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OpenAI Gym InvertedDoublePendulum
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proximal Policy Optimization: InvertedDoublePendulum-v1\n",
"\n",
"By Patrick Coady: [Learning Artificial Intelligence](https://learningai.io/)\n",
"\n",
"## Summary\n",
"\n",
"The same learning algorithm was used to train agents for each of the ten OpenAI Gym MuJoCo continuous control environments. The only difference between evaluations was the number of episodes used for training, otherwise all options were the same. The code is available in the [GitHub repository](https://github.com/pat-coady/trpo/tree/aigym_evaluation). The exact code used to generate the submissions is in the **`aigym_evaluation`** branch.\n",
"\n",
"The README.md file in the GitHub repository provides additional details on the algorithm and usage instructions. Also, the code was written to be understandable and easily modifiable. \n",
"\n",
"Here are the key points:\n",
"\n",
"* Proximal Policy Optimization (similar to TRPO, but uses gradient descent with KL loss terms) \\[1\\] \\[2\\]\n",
"* Value function approximated with 3 hidden-layer NN (tanh activations):\n",
" * hid1 size = obs_dim x 10\n",
" * hid2 size = geometric mean of hid1 and hid3 sizes\n",
" * hid3 size = 5\n",
"* Policy is a multi-variate Gaussian parameterized by a 3 hidden-layer NN (tanh activations):\n",
" * hid1 size = obs_dim x 10\n",
" * hid2 size = geometric mean of hid1 and hid3 sizes\n",
" * hid3 size = action_dim x 10\n",
" * Diagonal covariance matrix variables are separate from the NN\n",
"* Generalized Advantage Estimation (gamma = 0.995, lambda = 0.98) \\[3\\] \\[4\\]\n",
"* ADAM optimizer used for both neural networks\n",
"* Policy is evaluated for 20 episodes, and then updated\n",
"* Value function is trained on current batch + previous batch\n",
"* Policy and Value NNs built with TensorFlow\n",
"\n",
"**Below you will find various training curves for this environment.**\n",
"\n",
"### References\n",
"\n",
