diff --git a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb
index c7440d281285dc90f6baa52399f312c57377725c..bc5027022ea367bc3cd1d502fe47aeae6a5b612d 100644
--- a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb	
+++ b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb	
@@ -2,11 +2,19 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 2,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
+     ]
+    }
+   ],
    "source": [
     "import scipy.stats as st\n",
     "import matplotlib.pyplot as plt\n",
@@ -28,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
@@ -195,7 +203,7 @@
        "5     NaN     NaN                0          0     NaN  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -207,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 4,
    "metadata": {
     "tags": []
    },
@@ -221,7 +229,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -232,7 +240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {
     "tags": []
    },
@@ -248,7 +256,7 @@
        "Name: height, dtype: int64"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -267,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 6,
    "metadata": {
     "tags": []
    },
@@ -278,7 +286,7 @@
        "Text(0.5, 1.0, 'Grösse Frauen')"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -345,7 +353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 7,
    "metadata": {
     "tags": []
    },
@@ -383,13 +391,13 @@
        "<Axes: title={'center': 'μ'}>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -431,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 8,
    "metadata": {
     "tags": []
    },
@@ -452,7 +460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 9,
    "metadata": {
     "tags": []
    },
@@ -491,13 +499,13 @@
        "      dtype=object)"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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thtO4TOmdpJsaLwz+8q2Nyi+rMRsIgFfwjG+gAM7IZ9uPaG9BhaJCAnTNiE6m4zQJdNh1/aguklxXuwAAAOBSXFmrhTtcO4FMt7592z0zeqtXcqQKymv1q7c2yrIs05EAeDiKSoCXsixLTy3aI0m6cUwXhQebOfHtRK4d2VlBDrs2ZBdrY3ax6TgAAAAe4cPNh1XXYKl3h0j16hBpOs4xQgId+te1QxQUYNeXO/L10lf7TUcC4OEoKgFeas3+o1p/oFhBDnvTDCNPkhgZrJkDUyRJL36VZTYMAACAh3C3vl0yxLN2Kbn16hCp38zoLUn644fbtTuv3HAiAJ6MohLgpWYvy5IkXTqko5IiQ8yGOQF3sev9jbkqKKcvHwAA+LeDRyu1al+RbDbpokGeccBKc2aNTdfEnomqrXfqN3M3y+mkDQ5A8ygqAV7ocEm1PtnqOobWE3cpuQ3uFKPBnWJU2+DU/1YeMB0HAADAqPc2HpIkjeoap9SYUMNpTsxms+lPl/ZXWJBDq7KK9L/VrOMANI+iEuCFXlt1QPVOSyPT49Q3Ncp0nJO6eVy6JOnlFftVW+80GwYAAMCgd9e7ikqeNqC7OWmxYbp7Wi9J0l8+zOQ0OADNoqgEeJnaeqdea9z1892xXQynObUZ/VOUGBmsvLIafbQl13QcAAAAI7bnlmrHkTIFOeyaMSDFdJzTMmtsugZ0jFZZTb0e/WyH6TgAPBBFJcDLfLz1sArKa5QUGazz+3UwHeeUggLsumGUq/j1QuMcKAAAAH/jHtA9pXeiokMDDac5PQ67TQ98p68k6fXV2dqSU2I4EQBPQ1EJ8DIvLc+SJF03qrMCHd7xR/i6UZ0V5LBrQ3ax1h84ajoOAABAu3I6Lc3f4D2tb980Ij1OFw5MkWVJf/hgmyyLod0AvuYd30gBSJK2HSrVmv1HFWC36bqRnU3HOW2JkcG6cJBrm/fsxqIYAACAv1iVVaRDJdWKDAnQlN5JpuO02L0X9FGQw64Ve4u0fE+h6TgAPAhFJcCLvN548sb5/TooKSrEcJqWuWVcV0nSB5tylVNcZTgNAABA+3m3sfVtRv8OCgl0GE7Tch1jQnXtyE6SpMc+28luJQBNKCoBXqKqtkHz1rsWJNc0/qXuTfp3jNaYjHjVOy09t2Sf6TgAAADtoqa+QR9sch1WcskQ72p9+6YfTemuoAC71uw/qqW7C0zHAeAhKCoBXuLDzbkqq65XWmyoxnVLMB3njPxwcjdJ0v9WHdDRilrDaQAAANrewh35Kq2uV4eoEI3uGm86zhlLjgppGr/AbiUAbhSVAC/hbn27engn2e02w2nOzIQeCeqXGqWquga9+FWW6TgAAABt7p3GneYXDU712jWc248md1NwgF3rDhRr8S52KwGgqAR4hd15ZVqddVR2m3TlcO9rfXOz2WxNu5VmL89SZW294UQAAABtp7S6Tl9k5kmSLh6cajjN2UuKCtENo7tIkp74crfhNAA8AUUlwAu8vipbkjS1d5I6RHvXgO5vm9E/RV3iw1RcWaf/NX4uAAAAX/Tx5sOqrXeqR1KE+qZEmY7TKm6b0FUBdptW7SvSlpwS03EAGEZRCfBwtfVOzXUP6B7R2XCas+ew23T7RNdupacW7VFVbYPhRAAAAG3jncZT3y4Z0lE2m3e3vrmlRIfqggEpkqQXlmWZDQPAOIpKgIdbtDNfRRW1SogI1uReiabjtIorhqUpLTZU+WU1eonZSgAAwAcdKq7SV3sLJUkXDfL+1rdvumV8V0nS/I2HlF9WYzgNAJMoKgEebt76g5JcffgBDt/4IxsUYNfPzu0pSXpy0R6VVtcZTgQAANC65q3PkWVJozPi1CkuzHScVjW4U4yGdo5RbYNT/1t1wHQcAAb5xjdUwEeVVNXp8+2u4Y6XDuloOE3runRIR3VLDFdxZZ2eXbLPdBwAAIBWY1mW3lrrujB4xTDvPWTlZL47Jl2S9MbqbDmdltkwAIyhqAR4sA8356q23qmeyRHql+obwx3dHHab7prWS5L03JK9KqqoNZwIAACgdaw7cFT7CioUFuTQjP4dTMdpE9P7d1BUSIByiqu0bE+B6TgADKGoBHiweetcwx0vHZLmM8MdJamhoUFvvvmmvpj9iMre+o22/+USxUcE66abbjqt52dlZekHP/iBunbtquDgYCUkJGjMmDH629/+dtxj33vvPc2aNUsDBgxQQkKCAgMDlZSUpAsuuEDvv/9+K38yAAAA6a21rjXcjP4pCg8OMJzmzLjXa3fffbcmTpyo8PBw2Wy2pvVaSKCjaSe9+6Ti2bNny2aznfKfl1566bj327lzp26++WZ16dJFQUFBioyM1IgRI/TYY4+ptpaLj4CnslmWxV5FwANlF1VqwsNfymaTlt8zVSnRoaYjtZri4mLFxsYed/tFV1yrd+e8dtLnfvTRR7riiitUVVWloUOHqkePHiosLNTmzZsVHh6u3bt3H/P4K664QnPnzlW/fv3UuXNnRUZGKisrSytXrpQk3XvvvfrTn/7Ueh8OAAD4teq6Bo34w+cqq6nX/743WmO6xZuOdEZOtF6bNWuWZs+eLUnadqhUF/xriQIdNq249xxt37Bazz77bLOvV1JSonfeeUeStGfPHmVkZDTdt3z5cp133nmqrKxUnz591L9/f5WUlGjJkiWqqqrSpEmT9PnnnysgwDsLdIAv408l4KHmrXdd4RrbLd6nCkqSFBgYqBtvvFHDhw/XiBEj9MCLn+rzpx/U+gNH1eC05LA3vysrMzNTl112mSIjI/XZZ59p7NixTfc5nU6tW7fuuOfcd999evrppxUff+yCbuXKlTr33HP1l7/8Rddee60GDBjQuh8SAAD4pU+2HlZZTb06xoRqVNc403HO2LfXazt27NDNN998zGP6pkZpYFq0Nh0s0bsbDumW8eM1fvz4Zl/vySef1DvvvKNx48YdU1CSpDvuuEOVlZX685//rHvuuafp9kOHDmnChAlatGiRXn755ePeH4B5tL8BHsiyrKai0qVD0gynaX3h4eF66aWXdOedd2rMmDG6YqTrWNqiyjq9vvrEJ4j84he/UHV1tWbPnn1MQUmS7Ha7hg8fftxzhgwZclxBSZJGjRqlq6++WpZl6csvvzzLTwQAAODiHtB9+bA02U9wocwbfHu9FhIS0uzj3C1w7208dNLXe+WVVyRJN9544zG3l5eXa/369QoLC9OvfvWrY+5LTU3VHXfcIUlavXr1GX0OAG2LohLQCrKysmSz2TR58mRVVFToF7/4hTp16qTQ0FANHTpU8+fPb3rsnDlzNGrUKIWHhys5OVl33nmnqqqqjnm9DdnF2pNbqIpVc/TQrRcqIiJCERERGj16tF588cVmMyxZskR33HGHBg4cqNjYWIWGhqp379665557VFxcfNzjFy5c2NQXX1RUpB/+8IdKSUlRcHCw+vfvr+eff75V/xudTHRYUNO/P/zxDuWX1Rz3mOzsbH3yySfKyMjQBRdc0CrvGxgYKEkKCgo6xSMBAIC3a+31mqSm3TVDhgxRRESEwiMiNOeBWSrf/IUuH3r8yb3evF47kZkDU2S3udav+wsrmn3Mvn37tHz5cgUFBemqq6465r7AwEDZ7af+WtrcRUIA5lFUAlpRbW2tzjnnHL366qsaPXq0Ro8erY0bN+rSSy/V559/rscee0zXXXedIiMjdf7556uhoUGPP/64brvttmNe55UvN+nwy3er4MsXlXfkiCZNmqSJEycqMzNTN910k37yk58c996//OUv9dxzzyk0NFTnnHOOzjnnHJWWluqvf/2rxo8fr/Ly8mYzFxcXa8yYMXrvvfc0YcIEjRs3TpmZmbr11ltP2BPfVmJCA1VSVaffzNusb497W7hwoZxOp8aOHav6+nq9+eab+ulPf6o77rhDTz31lI4ePdqi99q8ebPeeOMNBQYG6rzzzmvNjwEAADxYa63X8vLyNGbMGP3mN7/R4cOHNWnSJKX3H67awoMq/PAxPfLgPce9ty+s174tKTJE47onSJLe29D8biX3LqWZM2ceN6cpODhYEydOVGVlpR5++OFj7jt06JCeeOKJplY8AB7IAnDW9u3bZ0myJFlTp061ysvLm+574YUXLElW9+7drdjYWGv16tVN9+Xk5FhJSUmWJGvPnj2WZVlWTV2DFdVjpCXJuvy737Oqq6ubHn/48GFr+PDhliTro48+OibDhx9+aBUXFx9zW3V1tfX973/fkmT93//93zH3ffnll02Zr7nmmmPeZ968eZYkq3Pnzsd91kmTJjU973T/eeGFF0763+9///ufJcm6+MrrrO6/+cDq8uv3rTdWHzjmMffcc48lyfrBD35gjR49+rj3iIuLsxYsWHDC93jvvfesWbNmWdddd501fvx4y263W8HBwdbs2bNPmg0AAPiG1lyvWZZlXXDBBZYk66c//alVXV1tOZ1Oa8ojX1ppd7xsZfQZ6LPrtVmzZh1335urD1hdfv2+NfWRLy2n03nc/T179rQkWXPnzm32tTMzM61OnTpZkqw+ffpYV155pXX++edboaGhVkZGhvXpp5+eNBsAcxjUDbQiu92uJ598UuHh4U23ffe739Uvf/lL7d69W7/97W+PmfuTmpqq66+/Xo899pgWL16sjIwMPf/ulyrdtUphHXvptWf/o6DAr/+YJicn67///a+GDh2qJ598UtOnT2+6b8aMGcflCQ4O1j/+8Q89//zzevfdd/XAAw8c95ioqCj9+9