From 3e06c12ffc7a76d3a7d214ebb20aedd7fe425f4a Mon Sep 17 00:00:00 2001 From: n03an Date: Sun, 30 Jun 2024 10:50:19 +0800 Subject: [PATCH] rerun proj 1 with output for Jupiter book --- .../project.ipynb | 275 ++++++++++++++++-- 1 file changed, 247 insertions(+), 28 deletions(-) diff --git a/Project 1 Automatic Review Analyzer/project.ipynb b/Project 1 Automatic Review Analyzer/project.ipynb index ea7f337..190294d 100644 --- a/Project 1 Automatic Review Analyzer/project.ipynb +++ b/Project 1 Automatic Review Analyzer/project.ipynb @@ -35,9 +35,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Hinge loss single \n" + ] + } + ], "source": [ "import numpy as np\n", "import test_utils as T\n", @@ -85,9 +93,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Hinge loss full \n" + ] + } + ], "source": [ "import numpy as np\n", "\n", @@ -150,9 +166,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Perceptron single update \n", + "\u001b[1;32mPASS\u001b[m Perceptron single update (boundary case) \n" + ] + } + ], "source": [ "import test_utils as T\n", "# ln -s /Users/n03an/Documents/projects/AI/edx/MIT-MachineLearning-MicroMasters/test/utils.py test_utils.py \n", @@ -218,9 +243,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Perceptron: feature: [[1 2]], labels: [1], T: 1 \n", + "\u001b[1;32mPASS\u001b[m Perceptron: feature: [[ 1 2]\n", + " [-1 0]], labels: [1 1], T: 1 \n", + "\u001b[1;32mPASS\u001b[m Perceptron: feature: [[1 2]], labels: [1], T: 2 \n", + "\u001b[1;32mPASS\u001b[m Perceptron: feature: [[ 1 2]\n", + " [-1 0]], labels: [1 1], T: 2 \n" + ] + } + ], "source": [ "import test_utils as test\n", "import utils as U\n", @@ -329,9 +367,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Average perceptron \n" + ] + } + ], "source": [ "import test_utils as test\n", "import utils as U\n", @@ -442,9 +488,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Pegasos single update \n" + ] + } + ], "source": [ "import numpy as np\n", "import test_utils as test\n", @@ -537,9 +591,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Pegasos \n" + ] + } + ], "source": [ "import numpy as np\n", "import test_utils as test\n", @@ -626,9 +688,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "theta for Perceptron is 1.8809999999999982, 3.8159999999999963\n", + "theta_0 for Perceptron is -5.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "theta for Average Perceptron is 2.425476, 2.6097040000000176\n", + "theta_0 for Average Perceptron is -4.732\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "theta for Pegasos is 0.6878962360013456, 0.7620653856493942\n", + "theta_0 for Pegasos is -1.1216660077128084\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import utils as U\n", "\n", @@ -663,9 +780,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Classify \n" + ] + } + ], "source": [ "import numpy as np\n", "import test_utils as T\n", @@ -768,9 +893,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Classifier accuracy \n" + ] + } + ], "source": [ "import numpy as np\n", "import test_utils as test\n", @@ -868,9 +1001,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;32mPASS\u001b[m Extract bow feature vectors\n", + "\u001b[1;33mWARN\u001b[m Extract bow feature vectors : uses binary indicators as features\n" + ] + } + ], "source": [ "from string import punctuation, digits\n", "import numpy as np\n", @@ -988,9 +1130,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perceptron: train accuracy = 0.92925, validation accuracy = 0.76200\n", + "Average Perceptron: train accuracy = 0.97700, validation accuracy = 0.79600\n", + "Pegasos: train accuracy = 0.90425, validation accuracy = 0.79600\n" + ] + } + ], "source": [ "import utils as U\n", "\n", @@ -1057,9 +1209,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "perceptron valid: [(1, 0.75), (5, 0.768), (10, 0.762), (15, 0.772), (25, 0.782), (50, 0.778)]\n", + "best = 0.7820, T=25.0000\n", + "avg perceptron valid: [(1, 0.788), (5, 0.798), (10, 0.796), (15, 0.802), (25, 0.792), (50, 0.784)]\n", + "best = 0.8020, T=15.0000\n", + "Pegasos valid: tune T [(1, 0.758), (5, 0.794), (10, 0.796), (15, 0.796), (25, 0.802), (50, 0.794)]\n", + "best = 0.8020, T=25.0000\n", + "Pegasos valid: tune L [(0.001, 0.788), (0.01, 0.802), (0.1, 0.758), (1, 0.578), (10, 0.518)]\n", + "best = 