"1. [Trust Region Policy Optimization](https://arxiv.org/pdf/1502.05477.pdf) (Schulman et al., 2016)\n",
"2. [Emergence of Locomotion Behaviours in Rich Environments](https://arxiv.org/pdf/1707.02286.pdf) (Heess et al., 2017)\n",
"3. [High-Dimensional Continuous Control Using Generalized Advantage Estimation](https://arxiv.org/pdf/1506.02438.pdf) (Schulman et al., 2016)\n",
"4. [GitHub Repository with several helpful implementation ideas](https://github.com/joschu/modular_rl) (Schulman)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# ENTER LIST OF LOG FILENAMES HERE:\n",
"filepaths = ['../src/log-files/InvertedDoublePendulum-v1/Jul-26_22:03:22/log.csv']"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from plotting import df_plot\n",
"%matplotlib inline\n",
"plt.rcParams[\"figure.figsize\"] = (10,5)\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Jul-26_22:03:22: Maximum 100 Episode Average = 9.33e+03 around Episode 11080\n"
]
}
],
"source": [
"dataframes = []\n",
"names = []\n",
"for filepath in filepaths:\n",
" names.append(filepath.split('/')[-2])\n",
" dataframes.append(pd.read_csv(filepath))\n",
"data = list(zip(dataframes, names))\n",
"for df, name in data:\n",
" ma = np.convolve(df['_MeanReward'], np.ones((5,))/5, mode='valid')\n",
" print('{}: Maximum 100 Episode Average = {:.3g} around Episode {}'\n",
" .format(name, np.max(ma), np.argmax(ma)*20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Curves"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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55ppr+MlPfsKxxx67T9fdGyeddBK//vWvueKKK3q8d+GFF/LUU0/xzDPPYFkW2WyW1atX\ns2PHDgqFAoVCgaamJjweDytXruSZZ57p93m7c+qppzJ+/PhyEcWll17K3XffXc4x7Orq4vHHH6+6\n7kcffZTp06fj8/k4+eST+fWvf83hhx9ezjtMJpMEAgEaGhpIp9N873vf67XNiMfj4WMf+xi33347\nmUyGTZs2lXMKBUEQDgi7tsG2GoVWhTzW1nchn6t9XCqJuuQK1HEnoVMJtGVB+x6sn90JqQTs2Yl+\n7c/Q1bOoTmcz5kkmDXt2QtLOZU50QededGc7ZDPo/3oM/cffop/6N3TnXuOQAXTuhVGNZn8w5wiG\nIJdFv/c2vPkXc57OdmjfDW270P/z36glV+L5zg96/UwcOcNc9/b3Yfbx6I3roLEJvD7Ytb3m5yGX\nhdFjYPcO93Ntex8KefTW98xnyWVQs47Fc9XX0W9uRL+5sXz92rKMe9e1t/Z1DQIi5oaQrVu38qtf\n/YrW1lbmzp3LjBkzmDlzJo899hhgctXee+89br/9dmbOnFl+38HJMXO47LLLOOusszjjjDM488wz\nOeuss8oiMJ/Pc8MNN3DMMccwb948nn76aX75y1/S0tICwIsvvli19vLly0kmk+XKy5kzZ3LZZZf1\n67r74pRTTikXDFQyceJE7r//fu6++26OOeYYFixYwL333otlWUSjUW6++WauuuoqZs+eXS6g6I2+\n+rVdddVV/OhHP6JQKPDRj36UL37xiyxdupQPfehDnHnmmeXKW4B58+aRy+XK+XEzZswgFApV5ctd\ncsklTJo0iRNOOIHTTz+defPm9Xkvvvvd75JMJjn++OO59tpr+dSnPtXnMYIgCPtNPoeuJVCcHOqc\nK3x0ssuIJfs4AkEIBMzzTAo8CpIJI2y2b0G/9ZoRNt0pFsyxxYL5csRVLmvCm+kktEww19XZbsRe\nKgm7tqGLBSjmobnFiEYwDl1DExTy7ppgrqWrAxIdeP7pZ3hOORO8XigVa9+LrBFcvPoiTDgMNelw\ndOsrMHY8RGPoXdsglezhVup8HiZMhrad9r3LmX0Btr1nrquQB38Axk2CdMqIzJQtRpOdYFnors5e\nv1UDYUTmzA0XkyZNYsuWLXXfX7ZsGcuWLav7/gUXXNAj9HrDDTdwww039Nh34cKFPPnkkz22O5x4\n4om8/vrr5de9OUR9XXd3lixZwpIlS2q+9/Wvf73q9Yc//GEeffTRmvt+9rOf5bOf/WzN90466aQe\nTZAr25rccccdPY75xCc+wSc+4Ra/XHjhhVx44YU1149EImzevLlq27p163rsU1lUAVSFk2tdQ1NT\nEz//+c9rnlMQBGHQyeVqu02FCoFlo9e9gH7xT3iv/Qd0PocnEEQHgpDPm/y55nF4rvgy+qXn0Fve\ngXc2QdDOCdvUCvkcas7xRiiGwrYwK7jnyGWhWITODiN6dmxB+/2okgXpJHrXNlQqCZEYRONlMUcq\nAY2jIZupFnOpBHrnVvAHULFRZpvXa4STnQddic5m8EydgfYHUVNnwNgJ8MQK1F+dbfLtdm0HbRkx\n5qwHUMijJhyG3vKOcdnyedhpxJze9p65l/k8BIMojwemzYKN64xABegwHRpIHjgxJ86cIAiCIByi\n6HzWCLHu5PPmsULMkexyQ535nHHlAiHzPNkF8VGooz4EEw8z+WDN44zAAvQrz6M3vGSOLRYgFLGd\ntCLkzTl0zt63bSdq/CRzXV2d6HTCuHU7txu3LTYKFYujk7aYSyZQDU1GJBbyRiTa23n/HVN8YKOU\nqu/OZTMQjsCRM2DaTFNgYVnQMh5io9C2QCuHhR2KBRg/2RRP2I5mlTOXz5vP6DcpSOqk01CnnOHm\n/O21xVyt78MgIWJOEARBEA4SrKf+zbg/g0UuW+XMWT9bjt61vSLMWiHmEl3Q2W6qN/N5O8wadMWc\n7VapCZNhz048518KpSK6WES373LXKhaNaHJeO2HWrP16zy4T2kwnTX5cogsyGVOZuv0948pF45B2\nnLmkyWsrFszahYIRdLmMCdOOcsUcAB4vlGoUdmQzEArj+fzXUPNPNdcAqLHjUZGYyS+EnmIun0ON\nmwgdbZC1w8q7tptHJ48unQK/qc71zP8I6tSPltfRnW2mKjjRsw/qYCFiThAEQRAOEvSjP3PDc4NB\nLgfpFLpYMNX2Lz1nREuNMGtZxGx7z82ZCxoxpxNdqJjd1/SwaagLLoPjFhoHLpeBtt0VYs6EWZ18\nOp3rdq62XSYsGo4aMda2E0IhGD8J/fbrELXDrMnKMKvjzNlh1mTCFC1ATzHnrSPmckbMqdgolNcL\njc2mTcrYCeZ85XBoN9FVKEAkahxAx73r3GsEmtO9IJkwTqZDNFYdZm2ZiE7UnsA0GIiYEwRBEISD\nAG1ZRoR0tmM98bvBWdQOcdLVaZLycxkTvqzhzOlkF8QbTB5YPmfChmVnLuE6c8Egnv91iQlpOqKt\nbadbxeqIOcfFyncTc8kuWxw1gPKYtSMxVMsE9OZNRjRWiKFyAYSTL1csGIE3dhwoD6qHmPP16sw5\nKI8HdfnfwYTDwBGqsXi5lUqZQh58AWgei95RkT9e2TculTD3yiFWkfPX0Y46bKo4c4IgCIJwyGPn\neel330L/4bflzXrnNvRfXt2/NXO2KEt0wla7RUkqUXbmdFWYtROmH23adpSrWXuGWasIR4xLlUxU\nOXMqHCnn01UVQDhEosZRax7rvm6ZCO++5YZZKwoglBNmdfLwkgmINcCoBmio5czVyZkLRqo2eRYs\nMk2PnWbELRNdR9ChkDeuWzRuQq0OEyabR6WM4PRXOHPBMBSL6EIB3dEOk6dIzpwgCIIgHPIUbQGy\nc6sJCdro1/6Mfu6/e+xeuv1GtN2IVudyWPff2XPNfA7GjIOuDvTWd01oMJmoWwChxh9mi736OXNV\nhMJm3cq1ikXbscu41wDmMylbdoRjxlFrGG2EXCQG4yaa80bjqGjcLSCocOZ00Q61prqM+xVvrBFm\n7enM6VLJCLx6fVKjtus4bqLbUsShkDfTHMIRU4lrh3fV+MPM+w2je4RZlVK2u2jap6hJR/QM3w4i\nh2RrEq111cxSYfDwer2UatnXwgGhVnm9IAiHKLaY0zu3GVenWEDZo6+qHDSHjnaTczZ+kmnt8fJz\n8H++Ur1PLguTp5h8ra3vwmFTTUuPWgUQyS5oGY/e+k7ZmVOBIFY+B/kcnjpijq3vmt5zVTlzEeNI\ngRvqzWWN8Olog6gdZi0WTIFGNIZqmYgG44DFKnPmkua4UqmcM6dTSSP4tEZ1H5PVzZnT771tBGcw\nXPf/UxWNmXOPm2RGd1Xi9JALRcwIr8YmU9k6YZIZA9bQBImOqvFkOJ8jlTD3smms6zQeAA5JMVc5\nr1QYXOLxOInEgfuBFHoif5gIwqGNfn0DHDHN7Z+20x77lHPmmBarmvuWKRbcUKbdnFdblul15pDP\nmhBlOoXu6kBNPKIqzMrOrZRuugbP/73dVG02jUVn0hWtSWxnLp+r6cypUMT0nHNmnDrXUlEA4biA\nOpuF0c0mLBsMQ7wBVSygIzFTTTrOzGI1OXNxV3Q6Tp/Xa/LwnAKIWBzPpz9fHd4EU81a0fhXr3se\nvf4lCIepS9T8P6vGTcTavKn6vbwt5sJheK8DmsaYIo7DjoT5H0HvbYMdyXI1a9WaSdvlDIVlNqsg\nCIIgHKpYj/7MDGl3xJzT9iJXKdRcB8165KdGABaLbtFBqWgqKwv58n4mtGgZIVEqma+G0aYAwhFY\nW94xztrunUZ8RKJG7Gltwon9yZl77y3U4dPMuC2tXfHVI2cuYxy8SBSlFOqk01FnfsI+bwwVihgH\nLhp3Q5SphHHtlDLCNmOLuVQXREehgqFq8Qo9q1l3bTcVusFexFwsbq758Gnw1mvol1ejN28y476K\nBXPukMkPVKNGm3Dx6DF4PvdVI3pz2Z4h3FiFMxcI4v3eT+qff4Acks6cIAiCIHxgSKeM8HFCg4Vu\n+WzFYnXV6duvw2FHVjtzjnjJZSEYQu/Ygt78hmkt4vOZfUtFI5Ze+7MZmeX1lkOK+vX1JuzpFDQE\ngiil7AkQbtPgHtiiTR1+pAkFl4pmXX/AdeYqCiDUpCPQkSgAyi5+UNGYEZFgxN2kI0zbEn8A/cIq\n07AXjKDKZsz9yGRgzPja99Prqw6z7tpuPkOoFzHX1II68xOolgmoT38e69knUUfOhD07wOdHeTzo\ncKQ8J1b97y+6uXqOM9jNIVThiHE5nQKKA4g4c4IgCIIwnKSTxmErdqvAdJrslgrVYda9e9wGuuUw\nq32sLZz0pg3op35vBtQ7BQHFohEgKePMqXhDOS9Nt75snLdQxAg3R5gEgkaUZTNGYHUnZFeHTjwc\n0Ob8Pr8tvOw+c5WtSUY391xnylGmQADwfPQiVLzBOHcnn47+3S9QJ9szyf0BMyPWmffaPUfNobsz\nt3u7KfzoRcypYBDPeWa2uYo32KHlLLqzw70XzlSLQBDPX51VdgSVE17tfj3BkHFU87meIdhBRsSc\nIAiCIAwTWmsjUCqdOYdchVCzBZG2SsY5c/qtOb3cit0KGrIZ0+A2EHTFXKmEahhdrlYt92eLN8C6\nF1AfXuAKrUCFQOloMxWm3cOZYPLIlMc03g2GjDj0+cFvizmfr2ICRAY181g8H7+kagnP2ReYc3dD\n/dXZMGo06oSTzQafzzhyxQI6n0UFQ7Vvqs915nQ6CYWiub7enLlKgiFzH/N548TZrppycu56iDbn\nXnVz3wIh47pa2lzTAUTEnCAIgiDsA1prk482GOSyRmhlM24jXzDh0Mrq0Mrmv6WS3W+tTpgVzPZc\ntkLM2WHW2CizPZvBE28AQM0+DmJx1EfORvltV61SzJVKtfPlwAik5rHmuEDICEWfz1Th5k2bkbKY\ny+dgdDPq+JP7dWvU+El4/vE+lCPCfH7Qlu1IZvvnzO3eYWavNo911+kLR8zlstC115wXXBey+3nL\nYdYaIs9uWXKguxKImBMEQRCEfWHjOqzlNw3OWumUeXScOWcSwZhxFRMVKqpZnaa1uZwpUqgsgADX\nzXO2B0OuuCkVjTCJxMxUAjsHTs3/CJ7v3OM6XeFItZiD2vlyYKpQx08yL0Ih00bECbOCOVdlAURv\nRQi11vd63Rd+v/s8k3Idse54vOiOdqzf/yt61w4YOx7V3NJ/Z87JE3Tm2jr3IOyIuW4OXDkk3W17\nMGRC1vVE5yAiBRCCIAiCsA/o996CTRvQmbRpJLs/a6STpoVGpkLMFYumCW4yYcRHZQGEPdC+LOay\n3USb06NuyzvodS+6YddgyC6AKBpB5/VCbBR67x7UkTPMPg1NpkLTIRxxhYnPZ8Ko9Zy5uSfiOXKW\neR4IoVNdtpiz5UU0Bnt2UbrrZhPuHEghgK9CzKWS5rPVwuuFHVvRz/036qzzUI3NZvRXpfPZG848\n2nwOLMsVkfWcuUCgzvaQGZHWvXXKAUDEnCAIgiDsC9vfN7/kX/8zVqEIVgnPgkX7tIT+/b+akKMj\nhBwx19hkQpOjGl0x57hu+azpaQZucUF3Z+6dN9Fb3kFNnmJel8OsRbvS1GdCuDu2oubON/t0H4cV\njpaFiVLKVLbWEXPKHzB918A4c0kTZi0LoEgMOv5iRGioftPeflHpgKUTvYRZfcYF7Npr8gtHNeI5\n87z+nyfg5Mzlqs9bL2fOCa92F23BoBnhdYArWUHCrIIgCIKwT+jtW2DuAvTGV2HrO/DmX/Z9jV3b\nTAjPduZ0LmPy2kJhvNf9o3Gd3n0T6zc/MyOswIRW95pihHLbj25iTu/Z6VbHBkNmKoETZi0WTT5b\nw2jobDc5c0oZN7CSyjArGDFSz5mrJBjuEWZVzszTOcfDzGP2+T5V4bh9oQikUkZ01cLrLYtjvf19\nI173hUDQ5CQ697aymtV5v/v+Pl+PAhE1hGFWEXOCIAiC0E90Jg07tqCO/rD5RW2VzKisfWX3Tkh2\noVNJU02azaAL9vgugGAY/dp69But1W1HuvZC81jXkbMftbNP2y4jqHIZM5qqR5jVB3ZIVTW3mDBk\nZV4aQCjittsAI0b6IeZUIFgugKjKmQPUvI/g/dL/3ff7VInP7/aw01bdnDnl9bmu5rtvoRqa9uk0\nyuMxzqJAwLOvAAAgAElEQVQzS7Wyj5zXa9zISpxJGd0J2E7lEIRZRcwJgiAIQh2sJ1aU56Lq3Tuw\nrr3UhB3jo0ybkJJlHLZaxz79n6b1SDe0VYK2nehEl3HmRo9xCyAc9ykYNHNX8zlXzOVzRvw1NBln\nTnncggcnzNrVYfLlEl2oaTOheWx1mNXng0ZbzIUjeC75Pz2uT4Uj1UKpn2LOFEAkqnPmgmYMl5o6\nve/j+0A5jp8Twu2lmrU8y7ajrWcYuT8EQj3EnFLKuHO1qllr9ZELBs33R5w5QRAEQRg+9H88Ant2\nmhfppBk7ddZ5pnihZJncuURnz+OKRfS/3uuO5qqko90ItGSXcdGaxrg5cxXOHOC2IAHTniSdNLNW\nsxlTXOCEW7s3HG7bhTr9XDznfgrl9dqjvezpDHbYscdgeIdItFuYtX7OXBXBMDqVMGLL+Rx+H+ry\nL7tTHAaC3++urVR9x8vjdUOkUHYi9wmnWXIsjqrMeQuFe4gzFQjUzotzCjREzAmCIAjC8KBzWeOc\nlStOszBuIp6PXmREkVUyX7WcObsvnH7njeo1330L/R+/MQUOSePMqUpnzmscLRWyhUA+Z7YHgiZn\nLpU0x2bTxi3rXgBRPn/F+Cqv33bmTJi1XLlaT2RUVrMCatFH4Yhpfd+wUMQIW29FmNXnx7Nwce2G\nw/uKP+Dm49njxmri87n3RXlgVMO+n8sRYg1N1aIx3mBEdNV1BWsLSzunr0dY9gAgYk4QBEEQatHZ\nbh4d9yufdX/JeyrEXDrlFik4OH3hNm+q2qzXr0H/6Y8wdYbrzDWPdZsGl8OTjpjLG9fN6deWThln\nLZs2ossqmXy5UtGd3uDkwJXFnNeIO6/XCCA7h0zVqbJUp34Utfh/lV97PnK2Oy2iN+Jx07+uMhRa\n2U5koDi5eJVNjWvh9bo5c/FRKI+3/r71cNZvrBZznmv/oTx6rGrfWoKtPBlCnDlBEARBGB46jJjT\nTmPfXIWY83rKI7IAM5mhEjuXzXHm9I6tWP/2r9C+B2Ydi1qwCAoFdEeb3VPOjKmqCrMqjxtmjcbQ\n+SykEsZZy2SMYAqF7WOLrmM01h5A71R7+uyCAEfkOTlkdeaFqtHNqKax+36/Yg3GpawMsw6qmPPb\n7pyvfo85MM5gNmOE2P6EWKFcOKKio6qaFdfsKzhlOp6LPlt7DZDWJIIgCIIwXJR7utnOnM5lUY5A\nUh6TL2fZYq573lwua6pJd25Db2qF7e+jX3gGvXcPnrPOwzP/I2baw5t/gSOOApQRII4zF4ubyQqF\nvPmKxkw7DmcklzPNIRw1RQeOewd2FWvYDW167fmoXqeRb9yEWwdZZCh7PFjVBAj/IIs5x53rjzM3\nbRbqhJP271zBkDlHJNpnNaoKBlEfmtvzjYDkzAmCIAjC8OKEWZ1h9lXOnN27zbLM6+55c9ksNDTi\nufzLWL+8x7QS2bPTfI22m+zGRplQ3JhxxmFLJdycuQmH4fnG/zNCIpO2m++2mUdH8Hl9MGEybN9i\nriUSBY8H5azn4IgbZ22l8Hzu2v6FTvcFp0jC5zPtTpRn8J0556tXZ84LuQxq0hQ8535q/84VCBgx\ndtjU/S/e8PnA45EJEIIgCIIwbHS0G+fLyZnL5XrmzJUs0wqjq4OqdPxcxoiBo2YZoZfNGOG3Y6s7\nMSE2Chqb7JYXYXQygXJCpIByXKFMysxAdcSc33W91NgJ6C3vmIbD0Zhx3aLxajHn6+bMAWreXw1O\nUUIlzvzWykrWwRRz/oD5zH4/uje3y+OtHsO1H6hACB0M4Tn1nP1fQynX4TvAiDMnCIIgCLXoaDfO\nl1PNmsvUcOZKJlcslag6VOeyZgJAKGLy25zqykDQbaQbG4U6wu6/FgpDsrOnkxUIlEOoun13VdhP\n+fwweQpseQeKRVTLRNSJpxpRV+XM+coFEAeUyjCr8+gbRM/I7wOfnTPXa5jVV30d+0MwVLcp8T4R\nCEnOnCAIgiAMFdqy0E7YFNCd7ajxk7s5c/YveNuZ01bJCKdCvnqxbAZCIRNu9PvN5AaApjHllhrq\nlDNRC04126Mx4+B1Fz9OiG7iYfDuW8Z1c0SK14c6bKrtzJWgYTSeT/2tEYvdw6z53OAKqxoof8AU\nblSJucEugDBrqr7CrDCw8GYwODiOWjBYt9BkMBExJwiCIByyWD+/G/3Gxn7tq//wKPq/Vrgbujpg\n3EQzwgvs1iROuw+7AKJUMi5OdzGXq9g3HDUzVceMc/PlAHXMCaiJh5sXkbg5n7