//VnBwcNNtl1xyifr3768tW7YoKytL6enpTfdNnz79mF+fju7du5/W42LCAvXz83rq4Y936Pfzt2lMRrw6xYVJUtNOpGeffVYRERF67bXXNH36dOXn5+uhhx7SK6+8oksvvVRbt25Vx47HbzffuHHjMa2DoaGh+uc//8lVLwAA/ExrrNc2bNigDz/8UCNGjNCjjz4qu92u9QeOam9+hSJiEvTsC89q/OiRPrlea875/Tvovne2aE9+hbbllqpfanTTfatWrdLOnTsVFxenmTNnNvv8Xr16aenSpbr00ku1bt06bd++XZJks9k0ZcoU9evX74yzAWhbFJWAVpSenq6ePXsec5vdbleXLl1UUFCgadOmHfcc9+kXubm5kqTZc96VJI2dOv2YgpKbu2d/1apVx92Xk5Oj+fPnKzMzU6WlpXI6nZJcM4N27drVbOZhw4Y126Pes2dPbdmyRbm5uccsSr55IkdbuH1iNy3Ynqc1+4/qrjkb9b/vjZbDbmv6LPX19Xr66aeb+vFjY2P18ssva8eOHVq9erX+85//6I9//ONxr/vb3/5Wv/3tb1VdXa3du3frySef1Pe//3299957evvtt5mrBACAn2iN9dqnn34qyVXYcc8Dcg/ontG/g8aNGuzT67VviwoJ1Dm9k/TRlsN6b8OhY4pK7ta3q6666oTrrQULFujyyy9Xp06dtGDBAg0fPlyFhYV67rnn9Kc//UlffPGFVq1apcTExHb5PABOH0UloBU1t0NGkiIiIk54v/u+mpoalVTWKXPXXknS5y//U7aX/3nC96qurj7m148++qjuuece1dXVtShzWlrzp8tFRkY25WpPDrtNf79qkGb8c4lW7SvSf77crZ+c06Ppv1NERISuvPLK45538803a/Xq1Vq0aNFJXz8kJET9+/fXE088IYfDoccff1yPP/647rrrrjb5PAAAwLOc7XpNcg39lqT77rtP99133zGPfUzSY9e4/t1X12vNuXhwqquotPGQfj29t+x2m+rr6/XGG29IOv7UN7eioiJdeeWVqqur00cffdT03z8yMlIPPfSQSkpK9Pjjj+uRRx7RX//613b7PABOD0UloBWd6uSKU93/weZcNTgbJEnjx49Xt27dTut9V6xYobvuukvR0dH65z//qcmTJ6tDhw5NW6RTU1Obrqy1NNO3/eUvf1FmZmaLnnPbbbdp/Pjxp/34LvHheuji/rprzkY99vlOjcqIV5cuXSRJnTt3ls12/PG87qtzeXl5p/0+N954ox5//HG9++67FJUAAPATZ7tek9S0u8i9XssuqtTKfUUKC3JoRv8UNbNU8bn12rdN7pWkyOAA5ZZUa312sYZ1idWnn36qvLw8ZWRkaOzYsc0+74MPPlBRUZHOOeecZgt6V155pR5//HEtXrz4jLMBaDsUlQAP8u6GHDkiXadnXHLJJadd6Jg3b54k6Y9//KNmzZp1zH1VVVU6fPhwq2X8+OOPT7kb6NsmT57c4kXK5cPStGx3geauz9HPXl+v+4b1l6QTnvJWVFQk6esriacjIcH13zo/P79F2QAAgH9z7xxyr9duemGV9uzI10+mdtdd03o1+xxfXK99U0igQ5N7J2n+xkP6bNsRDesS29T6dsMNN5zweQcPutoGo6Ojm73ffXtLT/oF0D5aVvIG0GbKquu0KqtIoelDJH298Dgd7r9km9saPWfOHFmW1TohJS1cuFCWZbXon5tuuumM3uv3l/RXenyYDpVUa15OuOLj43X48GHt2LHjuMe6F05Dhgw57dd3P+d0d4QBAABI0nnnnSfJtV47UlqtxTtdF6guH9p8m5rku+u1b5rWN1mS9Om2wyovL9e777pmhZ6sqNShQwdJ0vr169XQ0HDc/atXr5akFg8eB9A+KCoBHmLnkTJZljRh7Bidd955WrZsmX784x+rtLT0uMdu3LhRH3/8cdOv3cMmn3vuuWN69Ldt26Zf//rXbR++jUQEB+jf1w1VoMOmz3cUasoVN8uyrOP+u3z++eeaPXu2bDabbr/99qbb8/Pz9cwzz6iysvK41/7ss8/0q1/9SpJrHhMAAMDpGjVqVNN67apZt6m+ulLDu8QqPeHrE+X8Zb32TZN7JSrQYdPe/Ao9Ofs1VVZWavTo0erRo8cJnzN9+nQFBwdr3759uv/++5taCyVpx44dTafhXXHFFW2eH0DL0f4GeIjMw2VSsnTR4FRNu+wVTZ8+Xf/5z3/02muvafDgwUpNTVVJSYk2bdqk7Oxs/fSnP206ovbmm2/W3//+d82fP1+9evXSiBEjVFRUpEWLFumSSy7RqlWrtH//fsOf8Fg/+tGPtG7dOklSYWGhJFdP/ejRo5ses2LFCvXvGK17Z/TR79/fpg2xEzVmwhp98cUX6tmzp0aPHq2CggKtWLFCDQ0N+uMf/6iRI0c2Pb+iokLf//739bOf/UzDhg1TWlqaKioqtHPnzqY5Az//+c91+eWXt+MnBwAAvuCVV1zrtcXvvCp78Dva3m+Arl+a4ZfrNbfIkECN6ZagxTvz9fyLL0k68YBut5SUFD3yyCO688479ec//1lvvPGGhgwZosLCQn311VeqqanRBRdc0Co7qQC0PopKgIfIL6tRgt2mCwakKC48SMuXL9czzzyj119/XevXr9fy5cuVnJysjIwM3XnnnbrmmmuanhsfH6/Vq1fr17/+tRYtWqT33ntPXbt21UMPPaS7777bI9u7tm3bppUrVx5zW0FBgQoKCo577M3j0rVsd4G+yMxT0IX36aHp5+v1117RJ598oqCgIE2aNEk///nPdeGFFx7zvKSkJD388MNauHChtm7dqjVr1sjpdColJUXXXHONbr/9dk2ePLktPyYAAPBRSUlJeuqNDzX9Rw+qKnOxcvZs1+4t6/x2veY2rW+yFqzboR3rVigwMFBXX331Kd/njjvuUP/+/fXPf/5TK1as0LvvvquwsDANGTJEN954o26//XY5HI6z/jwAWp/Nas3mXQBn5NFPd+hfC3Zrau8kPX/TCNNxPFJRRa1m/HOxjpTW6IbRnfWHSwaYjgQAAPzc/e9s0csr9uviwan65zWnP9fRlx0prdaoP30hm01aee85SooKMR0JQBtiphJgmGVZenfjIUnSxYNTDafxXHHhQXr0qsGSpFdXHtDa/UVmAwEAAL9WU9+g9xrXcFcMO/GAbn+THBWiQZ1iZFnS59vzTMcB0MYoKgGGbTxYov2FlQoNdOjcPsmm43i0cd0TdMWwNFmWdO/czaqtd576SQAAAG3gi+15KqmqU0p0iMZ2SzAdx6N88xQ4AL6NohJg2LsbciRJ5/VNVngwY85O5b4L+iguPEg7j5Trv4v3mI4DAAD81FtrD0qSLh3SUQ67zXAaz+IuKn21p1DVdQ2G0wBoSxSVAIManJbmb8yVROvb6YoND9IDF/aVJP1rwW5lFVQYTgQAAPxNXlm1Fu3MlyRdTuvbcbonRahjTKhq6p1asbfQdBwAbYiiEmDQV3sKVVBeo5iwQE3okWg6jte4eHCqJvRIUG29U3/9ONN0HAAA4GfeXX9IDU5LQzvHqFtihOk4Hsdms2liT9fa1l18A+CbKCoBBrlb3y4YkKKgAP44ni6bzab7ZvaR3SZ9tOWw1u4/ajoSAADwE5ZlNbW+XTGsk+E0nmsSRSXAL/AtFjCkuq5BH29xDS+8eBCtby3Vu0NU00krf/pwuyzLMpwIAAD4g805JdpxpExBAXbNHJhiOo7HGts9Xg67TXvzK5RdVGk6DoA2QlEJMGThjjyV1dQrJTpEI9LjTMfxSr84r5dCAu1au/8oV8EAAEC7mLPGtUtper8Oig4NNJzGc0WFBGpY51hJ7FYCfBlFJcCQdzcckiRdNChVdk4MOSMdokN0/agukqQnF3ISHAAAaFvVdQ1N4wuuHM6A7lOZ1IsWOMDXUVQCDCitrtMXmXmSpIs49e2s3DahqwIdNq3cV8RsJQAA0KY+23ZEpdX1So0O0dhuCabjeDz3XKXluwtUW+80nAZAW6CoBBjwyZbDqq13qntShPqmRJmO49VSokN16ZCOktitBAAA2tacxgHdlw1Nk4Od5qfUNyVKCRFBqqht4OIf4KMoKgEGvLfR1fp28aBU2WwsSM7W7ZO6yWaTPt9+RFkFFabjAAAAH5RbUqUlu1xtXO7DQnBydrtNE3u4dist3JlnOA2AtkBRCWhn+WU1Wra7QBKtb62lW2KEJjdur3515X7DaQAAgC+auy5HliWNTI9TekK46TheY2LjGs29/gXgWygqAe3soy25clrSoLRodYlnQdJabhzjGtj95pqDqqptMJwGAAD4Esuy9FZj69sVDOhukbHd4iVJWw+Vqriy1nAaAK2NohLQzt7fmCtJ+s4gdim1pkk9k9QpLlQlVXWav+mQ6TgAAMCHrN1/VPsKKhQW5NDMASmm43iVpKgQ9UiKkGVJX+0pNB0HQCujqAS0o9ySKq3KKpIkzRzIgqQ1Oew2XT/KtVvp1RW0wAEAgNYzZ41rl9IFA1IUHhxgOI33ce9WWk5RCfA5FJWAdvTBJtcupZHpcUqJDjWcxvdcOSxNAXabNh4s0e68ctNxAACAD6iua9CHm11rOAZ0n5mx3RMkScv2MFcJ8DUUlYB2NL+xqHThIHYptYX4iGBNahwGOW/9QcNpAACAL1iQmaeymnqlRodoZHqc6TheaXRGvOw2aW9+hQ6XVJuOA6AVUVQC2smBwkptzC6W3SbN6E9Rqa1cOrSjJOmd9YfkdFqG0wAAAG/3zvocSdJFgzvKbrcZTuOdokMDNaBjtCROgQN8DUUloJ24h0eP7ZagxMhgw2l817l9khUZHKCc4iqtbpxfBQAAcCZKKuu0cEe+JOmSIRyycjZogQN8E0UloJ28v8l96hu7lNpSSKBDMwZ0kCS9syHHcBoAAODNPtySq9oGp3olR6p3hyjTcbzauG6uotLy3YWyLHaTA76CohLQDnbnlWl7bqkC7Dad36+D6Tg+75LBrha4j7ccVn2D03AaAADgrd5tvEB1MbuUztrw9FgFOew6XFqtfQUVpuMAaCUUlYB2MH+ja5fSxJ6JigkLMpzG943sGqfYsEAdrazTqn20wAEAgJbLLanSysZ1xEWDKCqdrZBAh4Z2iZEkLdtTaDYMgFZDUQloY5Zl6f3GeUq0vrWPAIdd0/q6doR9tOWw4TQAAMAbzd94SJYljUyPU1psmOk4PuHrFjjmKgG+gqIS0Ma255ZpT36FggLsOrdPsuk4fmN641ylT7Ye5hQ4AADQYh9sdl2Y4qJg63EP6/5qbyHrM8BHUFQC2pj71LepvZIUGRJoOI3/GNctQZEhAcorq9G6A0dNxwEAAF7k4NFKbcwuls0mnd+feZitZVBatCKCA1RcWadtuaWm4wBoBRSVgDZkWZbmb3S3vtGL356+uTPsY1rgAABAC7jXDiPS45QUGWI4je8IcNg1qmucJGkZLXCAT6CoBLShjQdLdPBolcKCHJraO8l0HL9zXl9XUWnBjjzDSQAAgDdxz2S8gF1Krc7dAsewbsA3UFQC2tAHja1v5/ZJVmiQw3Aa/zOhR4IC7Dbtza/g6FoAAHBaDpdUa+1+V+v89P7MU2pt47rHS5JW7ytSbb3TcBoAZ4uiEtBGLMvSh40DHi8YwILEhMiQQI3KcG2xXpDJbiUAAHBqn25zrd+Gdo5Rh2ha31pbr+RIxYcHqaquQRuyi03HAXCWKCoBbWRzTolyil2tb5N7JZqO47em9m5sgcs8YjgJAADwBp9tc60Zzu9H61tbsNlsGtPNtVuJuUqA96OoBLQR9y6lKb2TFBJI65sp5zTOslq5t0hl1XWG0wAAAE9WWl2nFXtds37csxnR+sY1zlVavoeiEuDtKCoBbcCyLH28JVeSdAG9+EalJ4QrIzFc9U5LS3axcAEAACe2aEe+6hosdUsMV0ZihOk4PmtcN1dRaf2BYlXU1BtOA+BsUFQC2sD23DJlFVYqOMBO65sHmNzTtVuJohIAADiZz7e7Wt/OZZdSm+ocH6a02FDVOy2tyioyHQfAWaCoBLSBjxp3KU3ulajw4ADDaTC+B337AADg5OoanPqy8WCPaRSV2tzYxrlKK/YUGk4C4GxQVAJamWVZ+mBzY+sbp755hJFd4xVgt+lAUaUOFFaajgMAADzQqn1FKq2uV3x4kAZ3ijUdx+eNbWyB+2ovRSXAm1FUAlrZrrxy7c2vUJDDrqmNQ6JhVkRwgIZ0jpEkLWMgJAAAaIb71Ldz+iTJYbcZTuP73CfAbckpUUklh6kA3oqiEtDKPmo89W1CjwRFhgQaTgM39ykjS2mBAwAA32JZVlNR6dw+tL61h+SoEGUkhstpSSv3sVsJ8FYUlYBW5p6nNIPWN48y3n107e4COZ2W4TQAAMCTbM8tU05xlYID7JrQg0NW2ot7rtJy5ioBXouiEtCK9hVUKPNwmQLsNp3HVS6PMqhTjMKDHDpaWadtuaWm4wAAAA/iPvVtQo8EhQY5DKfxH+65SiuYqwR4LYpKQCv6bJur9W1Mt3hFh9H65kkCHXaNzuAUOAAAcDx369t5nPrWrtxrs8zDZSoorzGcBsCZoKgEtCIWJJ6NuUoAAODbjpRWa3NOiWw2aWpv1nDtKS48SH1SoiSxWwnwVhSVgFZSWF6jtfuPSpLOofXNI43v4Soqrc4qUnVdg+E0AADAEyzamS9JGtgxWomRwYbT+J8xGcxVArwZRSWglSzIzJPTkvqmRKljTKjpOGhGj6QIJUYGq7rOqfUHik3HAQAAHmDRDldRaVKvJMNJ/JN7WPcKikqAV6KoBLQS94BHWt88l81m06iucZKkVfuKDKcBAACm1Tc4tWRXY1GpJ6e+mTAyI052m7S3oEK5JVWm4wBoIYpKQCuormvQ4p2uOT0UlTxbU1Epi6thAAD4u40Hi1VaXa/o0EANSos2HccvRYUEakBajCTpK3YrAV6HohLQCpbvKVBVXYNSokPULzXKdBycxKjGvv21+4+qtt5pOA0AADDJ3fo2vkeCAhx8NTKFuUqA9+InJ9AK3Ke+ndsnWTabzXAanEz3xAjFhgWqus6pzTklpuMAAACDFjYO6Z5M65tR7rlKX+0plGVZhtMAaAmKSsBZcjotfb49TxKtb97AbrdpJHOVAADwewXlNdp00HWBiXlKZg1Pj1Wgw6ac4iplFzFXCfAmFJWAs7TxYLHyy2oUERygURlxpuPgNIzq6roatnIfW6wBAPBXS3e55mH2SYlSUlSI4TT+LSwoQEM6xUpyjZUA4D0oKgFnyd36NqlXooIDHIbT4HS4dyqtyTqqBidbrAEA8EcLd7h2mk/uxS4lTzCmG3OVAG9EUQk4S59vdxWVzutD65u36JMSpciQAJXX1GvboVLTcQAAQDtzOi0tbtypROubZ/hmUYm5SoD3oKgEnIWc4irtPFIuu42rXN7EYbdpRLprtxItcAAA+J8th0pUVFGriOAADesSazoOJA3pHKPgALsKymu0J7/cdBwAp4miEnAW3Numh3SOVUxYkOE0aIlRXd1FJYZ1AwDgbxbucJ36Nq57vAIdfCXyBMEBjqaLfrTAAd6Dn6DAWfgy07UgmcIuJa/jnqu0OqtITuYqAQDgVxbvdK3hJtL65lHcLXDLdjOsG/AWFJWAM1RT39D0F97kXkmG06Cl+neMVliQQ8WVddqZV2Y6DgAAaCdl1XVan10sSZrYg6KSJxnXPUGSa6dSfYPTcBoAp4OiEnCGVu0rUlVdg5Iig9UvNcp0HLRQoMPeNENhFS1wAAD4jZV7i9TgtNQlPkyd4sJMx8E3DOgYrZiwQJVV12vjwWLTcQCcBopKwBly9+JP6pkom81mOA3ORNNcpb0UlQAA8BdLG3eaj2/cFQPP4bDbmnYrLd5JCxzgDSgqAWfoy8Yh3VN60/rmrUZ2dfXtr9xXxNG1AAD4CYpKnm1SY0vi4l35hpMAOB0UlYAzsL+wQnvzK+Sw2zS+BwsSbzWoU7SCGo+u3VdQYToOAABoY4dLqrU7r1w229dDoeFZ3GvrjdnFKqmsM5wGwKlQVALOgLv1bXiXWEWFBBpOgzMVHODQ4LQYSa5T4AAAgG9z71Ia2DFaMWFBhtOgOakxoeqeFCGnJS3bQwsc4OkoKgFnYCGtbz5jZONcpVX7jhpOAgAA2pr75N5xtL55NPepfEtogQM8HkUloIWq6xq0fE+hJGlyL46h9XYj3EWlrELDSQAAQFuyLOvreUqML/BoE3p+PaybuZeAZ6OoBLTQV3sLVVPvVEp0iHolR5qOg7M0rEus7DYpu6hKuSVVpuMAAIA2svNIufLLahQSaNewLrGm4+AkRneNV5DDrpziKu1l7iXg0SgqAS20qHGe0uReSbLZbIbT4GxFBAeoX2q0JGnVPuYqAQDgq9y7lEZ2jVdwgMNwGpxMaJBDI7q6Cn+Ld9ICB3gyikpAC1iWpQWZjfOUaH3zGe65SgzrBgDAdy1tnM8zvjunvnmDCU1zlRjWDXgyikpAC+wrqNCBokoFOmway4BHnzEi3T2sm6ISAAC+qLbeqZWNf88zpNs7uId1f7WnUDX1DYbTADgRikpACyxsbH0b2TVOEcEBhtOgtYxId22v3nmkXEcrag2nAQAArW1DdrEqaxsUHx6kPh2iTMfBaejdIVIJEcGqqmvQ2ixO6QU8FUUloAXcvfjuKyfwDfERweqeFCGJFjgAAHyRu/VtbPcE2e3MxPQGdrtNExtP6VvIXCXAY1FUAk5Tbb1TK/a6jp3nGFrf426Bo6gEAIDvcV8YnEDrm1eZ2idJkvT59iOGkwA4EYpKwGli27RvG9WVuUoAAPii0uo6bTxYIkkax4VBrzKxZ6IC7Dbtza/QvoIK03EANIOiEnCa3Fe42Dbtm0Y0FpW2HCpVRU294TQAAKC1rNhTqAanpYyEcHWMCTUdBy0QFRKoURmuNdoX7FYCPBJFJeA0cQytb+sYE6qOMaFqcFpaf6DYdBwAANBKljVeGOTUN+80tXeyJOmL7XmGkwBoDkUl4DR8c9v0eIZ0+6yRTS1whYaTAACA1rKEopJXO7dxrtLqrCKVVNUZTgPg2ygqAafBvW26K9umfVpTUYlh3QAA+IRDxVXam18hu00a043d5t6oS3y4uiWGq95paTGnwAEeh6IScBq+3jbNYsSXuU+AW3+gWDX1DYbTAACAs+Veww1Mi1F0aKDhNDhT5/ZxtcAtyKQFDvA0FJWA0+DeNj2+O61vvqxbYrjiw4NUU+/UlpwS03EAAMBZcheVJnDqm1c7p7Go9OWOPNU3OA2nAfBNFJWAU2DbtP+w2WxNu5VW7qMFDgAAb2ZZlpbuds1JZJ6Sdxva2bXTrLiyTus4UAXwKBSVgFNg27R/cc9VWk1RCQAAr7bjSJkKymsUGujQkM4xpuPgLAQ47JrSy9Ux8EXmEcNpAHwTRSXgFJY2tb5xhcsfuItKa7KOqsFpGU4DAADO1NJdrjXcyK5xCg5wGE6Ds+VugftiO3OVAE9CUQk4CcuymnYqjacX3y/0SYlSRHCAymrqlXm41HQcAABwhpYyT8mnTOyZqAC7TbvzyrWvoMJ0HACNKCoBJ5F5uEwF5bVsm/YjDrtNw7rESpJW0QIHAIBXqq13auVe19/jzFPyDdGhgU3zTT/akms4DQA3ikrASbh3KbFt2r80zVXKoqgEAIA3Wn/gqKrqGpQQEaReyZGm46CVzOifIkn6eMthw0kAuFFUAk5iyS62Tfsjd1Fp1b6jsizmKgEA4G3cFwbHdkuQ3W4znAatZVq/ZNlt0qaDJcouqjQdB4AoKgEnVFPf0NT+xLZp/zIwLVpBAXYVlNfQsw8AgBdawkxMn5QQEawR6a6Lf59sZbcS4AkoKgEnsP5AcdO26d4d2DbtT4IDHBrcKUYSLXAAAHib0uo6bcwulsSFQV90wQBXC9xHtMABHoGiEnAC7mNox3VPkM3Gtml/M7LxKthKhnUDAOBVVuwplNOSMhLC1TEm1HQctLLz+3WQJK3df1SHS6oNpwFAUQk4AfcxtOO5wuWXGNYNAIB3cs9TYpeSb+oQHdJ0Ui8tcIB5FJWAZpRU1mnTwWJJLEj81dAusbLbpOyiKuWWVJmOAwAAThPzlHzfjP6u3Uofbs41nAQARSWgGV/tbdw2nRiuVLZN+6WI4AD17xgtSU0D2wEAgGc7VFylvfkVstuk0RnxpuOgjUxvLCqtyiqiBQ4wjKIS0Az3tukJ7FLya+7TRSgqAQDgHdxruIFpMYoODTScBm0lLTZMI9JjZVnSextzTMcB/BpFJaAZS+nFh74uKjFXCQAA77CMmZh+4+LBHSVJ76w/ZDgJ4N8oKgHfcvBopfYVVMhht2l0N7ZN+7MR6a4hkDuPlOtoRa3hNAAA4GQsy9LS3YWSmKfkD2YOSFGA3aZtuaXadaTMdBzAb1FUAr7FfYVrUFq0okLYNu3P4iOC1T0pQhK7lQAA8HQ7jpSpoLxGoYEODekcYzoO2lhseJAm90qUJL2zgRY4wBSKSsC3fH2FK9FwEniCkV2ZqwQAgDdYust1YXBk1zgFBzgMp0F7uKixBe7dDYdkWZbhNIB/oqgEfIPTadGLj2OMZK4SAABeYSlrOL9zXp9khQc5dPBoldYdOGo6DuCXKCoB37D9cKmKKmoVFuTQ4E4xpuPAA7h3Km05VKrymnrDaQAAQHNq651audd1AYh5Sv4jNMih8/t1kMTAbsAUikrAN7h3KY3OiFdQAH88IKXGhKpzXJganJZW7Ss0HQcAADRj/YGjqqprUEJEkHolR5qOg3Z08RBXC9wHm3NV1+A0nAbwP3xrBr5hSWMv/ji2TeMb3L8flu6iqAQAgCdyXxgc2y1BdrvNcBq0p3Hd4pUQEaSiilot2ZVvOg7gdygqAY2q6xqa5uZMYNs0vsE9m2H5ngLDSQAAQHOWME/JbwU47LpwYKok6e11nAIHtDeKSkCjdfuPqrrOqaTIYPVoPEYekKQx3eJls0mZh8uUV1ZtOg4AAPiG0uo6bcwuliSN48KgX7piWJok6bOtR1RcWWs4DeBfKCoBjb55YojNxrZpfC0uPEh9U6IkSV/toQUOAABPsmJPoZyWlJEQro4xoabjwIB+qVHq3SFStQ1OvbeRgd1Ae6KoBDRyF5WYp4TmjG+aq0QLHAAAnmQZazi/Z7PZdOXwTpKkOWsOGk4D+BeKSoCk4spabc4pkcSCBM1z/75YtrtAlmUZTgMAANyWUFSCpEsGpyrAbtPmnBJlHi41HQfwGxSVALlamixL6pEUoQ7RIabjwAONSI9TkMOuQyXV2ldQYToOAACQdKi4SnvzK2S3uWYgwn/FRwTrnD5JkqS32K0EtBuKSoC4woVTCw1yaFiXWEnSMuYqAQDgEdytbwPTYhQdGmg4DUy7cpirBe6dDTmqa3AaTgP4B4pK8HuWZWnxznxJ0gRODMFJjOvuugK6dFe+4SQAAEA69qAVYHKvRCVEBKugvFZfZuaZjgP4BYpK8Hv7Cyt18GiVAh02jc5g2zRObHyPREnS8j2FqufqFwAARjmdVtMBGlwYhCQFOOy6bGhHSdKctbTAAe2BohL83pLGXSfDusQqPDjAcBp4sgEdoxUbFqiy6nqtO1BsOg4AAH5tW26pCitqFR7k0JDOsabjwENcOSxNkvRlZp7yy2oMpwF8H0Ul+L0lTVe4Eg0ngadz2G2a2NP1++TLHWypBgDApMWNFwbHdEtQUABfa+DSIzlSgzvFqN5pad56disBbY2fvvBrdQ1OfdU4dJlt0zgdU3q5ThVZuIO5SgAAmLRkp+vC4MSerOFwrKtHuAZ2v7E6W5ZlGU4D+DaKSvBrG7OLVVZTr9iwQPVLjTYdB15gYs9E2WzS9txSHS6pNh0HAAC/VFFTrzX7iySx2xzHu3BgikIDHdqTX6G1+4+ajgP4NIpK8GuLG1vfxnVPkMNuM5wG3iAuPEgD02IkSYt20gIHAIAJK/cVqq7BUlpsqNLjw0zHgYeJDAnUhQNTJLl2KwFoOxSV4NfcQ7oncoULLTC5ca4SLXAAAJixuKn1LVE2GxcGcTx3C9z7m3JVVl1nOA3guygqwW+VVNZpY3axJGk885TQAlN6u+YqLd1VoLoGp+E0AAD4n8VNFwZZw6F5w7rEqltiuKrqGvT+plzTcQCfRVEJfmv5ngI5Lal7UoRSY0JNx4EXGdgxWnHhQSqrqdc6+vQBAGhXB49Wam9+hRx2m8Z0o6iE5tlstqbdSq/TAge0GYpK8FvueUqc+oaWstttTVdGF+xgrhIAAO1paeMabnCnGEWHBhpOA0922dA0Bdht2phdrMzDpabjAD6JohL8kmVZWryTeUo4c+4WuC+2U1QCAKA9uVvfuDCIU0mICNa5fZIlMbAbaCsUleCXsgorlVNcpUCHTaMy4kzHgRea0jtJgQ6bdueVa29+uek4AAD4hQan1bRTaQIXBnEarh7paoGbtz5HNfUNhtMAvoeiEvyS+9S34V3iFBYUYDgNvFFUSKBGZ8RLkj7bdsRwGgAA/MOmg8Uqra5XVEiABqVFm44DLzCxR6JSokNUXFmnT7eyZgNaG0Ul+CX3MbQTerJtGmfuvL6u7dSfUlQCAKBduNdw47onKMDBVxmcmsNu05XD0iRJb66hBQ5obfwkht+pa3Dqqz2uBQnzlHA23D366w4cVX5ZjeE0AAD4viVN85RYw+H0XTnc1QK3ZFeBsosqDacBfAtFJfid9QeKVVHboLjwIPVNiTIdB14sNSZUAzpGy7KkL7azWwkAgLZUWl2n9dnFkhjSjZbpFBem8d1dv2fmrD1oOA3gWygqwe+4r3CN754gu91mOA283bTGFjjmKgEA0LaW7y5Ug9NSRkK4OsWFmY4DL3PVCNdupTlrstXgtAynAXwHRSX4ncVNJ4ZwhQtn77x+rqLSkt0FqqipN5wGAADf9XXrG2s4tNy0vsmKCQtUbkl10+8lAGePohL8SnFlrTYdLJZELz5aR6/kSHWKC1VtvVOLd7JAAQCgrSxpvDA4sSdrOLRcSKBDlwzuKEl6YzUDu4HWQlEJfmXxrgJZltQzOUIdokNMx4EPsNlsmt6vgyTp/c25htMAAOCb9hdW6EBRpQIdNo3OiDcdB17q6sYWuM+3H1FhOYesAK2BohL8ysLMPEnSlN5JhpPAl1w4MFWStGB7nipraYEDAKC1uXcDD+0cq/DgAMNp4K36pERpUFq06hoszV2XYzoO4BMoKsFvNDgtLWxckEzpRVEJrWdgWrQ6x4Wpqq5BX2zPMx0HAACfs5jWN7QS98Dut9dxChzQGigqwW9sOlisoopaRYYEaFiXWNNx4ENsNptmDkyRJH2wiRY4AABaU12DU1/tKZQkTWQmJs7ShQNSFeSwK/NwmbYdKjUdB/B6FJXgN77c4dqlNLFHogId/NZH67qwsaj05Y48lXMKHAAArWb9gWKV19QrNixQ/VKjTMeBl4sOC9Q5fVxdC/PWs1sJOFt8s4bf+LJxntLkXlzhQuvrmxKljIRw1dQ79fm2I6bjAADgM9zHv4/vkSi73WY4DXzBpUNcp8C9u+GQGpyW4TSAd6OoBL+QV1atzTklkqRJFJXQBr7ZAvf+pkOG0wAA4Dua5in1SDCcBL5icq8kxYYFKq+sRst2F5iOA3g1ikrwC4saW98GdIxWUmSI4TTwVe5T4BbvLFBJVZ3hNAAAeL+jFbXadLBYkjSBeUpoJUEB9qZ127z1nAIHnA2KSvALX+5wtb5N6c2pb2g7vTpEqkdShGobnPqMFjgAAM7akt0Fsiypd4dIdYjmwiBaz6VDXS1wH285rArmYQJnjKISfF5dg1NLdrq2tU6h9Q1tzH3VixY4AADO3sLGC4OTerKGQ+sa0ilGXRPCVVXXoE+2HjYdB/BaFJXg89buP6qymnrFhQdpYFqM6TjwcRcOcs1VWrqrQEUVtYbTAADgvZxOS4sbLwxSVEJrs9lsumSwa7cSLXDAmaOoBJ/nbn2b3DNRDk4MQRvrlhih/h2jVO+02K0EAMBZ2JZbqoLyGoUFOTQsPdZ0HPgg9ylwy3YX6HBJteE0gHeiqASft2B7Y1GJeUpoJ5cOSZMkzV3HVS8AAM7Uop2ug1bGdotXcIDDcBr4os7xYRreJVZOi9EFwJmiqASfllVQoV155Qqw2zSJE0PQTi4alCqH3aYN2cXak19uOg4AAF7JXVSi9Q1t6aLBrnmY8zflGk4CeCeKSvBp7hO4RmXEKTos0HAa+IvEyGBN7JEgSXqHHn0AAFqstLpO6/YflSRN6sluc7SdGf1TZLdJG7OLdaCw0nQcwOtQVIJP+3Sb6ySHaX07GE4Cf3PZ0K9b4JxOy3AaAAC8y/Ldhap3WspICFfn+DDTceDDEiODNbab62LgfFrggBajqASfVVBeozWNV7jO7ZtsOA38zXl9kxUZHKCc4iqtzioyHQcAAK/ibn2bSOsb2sF3Gk/vnb+RohLQUhSV4LMWbM+TZUn9O0apY0yo6TjwMyGBDl0wwLVAYWA3AACnz7IsLXbPU+pFUQlt7/x+HRTosCnzcJl2HSkzHQfwKhSV4LNofYNplw51HVP74eZcVdc1GE4DAIB32JNfrpziKgUF2DW6a7zpOPADMWFBmth4qA8Du4GWoagEn1RZW68luwokudqQABNGpsepY0yoymrqm4bGAwCAk1u4w7VLaVTXOIUGOQyngb/4ziDXKXDvbzwky2IeJnC6KCrBJy3eWaCaeqc6xYWqd4dI03Hgp+x2my4d4tqtNHfdQcNpAADwDu55SpOYp4R2dG7fZAUH2LW3oELbcktNxwG8BkUl+KRvtr7ZbDbDaeDPLmtsgVu0M19HSqsNpwEAwLNV1TZo5T7XAReTmaeEdhQRHKCpvZMkSfM30gIHnC6KSvA59Q1OLcjMk0TrG8zLSIzQiPRYOS0GdgMAcCor9haqtt6pjjGh6pYYYToO/Iy7BW4+LXDAaaOoBJ+zOuuoiivrFBsWqOFdYk3HAXTl8E6SpDlrslmgAABwEu7Wt4k9E9ltjnY3pVeSwoMcyimu0vrsYtNxAK9AUQk+x936NrV3sgIc/BaHeTMHpCgsyKG9BRVau/+o6TgAAHgs5inBpNAgR1Onw/yNhwynAbwD37jhUyzLajpla1o/Wt/gGcKDAzRzQIok6c012YbTAADgmfYXVmhfQYUC7DaN7R5vOg78lLsF7oNNuWpwssMcOBWKSvAp23PLdPBolUIC7ZrYgytc8BxXjXC1wH2wKVcVNfWG0wAA4HkWN+5SGtolVlEhgYbTwF9N6JGoqJAA5ZXVaFXj0HgAJ0ZRCT7l462u1rfx3RMVGuQwnAb42vAuseqaEK6K2gZ9uJkTRQAA+DZ36xunvsGkoAC7ZvR37TCfv4kWOOBUKCrBZ1iWpQ8af/BfMKCD4TTAsWw2m64YliZJmrPmoOE0AAB4lpr6Bi3fUyiJeUow78JBrqLSx1sOq77BaTgN4NkoKsFn7DhSpj35FQoKsDcN2AM8yeVD02S3SauyirSvoMJ0HAAAPMbarKOqrG1QYmSw+qZEmY4DPzc6I16xYYEqqqjVqixa4ICToagEn/HBJldL0aSeiYqkDx8eqEN0SNPV1zdWM7AbAAA3d+vbxB6JstlshtPA3wU6vr5I/fGWw4bTAJ6NohJ8gqv1zVVUunBgiuE0wIldPaKzJOmttdmqrWc7NQAA0tdFpUnMU4KHcM9V+njLYTk5BQ44IYpK8Anbcku1t8DV+nZOH1rf4LnO6ZOkxMhgFZTX6ovtR0zHAQDAuMMl1co8XCabTZrQPcF0HECSNLZ7vCKDXafArTtw1HQcwGNRVIJPcO9SmtIrURHBAYbTACcW6LDrquGugd2vrTpgOA0AAOYtbtylNCgtRrHhQYbTAC7BAQ6d0ydJkvQRLXDACVFUgtezLEsfbHa3vqUaTgOc2jUjOstmk5bsKtCBwkrTcQAAMGrhzjxJnPoGzzP9Gy1wlkULHNAcikrwelsPlWp/YaVCAu2a2jvJdBzglDrFhWlCD9fC+fXV7FYCAPiv+ganluwqkMQ8JXieyb0SFRbkUE5xlTbnlJiOA3gkikrwevM3HZIkTe2dpHBa3+AlrhvZSZL05pqDqmtgYDcAwD9tyC5WWXW9okMDNSgtxnQc4BghgQ5N6eW6aP3hZlrggOZQVIJX++apbzMH0PoG73FOn2QlRASroLyGgd0AAL/15Q5X69vEnoly2G2G0wDHm96/gyTp4y25tMABzaCoBK+26WCJDh6tUmigg9Y3eJVjB3ZnG04DAIAZCzJdQ7qn9qb1DZ5pSu8kBQXYlVVYqczDZabjAB6HohK8mntA9zl9khQa5DCcBmiZa0Z0liQt2ZWv7CIGdgMA/Mvhkmptzy2VzSZN7EFRCZ4pIjig6fcnp8ABx6OoBK/1zda3CwemGE4DtFzn+DBN6JEgy2JgNwDA/7hb3wZ3ilF8RLDhNMCJXTDg6xY4AMeiqASvtWb/UeUUVyk8yKHJvWh9g3e6dqRrtxIDuwEA/ubLTFdRaQrrOHi4c/okK9Bh084j5dqdV246DuBRKCrBa81dlyNJmt4/RSGBtL7BO53bJ1kJEUHKL6vRF9vzTMcBAKBd1NQ3aOnuAkliLiY8XnRooMZ2S5DEbiXg2ygqwStV1zXog02HJEmXDe1oOA1w5oIC7LpiWCdJ0muraIEDAPiH1fuOqrK2QYmRweqbEmU6DnBKMxpPgWOuEnAsikrwSl9m5qm0ul4dokI0OiPedBzgrFw70lVUWrIrX1kFFYbTAADQ9hY0tb4lym63GU4DnNp5fZNlt0lbD5XqQCEHrABuFJXgleaud7W+XTwkVQ4WIvByXeLDNalnoixLeumr/abjAADQ5hbuYJ4SvEt8RHDTxeyPt9ICB7hRVILXOVpR27QQuWxImuE0QOu4aWy6JGnOmmxV1NSbDQMAQBvKKqjQ3oIKBdhtGt8jwXQc4LS5W+A+3EwLHOBGUQle5/3NuaprsNQ3JUq9OkSajgO0ikk9E5UeH6aymvqmnXgAAPiiLxsvDo5Ij1NkSKDhNMDpO79fB9ls0obsYuWWVJmOA3gEikrwOvPWHZTEgG74Frvdpu+OSZckvbQ8S5ZlmQ0EAEAbcc9T4tQ3eJukqBAN6xwrSfqYgd2AJIpK8DJZBRVad6BYdpt00aBU03GAVnXF8DSFBTm0K69cy/cUmo4DAECrq6yt18q9RZKkKb0TDacBWm46p8ABx6CoBK8yr7EtaFz3BCVFhRhOA7SuqJBAXT7UNSds9vIss2EAAGgDy3YXqrbBqU5xoeqWGGE6DtBiMwakSJJWZxUpr6zacBrAPIpK8BqWZemdDa6iEq1v8FWzxnaRJH2x/YiyiziuFgDgW778xqlvNhsn+ML7dIwJ1aC0aFmW9OnWI6bjAMZRVILXWHfgqPYXViosyKHz+3UwHQdoE92TIjW+e4KclvTKiv2m4wAA0Gosy9KXjfOUpjBPCV7MvVvpw825hpMA5lFUgteYu861S2l6vw4KCwownAZoO7PGpkuSXl+draraBrNhAABoJVsPlSq3pFqhgQ6NyYg3HQc4YzMbi0or9haqsLzGcBrALIpK8Ao19Q16f5PrSsCltL7Bx03tnaROcaEqqapravkEAMDbfb7d1So0sWeCQgIdhtMAZ65TXJgGdIyW05I+oQUOfo6iErzCl5n5KqmqU3JUsMZ2SzAdB2hTDrtNs8akS5KeW7pPTqdlNhAAAK3gs22uL9/n9kk2nAQ4ezMGuMZx0AIHf0dRCV5h7rqDkqSLB3eUw85QR/i+q0d0UmRwgHbnlTcNNQUAwFsdKq7S1kOlstlcO3IBb3dBf1cL3Fd7C1VUUWs4DWAORSV4vPyyGi1oHOp4xbA0w2mA9hEZEqjrRnWWJD29aK/hNAAAnJ0vGlvfhnWOVXxEsOE0wNlLTwhX35QoNTgtfbr1sOk4gDEUleDx5q0/qHqnpcGdYtQzOdJ0HKDd3DyuqwIdNq3KKtL6A0dNxwEA4Ix9tt11gfC8vrS+wXfMHNh4CtwWikrwXxSV4NEsy9Ibq7MlSVcN72Q4DdC+OkSH6OLBrsH0/13MbiUAgHcqq67TV3sKJEnnUlSCD5nR3zVXafnuAhVX0gIH/0RRCR5t3YFi7cmvUEigXd8ZlGI6Tqvavn27rr/+eqWkpCg4OFjp6em64447VFBQcNqvceutt8pms8lms2np0qXH3e90OvXAAw8oNTVVoaGhmjx5sjZt2tTsa9XX12vAgAEaO3asLKvlg6HdOU5m9uzZstlsuummm5q9/Zv/hIeHKzU1VZMnT9avf/1rbd26tcWv6wu+PzFDkvTx1sPaV1BhOA0AAC23eGeB6hosZSSEq1tihOk4p8Qa7fjbWaM1LyMxQr07RKreaenTbZwCB/9EUQke7c3GXUoXDEhRZEig4TStZ8GCBRo+fLhee+01xcTE6MILL1RwcLCeeOIJDRkyRAcPHjzla3z55Zd6/vnnT7pI+Otf/6qHHnpI0dHROu+88/TVV1/p3HPPVVlZ2XGPffzxx7Vt2zY98cQTp1x4tJVu3bpp1qxZmjVrli6++GL1799fW7du1cMPP6z+/fvrhhtuUGlpqZFspvRMjtTU3kmyLOnZJexWAgB4n88b5yl5wy4l1mjNY412YjMHNLbAcQoc/BRFJXisipp6vb/pkCTpah9qfausrNR1112nyspKPfDAA9q+fbvefvttZWZm6u6779bBgwd16623nvQ1qqurdfvtt6tfv34aM2ZMs4+pq6vTww8/rEGDBmnDhg1677339Pzzzys/P19PP/30MY89cuSIHnzwQd1+++0aMmRIq33Wlho/frxmz56t2bNn67XXXtOnn36qvLw8zZ8/X+np6Xr11Vd10UUXqa6uzlhGE9y7ld5ae1AF5TWG0wAAcPrqG5xNB66c28ezi0qs0U6MNdqJzWgsKi3bXaCSSv/7/ABFJXisDzbnqqK2QenxYRrZNc50nFYzd+5cHTlyRL169dLvfve7ptttNpv+9Kc/KT09XZ9++qk2btx4wtd46KGHtHv3bj311FMKDGx+B1dWVpaKi4t1zTXXKDjYdcrKtddeq5CQEG3YsOGYx/7qV79SYGCg/vCHP5z9B2xlNptNF154oVauXKnU1FQtWrRITz75pOlY7WpU1zgN6hSjmnqnnmG3EgDAi6zZf1QlVXWKDQvUsC6xpuOcFGu0lmGN5tI9KUK9kiNV12Dps+20wMH/UFSCx5qzxtX6duXwTsa2+raFtWvXSpImTpwou/3YP4KBgYEaN26cJOndd99t9vmbN2/W3/72N91yyy0aP378Cd/n6FHXaWGxsV8v4Ox2u6Kjo5vuk6Tly5fr5Zdf1p///GfFxXlu8S4pKUm///3vJUn/+te/DKdpXzabTT89p7sk6aXl+1XIbiUAgJf4vHHOzNTeyXLYPXs9xxrtzPjzGs1txgDXwG5a4OCPKCrBI+3JL9fqrKOy26TLh6aZjtOqKipcw5a/uZD4pvj4eElq9iqY0+nU97//fcXExOjhhx8+6ft07txZkrRz586m244ePar8/Pym+5xOp+644w4NGzbslNu5PcFVV10lu92uPXv2nNZMA18ypVeSBqZFq6quQf9ltxIAwAtY1tc7N87rm2Q4zamxRjtz/rxGk76eq7RkV75Kq2mBg3+hqASPNGeN6y+jyb2S1CE6xHCa1pWYmChJ2r9/f7P379u374T3P/HEE1qxYoUeeeSRU16x6tChg4YOHaoXXnhBS5cu1dGjR/WLX/xCTqdTM2fOlCQ99dRT2rBhg5544onjrsh5osjISGVkuOYLbdu2zXCa9mWz2fSzc3tIYrcSAMA77M4r1/7CSgU57JrQI9F0nFNijXbm/HmNJkk9kiPVIylCdQ1W0+48wF94/k8o+J36BqfeXucqKl013Ld2KUmuLdWS9MEHHxx3NG1OTo4+++wzSTru9I+DBw/qvvvu0+TJk/Xd7373tN7r73//uyoqKjRhwgTFxcVp9uzZuuCCC3ThhReqsLBQ999/v2655RaNHDmy6TnV1dVyOp1n/Pm+fezsN/+5+eabz/h13RISEiTpmO3h/oLdSgAAb+I+Yn1s93iFBwcYTnNqrNHOjj+v0aSvB3Z/uPmw4SRA+/L8n+7wOwsy85RfVqP48CBN7e3Zp4SciWnTpmno0KFat26dZsyYoSeeeEJ9+/bV5s2bdfvtt6u+vl6Sjrsq9eMf/1g1NTUtGoA4efJkrVu3Ti+//LKKi4s1atQo3XjjjZKke++9V5Zl6S9/+Ysk6YsvvtCdd96pbdu2KTQ0VDfeeKP++c9/KiSkZTvFZs2adcL7du/erWXLlrXo9b7NsixJ8qk5W6fLvVvpltlr9NLy/fr+hAzFRwSbjgUAQLM+2uKaLzOtbwfDSU4PazTWaGdj5oAU/euLXVq8K19l1XWKDGl+UDvgaygqweO8tuqAJOmKYWkKCvC9zXQ2m01z587VzJkztWbNGo0aNarpvuTkZD344IP67W9/e0w//9tvv6333ntP999/v3r37t2i9+vXr1/TosRtzZo1eu655/Svf/1LCQkJysnJ0Xe+8x31799fb7/9trZt26YHH3xQ4eHhevTRR1v0frNnzz7pfWe7YHFfOfTkgZVtaUqvJA1Ki9bGgyX675K9undGH9ORAAA4zoHCSm3JKZXDbtP5/bzjIiFrNNZoZ6NncoQyEsO1N79CCzLzdPHgjqYjAe2CohI8SnZRpRbtzJckXTuys+E0badLly7asGGD5s2bp+XLl6uqqkr9+vXT9ddfr7lz50pyLTTc5s+fL0n67LPPtHjx4mNey3307E9+8hNFR0frpptu0k033XTC97YsSz/+8Y81cOBA/eAHP5DkmgNQXV2tN998U+np6brsssu0e/duPfHEE/rDH/6gsLCwVvz0Z660tFR797ravvr27Ws4jRmu3Uo9dfPs1XpxeZZuGddVyVG+NXcMAOD93LuURmfEedWuWtZoZ4Y1mmuNNnNAih5fsFvvb8qlqAS/QVEJHuWN1dmyLGlc93ilJ4SbjtOmAgICdOWVV+rKK6885vbly5dLcm2L/rYVK1ac8PXcC5fmnvdNzz//vFavXq0lS5bI4XBIkjIzM5WQkKD09PSmx40cOVIvvviidu/erYEDB576A7WDN998U5ZlqWfPnkpNTTUdx5jJvRI1rEus1u4/qn98vlN/vswz/v8AAOD24RbXXJkZ/VMMJ2k51mgtxxrNZeZAV1Fp0Y58lVTVKTqUFjj4Pt/rLYLXqmtw6o012ZKk60Z2MZzGjMOHD+utt95SfHy8LrvssqbbZ8+eLcuymv1n0qRJkqQlS5bIsiw9+OCDJ3z94uJi3Xvvvbrxxhs1bty4Y+6rqqo65tfuY3U95cSRvLw8PfDAA5Kkn/70p4bTmGWz2XTvDNcW+zdWZ2t3XtkpngEAQPs5eLRSG7OLZbNJ5/fzjnlKp8Ia7cRYo32td4co9UyOUG2DU59sYWA3/INn/CQCJH2x/Yjyy2qUEBGk8/p6R+/9mdqyZYuqq6uPue3gwYO6+OKLVVZWpr///e8KDQ1t9ff97W9/q5qaGj388MPH3N6vXz+Vl5fr3XfflSTV1dVpzpw5Cg4OVrdu3Vo9R0tYlqUPP/xQo0aNUm5urqZOnarvf//7RjN5guHpcTq/X7KclvSXj3aYjgMAQJOPG79Mj0yPU2Kk97S+SazRWoI1WvMuGuTaqfXexkOGkwDtg/Y3eIxXV7oGdF85vJNPDuj+pkceeUTz5s3T0KFDlZKSory8PC1dulQ1NTW6//77T3o6x5nauHGjnnrqKT3yyCNKTj62aPfjH/9Y//jHP3T11Vfr/PPP1+7du7Vt2zbdc889bbJwOpGlS5c2zRqora1VYWGh1q1b1zT48cYbb9QTTzyhgAB+dEnSr6b31ufb8/T59iNaubdQozLiTUcCAEAfbnbNU5o50Pta31ijNY812un7zqBUPfLpTi3fU6C8smolRTL7Er6NP/XwCAcKK7Vkl+svpWtH+O6AbrdLLrlEhw8f1saNG7Vs2TLFxsZq+vTp+tnPfnbKfvsz9ZOf/ER9+vTRHXfccdx9HTp00CeffKK7775bH3/8sWJiYnT33Xfr97//fZtkOZE9e/Zoz549kqTQ0FDFxMSob9++Gj16tL773e8eMxgTUrfECF0zopNeXXlAf/4oU/N+NNZvj/EFAHiG3JIqrTvgva1vrNGaxxrt9HWJD9egTjHamF2sDzfl6qZxXU1HAtqUzbIsy3QI4K8fZ+rJhXs0oUeCXr511KmfAECSlFdWrcl/W6jK2gb95/qhumCA910VBgD4jueX7tPv39+mEemxmvODsabjAEY8t3SfHnp/m4Z2jtHcH4079RMAL+bbPUbwCrX1Ts1pHNB9/Sjf36UEtKakyBB9b0KGJOnhjzNVW+80nAgA4M8+2uJqfeMiB/zZhQNTZLNJ6w4UK7uo0nQcoE1RVIJxn28/ooLyWiVGBuucPr49oBtoC9+bmKGEiCBlFVbqtZX7TccBAPipI6XVWrP/qCRpen/va30DWktyVIhGd3XNupy/iYHd8G0UlWDca40Duq8e3kmBDn5LAi0VERygn57bU5L0rwW7VVpdZzgRAMAfzd94SJYlDesSq5To9hsiDXiiiwY3ngK3gaISfBvf4GFUVkGFlu4ukM0mXTOyk+k4gNe6ZkQndUsMV1FFrZ5cuMd0HACAH3q38cvzJY1fpgF/NqN/BwU6bMo8XKZdR8pMxwHaDEUlGPW/1a5dSpN6JiotNsxwGsB7BTrsundGH0mu4ZA5xVWGEwEA/Mme/HJtzilRgN2mmQMpKgExYUGa2CNRkvTeRnYrwXdRVIIx1XUNenO1a0D3dSMZ0A2crXP6JGl0Rpxq65165JMdpuMAAPzIu+tzJEkTeyYqLjzIcBrAMzS1wG08JA5dh6+iqARj5m88pKOVdeoYE6qpvZNMxwG8ns1m030X9JUkzVufo80HSwwnAgD4A8uy9E5j69vFtL4BTc7tk6yQQLv2F1ZqE+sy+CiKSjDCsiy9+FWWJOmG0V0UwIBuoFUMSIvWpUM6SpL++OE2rooBANrc+uxiHSiqVFiQQ+f15SRfwC08OEDnNp5uTQscfBXf5GHEugPF2pJTqqAAu64ewYBuoDXdfX4vBQXYtWJvkb7Ynmc6DgDAx7lb36b1TVZYUIDhNIBnuWiQa/fe+5sOqcHJxT74HopKMOKlxl1KFw9Kpe8eaGUdY0J16/iukqQ/f7Rd9Q1Ow4kAAL6qrsGp9zflSpIubtwpC+Brk3olKiokQEdKa7RqX5HpOECro6iEdpdXVq0PN7sWH7PGppsNA/ioH07uprjwIO3Jr9Bbaw+ajgMA8FELMvNUWFGrhIhgje+eYDoO4HGCAxya3r+DJFrg4JsoKqHd/W9ltuoaLA3rEqv+HaNNxwF8UlRIoH40uZsk6V9f7FJNfYPhRAAAX+Q+yffyYR0VyIxMoFkXDXLt4vtoS65q69lBDt/CT360q9p6p15duV+S9N0xXQynAXzbDaO7qENUiA6VVOu1lQdMxwEA+JgjpdX6codrdt+Vw5iRCZzImG7xSogIVnFlnRbvzDcdB2hVFJXQrj7Zelh5ZTVKjAzWjP4ppuMAPi0k0KE7z+khSXriy92qrK03nAgA4EvmrsuR05KGdYlV96QI03EAj+Ww25oGds9rHGwP+AqKSmhXLy7PkiRdN7KzggL47Qe0tSuHp6lLfJgKymv1wrIs03EAAD7CsizNWeNqfbtqeJrhNIDnu2yoqwXus+1HVFJVZzgN0Hr4Vo92syWnRGv2H1WA3abrR3U2HQfwC4EOu352rmu30tOL9rCIAQC0irX7j2pvQYVCAx2aOTDVdBzA4/VLjVKPpAjV1jv1UeOhRYAvoKiEdvPSV1mSpBkDUpQUFWI2DOBHLhrUUT2SIlRaXa9nFu81HQcA4APeaBzQPXNgiiKCAwynATyfzWbTpY27lebSAgcfQlEJ7eJoRa3e3eA6QvOmsQzoBtqTw27TXdN6SZJeWLZPxZW1hhMBALxZSWVd09Ho14xgQDdwui4Z3FE2m7RqX5GyiypNxwFaBUUltIvXVh1QTb1T/VKjNLRzrOk4gN85v1+y+qREqaK2QbMbZ5sBAHAm5qzNVk29U707RGpYF9Z1wOlKjQnV6K7xkqR3N7BbCb6BohLaXG29s2lA963ju8pms5kNBPghm82mH0/pJkl6YVmWyms4CQ4A0HJOp6WXV+yXJH13TDrrOqCF3C1w89bnyLIsw2mAs0dRCW1u/sZDyiurUXJUsC5kkCNgzIz+KcpIDFdJVZ1eafxCAABASyzela/9hZWKDA7QJUNY1wEtNaN/BwUH2LUnv0Kbc0pMxwHOGkUltCnLsvTs0n2SpFlj0xUUwG85wBSH3aYfTe4uSXp2yV5V1zUYTgQA8DbuixKXD0tTWBADuoGWigwJ1Hl9kyVJc9fRAgfvxzd8tKnlewq1PbdUoYEOXTeys+k4gN+7eHCq0mJDVVBeq9dXHTAdBwDgRbKLKvVFZp4k6cYxHLwCnKnLGlvg5m88pLoGp+E0wNmhqIQ29ewS1/HlVw1PU0xYkOE0AAIddt0+yTVb6Zkl+1TPQgYAcJpeXrFfliWN756gbokRpuMAXmtCj0TFhwepsKJWS3blm44DnBWKSmgzu/PK9OWOfNls0s3jupqOA6DRlcPSFBcepJziKn289bDpOAAAL1BSVafXVrp2uN4yPt1sGMDLBTrs+s4g10yyt2mBg5ejqIQ281zjLKXz+iQrPSHccBoAbiGBDt042tW28MzivZw8AgA4pVdW7Fd5Tb16JUdqSq8k03EAr3fFsDRJ0mfbjqi4stZwGuDMUVRCmygsr2mqun9vYobhNAC+7cYxXRQUYNfGgyVanXXUdBwAgAerrmvQC8tcFwtvn5Qhm81mOBHg/fqlRqlPSpRq6516b+Mh03GAM0ZRCW3i5RX7VVvv1KC0aA3vEms6DoBvSYgI1uWNQyKfaZx9BgBAc95ae1AF5bXqGBPa1LID4OzYbDZdNdy1W+mN1dmG0wBnjqISWl11XYNe/sp13OxtE7iaBXiqW8e7dhF+vv2I9uaXG04DAPBEDU6r6eLDbRO6KtDB1wegtVwyuKOCHHZtPVSqLTklpuMAZ4S/FdDq5qzJVmFFrdJiQzWjfwfTcQCcQPekCJ3TO0mWJb3UWAgGAOCb3t90SPsLKxUbFqirR3QyHQfwKbHhQTqvb7Ik145AwBtRVEKrqm9w6r+NV7O+NyFDAVzNAjzaTePSJbkWMuU19WbDAAA8Sn2DU499tlOSdOv4rgoLCjCcCPA9Vza2wM1bn6PqugbDaYCW4xs/WtWHWw4ru6hKsWGBumo4V7MATzeuW4IyEsNVXlOvees50hYA8LW563KUVVipuPAg3Tyuq+k4gE+a0CNRHaJCVFJVp8+3HzEdB2gxikpoNZZl6amFeyRJs8amKzTIYTgRgFOx2226cXQXSdJLy7NkWZbhRAAAT1BT36B/frFLkvSjyd0UHswuJaAtOOw2XTHMtVvpzTW0wMH7UFRCq1myq0DbcksVGujQrDHppuMAOE2XD0tTWJBDu/LKtWJvkek4AAAP8ObqbOUUVykpMlg3NF58ANA23C1wS3bl61BxleE0QMtQVEKreWqRa5fS1SM6KTY8yHAaAKcrKiRQlw7pKEl66asss2EAAMZV1tbr8QW7JUk/mdpdIYHsPgfaUpf4cI3OiJNlMbAb3oeiElrFpoPFWr6nUA67TbdNoOce8Dbfbdxd+Om2I8ot4QoZAPizpxbtVV5ZjTrFheoqTnwD2oV7Hu2ctdlyOhlHAO9BUQmtwr1L6aJBqUqLDTOcBkBL9eoQqVFd49TgtPTaygOm4wAADMkprtLTjeu638zoo+AAdikB7WFG/xRFBAcou6hKK/YWmo4DnDaKSjhrWQUV+mjLYUnS7ZMyDKcBcKZmjU2XJP1v1QHV1jvNhgEAGPHXjzJVU+/UyK5xmt6/g+k4gN8IDXLoosGpkqRXVu43nAY4fRSVcNaeWrRHliVN6ZWo3h2iTMcBcIbO65us5KhgFZTX6uOth03HAQC0s7X7i/TexkOy2aQHLuwrm81mOhLgV9wn8n6y9YiOlFYbTgOcHopKOCvZRZVNw+TumNrdcBoAZyPQYde1IztLkl75iitkAOBPGpyWHnxvmyTpqmGd1L9jtOFEgP/pkxKlEemxanBa+t8qxhHAO1BUwll5ctEe1Tstje+eoGFd4kzHAXCWrh3ZWQ67TauyipR5uNR0HABAO3lxeZY255QoMiRAd53f03QcwG/d0Lhb6bWVB1TXwDgCeD6KSjhjOcVVmrMmW5J05zk9DKcB0BqSo0J0fr9kSdIrK9itBAD+4FBxlf7+6Q5J0j0zeispMsRwIsB/zeifooSIIOWV1eizbUdMxwFOiaISzthTC/eorsHSmIx4jezKLiXAV7ivkM1bl6Oy6jrDaQAAbe13721VRW2DhneJ1bUjOpuOA/i1oAC7rmn8c/jSV1lmwwCngaISzkhuSZXeWM0uJcAXjcmIV7fEcFXUNuid9Tmm4wAA2tDHW3L12bYjCrDb9KfLBshuZzg3YNp1ozrLbpNW7C3SriNlpuMAJ0VRCWfk6UV7VdvgOm52TLd403EAtCKbzdZ0+sjLK/bLsizDiQAAbaGgvEb3zdsiSbp9UoZ6JkcaTgRAklJjQnVuH9c4gpcZRwAPR1EJLXa4pFqvNZ5G8DN2KQE+6bJhaQoNdGjnkXKt2ldkOg4AoJVZlqV73t6swopa9e4Qyc5zwMN8d0y6JGnuuhyV19SbDQOcBEUltNg/v9ip2nqnRqTHsksJ8FFRIYG6ZEhHSVwhAwBfNGfNQX2+/YiCHHY9dvVgBQc4TEcC8A1ju8UrIyFc5TX1msc4Angwikpokd155U2zlH49vbdsNvruAV91w2jXkMiPtxxWXlm14TQAgNayv7BC/zd/qyTpF9N6qk9KlOFEAL7Nbrc1HZ7y8ldZjCOAx6KohBZ55JMdclrSeX2TNTydE98AX9YvNVrDusSq3mnpjVXZpuMAAFpBdV2DfvTqOlXUNmhEeqy+NyHDdCQAJ3D5sDSFBbnGESzdXWA6DtAsiko4besOHNXHWw/LbpN+dX4v03EAtAP3wO7XVh1QfYPTcBoAwNn6/fvbtPVQqWLDAvXPa4bIwWlvgMeKDg3UVcM7SZKeWbLPcBqgeRSVcFosy9JfPsyUJF0xLE09OB0E8AszBnRQXHiQckuq9UVmnuk4AICz8M76HL228oBsNukf1wxRakyo6UgATuGWcV1lt0mLd+Yr83Cp6TjAcSgq4bR8uSNPq7KKFBxg18/O7Wk6DoB2Ehzg0NUjXFfIXmFgNwB4rV1HynTv3M2SpJ9M6a5JPRMNJwJwOjrHh2l6/w6SpGfZrQQPRFEJp9TgtPTXj3ZIkm4al85VLcDPXDeys2w2acmuAu0rqDAdBwDQQhU19frhq+tUVdegcd3j9VMuEAJexT377N0NOcor5fAUeBaKSjild9bnaMeRMkWFBOhHk7qbjgOgnXWKC9OUXkmSpFfZrQQAXsWyLN03b7N255UrOSqYOUqAFxrSOVbDu8SqrsHS7OVZpuMAx6CohJOqqKnX3z5x7VL60ZTuig4LNJwIgAnugd1z1h5UVW2D4TQAgNP12qoDemfDITnsNv37uqFKiAg2HQnAGfjeRNdupZe/2q+SyjrDaYCvUVTCST2+YLcOl1arU1yobhqbbjoOAEMm9kxUp7hQlVTVaf6mQ6bjAABOw5qsIj343lZJrpN7R6THGU4E4Eyd1ydZvZIjVVZTr+eXMVsJnoOiEk5oT365nlu6V5L0wIX9FBLoMJwIgCkOu03Xj3LtVmJgNwB4vpziKv3glbWqa7A0o38Hfb9xlwMA72S323TnOT0kSc8v26eSKnYrwTNQVEKzLMvSg+9tVV2DpSm9EnVunyTTkQAYdtXwTgoKsGvTwRJtzC42HQcAcAKVtfX63otrVFBeq74pUfr7VYNkszFHCfB2M/p3UI+kCJVV12v2sizTcQBJFJVwAh9vOawluwoU5LDrd9/px0IEgOLCg3ThgBRJ0svsVgIAj2RZlu6es1HbcksVHx6kZ2YNV1hQgOlYAFqB3W7TTxp3Kz23dK9Kq9mtBPMoKuE4xZW1eqCx//72SRlKTwg3nAiAp7hhjKsFbv7GQzpaUWs4DQDg2/71xW59uPmwAh02PX3jMHWMCTUdCUArmjkgRd0Sw1VaXa+XOAkOHoCiEo7z+/e3Kb+sRt0Sw/XjKd1NxwHgQYZ0ilG/1CjV1Dv11tqDpuMAAL7hw825euzznZKkP14yQMMZzA34HMc3Zis9u3SfymvqDSeCv6OohGMsyDyiuetyZLNJD18xiOHcAI5hs9l04+jGgd0r98vptAwnAgBI0tr9RfrZGxskSbeM66qrRnQyGwhAm7lwYKoyEsJVXFmn55dyEhzMoqiEJqXVdfrN3C2SpFvHddWwLrGGEwHwRBcNTlVkSID2F1Zqye4C03EAwO9lFVToey+tVW29U+f2SdZ9M/uYjgSgDTnsNv30XNdupacX7VFheY3hRPBnFJUgyTXU8TdzN+twabXS48N017RepiMB8FBhQQG6YliaJOnlrxjYDQAmFVXU6qYXVqmoolYD06L1r2sHy2HngBXA131nYKoGdIxWRW2DHl+w23Qc+DGKSpAkvbkmW+9vylWA3abHrh6s0CDa3gCc2A2NLXALMo8ou6jScBoA8E/VdQ363ktrlFVYqbTYUD03awQnvQF+wm636Z4ZvSVJr67cr/2FFYYTwV9RVIJ255Xpd42nvd01rZeGdKbtDcDJdUuM0IQeCXJa0nP08gNAu3M6Ld315kat3X9UUSEBmn3zCCVGBpuOBaAdjeueoIk9E1XXYOlvn+wwHQd+iqKSn6uqbdAdr61XdZ1T47sn6PaJGaYjAfASP5jUTZL0+uoD9PIDQDv768eZ+mBzrgIdNv33u8PVPSnSdCQABtwzvbdsNun9Tblaf+Co6TjwQxSV/JhlWbp37iZlHi5TfHiQHr1qkOz04AM4TWO7xWtAx2hV1zn1IrOVAKDdvLxiv55evFeS9LcrBml0RrzhRABM6ZsapcuGuGZdPvjeVk7mRbujqOTHXliWpXc2HJLDbtO/rxuqpKgQ05EAeBGbzda0W+mlr7JUWVtvOBEA+L4FmUf0u3ddp/XedV5PXTKko+FEAEz79fReiggO0MaDJXp73UHTceBnKCr5qeV7CvTHD7dLku67oI/GdOMKF4CWm96/g9Ljw1RcWafXV2WbjgMAPm3zwRLd8dp6OS3p6uGddMfU7qYjAfAASVEhuvMc18+Dv368Q6XVdYYTwZ9QVPJDO4+U6YevrFOD09JlQzrq5nHppiMB8FIOu03fn+jarfTMkr2qqW8wnAgAfFNOcZVueXG1KmsbNKFHgv5waX/ZbIwtAOBy09iuykgIV0F5jf71+S7TceBHKCr5meyiSt343EqVVNVpSOcY/emyASxIAJyVy4Z2VHJUsHJLqvXGanYrAUBrO1pRq1nPr1J+WY16d4jUf64fqkAHy3gAXwsKsOv+7/SVJM1enqXtuaWGE8Ff8LeRH8kvq9GNz63UkdIa9UyO0As3jVBIoMN0LABeLiTQoTum9pAk/XvBblXXsVsJAFpLZW29bp69WrvzypUSHaLnbxqhyJBA07EAeKApvZJ0fr9k1Tst3fP2JjUwtBvtgKKSnyitrtOs51cpq7BSabGheumWUYoJCzIdC4CPuHp4J3WMCVVeWY1eWcFJcADQGuoanPrhK+u0IbtYMWGBeumWkUqNCTUdC4AH+/3F/RXZOLT7pa+yTMeBH6Co5Aeq6xp024trtC23VAkRQXr51lHqEM1JbwBaT1CAvWlA5JML96iihpPgAOBsOJ2WfjlnoxbtzFdooEPP3zRCPZIjTccC4OGSo0L06xm9JUl/+2SHcoqrDCeCr6Oo5OPqG5y647V1WrWvSJHBAXrxlpHqmhBuOhYAH3TZ0DSlx4epsKJWs5dnmY4DAF7Lsiz94YPtemfDIQXYbfrPDUM1tHOs6VgAvMR1IztrRHqsKmsbdP87W2RZtMGh7VBU8mFOp6Vfvb1Jn2/PU3CAXc/OGq5+qdGmYwHwUYEOu352bk9Jrt1KeWXVhhMBgHd6ctEePb9snyTpb1cO1JReSYYTAfAmdrtNf75sgIIcdi3IzNP7m3JNR4IPo6hkyNq1a/WXv/xFl112mdLS0mSz2U77FLa6ujr94x//0MiRIxUVFaWIiAj17NlTt9xyi3JyciR9fYVr7rocOew2/XJkmB759Q+UmJio0NBQDRgwQP/4xz/kdDrb8mMC8GENDQ168803dffdd2vixIkKDw/XpUPT5Pzy3yqvqdcjn+w46fOzsrL0gx/8QF27dlVwcLASEhI0ZswY/e1vfzvusQ8++GDTz8nm/rnnnnva6mMC8HNnsmY72c8r9z9Tp0495jkLFy5suu/HU3po/18v1P6/XqjLhnaSzWbT6NGj2/JjAvBiza3JeiRHKWb1M5KkB97dcsKLfZ999plmzpypxMREBQYGKj4+XtOmTdO8efNO+H5VVVV64IEH1LNnT4WEhCg1NfWY76LwLwGmA/irhx56SO+++26Ln1dUVKRp06Zp7dq1SklJ0bnnnitJ2r17t1544QXdcsst6tixo/6z8OsrXLf2qNOd18xQVVWVRo4cqfT0dC1evFg///nPtXz5cr3xxhunXdACALeysjJdffXVx90+qHOsNkuas/agbhjdRQPTYo57zEcffaQrrrhCVVVVGjp0qEaPHq3CwkJt3rxZTz/9tH75y182+57jxo1T9+7dj7t92LBhZ/txAKBZZ7JmmzVr1gnv++CDD1RQUKAJEyY0e39ATIqC0/qqV4dIDej49Q7zbt26tSgDAP9xojVZ7w6RSkiJ0rbcUv1m7mY9893hx3zv+8c//qGf//znstlsGjNmjDp16qTs7Gx9/vnn+uyzz/Sb3/xGf/zjH495zerqak2dOlUrVqxQSkqKLr74YmVlZemFF17Q+++/rxUrVigjI6PNPzM8B0UlQ8aMGaOBAwdqxIgRGjFihNLT01VTU3PS51iWpSuuuEJr167V7373O/32t79VQMDX/wv37t2rqKgovbpyv/7WuEPg3uk99NdbpquqqkqPPvqofv7zn0uSysvLNW3aNM2ZM0cXXHCBbrrppjb7rAB8U2BgoG688UYNHz5cI0aM0I4dO3TzzTcrPjxIlw3pqLnrc/Tge1v19g/HHrOAyczM1GWXXabIyEh99tlnGjt2bNN9TqdT69atO+F73nbbbfy8AtCuzmTNNnv27GZvLy4u1uuvvy5JuuGGG465b3tuqSQpOK2vfvS7v+uvlw/koh+A03KiNZndbtOjVw/SRY8v0+fb8zRnzUFdNaKTJCk/P1/33HOPAgMD9dlnn2nSpElNr7d48WJNmzZNf/7zn3XrrbceUyT6wx/+oBUrVmjMmDH69NNPFRERIUl69NFHddddd+mWW27RwoUL2/XzwyyKSob8+te/bvFz5syZoy+//FJXXnmlHnzwwePuz8jI0PubDum372yRJP1kanfF5m3Qvn37NGjQoKaCkiRFRETo3//+t4YNG6a///3vfEkD0GLh4eF66aWXmn69f//+pn//9Yze+njrYa07UKy31+XoimFpTff94he/UHV1td5+++1jCkqSZLfbNXz48LYPDwCn6UzWbCcyZ84c1dTUaPTo0erRo0fT7VtySvTwJ5mSpNToEP3p0gEUlACctpOtyXp3iNJd03rqzx9l6vfvb9OYbvHqFBemlStXqqamRueff/4xBSVJmjhxos4//3y99957WrNmTVNRqba2Vv/+978lSU888URTQUlyre9efPFFLVq0SGvXrmUXuR9hppIXeeYZV0/sT37yk2bvX7wzXz9/Y4MsS7p+VGf94rye+uCDDyRJV1xxxXGPHzp0qDIyMrRlyxZlZWW1WW4A/ic5KkQ/mer6wvTQ+9uUV+rq48/OztYnn3yijIwMXXDBBSYjAkC7e+WVVyRJN954Y9Ntu/PKNev5VaqqbZAkjcqIV4CDJTqA1nPbhAyNSI9VeU297vjfetXWOxUcHHxaz42Pj2/692XLlqmkpETdunXTkCFDjnus+zvn/PnzWyc4vAI7lbxEXV2dli5dqoCAAI0cOVKbNm3SnDlzlJeXp44dO6rnyCn6v2UVqmuwNHNgin5/cX/ZbDZt3LhRkquA1JyhQ4dq79692rRpk9LT09vxEwHwdbdN6KoPNh/SlpxS/fadLXr6xmFauHChnE6nxo4dq/r6es2dO1fLli1TQ0OD+vfvr6uvvlqxsSc+NnvBggXasGGDqqurlZaWphkzZnAlDIBXOHDggJYsWaLAwMCm2ScHj1bqxudWqrCiVl0TwnVE0t49u3XvvfeqsLBQCQkJGj9+vKZPny67nUITgDPjsNv02NWDdcE/l2hjdrH++nGm7pwwUjExMVqwYIEWLVp0XPvbJ598oh49ehwz/+10vltK0qZNm9rw08DTUFTyEnv37lV1dbWSk5P12GOP6b777vvWyW0PKnL4Rbr4B/fqsasGy2F3bZk+cOCAJCktLa2ZV/369m9ukQSA1hDosOtvVwzSRf9eqk+3HdH8Tbnatm2bJFcL7oQJE7RixYpjnnPffffprbfe0pQpU5p9zZdffvmYX99///26/PLLNXv27GO2YAOAp3n11VdlWZZmzJih+Ph45ZfV6IZnVyq3pFrdEsN1Z9/euuRxafny5Vq+fPkxzx0wYIDefvvtY1rmAKAl0mLD9PerBut7L63Rc0v3aWTXOD333HO67rrrNGXKFI0dO1ZpaWk6ePCgli9frnHjxumll15SUFBQ02vw3RLN4ZKHlzh69KgkqbCwUPfee69+8IMfaM+ePdq464C6XnqXbIFBKlvzroaWr1RQwNf/W8vLyyVJYWFhzb5ueHi4JNeJAQDQ2vqkROmOKa4vQb97d4sOHSmQJD377LPKzMzUa6+9pqKiIu3YsUM33HCDioqKdOmllx53JG337t31yCOPaOvWrSovL1d2drZeffVVdezYUW+//fYxrSQA4Im+2fpWUlmnG59bqazCSnWMCdUrt41S5w6J+uUvf6kVK1aosLBQhYWF+uKLLzR69Ght3rxZ06ZNU0lJieFPAcCbndc3Wd+b0FWSdPecjRoxebo++ugjxcfHa9myZXrjjTe0bNkyRUZGatq0aerYseMxz+e7JZpDUclLuHcl1dfXa8aMGXriiScUmdhRd87bLWfPKep10Q8lSX//28MmYwLAcX40pZv6pkTpaGWdluzKk+T6Wfb000/r2muvVWxsrHr27KmXX35ZI0aMUElJif7zn/8c8xo33HCD7rrrLvXt21fh4eFKS0vTddddp9WrVys+Pl7vvPPOcbueAMBTrFu3Ttu2bVNMTIymTpuhm2avUubhMiVGBuvV20YpJTpUQ4YM0cMPP6xRo0YpLi5OcXFxmjp1qpYuXaoJEyYoKyvruJ+NANBSv5reW0M6x6isul7Tb/2Vzj33XE2cOFGbNm1SeXm5Nm3apKlTp+qBBx7QZZddZjouvABFJS/xzbaOm2++WaXVdZr1/KqmK1wfPH6/JCknJ0e7d+8+7nmVlZXNvm5FRYUkKTIysq2iA/BzgQ67/n3dEEUGB6ig2tWaGxERoSuvvPK4x958882SpEWLFp3Wa6ekpDQ95+OPP26lxADQuty7lC697HL98H+btP5AsaJDA/XyrSOVnhB+0uc6HI6mE+g++eSTNs8KwLe51mVDFXBkm7a984QSuvTUm2++qQEDBig8PFwDBgzQW2+9pcGDB+uDDz7QRx991PRcvluiORSVvESXLl2a/j0lrZNue3GNtuWWKiEiSK/cNkoZKXFKSkqSJOXl5TU9tnPnzpKkgwcPNvu67tu/+foA0NoyEiP0tysHKSDa9XMqLim12eOy3QcGfPPn2Km4Z4zk5uaefVAAaGUNDQ16/fXXJUlZsUO1cl+RIoIDNPvmEerdIeq0XoOfcwBaU8eYUPUu3yBJqkkbricX7T3mfofD0bRLafHixU23890SzaGo5CWio6PVtaur//UPc1dr1b4iRQYHaPbNI9U1IVxOp1PFxcWSjt3VNGjQIEmubdfNcd8+cODANkwPANL0/h10xTTXCSKH8gq0+eDxs0GKiookqUVDt90z59x9/ADgSb744gvl5uYqPL6D9jg6KyI4QC/eMlJDOp/4pMtv4+ccgNZWV+qac2kPDtcjn+7Uh5uPLVpHR0dL+vrnj8R3SzSPopIX+c53viNJ+mrpEgUH2PXsrOHq39H1h33FihWqra1VaGioevXq1fScmTNnSpLeeuut415v/fr12rt3r/r379+0OwAA2tK/fnq1giOiVV9+VNf+ba6yi47dPu1uexsyZMhpvZ5lWZo3b56kEx9vCwAmvfiS69RKR89JjQWlERrW5fQLSpL09ttvS+LnHIDW06FDB0lS5wZXMelnb2zQ0l0FTfevXr1ako75njhu3DhFR0drz5492rBhw3Gv6f7O6f7eCv9AUclLWJYlx8ALJUeAyta9rx/3szQqI16SVFBQoJ/97GeSXPNIgoODm5536aWXqmvXrtq4caMee+yxptsrKir04x//WJJ01113td8HAeDXQoKD/r+9O4+rssr/AP65O/sie6jsKgKpqOBS7qm4paONmeZSmWW2zORMm72yaWyZytGcptFMqdGyNDMnc8kycklMMEXcFRAUZJEdLnc7vz+A+xMB5SJ34fJ5v173hTzPc+89h6/3POd873POgxf+8jwAgYvfrsSDH/6EKyXVAIC9e/ciMTEREokECxYsMD6noKAAH374YaM7iVRUVODJJ59EcnIy/P39uZgkEdmc66Xl+GrLVgCAd+9R+PSROPQN6tTksStWrEB2dnaDbUIIrF69Gv/85z8hkUjw5JNPmr3MRNQxTJ48GQBw8pcd6KE5B43OgPmfHcWRjOv49ttv8fnnn0MqlWLKlCnG5yiVSixatAgA8NRTTxnXUAKA5cuX48SJExg6dCj69u1r0bqQdUmEEMLaheiIduzYgTfeeMP4+5EjRyCEQHx8vHHbq6++arzS6MN9F/Du7rOoOLEH13etglwux8CBA+Hu7o5Dhw6hqKgIsbGxSEpKajRt5NChQxg1ahSqq6sRHx+PoKAg7N+/H7m5uZg2bRq++uqrJtc2ISK6nYULFxovdS4qKsKFCxfg7e2NsLAw4zE335VNq9Vi1Oix+OXnnyB19oBHUE+EugocO3oEer0ey5Ytw8svv2w8PjMzEyEhIXBxcUH//v0REBCAgoICpKamoqioCB4eHvjuu+8wePBgy1SaiDoUU/ts9ao1ety3aBkOfvwaHO7qhqQDvyIupOmEElB7NUBOTg5iY2MREhICtVqNtLQ0ZGRkQCqVYuXKlcbBHBHRzUztkwkhMH36dGzevBkA4BUciWqVFwzl16C+eh4AGvXJAECtVmPYsGFITk5GQEAA7r33XmRlZSE5ORk+Pj44fPgwQkNDzV1dsiWCrGL9+vUCwC0f69evF0IIseFwpgh64TsR9MJ3Yu3+S2Lfvn1izJgxwsPDQ6hUKhEZGSmWLl0qKioqmn2/kydPiqlTpwovLy/h4OAgoqKixPLly4Ver7dQjYnIHg0dOvS2bVlTNBqNeGXp34WTX7CQyJVCpnISA+8dKv73v/81OrasrEy88MILYujQoSIwMFCoVCrh5OQkoqKixPPPPy9ycnLMXU0i6sBM6bPVK63WiGkfHRQOoX0FAPGnV9+87ft88MEHYsKECSIkJEQ4OzsLpVIpgoKCxKxZs8SRI0fMVDsishet6ZMZDAbxySefiCFDhggPDw8hkcqE1NFNOIf3F++t3dTse1VVVYlXX31VhIWFCaVSKfz9/cXcuXNFdna2OatINopXKtm4HSdyseiLVAgBLBoejsVjut/+SURE7cS1MjVmfHwYlwoq4e6owL9nxmJwuLe1i0VE1GpFFTWYve4I0q+WwdVBjvVz+6NfcPNXKBER2YrKGh0e/+9RHLxQBKVMinemxWBKn87WLhbZOCaVbNgPp67hyQ0p0BkEHorvimWTozlNjYjsTkF5DR777CiOZ5dAJpXg1fGRmDMomO0dEbU7uaXVmLU2GRcLKuHtosSnj8Qh6i53axeLiKjFanR6PLfpd+w8mQcAePSeELyU0ANyGZdjpqYxqWSjfjpzDQv+mwKtXmBir7uwYnpvyKQcYBGRfVJr9Xh5axq2HrsCABgX449lk2Pg6ay0csmIiFrmdG4ZHkn8Dbmlatzl7oANj8Uj1Mfl9k8kIrIxeoPAP384h3/tuwAAGBTmhff/2AsB7o5WLhnZIiaVbFDSuQLM//QoNHoDxscEYOWDvZkZJiK7J4TA2v0ZeGfXGegMAr6uKrwz7W4M7+5r7aIREd3SL+cKsHBjKipqdAjzccZnj8Yj0IODLyJq33adzMWfvzqOKo0erio5XhoXiRlxXXg1OTXApJKN2X++AI99ehQ1OgPGRPnhXw/FQsGEEhF1IGk5pXjuy2O4WFB7m9qJve7CkvGR8HNzsHLJiIga+/K3y3j5m5PQGwQGhHbC6ln94O6ksHaxiIjaxIX8CizefBy/Z5cAAOKCO+GlcT3Qp6undQtGNoNJJRuy62Qunvnid2j0BoyK9MO/Z8ZCKWdCiYg6HrVWj3/sOovEQxkwCMBFJcfTI8Lx8MAgOCnl1i4eERF0egPe2XUGH+/PAABM6ROIt6fGQCWXWblkRERtS28QWH8wA+/tOQu11gAAGBvljz/d1w3d/V2tXDqyNiaVbMRXv2Xjxa0nYBBAQrQ/VjzYm50SIurwTl4pxSvbTuJ43bdjXs5KzB8SiocHBMFZxeQSEVlHYUUNFn2eisOXrgMAnhkRjj/d141TQojIruUUV2HF3vPYmpoDQ10W4d4Ibzx6TwiGRPhAyjWAOyQmlaxMCIFVP13A8h/OAQCm9+uCN/8Qw0W5iYjqGAwCX6fmYNVPF3D5ehUAwNNJgVkDgjAjrivu4rolRGRBRzKu49lNx5BbqoazUob3HuiFhJgAaxeLiMhizl0rx4q957DrZJ4xudSlkyOmxnbG1NjO6NLJyboFJItiUsmKqjV6LN5yHDtO5AIAFgwJxYsJPfgtFxFRE7R6A7Ydu4IP911AZlFtckkqAUZF+mHWgCAMDvdmQp6IzEanN2DVTxew6qfzMAgg1NsZqx/uiwg/Tv0goo4p+3oVEg9l4qvfslFeozNuHxDaCdP6dkFCtD+vLO8AmFSykuzrVVi4MRVpV0ohl0rwxuRozIjrau1iERHZPJ3egN3p1/Dfw5nGqScA4O2iwoS7AzCx112I7erBBD0RtZkrJdV4btMx/JZZDAD4Q2wg/nZ/NFw4WCIiglqrx+70PGxJycGBC4WozzA4KWUYFxOAqbGdER/SidPj7BSTSlaw/fhVvLI1DeU1OnRyVuKjmbGID/WydrGIiNqd89fKseFwFr49fhUlVVrj9kAPR0y4OwBjov3Ru7MHOzFE1CpCCHxxJBtvfX8a5TU6uKjkWDYlGvf3DrR20YiIbNKVkmp8k5qDr1OvIKOw0ri9s+f/T4/r6sXpcfaESSULKq7U4O87TuPr1BwAQL8gT6x4sDc6e/JDRUR0JzQ6Aw5cKMD/judiT3oeKjV64z4/NxVG9/THmCh/xId2gkLGu2oS0e1lFVXixa/T8OulIgBAbFcPrJjeh4MhIqIWEEIg9XIxtqTk4LvjuQ2mx9Uv7j20mw+vLLcDTCpZgBACW1Jy8NbOM7heqYFEAjw9PBzPjIyAnIMbIqI2Va3RY9/ZfOw6mYefzuSj4oZOjLujAiMjfTE2yh9DuvnAQcG7bBJRQ3qDQOKhTLy7+wzUWgMcFTIsHtMdcwcFc902IqJWqNbosedU4+lx4b4ueGRwCKb2DeSdz9sxJpXMSAiBQxeL8O7us/i97nbY3f1csWxKNPoFd7Ju4YiIOoAanR6HLhZh98k8/HDqGooqNcZ9jgoZhnX3wZgofwzv4Qt3R4UVS0pEtuC3zOt47dt0nMotAwAMCvPC23+4m1cnERG1kctFdYt7H802fvHn7+aAJ4eFYXr/LvzCrx1iUskMDAaBX84X4D9JF42LyDoqZHhuVAQeuSeEUy+IiKxAbxA4mnkdu9OvYXd6Hq6UVBv3KWQSDAzzxtgof9zX0w8+riorlpSILC23tBpvfX8G249fBQC4Ocjx0rhIPNi/C6dmEBGZQblaiy9/y8ba/RnIK1MDAHxdVXhiaBgeiu/K5FI7wqRSG8ovV2P771ex4XCW8XbXSpkUD8V3xcLhYfB1dbByCYmICKi9kjT9ahl2nczD7vQ8nM+vMO6TSGrXvBsT5Y+EmAAEejhasaREZE7FlRr855eL+PRQJtRaAyQSYEZcVywe3R2dnJXWLh4Rkd2r0emx+WgOPvr5ovELvwB3Bzw9IgIP9OvMCzLaASaV7lBeqRr7zuZjx4lcHLpYCEPdX9PVQY5pfTtj/r2huIsDEiIim3YhvwK70/OwJz0Px3NKG+zr09UD42MCMC4mgO05kZ0oV2uxdn8GPjmQYZx+0T/YE69NjEJ0oLuVS0dE1PFodAZsScnBqp/OI7e09sqlIC8nPDcqApN6BXJNOxvGpJKJrpWpkZJVjKOZxTh0sRBn8sob7O/T1QPT+nbGlD6BcFLKrVRK8ygoKLB2EYjIgnx8fKxdBKu4WlKNPel5+P5kHn7LvI4bz5J9gzyNCSZ/d159StTeXCtTY/3BTGxMzkK5ujaZFBnghr+M6Ybh3X3tYqob+2tE9qcj9cnUWj0+T76Mf/98AYUVtWthRvi64PnR3TAmyt8u2ml7w6TSLej0BpzJK0dKVrHxceMaHEDtNIneXTwwsocvJvUKtOuFHPkBJupYeHoA8svU2HkyDzvSchslmPoHe2JcXYLJz40JJiJbJYTAyStl+O/hTHxz7Aq0+toPcpiPM/50XzeMiw6A1I6+AWd/jcj+dMQ+WZVGh8RDmViddAml1VoAQHSgG54f3R3DuvmwrbMhTCrdoLRKi9TsYqTWJZB+zy5BlUbf4BippPYbrX5Bnugb3An3hnvDs4PMuecHl6hj4emhoWtlauxMy61LMBUbt0skQP+gThh/dwASov3hywQTkU0oqqjBtt+vYvPR7AZXlvcP9sTjQ8IwsoevXSWT6rG/RmR/OnKfrLRai7X7L2HdgQxU1o3Newa44fEhoRh/dwDXXLIBHTapZDAIZBRVGhNIKVnFDRZqrefmIEdskCf6dvVE3yBP9OriAWeVfU1rayl2Uog6lg56emiR3NJq7EyrvYIpJathgqn+6tWRkX7o4e/KtpPIQoQQOJ9fgZ/O5OOn0/lIuVwMfd1il0q5FKN7+mHe4BD0DfK0cknNi20Okf1hn6z2i4KPfr6IjcmXUa2tTS4FejhizqAgTI3tDC8X3rnXWjpEUkkIgZziaqRdKcWJnFKcyClB2pVS41z6G4V6O9cmkeoe4T4udvktVmuwk0LUsXSA00ObuFpSje/rrmA6drmkwb5AD0eM6OGLEZG+GBjqxdvjUoe0/3wBKmt0UMikkMukUMgkUMikcJDL4KiUwlEph6NCBkeFDA4KaYv6G+VqLXJL1cgsrMTJq2U4eaUUaVdKUVBe0+C4uzu744G+nTGpVyDcnRTmqqJNYX+NyP6wT/b/iis12HA4C5/+mmlcc0khk2B0T39M6ROIeyK82d+yMLtJKgkhUFylRX65GldLqnEhv6LBo6yJBJJKLkWvzh7GJFJsVw9mOG+BCz8SdSwdaVHItpJXqq69SuLMNRy4UAi11mDc56SU4Z5wb9zbzQcDQ70Q5uPMwR91CONW7sep3LIWH++okMFJKYND3U9HpQx6g0C1Ro9KjQ4Vap1xCsTNlHIpBoV5YUQPXwzv7osunex3rcvmsL9GZH/YJ2tMrdVj27Er+PzIZZy44c69zkoZRkT6YUiENwaFeyOQd+41u3aXVCqt0mLh5ylQaw2o1uih1upRpdGjqLLGuPBiUxQyCXr4uyGmszvuDnTH3Z09EOHnwjmYRERkFtUaPQ5dLMSPdVNx8srUDfb7uqowINQLA8O8MDDUC0FeTkwykV1avPk4MgorodMboNEL6PQGaPUG1OgMqK7rx2l0htu/0E3cHOQI9HRCzwA3xATW9vF6BrjDUclvqImIOpL0q6XYfDQHu07mNepvde3khJhAd0QFuiHqLnf08HeFr6uKfa421O6SSmVqLe5euqfZ/Z5OCvi5OSDM1wXhPi4I9619hPo4QyVnJ4OIiCxPCIH0q2XYdyYfhy4WIeVycaNBtJ+bCr27eODuzh7o1dkDkQGu6OSsZKeHOgS9QaBaq0e1pu6h1dclnHSo1ughlUrgrJTDSVl79ZKfm0OHXeOSiIiaZjAIHM8pwd7T13DoYhFO5JQa19a7kYNCiq6dnNC1kzP83FTwdlHB21UFb2clvF1V8HJWopOzEi4qOeS8COW22l1SSW8Q+O7EVajktZdD18/B7+SihI+LCko5g05ERLZNrdUj9XIxDl8swq+XivB7dkmTV9u6OcgR4uOCUG9n+Lk5wNdVBV83FbycVXBWyeBUN8iWyySAAOpfQQjAIAR0egFN3VUh9Q+NTtT9rPtdb4BWL4z740I6oYe/m2X/IERERERtrEytxfHsEqTXrb2XfrUMWUWVaCLP1CwnpQyuDnK4Oiga/lTJ4aCQQaWoXSPQoW5dQJW8tl8mlUgglQBSiQQSSe16d/VLNevq+l06g6h96A212wy1P3V1+/R1+2t/GqA3CGj1N243oHcXDzw+JMw8f8AWandJJSIiIntTrdHjRE4JTuSU4njdz+ziKljjDP23+6Mwe2Cw5d+YiIiIyMy0egOuFFcj63oVLl+vQkF5DQoralBYXoOiSg0KK2pQVKFBRU3jNZlt0ZgoP6x+uJ9Vy8CkEhERkQ1Sa/XILKpERkElMooqkV9Wg4Ly2kdRZU3dosW1U4V0htqpdBKJBPWT5aQSSe1dtuRSKGRSKG+465ZCJoVCLoWy7nflDcdM69cZw7v7Wq/iRERERFam0RlQrtaiokaHcrUOZWotytW6uocWFWod1Do91FoDaup+qrW1P/UGAwQAg6hdAsEgBAwGQEBACNTdDVUCuVQKuVQCeV1/rPbftf01mbR2m0wqgVwqueGn1Pi7QiZBl05OGGblfhuTSkREREREREREZDIuQERERERERERERCZjUomIiIiIiIiIiEzGpBIREREREREREZmMSSUiIiIiIiIiIjIZk0pERERERERERGQyJpWIiIiIiIiIiMhkTCoREREREREREZHJmFQiIiIiIiIiIiKTMalEREREREREREQmY1KJiIiIiIiIiIhMxqQSERERERERERGZjEklIiIiIiIiIiIyGZNKRERERERERERkMiaViIiIiIiIiIjIZEwqERERERERERGRyZhUIiIiIiIiIiIikzGpREREREREREREJpOb40WFENBoNOZ4aSIiImrHlEolJBKJtYtBN2HfjYiIiG7Wkn6bWZJKGo0Gb7/9tjlemoiIiNqxF198ESqVytrFoJuw70ZEREQ3a0m/TSKEEG39xrf6tisvLw+JiYmYO3cu/P392/qtqYUYB+tjDGwD42AbGAfbYIk48Eol29QRrlRiO2O7GBvbxLjYLsbGdtlbbKx2pZJEImk2m6VUKo0/+U2l9TAO1scY2AbGwTYwDraBcei4btV3sxf8/227GBvbxLjYLsbGdnXE2HChbiIiIiIiIiIiMpnFk0ouLi4YOnQoXFxcLP3WdAPGwfoYA9vAONgGxsE2MA5kz/j/23YxNraJcbFdjI3t6oixMcuaSkREREREREREZN84/Y2IiIiIiIiIiEzGpBIREREREREREZmMSSUiIiIiIiIiIjIZk0pERERERERERGQyk5NKGzZswIIFC9CvXz+oVCpIJBIkJiY2eezSpUshkUiafWRmZjZ6jk6nw7p16zBw4ED4+PjA1dUVPXv2xF//+lfk5eWZWly7ZUoc6mVkZGD+/PkICgqCSqWCn58fhg8fjs2bNzd5/MaNGxEXFwdnZ2d4enpiwoQJSE1NNUNt2i9zxuH333/Hq6++igEDBsDX1xcqlQqhoaFYuHAhrly5YsZatT+W+DzcaNy4cZBIJHBwcGijGtgHS8RBo9Fg+fLl6NevH1xdXeHq6oro6Gg89dRTZqhR+2TuOFRXV2P58uWIjY2Fp6cnPDw80KtXLyxbtgylpaVmqhVRLVP+f9+qD1r/yM7OvuX7sb1vGUvEhe1/65g7NjwntJ6p5+vz589j3rx5iIiIgKOjIwIDA3Hfffdh+/btzT6H4znTmTMu9jq+M/nub8HBwcjKyoK3tzecnZ2RlZWF9evXY+7cuY2OXbp0KV5//XXMmTMHwcHBjfY/99xz8PDwaLBt6tSp2Lp1K8LDwzF27FioVCocPnwYBw8eREBAAFJTU+Hv729Kke2SKXEAgB9++AGTJ08GAEycOBGhoaEoLi7GiRMnEB0djdWrVzc4ftmyZViyZAmCgoIwdepUlJeXY9OmTdBoNPjxxx8xePBgM9ewfTBnHAYMGIDk5GTExcUhPj4eKpUKycnJ2L9/P7y9vbF//3706NHDArW0feb+PNzo448/xhNPPAGlUgkhBNRqtRlq1D6ZOw7FxcUYO3Ysjhw5gkGDBmHgwIEAahMiSUlJKCwsNGf12g1zxkGr1eLee+9FcnIyevfujWHDhgEA9u3bh+PHjyMqKgpHjhyBk5OTmWtJHZWp/dCmXLhwARs3bkTPnj2Rnp7e7HuxvW85c8eF7X/rmTM2PCfcGVNik5ycjOHDh0Or1WLSpEmIiIhAfn4+tm7ditLSUixduhSvvfZag+dwPNc65oyL3Y7vhIl++OEHkZmZKYQQ4q233hIAxPr165s89rXXXhMAxL59+1r02snJyQKAiIuLExqNpsG+Z555RgAQr7/+uqlFtkumxCErK0u4ubmJiIgIkZWV1Wi/Vqtt8Pu5c+eEXC4X3bp1EyUlJcbtx44dEyqVSkRGRgq9Xt92lWnHzBmHDz74QJw/f77RcW+//bYAIMaNG3fnFbAT5ozDjTIyMoSrq6tYvHixCAoKEiqVqk3Kby/MHYfJkycLiUQiNm7c2KLjOypzxuHLL78UAMSUKVMaHXv//fcLAOLTTz+980oQNcOU/9/NWbRokQAg3n///WaPYXtvGnPHhe1/65kzNjwn3BlTYpOQkCAAiG3btjXYnpmZKVxdXYWjo6NQq9XG7RzPtZ4542Kv4zuTp7+NGjUKQUFBd5DGat6lS5eM76FQKBrsmzBhAgCgoKDALO/d3pgShzfffBNlZWX4z3/+g65duzbaL5fLG/y+fv166HQ6vPLKK3B3dzdu7927N2bMmIHTp0/jwIEDd1YBO2HOODz99NMIDw9vdNzixYvh6OiIpKSk1hXaDpkzDvWEEHjkkUcQEBCAv/3tb3dUXntlzjgcPnwY27Ztw6xZs/DQQw/d9viOzJxxqD9PJyQkNDp2/PjxAHieJvO6036oWq3Gxo0boVQq8fDDDzd5DNt705kzLmz/74w5Y8Nzwp0xJTaXLl2CRCJp9LcOCgpCTEwMqqurUVFRYdzO8VzrmTMu9jq+s0gr/MsvvyA5ORlSqRQREREYNWoUXFxcGh0XFRUFANi7dy+WLl3aILH03XffAQBGjhxpiSLbDSEENm/eDC8vL4wYMQIpKSlISkqCwWBA7969MWLECEilDXOLP//8MwBg9OjRjV5vzJgxSExMRFJSEoYMGWKJKtiF1sShORKJBAqFAhKJxMyltj93EodVq1YhKSkJv/zyCxwdHS1ccvvSmjh8+eWXAIAHHngAhYWF2L59O65du4YuXbogISEBXl5e1qhKu9aaOERHRwMAdu7cifnz5zfYt2PHDkgkEgwfPtxidSAy1datW1FcXIxp06bBx8enyWPY3lvereLC9t+6bhUbnhMsJzo6GmfPnsXOnTtx//33G7dfvnwZaWlp6NWrV4PPAsdzlmFqXJrT3sd3Fkkq3Ty/08PDAytXrsTs2bMbbI+JicGzzz6LlStXomfPnkhISIBKpcKvv/6KlJQUvP7668Z1H6hlMjIycP36dfTr1w8LFizAmjVrGuzv06cPtm/fjs6dOxu3nT9/Hi4uLk2uXRUREWE8hlquNXFozpYtW1BWVoYHHnjAXMW1W62Nw/nz5/HSSy/hmWee4fzzNtCaOKSkpACojcWsWbNQVlZm3Ofi4oK1a9di+vTplqmAnWhNHMaPH4/Jkyfjm2++QZ8+fRqsn5GRkYE1a9YgNjbWktUgMsknn3wCAHjsscea3M/23jpuFRe2/9Z1q9jwnGA5f//733Hw4EFMmzYNkyZNQrdu3Yxr94SFhRmTr/U4nrMMU+PSnHY/vruTuXO3m2O4detWsW7dOnHp0iVRXV0tMjIyxKpVq4Snp6eQSCTi22+/bfJ5K1asEAqFQgAwPiZOnCjS0tLupLh261Zx+PXXXwUAIZPJhIuLi1i/fr24fv26yMjIEPPnzxcARHx8fIPnKBQKERgY2OR7nTt3TgAQkyZNMkdV2rW2jkNTLl++LPz8/ISjo6M4c+aMGWrR/rV1HPR6vRg4cKAICwsTlZWVxu1cY+PW2joO3bt3Nz5n9uzZ4uLFi6K4uFhs2LBBuLm5CYVCIY4fP26h2rUf5miX9Hq9eOGFF4REImlwnp4zZ45xDQIiSzB1fZhLly4JiUQiunbt2uRaImzv20Zbx4Xtf9tp69gIwXNCW2lJbDIzM0X//v0b/J29vLzEypUrhU6na3Asx3Nto63j0hR7GN+ZvKaSKaZMmYJ58+YhJCQEDg4OCA4OxqJFi4y3KF6yZEmD4w0GAx5//HEsWbIEq1atQm5uLkpLS/H999/j9OnTGDBgAH777TdzFtnuGAwGAIBer8cbb7yBuXPnwtPTE8HBwVizZg3i4+ORnJzMObVm1hZxKCoqwrhx45Cfn481a9age/fuliq+3WhNHN59910cPnwYn3zyCe9e0kZaE4f658TExCAxMRGhoaHw8PD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",
       "text/plain": [
        "<Figure size 1472x552 with 2 Axes>"
       ]
@@ -562,22 +570,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Extract posterior samples\n",
+    "cg_posterior = az.extract(trace_mul)\n",
+    "\n",
+    "# Compute mean difference\n",
+    "means_diff = cg_posterior[\"μ_1\"] - cg_posterior[\"μ_2\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Mit `az.extract()` werden die Werte aus `chain` und `draw` Werten in eine `sample` Koordinate kombiniert. Dies erleichtert weitere Operationen."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2ecaa8ad40>"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -587,11 +605,6 @@
     }
    ],
    "source": [
-    "# Extract posterior samples\n",
-    "cg_posterior = az.extract(trace_mul)\n",
-    "\n",
-    "# Compute mean difference\n",
-    "means_diff = cg_posterior[\"μ_1\"] - cg_posterior[\"μ_2\"]\n",
     "\n",
     "# Use observed standard deviations (since they were fixed)\n",
     "σ_m = male_height.std()\n",
@@ -613,7 +626,8 @@
     "# Annotate plot with Cohen's d and probability of superiority\n",
     "ax.set_title(\"Posterior of Mean Difference\")\n",
     "ax.plot([], [], ' ', label=f\"Cohen's d = {d_cohen:.2f}\\nProb sup = {ps:.2f}\")\n",
-    "ax.legend(loc=1)"
+    "ax.legend(loc=1)\n",
+    "plt.savefig('cohens_d_students.pdf', dpi=300)"
    ]
   }
  ],