJScnq2fPnlqwYEHQ13755ZfVv39/NWzYUMnJyerQoYMmTZrkOM3pL3/5i4wxWr58ebnnX3/9dRljdP311wcc37Fjh26//XZ16NBB9evXV0ZGhgYOHKhFixaVucfu3bt1//33a8CAAWrRooUSExPVpEkTnX/++froo4/KfV1jjLKysvTLL79o9OjROuaYYxQfH+//mkJ0tR73ZrU9Ov3zHT254rua/hQBIChm0BHU7NmzVVhYqEsvvVSdO3cO2TYpKbBG8vjx4zV58mQdeeSRGjFihNLS0vT2229r/PjxWrhwoRYtWqTExMSAawoLC3X22Wdr69atOuecc1SvXj3NmzdP48aN08GDBzVhwgRJUlZWlnbt2qXp06erS5cuGjZsmP8eXbt2DbjnRx99pMmTJ6tv374aNWqUtm/f7n/dqVOnav369erdu7eGDBmigwcP6oMPPlBubq7y8vK0ePFixcf/mTNbUFCgoUOH6t1331XLli01YsQINWjQQPn5+Zo7d6769u2r448/Xjk5OZo3b56WL1+u7OxstW7duoIjH97y5cu1YcMGNW/eXKNHjw7a7sQTT9SwYcM0Z84czZo1y/+Lg8/333+vU045RW3atNEVV1yhHTt26H//9391wQUXaPHixerfv39A+1GjRmn27Nlq0aKFLr74YjVs2FD/+c9/dNddd2nJkiV69913Va9e6G8r1113nV555RU98cQTOuOMM8qcf/zxxyVJ1157bUA/s7KylJ+fr9NPP12DBw/Wvn37tGDBAg0ePFiPP/64xowZ42+/bt063XHHHerXr5+GDBmiRo0aacuWLfr3v/+tt99+W2+88YYGDx5c5rV37NihU089VWlpabrooosUFxeno446KuTng8hJTYyPSv65byEqlWIAuBUBOoJ6//33JUkDBw6s0HW+oLhly5ZauXKlmjVrJkmaPHmyLrzwQi1YsEAPPPCAxo8fH3Dd1q1b1aVLF7377ruqX7++JGnChAnKzMzU//zP/2j8+PFKSEhQVlaWWrdurenTp6tr167Kzc0N2pdFixZp5syZ+utf/1rm3IwZM3TccceVmdm+6667NGnSJL322mu65JJL/Mdzc3P17rvv6rzzztOcOXMCfik5dOiQ/vjjD0lSTk6Odu3apeXLl2vkyJHKysoq89pr1qzRvHnzQo5jaTk5OWrYsKGkP9+brKysgF8iynPmmWdqzpw5+uCDD8qcy8vLU25urv+XH0kaMWKEBg8erPvvvz8gQH/mmWc0e/ZsXXjhhXrxxRf975HkGZuJEyfqX//6l2666aaQ/enXr586deqk119/XQ8//LCOOOII/7nvvvtOixcvVu/evQN+KczOztb333+vl19+WZdeeqn/+K5du5SVlaUbb7xR559/vj+Y7tChg7Zu3aojjzwy4LV//PFHnXLKKbr55pvLDdC//PJLXXHFFZo1a1bYXzQQeTmDMjVt8YaoBekA4Fb8BKqM3Iya7oFzubsrfenPP/8sSWrRokWFrps1a5Yk6c477/QH55JUr149Pfjgg3rrrbf01FNPlQnQJenhhx8OCPyaNm2qCy64QM8995y++eabsDP5pXXt2rXc4FyS2rQpf/bs5ptv1qRJk7Rw4UJ/gF5UVKQZM2aofv36mjlzZpm/GCQlJalJkyaO+7VmzZoys9nhjBw50h+g+96bli1bhr3O12br1q1lzrVq1Up33nlnwLGzzz5bxx57rFauXBlwfPr06apXr55mzZoV8B5Jnl9qHn30Ub344othA3TJM4t+/fXX65lnntHf//53//Enn3xS1tqA9+zzzz/X8uXLNXz48IDgXJIaNmyoiRMnatiwYXr99dc1duxYSVJGRvn/R1u0aKHhw4frkUce0ZYtW3TssccGnE9MTNQDDzxAcF5DnCwkrSoWogIuFa3YqgpxUTTxUwgRt3r1aknSgAEDypzLzMxUixYttHnzZu3evTsgkMrIyFC7du3KXOMLMHfu3FnhvpxyyilBz+3bt0/Tp0/X3LlztWHDBu3Zsycg1/2nn37y/3v9+vXavXu3evXqpebNm1e4H6WNHDnSFSUiu3btWu4MfMuWLQNytffv36/PP/9cRx55pKZNm1buvZKSkrRu3TpHr3vllVdq3LhxeuKJJ/wBemFhoZ555hk1atRI//3f/+1v6+vH7t27y/1ryW+//SZJZV77gw8+0PTp0/XRRx/p119/VUFBQcD5n376qUyA3rp1azVt2tTR5wAAqKLENKlgb033wpUI0BHU0UcfrXXr1gUEqk7s3r3bf32w+27ZskW7du0KCNB9s8Ol+WYzi4oq/ifpkjP4JRUWFmrAgAFauXKlOnfurEsuuURNmjRRQkKCJGnixIkBix537dolSTrmmGMq3Ifq4Pu8fvjhh7BtfW3K+8Ui1JgXFxf7P965c6estfrtt98qPPNfnvT0dF1++eWaOXOmli1bpv79++vf//63fvnlF+Xk5Cg5Odnf9vfff5ckvfvuu3r33XeD3nPv3j+/yc+dO1fDhw9XcnKyzjzzTLVt21apqamKi4tTXl6eli9fXu6i1mBfLwCAapA1TsqbQpBeDgL0yqglfx6pqr59+2rp0qVasmSJrr76asfX+YLuX375RW3bti1z3peeESwNIZKCVU6ZP3++Vq5cqZEjR2r27Nll+lc6CPUFshX9ZSWYquag9+3bV5Inh7yoqChkHvrixYslSX369KlUX6U/36tu3br5/0JSVdddd51mzpypxx9/XP379/cvDr3mmmvKfe3p06frxhtvdHTvu+66S4mJifr000/VoUOHgHN//etfg1aQoVY8AERR7xs8D5RBgI6grrrqKk2ePFmvv/661q5dq44dOwZte+jQIX9eti+Iy8vLKxOgf/vtt/rxxx913HHHBZ29dcIXkFZmVt3XD0m66KKLypwrL3hr3769GjZsqC+++EJbt24Nm+YSrn9VzUE/44wz1K5dO3377beaNWtWQAWTkr7++mvNnTtX9erV06hRoyr0eiWlpaWpU6dO+vrrr7Vjxw41bty40vfyOemkk9SnTx/NnTtXH3/8sRYvXqx+/fqVCahPPfVUSdJ7773nOED/9ttv1alTpzL3Ki4u9i+wBaozHz01MV45gzKpFAOgUqiDjqBat26t3NxcFRQUaMiQIUF3Cn3nnXd0zjnn+D/2BYKTJk3y5wdLnmD1lltuUXFxcYVm5MvTqFEjGWO0ZcuWSl3vK32Yl5cXcPy7777TP/7xjzLt4+PjNXbsWB04cEDXXnttmfSIgoKCgM/VV5kkWP9Gjhwpa22FHiXLNcbHx2vGjBmKi4vTTTfdpLlz55Z5jXXr1un8889XYWGh7rrrLrVq1crJ0AT1//7f/1NBQYFGjRrlT/kpaefOnRWeXb/uuutUUFCgiy++WNbagNKKPj179tTpp5+u//u///MvQC7tyy+/1K+//ur/uHXr1tq4cWPAwlhrrXJzc7V27doK9RF1S2pi6KpHkeIr5QgAlcEMOkIaP368Dh8+rIkTJ+rkk09W79691bNnT6WlpWnbtm1asWKFNm7cqJ49e/qv6d27t2677Tbdd9996ty5s4YPH67U1FS9/fbb+uqrr9S3b1/deuutVepXWlqaevXqpffee0+XXXaZMjMzFR8fr/PPP18nnXRS2OvPO+88tWvXTg899JC+/PJLdevWTVu2bNGCBQs0ZMiQcgPrCRMm6OOPP9Ybb7yhzMxMDR06VOnp6frhhx+0aNEi3X///f6Fn/3791dcXJxuv/12ffXVV2rUqJEklamYUhVnnnmmXnzxRY0aNUoXXXSRTjnlFPXp00eJiYn6+uuvtXDhQhUWFurWW2+NyC6io0