From 270ee63c8914865bf9161b2bdd224b94036337ed Mon Sep 17 00:00:00 2001
From: Mikolaj Rybinski <mikolaj.rybinski@id.ethz.ch>
Date: Sun, 5 May 2019 16:06:39 +0200
Subject: [PATCH] classifiers: random forests

---
 05_classifiers_overview.ipynb | 124 +++++++++++++++++++++++++++++++++-
 random_forest.png             | Bin 0 -> 91183 bytes
 2 files changed, 121 insertions(+), 3 deletions(-)
 create mode 100644 random_forest.png

diff --git a/05_classifiers_overview.ipynb b/05_classifiers_overview.ipynb
index 4e2bdd2..38daf1e 100644
--- a/05_classifiers_overview.ipynb
+++ b/05_classifiers_overview.ipynb
@@ -2274,7 +2274,7 @@
     }
    ],
    "source": [
-    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import DecisionTreeClassifier\n",
     "from sklearn.model_selection import train_test_split\n",
     "\n",
     "X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=10)\n",
@@ -2558,11 +2558,129 @@
    "source": [
     "## Averaging: Random forests\n",
     "\n",
-    "One issue with is **decition tree instability**, where small changes in the training data usually result a completely different order of splits. The idea of random forest is to make the decision tree method more roboust by generating many **week classifiers** and **averaging their probabilistic predictions**.\n",
+    "One issue with is **decition tree instability**, where small changes in the training data usually result a completely different order of splits. The idea of random forest is to make the decision tree method more roboust by generating many **week classifiers** and **averaging their probabilistic predictions** (was voting in the original method).\n",
     "\n",
     "Weak classifier here are shallow trees with feature-splits picked only out of random subsets of features (*features bagging*).\n",
     "\n",
-    "**TODO**: single quick code example"
+    "<table>\n",
+    "    <tr><td><img src=\"random_forest.png\" width=800px></td></tr>\n",
+    "    <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249\">https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249</a></sub></center></td></tr>\n",
+    "</table>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Random forest is an \"ensemble\" type of method in scikit-learn terminology, hence, you will find it in the `sklearn.ensemble` module."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   alcohol_content  bitterness  darkness  fruitiness  is_yummy\n",
+      "0         3.739295    0.422503  0.989463    0.215791         0\n",
+      "1         4.207849    0.841668  0.928626    0.380420         0\n",
+      "test score: 80.70%\n",
+      "\n",
+      "\n",
+      "Tree #0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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0awPHhYTGIK0UITX4LBdNmzbNbbvttpqsndRigwcPVsbt2WefdRIvL6/Lkkt277331mwG8TVKwFp3/PHHOwlS7CQIsKay6tixoyOVWbdu3aKx6XP00UdrWqioUA6Ym5EhYAgYAkkIWMiPJFSszBDIgYCF/MgBkFTD1MCsEfKjUEJCRZy4chB5MyXDhErVSMMEkZcUZm3NNdd0pLbKh8glO2HCBG1KvD3ywH7xxReuTZs2bscdd3QS4FfrkDpKZguNy0d6KXKGQoRKOffccx25PwORuD3kew1l9fJpcdrq5U7bOhuBwFSzaWsEetbVEDAEMiNAAvJiGDZGLBfDxtgwWpJ9wR188MGcKjHPXr16uaeeesq98soroTjjJ/lgCQK8yy67pLS5//77HXll27dvH5UTzFayWrivvvoqJQH7sGHDlHFEqkjQZNZcrwxbBJYdGAKGQFYEjGnLCo9VGgKGQBICzzzzjNqAof6T/KQOlSASqpCknGj/qAN32mkntdFiDKRakp5LbcCwI5M0Tk7SKLnrr78+5RKS7soNGDDAjRo1KqW8VCfYn0EhiX0YV1J26eHdd98dihI/Z8yY4QYNGqSR+9PVvu+99572kVyrKX0l/ZaeS+5S/YQ5BC8YSEkHpswbNnBGhoAhYAhkQ8Bs2rKhY3WGgCHQAAFJvq4pvGAyttlmG0eAXUlIrupFmLDhw4e7/v37q1SJVF2oByV/qTvqqKNUkrXUUks5SWKv0iiYGFTNBOiFsZEk6u68885TezhJTN7g2hRgrC/5UhPr4oWSi9VJcvh4kR6jeoWWXHJJ/QxvIUUYkq9MhJMAdmyskXWkE9JFCCeHOIV0YJ9//rkWcy0kbTBvjz/+uKpVcVYAD0lCH+9qx4aAIWAIRAgY0xZBYQeGgCGQDwIwVTBiu+66q8MG66STTlIbLozsR44cqUOQPxKJGYb9EDZkSNQkUb1r2bKle/rppzU/KhK6ww8/XBkXmLbevXtrfdxgXweIvUnSdieJz2MlyYcwiUlM29dff60d0jM1hPNQnzQqabtWW221BmrR0HaLLbbQ3J4wY4yz2GKLaRV5PyHWD5H3FMYWQip5zDHHqMfoRRddpBgkeZpqY3szBAyBukbAmLa6vv22eEOgcARI+I7EicTrbdu2dRtvvLEO8t1336UM1qJFi5TzwBRhlB8S2sPMQXFGKb1fyiByssACC7hZs2alFzc4n2uuuRqUUYA0jLnCeMYJZwIok10Z6sybb77ZPf/88/FuKccwW3iEXnzxxar2RApJUvYQ9mTttddOac8JuMDsMq+hQ4eq96gxbQ1gsgJDwBAQBMymzbaBIWAIFIRAkF4F26+33npL+xNCo1BCUlcMwejkemUaOzg5/PjjjymXDueBkUyplBMcF1CpIm1Dusgr2PCdfPLJqtalD9KyiRMnuh49eqj37LHHHutWWmklN+ecc7oOHTqkDxudI2WEYIaNDAFDwBBIQsAkbUmoWJkhYAhkRABnAmzU+MQoH1XniSee6A444ICMfUpZgTqRQLi5aLvttnN9+/Zt0Az15vTp03Xuq6yySlT/2Wef6XFwSIgq/ndAqA4cDYKzAcVBuogEbuGFF3YwbxASNl4Q9nswYqh0A8OoFWlvSyyxhJZkun5aczs1BAyBOkTAmLY6vOm2ZEOgMQjANBHu4o477lDbLAzn55133sYMWVBfQmhg0I+KNhsFhiq9DV6r2NKRjQDGLhDOA6hug7qXcgLg8iIGW4jpFtrziXQMpoz4a7RJJ2zZDj30UHVaGDhwYHp1yjnx2lDpxueU0sBODAFDoO4RaPgrU/eQGACGgCGQDQEM6FELEs+MYLLYeGFwTyyyRRZZJOpKwFoIb00M7wlqC/3www/6yVvw1IwzWPF+UcPYARKv4OAQK877kFAfu+++u4YUQcWJFyiSQ2Ks3XnnnZG9HZ6v7dq1c6hNUQHPP//8eV+Dhkgg99tvP8WF8CWhP7Z0Xbp0UYcL7N9QmYIjmRnwKMVO0MgQMAQMgUQE5AfEyBAwBApEQNRrWLF7MaAvsGf1N7/qqqt07aw//hJDei/hO7wwYl6CznqRiGm9SK68RP/34h2q5xLbzIuq0EvoEC+hMLRswQUX9GPGjPGXXXaZFwZPyyTgrRe1a1kAk7Ah/sADD/StWrXyosb04vXpL7nkkpRriUTRi8rTC5PoRbKYUhdORE2rcxUnBi0SRs8L4+dFAucXXXRRP3r06NA05bNnz57aD/xEXevBSCR/KW3q7WSHHXbw++yzT70t29ZrCBSCwBRLYyW/mkaGQKEI1HMaKwzr8fBEioQnKZ6cBJMVpssJE6RBZwvFs7naE/ONTAWoRZOIzAmoYYUBS6puUIZ0jnAnSOjWXXddDYnSoJEUyK+05lYFN5wUgjdtUtt6KbM0VvVyp22djUBgqqlHG4GedTUE6g0BbMEIZwGzBiNDUNxAxF9DxVhNhA1ZJoaNdbCmQgi7NpHg5eyCXR4qYyNDwBAwBApBwJi2QtCytoZAnSPw66+/KgKHHHKIExWfW3755dULk7RWBNPFKN/IEDAEDAFDoDwIGNNWHlxtVEOgJhEge8H333/v7rvvPg3xgWSJEBpii6Tpl0zNV5O33RZlCBgCFYKAMW0VciNsGoZANSCALdvgwYP1hdSNc1R9RoaAIWAIGALlR8AyIpQfY7uCIVCTCBB6oykZNpKpDxgwQBPNn3nmmRWPKcF6yX/64YcfJs6VuHCnnXaaBuEdMmRIxnah86OPPurIOkHcOCNDwBCoTwSMaavP+26rNgSqDgE8LYmX9vLLLzfIG1pJi8EblQTwJIeXECbqWZs+v2nTprlNNtlE86gSn40sC5tttpn79NNP05vqOSrpvffeW9XSxrQlQmSFhkBdIGBMW13cZlukIVD9CHTs2LHJUmU1Bi2yNZB1IZ5ZIT4eQYZ79erlSB5P2qvWrVs7iRGnzB3lSURWhU8++SSpysoMAUOgjhAwpq2ObrYt1RCodgSSUkVV2prat2/vyGmaKZTIhAkTHPHfSEAfSAIJKyP31FNPaaaJUM7nuHHjNG2YBCyOF9uxIWAI1CEC5ohQhzfdlmwIZEOAnKLkwUQlRyyxHj16uG222Ua7PPnkk5rqiTRSpGVCAkRQVIiAsdTDZJAcnTAg9957r6a46tevn5PsB9qXVFEwX6RwIgAthL0azAwppZA8kYD9I8nnKVHyHamm5phjDm2X6U0yLjheqCYZkwT2kmUhap5tTVGjJjqYPHmyXol0WnEKieLvvvtulcJRN2PGDDdo0CAn2SNU5Rpvb8eGgCFQfwgY01Z/99xWbAhkRABJDxKgd999V6P0wzSRlxOmDcahU6dO7pprrnHnnHOOO+6449xOO+2k9eTLHDp0qDv33HM1tyhMHUwaTBg2WzBqZAmA+ZKUT5qsnbAhqBIfe+wxHevFF1/UYLbEfoPxIu4b88HO64orrsg4Z5wTGIM5YfNGWJLbb79dGcF55plHx8i0pvRBGQdmMxdxjXnnnTdXs8R6crFCSy65ZEr94osvruchHyuZGLBjGz58uOKY0thODAFDoC4RMKatLm+7LdoQSEYAKZnkBlXmCu/QM844Q5k1WsNkYQSPhIhMAtttt50yZHhBwrQhEZNcrO7CCy90++67byQZIkH8DTfcoNIvvCkhUmCR7gmGrHPnztpn8803d6uvvroyYHilMh52X1dffbU79dRT3TLLLKN94284JcAo4qGJOhJj/ttuu03nev311zuCAGdbU3wsjpHWMf9sxNz233//opk2MIJgKOMUzkP9WWedpTHwTC0aR8mODYH6RsBs2ur7/tvqDYEUBDCe/+abbzSsxj333KNM0BFHHKFtTj/9dAeDhhQMaZQkjtfyuIF8UEnGVX/Yd0FI2gKF9FdBqhSC8tImhBGBEcQwH4nT66+/HrqmfMIMUo/Eb/3119cXY5LPE2YRyramlMHk5LzzztNcquRTzfZaZJFF0rvmfb7QQgtpW9TJcUICCS299NKqZkZFjIOCkSFgCBgCAQGTtAUk7NMQMATc7rvv7qZPn+7Gjh3rdtxxR9e1a1eVkmG/hnQNO7cNNtjArbPOOippmzhxYk7UkNil05xzzqlFgVFJrw/nIT8n102id955x2HE//zzzydVa1m2NaV3Yl5hbul1pTpfbrnl1Fbtxx9/TBkynCNtRJ2L+hRpW6BXX31VD/E4Je8rn0aGgCFQXwgY01Zf99tWawhkReCPP/5w1157rQZxPf744zUB/G677aaMHGrHPfbYQ1Wiffv2dQ899FDWsUpRiY0a1KZNm8ThsCv797//7WDegkQvNERlil1dtjWFtuETVSpOC7kI1W6QKuZqm15P2i8YY5wM4nMmGC+EQwKMLrHbeAX67rvv9BAJ3MILL2xMWwDGPg2BOkLA1KN1dLNtqYZALgRQhRJHDOkUkh0kao888oiDYTj//PNVFUkd9PPPP+tnuppPC2NvuepjTRscwtwgmYqrW+ONmB9EZoH4dfBixSYOyrYmbRB7+/bbbzUeGirfbC9UssUSMdygqVOnpgyB6hm7PNS5L7zwgtr7YfMXXj179tT2eNUGqVvKAHZiCBgCNY+ASdpq/hbbAg2B/BGAGSGK/9lnn63SnI022ki9PbHDCjHSsG3DaYBQFBCeooSpQJ36xRdfaFmwJ+MERgiK275hNwcRryxOSO/IfIA6lrAjhPBA+oVqFsLbFArG+jga4IiAtyiqXIz2YWgIq4G3K5RtTdog9nbsscc6XqWg4CUa1h/GhAGF8R01apQylnjY4qF7//33q5dtsO8L7e3TEDAEDIGAgDFtAQn7NAQMAZVWXXrppcpEtGzZUpkwvDfxKEWaddBBB6k3JyFB8M6EScKrFDs31H033XSToojXKSo+GKjgsIAHKPZiM2fOdKNHj9Z2lBEGJHiGYvyPxyjhL7jGlVde6fr06aNtCfsBgwaNHz/ewUgS5oPr77rrro7UULwIGYKKF4N+CAlcpjVpgxK/Pf300xr+5PHHH9eRjzzySMVp8ODB0ZXADokbksINN9xQnR6GDRvmunXrFrWxA0PAEDAE0hGYTX7QUl2Y0lvYuSFgCDRAAJUh0iYkPq1atWpQX60Fv/76qzJbSLSQbmHwHiccB3iFGGXYi3EewlXE2xZyjCMBjB+MDB6cqGjJ3QmzmA/xM/bBBx+o5ynOC8EDlb651pTP+OVq8/vvv6s0MVP2hHJdtxLHJUgztnrYCxoZAoZAIgJTTdKWiIsVGgL1iUDw9ERll0Tp3pWoTIPaNKl9MWV4g/IqhGDSYPKSKNeakvo0VRmMsTFsTYW2XccQqH4E8vsbW/3rtBUYAoZABSMQ7L6CB2UFT9WmZggYAoZAsyFgTFuzQW8XNgQMARDAi/KYY45RMB544AHNNhAcDQwhQ8AQMAQMgb8RMPXo31jYkSFgCDQDAtgGkmM0TiFrQLzMjg0BQ8AQqHcEjGmr9x1g6zcEmhkBbM6C3VkzT8UubwgYAoZARSNgTFtF3x6bnCFQuQgQT+3OO+90pLIixlh6zLVKm/mDDz7oyKcaCG/Vvffe273//vsaEiSUxz9xFCAURzrh7UpYEfKcEmLk8ssvT2+S9Rzshg8frjHu8MTt2LGjO/zww1NSaJHpgdyjjz76qIZF6dy5szvuuONcixYtdGxUyfE0YuReDeFRsl7cKg0BQ6BqETCmrWpvnU3cEGheBGAqfvvtNzdlyhQX8mY274yyXx1Ga8SIEe7CCy90e+65ZyTdg+GiPInat2+fUkxmCGLLEWeNuGsXX3xxCqOV0jjDCXlUN9lkE01qT7w5mEbCXYDjXXfdpfMCz0033dSR/YBgu9j4EY+OFwGICYWy2WabubZt27qXX37ZkS2BdGPGtGUA3YoNgRpBwBwRauRG2jIMgaZGgLAgBNtdddVVm/rSjboemROWWGIJDc77yy+/aDYFJHAwUzChvEjRRcwwggcHou1WW22lmQzuvfde179//4IZNsYiCfzbb7/tLrroIp0DErIzzzxTGTKCCUMEDSbIMJkjiJkHM0e4FeIDTpo0SdsgoUPKRyaKUodd0QvYmyFgCFQcAsa0VdwtsQkZAtWFQDUzDKh0x4wZo5IuEsCjDuVFVgOkanGm7dBDD1Wp1oABA9yWW25Z9E0iIT3SszZt2kRjkC4MgpEjUDCq3JEjR6rUjYwRMGbbbruttnnttdf0094MAUOg/hAw9Wj93XNbsSGg6aDIGQoRyBYVIfk+SRNFOQzM2LFj1U6NHKBIeEgrRcolEsfTNolI1M5Y5PtEXQfTQ4YDVHhQv379VO0X+iJB4kWO0XXXXdedeOKJeu1QX+5PpIVJgYRZ8+qrrx5JEUmPRQ7UBRZYwB199NEOxgmMSGZfCJEBgZykMLocwyBCa6yxhmaZID8rMesmTJjQAGMkhEj4llxyyUIuaW0NAUOghhAwpq2GbqYtxRDIFwGYI2ymYNAwqA9MGHkyYUZefPFFHQrbL3KKvvHGG+69995TWyzsrWBgkogxn3nmGTWYX2211ZRpO+mkkxxSKnKYwnjQBkJi9dhjj6kq8K233lJDfBK/v/TSS4lpsWjL2LkIg/6QZitX26R6GE6kYSSjDxRUkjgQwMwhoUONijMD+VZXWmml0DTrJypO5sY4r7zyivanA9I0MiO88847mu+VpPLpxH2AyWuMlC99TDs3BAyB6kLAmLbqul82W0OgJAjAJFxwwQXqtXjLLbe4/fbbT8d9+OGHlbEikTk2XNOnT3cdOnRQeyqYFQzf02OqpU+IdnEixRTjxQnJG1K9Dz/8UJkVjOpvu+02tevCyD/OMIV+SORwIshGXGv//fdvFNMGc4jhf1w1SgBgCOcDmE1s3pC4oVrt3bu3YpJPnlTmt8UWW6jEjPXA9EE//PCDmzlzpjoYkDs1nXD6uOGGG/Sa2LEZGQKGQH0iYExbfd53W7UhoMwYxu54JIbQFaNHj1apGPCQBB4JG/ZXMA0wU0jbSMDeWIIBQaK10047RUPBCCGxgoFJItSsZ599dlJVVAZT1NiYb6hGmUec0USlCR144IH6CSaXXXaZu/vuu1VaiaQQFWc+RAgRJJwwrahDUblOnjxZbeiwc2PsdBo4cKBr166dGzJkSHqVnRsChkAdITB7Ha3VlmoIGAJpCBxxxBHur7/+Uo9IvBRR2e2www5Rq8UWW0zjlHXq1ElVqKXyFEUNiC0dYTjCC8aH8BcnnHBCdP34AapFGMlsr8YybGCBanTnnXeOX9otvfTSeh5Xu3KtwNgRmiNfWmWVVVQFTJw2GDYwxRMVQgqXTjDLxGRDElnNTh/p67JzQ8AQKBwBk7QVjpn1MARqBoG99tpLjf+vueYaZQj23XffiDFAEtarVy81nEdlSAgM1IGlIJgfpHcwbzAxcUJlusIKK8SL9Bg7OhiqXHTdddcV7czAOr/88ssU1SjXQy2MlBEJGXZ5gYJTQKFpt+hHoFwI2zgcPGBiUb/G6YknnlCJHI4QhV4jPo4dGwKGQG0gYJK22riPtgpDoCgEYJ6wZ/viiy80Vhhx1wLBIGHL1aVLF2XYKEeFSUiKbBSkQXE15x9//KFdkGRBQUJ12mmnpYyH9ymOC0mEVyXqxFwvmM1iCWnWMssso0xUfAzs5KB0Rwi8SJGWoboMxFqxB8yXjj32WPfqq6+6QYMGafy40A+pZ9++fTUuW9zDFVUqDhtGhoAhUIcIyA+wkSFgCBSIgBjow7l4MVgvsGflNRdplxdbMN+tW7eUyQnDpmtcfPHFvdhu+VNOOUXPWbcwdF4YDW0vhvEpWAhj54WR8aJa9SKZ81dccYVv1aqVtpF4Y15UiV6Cxmobxtp66629BJX1hx12mGesTz/9NGUepToRmzidw+uvv544pDB7XiRg/qijjkqsZ57CPHkJT6L1H3zwgReHDs+4gWbNmuXFC9SLVMxL+qlQnPhJWzAFK9YvDG3UTqR6vmXLln699dbzkmoregkD7UXi6YWBjdpyIIyylxArKWXVdiJqeb/PPvtU27RtvoZAUyIwhX+5RoaAIVAgArXEtLF0UfkpYxaHASZm++239+IV6cWmy4sRvJdcmHoukiUvAWi9pF+KGDmxe/Nin6ZD0FakeMpMMIY4OCjjJqE/ojYiVVMmCMaNFwybpGiKT6Gkx7mYNpgs5sG9TSKRnvkDDjjAS2w2L56lXlS4XrIbpDBbEg5FmSrGEQ/YpGE8zJ7EutP+YCNODintJH6bb926dYRrwCd8irdqSntOjGlrAIkVGAK1iMAUs2mTX0IjQ6DeESDWmEh2UmAghAUJybE9w94qEOrUcB5PwB7q+RQJkiPmG6pCxuVTpCgpaZ/IvylSNSdMjMPrk1AXfDYXrbnmmho0Nz1kSZgPjgfY9KH6xPEAT8+gCg5tiHfHmoYOHepEuhiKUz5RRWMjR9YFHD3SCYcL7PqMDAFDwBBIR8CYtnRE7NwQqEMEcDLIRIFBC/Xp56E8/RNbr0DpzE0oh0lbeeWVw2mTfJJjNIlgLtMZ16R2eK8SODgTEYMOuzNCqSQRMelKSTgyBFvBUo5rYxkChkDlIWCOCJV3T2xGhoAhUAYEYLZgOHfffXfN5Umez3IQIUxw4Ci3tydSzl133dWRtxQJXzwcSTnWZWMaAoZA8yMwG0rf5p+GzcAQqC4EyMW5+eaba+T8TGqw6lqRzdYQaF4ExD5SvZQJ2WJkCBgCiQhMNUlbIi5WaAgYAoaAIWAIGAKGQGUhYExbZd0Pm40hYAgYAoaAIWAIGAKJCBjTlgiLFRoChoAhYAgYAoaAIVBZCBjTVln3w2ZjCBgChoAhYAgYAoZAIgIW8iMRFis0BPJDICnOVn49rZUhYAikI0AsPyNDwBDIjIAxbZmxsRpDICMCBGC95ZZbMtZbRUMEJH2U5jcdOHCgI5BtLdOkSZPchAkT3PDhwxMD6Nby2huzNskE0Zju1tcQqHkELORHzd9iW6Ah0PwISHont9ZaaznJpVkXyc4JeLv++uu7RRZZxD388MPNmumh+e++zcAQMARKhICF/CgRkDaMIWAIZEHghBNOcJJI3kli9CytaqeqRYsWbty4cU7yqzrJ11o7C7OVGAKGQLMiYI4IzQq/XdwQqH0EHnjgATdy5Eh3+eWX15WqsH379u700093p556qnvnnXdq/0bbCg0BQ6DsCJh6tOwQ2wUMgfpFgGTzqEU33HBDd+utt9YdEH/88YfbeOONNbH8E0884eaYY466w8AWbAgYAiVDwNSjJYPSBjIEDIEGCBx//PHul19+cVdccUWDunoo+L//+z9Vk5JE/vzzz6+HJdsaDQFDoIwImHq0jODa0IZAPSNw3333udGjRyvDVs/5WfE0Pvvss93gwYPdq6++Ws9bwtZuCBgCjUTA1KONBNC6GwKGQEMEfvjhBw3rsdlmm7mbb765YYM6K/nrr79c586dHV60zz33nJtzzjnrDAFbriFgCJQAganGtJUARRvCECglApdeeql7//338xryggsuUHupvBo3YaMDDzzQTZw40b3xxhtu0UUXbcIrV+6lPvjgA7f22mu7Y445RiVv+c70qaeeyovxXXHFFd3RRx+dddiXXnrJ3XHHHXpvdtppJ0fMPCNDwBCoGgTMpq1qbpVNtG4QGD9+vLvhhht0vcstt5z75JNP3IgRI9yjjz7qeDD/4x//cNOmTdMy7MUqjaZMmeKuueYad9VVVxnDFrs5K620khs6dKg777zz3LPPPhuryX5IvLeePXuqmpl98OWXX7oNNthAX3ioLr300rof2De56KeffnJvvfWWw8bOe5+rudUbAoZAhSFgGREq7IbYdAwBGDGyLWy11VYKxvzzz+/uvPNOt/LKK0eSlOOOO04ZuF9//dUtsMACFQPa999/7w4++GC35557OiQ5RqkIHHbYYXov9913X4fUa+65505tkHCGKnWLLbZQdTPM1g477OD23nvvlJYwdbvvvntKWdJJx44dVUV7++23J1VbmSFgCFQ4AuaIUOE3yKZXfwgQImPLLbfMuvCWLVu6gw46qOJCSKD6+/PPP91ll12Wdf71WjnbbLOpFPKLL77Q+G2F4JCNOW/btm3emOPRamQIGALViYB9e6vzvtmsaxiB66+/Pq/VDRs2zBEHDNuxMWPGuIsvvthhD0eOT9SqxEiDSbjppps0uOuZZ56pDBU2ZnGmaubMmRq1HykOjAFSoG233TavOcQbMY/rrrvO3XXXXW7hhReOV9lxDIFll11W8d5///1V7dmpU6dYbeGH2Lw98sgj7uSTT9bO//rXvzQmHmXvvvuuxsgj3AgS22yErRux9JCWoobv0aOH22abbbRLqfZItutbnSFgCOSBgNg1GBkChkAFIyC2YRgf+V133bXBLHv37q111K+77rp++eWX13N5+HrJe6nHoZPYxvnZZ5/dC9MQivyMGTO82Fp5riHBX/3mm2+ufYQJjNrkc/Ddd9/5JZdc0ovaLp/m1kYQEKbIr7DCCl48SvPCQ1Sbem+4V8JYeWHO/Icffuh33HFHL/HwojGE0fJt2rTxv//+uxdHEC82kL5Pnz5RvYRi0XHOOOOMqEzSbXlhtP0333zjRT3vRTXvL7zwQq0v1R6JLmYHhoAhUCwCU0w9mgdja00MgUpF4MYbb9RQEswPCZk8YDWkxM477+zkwZ0y7WWWWaaBYwDBb4VRc3379nWbbrqpO/fcc7UP6ZcKoX79+mlzDOWN8kPg6quvVmlo//798+vwv1bcszXWWENt3NZcc0139913R/2xh5w+fbpKWrGFI0YcqlOkcdmIPKnC0Ku6HTs7YeicMH3apVR7JNv1rc4QMATyQ8DUo/nhZK0MgYpFYKmlltK5YYzOgxdvw3yImGE4OCy00ELqTUgf7NHwcmQcnBzyMZS/55571Nv13nvvddjaGeWHwOKLL+6uvPJK16tXL3XaCKrIXL3pI5IzbSZ/193hhx8edZlnnnk0zMp8882nDCGq9vfee0/vZdQo4YBUW3j74o1Kgvvu3bu7ddZZR50WSrFHEi5pRYaAIVAEAiZpKwI062IIVBICMFhQoXktsXeCBgwY4J5//nl94dFIjDjq8mHYRC2qUjqkfHg1GhWGwG677eb22GMPR1w7bMkKJWwWic223nrrRV0XW2wxh70jtnLYsa266qpRXaYDPE/3228/99FHHzlRt6pNI1K7UuyRTNe0ckPAECgcAWPaCsfMehgCNYHAvPPOq+sgQn86zZo1y3311VfpxQ3OjzrqKGUWcYIwKg6Byy+/3JExASyLIZgyQqxASEqR3E2dOtU99NBDqjKfa665cg6LQ8u1116rQXyJ+3b//fc7GMpS7JGcF7cGhoAhkDcCxrTlDZU1NASaBwEe6BCqsEIohHbAixSiPw/1MB5qUCQxeAwiYQtE/T777OP++c9/hqLET9RmBHTFNgsVq1FxCOBpO2rUKFUxg2kmCvc/fCa1wwMUhq1Lly6RB+/PP/+cc+8cccQRGrQXiRv5UVGN4n2KursxeyRpjlZmCBgCxSNgTFvx2FlPQ6BJEPj888/1OsT2SiLCMUA4IcSpa9eueko8t0mTJqnkhHAQjIcdGkwdDgQwcuTFxPhcPAYdAVjFq1Ej7sfHix9/++23jkCxhK3o1q1bvMqOi0Bg++23dwcccIA79NBDXbif6cOE+09Il0xEtgyIfK/c41NPPdW9+OKL6lQAQ/jaa6/p/afN119/zYcSeyCEgYGJ3GijjdTZAVVrsXskjG2fhoAhUEIE5F+bkSFgCFQgAsJceVF1eTEu1xAN8rX3woh5SROls5UHrRd7KC9eglpPmIfRo0dHKyHEhwTq1TrCfIhEzIuTghdbJw3nICoxDQsh9lQaCoTxxUbKH3LIIV7Uo9E4SQcikfHijaqhJ5LqraxwBH744Qcv8fW8eP6mdCYUSwj3wT1iP4ijgN67lIZywp4QBlDvp6g5/ZAhQ7w4Fuh5u3btvMTq0/vGOCId9cLU6RCEjiE0iGSx8MI8+u22205DwFBJ6JBi9ogObG+GgCFQSgSmWMJ4+fUyMgRqGQHUnAR0xWgdW7VgpxRfMzkpcUBAZZot8j59SIEkMeNUDZevx2P8WnacGQHs0LbeemuH1+dee+2VuWGOGlTiQepG0/Tz9O7BUxgpLDZwBGBOp0L2SHpfOzcEDIGSIDDVmLaS4GiDGAL1gQCqO2KE4WGIHZZR6RHAIYH4e6hBQziX0l/FRjQEDIEqRMCYtiq8aTZlQ6DZEMAz8ZlnnlHbqLgkp9kmVIMXRhqKIwBST1GF1+AKbUmGgCFQJAJTzRGhSOSsmyFQbwjccsst6mkqdnMpqrd6w6Hc60V9PXbsWA27YdLMcqNt4xsC1YWAqUer637ZbA2BZkEAT0PUoqTHGjlyZLPMod4uetJJJ7krrrhCpZqtW7eut+Xbeg0BQ6AhAqYebYiJlRgChkA6Arvssot74YUXlIHI5aiQ3tfOi0Pgt99+05RkiyyyiHv44YfVkaS4kayXIWAI1AgCph6tkRtpyzAEyoYAMb+I8TVmzJicnqVlm0QdDtyiRQtHIvcnn3xS84HWIQS2ZEPAEEhDwNSjaYDYqSFgCPyNAKmsUIvigICqzqjpEZDYau68887TrBWrrLJK00/ArmgIGAKVgoCpRyvlTtg8DIFKRECCrbpXXnlFUxuRzsio6REgL+jGG2+sGSwk0K7mem36WdgVDQFDoAIQMPVoBdwEm4IhUJEIECvs7rvvVrWoMWzNd4tIN4aa9OWXX3bnn39+803ErmwIGALNjoCpR5v9FtgEDIHKQ+DLL79Uteiee+4Z5aSsvFnW14yGDx/uTjvtNPfcc885SUlVX4u31RoChgAImHrU9oEhUM8ISL5Lt+CCCzaAoEePHu6NN95Qteh8883XoN4Kmh6Bv/76y3Xu3Nn9+OOPyrhJztmUSfz888+aoox0ZUaGgCFQkwiYerQmb6styhDIAwHyTbZt29Zdc801Ka3Jezlx4kR37bXXOmPYUqBp1pPZZ59dg+6SI3bw4MEpc8HWDenbq6++mlJuJ4aAIVBbCFhGhNq6n7YaQyBvBHjQEzT3wAMPdF27dnWfffaZI2F4v379HPkvO3XqlPdY1rBpECC11dChQ9Wb9Nlnn3XEcuvfv7/r2LGjmzFjhnvggQeaZiJ2FUPAEGgWBMymrVlgt4saAs2PAPZRw4YNc//5z3/UM5G4YIT3+O6779RjlHRKRpWHgPdemeyPPvpIA+7CrP355596vOWWW7pp06ZV3qRtRoaAIVAKBEw9WgoUbQxDoBoRmDp1qjJszJ2wEthEIb1ZbLHF3Pfff1+NS6qLOXOv1lprLZWsBYaNhcPMPf744+7333+vCxxskYZAPSJg6tF6vOu25rpHAGN2QkgkEYwbQVyxbTOqLARef/11t95667kRI0Y4HBOQsMUJdSlqbyNDwBCoTQSMaavN+2qrMgSyIvDII4/oQz+pEZKcn376ye2zzz5uhx12cIT/MGpeBGDQsGVr3769e+uttxowa2F2c801l6lHAxj2aQjUIALGtNXgTbUlGQK5EHjooYdcesiI9D54K6Iy5dOoeRH45ZdfNI0VDDWvTIRqdPLkyZmqrdwQMASqHAH7Na7yG2jTNwSKQSBuz5beHyaNWF+DBg1yDz74oNq4pbex86ZFgNArN910kxs9erTDYYQsCZmItGNmk5gJHSs3BKobAWPaqvv+2ewNgYIR+Oabb1TFltQRZqBly5YOSdzAgQNNypYEUjOWEZ7lxRdfdCuuuGJGxg2HhIcffrgZZ2mXNgQMgXIhYExbuZC1cQ2BCkWAB3pS1HwkbB06dNBMCJtvvnmFzt6mtfrqq6sTCTaHSYTa2+K1JSFjZYZA9SNgTFv130NbgSFQEAJI0eLqtXR16OKLL17QeNa46RGYZ5553JgxY1RlynH8fhJ3z+zamv6e2BUNgaZAwILrNgXKdg1DoIIQaN26tfv44491RjzsyT166623ui222KKCZmlTyReBDz74wO28884qIY2HAOEeL7fccvkOY+0MAUOg8hGw4LqVf49shoZA6RD49NNPI4YNCdtmm22mD3tj2EqHcVOPRGqr5557zh1xxBF66aD6tswITX0n7HqGQPkRMPVo+TG2KxgCFYMAqlGIBzuOBpybOrRibk/REyE+2yWXXOLuvvtuN//88+s4999/f9HjWUdDwBCoTARMPVqZ96UqZoUqJm5LUxWTtknWFAJdunRx5WBOzjjjDDd48OCawsoWU7kIPP30026jjTaq3AnazCoFgamZg/1UyhRtHhWPwPHHH28/OBV/l/47wcsvv9zttddebqGFFqqSGWee5siRIzNXlqBmmWWWcRdeeGEJRmr6IfhDNWHCBPUGNru2psc/3ysSfufwww/Pt7m1MwScMW22CRqNwKabbqqG0I0eyAYoKwLE79pll11qJvYaYS0++uijsmGGg8Zuu+1WtvHLPfAee+yh6a7mmGOOcl/Kxi8SgU8++cSYtiKxq9duxrTV6523ddcdAtixBSP1ult8nS7YGLY6vfG27JpFwBwRavbW2sIMAUPAEDAEDAFDoJYQMKatlu6mrcUQMAQMAUPAEDAEahYBY9pq9tbawgwBQ8AQMAQMAUOglhAwpq2W7qatxRAwBAwBQ8AQMARqFgFzRKjZW1sdCyNC/8SJE/VFdP5TTjmlqInjGfnoo4+6qVOnat7F++67zy2xxBJFjVUPncDr9ttvd++9915RmIP1kCFDFGsyK0Dvv/++u/TSSxPhI/jrsGHDGtQxj0MOOcR17tzZ7b333g3qq7GAGG94tuIZuPXWW7tRo0a5Yh0CwGerrbZy5BedNGlSVjjuuece169fP3f11Ve7rl27Zm1bD5U//viju+222zSO39xzz+122GEH9XLP5YyTTz/2Ofs9iXr06KH3LKnOygyBxiJgTFtjEbT+jULg66+/dk888YQ+kDbeeOOix/r999/1R3TcuHHu888/11AHRQ9W4x2Jmj9o0CD3yiuvFBWq5fvvv1cGC6bkr7/+ikKIEANuxIgRiei1b98+sfyiiy5yo0ePrpmsDKwH5umRRx5xxC+EYTvuuOPcmmuumbj+XIXg+9prrzmY3jjW9IOhizMgH374oaYo47Pe6Y8//nA77bSTIw7aNddc47766iu3zz776J4/88wzM8KTTz9+s/r37+/4zUkimGwjQ6BcCJh6tFzI2rh5IbDuuuvqjymNi5VG0LdFixbuwAMPdB07duTUKAMCPPhhAM4+++wMLXIXH3rooSpFirf85ZdfVHIHwwJT99tvv+nr559/dgsvvLDGh4u35ximsVjJavpYlXJ+2WWXuQ033NAtsMAC7sorr9Q/EsUybKyJ7wTS0LfeeitijinnPsIcxBPEH3300cq09e3blyZ1TaRoe/DBB91ZZ53l+I3ZbrvtNDcr50jhM1E+/a699lrdz++88060z9nvSJJJIWZSzkzoWnkpEDCmrRQo2hiNQiCo18JnYwarxbRaPLQPOOAA99133zUGGu0LxjzAVl999aLGQpL57bffNmDC/vWvf7kxY8a47t27O4LSwhjyIj0P8yaob5xg8lCHIpmqFfr111812G/YgzBcJHNvLJG94h//+EfKMKeeeqp7+OGHVdoWr6j27Ael2Oswskg4l1xySbf99ttH8Bx00EF6fNVVV0Vl8YN8+y2//PIqvWvbtm20z9nr/GHheqhijQyBciFg6tFyIWvjZkSAB/Z5552natE555zT8SMIxVU9Tz75pLvzzjvds88+q/9eke7AEECoMLBdg0m4+OKL1Y7q9ddfVzWbNvjfG+0GDBigkh+KePCdf/757oUXXlCpEP+Ku3Xr5kiHxL/m/fff3/Xp0yc+hLvrrrv0hXqFf+wnnniiMiU0Qj2Iai/MkXUMHz486n/HHXe4W2+9Va+/4oorOmxdttlmm6g+1wHSlXPOOcfdfPPNKnGJj52rbznqZ8yYoWpV1NnHHHNMyiWWWmopxyudWD8M4qqrrppSdcIJJ+gDbvPNN08pr9aTCy64wD311FMqAUPCA5O96KKLqt1f0l5lP4MNjAJZF2Bq+U68/PLLCgG2aWQa4buCLduNN96o9lkwgjBs7GMI6TLpttgnb7/9traDcTv44IN132Evyj4kmTx7+d5779X22CPGbT5nzpypbbg+UsJ9993XbbvttnoN3rLt9Wx10QA5Dkq51/k+ohbFnjD+RxCc+EMxefJk/Q0JzHWYWr79yDSRTl988YX+nvFdNTIEyomAMW3lRNfGboAARr5bbLGF/gvGSPjLL7+M/g0Hpg2moFOnTvpvlocRNkHYp7z55puOf7c8UMaPH69j//Of/1TJz8cff+yee+65lOvxozzvvPPqwwq1FapTxjjqqKP0AQuTcdNNNznsrV566SW1Q4K52GCDDXQcGL7HHntMH4g8VMgRiPE+bTEMJ4cnKqopU6aoymXPPfeMmDYe4Dw43333XTfffPOpETTXzodpw4YJ9SX4sAYM9VEjomZkPs8880zKOpNOmCtrLxXBXCAZg3FMYs6SrkMfGAbmHyeYECRwYIRkpRaIPxTLLrus7g+ka4cddpiq7DPtVVSY66+/vu7t1VZbTZm2k046ycHMBUeCNm3aqO0Ue50/INiwQTvuuKPiGv5osBdpA9PH3jnttNO03RVXXOHOPfdc99NPP6l6dY011nCoq1HvwaTBwEHYwHXp0sXBSPMnhv5IY/lTBPMJZdvr2eq0c5a3THudP1T5/ElZZ511lDmLX4LfBAhJWzottthiuudgsrhfcSq2H2Pwu4C0DfyMDIGyIiA/BEaGQFEIyIOEp4iXH6y8+59++unaRx44UR9hzLRs6NChWibMkp6LREzPRVqg5zfccEPURwVGKowAAEAASURBVLwNtUwkCF6YAy8Mm37KA0TL5d+/F6mYl4eR//e//x3140C8vrSNPMS8PNC0Th5wWiYJwvVcGDMvUg0vP+R6zpswXNpGJHNecl7qsTBXUb2oRqJjefh6kbR4URtqmTBbXh6qUX3SwYsvvuiFOfXCvHqx0fPCeHnWESdhYPW64J7pRX+RNMS7NTj+4IMPtP/OO+/coC6pQBwXvDzAoyqRDmn///znP1FZ+oGo77QNWAYSJt23bt3aCxOsRW+88Ya2EUYhNMn7U5hivb95dyigIetlfxRCYS3CpKZ0y7RXRQKnaxdv06h92IfCMEVlYiPXAGth+HSfRI3kQCRIDbAURlvLxo4dGzUVxsWL1Dk6Z8+JxC46F2Za+wjTo2XZ9nq2umjAhINce53vbKb9HS+XP2ANRhfPTu2bfh9o2K5dO617/vnnS9aPgbjHwkw3GDNXAb8vrEf+xORqavWGAAhMMUmbfGOMmg4BjLOXXnpplZiFq2K4DQVJmzB2qkpEHYlUKdigoIYJFKQ9PXv2VBUIUos44SmGdxd2P6hg44RkAuKfNlIwKNh44RkGCYOoqiskfIGQUiBF+eGHHxwqqBVWWMExV+aFRxpSu0B4wjJvpHioppDEIBVIIqQNqLxQZeFQccQRR7iTTz5ZcUpvjzQllxMBOJbSrgZVNWofedClTyfrOeo/8IqvG8kNEqV0dWnWgaq8MtdezbU89kQShe9LqEtqF/Z6HG/2+vTp09WInu8IZgjYzQXVLBJS7huqRez0su31bHVhXvHPfPc6KtpZs2bFuyYeI91KJ1SgEM4a6SR/MrSI36B0KrYf2gIk4MIYpw9p54ZAyREwpq3kkNqAmRCAIcKIvUOHDilNwsMnfPJDjAciakoe+KhqYGjiFGxVsPFJIpg1GBds3TKFm4j3Sx8H1RM2cNkYFUIJoBLFJg6GjZAXIdbY7rvvrg9GfshRZ+FRBiOI2iedULc+9NBDWoxKbNddd01k2GgAA5rOhKaPV+pz1LyomvC8C/Tqq6/qIcwltlt8xokHJqrRuI0g53juoaaDcYOwPYKw++KBin1XOgOuDar4LddeLXZp4ftSaP/4Xkd9D2EKgBlCJsq015lDprqksQrZ64HhTBonWxmMJIRaOJ0wz2jZsmWKPV9oU2w/9jWYBpvbMJ59GgLlQMCYtnKgamMmIhDiGuEIgIt8kmSAjthyYewLE4TtT2BoEgfNUAizhFQHBojrIUkohLAHExWNOiisssoqKV2xAeIHHmkaYSuOPfZYtSnCfgmpypZbbqk2SNgOYcxNvK77779fGRIkHOmEVJB22PAgicQ4n5eozTTobLw93ps8JHLRddddFzlM5Gqbqx7mF9uzuP1Z8GRFAoetXTrThuQBCUTcaxSjeozfgz0i18VWC4J5oD32XbXGtOkCy/BWLNMWn0qwe0y3B6UNki6YHJjyTHtd1IIZ6/gepFO+e529wh+iXMQfuvQQJ9i9wijjOBMn/hRgyxdsVuN1HBfbD4kytq2F/sakX9/ODYF8EJg9n0bWxhAoBQJ4b/GA5wf58ccfj4YMD+6gzsAzDhUN0ioItSQk+nz9zOcNzzFiLvHDzY8/4xVCQaWHUXb8uqgKkRLBuMGMYdiMZx9G28wfDz0IFSdMCGtAKsV4BFwNzE76XBhHbPqc2AipqlRsfpRx48FH9oFASCpRx+Z6FbreMH78M85kk7ki/kItDTHfIHWL94Xx5n4H1Td1GKzHx+A4rA1vSc7322+/+DBVdRz2SfjMNfngvYi6PVD6dyGUp3/CsHGPQ/v0+nzPUYMi/YXxQAoWiL0Mg4Vxfra9nq0ujJX+mc9eZ30Eyc61z5O+T0iF2Z/8oeI7GIh9yp/FXr16hSL9ZK3gWGg/OqM94A+K2IamjGknhkDZEJAfGCNDoCgE5IdOjWgLcUTAGF82s5fwGB5Ddfkh9aIu1TIJceAl/Y+Xf/V6LoyPl4eJFxscPZcfYi9Mkc5V1I1aJg/9lLkHZwGMwuWhpobqXE9iNOk5jXFwoGyTTTaJ+uLkQFkwXsaQX+xqtEwYQC8SMC8egTpvYS68SJ38Ioss4sULTceQh4O2FcmTnuMQETeuF2mAGrYzp3xIHkYeY3j5967jisetF+Y1n655tQF71osBdRKJpNKLGtYHx4z0NsIIa3+RXqRXKc4YsScZiac3xiGFecSxSm+T6bzSHBFEAqprEalLypQz7VXuJ3sMxwAcD3BCaNWqlY6BUbswxDrO2muvrWU4jwSiHtzEblL7st/FNk3LRCUdmnlR2WmZqKWjspVXXlnLPvvsMy0Te0o9Zy7sOQlf4vkuStR/rc+217PVRRfMcVCOvc53XNSrXgIOR1fHKWOjjTaKfgeoYP+KdNfLHwwvUkX9bcinXxiU3wVRjXph3kJRQZ/miFAQXNZYHBGQIhgZAkUhUAzTRh8JLeDFbk0fFDywYHB4YEicNA8TJqEI/OKLL65MA96f/AC3Fo9DfkzFrsqL6lTreGiJDZiXWGleDKbVu1FUrjouHneiVtVr0Y4XDyuYQFGP6LmoULReQox4cSrQMjFG1ocggIhUzYu6