0.8020, L=0.0100\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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qfIz58+cjLCwMXbt2xcaNG/Hrr7/i0KFDePbZZ3Wmq7do0QKxsbHYunUrunTpgp07d6JLly46rQsDBw5EXFwcli5dCjc3NyxatAjPPvssfvnll6c6T0OMGzcO8+bNw8CBA/Hjjz/i4MGDOHToEBwcHKptPR2ZTKa3vKwPPkD9AXfmzBmcOHECTZs21W6a/6gfbRGpLKV9sCiVylL3ebS1R2PgwIFYvXo13nvvPezatQsHDx7UfkBW5LoPHz4ccXFxOHnyJLKysrB3714MGTKkRBKqz+DBg3HlyhWcO3cOAPDjjz/ipZde0pmq3rVrV1y/fh1r165Fy5Yt8d1336Fdu3b47rvvDI7VEA4ODmUmwv7+/ggMDES3bt3QokULnfNVqVSQSCQ4cOAADh06VGKryJo5GzduxMiRI9G4cWOsWbNGe+zu3bvrfN+cnZ1x7tw57N27F6+99hqOHDmCXr16YcSIEQa/Z3n+lmjcu3cPFhYWen/mqGbjIGiqcq+++ipWrVqFU6dOoWPHjgbvv2PHDrz44otYs2aNTvn9+/d1PjAAwNLSEoMGDcKgQYNQWFiI/v37Y968eZgyZQrMzc0BAPXr18cHH3yADz74AGlpaWjXrh3mzZuHXr16VfwkATRq1AgAnpjs7dixAyNGjMCXX36pLcvPz8f9+/d16hnyH6WnpyfOnz8PlUql84F0+fJl7euVYdOmTTA1NcUPP/xQIok6ceIElixZgqSkJDRs2BCNGzfG6dOnUVRUVOqA2saNG+PXX39Fenp6qa1Amtapx6/P461aZbl37x4iIyMxZ84czJw5U1v+ePeSk5MTbGxsypWw9+zZE05OTti0aRMCAgKQm5tb7gUy+/bti3fffVfbDXblyhVMmTKlRD17e3uEhIQgJCQE2dnZ6Nq1K2bPno1Ro0aV630qonnz5jozugzRuHFjCIIAb29vPPPMM6XW0/w8Xrt2DS+++KK2vLi4GAkJCWjdurW2bMeOHWjUqBF27dql8zuhLxmRy+UIDg5GcHAwVCoVPvjgA6xcuRIzZsxAkyZN4OnpidjY2BL76fs9Kc/fEkA9+620yQlUs7EFiKrcJ598AktLS4waNUrvirHXr18vMVX1UTKZrETLxPbt23Hz5k2dssenM8vlcvj4+EAQBBQVFUGpVJboYnJ2doabm1ulLGfv5OSErl27Yu3atUhKStJ57dH49Z3P0qVLS7RoWFpaAij5wa9P7969kZKSojOupLi4GEuXLoWVlRVeeOEFQ09Hr02bNuH555/HoEGD8MYbb+hsH3/8MQBop4C//vrruHPnjnZa96M05//6669DEAS908I1dWxsbODo6Ijjx4/rvP7tt9+WO25Nsvb4dY+IiNB5LpVK0bdvX/z000/aafj6YgLU3TVDhgzBjz/+iPXr16NVq1Y6H9xlsbOzQ1BQEH788Uds3boVcrkcffv21anz+M+zlZUVmjRpUuW3XujYsSMuXLhQoffp378/ZDIZ5syZU+JaC4KgPacOHTrAwcEBq1evRnFxsbbOpk2bSrQ+6fvenT59GqdOndKp9/j1kkql2u+H5lx69+6NqKgonX1zcnKwatUqeHl5wcfHR++xHv9b8qiYmJgKz3AlcbEFiKpc48aNsXnzZgwaNAgtWrTQWQn65MmT2unapXn11Vcxd+5chISEoFOnTvjnn3+wadMmbYuLRo8ePeDq6orOnTvDxcUFly5dwjfffINXXnkF1tbWuH//Pho0aIA33ngDvr6+sLKywuHDh3HmzBmd1pinsWTJEnTp0gXt2rXDmDFj4O3tjYSEBOzbt0/b3fHqq6/ihx9+gK2tLXx8fHDq1CkcPnxYO41Yo02bNpDJZFi4cCEyMjJgZmaG7t27w9nZucT7jhkzBitXrsTIkSMRHR0NLy8v7NixA3/88QciIiKeahC6xunTp7XT7PVxd3dHu3btsGnTJnz66acYPnw4vv/+e4SFhSEqKgrPP/88cnJycPjwYXzwwQfo06cPXnzxRbz11ltYsmQJrl69ip49e0KlUuH333/Hiy++qH2vUaNGYcGCBRg1ahQ6dOiA48eP48qVK+WO3cbGBl27dsXnn3+OoqIiuLu74+DBg3pbOubPn4+DBw/ihRdewJgxY9CiRQskJydj+/btOHHihHYaN6DuBluyZAmOHDminXpdXoMGDcKbb76Jb7/9FkFBQTrHBQAfHx9069ZNu9bM2bNntUs4VKU+ffrgs88+w7Fjx9CjRw+D9m3cuDH+7//+D1OmTNFOa7e2tkZ8fDx2796NMWPG4KOPPoJcLsfs2bMxbtw4dO/eHQMHDkRCQgLWr1+Pxo0b67T0vPrqq9i1axf69euHV155BfHx8VixYgV8fHx0Vr0eNWoU0tPT0b17dzRo0ACJiYlYunQp2rRpo22hmTx5MrZs2YJevXph/PjxsLe3x4YNGxAfH4+dO3dqW0+f9LdEIzo6Gunp6aUue0A1XHVPOyPjdeXKFWH06NGCl5eXIJfLBWtra6Fz587C0qVLhfz8fG09fdPgP/zwQ6F+/fqCQqEQOnfuLJw6darEVPCVK1cKXbt2FRwcHAQzMzOhcePGwscffyxkZGQIgqCeevvxxx8Lvr6+grW1tWBpaSn4+voK3377rU6cTzMNXhAE4cKFC0K/fv0EOzs7wdzcXGjWrJkwY8YM7ev37t0TQkJCBEdHR8HKykoICgoSLl++rHcF7NWrVwuNGjUSZDKZzpT4x89dENTT0zXHlcvlQqtWrUrEpol50aJFwuPw2JTyx40bN04AIFy/fr3UOrNnzxYACH///bcgCOqp59OmTRO8vb0FU1NTwdXVVXjjjTd0jlFcXCwsWrRIaN68uSCXywUnJyehV69eQnR0tLZObm6u8M477wi2traCtbW1MHDgQCEtLa3UafC3b98uEdt///2n/b7Y2toKAwYMEG7duqX3vBMTE4Xhw4cLTk5OgpmZmdCoUSMhNDS0xHRsQRCEZ599VpBKpcJ///1X6nXRJzMzU1AoFCWWL9D4v//7P8Hf31+ws7MTFAqF0Lx5c2HevHlCYWFhud+jItPgBUEQWrduLbzzzjs6ZaWtBK3Pzp07hS5dugiWlpaCpaWl0Lx5cyE0NFSIjY3VqbdkyRLB09NTMDMzE/z9/YU//vhDaN++vdCzZ09tHZVKJcyfP19br23btsLPP/9c4vd0x44dQo8ePQRnZ2dBLpcLDRs2FN59910hOTlZ5z2vX78uvPHGG9rfT39/f+Hnn3/WqfOkvyUan376qdCwYUOdZS6o9pAIwhNGPRIRUanatm0Le3t7REZGih1Kpfnhhx8QGhqKpKSkEi1TVUmlUsHJyQn9+/fH6tWrq+19K6KgoABeXl6YPHlymSvZU83FMUBERBV09uxZnDt3DsOHDxc7lEo1bNgwNGzYEMuWLauy98jPzy8xTuj7779Henp6idu81ETr1q2Dqamp3jWnqHZgCxARkYEuXLiA6OhofPnll7hz5w7i4uJ0ZgbRkx09ehSTJk3CgAED4ODggJiYGKxZswYtWrRAdHS0dvFDoqrCQdBERAbasWMH5s6di2bNmmHLli1MfirAy8sLHh4eWLJkiXYZhOHDh2PBggVMfqhasAWIiIiIjA7HABEREZHRYQJERERERocJEBERERkdJkBERERkdJgAERERkdFhAkRERERGhwkQERERGR0mQERERGR0mAARERGR0WECREREREaHCRAREREZHSZAREREZHSYABEREZHRYQJERERERocJEBERERkdJkBERERkdJgAERERkdFhAkRERERGhwkQERERGR0mQERERGR0mAARERGR0WECREREREaHCRAREREZHSZAREREZHSYABEREZHRYQJERERERocJEBERERkdE7EDqIlUKhVu3boFa2trSCQSscMhIiKichAEAVlZWXBzc4NUWnYbDxMgPW7dugUPDw+xwyAiIqIKuHHjBho0aFBmHSZAelhbWwNQX0AbGxuRoyEiIqLyyMzMhIeHh/ZzvCxMgPTQdHvZ2NgwASIiIqplyjN8hYOgiYiIyOgwASIiIiKjwwSIiIiIjA7HABEREVUjlUqFwsJCscOolUxNTSGTySrlWEyAiIiIqklhYSHi4+OhUqnEDqXWsrOzg6ur61Ov01cjEqBly5Zh0aJFSElJga+vL5YuXQp/f3+9dYuKihAeHo4NGzbg5s2baNasGRYuXIiePXtq64SHh2PXrl24fPkyFAoFOnXqhIULF6JZs2bVdUpEREQ6BEFAcnIyZDIZPDw8nrhQH+kSBAG5ublIS0sDANSvX/+pjid6ArRt2zaEhYVhxYoVCAgIQEREBIKCghAbGwtnZ+cS9adPn46NGzdi9erVaN68OX799Vf069cPJ0+eRNu2bQEAx44dQ2hoKPz8/FBcXIypU6eiR48euHjxIiwtLav7FImIiFBcXIzc3Fy4ubnBwsJC7HBqJYVCAQBIS0uDs7PzU3WHSQRBECorsIoICAiAn58fvvnmGwDqvlEPDw+MGzcOkydPLlHfzc0N06ZNQ2hoqLbs9ddfh0KhwMaNG/W+x+3bt+Hs7Ixjx46ha9euT4wpMzMTtra2yMjI4DpARERUKfLz8xEfHw8vLy/tBzkZLi8vDwkJCfD29oa5ubnOa4Z8fova/lZYWIjo6GgEBgZqy6RSKQIDA3Hq1Cm9+xQUFJQ4YYVCgRMnTpT6PhkZGQAAe3v7Uo+ZmZmpsxEREVUF3mPy6VTW9RM1Abpz5w6USiVcXFx0yl1cXJCSkqJ3n6CgICxevBhXr16FSqXCoUOHsGvXLiQnJ+utr1KpMHHiRHTu3BktW7bUWyc8PBy2trbajfcBIyIiqhqCICA7vxj3cwuRnV8MsTqiat0IrK+//hpNmzZF8+bNIZfLMXbsWISEhJQ6mCw0NBQXLlzA1q1bSz3mlClTkJGRod1u3LhRVeETEREZrYy8QlxOyULcnWwkpeci7k42LqdkISOv+pcFEDUBcnR0hEwmQ2pqqk55amoqXF1d9e7j5OSEPXv2ICcnB4mJibh8+TKsrKzQqFGjEnXHjh2Ln3/+GUeOHCnzrrBmZmba+37x/l9ERGSMEhISIJFIcO7cuTLrdevWDRMnTjT4+Bl5hUi8m4sipe4SAEVKFRLv5lZ7EiRqAiSXy9G+fXtERkZqy1QqFSIjI9GxY8cy9zU3N4e7uzuKi4uxc+dO9OnTR/uaIAgYO3Ysdu/ejd9++w3e3t5Vdg5EhlCqBJy6fhf/O3cTp67fhVIl6hwEIqoFRo4cCYlEAolEArlcjiZNmmDu3LkoLi5+qmP27dtXp8zDwwPJycna4SJHjx6FRCLB/fv3dert2rULn332WbnfSxAEqFQCbt3PL7Perfv51dodJvo0+LCwMIwYMQIdOnSAv78/IiIikJOTg5CQEADA8OHD4e7ujvDwcADA6dOncfPmTbRp0wY3b97E7NmzoVKp8Mknn2iPGRoais2bN+N///sfrK2tteOJbG1tOfKeRHPgQjLm/HQRyRkP/wjUtzXHrGAf9Gz5dOtZEFHd1rNnT6xbtw4FBQXYv38/QkNDYWpqiilTpgBQJxmCAKig/ioIgKB9/OAr1FPxBUhQqFShSKnCvZxCbT2VAEgt7XA3txiCUIy72QUAgFv3c5GlkkPQvo8ZhALgdn52Ge/5IPF5sE95FClVyClQwsq8elIT0ROgQYMG4fbt25g5cyZSUlLQpk0bHDhwQDswOikpSWd8T35+PqZPn464uDhYWVmhd+/e+OGHH2BnZ6ets3z5cgDqZrpHrVu3DiNHjqzqUyIq4cCFZLy/MQaP/xlIycjH+xtjsPzNdkyCiGowlUrQJg2FxSoUKQUUKVUoKH60TP218LE6mjKJsghNLYpwJ7sAJgUlkwUBgOqRZEWTuGTmF6EIMmTAEoKZBbr1HYaOW7dj247dSM9XYc+2TfgvKRG2dnZ4IbAnJk2bAwtLKwDA/37cjEVzpuD/vlqOrxfMRWLcNbzSbyD27tgCALC3MgMAfPfjT3Br0BC9O/li24HjsLaxxRvB6gWGn/V2BwC89sYQfPbVt3hnwKto9mwrfDJb3TCRef8+Fs6ejGOHD6CooBDtn+uET+cuhKd3Y50YFi5bi0VzpiLl1k209XsOc7/8Bk4uusNdiqtxhWzREyBAPVZn7Nixel87evSozvMXXngBFy9eLPN4Ii9tRKRDqRIw56eLJZIfANqyKbv+galMCgu5CcxNpTA3lcHMRP1VvUlhZiKDTMrps4ZQqgRExacjLSsfztbm8Pe25zWsoQRB0EkYdJILpQpFxcIjicUjXx9JMIoeJB2Pl2kSlwJNUlKi7PHjlnyv4krorna3lmH2i84wyy6AxKT8x1Mq1V1IBcVKbZnczBz37qVDIpHi07kL4e7hif+SEjB/2kf4at4sTA9fDAkAqUS9bs765Uvwf19+g3r29nBxcUFxYQGys7Pw+dfLIZVIYGdfD2mpD3pLFCbweaYRvvt+M0YNH4o/os/DxsYaCnML2NopIDeRwsrMBA3tLSCRAEPfewvXr1/D9p17YGtjjRnTpmLS24Nx7u9/IJfLccbOHPl5efh+1TeYF7ECUqkUUye8i8X/NwPhS1frnKtJNa6OXSMSIKK6LCo+XafbS597uUV4Z8PZJx7LVCaBuYkMZtqkSDdJUr8mfayOTJtUmT+or6mjffx4wmUiVe9vIoWJrNZNFgXALsfHCYIApaYVQ5NMPJIg6EsYCosFPWUqneSgSCmUKHs8gdHU0bf/owlHbWIilcBUJoXcRApTmfp30VQm0T7XftU+lsBJIYWFXAZbhSlMzcwgASCRqNe1kT7yWF0ugVQCSABYmZtAmS9DI0crAAKOHvkNp47/hg9CQ/F/0z95uE9AK9hKC/DB++9j2/drAABn61mguKgI675bCV9fX238TvWsYSpRIqBlY22ZaYF6zTwXGwU8HKzQ2EP9e+LTyEOnl8VUpv5bYWchx9WrV7F/38/4448/0KlTJwDA1i2b4eHhgV/2/YQBAwZAJpWiqKgIsxd+hfoeXgCAwSNGYeXXi3SuqalMCkuzyrnRaXkwASKqQoXFKuyILt+yCg3qKWBuKkN+kRL5RSoUFCtRUKTS+WBQ/4dcjKyCig9+NJSJVKLTCvUweXosudJbR1+9h8/NSqlj+pRJl1hdjppuEr0tFcVCqUnEw9YMQc9+lZRwKFWoTY3jUgn0JBG6X+WPJBwPy9SbqYkEcpkMpiYSmMl09zU1karLNHUeHOfR99E53uPJjUwKaQVaEjUrQbvaKkos6FsWU5kUB37ZD1dHOxQVFUGlUmHo0KH4bO5cHD96BOHh4bh8+TIyMzNRXFyM/Px85Obmam+3IZfL0bp1a4PjLY9Lly7BxMQEAQEB2jIHBwc0a9YMly5d0pZZWFjguTY+SLybCwBwdHZF+p3bOsdyszOv1kUimQARVQFBEPDLhRR8fuAyEh78wj/Jojd80bGxQ4ly5YOmb01SlF+kepAk6ZapvypRUKzSvvZ4nfxiJQoeLytSIl9zjCIl8ovVH5oaxSoB2QXFeDAeslrIpBKdVih1S5WmlUrTmlUycTIzVX+YrToeV2aX48c7zuNKahaKVahYwvFYy4mmBaO2zep7/AO+5Ie+JpnQlEnUz3XKpNoyzXHMHksiHraQ6CYTcpm+pEb9lV2Vul588UUsX74ccrkcbm5uMDExQUJCAl599VW8//77mDdvHuzt7XHixAm88847KCws1CZACoVC9NWnTU1NYauQw9NBPdtLIpFoh6uYyqRwszOHrUJerTExASKqZGcT0jF//yXEJN0HADhYmqJIKSArv1jvh7IEgKutenyKPjKpBBZyE1hU498G9XgDlW5C9UjC9DDJUrdS5T9orSq93sMWrfxipU6C9uj7aChVAnIKlcgpVJYRZcVl5Rdj8aGrVXLsRz2aVDzakqFpoShRpqeFo7QEQSeZ0NNCUiLheKyOiVQi+ocilZ+lpSWaNGmiUxYdHQ2VSoUvv/xSO1noxx9/LNfx5HI5lMqyf7/kcvUfnbLqtWjRAsXFxTh9+rS2C+zu3buIjY2Fj49Pifq2CjlszE1xzkbdAtbI0QqWZjJRfhaZABFVkrjb2Vh44DJ+/Ve9sKfCVIbRXRthTNdGOHH1Nt7fGAMJoJMEaX7lZwX71Kj/eKVSCRRyGRTy6uuP13Qf6W/FejQRe1BHX71iJa6mZuN0fPoT369jI3s0cbZ+JDnRM36jRLdIya6S0pISU2nFukmIyqtJkyYoKirC0qVLERwcjD/++AMrVqwo175eXl749ddfERsbCwcHB9ja2pao4+npCYlEgp9//hm9e/eGQqGAlZWVTp2mTZuiT58+GD16NFauXAlra2tMnjwZ7u7uOuvzPUoikWj/tlTXlHd9mAARPaU72QVYEnkVm08noVglQCoBBnbwwKSXn4HLg/9yerasj+VvtisxKNfViAflPk4qlcBcqh4T9DROXb+LIav/fGK98S89o7fLkai28PX1xeLFi7Fw4UJMmTIFXbt2RXh4OIYPH/7EfUePHo2jR4+iQ4cOyM7OxpEjR+Dl5aVTx93dHXPmzMHkyZMREhKC4cOHY/369SWOtW7dOkyYMAGvvvoqCgsL0bVrV+zfvx+mpqaVdKZVQyJwzngJmZmZsLW1RUZGBm+LQaXKK1RizYk4rDgWh+wHg5K7N3fG5F7N8YyLtd59OC276ilVAros/A0pGflldjme+LQ7rz1VK80gaG9vb4MGQZOusq6jIZ/fbAEiMpBSJWBn9H/48lAsUjPVI4Nbuttgau8W6NTYscx9ZVIJWx2qmEwqwaxgn1rV5UhE1Y8JEFE5CYKAY1duY8Evl3E5JQsA4G6nwCc9myG4tRvHe9Qg7HIkoidhAkRUDhduZiD8l0v449pdAICNuQnGdW+Ktzp6PvWYFaoaPVvWx8s+ruxyJCK9mAARleHm/Tx8+Wssdp+7CUEA5DIpRnTyROiLTWBXnfPSqULY5UhEpWECRKRHRl4Rvj16Dev+SNAuCviarxs+DmoGD3sLkaMjIqKnxQSI6BGFxSr88Gcilv52FfdziwAAzzWyx9TeLdC6gZ24wRERUaVhAkQE9QDnff8k4/MDsUhKV9+6oomzFab0ao7uzZ25Yi4RUR3DBIiMXlR8Oubtv4S/b9wHADhZmyHs5WcwoH2DWnsndCIiKhsTIDJa19LUt644dFF96woLuQzvdm2MUc97w9KMvxpERFXBy8sLEydOxMSJE0WNg3/lyejczipAxOEr2HrmBpQqATKpBIP9PDAhsCmcrbk6KxHVbGKsKN+tWze0adMGERERT32sM2fOwNLS8umDekpMgMho5BYWY/XxeKw6fl17l/HAFi6Y3KsZmjjrv3UFEVFNcuBCcokFPuvXgAU+BUGAUqmEicmT0wonJ6dqiOjJOMCB6rxipQpbo5LQbdFRfHX4CnIKlfD1sMO2Mc/huxEdmPwQUa1w4EIy3t8Yo5P8AEBKRj7e3xiDAxeSq+R9R44ciWPHjuHrr7+GRCKBRCLB+vXrIZFI8Msvv6B9+/YwMzPDiRMncP36dfTp0wcuLi6wsrKCn58fDh8+rHM8Ly8vnZYkiUSC7777Dv369YOFhQWaNm2KvXv3Vsm5PIotQFRnCYKAI7FpWPDLZVxJzQYAeNgr8ElQc7zauj5ndhGRqARBQF6Rslx1lSoBs/b+q/cGvwLU97mbvfciOjdxLFd3mMJUVu6/gV9//TWuXLmCli1bYu7cuQCAf//9FwAwefJkfPHFF2jUqBHq1auHGzduoHfv3pg3bx7MzMzw/fffIzg4GLGxsWjYsGGp7zFnzhx8/vnnWLRoEZYuXYphw4YhMTER9vb25YqxIpgAUZ30z38ZmL//Ek7FqW9dYWdhinHdm+LN5xrCzIS3riAi8eUVKeEz89dKOZYAICUzH61mHyxX/Ytzg2AhL18KYGtrC7lcDgsLC7i6ugIALl++DACYO3cuXn75ZW1de3t7+Pr6ap9/9tln2L17N/bu3YuxY8eW+h4jR47EkCFDAADz58/HkiVLEBUVhZ49e5YrxopgAkS1UmmDAG+k5+KLg7H437lbAAC5iRQhnb3wQbcmsFWYihw1EVHd0qFDB53n2dnZmD17Nvbt24fk5GQUFxcjLy8PSUlJZR6ndevW2seWlpawsbFBWlpalcSswQTIyIkxm+Bp6RsE6GJjhlbutjh+5Q4KlepbV/Rv646wHs+gQT3euoKIah6FqQwX5waVq25UfDpGrjvzxHrrQ/zg7/3kbiNFJd3E+fHZXB999BEOHTqEL774Ak2aNIFCocAbb7yBwsLCMo9jaqr7D6pEIoFKpaqUGEvDBMiI1dTZBGXRDAJ8vB88NbMAqZnq/xY6N3HAlF4t0NLdtvoDJCIqJ4lEUu5uqOebOqG+rTlSMvL1jgOSAHC