aN0qpVqzRjxgy1bdvWX+1lx44d2rx5s1asWKGrrrpKM2fOdHzP//qv/9LNN9+sn376SUceeWS5f9GQpJdeekkDBgzQ1VdfrYcffli9evVSw4YN9eOPP+qLL77QV199pY8++si/wPPmm2/Wtddeq27duuniiy9WQkKCPvjgA61du1bnnXee3njjjSqPB2onSjkCqBUqOotXmx+SVnXv3t2Gs3btWrt27dqw7WLJ2rVr7fXXX287depk09PTbUJCgm3WrJkdPHiwfeqpp+zBgwfLXPPyyy/bPn362LS0NJuUlGQ7duxoJ02aZA8cOFCmbatWrWyrVq3Kfe0JEyZYSXbZsmUBxzdu3GiHDh1qGzdubI0xVpKdPXu2tdbaZcuWWUl2woQJQT+nLVu22BEjRtjmzZvb5ORk27FjRzt16lRbWFhoJdkzzjijzDWFhYX2kUcesSeffLJNTU21KSkptl27dnbMmDF248aNAW2ff/5526VLF5ucnGwlWc9/t8j74Ycf7C233GI7d+7sH+tWrVrZK6+80n788cflXrN582YryWZnZ5d7/owzzgja3zfeeMMOGTLENmnSxCYkJNijjjrKnnzyyfaOO+6w69atq3D/c3JyrCR7yy23hGz3xx9/2Hvuucd2797dpqam2uTkZNu6dWt77rnn2scff9zu3bs3oP3s2bNtly5dbEpKij3iiCPssGHD7BdffBH06ynYe47Ki9Xvpa3+scDRo+Ndb9snlm+q6e4CqCbdu3e3klbZSsSsxpYoK1fXGWNWde/evfuqVatCtvOVayudvwog8rKysrRixQp98803Ov7442u6O4igWP1e2umf7ziePU9NjNfXd5fdNAtA7dejRw+tXr16tbW2R0WvJcUFQI1ZuXKlli9frsGDBxOco86oSBrNvoKioItVWWgKxC4CdABR99hjj+mnn37S7NmzFRcXF5Ha6oBbONkR1cksu2+hKQE6EHuo4gIg6qZOnaopU6YoNTVVzz//fMgdX4G6KGdQpqOKMiw0BWITM+gAoi4/P7+muwDUqHCz7NVZox2A+zGDDgAAALgIAToAAADgIqS4AADgYqHSXaj0AtRNzKADAOAyThaQSn9WegFQtzCDDgCAy1BLHYhtBOgAALgMtdSB2EaADgBALeR0lj3UDLvELDvgRgToAADUQuFm2Z3MsEvMsgNuxCJRAADqIKe7lUrsWAq4DTPoAADUQU7y2NmxFHAnZtDhyPr163XDDTeoc+fOysjIUGJiopo3b64hQ4bo6aef1qFDh6Lan/z8fBljNHLkyKi+rlO5ubkyxigvLy/i987KypIxxvHDrWMEAADKxww6wrr77rs1ceJEFRcX67TTTlN2drbS0tK0bds25eXlafTo0Xrsscf06aef1nRXY8LIkSOVlZUVcGzevHn6/PPPdcEFF6hr164B50p/DAAA3I0AHSHde++9mjBhglq2bKk5c+aoV69eZdosWLBADz74YA30LjaVNyOen5+vzz//XMOGDWPGHEClUEsdcA9SXBBUfn6+cnNzlZCQoLfeeqvc4FyShg4dqnfeeafM8VdffVX9+vVTRkaG6tevrxNPPFGTJ08uNx2mdevWat26tfbt26dbb71Vxx57rJKSktSuXTtNnTpV1lp/29zcXB133HGSpGeffTYgneOZZ56RJOXl5ckYo9zcXK1cuVJDhgxR48aNZYxRfn6+JGnZsmW65ppr1LFjRzVo0ED169dX586dNXHiRB08eLDcz7WoqEgzZ85Unz59/J9Xu3btNHr0aG3cuNH/uUycOFGS1L9//4D+RdNf/vIXGWP8/fLJzs6WMUYDBw4MOL5nzx4lJCSoX79+AccPHTqkKVOm6MQTT1RKSooaNGig008/Xa+++qrjvpx22mmKi4vzj31pDz74oIwxeuCBBwKO//jjj7r++uvVpk0bJSUl6YgjjtD555+vTz75pMw9tm7dqrvvvlt9+vRRs2bN/GlYI0aM0Nq1a8u0L5kmtWHDBl1yySVq2rSp4uLiqiU1CXAjJ4tI2a0UiD5m0BHU7NmzVVhYqEsvvVSdO3cO2TYpKSng4/Hjx2vy5Mk68sgjNWLECKWlpentt9/W+PHjtXDhQi1atEiJiYkB1xQWFurss8/W1q1bdc4556hevXqaN2+exo0bp4MHD2rChAmSPDnYu3bt0vTp09WlSxcNGzbMf4/S6RwfffSRJk+erL59+2rUqFHavn27/3WnTp2q9evXq3fv3hoyZIgOHjyoDz74QLm5ucrLy9PixYsVH//nD6+CggINHTpU7777rlq2bKkRI0aoQYMGys/P19y5c9W3b18df/zxysnJ0bx587R8+XJlZ2erdevWFRz5yBg4cKBeeeUVLVmyRMcff7z/+JIlSyRJH374oQ4ePKjk5GRJ0vLly3X48OGAwL2goEBnn322li9frvbt2+tvf/ub9u/fr9dee02XXHKJ1qxZo3vvvTdsX6677jr95z//0ZNPPql77rmnzPknnnhCSUlJAbP/q1ev1llnnaUdO3bo7LPP1kUXXaTt27dr3rx56tu3r+bOnatzzz3X337FihWaMmWK+vfvr4svvlhpaWnauHGjXnvtNf373//WBx98oC5dupR57U2bNqlXr17KzMzUZZddpgMHDqhBgwbhBxioAypSSx1AFFlrY+YhaVX37t1tOGvXrrVr164N266uGzBggJVkn3zyyQpd9+GHH1pJtmXLlvbnn3/2Hy8sLLRDhw61kuw999wTcE2rVq2sJHvOOefY/fv3+49v27bNZmRk2IyMDFtQUOA/vnnzZivJZmdnl9uHZcuWWUlWkp05c2a5bTZt2mSLi4vLHL/zzjutJPvKK68EHL/99tutJHveeefZgwcPBpw7ePCg/fXXX/0fT5gwwUqyy5YtK/e1P/vsMzthwoQKPXbu3Fnuvay1Njs720qys2fPDvj8JNnhw4f7j61fv95KsmeeeaaVZBcvXuw/l5OTYyXZFStW+I/de++9/velsLDQf3zbtm3+9+yDDz4I2i+fAwcO2COOOMI2a9Ys4D7W/vlejRgxwn+ssLDQtm3b1iYlJdm8vLyA9j/99JNt3ry5bdasWcD7sG3bNvvHH3+Uee01a9bY1NRUO3jw4IDjvq8hSfb2228P+zmg4vheWvu1+seCsI+Od71tn1i+qaa7CrhO9+7draRVthIxKzPolXDisyfWdBcc+zL7y0pf+/PPP0uSWrRoUaHrZs2aJUm688471axZM//xevXq6cEHH9Rbb72lp556SuPHjy9z7cMPP6z69ev7P27atKkuuOACPffcc/rmm2/CzuSX1rVrV/31r38t91ybNuXnU958882aNGmSFi5cqEsuuUSSJ7VlxowZql+/vmbOnFnmLwZJSUlq0qSJ436tWbPGnwbj1MiRI9WwYUPH7du0aaPWrVtr2bJlstbKGOOfPb/77ru1dOlSLVmyxD9jvmTJEqWmpurUU0/132PWrFkyxuihhx5SvXp/frto2rSp7rrrLo0ePVpPPfWUevfuHbIvycnJuuqqq/TAAw9o/vz5uvjii/3nHn/8cUkKeJ/efPNNbdq0SbfccovOOOOMgHs1b95ct912m3JycrRkyRL/LHrTpk3Lfe0uXbpowIABWrRokQoLC5WQkBBw/qijjvL/dQZAoNTEeEez62x0BEQWAToibvXq1ZKkAQMGlDmXmZmpFi1aaPPmzdq9e7cyMjL85zIyMtSuXbsy17Rs2VKStHPnzgr35ZRTTgl6bt++fZo+fbrmzp2rDRs2aM+ePQG57j/99JP/3+vXr9fu3bvVq1cvNW/evML9KG3kyJFRWcw5YMAAzZo1S2vWrFG3bt20