U8vpD6PJmBAPKxgq+h155JFe1Jte1KRe/rVrfe/evdVDD888vC5FjeO5TqEkUhiPhyoMosSKK7R7YnuRFCpurEkkGl4kKg281/DkpZ57lUTZmDbuIX1FFZzUNaWsVpg2PBbDHmJv442Jh2zSXo0DIPHSvKgovUjdPN7H7GUYN7yP8ZoW9bLeI/Dkz0zwehTprpZz//Ao5voSC1BxxzMUz2mRWOt3hr4wfuLUo39KOOclKnj1MhaJqs6X7wPljMmfF1GP6lSz7fVsdfF15nNc6r2OxzbfeZFyq+c390LU8ClTEam/F+m/FxMAL1JsrcunXxhEJOGKYzgv9NOYtkIRq/v2U2YDAvmiGhkCBSOAegYVDzGKClUPoHpDHYYHJrYzqEOCfQ0Twf6EVyhDfcF5scbJBS/ufx34eoiEQ+dHgFzmCQWVChiIxMJRFwzOqcfrDlswVDw4VmAX1BhCpdzUaychNuqzsOZ85092BDDBSzGOSb79820njIWqZ7EXLDVhT4iKF0eWchN2Y+xvDOT5ZM/l42yCEwf4YnJQCsJwP9xz+RMVDZltr2eriwYo8KDUe53vINhm+v6wX/kep39Hc/VjWTgs4XUaD1RcyHJR/2IfS9xCkQIW0tXa1icCU80RoT5vfLOvGkYGRgcKYTfik0r3koQ5DDZA8XblPoZhkX/rDS7Dw5I1QEn1MGxQCPegJ414y/TAacSQObsmrStnJ2nAA5KXUX4IxBmkQvZ4OpOR39Uyt8K2Ldhyxltl2+vZ6uJjFHJc6r2e6zuYaa/m6sea0p2UClmntTUEikHAHBGKQc36GAKGgCFgCBgChoAh0MQIGNPWxIDb5QwBQ8AQMAQMAUPAECgGAWPaikHN+hgChoAhYAgYAoaAIdDECBjT1sSA2+UMgUpEAON380mqxDtjczIEDAFD4G8EjGn7Gws7qhME7rnnHte6dWvNUlDIkmFqCHYroRkK6VZwW7wJyaZAUGAJg6LeuYUyVLQn/RSps9IJD0WJweUkhlX0Yl1vv/121JSgtwTDJeUYmR6SIuZHje2gWRGo1f1MRhJy8pKNYYcddtBMGniWZiP2LdlF8GpNJ74TeASfe+656VV2bghUDQLmPVo1t8omWioEiOL+8ccfa6T3QsbkQUDCa7xGOcZzrtQEQ0WSesI5kNNRYrNpZHqiu5OUPl+66KKLnMT8chLvrkEXUk9JANWU8o4dO2oKKQphGEkBtuyyy2rIEokvp1kfJk+erDlUUzraSbMjUKv7mRR0hNuBaSM37aRJkzRHaqbvAfmKyf1LGI307+fdd9/tJHCwZkkoNDxRs99gm4AhEEdA/n0YGQJFISAMhgbjLCQjQlEXKkMnYdqKGlViOnmCgJaLTjnlFMVUpCfRJYhSL99ZLw+uqCzbwcsvvxwFL07KNECgVUlw78EgvIgGD7E+AhtLyi09J/gnmSi4/rrrrqtllfJWaRkRmhOXWtvP7M9zzjknyl7APpRwKJo9QhiyRKglZZzuU/YqmQ4CkYVE/nBo0G7qhGkLVc3+acF1m/0WVNsEppReVCDfCiNDoNIRIKBlMURSaIk4X0zXnH0I8Dlq1CjNgRhXwUoKLu0rKYtyjoH6CGkDkrYkkjRhmpyd+HPya6WBPcGCGF0Qyeglwr7r1KmTniNtGzBggB43RaBZvZC9FYxAre1nYtehGg3SbPahpJ1Ts4akYM/jxo1z5OWVDBINsGMMEssT7NnIEKh2BIxpq/Y7aPNPQYCE0KhPSBgvOR/d6aef7lCNkIAdlSOE7RaMCAwShFoF2y/UJqhWJCWQ9kVFGE84DUOETQzqSxisUtOzzz6rc1xjjTWihxXXIPE6UddRT6I+zUaSdkpt7jbffPPEZsOHD3esQ1L66AOQT7IXBJLcrY7k7XESCZuTNFpFR32Pj2XHhSFQr/s5/qcFxPge8r2VFGwNAJwxY4aqPq+77rqU702DhlZgCNQAAmbTVgM30ZbwNwIwVDNnznSSEN1NmTLFicpEJUqScF0ZNUnw7iRpvdqmiepQO0qibjVOJo2P5It0ME2SzFttuxhLcqHqmBjvjx8/Pko19PdV/z4iPdeIESP+LshwROR5GMs4iapETyXZerxYjyVHq5M8j475I3VIImx+SIfz1FNPadukNkjtVl11VW0neSzdhAkTnCQTd6+++qqOu/TSSzfoJupgJ0m9E6UYDRpbQUkRqOf9DJBIg9mjfFdbi/NQ586dU/DlzxOSZf6M5JPBIKWznRgC1YhAtSl0bb6Vg0Cl2bSRTFu+gx4bsEDt27fXMskjGIrUvoV2cXsv+eHXdmPHjo3akcye5NtxIhE9feM2M/F68XjTetpkex111FHxbnpM0m/6kKw7ndq1a6d1IWF4er1IIrw81DRJOXVvvPGGto+vMb3PdEnoLlI8bdejR4/06uhcvO28SPq8SOSisko4qHWbtnrez2F/DRw40AszpnuU74aogdXuMtTzXReJeDj1u+22m7ZN+n6KU4PWmU1bBJcdVB8CZtMmPwRGNYIAUjHo3XffjVYUkjAjKQrUokWLcBh9hnyHSKECYQND2AFUVIGS+oY6PrHFmTVrVs5Xks0ZKlAIz7d0koeQFiVJwqhAlYvqKD7/9DHSz5FavPTSS27eeed1Dz74YOJ1kf4NGzbM3XLLLSbJSAewzOf1vJ8DtIMHD1b1Pd7T5CpmPyIZh5588kmHJ/Qll1wSmtunIVDzCJh6tOZvcf0skLAVMFXTpk1T9SaJ6LGDQa1STGLnOeaYoyjwAgNYaOdgTI6aNp2I3UZi6yWWWCK9Sp0HUHGi1g02P8F+j1AJMHwigXDrr79+g74kHcf276677lK7obiKCRWxSOBUdUwbo6ZFoF73cxLKIml2V155pcPmkrA7EHEIMSU466yzoi6o+aGTTz7Zsbf5NDIEagkBY9pq6W7W+Vpg0jDWJxAnhvgY0H/99dfuzjvvdBIuoEnQwcifoLi5CG+2vn37pjRr27atGlJjWB0nmC6kLhtssEG8ODrmmjBz2NsFCg4LSB0x4l5ttdUSmTbaE8tt4YUX1gdg6I+tEMF1cVQQdW0ots8mRKBe93MmiGFiofDnZu6551bbTWw9AwWJOhI49rQxbQEZ+6wVBJrmSVYraNk6Kh4BGB68QPmxRt2YyWi/XAshHIHYz+X0Lg0Pl/g8kBpITDQNIgqjFaRqSA9Q0fbq1SveXNWZqFJhrnjFCWYN6SKeoGeffXa8KuUY5gwpGxK1EEpBzDyUUUM9HH/owTweeeSRbuTIkSlj2En5EKjH/ZzpDxbe1exR9ir0wgsvNAC+d+/eTmK8uY8++qjJ/qg1mIQVGAJlRMCYtjKCa0M3LQJEhkd6RbgAvEex1SL+2EorrZQiZcJODQremhzDJEF4SgaSgKV6SPynoDaM98XGJp3498/DpVjCSw6vVzxcL774Yh2GT2zzjjjiiGhYJGmojFCb4vEa4qxFDRIOiMEGA8eDDdUSTC2eruAUt7HDS5ZsDHjl9enTR0fCKxbmESmmUdMgUM/7eejQofr9PPDAAzWV2q+//qrfiRNPPNFtttlmRd2A8H3n+2xkCFQtAtXnPGEzrhQEKs17lEwFwkhFnmbypYyOg8fYZZddFrXBM1QeAv7888/3YoembckW8Mwzz6gHZ+gvqlZPlgEJ3Onln762k9Q6PpMnZ2Pvz2OPPeZXXnllL2FBvNjweFFRepGcpQwrKlEv6h8vTKKXh1BKHSfvvPOOzjPuPUpGhbBOcZjw6623nj/ssMO8xKmL+kvsugizsP74J+NWCtW692g972cyg4Tvmvzp8nwHJd5izq0npgm6f0UqnNJWbD19mzZttI5x99lnHy/hcVLaNMeJMJI6p0qYS3Os365ZMAJTZqOL/CgbGQIFI4BqDVWGpLFSlWTBA5S4AxIn7MmIjo46ESkU9l5ILPiHLmEw3AorrFDiq5ZvONSsOB9kcmyQlFOqhsXgOl9CUojqiKwOyy+/fKQSzbd/JbXD1o613H///SWf1hlnnKGBlJszC0S972eCXvM9btWqVc0GzSWYNzZ6xFcMnu4l38w2YC0hMNXUo7V0O+t4Ldhb4eGIahS1YZz4X0JWBKL6VxMFlWymOcPQFUowa+n4FDqGtS8/ArafnSNlnJEhYAikImBMWyoedlalCCD140GH1A9p2pprrukI2fHcc89pCBBCXsCwGBkC1YCA7edquEs2R0Og6REwpq3pMbcrlgEBHABuvfVWDbx54YUXaqgPUj916dLFic2aExu0MlzVhjQEyoOA7efy4GqjGgLVjoAxbdV+B23+EQLEceKFOhRvs0y2YFEHOzAEKhgB288VfHNsaoZAMyEwezNd1y5rCJQNAWI5GcPWOHhhfHP5KOXTpnGzsN4gYPvZ9oEhYAgEBEzSFpCwT0OghAiQ05O4aBMnTnQ77bSTk8TXJRy9tEMR840gutgEBiImGzkeyaQA5dMm9LXP2kOgmvZzHP1HH33UDRkyRDOlzD773zIKcu3ecMMNGgturbXW0niEEgIn3tWODYGKRMCYtoq8LTapakeA/KGEbJD4bprloJLXQ8qfCy64IGWKqOYCw0ZFPm1SBrCTmkKgmvZzAJ6QIQSIJqwGmUMC00YO0+OPP16dljbZZBPNXcp+v+2221y3bt1Cd/s0BCoSAWPaKvK22KSqHQEeAsSJw5u10mn48OGa+mfTTTeNpkrexjjl0ybe3o5rC4Fq2s8B+UMPPVQZtnDO5xdffOFOOOEElX6T/xdib0+YMMEdcMABGvcPJxAjQ6BSEfhbXlypM7R5GQJVikCmHIqVtJwHHnjAkacUuyls1Aj0ySueFiufNpW0JptLeRCohv0cVk6AbdJVSRaTUKSfBGL++eefXfv27aNy9v6GG27ovvrqKzd+/Pio3A4MgUpEwJi2SrwrNqe8EUD1MWjQIMe/ZmKxkTczEBkDrr76ak2mvsEGG2juTtQ8gUjajt3WOeeco//IyZpAMmpsXYiT9cEHH6jqhHyb5557bmSYT1YB2uy4447ahuj55EPk+tiC5aKZM2e6008/XfN4ksFB0kuldMEWjnLWRL7R++67L6W+lCdIGcgaIamyXOvWrfXzs88+S7lEPm1SOthJ0QjYfi4auqjjjBkz9Dfhuuuui1SiofK9997Tw/jvAAX8PkDY7hkZApWMgKlHK/nu2NxyIrDXXnu5rbbaSpOsw9zA7MBkQBzzA076Kn6ssV9BZcm/8LffftuRjPrJJ590yy67rNqzbLHFFsq8kSSdpO0vvvii69Spk6aYmTRpkiZYP/zww92AAQOUGSSsyGuvvaYx4JBCYBNDP8oypcsipRax41DRYD9DgniYszFjxqh65qmnntJk7ki/5ptvPmXs3nzzTSc5SBtgQRJ3Er7nIslh6rbeeuvEZgcddJBbddVVdY2SS1XVROAI8wkuUD5tEge3woIRsP3cuP3Mny3s2PgNSMooErIsEHQ7TuH7Suo4I0OgohEQlYiRIVAUAs2dMF7yTmqy5bPPPjuav6Sx0uNZs2b5Fi1aeGHoorr1119fE7GHApGYaX/5wY6Srr///vtaRpJqkcRpU2G0tGz//fcPXTWBtXyxvTA4UZnYxGi7vn37ahl1tBFJXNRGPEm9MIvRuTBp2mbJJZfUMrHD8ZJL1IuUUM9JHn/eeedF7eMHYf5cI9vrqKOOinfLeDx9+nS/zDLL6FgicUxsl0+bxI5lKKy1hPG2n//7fcy2l6nLtp9F6u75HgYS6bfuZ/GM1iL5Y6KJ6CUFnBd1aGjmzzrrLG0n0vaorCkOLGF8U6BcU9eYYpI2+RUwqk4EsL3iHzKqRtRKZ555phrUsxritCFhQ1qFOvP6669XaRvSsUALLLCA2nItvfTSLhjeC7PmkJohZQq5PVEbYpz88ccfh646LidIsQIxj2uuuUY9RkNZ/BMp35133qk5FfEqhZAMcE0825gbmRuuuuoqtbm55JJLXPfu3VOuER+P+QtzGi9KPJ5rrrkSy9MLO3furOohEskTEiHucRfa5tMmtLXPwhCw/dy4/YzUHC9nJMaZiLAeRx99tLv44otVik6u4nfeecchSYfWXnvtTF2t3BCoCATMpq0iboNNohgEMCCGSVpiiSXcyJEjXZs2bTQxfBiLNFbDhg3TH2cM61ED5kMioWvQDEYuHsesQQMpgNmB+SLUQBKh8oRQr/Jg4YUNjUj31BkAxnD33Xd3++23n3qxYTO37bbbqs1Z0niUwZzmepGDNV8SKZ/r2rWrGmt/+eWXid3yaZPY0QqzImD7uXH7WSSvTiTWaod60kknOV7BxpQ4hCKxVvwvuugijZ+I/Srf12OPPVb/OM0555yuQ4cOWe+RVRoCzY2ASdqa+w7Y9YtGACkVkqlXXnlFf3jx/Np3333VlgWJUK9evTR4pqgYVZKG3Vg5CaYM6RTMYxLNO++8WpxuT0MhEjMkcUgGr732WmXWiCWFtxsODqKW1L7xNxwIsNvLRdjMico2V7OofvHFF1e8eABmonzaZOpr5ckI2H5u3H7mTw+2q8HZAJRxNoKQwCFNh3mDkLDxgm666SZ1KMLOFGmnkSFQyQiYpK2S747NLSsCGPXD2CBRu/HGG9WYH6bprrvu0mwEeGVi9B9Un7j6i3VD1jGpzKdN0iAPP/ywFoeHQXob1KBI/EhsH/dSY8777LOPMph4iyLhQuKGlAD16yOPPBI9fOJjIpnBcBrVcLZXeHDF+2Y6hnEAP6QQjJ9E+bRJ6mdl2RGw/dy4/fzCCy+4Tz/9NOXVs2dPBV3sBSOpW/wuIOUmnhtOC5WctSQ+ZzuubwRM0lbf97/qV09QTNSNqEgDs0T4jX/84x+6Nv5hb7nlluodiTcohF3ZyiuvrMweDNoPP/yg5bwhvULqBRMUCGaPckKIpNM999yj3pW0GTt2rKpg8UqFgifa119/refYlvXr10/T6iAJPO6443SeBOAlsC1hB2CILrvsMifOFcpsbrTRRqqWDV5vOtD/3pAsPPvss/Gigo4JLcJ1evfurR6rCy64oHqjIhFEhQTl06agi1rjrAjYfi5+P2cFNqHy6aefVlMEYrSNGjUqJTZhQnMrMgQqA4Ga8quwxTQpAs3tPSpqEC/MjMf788gjj/Ri/+XFPsWL5MoL8+OFifNis+LF0cBL/kEvhv163q5dOy9SMS9hMNRjjDaHHHKIF8cFL8yTlsm30+PpKeE2vEjrojJRv3o8UxmbNowlP/rqdSlR471IyfQeXH755ZEnJnM89dRTtVzCdKj3KNekv0iz9NqMCQkD5YXh1GvjBSeqTf/EE09oXanfRBLpxR5O5yFODV6MtP1hhx3mxSYvulQ+baLGTXxQa96jtp9Lv4HEfED3d/Ae5TdL/rTp9wwv7dGjR5f+ogWMaN6jBYBlTUFgymy8Vwb7aLOoNgSQCmGgj6Ro5513bvLpo1YkkTnzICDsiiuu2CCYJp6jQerGBNPPi500AXfxOCMtDpI5pFSLLLJI3sMR3BPVDCpTvEAD4UGKBA0pHZI5jP7LSeCB6giMcKRIUonm06acc8w0tjDaOnfs/kpNEqZF4+69/vrrpR4643i2nzNCU7IKfi8Iuit/tty6667rCnHSKdkkYgMh0ceODqkfUnUjQyAHAlNNPZoDIauuXATw/ArhLFB3JlGcYaM+/TypTyFlzAFmsVDCti0eLiT0h2GDkgKDhjal/AQPHmDZKJ822fpbXX4I2H7OD6fGtOJPZjBfaMw41tcQaC4EzBGhuZC361Y1AuQ1hNJTPlX1omzydYuA7ee6vfW28CpDwJi2KrthNt3mRQBVLHHUQgBPUjyhbjEyBKoRAdvP1XjXbM71jICpR+v57tvaC0YAGxiiqfMKFFSa4bwpPoMpapINWlNc365RGwhUyn6uDTRtFYZA+REwpq38GNsVmgEB4qARrmLixIlOvEBLGoMpKfxGY5fYv3//KOMCjBhhTIJjA8bTBAWNZ2QghtsVV1zhVlttNb00jg0kySYECCE7xJPVkdyeKO+F0kMPPeRIoSWebRrkt0+fPm711VdPHAb1MJHmCV8Skm7TkCjzGNYHIsVXq1atwql9FohALe1nls6fDhyYCIR7yimnpKCBg86ll16aUhZOsGEly0kxhJMPKeLEG1uvL57STnITpwxl+zkFDjupRATwHjUyBIpBAPd52dNefnyL6V7WPo8++qjfZZdddH7iCVjWa5VicJHWeWGM/FtvveXFI9WHEAWMLXlTdR1gHV6EFwlEcnlJ0aVhSDiWjAte4tb5bbbZxkt8udAsr08S1MuD0UtQUi/ZJvR64jThJZZdSn9Cm0gOR8+8mZMwkSn14pHqJaejzoF6wqmUmmot5Ec2fGppP0vwZi85PnXfiNd5g2Ufc8wx0T4P+z18tm/fvkH7fArkz5sXT20vHpoaxie9T3PtZwv5kX4n7DwHAlPMpk1+DYxqDwEkTRLnrKoWhjSL/KgECsbLLRASNFLtkLA+vCZPnhyqNdfi22+/rQFxkQKuv/767swzz3T33Xefu/LKK6N2uQ6Q6J1//vma0ocAxE899ZQjrAZSvBtuuCGlOyFJkFSQRiyJCB/Stm1blfgl1VtZYQjUyn5G+oq0jKDOSUQQayRwBK0mh+9vv/2mL4JXk9lE/ogldctadttttzlC9LRu3VqlbEE6He9k+zmOhh1XMgLGtFXy3bG5NQqBOOPTqIGasfMDDzygyeRRmco/MI3pRFwnQoYEQg1MztJ4ztMQ8ylkNghts31+9dVXygAus8wyUTPSaUFx1SfnIvFwq6yyilt22WU5NWoCBGphPxPWhFy4mdTtZB0hR3D37t019iEMHi/imJGOrVCmDVUrIT5CqrtMcdlsPzfBBrZLlASBv//Ol2Q4G8QQaBwCM2bMcCeddJIGzYVR2WOPPTTxO5IkUXPqv26Sn0v2A00rRR5PcnOSrJ10NEiK4gxNfDbkKcVmhXGRXIn6TiVSeNARxJb0UYFmzpypdl0vv/yyBr8lET3XbGpCyob0ARwgmKgLLrjASZYHPZcMC2p7xgOdYx5w0BprrKG2bQTvJJxDsI/TygxvjBnGDU2mTZvmJFOCE1VrKLLPAhCw/VwAWNKU+IRJMQr5ngdJdCEj8r0lODTffb732AYizZZMIIUMY20NgYpBwJi2irkVNhEQIFAtydNJWI6KDSkSxA8tEqAPPvggYp4kRY3joSj2UmrQvMkmm7gff/zRjRs3Tvukv8HQoXqEiYFpQ1JEGdeBWQlMG4m7STR/wgknuG7durnTTjtNpQNIAJJUrjBLI0aMSL9cg3OC6UrqrAbl2QoIKcLakTQQZoTclKg9cURAyoWjAY4HqDBfeeUVzV/KeEgUqIcxRfWTD9MWnwfM3uDBg1XqgWoUCYlR4QjYfi4cs/Qe/KnidwBVfSEEs8b3BsJMgO8o3/2gnuX7bWQIVB0COYzerNoQyIhAOR0RxKtLjZGfeeaZ6PoYIYudlZ6Tq7NFixaedoHElstLZoRw6oW50TFEQheVBeP6qEAORHXihcGJisg5KiqV6JxryhfbL7nkklFZ/EAeDhkNp+kXXkcddVS8W8oxBv277rprSln6yfTp06N8psLURtWiStJrhPymVJA/VGyANNeqMHRR23wORGqpBtvgG+Z+4YUXJnYVz1Jtk+6IEBqL7ZLW17sjgu3nsCP++yl/vnRfJDkipLb0mieYfShSsvSqrOcPPvigXkP+lHkM/iHxrvbk2WU8nBPSqan3szkipN8BO8+BwBSTtMm316jyEJAE8E5+dN3IkSNV7fniiy9qCIlg+I56Awkbtlz8oxYPS5W24dbfGEJShxE+Bv2oRiH+6ZMjFGlTyA0avwa5Q8k/mouC6jJXu0z1nTt3VvUOkkGwwaibORECgVAf5557rkNCxnxwVMAGCDs3MCqE6IOEAscEQo8Q0gNpozCdKQ4ShYxZ721tPxe/A1CN8v1LSvuWbVRMKqCuXbtGtpcbbLCBhv9ByjZ27Fi3/fbbZxvC6gyBikPAdB4Vd0tsQiCAITLqvZtvvtlJuAk3atQohy1bnDAuhmHp1KmT2rGhRmwsYRsHwaygjuSFHQwGzdRlCqQLE5nrlckIupA5Y3vHQwhvOglToF1R8zJH7N9g2MCBuG/QFltsoZ/FvGEnByOI2hm7OlTTRsUhYPu5ONz4Y4JqVCRyBQ8Q4iliPhAn9jMkYWn0094MgWpCwCRt1XS36miuMDiHHnqoSniuvvpqDQGA/VkgpF+9evVSI3yJLabhALA5ayyFH3iJddZgKKRpSOIWX3zxlDoYGuzrchFec+mMZ64+SfVcn/AHoq6NqjkmwC1EmAScMkj0jl1aY4lwE0jy0p0UGjtuPfW3/Vzc3ea7zZ+TQr1GuRohZyD2bpyCo0Ng6uJ1dmwIVDoCJmmr9DtUx/PDCB+V4oknnqiOADAhgfj3PXXqVHUYgIGBkD6JPUBokvgZwiagUoVoDwMYovejhsH7FJUM0qtA1OMgQZaAdMIrDWN/VJPZXqgrG0vMVYKTqqMG100ishHgqDBo0CB1vIi3CeuOl+U65qG35ZZbZvTKzdXf6v+LgO3nwncCMdZwQOJPSBJl28/rrruua9euncO0Ij2bCGN16NAhaUgrMwQqGgFj2ir69tT35FB/7rbbbgpCuoQqMHCoTwnEKUb4+uOMJyc2aa+99poyUnT++uuvIyBRLUI8QCdNmqTjExsKpotxYOr69eunjBw2ZOLE4MQIX4PEEqsMm5h0QmUKY/PCCy9kfaWn60kfJ/0cxpQHD2pPVMQQHnBIA5PiryHxAwe8PfGWg3mLE31btmyZUWqBChh8gpcdfbGdwzZo9OjR8aGi48DE4pVnlB2Bet/PcXTy2Tf8USLQLmnokv6g5NrP2HuSjo1xhg4dGl2ePz1Iq9O/HzTIZ17RQHZgCDQHAjk8FazaEMiIQDm9R8NFn3zySZ+UukYkTpq2SX6Yvajt/JAhQ7z8QKu3pPy79pIRIPK0FDWID56VIgnza621lnqP4TEqqleP16nYxXk8JFmTMH7qPcrY8p308sDwEm7A47FaLkryHhVJohc7OZ0DHm8SL81LFgL1DI3PA088UR17YSoVE3nwxKuj43POOUfHYk0Sry4qDwdggyct9SLh9JtttpkXZtlLzLrQJPrEoxYvW1H7aXuJC+cHDhwY1YcD8x4NSPz3s573c0BC4jB6cXbRfcN3SyTYXhxfQnX0Seou9iJe00mUaz+HPvSX0Cv6HceLVxwaPB7ScWqu/cx3lTUmrT8+Pzs2BP6HwBTUQ0aGQFEINAXTxsSSmIYw4fScmOnnoV36p6SD8vIPXItFrZperediv6ZhBkQFk1hfysIkpo3xWY/EX/MSOy6ab/p1H3/8cS/SRS8ZDdKrGpyT11TS+Chz2qBSCsh5Sh7GfHFMGiNeZkxbHI3/Htfzfm6IRuYSMSfwIjH3/EHLRLn2c7wf3yH2dmOo1PvZmLbG3I267GshP+RfjlGFI4DHZCYKatJQn34eytM/SQUVKDgfhPPwiW1boWEGQt9iPsm1mE6sB7ucbCQSsWzVUR12PahocfDI5MmKejjd0SIaoIgDVLZGqQjU835ORSL7Gap8Xpkon/0c79taco82lmw/NxZB699YBMx7tLEIWn9DoAQI8HDCLg7jaB7q2KTFvUNLcAmNY0eGh2AnWIoxM42x9957a/y8J554Qr1YsS8yqh8EbD/Xz722lTYtAsa0NS3edjVDIBEBHCHKTeRuzJSou9TXxhnCqH4RsP1cv/feVl5eBOzvb3nxtdENAUPAEDAEDAFDwBAoCQLGtJUERhvEEDAEDAFDwBAwBAyB8iJgTFt58bXRDQFDwBAwBAwBQ8AQKAkCxrSVBEYbxBAwBAwBQ8AQMAQMgfIiYI4I5cW3LkYnYj+ZCcpJv/76q+NVy/kCJepQYuT3cuJazWM///zzbuWVVy7bEkhJRn5bo/pDgPA7hAIijV45iXzGRoZAIQiYpK0QtKxtCgKkliF8BLkBy0mkmZo2bVpKLtByXq85xiZdD0yCUf4ISCYLJ5ks8u9QQEvJ8OC22WabAnrUb1Pyf5KrN1se0GpD57nnnnMPPfSQ++mnn8o6dRhDfkND/uSyXswGrwkEZiOmcE2sxBZRkwiMHz9e84QSQHbChAk1++NGXCtJReUkXVZN3kdbVO0iAINDQnfJOOBKEcC2EpAiZEn37t01Fym5SvMNYF0Jc7c51DQCU03SVtP3t3oXJ6lr3AknnOD22msvJ/k2neThrFmGjbtE5oNaklRU786zmReKgKSB0y7zzTdfoV0rtv1SSy3lJPepMmuSr9Tx59HIEKgEBMymrRLugs0hBQHUoXvssYf+aI4bN8716dMnpb4WT4xpq8W7Wh9rqkWmjTsHE3rHHXdEfx7ff/99N3DgwPq4qbbKikXAmLaKvTX1ObE33njD9ezZU50OHnvsMYfdUj3QAgss4CRBfT0s1dZYYwjAtGHfmimHbzUvl/RrF1xwgWvbtq078sgjNRXcmDFjyu6gUM2Y2dzLi4CpR8uLr41eAALYjmy88caasBzPwHph2IDIJG0FbBRrWlEIwLTVIsMWB7lv375u0qRJ7p577nFbb721+/bbb+PVdmwINBkCxrQ1GdR2oUwI4AszePBgt/POO6sN28MPP6yMW6b2tVhuTFst3tX6WBNMWy3Zs2W6a127dnVPPvmkennz5/Ldd9/N1NTKDYGyIWBMW9mgtYHzQQCVIMzaOeec46644gp31VVXuTnnnDOfrjXVxpi2mrqddbWYemHauKmEgnnmmWfcIossolqB6dOn19W9tsU2PwLGtDX/PajbGWDYu8kmm+i/V2IiHXrooXWLhdm01e2tr/qF1xPTxs1abLHFHMwaalKkb2PHjq36e2gLqB4EjGmrnntVUzO9//77NbbT3HPP7bBf69ChQ02tr9DFmKStUMSsfaUgUG9MG7jzu0XcyP79+7v999/fnXbaac5CnlbKjqzteRjTVtv3tyJXR9qrbt26ue233949/vjjbtlll63IeTblpIxpa0q07VqlRKAemTbww2N2yJAh7tprr3XDhg3TMEWk2jMyBMqJgDFt5UTXxk5B4JdfflFHg5NPPlmj/19//fX6jzWlUZ2eGNNWpze+BpZdr0xbuHX77befQ3PwwAMPuM0339x9/fXXoco+DYGSI2BMW8khtQGTECCvJirQKVOm6Ov4449Pala3ZWbTVre3vuoXXu9MGzcQZu3pp5/WUCAbbbSRI96kkSFQDgSMaSsHqjZmCgIhSO7vv//uyFPYpUuXlHo7+W+ctr/++svxADQyBKoJAWPa/nu3CMAL47bMMsto+iukb0aGQKkRMKat1IjaeCkIXHnllY7cfSRcfuqpp9xKK62UUm8n/0UA9Shk+Uf/i4e9Vw8CMG3zzz9/9Uy4jDMlFMi0adM02Tw2uyNHjizj1WzoekTAmLZ6vOtNsGakaocccog74ogj3Omnn+5uv/12+2HPgrsxbVnAsaqKRsAkbam3p0WLFg57XX73CGOEhylSdCNDoBQIWO7RUqBoY6Qg8OWXX7pddtnFvfbaa47UVD169Eipt5OGCASmzfKPNsTGSiobAWPaku/PoEGDXJs2bdwBBxzgiEk5fvz4mk/3lYyElZYSAZO0lRJNG0tt1sgZOnPmTI0cbgxbfpsCRwTI1KP54WWtKgcBY9oy34vevXu7Bx980D3xxBOuY8eO7vPPP8/c2GoMgTwQMKYtD5CsSX4IjBs3znXq1MmttdZa7tlnn3WrrbZafh2tlSaMBwZj2mwzVBsCxrRlv2PY85L6atasWQ7P0ldeeSV7B6s1BLIgYExbFnCsKj8E/vzzT3fssce6fffd1/Xr189NmjTJLbTQQvl1tlaKAPlWibJuTJttiGpDwJi23HdsxRVXVEcsPEwJfcRvpJEhUAwCxrQVg5r1iRD49ttv3TbbbKNeUjfddJMGzZ19dttWEUAFHGDXZjZtBQBmTZsdARyO/vjjDzfffPM1+1wqfQL8kZ06darr1auX23HHHd2IESMqfco2vwpEwBwRKvCmVMuUXn31VdezZ0+HpA2bjfbt21fL1Ctynti1maStIm+NTSoDAkjZIGPaMgCUVoxEfcyYMQ6J2zHHHOPee+89d/HFF7s55pgjraWdGgLJCJhIJBkXK82BwG233eY23XRTt9xyy2nCd2PYcgCWRzWSNmPa8gDKmlQMAsa0FXcrTjrpJHfLLbcoA9e9e3eTsBcHY132MqatLm978Ysm3hDxh3bb7f/bOw+oO4rqgQ/nCPyxURSpSlQi0nuPhCAdgQChGAGJIKA0AUGalEgHAQkdAqFDqEYgFDGBIDWJaOgdgVBEbHAoes7+7++G2ezbb9+W93Zfvfec73u7szOzs3fv3rlz55btHTn3CCS54IILNt6htQwxYEJbiAo76BIMmNDW+IsaMWKEmzx5sps+fbrauZHqz8AwkIUBE9qyMGTXQwygBcIW47TTTnOXXHKJO+ecc9xnPmM77CGCmjwwoa1JBFrzlmPAhLbmUL7GGmuoZymLYTxLp06d2lyH1rrnMWBCW8+/4nIe8LnnnlOmMm3aNF0d7r777uV0bL2EGLCk8SEq7KBLMGBCW/MvaoklllCb4BVWWMENHTrU3XLLLc13aj30LAZMaOvZV1veg91xxx2OFSGaIFaCa6+9dnmdW08hBkzTFqLCDroEAya0lfOi+PYJA0LYJLLJsJthYBhIwoAJbUlYsbIQAyeddJImP95mm23c/fff7xZddNHwmh2UiwET2srFp/VWPQa80PbZz362+pv1+B3wID3vvPPcGWec4Q477DDN3