1NcfzTZ2q5J9YuVwOpfLJ45X++OMPjBw5Ev369QOgbhFKSEio9HgqA2eBGSmxZhOUlyAIKCxWIaegGPdzC5GWlY+k9FzM2KN/EKCGvaUcG0L8mfwQUZ0ik0owK9gHgDrZeZTm+axgnyprwffy8sLp06eRkJCAO3fulNo607RpU+zatQvnzp3D33//jaFDh1Z5S05FsQXICClVAub8dLHU2QQAMHX3BZhIJShWAUVKFYpVKhQVCyhUqlCk3dRJSrHq4WOd15QqFD94XKRUPfK6oFNP81j9uvDg/cpKc0qXnlOIMwn30LGxQ4WvDxFRTdSzZX0sf7NdiZZ712pouf/oo48wYsQI+Pj4IC8vD+vWrdNbb/HixXj77bfRqVMnODo64tNPP0VmZmaVxfU0JIIgVOyTpg7LzMyEra0tMjIyYGNjI3Y4le7U9bsYsvpPscMwiEQCyCSSciVGXw9ugz5t3KshKiKi8svPz0d8fDy8vb1hbl7xVedr49jNylTWdTTk85stQEYoLSv/yZUANLRXwNnaHCYyCUxlUshlUpjKpDA1kcJUJoFcJi35mkwKU5MHr0klD+o++rq67NHXdV6TSSE3KfmaTCopd+LG21kQUV0mk0rYyl0JmAAZofImCAtf961Rv2T+3vblGgRYnhkQRERk3DgI2ghpEonSSKCeDVbTEgmxBwESEVHdwQTICD2aSDyupicSmkGAro8lcK625lj+ZrsaO32fiIhqlhqRAC1btgxeXl4wNzdHQEAAoqKiSq1bVFSEuXPnonHjxjA3N4evry8OHDjwVMc0Rj1b1ke7hnYlymtDItGzZX2c+LQ7tox+Dl8PboMto5/DiU+71+iYiYioZhF9DNC2bdsQFhaGFStWICAgABEREQgKCkJsbCycnZ1L1J8+fTo2btyI1atXo3nz5vj111/Rr18/nDx5Em3btq3QMY2RIAi4cS8PADDj1RZwtDKrVbMJOAiQiIiehujT4AMCAuDn54dvvvkGAKBSqeDh4YFx48Zh8uTJJeq7ublh2rRpCA0N1Za9/vrrUCgU2LhxY4WO+bi6Pg0eABLu5KDbF0dhKpPgn9lBMK+kZdGJiEi/ypoGb+wqaxq8qF1ghYWFiI6ORmBgoLZMKpUiMDAQp06d0rtPQUFBiRNWKBQ4ceLEUx0zMzNTZ6vrohLSAQCtG9gx+SEiIqMjagJ0584dKJVKuLi46JS7uLggJSVF7z5BQUFYvHgxrl69CpVKhUOHDmHXrl1ITk6u8DHDw8Nha2ur3Tw8PCrh7Gq2M/HqBMjPq2bN9CIiIqoONWIQtCG+/vprNG3aFM2bN4dcLsfYsWMREhICqbTipzJlyhRkZGRotxs3blRixDXT2cR7AAB/73oiR0JERHWdl5cXIiIixA5Dh6gJkKOjI2QyGVJTU3XKU1NT4erqqncfJycn7NmzBzk5OUhMTMTly5dhZWWFRo0aVfiYZmZmsLGx0dnqsrSsfMTfyYFEArT3ZAsQEVGtolIC8b8D/+xQf1U9+S7tVJKoCZBcLkf79u0RGRmpLVOpVIiMjETHjh3L3Nfc3Bzu7u4oLi7Gzp070adPn6c+prE4m6Bu/WnmYg1bhanI0RARUbld3AtEtAQ2vArsfEf9NaKlupwMInoXWFhYGFavXo0NGzbg0qVLeP/995GTk4OQkBAAwPDhwzFlyhRt/dOnT2PXrl2Ii4vD77//jp49e0KlUuGTTz4p9zGNXRTH/xAR1T4X9wI/Dgcyb+mWZyary6soCVq1ahXc3NygUql0yvv06YO3334b169fR58+feDi4gIrKyv4+fnh8OHDVRJLZRJ9HaBBgwbh9u3bmDlzJlJSUtCmTRscOHBAO4g5KSlJZ3xPfn4+pk+fjri4OFhZWaF379744YcfYGdnV+5jGrszD2aA+dWwW10QERkVQQCKcstXV6UEfvkE0HsnRAGABDjwKdCoGyAtx8xeUwtAUr413wYMGIBx48bhyJEjeOmllwAA6enpOHDgAPbv34/s7Gz07t0b8+bNg5mZGb7//nsEBwcjNjYWDRs2LN/5iUD0dYBqorq8DlBWfhF85xyESgD+nPJSiVtKEBFR1Sixfk1hDjDfTZxgpt4C5Jblrt63b184ODhgzZo1ANStQnPmzMGNGzf0TkJq2bIl3nvvPYwdOxaAehD0xIkTMXHixKcOvU6sA0TVLzrxHlQC4GGvYPJDRETlMmzYMOzcuRMFBQUAgE2bNmHw4MGQSqXIzs7GRx99hBYtWsDOzg5WVla4dOkSkpKSRI66bKJ3gVH10gyA5vgfIiKRmVqoW2LKI/EksOmNJ9cbtgPw7FS+9zZAcHAwBEHAvn374Ofnh99//x1fffUVAOCjjz7CoUOH8MUXX6BJkyZQKBR44403UFhYaNB7VDcmQEZGswK0PxMgIiJxSSTl74Zq3B2wcVMPeNY7Dkiifr1x9/KNATKQubk5+vfvj02bNuHatWto1qwZ2rVrBwD4448/MHLkSPTr1w8AkJ2djYSEhEqPobKxC8yIFBQrce7GfQAcAE1EVKtIZUDPhQ+ePD54+cHznguqJPnRGDZsGPbt24e1a9di2LBh2vKmTZti165dOHfuHP7++28MHTq0xIyxmogJkBH5578MFBar4GApRyPH8g9+IyKiGsDnNWDg94BNfd1yGzd1uc9rVfr23bt3h729PWJjYzF06FBt+eLFi1GvXj106tQJwcHBCAoK0rYO1WTsAjMimu6vDl71ICnn9EciIqpBfF4Dmr+iHhOUnQpYuajH/FRhy4+GVCrFrVslxyx5eXnht99+0ykLDQ3VeV4Tu8SYABkR3gCViKgOkMoA7+fFjqLWYxeYkVCqhEdugMoEiIiIjBsTICNxJTULWfnFsJTL4FO/bi3uSEREZCgmQEZCc/uLdp71YCLjt52IiIwbPwmNBG+ASkRUM/AOVE+nsq4fEyAjIAiCtgWog1c9kaMhIjJOMpl6plZNXyG5psvNVd9A1tTU9KmOw1lgRuBGeh5SMwtgKpOgrQcTICIiMZiYmMDCwgK3b9+Gqamp3puIUukEQUBubi7S0tJgZ2enTSgrigmQEdCs/9PS3RYKedWvFUFERCVJJBLUr18f8fHxSExMFDucWsvOzg6urq5PfRwmQEZAs/4P7/9FRCQuuVyOpk2bshusgkxNTZ+65UeDCZAROJPIAdBERDWFVCqFubm52GEYPXZA1nF3sgsQdzsHAAdAExERaTABquPOPhj/08zFGnYWcpGjISIiqhmYANVxUfHq21+w9YeIiOghJkB1nGb9H97/i4iI6CEmQHVYdkEx/r2VAYADoImIiB7FBKgOi0m8B5UAuNsp4GanEDscIiKiGoMJUB12lt1fREREejEBqsM0K0Cz+4uIiEgXE6A6qrBYhb+S7gMA/L05A4yIiOhRTIDqqH9uZqCgWIV6FqZo7GQldjhEREQ1ChOgOkoz/b2Dlz0kEonI0RAREdUsTIDqKN4AlYiIqHRMgOoglUrA2UT1CtB+nAFGRERUAhOgOuhqWjYy8oqgMJXhWTcbscMhIiKqcZgA1UGa6e/tPO1gKuO3mIiI6HGifzouW7YMXl5eMDc3R0BAAKKiosqsHxERgWbNmkGhUMDDwwOTJk1Cfn6+9nWlUokZM2bA29sbCoUCjRs3xmeffQZBEKr6VGoMzfgfrv9DRESkn4mYb75t2zaEhYVhxYoVCAgIQEREBIKCghAbGwtnZ+cS9Tdv3ozJkydj7dq16NSpE65cuYKRI0dCIpFg8eLFAICFCxdi+fLl2LBhA5599lmcPXsWISEhsLW1xfjx46v7FKudIAjaGWBMgIiIiPQTtQVo8eLFGD16NEJCQuDj44MVK1bAwsICa9eu1Vv/5MmT6Ny5M4YOHQovLy/06NEDQ4YM0Wk1OnnyJPr06YNXXnkFXl5eeOONN9CjR48ntizVFf/dy0NyRj5MpBK0bWgndjhEREQ1kmgJUGFhIaKjoxEYGPgwGKkUgYGBOHXqlN59OnXqhOjoaG0yExcXh/3796N37946dSIjI3HlyhUAwN9//40TJ06gV69epcZSUFCAzMxMna220rT+POtuCwu5qA18RERENZZon5B37tyBUqmEi4uLTrmLiwsuX76sd5+hQ4fizp076NKlCwRBQHFxMd577z1MnTpVW2fy5MnIzMxE8+bNIZPJoFQqMW/ePAwbNqzUWMLDwzFnzpzKOTGRaRIgfy/e/oKIiKg0og+CNsTRo0cxf/58fPvtt4iJicGuXbuwb98+fPbZZ9o6P/74IzZt2oTNmzcjJiYGGzZswBdffIENGzaUetwpU6YgIyNDu924caM6TqdKnEl4sP4Px/8QERGVSrQWIEdHR8hkMqSmpuqUp6amwtXVVe8+M2bMwFtvvYVRo0YBAFq1aoWcnByMGTMG06ZNg1Qqxccff4zJkydj8ODB2jqJiYkIDw/HiBEj9B7XzMwMZmZmlXh24kjPKcS1tGwATICIiIjKIloLkFwuR/v27REZGaktU6lUiIyMRMeOHfXuk5ubC6lUN2SZTAYA2mnupdVRqVSVGX6NpOn+aupshXqWcpGjISIiqrlEHSUbFhaGESNGoEOHDvD390dERARycnIQEhICABg+fDjc3d0RHh4OAAgODsbixYvRtm1bBAQE4Nq1a5gxYwaCg4O1iVBwcDDmzZuHhg0b4tlnn8Vff/2FxYsX4+233xbtPKuLZv2fDmz9ISIiKpOoCdCgQYNw+/ZtzJw5EykpKWjTpg0OHDigHRidlJSk05ozffp0SCQSTJ8+HTdv3oSTk5M24dFYunQpZsyYgQ8++ABpaWlwc3PDu+++i5kzZ1b7+VU37QBobw6AJiIiKotEMKYlksspMzMTtra2yMjIgI1N7biXVk5BMVrPOQilSsCJT19Eg3oWYodERERUrQz5/K5Vs8CodH8l3YdSJcDN1pzJDxER0RMwAaojtLe/8Ob4HyIioidhAlRH8P5fRERE5ccEqA4oUqrwV9J9AIA/W4CIiIieiAlQHXDhZgbyipSwVZiiiZOV2OEQERHVeEyA6oCH3V/1IJVKRI6GiIio5mMCVAdExfP+X0RERIZgAlTLqVQCziZyBhgREZEhmADVctdvZ+N+bhHMTaVo6WYrdjhERES1AhOgWi7qwfifth71IDfht5OIiKg8+IlZy2lugMruLyIiovJjAlTLnUnQDIDmDVCJiIjKiwlQLXbzfh5u3s+DTCpBu4ZMgIiIiMqLCVAtpun+etbNBpZmJiJHQ0REVHswAarFonj/LyIiogphAlSLnWUCREREVCFMgGqpezmFuJKaDYADoImIiAzFBKiWOpuonv3V2MkSDlZmIkdDRERUuzABqqXOsPuLiIiowpgA1VJR8UyAiIiIKooJUC2UW1iMCzczAAD+XAGaiIjIYEyAaqFzSfdRrBLgamOOBvUUYodDRERU6zABqoW0t7/wtodEIhE5GiIiotqHCVAtpBkA7c/p70RERBXCBKiWKVaqEJP0sAWIiIiIDMcEqJb591YmcguVsDE3wTPO1mKHQ0REVCsxAaplNN1fHbzsIZVy/A8REVFFMAGqZbj+DxER0dNjAlSLCIKgvQWGvzcHQBMREVUUE6Ba5PrtHKTnFMLMRIpW7nZih0NERFRrMQGqRTTjf9p42EFuwm8dERFRRYn+Kbps2TJ4eXnB3NwcAQEBiIqKKrN+REQEmjVrBoVCAQ8PD0yaNAn5+fk6dW7evIk333wTDg4OUCgUaNWqFc6ePVuVp1EtzjwY/8PbXxARET0dEzHffNu2bQgLC8OKFSsQEBCAiIgIBAUFITY2Fs7OziXqb968GZMnT8batWvRqVMnXLlyBSNHjoREIsHixYsBAPfu3UPnzp3x4osv4pdffoGTkxOuXr2KevVq/5iZqEdmgBEREVHFiZoALV68GKNHj0ZISAgAYMWKFdi3bx/Wrl2LyZMnl6h/8uRJdO7cGUOHDgUAeHl5YciQITh9+rS2zsKFC+Hh4YF169Zpy7y9vav4TKpeckYe/ruXB6kEaNfQTuxwiIiIajXRusAKCwsRHR2NwMDAh8FIpQgMDMSpU6f07tOpUydER0dru8ni4uKwf/9+9O7dW1tn79696NChAwYMGABnZ2e0bdsWq1evLjOWgoICZGZm6mw1jWb6u4+bDazNTUWOhoiIqHYTLQG6c+cOlEolXFxcdMpdXFyQkpKid5+hQ4di7ty56NKlC0xNTdG4cWN069YNU6dO1daJi4vD8uXL0bRpU/z66694//33MX78eGzYsKHUWMLDw2Fra6vdPDw8KuckK9FZzQ1Q2f1FRET01EQfBG2Io0ePYv78+fj2228RExODXbt2Yd++ffjss8+0dVQqFdq1a4f58+ejbdu2GDNmDEaPHo0VK1aUetwpU6YgIyNDu924caM6TscgD2+AygSIiIjoaYk2BsjR0REymQypqak65ampqXB1ddW7z4wZM/DWW29h1KhRAIBWrVohJycHY8aMwbRp0yCVSlG/fn34+Pjo7NeiRQvs3Lmz1FjMzMxgZmb2lGdUdTJyixCbmgWAA6CJiIgqg2gtQHK5HO3bt0dkZKS2TKVSITIyEh07dtS7T25uLqRS3ZBlMhkA9SrJANC5c2fExsbq1Lly5Qo8PT0rM/xqdTYxHYIANHK0hJN1zU3UiIiIaguDWoBUKhWOHTuG33//HYmJicjNzYWTkxPatm2LwMBAg8fOhIWFYcSIEejQoQP8/f0RERGBnJwc7ayw4cOHw93dHeHh4QCA4OBgLF68GG3btkVAQACuXbuGGTNmIDg4WJsITZo0CZ06dcL8+fMxcOBAREVFYdWqVVi1apVBsdUkD6e/1/6p/ERERDVBuRKgvLw8fPnll1i+fDnS09PRpk0buLm5QaFQ4Nq1a9izZw9Gjx6NHj16YObMmXjuuefK9eaDBg3C7du3MXPmTKSkpKBNmzY4cOCAdmB0UlKSTovP9OnTIZFIMH36dNy8eRNOTk4IDg7GvHnztHX8/Pywe/duTJkyBXPnzoW3tzciIiIwbNgwQ65LjXKGN0AlIiKqVBJB03dUBg8PD3Ts2BEjR47Eyy+/DFPTktOwExMTsXnzZqxcuRLTpk3D6NGjqyTg6pCZmQlbW1tkZGTAxsZG1Fjyi5RoNftXFCkFHPu4GzwdLEWNh4iIqKYy5PO7XC1ABw8eRIsWLcqs4+npiSlTpuCjjz5CUlJS+aOlMp27cR9FSgHO1mZoaG8hdjhERER1QrkGQT8p+XmUZn0eqhza7i9ve0gkEpGjISIiqhsqPA2+uLgYK1euxNGjR6FUKtG5c2eEhobC3Ny8MuMzelFc/4eIiKjSVTgBGj9+PK5cuYL+/fujqKgI33//Pc6ePYstW7ZUZnxGrVipQkwiV4AmIiKqbOVOgHbv3o1+/fppnx88eBCxsbHa6edBQUHlnv1F5XMpOQs5hUpYm5mgmau12OEQERHVGeVeCHHt2rXo27cvbt26BQBo164d3nvvPRw4cAA//fQTPvnkE/j5+VVZoMZI0/3V3qseZFKO/yEiIqos5U6AfvrpJwwZMgTdunXD0qVLsWrVKtjY2GDatGmYMWMGPDw8sHnz5qqM1ehw/R8iIqKqYdAYoEGDBiEoKAiffPIJgoKCsGLFCnz55ZdVFZtREwQBZxMfDID2ZgJERERUmQy+F5idnR1WrVqFRYsWYfjw4fj444+Rn59fFbEZtfg7ObiTXQi5iRStG9iKHQ4REVGdUu4EKCkpCQMHDkSrVq0wbNgwNG3aFNHR0bCwsICvry9++eWXqozT6Jx5MP6nTQM7mJnIRI6GiIiobil3AjR8+HBIpVIsWrQIzs7OePfddyGXyzFnzhzs2bMH4eHhGDhwYFXGalSi4h9Mf/fmDVCJiIgqW7nHAJ09exZ///03GjdujKCgIHh7e2tfa9GiBY4fP16r77he05zR3gGe43+IiIgqW7kToPbt22PmzJkYMWIEDh8+jFatWpWoM2bMmEoNzlilZuYjKT0XEgnQ3pMtQERERJWt3F1g33//PQoKCjBp0iTcvHkTK1eurMq4jFrUg+nvLVxtYGNuKnI0REREdU+5W4A8PT2xY8eOqoyFHjibwOnvREREValcLUA5OTkGHdTQ+qQrKoH3/yIiIqpK5UqAmjRpggULFiA5ObnUOoIg4NChQ+jVqxeWLFlSaQEam4y8IlxOyQTAGWBERERVpVxdYEePHsXUqVMxe/Zs+Pr6okOHDnBzc4O5uTnu3buHixcv4tSpUzAxMcGUKVPw7rvvVnXcdVZM4j0IAuDlYAFna3OxwyEiIqqTypUANWvWDDt37kRSUhK2b9+O33//HSdPnkReXh4cHR3Rtm1brF69Gr169dLeHZ4qJorT34mIiKqcQfcCa9iwIT788EN8+OGHVRWP0dPcANWfCRAREVGVMfheYFR18ouUOP9fBgDAjzPAiIiIqgwToBrk/H8ZKFSq4GhlBi8HC7HDISIiqrOYANUgZ7Tr/9SDRCIRORoiIqK6iwlQDaJZAZrr/xAREVUtJkA1hFIlICaRCyASERFVB4MTIC8vL8ydOxdJSUlVEY/RupSciayCYliZmaBFfRuxwyEiIqrTDE6AJk6ciF27dqFRo0Z4+eWXsXXrVhQUFFRFbEZFM/6nnWc9yKQc/0NERFSVKpQAnTt3DlFRUWjRogXGjRuH+vXrY+zYsYiJiamKGI2CdgC0F29/QUREVNUqPAaoXbt2WLJkCW7duoVZs2bhu+++g5+fH9q0aYO1a9dCEITKjLNOEwQBZ3gDVCIiompj0ErQjyoqKsLu3buxbt06HDp0CM899xzeeecd/Pfff5g6dSoOHz6MzZs3V2asdVbi3VzcziqAXCaFr4ed2OEQERHVeQYnQDExMVi3bh22bNkCqVSK4cOH46uvvkLz5s21dfr16wc/P79KDbQu09z/q3UDW5ib8l5qREREVc3gBMjPzw8vv/wyli9fjr59+8LU1LREHW9vbwwePLhSAjQGmvt/8fYXRERE1cPgMUBxcXE4cOAABgwYoDf5AQBLS0usW7eu3MdctmwZvLy8YG5ujoCAAERFRZVZPyIiAs2aNYNCoYCHhwcmTZqE/Px8vXUXLFgAiUSCiRMnljue6qYZAO3HAdBERETVwuAEKC0tDadPny5Rfvr0aZw9e9bgALZt24awsDDMmjULMTEx8PX1RVBQENLS0vTW37x5MyZPnoxZs2bh0qVLWLNmDbZt24apU6eWqHvmzBmsXLkSrVu3Njiu6pKWlY+Eu7mQSID2nmwBIiIiqg4GJ0ChoaG4ceNGifKbN28iNDTU4AAWL16M0aNHIyQkBD4+PlixYgUsLCywdu1avfVPnjyJzp07Y+jQofDy8kKPHj0wZMiQEq1G2dnZGDZsGFavXo169cpuWSkoKEBmZqbOVl3OxKtnfzVzsYatQn+LGhEREVUugxOgixcvol27diXK27Zti4sXLxp0rMLCQkRHRyMwMPBhQFIpAgMDcerUKb37dOrUCdHR0dqEJy4uDvv370fv3r116oWGhuKVV17ROXZpwsPDYWtrq908PDwMOo+n8fAGqGz9ISIiqi4GD4I2MzNDamoqGjVqpFOenJwMExPDDnfnzh0olUq4uLjolLu4uODy5ct69xk6dCju3LmDLl26QBAEFBcX47333tPpAtu6dStiYmJw5syZcsUxZcoUhIWFaZ9nZmZWWxL0cPwPEyAiIqLqYnALUI8ePTBlyhRkZGRoy+7fv4+pU6fi5ZdfrtTg9Dl69Cjmz5+Pb7/9FjExMdi1axf27duHzz77DABw48YNTJgwAZs2bYK5uXm5jmlmZgYbGxudrTpk5RfhUrK6u40tQERERNXH4BagL774Al27doWnpyfatm0LADh37hxcXFzwww8/GHQsR0dHyGQypKam6pSnpqbC1dVV7z4zZszAW2+9hVGjRgEAWrVqhZycHIwZMwbTpk1DdHQ00tLSdLrplEoljh8/jm+++QYFBQWQyWrGWjvRifegEoCG9hZwsSlfskZERERPz+AEyN3dHefPn8emTZvw999/Q6FQICQkBEOGDCl1Wnxp5HI52rdvj8jISPTt2xcAoFKpEBkZibFjx+rdJzc3F1KpbsOVJqERBAEvvfQS/vnnH53XQ0JC0Lx5c3z66ac1JvkBHnZ/deD0dyIiompVoVthWFpaYsyYMZUSQFhYGEaMGIEOHTrA398fERERyMnJQUhICABg+PDhcHd3R3h4OAAgODgYixcvRtu2bREQEIBr165hxowZCA4Ohkwmg7W1NVq2bFkiXgcHhxLlYtPMAPPn+B8iIqJqVeF7gV28eBFJSUkoLCzUKX/ttdcMOs6gQYNw+/ZtzJw5EykpKWjTpg0OHDigHRidlJSk0+Izffp0SCQSTJ8+HTdv3oSTkxOCg4Mxb968ip6KKAqKlTj3330AXAGaiIioukkEA2/bHhcXh379+uGff/6BRCLR3vVdIpEAUI+3qe0yMzNha2uLjIyMKhsQfTYhHW+sOAVHKznOTAvUXj8iIiKqGEM+vw2eBTZhwgR4e3sjLS0NFhYW+Pfff3H8+HF06NABR48erWjMRkdzA9QOnvZMfoiIiKqZwV1gp06dwm+//QZHR0dIpVJIpVJ06dIF4eHhGD9+PP7666+qiLPO4Q1QiYiIxGNwC5BSqYS1tTUA9TT2W7duAQA8PT0RGxtbudHVUUqVgLOJHABNREQkFoNbgFq2bIm///4b3t7eCAgIwOeffw65XI5Vq1aVWB2a9ItNyUJWfjEs5TK0qG8tdjhERERGx+AEaPr06cjJyQEAzJ07F6+++iqef/55ODg4YNu2bZUeYF2kWf+nnWc9mMgMboQjIiKip2RwAhQUFKR93KRJE1y+fBnp6emoV68eB/OWUxTv/0VERCQqg5ofioqKYGJiggsXLuiU29tzJlN5CYKAs0yAiIiIRGVQAmRqaoqGDRvWibV+xHIjPQ+pmQUwlUnQtqGd2OEQEREZJYMHoEybNg1Tp05Fenp6VcRTpylVAjZHJQEAvBwsYMrxP0RERKIweCXotm3b4tq1aygqKoKnpycsLS11Xo+JianUAMVQFStBH7iQjDk/XURyRr62rL6tOWYF+6Bny/qV8h5ERETGzJDPb4MHQWvu2k7ld+BCMt7fGIPHM82UjHy8vzEGy99sxySIiIioGhncAmQMKrMFSKkS0GXhbzotP4+SAHC1NceJT7tDJuVAciIiooqq0nuBkWGi4tNLTX4AQACQnJGPqHiOqSIiIqouBneBSaXSMqe8c4aYrrSs0pOfitQjIiKip2dwArR7926d50VFRfjrr7+wYcMGzJkzp9ICqyucrc0rtR4RERE9PYMToD59+pQoe+ONN/Dss89i27ZteOeddyolsLrC39se9W3NkZKRX2IQNPBwDJA/7wpPRERUbSptDNBzzz2HyMjIyjpcnSGTSjAr2AeAOtl5lOb5rGAfDoAmIiKqRpWSAOXl5WHJkiVwd3evjMPVOT1b1sfyN9vB1Va3m8vV1pxT4ImIiERgcBfY4zc9FQQBWVlZsLCwwMaNGys1uLqkZ8v6eNnHFVHx6UjLyoeztbrbiy0/RERE1c/gBOirr77SSYCkUimcnJwQEBCAevXqVWpwdY1MKkHHxg5ih0FERGT0DE6ARo4cWQVhEBEREVUfg8cArVu3Dtu3by9Rvn37dmzYsKFSgiIiIiKqSgYnQOHh4XB0dCxR7uzsjPnz51dKUERERERVyeAEKCkpCd7e3iXKPT09kZSUVClBEREREVUlgxMgZ2dnnD9/vkT533//DQcHDvAlIiKims/gBGjIkCEYP348jhw5AqVSCaVSid9++w0TJkzA4MGDqyJGIiIiokpl8Cywzz77DAkJCXjppZdgYqLeXaVSYfjw4RwDRERERLWCRBAEfbeoeqKrV6/i3LlzUCgUaNWqFTw9PSs7NtFkZmbC1tYWGRkZsLGxETscIiIiKgdDPr8NbgHSaNq0KZo2bVrR3YmIiIhEY/AYoNdffx0LFy4sUf75559jwIABlRIUERERUVUyOAE6fvw4evfuXaK8V69eOH78eKUERURERFSVDE6AsrOzIZfLS5SbmpoiMzOzQkEsW7YMXl5eMDc3R0BAAKKiosqsHxERgWbNmkGhUMDDwwOTJk1Cfn6+9vXw8HD4+fnB2toazs7O6Nu3L2JjYysUGxEREdU9BidArVq1wrZt20qUb926FT4+PgYHsG3bNoSFhWHWrFmIiYmBr68vgoKCkJaWprf+5s2bMXnyZMyaNQuXLl3CmjVrsG3bNkydOlVb59ixYwgNDcWff/6JQ4cOoaioCD169EBOTo7B8REREVHdY/AssJ9++gn9+/fH0KFD0b17dwBAZGQktmzZgu3bt6Nv374GBRAQEAA/Pz988803ANRT6j08PDBu3DhMnjy5RP2xY8fi0qVLiIyM1JZ9+OGHOH36NE6cOKH3PW7fvg1nZ2ccO3YMXbt2LfF6QUEBCgoKtM8zMzPh4eHBWWBERES1iCGzwAxuAQoODsaePXtw7do1fPDBB/jwww/x33//4fDhwwYnP4WFhYiOjkZgYODDgKRSBAYG4tSpU3r36dSpE6Kjo7XdZHFxcdi/f7/ecUkaGRkZAAB7e3u9r4eHh8PW1la7eXh4GHQeREREVLtUeB0gfS5cuICWLVuWu/6tW7fg7u6OkydPomPHjtryTz75BMeOHcPp06f17rdkyRJ89NFHEAQBxcXFeO+997B8+XK9dVUqFV577TXcv3+/1BYitgARERHVflXaAvS4rKwsrFq1Cv7+/vD19X3awz3R0aNHMX/+fHz77beIiYnBrl27sG/fPnz22Wd664eGhuLChQvYunVrqcc0MzODjY2NzkZERER1V4UXQjx+/Di+++477Nq1C25ubujfvz+WLVtm0DEcHR0hk8mQmpqqU56amgpXV1e9+8yYMQNvvfUWRo0aBUA9KDsnJwdjxozBtGnTIJU+zOnGjh2Ln3/+GcePH0eDBg0MPEMiIiKqqwxqAUpJScGCBQvQtGlTDBgwALa2tigoKMCePXuwYMEC+Pn5GfTmcrkc7du31xnQrFKpEBkZqdMl9qjc3FydJAcAZDIZAEDTmycIAsaOHYvdu3fjt99+g7e3t0FxERERUd1W7gQoODgYzZo1w/nz5xEREYFbt25h6dKlTx1AWFgYVq9ejQ0bNuDSpUt4//33kZOTg5CQEADA8OHDMWXKFJ04li9fjq1btyI+Ph6HDh3CjBkzEBwcrE2EQkNDsXHjRmzevBnW1tZISUlBSkoK8vLynjpeIiIiqv3K3QX2yy+/YPz48Xj//fcr9R5ggwYNwu3btzFz5kykpKSgTZs2OHDgAFxcXAAASUlJOi0+06dPh0QiwfTp03Hz5k04OTkhODgY8+bN09bRDIju1q2bznutW7cOI0eOrLTYiYiIqHYq9yywP//8U7voYIsWLfDWW29h8ODBqF+/Pv7+++8KLYJYU/Fu8ERERLVPlcwCe+6557B69WokJyfj3XffxdatW+Hm5gaVSoVDhw4hKyvrqQMnIiIiqg5PtQ5QbGws1qxZgx9++AH379/Hyy+/jL1791ZmfKJgCxAREVHtU23rADVr1gyff/45/vvvP2zZsuVpDkVERERUbSp1Jei6gi1AREREtU+1rgRNREREVNswASIiIiKjwwSIiIiIjA4TICIiIjI6TICIiIjI6DABIiIiIqPDBIiIiIiMDhMgIiIiMjpMgIiIiMjoMAEiIiIio8MEiIiIiIwOEyAiIiIyOkyAiIiIyOgwASIiIiKjwwSIiIiIjA4TICIiIjI6TICIiIjI6DABIiIiIqPDBIiIiIiMDhMgIiIiMjpMgIiIiMjomIgdABFRlVEpgcSTQHYqYOUCeHYCpDKxoyKiGoAJEBHVTRf3Agc+BTJvPSyzcQN6LgR8XhMvLiKqEdgFRkR1z8W9wI/DdZMfAMhMVpdf3CtOXERUYzABIqK6RaVUt/xA0PPig7IDk9X1iMhosQuMiOoGZTGQ+Z+6defxlh8dApB5E4icA3g8B1jYA4p6gOLBVxn/LBIZA/6mE1HtUZQH3EsA0uOBe/FAetzDx/eTAFVx+Y/1x9cAvi5ZbmYLWNR7mBRZ2D9MjjSPH3/dzAaQSCrrLImoGtSIBGjZsmVYtGgRUlJS4Ovri6VLl8Lf37/U+hEREVi+fDmSkpLg6OiIN954A+Hh4TA3N6/wMYmohshNf5DcaJKcBHWicy8eyEoue1+ZHLB0UrfwPIlbO/XXvHtAXjqQn6F+XpCh3u4llD9mieyxBEnTqlRPt4Xp8WTKVFH+9yCiSiV6ArRt2zaEhYVhxYoVCAgIQEREBIKCghAbGwtnZ+cS9Tdv3ozJkydj7dq16NSpE65cuYKRI0dCIpFg8eLFFTomEVUjlUqdyOgkOY+06GgSkdKY2QD1vAD7RoC9N1DP++FXGzd1nYiW6gHPescBSdT1Rh3WnRKvLAby76sTotx0dVKUm/4wQdKU5d0Dch8pK84DBCWQe0e9GcJEoSdZery16bEEytyO3XRElUAiCIK+vxDVJiAgAH5+fvjmm28AACqVCh4eHhg3bhwmT55cov7YsWNx6dIlREZGass+/PBDnD59GidOnKjQMQsKClBQUKB9npmZCQ8PD2RkZMDGxqZSz5fIKBQXAhk3dLuoNF/vJQDF+WXvb+XyILHRk+RY2D+5u0kzCwyAbhL0YL+B31feVPiiPN2kqUQCdV9PApWuTpoqSttNpydB0iZQj5WZWbObjuq8zMxM2NraluvzW9R/IwoLCxEdHY0pU6Zoy6RSKQIDA3Hq1Cm9+3Tq1AkbN25EVFQU/P39ERcXh/379+Ott96q8DHDw8MxZ86cSjwzIiNQkP0wsdF0UWmSnIz/AEFV+r4SGWDn8TCxsW/0SJLjBcgtny42n9fUSY7edYAWVO46QKYK9aZpfSoPQQAKMh9rYbpXSgL1yOsFT9FNJzV5LFGq98h4pjJanUzNn3xsolpI1ATozp07UCqVcHFx0Sl3cXHB5cuX9e4zdOhQ3LlzB126dIEgCCguLsZ7772HqVOnVviYU6ZMQVhYmPa5pgWIyKgJApBzp2QXleZxzu2y9zdR6LbePPrY1gOQmVZt/D6vAc1fqZkrQUskgLmteoN3+ffTdNM9sYvusa/FeeoB4jm3n/x9e5ypRSmtSmW1QNnVjOtMVIZa15F89OhRzJ8/H99++y0CAgJw7do1TJgwAZ999hlmzJhRoWOamZnBzMyskiMlqgVUSnVrjd7xOAlAYVbZ+yvsS3ZRabqtrFzE73KRygDv58WNoTLJTABLR/VmiKK8Mrro7pXShXdP3U1XlKveMv8z7D3NbZ/QRffYV3bTUTUTNQFydHSETCZDamqqTnlqaipcXV317jNjxgy89dZbGDVqFACgVatWyMnJwZgxYzBt2rQKHZOoTivKB+4nljIeJxFQFZWxswSwcX/YNfV4kmNuW11nQU/DVAHYuqu38lKp1N105e6ie/C4IFO9f36GersXX/73lJqWHBD+xCUJ7AET/gNLhhM1AZLL5Wjfvj0iIyPRt29fAOoBy5GRkRg7dqzefXJzcyGV6i5gLZOpm1oFQajQMakWqq03uayquPPu6xmPk6D+mnkL+mdDPSCTA3ae+lty7BpyDIixkkrVXVkKOxjWTVf02MDvcnTR5aWrB8arioCcNPVmCFPLJ3TR6UmazG1rx98MqjKid4GFhYVhxIgR6NChA/z9/REREYGcnByEhIQAAIYPHw53d3eEh4cDAIKDg7F48WK0bdtW2wU2Y8YMBAcHaxOhJx2TarnaepPLp4lbEICslNLH4+TdK3t/uXXJcTiarzbu/CCgyiMzBayc1JshCnMN7KLTdNOpgKIc9WZQN92DcVj6EqTSuugs7AG5Fbvp6gjRE6BBgwbh9u3bmDlzJlJSUtCmTRscOHBAO4g5KSlJp8Vn+vTpkEgkmD59Om7evAknJycEBwdj3rx55T4m1WLa6c2PtWhobnJZmdObK1N54m7WS72asTbJSXikRSdBPZC1LNqp43qSHAsH/tGmmk1uod5sG5R/H203XXm76B4sS1CQCUBQDyjPvw8grvzvqemm05kxZ1d2a5OiHrvpaiDR1wGqiQxZR4CqkUr5YIG7Mu7zZOUCvLmrZrVoqJTAD/3KbtaXyNStPHjC1HHbBvrXxqnnBZhZVXbkRHWTsqhkF5zeQeL3dF9XFjz52KUxtdS/6KW+7jpNGbvpDGbI5zcTID2MKgGqKWNpVCr1f2LZqUB2mnrLSXvw/Lb68d3rhg2orI1MFA8HG9s30h14bNew6qeOE5F+gqCeDVfWOk36WqDy75e9JlaZJA9bl8q81cpjr8sta3aLbxV+7tSahRBJZFU9lkYQ1H8Mcm4/TGy0jx98zUl7WG7IjSzLIreuWc3NxQVPnk4OAL2/APxG1ew/XETGSiJRJxZyywp002XoH89U1q1WCrMACA/3MYRMrmedpnLcasVEbtj7VEQNGsPJFiA9jKIFqLQxKU+6VYAgqKe2PprU6Gut0ZSXOcVaD0U9wNIZsNJsLuqbW1q5qI97ePaTjzHi55q19kv878CGV59cr6bFTUTiKS58mPyU2kWn51YrysKKv6fc6uFClmV10T06ONzcTj1jsDwq+rljALYAUdlUSnUGrndq9IOyveOA5HMPEh1Na81tdVJjaD+4ue2DpMblweyQR5IaK+eHjy2dyv4PRKUEolY9+SaXnp0Mi6+qeXZSx1Xb4iYi8ZjIAWsX9VZemm46Q7rotC1MAlCYrd4ykgwI9JFuOr0tTA9an8xsgX1hKP1zRwIcmKxevb2ahmEwATJGiSfLHkgMqPutf/+y9NfNbB5JYjQJzKMtN87q55ZOlbeOjFSmbib9cTjU/zE8+ov04D+Ingtq3qDB2ho3EdUuj3bT2RlwOyfNGExDuujy0tXJ0qPddOnXnyJ4Aci8qf58qqaWcCZAxig79cl1AKDRi0DDjnq6o5zVK8uKoTpvclmZamvcRFT3SaXqFhsLe8P2Ky4o2QVXWgtTejyQ9YR/vIHyfz5VAiZAxsiqnE2qz39YM8ek1OSbXJaltsZNRKSPiVn5u+nKOxayvJ9PlYAJkDHSjkkpLRuvBWNSautNLmtr3ERET6MGjoUs59BtqlOkMqDVwFJe5JgUIiKqZJqxkAC0nzNa4nzuMAEyRoIAxB1VP5Y/tnqwjVvNvZ0EERHVXpqxkDb1dctF+txhF5gxuhapnuJuagGMiwHuXOGYFCIiqno1aCwkEyBjIwjA8c/Vjzu8bfg6E0RERE+jhoyFZBeYsUn4HbhxGpCZAZ3GiR0NERGRKJgAGZvji9Rf2w0HrF3FjYWIiEgkTICMSdJpIP44IDUBOk8QOxoiIiLRMAEyJr9/of7qO8SwZdKJiIjqGCZAxuLWX8DVg4BECnSZJHY0REREomICZCyOP2j9aTUAcGgsbixEREQiYwJkDFIvApd/BiABuoSJHQ0REZHomAAZg9+/VH/1eQ1wbi5uLERERDUAE6C67s414N9d6sfPfyRuLERERDUEE6C67sRiQFABz/QC6rcWOxoiIqIagQlQXXYvEfh7q/pxV7b+EBERaTABqsv+iAAEJdDoRaBBB7GjISIiqjGYANVVmbeAvzaqH3f9WNxYiIiIahgmQHXVH0sAZSHg2Rnw6ix2NERERDUKE6C6KDsNiF6vfsyxP0RERCUwAaqLTi0DivMA9/bq8T9ERESkgwlQXZObDpz5Tv246yeARCJuPERERDUQE6C65vQKoDAbcGkFPBMkdjREREQ1EhOguiQ/Q50AAeqxP2z9ISIi0qtGJEDLli2Dl5cXzM3NERAQgKioqFLrduvWDRKJpMT2yiuvaOtkZ2dj7NixaNCgARQKBXx8fLBixYrqOBVxRa1WJ0GOzYAWr4kdDRERUY0legK0bds2hIWFYdasWYiJiYGvry+CgoKQlpamt/6uXbuQnJys3S5cuACZTIYBAwZo64SFheHAgQPYuHEjLl26hIkTJ2Ls2LHYu3dvdZ1W9SvMUQ9+BtStP1LRv7VEREQ1luifkosXL8bo0aMREhKibamxsLDA2rVr9da3t7eHq6urdjt06BAsLCx0EqCTJ09ixIgR6NatG7y8vDBmzBj4+vqW2bJU651dB+SlA/W8gWf7ix0NERFRjSZqAlRYWIjo6GgEBgZqy6RSKQIDA3Hq1KlyHWPNmjUYPHgwLC0ttWWdOnXC3r17cfPmTQiCgCNHjuDKlSvo0aOH3mMUFBQgMzNTZ6tVivKBk0vUj58PA2Qm4sZDRERUw4maAN25cwdKpRIuLi465S4uLkhJSXni/lFRUbhw4QJGjRqlU7506VL4+PigQYMGkMvl6NmzJ5YtW4auXbvqPU54eDhsbW21m4eHR8VPSgx//QBkpwK2HkDrwWJHQ0REVOOJ3gX2NNasWYNWrVrB399fp3zp0qX4888/sXfvXkRHR+PLL79EaGgoDh8+rPc4U6ZMQUZGhna7ceNGdYRfOYoLgRMR6sedJwAmclHDISIiqg1E7StxdHSETCZDamqqTnlqaipcXV3L3DcnJwdbt27F3Llzdcrz8vIwdepU7N69WzszrHXr1jh37hy++OILne42DTMzM5iZmT3l2Yjk/FYg8z/AygVo+5bY0RAREdUKorYAyeVytG/fHpGRkdoylUqFyMhIdOzYscx9t2/fjoKCArz55ps65UVFRSgqKoL0sVlQMpkMKpWq8oKvCZTFwO+L1Y87jQdMzcWNh4iIqJYQfbRsWFgYRowYgQ4dOsDf3x8RERHIyclBSEgIAGD48OFwd3dHeHi4zn5r1qxB37594eDgoFNuY2ODF154AR9//DEUCgU8PT1x7NgxfP/991i8eHG1nVe1uLATuBcPWDgAHULEjoaIiKjWED0BGjRoEG7fvo2ZM2ciJSUFbdq0wYEDB7QDo5OSkkq05sTGxuLEiRM4ePCg3mNu3boVU6ZMwbBhw5Ceng5PT0/MmzcP7733XpWfT7VRqYDfv1A/7hgKyC3Lrk9ERERaEkEQBLGDqGkyMzNha2uLjIwM2NjYiB2Ofv/uAbaPAMxtgYkXAPMaGicREVE1MeTzu1bPAjNaggAcf9D6E/Aekx8iIiIDMQGqja4cAFL/AeRW6gSIiIiIDMIEqLYRBOD4IvVjv1GAhb248RAREdVCTIBqm7gjwM1owEQBdBwrdjRERES1EhOg2kYz9qf9SMDKSdRQiIiIaismQLVJwh9A4h+ATA50Hi92NERERLUWE6DaRDP2p+2bgI2buLEQERHVYkyAaov/zqrH/0hkQOeJYkdDRERUqzEBqi00Y398BwP1PMWNhYiIqJZjAlQbJJ8HrvwCSKRAlzCxoyEiIqr1mADVBpp7fj3bH3BsIm4sREREdQAToJou7TJwca/68fMfihsLERFRHcEEqKY7sRiAADR/FXDxETsaIiKiOoEJUE129zrwz3b1464fixsLERFRHcIEqCY78RUgqICmPQC3NmJHQ0REVGcwAaqp7t8A/t6ifszWHyIiokrFBKim+uNrQFUMeHcFPPzFjoaIiKhOYQJUE2WlADHfqx93/UTcWIiIiOogJkA10cmlgLIA8HgO8OoidjRERER1DhOgmibnDnB2rfpx148BiUTceIiIiOogJkA1zZ/fAkW5gFtboMlLYkdDRERUJzEBqkny7gGnV6kfs/WHiIioyjABqklOrwIKswDnZ4FneokdDRERUZ3FBKimKMhSd38BQNcPASm/NURERFWFn7I1xZk1QP59wKEp