dOlSHX300Tr11FPVo0cPf8D+22+/6auvvtJZZ53lD2D37Nmjb7/9Vsccc4zat29f7r0l6bPPPnPUl+uuu04PPvigHn/8cX+Avn37ds2dO1cdOnQIyH3/6KOPJEnff/+9cnNzy9zLl1e/bt26gDSXN998UzNnztSnn36q7du36/DhwwHXbd++XUcffXTAsS5dupT5hQuAR0VSYELVVGehKVAxBOgI6uijj9a6desCAlUndu/e7b8+2H23bNmiXbt2BQTowWaHfTO3RUUVz4EsOYNfUmFhoQYMGKCVK1eqc+fOuuSSS9SkSRN/cDpx4sSAxay7du2SJB1zzDEV7kNNGjhwoGbNmqUlS5aoS5cuWrZsmT+gHThwoO677z7t3r1bS5culbU2IP/cyfso/Tk24bRp00Znn322Fi5cqE2bNqlt27Z69tlndejQoTJ/5fj9998lSXPmzAl5z7179/r/PX36dOXk5KhRo0Y688wzdeyxxyolJUXGGH8ZyvIWKAf7GgEQfrOjTv98x1F++r6CIt3z1jrd89a6SveFIB+xhAC9EqqSNlKb9O3b158GcfXVVzu+zhd0//LLL2rbtm2Z877UmZLBeXUJVjll/vz5WrlypUaOHKnZs2eX6V/p9BPfLw8V/WUlmDVr1mjevHkVuiYnJ6dCKS7Sn7Pcixcv1oABA7Rjxw5/ED5gwABNnjxZy5Yt88+kl/yrR8n3sTyVeR+vu+46vfPOO3ryySc1ZcoUPfHEE0pOTtaVV14Z0M53z/nz5+v8888Pe9/Dhw8rNzdXzZo10+rVq8v8UuGbkS9PtKvrAHWJ0xn2SIhEkB8J/KKAaIhYgG6MaSHpbkmDJR0h6WdJ8yRNtNY6zk0wxjSW9E9JwyQdLel3Se9I+qe19sdI9RfhXXXVVZo8ebJef/11rV27Vh07dgza9tChQ/40gW7dumn16tXKy8srE6B/++23+vHHH3XcccdVONgsyVddpTKz6r5+SNJFF11U5tzy5cvLHGvfvr0aNmyoL774Qlu3bg2b5hKuf9HIQZc8s8MdO3bUe++95y+F6QvQ+/Tpo6SkJC1ZskRLly5Vo0aN1K1bN/+16enpatu2rb777jtt3LgxoBKM5ClTKUndu3d33J+hQ4fq2GOP1ezZszVgwABt2LBBV155pRo1ahTQzpcH/9577zkK0Ldv365du3bpoosuKhOc79271592BSCyws2wS9KTK76LWhAfDeTcIxoiEqAbY9pK+lBSU0nzJa2XdIqkmyQNNsb0sdb+7uA+R3jvkylpqaRXJLWXdJWkIcaY06y130WizwivdevWys3N1R133KEhQ4Zozpw56tmzZ5l277zzju677z4tXbpUkjRq1Cg9/fTTmjRpks4//3z/4smioiLdcsstKi4urtCMfHkaNWokY4y2bNlSqet9pQ/z8vJ03nnn+Y9/9913+sc//lGmfXx8vMaOHat7771X1157rebMmROQt1xQUKDdu3f7P9cjjjhCkoL2L1o56JJnVvzRRx/V9OnTdfzxx/tz+uvXr6/TTjtNr776qn799VddeOGFiosL3Bph1KhRuuOOO3Trrbfq9ddf9//isX37dv1//9//52/jVFxcnK655hrdeeed/uuuvfbaMu0uuOACtW3bVv/617/Uv3//gDxzn48++khdunRRSkqKmjZtqpSUFK1atUp79+5VWlqaJE8q00033aTt27c77iOAyHISxIfjtiA/VM49M+yIhEjNoM+QJzi/0Vr7iO+gMeYhSTdLukdS2Z/CZd0rT3D+kLX27yXuc6Ok6d7XGRyhPsOB8ePH6/Dhw5o4caJOPvlk9e7dWz179lRaWpq2bdumFStWaOPGjQGBe+/evXXbbbfpvvvuU+fOnTV8+HClpqbq7bff1ldffaW+ffvq1ltvrVK/0tLS1KtXL7