Uw4FQPDQBQDZpAUxYYdhxggeveoUaPczTff7M4880wNmhtetINKMGBCWyVotU4rxABC2zzzzOMsNmN5SCYUyDe/+U33/e9/37388ssOT/155523vBtYT12NAdO0dfXrq2bwr7zyiobzIGfe3XffbQJbNWge0KvZtA1AiRV0OAYQ2ixGW/kviTAgU6ZMcU8//bSaoyC8GRgGwIAJbUYHNRiYNGmSW3311bUM+7Vhw4bVXLeT6jBgmrbqcGs9V4MBE9qqwSu9EvuSnKWkt8Oz9KGHHqruZtZz12DAhLaueVXVD5S0KhtvvLEKag8++KAbNGhQ9Te1O4QYQGhjW5oMEwaGgW7AgAlt1b6lxRZbTDVua621lttggw3cddddV+0NrfeOx4AJbR3/iqof4Mcff6z2ayR9Hz16tEbqNsPi6vEevwNCG2BZEeKYsfNOxYAJbdW/Gbafb731Vrf33nu7kSNHuuOPP776m9odOhYD5ojQsa+mNQObOXOm23bbbd0zzzzjJkyY4LbYYovW3NjuMgAD2LQBb775pmrcEN5IIM8vq2wz9h6AMitoIQb++te/ur/97W9qw4YgwR+0aTZt1b8Evn0cwshZut9++2nO0osvvtjNNddc1d/c7tBRGJgjEOioEdlgSsPAJ598kvpRP/zwwyqwoeH57W9/65ZaaqnS7m0dpWMAV37CqLz++us68TH5vf/+++6jjz4a0HDw4MGO4MYGhoF2YgBtDzQbhznmmEM9SPEiRUPP4uOAAw7QkBXxunbePAbuvPNOt+OOO7qVVlpJA/EusMACiZ2y+FtkkUUSr1lh12LgTtse7dp3lz5w0qJstNFG7rHHHkusOHbsWI2+veqqq7pHH33UBLZELFVXSPovmO3jjz/uXnrpJffuu+8mCmzUw5PMwDDQbgzAT+acc84Bw2Ddjy3m3//+d0f+zKeeesqtt956A+pZQTkY2HTTTTWDAl7+2Lo9//zzAzomn+lyyy2nIUMGXLSCrsaACW1d/frqD/6CCy7QYLjf+9733FtvvRVWRMOz7777uj322MMdcsghqmHztlRhJTtoCQb22WefzPvwvmzLOhNNVqEFGGAbFG/ytG16rpEx5dvf/nYLRtS/t0AgY7E9//zzq+BG4HMPaO8R7N577z1HzDeD3sKACW299T71aRDSDj30UD3mw91qq60cW6XYo2y44YZu3Lhx7oYbblCD1jQG3IOo6ahHIjXY8ssv79heqgdsOQ0ZMqTeZSs3DLQUA9i/ptErWrc8i5GWDrpHb7bQQgtpHmgEabSgV1xxhZpYILD94x//0KfGTpl4mwa9gwGzaeuddxk+CfYOZDLwKVBIj4LghsocIQ3bFJITG7QfA2xT77nnno7t7Djw3tCyYW9oYBjoBAy88cYbbvHFF687FOzZ3nnnHY0tVreSXSgVAwjKhx9+uDvllFPcKqus4v7yl7/U8H6yKzz55JMOUwuDrseA2bR1/SuMPcA999yjITu8wMZl4n7dcsstqkrHxs0EthjS2nhKqhq0aUkAM0bYNjAMdAoGiBvG1lwSYO+2++67m8CWhJwKy9B8nnzyyQ5TGGxk47z/hRde0JymFQ7Bum4hBmx7tIXIrvpWeB7++Mc/rmtzMmPGDF1xVT0O6z8/BvC2Y6JLMvBG+7bZZpvl78xqGgZagIERI0Yk0ut///tf8xhtAf6TbnHuuee62267LVFjDx858sgj1dkpqa2VdRcGTGjrrveVOtoTTzxRQ0gkbbXREM3N8OHD1cMrtSO72FIM/OQnP3FMeHFYZpll3KKLLhovtnPDQFsxgDdznF4xuyDV0tJLL93WsfXjzSdOnKix29KenQU9gptB92PAhLbuf4f6BM8++6xDaEtLgYQwR7BW7KQ+/PDDHnny7n8MPO1wNsCGzQOat6SYWP66/RoG2oUB7KYWXHDBmtubA0INOlp2wu7JdtttpwvytJuyZUowXrZPDbobAya0dff7C0fPtmiaVxcVMUTl43311Vfd7bffHra1g/ZjYP/9968RuNFkbL755u0fmI3AMJCAAQSF6JY+4UC23377hJpWVCUGWKTvsMMObu6551azmLQ5gEUhWn2D7saACW3d/f509FdeeaUmFY4aoPrHYtuCPwQ2DFXxKiX0B3YpBp2DAbatv/zlL4cDwguP7SYDw0AnYiC6RWoOCO17Q2RFIIQTPJ3YnCuvvLIOJipQ+9ExP5AFx5LOe4x056+F/OjO9xaOmng8uHT7uDz+AkIaq7B11llHk8EjpM0777z+sv12IAaOPvpod9JJJ+lWB1qLa6+9tgNHaUMyDDjN3jHffPO5jz/+WNHxxBNPuGWXXdZQ0wEYILwHoYQuvfRSTZHHot2bzaCJI77biy++qCnHOmC4NoRiGLCQH8Xw1Xm1CaLrBTa/usJG6oQTTnAkeH7ggQfUO9EEts57d/EREa8N5sofWlEDw0CnYuD//u//3MYbb6zDI0i0CWyd86Z4F2eccYbGy7v++uvd+uuvr6YzLOSxPST4OiFCDLoTAwM0bahQR44c2Z1P02ejJtffH/7wB31qbBoGDRrkllhiidI1aqzYPv/5z1eC3VNPPdVNnTq1kr67sVOEbBI9E5+Nd2owEAPECUMr2SkwZcoUN2bMmE4ZTsvG8fLLL+u3u/rqqyvvadmN23gjbIfJPlAFVElH5IZ9RXKVomHDkxTtG5kTsEU06EwM1OFzAzVteBiS4mjmzJmd+SQ2KsUA74nI11//+td1JYWNCUFzy9SoEdkcWvBbIFWg/o9//KN75JFHqui6K/tccskl3Ze+9CUT2Oq8vWnTpmnqnjqX21KMY89NN93Ulnu386aLLLKIm2uuudxXv/rVdg6jZfcmMwlCT1VQJR0RD5IQQmjw11tvPUeQZLa0DToTA2l8rm5eC7bdLBp7Z75QRsXKCW+gKrUxkyZNchtssEHlSPjOd77jrrrqqsrv0w03YPti/PjxjlRkBgMxgPcb4W06Ddh64r31G2B3SVaPfoCoo1BVz9tKOiIvNYv8aKihqp7L+i2GgTQ+V1doK3YLq91qDLByMug9DGAobAJb773XXn2ifhHYevH9LbDAAr34WD3/TBbyo+dfsT2gYcAwYBgwDBgGDAO9gAET2nrhLdozGAYMA4YBw4BhwDDQ8xgwoa3nX7E9oGHAMGAYMAwYBgwDvYABE9p64S3aMxgGDAOGAcOAYcAw0PMYMKGt51+xPaBhoDkMEF4mC/B65c/AMGAYMAz0Ewby8Mcy8dHx3qNMBN/97nfdPPPMUzjJ+YQJExyJuC+66KIweneZyPN9PfbYY+7WW291jz/+uFt33XXVBZ74aXmA5yPG0/PPP+8OP/zwAU2IY3bxxRe7l156SXNR4lm42mqrDahnBc1joNdpzWPo/vvvdyeeeKK74447NMimL+f3zjvvdBMnTgyLPvnkE83QwDfkgQDchx12mCOpvQdiBp533nlu6aWX9kX22yYMNMr3mqH/Io/6n//8x914443u7rvvdmRWIHbYtttuq1H70/pptF1an3ZtFgaaefeN0ltR3Dc6z8LvLrzwQkccPFI+7rvvvo6A0FHI23ce/hjtt5JjeVk1IIFUWS4HEkiwprxdJzJBBBIfJ1h00UUDSe9TaBhnnXWWPosk0i3Urkjle+65J5A4N4HkjAwkQniw2267BRJ0MnjttdcyuxFBL1hxxRV1jMK0BtQXAgkkcnVwzTXXBJIQOJCJU8+PO+64AXWrKJBsCzq2d999t4rutU+JBRj84Ac/qKz/Ih33Mq15PEjKs0CCoep7FaHLF+sv39e3vvUtvQYP8H+///3va+pdeeWV4TVfR2Lt1dSp6mTvvfcOhg0bVlX3DfULPiTIbENtq2jUKN9rhv7zPgc0J4tw5XsSQDSQhYPy91/+8pepXTTaLrXTghcl6HVw/vnnF2yVv3o76aiZd98oveXHTBA0Os9KNh/lVfA85mn4Fb933XVXePu8feflj2HHTRyk8LmJbGnUQKcJbQyOieZf//pXzTjznoh0nbdq4XqSbiiYf/75g1VWWSVsyzi/8IUvBGuvvXZYlnQAAcCwfve73ykhJQltkkM0GDp0aE1zCXYbfOUrX6kpq+qk34Q28NiLtBalD9HUhgJXXGi75ZZbAskjGfDN+L/XX3892lyPWWhIUNWwDnVFCzKgXhUFKcysitvl6rOdk229ATbK95qh/3pjiZbLboLSn2hnwuJjjjlGy1ik1oNG29Xrr5HyXhbawEcz775ResvzHhqdZ3mehRZaKLjvvvv0NpKLOxg+fLjSmp+zi/Sdlz/meaasOil8bmJX2LTNN9987otf/KIIycXha1/7WvFGOVuQjFcIw5GPzgPj3GGHHdxDDz3k/vznP/viAb/kfttss800tciAi1IgL1UT/tIH2Q9FqfoYAAAv/0lEQVQ8cExbg2ow0Iu05jF1xRVXOPLVbrfddr6o5ve0007TtGjCgJ0wO8e3Q7qbKMiq1D333HO6lQWNUoe/qnLTRu9tx/kx0Cjfa4b+s0YnC1U19SD91RZbbBFW32OPPfRYdkTCsuhBo+2ifdhxNgaaefeN0lv2qJxrdJ69+eab3UEHHaRpu7gP6dZEo6u39Cm8ivSdhz/meZ5m67R99ifvJFG1RTPlRo0a5UT97B588EHNq8nDffjhh2r/sM0226htDWXk5TriiCPULgc7MlI+kG5JVrxcDuGZZ57Rl4RNWBWATRCw/PLL13S/7LLL6jm56hoFIuOPGDHC/fOf/3S777674uHhhx/WPJ0HHnhgo932dTtyqI4ePdptuOGGauN41FFHOd7R9OnTnWwBJ9Ia+CfFFjY3suWticE33nhj96Mf/ci99dZbIT47ndawiRSNhrv88ssThX4WGXx3MDFyE2KTmZRa7PTTT1c87bTTTpoknN833ngjxIMdVIuBLBrm7nFazEvDSby2zKd59NFH9TuDP0YXnosvvrimU4KfyjbdgFs22m5AR31c0I/z7CabbKI27dHXLho2ze288MILa3HeOTwvf4zeq6rjtjoiYGS//vrr6+QAgll9jRs3zvERI4QxQfz85z93YtOlHzMr+6eeesrtt99+qskSOzdH7ruVV17Z/elPf3KiBnWypahGhrQ5+eST3YwZM9yRRx6ZiD+MrM8+++zEa9HClVZaSSf6aBnHom7VIlaOUUBLAaCxaAYOPvhgdXC47rrrVLBAq4cAihBnUBwDCP5iG+jIqYqxPU4d0JTYSClN4UwSpTXugHG92Cu6999/3z399NOOCeeDDz5wl112mfYl29vaJovW6GvKlCkqdHOcBj/96U9dPE1ZM7SGpmLnnXfW74lvJgmgWVaSMKcHHnjAybaB22WXXfS7+vWvfx02QSvCN8YCYurUqSrkiX2ILrL6JXF4iIw2HKTRMFoE3lucFvPQMN9FnNcmPV4zPLMeDXMfMflQZyzGH6ejRtsljb8fy/p1no3vEvDuxXzJkXPV7zbUo634HJ6XP7aEvmTSqoFW2rSJ15AaBWIECeD8IA8d7LnnnjVjws6Gcm+D88ILL+i5TKCBTKZaVxiTlp1xxhlhW2zGaCdCW1gWPfj3v/+t16mT9idCYrRZeCy527TdzJkzwzIORC2r5TxfFrz44otaN8mmjbayPRqODVu522+/PavL0q73kk2bCBiKR+xnPIiwr2XR9xenNeqKwKP1ZEHhm6pdoWyFh+dZtEZFUdWH77IevYmGNUhy/GiG1nhm0QyGY91+++11HP57Ci98eiBb8PoNMkbGA+6SYPLkyYEssLQvHEpaASm2Hq24feI9WmXTlpeGk2gxDw3zcEn0H33oZnjmmDFjlFbi/J3+V1hhBb2WRGuNtouOu4zjbrVps3l29tvHYXDeeecNZHdACxvhq3n54+y7Fj9K4XPttWljdYcWQAQXmR+cW2uttfQXSTgKc889d/RUw39QwIrsc5/7nF5bZpll9Pedd97RX/7F24UXPj0QIUjtxbATS/s788wz4031HBsAQF6J/vp/MhnqYZKk7+vk+WXLDq0i23Fbb721w+VdJkcNEZKnvdWZjQFoDcAey8Oaa66ph1F6S6IZws0AaJg8QG8ygTm2q4Ckdr6u/0UDkkZn/ppMDr5J+NsorbHliab2N7/5TdhX1gHPi4v8oYceqrQt3qOJTcRJRjVxaAXvvfde1+p4RYmD6uHCqmkY1GXRcTM8UyZLfTtJdJLGMxtt18OkUOjRbJ6dhS60auwmjB8/3vkdh0b4al7+WOglFajcVps2bIsAb/vF9hOw6aab6m+Rf+LGW6R6WJcXkPVXr29vfIkwFQV/7gXJ6LUixxLaQ+OzYVDJ1h2xtWB4GFfGBcUi/fZjXQlJoRMSAgjbmwC2P4MGDXJLLbVUYZTUo4m0juacc85MWiNuVRI0Sms4ybB9/6tf/cr94he/0D9iqgHEWkOQrAcjR47US35RlVRPwvHoogKcRm38kupaWXMY6AQa5gmy+CXXk74PT8OYGsQBnime+M7bGkWvN9ou2kc/H9s865Tno/DA1AUliAdPW37O9uX+PG0Oz8MffX9l/rbVpg1nAmzU+MVQGjsZVvcYebcCMLzFCSIL8PLca6+9BlQjkKhsEenYoxO/N8z2DgkDGuYoYOWJhgRbP69NJPguNkfYUWGc6zVFObrr+yrgEKNTAnliR4lBKlpZceN2n/lMaz4DvDcRwLMAZwGvXfB1G6U1hEACN/PnwWsWoS/ZHlDhzV+L/voJNIuOsfegn7htZ7QvO24eA51Aw83wTIkBqA4I8PoowOvQBsUDnvo6jbbz7fv9t9/nWXbzJBaow2lKtuZryKFRvkonefljzQ1LOGnNbFVnoDAAQhAwkX3jG99wGDzHDbDrNC2lGA9NsWcKvVLrdeonufh1vFbxdiVKMoKdB6Irs3Xrt3spR0PGX14B4aOPPlKDyVdeecV3q7+sEhDacEowKIYBJgu8QNEwIRTFDZ6L9Va8NrSOB2oWwGTiUITWaIvBuAR8VU/reF+sEHHggbbS6PGGG27QPqK0He+LsaIFZhXL92RQLQbaTcPN8EyEeomTpZlt0Mr6SQ/NL2YGhEqKgueZRdtF+7DjWREY+nWeZUcKQQ2NGXzfAwsFMiPwl3cO9239bx7+6OuW+dtWoQ1vJT5YYpHhNSRGqOpFJMaw6pbrHxTbIYA9aYQ7vw2DJ4gH76kZFbCi7Xy96C9aCDRWjQKhPvBAxKOTrSf2ydEckp4FDY7XkOHGLoa2apPGFnA0ppX3XuGjigK2I6TvYjuPPr2alr65D1slBvkxINkqVFuKhzLeoywOeA+kNYmmBYvSDLQGpNEb7433EW1Xb1SEamk0XEteWuPeaOrYFj3llFNy3Q/GttFGG+n21AEHHOCGDBmi3+O5556rNiBoOgAWV8cff7xD6KN/BF+8