4NNX7GiIiIjqNCZANUFhLnDqG/Xj5z8EpDJx4yEiIqrjmADVBDEbgJzbgJ0n0OoNsaMhIiKq85gAia24QH3bCwDoMgmQmYobDxERkRFgAiS2c5uArGTAxh1oM1TsaIiIiIwCEyAxKYuAE1+pH3eeAJiYiRsPERGRkWACJKbzPwL3kwBLJ6DdcLGjISIiMho1IgFatmwZvLy8YG5ujoCAAERFRZVat1u3bpBIJCW2V155RafepUuX8Nprr8HW1haWlpbw8/NDUlJSVZ9K+amUwO9fqh93GgeYKsSNh4iIyIiIngBt27YNYWFhmDVrFmJiYuDr64ugoCCkpaXprb9r1y4kJydrtwsXLkAmk2HAgAHaOtevX0eXLl3QvHlzHD16FOfPn8eMGTNgbm5eXaf1ZP/uBtKvA4p6QId3xI6GiIjIqEgEQRDEDCAgIAB+fn745hv1OjgqlQoeHh4YN24cJk+e/MT9IyIiMHPmTCQnJ8PS0hIAMHjwYJiamuKHH36oUEyZmZmwtbVFRkYGbGxsKnSMMqlUwPJOwO1LwIvTgRc+rvz3ICIiMjKGfH6L2gJUWFiI6OhoBAYGasukUikCAwNx6tSpch1jzZo1GDx4sDb5UalU2LdvH5555hkEBQXB2dkZAQEB2LNnT6nHKCgoQGZmps5WJVRKIP534OA0dfIjtwb8R1fNexEREVGpRE2A7ty5A6VSCRcXF51yFxcXpKSkPHH/qKgoXLhwAaNGjdKWpaWlITs7GwsWLEDPnj1x8OBB9OvXD/3798exY8f0Hic8PBy2trbazcPD4+lOTJ+Le4GIlsCGVx/e8wsCEH+88t+LiIiIyiT6GKCnsWbNGrRq1Qr+/v7aMpVKBQDo06cPJk2ahDZt2mDy5Ml49dVXsWLFCr3HmTJlCjIyMrTbjRs3KjfQi3uBH4cDmbd0ywtz1OUX91bu+xEREVGZRE2AHB0dIZPJkJqaqlOempoKV1fXMvfNycnB1q1b8c47ugOIHR0dYWJiAh8fH53yFi1alDoLzMzMDDY2NjpbpVEpgQOfAtA31OpB2YHJ6npERERULURNgORyOdq3b4/IyEhtmUqlQmRkJDp27Fjmvtu3b0dBQQHefPPNEsf08/NDbGysTvmVK1fg6elZecGXV+LJki0/OgQg86a6HhEREVULE7EDCAsLw4gRI9ChQwf4+/sjIiICOTk5CAkJAQAMHz4c7u7uCA8P19lvzZo16Nu3LxwcHEoc8+OPP8agQYPQtWtXvPjiizhw4AB++uknHD16tDpOSVd26pPrGFKPiIiInproCdCgQYNw+/ZtzJw5EykpKWjTpg0OHDigHRidlJQEqVS3oSo2NhYnTpzAwYMH9R6zX79+WLFiBcLDwzF+/Hg0a9YMO3fuRJcuXar8fEqwcnlyHUPqERER0VMTfR2gmqhS1wFSKdWzvzKToX8ckASwcQMm/gNIZU/3XkREREas1qwDZBSkMqDnwgdPJI+9+OB5zwVMfoiIiKoRE6Dq4PMaMPB7wKa+brmNm7rc5zVx4iIiIjJSoo8BMho+rwHNX1HP9spOVY/58ezElh8iIiIRMAGqTlIZ4P282FEQEREZPXaBERERkdFhAkRERERGhwkQERERGR0mQERERGR0mAARERGR0WECREREREaHCRAREREZHSZAREREZHSYABEREZHR4UrQegiC+q7tmZmZIkdCRERE5aX53NZ8jpeFCZAeWVlZAAAPDw+RIyEiIiJDZWVlwdbWtsw6EqE8aZKRUalUuHXrFqytrSGRSMq1T2ZmJjw8PHDjxg3Y2NhUcYQE8JpXN17v6sXrXb14vatXVV1vQRCQlZUFNzc3SKVlj/JhC5AeUqkUDRo0qNC+NjY2/OWpZrzm1YvXu3rxelcvXu/qVRXX+0ktPxocBE1ERERGhwkQERERGR0mQJXEzMwMs2bNgpmZmdihGA1e8+rF6129eL2rF6939aoJ15uDoImIiMjosAWIiIiIjA4TICIiIjI6TICIiIjI6DABIiIiIqPDBKiSLFu2DF5eXjA3N0dAQACioqLEDqlOOH78OIKDg+Hm5gaJRII9e/bovC4IAmbOnIn69etDoVAgMDAQV69eFSfYOiA8PBx+fn6wtraGs7Mz+vbti9jYWJ06+fn5CA0NhYODA6ysrPD6668jNTVVpIhrt+XLl6N169baxeA6duyIX375Rfs6r3XVWrBgASQSCSZOnKgt4zWvPLNnz4ZEItHZmjdvrn1d7GvNBKgSbNu2DWFhYZg1axZiYmLg6+uLoKAgpKWliR1arZeTkwNfX18sW7ZM7+uff/45lixZghUrVuD06dOwtLREUFAQ8vPzqznSuuHYsWMIDQ3Fn3/+iUOHDqGoqAg9evRATk6Ots6kSZPw008/Yfv27Th27Bhu3bqF/v37ixh17dWgQQMsWLAA0dHROHv2LLp3744+ffrg33//BcBrXZXOnDmDlStXonXr1jrlvOaV69lnn0VycrJ2O3HihPY10a+1QE/N399fCA0N1T5XKpWCm5ubEB4eLmJUdQ8AYffu3drnKpVKcHV1FRYtWqQtu3//vmBmZiZs2bJFhAjrnrS0NAGAcOzYMUEQ1NfX1NRU2L59u7bOpUuXBADCqVOnxAqzTqlXr57w3Xff8VpXoaysLKFp06bCoUOHhBdeeEGYMGGCIAj8+a5ss2bNEnx9ffW+VhOuNVuAnlJhYSGio6MRGBioLZNKpQgMDMSpU6dEjKzui4+PR0pKis61t7W1RUBAAK99JcnIyAAA2NvbAwCio6NRVFSkc82bN2+Ohg0b8po/JaVSia1btyInJwcdO3bkta5CoaGheOWVV3SuLcCf76pw9epVuLm5oVGjRhg2bBiSkpIA1IxrzZuhPqU7d+5AqVTCxcVFp9zFxQWXL18WKSrjkJKSAgB6r73mNao4lUqFiRMnonPnzmjZsiUA9TWXy+Wws7PTqctrXnH//PMPOnbsiPz8fFhZWWH37t3w8fHBuXPneK2rwNatWxETE4MzZ86UeI0/35UrICAA69evR7NmzZCcnIw5c+bg+eefx4ULF2rEtWYCRER6hYaG4sKFCzp99lT5mjVrhnPnziEjIwM7duzAiBEjcOzYMbHDqpNu3LiBCRMm4NChQzA3Nxc7nDqvV69e2setW7dGQEAAPD098eOPP0KhUIgYmRq7wJ6So6MjZDJZiZHrqampcHV1FSkq46C5vrz2lW/s2LH4+eefceTIETRo0EBb7urqisLCQty/f1+nPq95xcnlcjRp0gTt27dHeHg4fH198fXXX/NaV4Ho6GikpaWhXbt2MDExgYmJCY4dO4YlS5bAxMQELi4uvOZVyM7ODs888wyuXbtWI36+mQA9Jblcjvbt2yMyMlJbplKpEBkZiY4dO4oYWd3n7e0NV1dXnWufmZmJ06dP89pXkCAIGDt2LHbv3o3ffvsN3t7eOq+3b98epqamOtc8NjYWSUlJvOaVRKVSoaCggNe6Crz00kv4559/cO7cOe3WoUMHDBs2TPuY17zqZGdn4/r166hfv37N+PmulqHWddzWrVsFMzMzYf369cLFixeFMWPGCHZ2dkJKSorYodV6WVlZwl9//SX89ddfAgBh8eLFwl9//SUkJiYKgiAICxYsEOzs7IT//e9/wvnz54U+ffoI3t7eQl5ensiR107vv/++YGtrKxw9elRITk7Wbrm5udo67733ntCwYUPht99+E86ePSt07NhR6Nixo4hR116TJ08Wjh07JsTHxwvnz58XJk+eLEgkEuHgwYOCIPBaV4dHZ4EJAq95Zfrwww+Fo0ePCvHx8cIff/whBAYGCo6OjkJaWpogCOJfayZAlWTp0qVCw4YNBblcLvj7+wt//vmn2CHVCUeOHBEAlNhGjBghCIJ6KvyMGTMEFxcXwczMTHjppZeE2NhYcYOuxfRdawDCunXrtHXy8vKEDz74QKhXr55gYWEh9OvXT0hOThYv6Frs7bffFjw9PQW5XC44OTkJL730kjb5EQRe6+rweALEa155Bg0aJNSvX1+Qy+WCu7u7MGjQIOHatWva18W+1hJBEITqaWsiIiIiqhk4BoiIiIiMDhMgIiIiMjpMgIiIiMjoMAEiIiIio8MEiIiIiIwOEyAiIiIyOkyAiIiIyOgwASIiIiKjwwSIiIiIjA4TICKq8yQSSZnb7NmzxQ6RiKqZidgBEBFVteTkZO3jbdu2YebMmYiNjdWWWVlZiREWEYmICRAR1Xmurq7ax7a2tpBIJDplRGR82AVGRERERocJEBERERkdJkBERERkdJgAERERkdFhAkRERERGhwkQERERGR0mQERERGR0JIIgCGIHQURERFSd2AJERERERocJEBERERkdJkBERERkdJgAERERkdFhAkRERERGhwkQERERGR0mQERERGR0mAARERGR0WECREREREaHCRAREREZHSZAREREZHT+H0VfwDX0qZzyAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import utils as utils\n", "\n", @@ -1129,9 +1336,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.81\n", + "[-0.0370417 0.02718982 -0.01405825 ... 0.01277346 0.01277346\n", + " 0.01277346] 0.031388214756967674\n", + "Most Explanatory Word Features\n", + "['great', 'delicious', '!', 'best', 'wonderful', 'love', 'perfect', 'loves', 'glad', 'excellent']\n" + ] + } + ], "source": [ "peg_best_T = 25\n", "peg_best_L = 0.01\n",