333nu67LLLlJmZqfj4eJ1//vk66aSTwl5/3nnnqV27dnrooYf05Zdfqlu3btqyZYsWLFigIUOGlBtYT5gwQR9//LHeeOMNZWZmaujQoUpPT9cPP/ygRYsW6f777/cH3f3791dcXJxuv/12ffXVV/4Z4jvvvLNKn3dlDBw4UI8++qh+/fXXMn8xGDhwoH9TntIbF0nSLbfcorffflvz589Xly5ddO6552r//v2aM2eOfv31V912223q27dvhfozevRo3X333frpp5904okn6rTTTivTJiEhQf/3f/+ns88+W0OGDFHv3r3VtWtXpaSk6IcfftAnn3yi7777Tj///LNSUlIUFxenG2+80b+h0gUXXKCCggItW7ZMO3bsUP/+/f0z/gBqn0gE+ZHgJOeeGXZERGVqM5Z8SGorTy3hzZLiSp1Ll7RX0j5JqWHukyZpv7d9eqlzcZLyva/Tpgp9pQ56Ja1du9Zef/31tlOnTjY9Pd0mJCTYZs2a2cGDB9unnnqqTF1wa619+eWXbZ8+fWxaWppNSkqyHTt2tJMmTbIHDhwo07ZVq1a2VatW5b52sJriGzdutEOHDrWNGze2xpiAOuC+2toTJkwI+jlt2bLFjhgxwjZv3twmJyfbjh072qlTp9rCwkIryZ5xxhllriksLLSPPPKIPfnkk21qaqpNSUmx7dq1s2PGjLEbN24MaPv888/bLl262OTkZH+97epSXh10n507d9q4uDgryb766qsB53w16yUF/Zo/cOCAveeee2ynTp1scnKyTUtLs3369LEvvfRSpfs7bNgwK8k++uijIdtt27bN/uMf/7CdOnWy9evXt6mpqbZdu3b24osvts8//3xATfXCwkL74IMP2g4dOtjk5GR71FFH2csvv9zm5+f7x2fz5s3+9uFq6aPq+F6KuuaJ5Ztsx7vedlQfntrxqEoddGNLlJWrDGPMaElPSnrCWlum4LQxZqGksyQNstYuCXGfQZLelbTIWnt2Oecfl3SNpNHW2qcr2ddV3bt3775q1aqQ7dat8yxA6dChQ2VeBkAIxcXFateunbZt26aff/6ZXTvrML6XItY4rWrjBqTiVL8ePXpo9erVq621PSp6bSRSXE7wPm8Icn6jPAF6pqSgAbrD+8h7n5CMMcEi8LLFnAFE1WuvvabNmzfr2muvJTgHUKdEs6pNVbmlKk605U8ZUtNdcCQSAbqvxtruIOd9xxtG6T4AXGjKlCnasWOHnnjiCaWmpur222+v6S4BQETFYlUbVI86WQc92J8SvDPrzmvCAYiY22+/XQkJCerYsaPuv/9+HXvssTXdJQCIOjcseOWXBPeLRIDum9kOtluJ7/iuKN0HgAtVdb0LACAy3PBLAkKLC98krG+8z8Fyw327mwTLLY/0fQAAAIBaKxIBuq+48FnGmID7GWPSJfWRp3zif8Lc5z+SDkjq472u5H3i5FloWvL1AAAAgDqnygG6tXaTpEWSWkv6W6nTEyWlSnreWrvPd9AY094YE1BRxVq7V9Lz3va5pe5zvff+Cy07iQKA65HSBACVF6lFomMlfSjpYWPMQEnrJPWS1F+elJQ7SrX31fQxpY6Pl5Ql6f8ZY7pKWimpg6QLJP2qsr8AVAtjjKy1Ki4uLrP1OQAgPF+Abkzpb/MAgHAiEn16Z9F7SnpGnsD87/LsMDpd0qnW2t8d3ud3SadJelhSO+99ekmaLamH93WqXVJSkiRp3759YVoCAMrj+/7p+34KAHAuYmUWrbU/SLrKYdugUyrW2h2SbvI+akR6eroOHjyoX375RZKUmpoqYwwzQQAQgm+L6n379vm/f6anp4e5CgBQWp2sg15VjRs31r59+7R//379+OOPNd0dAKiVUlJS1Lhx45ruBgDUOgTo5YiLi1PLli21Y8cO7dmzR4cOHWLBEwA4YIxRUlKS0tPT1bhxY9bxAEAlEKAHERcXpyOPPFJHHnlkTXcFAAAAMYSpDQAAAMBFCNABAAAAFyFABwAAAFyEAB0AAABwEQJ0AAAAwEUI0AEAAAAXIUAHAAAAXMTE0gY8xpjf69ev37hDhw413RUAAADUYevWrdOBAwd2WGuPqOi1sRagb5bUQFJ+Dbx8e+/z+hp47bqI8Yw8xjSyGM/IY0wjjzGNLMYz8mrzmLaW9Ie19riKXhhTAXpNMsaskiRrbY+a7ktdwHhGHmMaWYxn5DGmkceYRhbjGXmxOqbkoAMAAAAuQoAOAAAAuAgBOgAAAOAiBOgAAACAixCgAwAAAC5CFRcAAADARZhBBwAAAFyEAB0AAABwEQJ0AAAAwEUI0AEAAAAXIUAHAAAAXIQAHQAAAHARAnQAAADARQjQq5kxpoUxZpYxZqsx5pAxJt8YM80Y06im++ZWxpjhxphHjDHvGWP+MMZYY8wLYa7pbYx5yxizwxhzwBjzhTEmxxgTH61+u5Ux5ghjzGhjzFxjzLfe8dltjHnfGHO1Mabc7wOMaXDGmKnGmCXGmB+8Y7PDGPOZMWaCMeaIINcwnhVgjLnc+3/fGmNGB2kz1BiT5/163muM+dgYkx3tvrqR92eNDfL4Jcg1fI06YIwZ6P1++ov35/pWY8xCY8y55bRlTMthjBkZ4uvT9ygq57qYGU82KqpGxpi2kj6U1FTSfEnrJZ0iqb+kbyT1sdb+XnM9dCdjzBpJXSTtlfSjpPaSXrTWXh6k/QWSXpd0UNL/Stoh6TxJJ0h6zVr7X1HotmsZY66V9JiknyUtk7RF0lGSLpKUIc/Y/Zct8c2AMQ3NGFMgabWktZJ+lZQq6VRJPSVtlXSqtfaHEu0ZzwowxrSU9KWkeElpksZYa58q1eZ6SY9I+l2eMS2QNFxSC0kPWmtviWqnXcYYky+poaRp5Zzea619oFR7vkYdMMbcJ+lWeX42vS1pu6QmknpIWmytva1EW8Y0CGNMV0nDgpw+XdIASW9aa4eWuCa2xtNay6OaHpIWSrKSbih1/CHv8Zk13Uc3PuT5BeZ4SUZSlnesXgjStoE8AdIhST1LHE+W55cjK+nSmv6cang8B8jzTSyu1PFm8gTrVtLFjGmFxjQ5yPF7vOMzg/Gs9NgaSYslbZJ0v3d8Rpdq01qeH9K/S2pd4ngjSd96rzmtpj+XGh7HfEn5DtvyNepsnMZ4x+IZSYnlnE9gTCMyzh95x+f8WB5PUlyqiXf2/Cx5vkn+q9TpCZL2SbrCGJMa5a65nrV2mbV2o/X+7wtjuDyzF69Yaz8tcY+Dku70fnhdNXSz1rDWLrXWvmGtLS51/BdJM70fZpU4xZiG4R2L8rzqfT6+xDHGs2JulOeXyqvk+T5ZnlGSkiQ9aq3N9x201u6UdK/3w2ursY91DV+jYRhjkuT5BXyLpGustQWl21hrC0t8yJhWgjHmRHn+GvmTpDdLnIq58SRArz79vc+LygmM9kj6QFKKPF+IqLwB3ud3yjm3QtJ+Sb2931xRlu8HyuESxxjTyjvP+/xFiWOMp0PGmA6Spkiabq1dEaJpqDF9u1SbWJbkzeUfb4y5yRjTP0iuLl+j4Z0pT4D4f5KKjTFDjDH/8I7raeW0Z0wr5xrv89PW2pI56DE3nvVqugN12Ane5w1Bzm+UZ4Y9U9KSqPSobgo6ztbaw8aYzZI6SWojaV00O+Z2xph6kq70fljymx5j6pAx5hZ5cqQz5Mk/7ytPcD6lRDPG0wHv1+Pz8sxQjg/TPNSY/myM2SephTEmxVq7P7I9rVWayTOmJW02xlxlrV1e4hhfo+Gd7H0+KOkzSZ1LnjTGrJA03Fr7m/cQY1pBxpj6ki6XVCTpqVKnY248mUGvPhne591BzvuON6z+rtRpjHPlTZHnh8xb1tqFJY4zps7dIk/