r8FlPbtPbWj/SsFAIzTsb5yHhqkbpWNP/74PfpvlmXjy47nNtrxE0teu+WXXYJ999glvFeeZeduFHdhBiIF+nmd5dsmKoN7zeMMDLGiRO9h1ycNX8/LHEOFVH8iAaqCV3qOkl5LnG/AnxoEaxZgoy+Kaqx5s1BPNVUDqJ1GjaxtSPB1yyCGBuDQHEldKy2QiCcaOHRucc845gTAdLcPLT7Zda56zrBMhgEBCcAQLLrhgIAKBptgRo++a7kWjGOClIgwvkEk+vCaCXjB48GAdI156u+66ayBbxOF12TIIJFZbINqQQOz8AhEwAhEwAolNF9ap8qCXvEfJVOHpIU5zeO4m0RqebCL4BGKjo++ITAAS7yj0rKQf2WoNZAIK+243rUEPp556qo6XbyMJxCRAr8tqM7zsI4XzTLJloN9aPEI95x4XeDKvuuqqgWgAA4kDFvZT9UGKV1XVt67bf6u8R7NomAEm8b08NAxPifPaJE/OukgocEFC3wRLLrlkIKGUAjH/CGTbKhAHoZoeknhmnnY1nZR80q3eo/06z4oyRflcnN/782effVYpJM8cnoc/lkluKXxu4hzcSB4iBKRQPIhwDmDLo0pA68C9JF+n2jTgPYeRqghdToQg1RhUef8y+wZvb7/9dt0tN7Yz2UrCcLsoYBTJVhbbCeClVYBGinh5eLEmeTSWMQ68YtEqJgVyLaN/3wcaTuwXsStjKwacsj2P9gI7yieffFIDyvr6nfybRWuMXcLiqBYx75YlbABc8P2hffRa4jge0MRAi2T+WGKJJVq+Jco2sTBbJwuK+NDadg7tEjvRexJXNZBeomFwhGkKzgc4LiRBPZ6Z1S6przLK4N1ommVCLaO7AX1URUc2zw5AdWJBGl/Nyx8TO26gMIXP3dm27VH2kVGLY4DKxxANp8CHzDZgNwH2Q2k2UjxTo4BQE8+60Ghf/dgO+wVsAdkaZZs6CnyMLFCqEkqj9yrrOIvWuI9oMgrdDuEuaTss3gnCWhyH8Tp2Xj4Geo2GwZAPu1APW/V4Zla7ev31Y7nNs/nfehpfzcsf89+t8ZptE9owtAcwEsQ4lVU7Rrak2yAUA4bSBoaBMjCAhpNJ76abblJt2nLLLachCXAYwWZQgs02nNu2jPFZH4aBLAwYDWdhyK4nYcDm2SSsdHdZ24Q2UvWQE48UOIT4wIsN91ux61Iv0nrbM92Nbht9OzCA8TSePqTzkYwZGuqDtDkY32OsH/Xybcf47J6GgSwMGA1nYciuJ2HA5tkkrHR3WduENmzZCB7LH6sBzvPa33Q3ym307cAA3rb8sR0KvdWzo2nH2HrxnuAZsG+6vLdrNFweLvulJ5tne+9NtzUjgkcnq8hWMneSy5NcmUTzo0eP9sPouF+MvgmMiCYI92SSmWM8Hwe2+XCJx2aLrAkYlBskYwA6a7fA1k30RyYFNJJkKSGaeJKxPeEZcK0nXIj/w4EFMweD8jHQahrGOUU8ZDW8UT07s/KfsrkeWZhhM43pg3jga5q15nrs/tatnmfjGOtGOuIZ7r//fuV/xA2MQt75OdqmjOOOENrKeJAifUA8eGKJm3tHp4OC2Vx//fXqzUcmBKI6M3FGAZustddeWz0wiatF5Pt1113Xvf7669FqdtxBGOgG+sO7dp111tHtY2IaYcbAAoIMHXHmRWYFAmMTs83/YYOFuYNB92OAyQlhnfhqmLR0Otx+++0Ou1XokkX5jTfeqDEvO33cvT6+bqMj3gf0vvPOOyv/i/O9PPNzFe+0L4U2thlalSqr0ZcGwyHdEkLY1VdfrQImdn8k8vZbTwTMJIq4xA/TaM+DJI8micERCuLRxRsdh7UrHwPdQH8nnHCC0hXhXgixQNYDcqfed999GtE+ipXTTz9dHYcIcO3/SBlm0BsYwFtzjz32qPHw79QnQ0BjVwJeKPE7beHQQS+qm+jIo43wLklZbPLMz76Psn/7UmgDiWnpe8pGciP9EeYDzYYEENbmhBNBowYz8lvJaOGIZUR0eg+EZEBgQzNHpgmDzsRAJ9Mfi4J7771XFwhsqZD8m3h6bJECM2bMCJF6zz33OAmMqjRJOxIw8xfN+hFWtoOuxkAn0yyIJTYh8fJwMmKhm5S0vqtfQI8MvtPpyKOZmJ5kvJGg074o/M0zP4eVSz6o1BGBtDd47aFiJAYUwXrZXgEefPBBTfVEGikYPBLtlltuqddg/lwHaRLVXcOAkG+Tj3H//ffXsA2kifLJvrGjIQE4gL0QwgxSPQIOEjHBQFl9kWoq60NGo8AfgXLpk8Cr0eTdac+kAyjpH/ZpUUCrho2QRLcOi702Ix7DzSf4Jv4YWrh+hbR3ZfSXThV8Q3HBy+e9jSaGR8uGnSXJmAHSurFVuthii6XfwK4OwAAr+ksuuURT64F7wiCBXw9pNEv6Pngdizg88MeMGaP8ggUcQaXhgdjEElIJ8wnyMLL4Y8tqwoQJyqfxrMZ2DUEc/ondb1ZMPuJsot3H1ISJ7Ic//GEo3DPurGfyz1bGL/fmeQ4++GB9NuYC4n+224a1jGcr0kcWzo2OsrFJ+LFjjjlGtbU/+9nPBjTIMz8PaFRSQWVCG5oeNECswgnfgdBEDk2ENtTW6623nuYEYxvmoIMOcttss41eJ8+hpOFR2y1yiyLUSYoqZSLYbCGowUgQvoi9RbJ27G3YwpE0J9rX9OnTNdI2TA/BC2GH8WDnRdiHegCTog/GhM0b7tLE9uLj58NPe6Z4n/QDg8wC7kHuxnqAAMsEiqMBQujQoUPDqj5vaXQS5eJCCy2kddiq6ldIe1dGf7OpIon+mMyTAu3CyAhAiZOBB79tJunXNHcwtMr3iB1cWrBp395+Z2MAm1XyDWM7Bg4RtrzQlkaz2NqgYWIyBudsEQ4bNkwFJvIt0h88EZ7Le8Lmi4Uo7x6ed9FFF6lHNRpUnJ7QhNAH7SiD/yYBDk84qbCw3nzzzZVHbbbZZprRxpufpD1TvM9meCbCGs8GEFAW20q0JNArWQwYY79AGs6NjmZTQRLv4yr2uNix8e2xeEmDtPk5rV1T1+SmNSAGp/jqB6KlqSkvekLuLMl0EMjKT5vKB6k5GjkRRqH3mDZtml677bbb9FzSeOg5/0SQ0zJJRB2WCSK1TD7IsExWV1pG7khg8uTJei6ryUCYmZaRY0y2eQIR9AJZhWiZMEWtd+yxx+q5CGZ6XQQhPecfefHAhdiRaVnaM4WNPj3w46d9vT+ZHAOxGYo3rTk/+uijAyGcsA/ZegpxSj5T+haBtaaNaJi0XATlmvKiJ92cezTtXRn9zaLJPPTnaYa8l+TXrZfPlHp8e4svvrjSnmjVfdNSf3mvIpCU2meznZWRe1Q0YYo3ETDC4chqPjzOolkRWrS9CFhhfmPZLtQychaLJk77EkFLy0aNGhX2Tf5c+Ag80YMIXVq21157+aJAzDO0zBfIQlvzLvtzWSjpdVlEalHWM/l2/rcZninb+XpvWagHnofLgj8Q7Z+WM8c0C92QezQL50ZH2bxPNGwB9O9BPJCVhkRJ5IvC37T5OazUwEEKn5uIUXsNlCW0jRs3Th9UtEMqACJAiUea3ot7SJgKPSZBOsIFTEM8I8OxSPw2LRPvyLBMwg9oGZODB9rQVtxytYh+OSeRdRRIxk65rB61OC60iUpdr5ME2/+Jal2TtJOAG0h7Jq0Q+Sd5zALJpZr6R1LkvCD2aWFSctEEajOfAP2NN96o6Ua0HfosUYZbUyHnSTcLbWnvyuhvFl0WoT8xQQhECxQkMa4oOcl2WSCa40C064GsWKOXSjlOYWal9N9IJ2UIbfBHBC54FN+tmGcECGIe8tAsQviQIUN8E/0VrVmAUBYFFrCiLQ2LEA65L/f0IFpVLVtzzTV9UY3Q5oXE+eabL+SXJIBHQBw8eHAAbWU9U9jxpwfN8EzZhdHxyu5OTbennXaalounX015IyfdILRl4dzoKJ33iSYyWGqppUJZBTpJE9o8HSXNz/5aI78pfG5iZY4I2LaQCF4k/9CIGdsXAJU1dm6rr7662nCgUs8DGEXHAY82gK3SNPDbPfVc1klCjRH/1KlTwz+2SDFu9ar1tGeK35txsaWa9pf0PPF+/Dlbwqj9AW8IjsE3QHiGKPjzZZZZJlrcV8dp78robxZd5qU/b+fEllmWETF5hLF9++CDDxx2mAb5MMCW9KWXXuoWXnhhdQARwUdz4vrWjdIswVXjwDvM4peYluAEVY9fYvYCiOYm5JeYkcAvuQZtZT1TfFzN8EwRHrW7uKkJzlsA81A/QBbOjY7SeR8mXZgbEZ8SG3j+MPUAsAM9+eSTE8koaX5OrFhCYWU2bQTcvOyyy9QoFcNQEsAT6FC0ZGovgeEyNmqyqnSi0SnhUdK7QAADYIZJwMeOXQTCm0jaNVVkS0HtOtKeqaaBnOBEgSF8Flx++eU1jg5p9QkVAXhhjThY4BNbo+iYRfOm9bxDgp702b+0d4XwYfQ3iyCy6A8bGGIDEg/QT4xZpIRNpWzdK/PLqmvXZ2EAOxrsyfD4PvDAA9VpAMN6bGqwIWw1zSJ4idYmlV8ycgJ7x0F2GHQhiQCf9kzxds3wTGyhAWygo+BtkvLSbrRtNx4bHTU397LYIMwWfx5w8gFw9IGvIbwlQXx+TqpTRlllmrZ99tlHV9poPJBURXWuMZ5AAPkeIS6uAazKAVEj6m+9f1nX67WjHOEGYSfuaenbMD4Ag//ofTDuRdoG0p5JK0T+YQSLF0/WH3jICzAkVlJ44QKyBay/OGNEAUaKQTIMs18h7V0Z/c2myzT6Q4BgUYXhup/8oCe8lnHQSQL6w/saGoVWDfJhgIUhi1sfrmLs2LEqNIFLoNU0O2nSJL1v3EtOC+WfbIOqdzHRAdCweUDQw3sVJ6msZ/Jt/G8zPBOHM7QdOFxEtYheSyLbxv42Pf2bhXOjo3TeJ3b26rCI06L/Gz58uNIM2lpPT0lEFJ+fk+qUUhbfb2XPWzpu2hFBPFgCEYDC7rHTEM2P2rmIMKH3kIk1kI8+kG08PRfkBMKktA17uoxDJoewDxGetAwbEg8i9WqZrES1yNu0Rfelx48fr3VkJeebBaIF1DLxINEyHAK80eqGG24YyFak2sVh2CovT+ukPVPYcUkHGIziZIGtHnYK2MdJnKwAHERBBN9AtmADb9f25JNPBqICD2SijVZr6LibbdrS3pXRXzY5yEozkJRFaq+EA5D/E2/BAAcYmWD125RUcAF2Q7KNpp1K2Ai1zfIOSNl3KlYjxdajWEcl1i7Dpg18YzP15ptv6shka1n5k6zu9TyLZn19WZSGTwbPgIdiZ+ZBAm+rw5VkDPBFgbdpu/jii7WMOmussUaATS92Zh7ghfT3zjvvaJHEkdRz+CbG2xLqJZAsGoGkNNPrWc/k+y3rVwTNQLZYg6gzh5joBKL5DXCkaRa6waYtC+dGR8WpQLy4lc5lMRA2zjs/hw0KHqTwueocEUaOHBmIjViAhxGeGGK3FmDkB0jMNf2Q+MCYBPAixWEB4QMjexi/uKQromBCCCA4HPgy0SIFMDOJRaQeqjASUY8HEg5EHRw4pw6G+ng8xT82jFa9lxuGtDAfQLRqNZ6aMCkEFw9pz+TrlPV7+OGHB6KpUBzAdDEmTvLohamKu7969sF88ayTuEmlDKObhba0d2X0l04e0BTfI99R0h+4BUTDq98sdZi4ceDBAcgLcOl3aexqCjNrrMMSWpUltMGLcEbYd999dYEm26ShB3wazVKPhSbvQezQgj333DNg8YYA5d8ffFhCLim/9WUsChHsvNAmmioV1uCNstUTIAgCLFolhmbYl4QOCcT2VwU6eA/3pE/4FfemTwABIu2ZtFLJ/2RHRfk+Y8RxBucI2eot5S7xeaSUTiOdGB11Dh1FXkuQJLTlnZ+j/RQ5TuFz1Qlt3jMNDRAeZXFgYpBt0bAYKdZ/7GFhAwde08bkweqKcB+yZZO7J7RaMBvc5TmOQtYzReuWcYy2AsaZZ/xoSL2rexn3po9uFtqy3pXRXzlUwjeG59TLEkoi/r2Uc4faXlKYWW3FFp6VMdnyjfMNwwPhP0nffFU064U2tHwvvvhiZhiiOGqJCkDIpKi3K3XyPFO8r7LOoUcvdJbVZzcIbXlwbnRUDkUUmZ+L3jGFz02szBHBe6ZFbWFkNRYCnkL8ecCjKcszzdfN+4s3KH9FADucJZdcMrFJ1jMlNmqisIjxLF5B2LEZzMJA1rsy+iuHUvi+sCUyaA4DeGryDQP1+E/VNMsYvJd9kache4O3CY62y/NM0fplHoumuMzuuqavPDg3OirndRaZn8u546xeKnNEKHOQRfrCmBXwHpRF2lpdw0CzGDD6axaD1r7VGDCabTXGe/N+Rketea89JbThRenzhJE/T6J+OzGabQ0m7S59jwGjv74nga5CgGylaSxNYlMCpCQjBIyBYaAIBoyOimCr+bqVbY82P7TiPYixvuYHjbZslwozOgY77g8MGP31x3vulackf/NZZ52lf/6ZvFmBP7dfw0AWBoyOsjBU7vWeEtpgON3MdMSQW6OQl/GKy+yrjPH0Qx/dTn/98I7sGWsxYIvaWnzYWWMYMDpqDG+NtOoIoU3iAjkJ1+Ekqa9mThCvjEaepWVtJDmxmzBhQng/0nFJHKvw3B+Ix4gTF3g3dOjQAdfZSpM8qL6qE48eDTh80UUXhWV5D9L6Iro6ApyHo446yknib3/ad7/dRmu8IIl7FQYMxVGG1EHiyRa+O+w3Sa8iCbc1c0d4IeFA4v65E088UQPkYrRcBMgYIuFkHH2wuoauuWdSqiT6/eijj9wFF1zgyKrAt0AwaAnDoBH/jSaLYH5gXQLaknEFninhPJwkrh5YqYNK0mgYfnrVVVdpQF6Cn++yyy5OwscUHj3p+8gcQfYdFlCS09ptu+22YZBnTGbAl4fVVltN7+XP+/G3l+gIPiOxBjVDkOTM1eD9vONmANMBMju9+uqrjtRuZHGKAnyNQOPi8e0kDEj0UnV8Lu6KWlZw3Xi/aeeEBSGwow9um1a3E67JBKlxiYgnh5t8vUCiBJuUt1gTZJjx45ZNXDmuRf8kVVDhx8vqS6I4a9iTTTbZRO9F/Ka80M0hP+o9Y7fRGs8hE5AGoJZUbEpvPsgjIQ1I5M516Eiiddd7bC2HTolfSF3fR2qDyEXCORAcm0TwErU/pFsR3BLDU8jkqEFdSThOfLAoNEOTKa7w0Vu09LiMkB9FB0zQ7e22207fw7HHHlu0ecvr16Ph8847T2P9SZYN5aOyCNDzosHBoWfisq244ooa95P+JI1WQBBUD4SYgvYI4M43QCLwItANIT+KPA91e4WORHGh8QKvueYaDTEmyg89P+6444qiROuLU0VAQgBJb6nBwwmTEgfoCHqDlmRxEL+stEbIsUbm3hQ+V13CeHmQ3EBYEIxgJQJ37jadUJHE2CR4TlINkwIoLnn7MaOlow3Su/8jZQZaiKKQ1RerA/Ly+bxoRfvvtfrdSmuSNUS/D+jNh8aZOXOmaq8kynmu1ySMQNOq5aocqyRBr50wKCeZQxz3Jb0SoQPuu+8+TXMVrY62Ay0HYRdY/ZIjNwpGk1FsNHbM9yxByxtr3KZWcRqWBa875JBDVFMowdeVJ55++uma35FnQ1ObF9A0orEj0TcpreiPVHac33XXXdoN+aWhva233jr8hvL236v1eoGOeDc4IPIsEgjXkfOWxO/YGMc1Y3neo8T41LkYrZ0EtdadDnhdFNgpIESPZN+IFtccV8Xniu2P1Ayp/BM/GZXfc2t75KWzXXrmmWcm3ljS/ug2FgIbybXJibrYYosl1s0qLLOvrHv10vVeoDVJIeUkXVuu+Hwk48YlX7QzhV+jLCF1Qrzwwgt124mtUSY+Saumfc2YMSPsU4JSO4mSH+bQpK5BNRjodhpmG5O809CxB7b/JYWWe/vtt51oTXxx6i/ei0ywiyyyiJNAwWFdFAEAW/QG9THQ7XQEfyJKBIoSCU4dPijHRU1AaMzi9vHHH1czlA022CDsL3pAvywMWIi0GpoW2iS9lK6UsKuQtCgOmyHAl++22256jp0a9lqSE9JhA8YqyNfVCrF/JGqn7k477RQmp8Zuh3P+uB4FVv7cC0SS9F0itUcvt/SY1SPMA0k/Dg899JCO/frrr3eSakWFN+w5GoEy+2rk/q1u42kqi9YYF/TBe8DuinfBiikNSNYNXbFSA0StHdKfpBWqadpJtFYzsDonL730kpPckBrOoREmRrfQK0FUo4CmGWCy9AAPwPaN75sJGJsZFjEGszDAu5BtOeWZ2FtJXmS98Mwzzyj9QdvYqAJFeWYRGpYsNQ77VjSi0Ly/p964Rf+wAwLi8wDzAwDt5AESdaMBlu37mkla0nE5SX2o9pv/+9//8nTVNXWMjma/KvjMiBEjnKTP0wUj/Obhhx92jzzyiNqVza6ZfSQmSo4FrphqOTE9cSxIJdNQdsMW1mjaEeHQQw91kuPO8eFgsOcZOxMdH8z06dP1cWAMEJrYVKnRnuQEdRiOgqAkoE+QjqEz2ytoCCRZukrBCH9MGNQBMMyeMmWKYwtH7H6cJIFXQY+PXvKZDuieuvSdBfSDSr0IiC2GEgwClWdK0fZo1tCOcf2BBx5wbBFgeMtYxQYuWjXzuMy+Mm/WARXy0hpbcgjEl156qdIENMRkKLZVulWc9CinnHKKbnWjjbr22mtVg0UZKm60oOecc4426yRaS3qOeBlaCLS+bDvVy04SbxM/hykmRcrne2aLwK9GEdZglsD555/vzj77bNXu+W0EhOh+B/C46667uq222kppC2cCANMQhAxJIxVqMIvyzLw0LCmenOR81kXN5ptvrotcFrtjx45N3HLFSYp3mQVkRZAcqFnVwuverERSD4ZlHEj+VT1nGz4P+Ek1unjw7cT+UvkwfLaXMsYYHfk3POuXBQuLaclJrjIHCx60r2j9iwDzN8BCAi0a/YidvyqamBckD3iR7qqpG7eea8QRQYQgNcaTDz/sjuTmGOAB5NMTDzM1FPUVxKsjkHQt/lR/Se4uTxmWYVzIedTQFsNVyoTBaD0RdgLZgqnJu+kN/2Q7J+wreoCxK32k/clEVTcHn3dEeOKJJ6Ldaq67QZJoG4NxAKN/7iGav5p6/gS8kGCZOtyPJMyNQlZfsveu9+l2R4QsWgN/GB+D02nTpik6MYrnXDSaIXrjtMYFsQ3TemElOcDoHuN9oB20xn0x4paVJIeJIEK/jjvJEUE0bIHYB4XtML4GF0UdEcIOPj0g56h4IQciiIWXxKZI+xZBN/weZTEXOhjxHqLQCE2mGOhGu27pcSOOCBjN8x5k8RiOVbYJA1nM6Xkenim2WtpHlD9m0TCdywImING7B+7JWETo8UU1vzihcD3rb7/99qtpFz1JomH4HXxv/vnnD2Q7NKwudmh6L1mkhWVpB2PGjNH68NI4SIo1vRbnrbIl2BOOCEZHs984OZA9jeLUWNSZhZ5k8aR9jB49WjsW4U2/FfqVbfsBTlfk6uVakiOCH1nJfK6c3KNDhgxRI2UMPr1r7CWXXKJaMXkg1XahYRPPM906ESanq58ihqb0kwRsLaJNQJPiATsJJOJ6W6Rss6YZENIP2gVhNL7LXL8Yz6INzOtQgRYQOyFWnKeeeqpDNduIqzuDK7OvXA/bpkpZtMaw2PZBk4FBMhpVb9Py2muvNTXqTqK1PA/CFjErT9zWywYMv8k5SvgQD2zxAWjBvVaDrS7qomUbN25cjc2Rb9ePv+xEYDjP948NFzsSGDd7pxK+5yp4JrsbhFeC52C3A8A/4ZdsncOT43yPrSIRIjNfk8+dmlnx0wrwOragCPCLZhwzBswSvLYDx5c8wI4OEA0j49vJ4kQPG7UZ9v106q/R0aw3w/a4LBqU9/DtiNJI5wDMOorY8XqtrdfQIbOwy0J/7Cayk8c2fDuh6e1RP3hsWIhJhkqSbUWMArGX8ICaWlaEyqiIHYZg45mGr9PILx85SauLTEzxhLmN3Dfehm0OhFZeKIIbACEB2IvAPLBlSYobM3LkSBXa2BppFsrsq9mxVNU+i9aYPLBvQGBgy4atn2h8pkbH1Sm0lnf8eFCxZYQHnQfRxunhYYcdpl5W/BYFFl3EvGIbOmrE7Le74iYFmEIAEm5Bf+2fc1tuuaUKtgjVEjpI+aaEGKhBTRU887nnntN7sM2P2UBeYCKsAnDWYksVL2TRTKgNEsI/kycLtDyAIxcQt42jDCFVNHlq+sB5r4HR0aw3KqE91PwK2kHQwv4Z23ZoPBqrL+v9I9xj1hTlYSximEdQqsDDekZow2kAmyPsiGDkGCR7hs5KbocddtAPEXuyBRZYQO0nshCY5zrIxZaGCRVPuihgu+HtI6Ll2NF5W5JoefyYPHx+FRe/Fj/H+JFwDFGPJ2/8CqOUmFpqm5cktNEOKIMYyuwr/oydcp5Ga4yRkBM4FeDuzUQo8eZKGXqn0Freh4HZwICitpXvvfeeNkdY4DssKrQhqMEQYWBeSPPjIbQMwIo0Ct6WLl4/WqffjvGqxUuNiQUbXUL3YJPmoSqe6SejuB0Z90WbhpCDrWwU4G3eQSdaHj9mcRQXPON1ks7RsPEHYDfE4hXNrBfGktpEy6A7tITYWEaBhTIOF96xIXqtV46NjpwqROBnYhalAhvvlnBb2I3jgAY/IthuHoCW4Je08Y5WtPP2kp3Aw5r2HvWIgBngvYnBp+wHa9w1fw0BCW0Txq9MFABbmKys0sALfdFtTi8IeVU4EjAA84v2x9aQ13jF74GxOVtlWX8wzryAIEGstegfkeOB/fffX8vBTxLccMMNatAN04sCz1rU865eX9F+u/04jdZ4NiY/3t2OO+6ojwqtAVH60ILYP09vLAIA6tNPp9FabNh1T8Wmr4Yeoc3hw4drfVaMXuvmO/DP7c/jv2jPmZTZvvKCGHUkkKk6/rAdzZYpW31+W4rr/j55NSe06QcgJAVaYRa7fPvsGHholmf6dxmnYbZBcRaDT+D85AEax0HCbw/5cn4xFcEpIItf+gVBtG2RY8LFIMhCW0kZHvwzxftkQoWuoU8Wxx6gO4zIURj0MvQ7HbGlD+3B06LghS6cCaJQj46oM2rUKK0ad1TEixQzAfhb20E+6hpoxBHBdyDaLjUsFY8kX6S/3qFAVnABDgoiBYcGg8KcwkjuGDALQgKJuaLtZLJVI2aMwXE8wAkB42fqSJwojTgsW5ChobOo2QPxWgskXU5AXzJJ1YyjrJN6jgjx/sEHY/WOCMIY1RkDo3IM6gFhhmr8KOmBappjiIwBvEj2GrW65qKcFOmLto0YQ3ZyRoR6tMazemNs2UYNZHLSbAK8B2HsGg2dOnFaowzjU+phrI/RPBHnZQWvNA3dQpcYuFKnVbTGuERjluqIQFYCxjRp0iSqp4JoTLSuCFU19aA/nrWeQa2sPtVgXOyQAvFGDf9kIRbIQiwggjjAGMT8QOnN30AWKwHfPs4LUWiEJnvFEcHjQRZ7+j5kZe+L9DcPzxRvfW0r5ihh2ywalkVIcMQRR2g7aBlHFTK3iCd+IKmmwn7KPsiiYZwhZKdEvyvZIRlw+yz6xOlItnA1Q4hvDJ2SkYNnjoMs0HrCEcE/V7/TEXwIp5aoo51sHQeyAAhwJvCQRUfUg7fTzjvH4GyAsyPzfhzgd/BeeHA9KJnPTUSbUAPNCG10JNKtCmbRTvloRP2tk4LsGQdivBx45OHdI2ECAhDMw/MnRqmhJyV1RbMS8JHRhzg4qOAG8/YeQaJVUyT79kzICBxVQaNCG+NBcPDjlFAmKmDAoOMg2xQ6GVI3ySuqSF/UbYRwOllo45mSaI1yUYmrkIDwwMcMQ8erF6aOR1o9WhNNQiC5D/X9IDCTCgUvZ+iRlGWi+QxaTWs8T70Jj4kOT0AYCnQi2+uBaChoUhfqCW0SLiekS1J9RYEULuDP0238V+woo9WDyZMnBxKSQPGGd5towwMxEaipw0kjNNlrQhv0hNdoHLJ4JsKZhAjRd8LCDkEMyEPDvE+8RxHSeZdMdvAYFopVQRIN8z2JU0QA/ZByCt5eD9Lo07dhIUxEAuiNCAJiIpFId9TvNaGtn+mI9ynb4Lqw5b1K0G9NoQfvFrt5LoeQh45kd0s97mV7XhfuYmIV4NGMoiQKspMXDB48OPyGRFOtsky0Dscl87nyhTZW3PGH8w8RX2nHz329+K+oMwNRf2oxGoKkPGDcE22AqNjr3j/eb6PneYW2pP4ZJ5I77snRFUBSXZgo7vxim5V0WZ8zb1+NEE6nC21ptAaNoKn1AN3knZTEAzqkoWgfvq9W0hr3TJrw/FjK/BXThoCFBJNpGYDGhPyo9aARmuw1oQ3cMOHUgziPjJ/Xa5dFw7RjYUgYG/hr1ZBEw3yTCGpoGfPQXF76ZNGR9a33mtDG++tXOorSLrQs2+Lhbl30mj/OS0fQEHmT47sSvp+8vyXzuXJCfshqLQRvsxYWRA6iNhsUx88jVWsO2Uv2IB+bP6z5xe5CVlk1ZVWf4KFYFBhnUqDSpH7wrsVeyOfOi9cp0ldR27j4vTrxPI3W4h7C0E092ok/W9QA2htuR+t0C61Fx5x1LIxJjXdFKHIYN5cBop1L7aYXaTL1getcJFdiPYjzyPh5vXZZNEw7bNu8TXC9fsosj/NLvkcfWiHrPkXoM2pvmdQvdm6y8Eq61NVl/UpH0ZeGrCC7JdGimuMidITHdDxvck1nOU/K5nPJElDOwfRrNV4mzBNDd2INka6KMCZlA2FMcOBoxmOFaPgYXuL1x5jxsjLoLgwQsgBvJgz5YcxkG/DeTGU9CR5TRMcnLE3VYDRZNYY7r/9mabgM+sRDl8gBODwgsCYtyDoPczaiKAY6gY6i40k7rorPmdCWhvU61/AG5a9qIFhgs0BAWIPuxkDedD7NPCUpW1qV/Nhospk31Z1tm6XhMuiTgNv8GXQvBjqBjvJiryo+Z2qXvG/A6hkGDAOGAcOAYcAwYBhoIwZMaGsj8u3WhgHDgGHAMGAYMAwYBvJiwIS2vJiyeoYBw4BhwDBgGDAMGAbaiAET2tqIfLu1YcAwYBgwDBgGDAOGgbwYqOuIIBkH8vZh9QwDTWHg6quvdvwZGAbyYGDYsGF5qrW0jsQF1HRPLb2p3aznMGB01HOvtOEHqsfnBghtxM4ZP358wzeyhr2HgWicvLKfjryLuEYbGAbyYkDS2uWt2pJ6kjHDeGZLMN3+mxDiqSowOqoKs93Zbz0+NwdRfbvzkWzUhgHDgGHAMGAYMAwYBvoGA3eaTVvfvGt7UMOAYcAwYBgwDBgGuhkDJrR189uzsRsGDAOGAcOAYcAw0DcYMKGtb161PahhwDBgGDAMGAYMA92Mgf8HnKdfKnZWNx8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "width": 400
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tree #1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "width": 400
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tree #2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "width": 400
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "df = pd.read_csv(\"beers.csv\")\n",
+    "print(df.head(2))\n",
+    "\n",
+    "features_4d = df.iloc[:, :-1]\n",
+    "labelv = df.iloc[:, -1]\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=0)\n",
+    "\n",
+    "# For presentation purpose: 3 shallow trees, each picking only from 2 random features\n",
+    "classifier = RandomForestClassifier(max_depth=2, n_estimators=3, max_features=2, random_state=0)\n",
+    "classifier.fit(X_train, y_train)\n",
+    "\n",
+    "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
+    "print()\n",
+    "print()\n",
+    "for i, internal_classifier in enumerate(classifier.estimators_):\n",
+    "    print(\"Tree #{}\".format(i))\n",
+    "    plot_decision_tree(internal_classifier, features_4d.columns.values, width=400)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Random forests are fast and shine with high dimensional data (many features)."
    ]
   },
   {
diff --git a/random_forest.png b/random_forest.png
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-- 
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