KWo48wfk7ks4q8UNaYjyd+qekbpJGWmsPhGnrdEwzgpyPBbMlDZQnSE+VdKKkx+XJ33/bGNOlRFu+RsNr6n2+VZ5859MlpUs6SdIiSf0kzSnRnjGtuP+WZzzesSUW2XvF3HgSoAMxyBhzo6S/y1NZ6Ioa7k6tZa1tZq018gRBF8kze/OZMaZ7zfasdjHG9JJn1vxBa+1HNd2fusBaO9G7/mSbtXa/tfYra+218hQpqC8pt2Z7WOv44qXD8ixefN9au9da+6WkC+Wp6nJGkHQXOONLb3m8RnvhEgTo1SfcDI7v+K7q70qdxjhXkLc83XR5SgT2t9buKNWEMa0gbxA0V560tSMkPVfiNOMZgje15Tl5/nR9l8PLnI5psNm2WOZbGN6vxDG+RsPb5X3+rOTCZEnyplH5/gp5iveZMa0AY0wnSb3l+UXnrXKaxNx4EqBXn2+8z5lBzvuqPATLUYczQcfZ+4P/OHlmPL6LZqfcyhiTI0/t6K/kCc7L27CEMa0ka+338vzi08kYc6T3MOMZWpo8Y9NB0sGSG5XIkz4kSU96j03zfhxqTI+WJ6XjxxjPPw/Gl35VsoIYX6Ph+cZoV5DzO73P9Uu1Z0ydCbY41CfmxpMAvfos8z6fZUrt1GiMSZfUR55Vx/+JdsfqmKXe58HlnOsnT6WcD621h6LXJXcyxvxD0v9IWiNPcP5rkKaMadU09z77fsgwnqEdkvR0kMdn3jbvez/2pb+EGtNzSrVBIF/lsJKBDF+j4S2RJ/e8Y+mf6V6+RaObvc+MqUPGmGR5Ui2L5Pl/Xp7YG8+aLsRelx9io6JIjGGWwm9U9JtiaPOCSo7jXd6x+FRS4zBtGdPQ45MpKaOc43H6c6OiDxjPiIx1rsrfqOg4sVFRqHHrICm1nOOt5akgZiWNL3Gcr1Fn4zrfOxY3lzp+lqRieWbRMxjTCo/rFd7xeCNEm5gbT+P9BFENvJsVfSjP6u/58pT+6SVPjfQNknpba3+vuR66kzFmmP7cAriZpLPlme15z3tsuy2xjbe3/Wvy/MB+RZ7tf8+Xd/tfSf9tY/gL3RiTLc/Od0XypLeUl5ebb619psQ1w8SYlsubJjRZnlndzfIEiUdJOkOeRaK/SBporV1b4pphYjwrzBiTK0+ayxhr7VOlzt0g6WF5xv9/JRXIs5lJC3kWm96iGOUdt7/LUx/6e0l7JLWVNESegOYtSRfaEpvt8DUanjGmhTw/01vKM6P+mTy/LA7TnwHi6yXaDxNjGpYx5j15qmCdb619I0S7YYql8azp3xDq+kOe/8izJf0szw+Q7yVNk9Sopvvm1of+nDUL9sgv55o+8vzQ2SnpgKQvJd0sKb6mP5+afjgYTyspjzF1PJ6dJT0qT6rQdnnyHndL+sQ71uX+hYLxrNRY+752Rwc5f56k5fIEoPu870F2Tfe7ph/y/LL4sjxVmnbJsyHZb5LelWfvAxPkOr5Gw49tE3kmOr73/kzfLmmupFMY00qNZwfv//EfnIxJLI0nM+gAAACAi7BIFAAAAHARAnQAAADARQjQAQAAABchQAcAAABchAAdAAAAcBECdAAAAMBFCNABAAAAFyFABwAAAFyEAB0AAABwEQJ0AAAAwEUI0AEAAAAXIUAHAAAAXIQAHQAAAHARAnQAAADARQjQAQAAABchQAcAAABchAAdAAAAcJH/H1ra+I8+ZJnFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cph.plot_partial_effects_on_outcome('Contract', values=[\"Month-to-month\", \"One year\", \"Two year\"], plot_baseline=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}