eb4HIG3s88BnJZ\nE26tLC4YN8mM8Mqk3Zy4yUegZsxx1/D6QOueax8IYnFXNB4IMdevAohBcOYCofqzX/d5nQMv5gb0\nnX388cd5+umnUUpx+OGHs3TpUtrb21m+fDnJZJKpU6dyzTXX4PV6KRaL3HPPPbz99tvE43GWLVvG\nmDHmh3rFihU8/fTTeL1eLr/8cubOrVEVIgiCIAj7gN72HvrZJ+GoD6GmH933Aelk9eSARBeqZQK6\n9WXzOpvt5szZEyBCIdMjrpLKYolw2LQgOfHUumOtVDRqWqD0CLPa53OEYDRa7cz5fHa+XZd5DqjJ\nU1GTp7prOOLmQIdZwYRaD1CYVU06wrij7buAnmPSyjifcyDnDgYHJ8waDA561XAt9tuZa29v549/\n/CO33XYb3//+9ymVSjz77LP86le/4txzz2X58uVEo1FWrlwJwMqVK4nFYtx11118/OMf58EHHwRg\ny5YtrF69mjvuuIPrr7+e++67r+YsO0EQBEHYF/SfnjC/0J0+cX1RKKA7TThUl0omV27MOEjbrUny\nFa1JPBU5c8EwFHLVa1WKuVDEOHOTp6A+vLD2uZ22It3FnDPc3eNBTZvVowDCrB82DYjrOW+V1a8H\nmkoxFwpVh3sHiJo6A88Z59rOXN9h1gFNXgiE6o872xdio9zv7QFkQGFWy7LIZrOUSiXy+TxNTU20\ntrayYMECABYtWsSaNWsAWLNmDYsWLQJg4cKFbNiwAYC1a9dy8skn4/V6aWlpYcKECbz55psDuSxB\nEARBMH3ixk5wCxj6olQsNwomlTDFBpFYRQFE1ggUqBjnZaFC4drOnCNkwhHobDf71SMaByi7a2UC\ngbI4UudcgJr3Vz0b8jptTeo5UeWw44EXc6phdNnR8nz52+CEkQfzHFNnGGFbj3LO3ACqWWfOMY2d\nB4jnc1+FmccMeJ2+2O/vbFNTE+eeey5Lly4lGAxy7LHHMnXqVKLRKB673Lm5uZn2dvMPo729nebm\nZgA8Hg+RSIRkMkl7ezszZsyoWtc5RhAEQRD2m3QSmlvcAoYa6GIBujpRTWOMIHN6yyW7TJVqOOqG\nXnNZ1xEqtyaxCyBy3Z25isrXcMTOretFzJWduRoFEE4u3BQTotVam0HzjkgLhqF9D6qe8+aImyFw\n5tQlV7jVtvs7faGvc3x4Qe87DELOnJp4+KAI0V4F/CCy385cKpVi7dq1/PCHP+Rf/uVfyOVyrFu3\nrt/HSyhVEARBOKCkk6gxLb2GWfXLq7H+9V7zolSEzg5ToZroMiGycASyafM7q8c4L3sCRDCELnav\nZnX3VSF7BFRvv9gjzlzVasGlAsEeAk8p5VZ2OuumU/0Isx74nDkViQ3JYPleGQRn7oPGfsv09evX\n09LSQixm/po48cQTef3110mlUliWhcfjoa2tjaYmM9C3qamp/NqyLDKZDLFYjKamJvbs2VNet/KY\n7rS2ttLa2lp+vWTJEuLx+P5+BGE/CAQCcs+HGLnnQ4/c86HnQNzzrkyawKTDKW3aSLTO2tm9eyiW\nisTicVJoCtoipi2KpTyF0U1ER4+mw+sjHvCTKBSINjXjjcexSgUS2sID+OINlPbsJFZxjmSpSLBx\nNP54nHRDI3kg2jwGb53rKIxtIQVERo3CV7FPOhqjEAj2uDedgQDBaJRQPE4qFqegLcLxOP4a62ut\n6QR8wVDVNR6qP+f5aIw0EGlorLqXBwuPPPJI+fns2bOZPXv2gNfcbzE3ZswY3njjDfL5PH6/n/Xr\n1zNt2jRmz57N888/z8knn8wzzzzDvHnzAJg3bx7PPPMM06dPZ/Xq1cyZM6e8/a677uLcc8+lvb2d\nHTt2cNRRR9U8Z60PnUgkau4rHBji8bjc8yFG7vnQI/d86DkQ99xKJcjHGrASnXXXtt7fjM5mSCQS\nlLJZAJJb30Pv2gmhiDkuECTRthsrkyJVLKESCXQmgy4WKRUKWMqDzqSrzlFKJbAsyCYSWLZjlipZ\nqDrXoZVxk9L5QtU+Fgrt8fS4fu31kStZFCrWzxQKZOvdQ4+HItW/Mw/Vn3Nt5y92v5cHA/F4nCVL\nlgz6uvst5o466igWLlzIddddh9frZcqUKZx55pkcf/zx3HnnnTz88MNMmTKF008/HYDTTz+du+++\nm7/7u78jHo/z5S9/GYDJkydz0kknsWzZMnw+H5/73OfKDRUFQRAEYX/QlmVy3ZrGlsOsevsWGD+p\n6neM3rXdna9aLJgQXUe7nTNnj6cKBCGfN413uzUNpl7T4MpiiX6FWXvJmauV+1XZw81Zt7cwqs83\nNK1JDgY8TmsSCbP2i0suuYRLLrmkaltLSwu33nprj339fj/XXnttzXUuuOACLrjggoFciiAIgiC4\nZNKmMCAaL1ejWnd+C891txmB57BrOzgD54sFGD0G3dFmxFxzi9keCJgCh3ze7ftWUc1as2lwNltd\nANHXwPWoLea8NfrM1apC9fmrCyBqHVuJ11e/QOJQw/mcIyhnTiZACIIgCIce6aQpKghH3GrWQsEI\nMhudSpiWHkW7rUixiJo6A9550y2AACOoUgkzON5xfTxeUwBRKtmtSbqJuXxF5Ws4AqFw71EnpwCi\nVmuSWiLM360AotaxlXi9Q9Nn7mDAO/KcORFzgiAIwqFHWcxFIZMy1ajagsqq0107TJNbR4gVCzDr\nWPSbf0G37UQ12I6dP2CcuspGtc44L6tUngBh/ekJ9HtvmfezmbLIUraY6w3l8RrR16NpcLC2w+Tz\nu05bv8TcIA+9P5gpO3PDXFU7hIiYEwRBEA49UkmIxFB+v3HR8nnjpBWK7j7ZNDSMdhv+FouoKdNh\n7x7YsxOc+aaBIDrZ6YZNAZTHFodFE+bM59AvrMJ64C50sWjCspU5c731mHOWvPCz4AhIh/44c8GK\nRsb18HpHTs6cOHOCIAiCMLRYv/uFad47mKSTbh5aOGLy5qySG1IF8zwcqXbmAkE4chbq1HNQjhgI\nBE3YtULMKaWMaCgWjDNWLBgBuXMbvPYqBAJuSPbwI/FcfHmfl+xZ/DH3nA6BYE1RoiYeAY2mEX+5\nMW1vOXM+3wgKsw7dxIuDhZHzSQVBEISDEr3yP9Dnfbp3MbKva6ZTKKdCNGJCrZS6iblC3lSRFvIm\nDFssgs9nRjCFI+XdlBNmDXabB+qxxVwwZJy/dArGjke37XYrWLEb/x47f78+hxozDiZP6bHdc9lS\n90W/wqwjScx5TBh6BHXGEGdOEARBGF6KBSO0+kFp+XfQ777V947ppNvuIxw1QqubM6cLBSO0PF4z\n/aFYMCIgPqp6Rqo/AIlOt5LVweM1IdpAwKyd6oIx46B9N4QHZ4yTmjYLz4X/u/edJMxajdc3oipZ\nQcScIAiCMIxoraFU7H+YtW0XeufW6jV2baP0/75RvV8q6VaIBoKmR5xluflxYIs3+xd/oWBe1xIB\nwSA60dWziMHrMe6e12cEX6GIGt0M7Xv6lSM3aDguYF/O3EgJO3q9IypfDkTMCYIgCMNJsVj92BeZ\nlGnqW0miCzr3Vm9r3+P2k3Ny2wBd2UKkUDAizB8woqxYrFNsYMKsqpYz5zz6A0Y8RmLovXuqwrQH\nHKfQQnLmDIFgn9XDhxoi5gRBEIThw3HkSv0Uc+kUdLT1XCNf3edNt+9CNTtizldR5FCsPs4ZWO84\nc7UcnUAQulezgmkEDNViLhwxYdahFBP9mQAxgsKsqmksnq9/b7gvY0gRMScIgiAMH45j1o8wqy4W\nTbi0uzOXz/ds2rtnFzSPM889nvK8zuoCCDus6guYJr+WVVvw+APQVUvMOc6cx6wTiRlBt3cPKjSE\nzlwwDOMnozy9/EofSWFWQNmVviOFkfOdFQRBEA4+Knq89Yk9yUF3d+YKeSjkzHubWk3j3mQnNDaZ\n973e6vYjDpXOXCZdvwIyEHSrVitxhJ/XY/aJRCEcM59lCJ055fPh/Ycf9r7TSKpmHYGIMycIgiAM\nH054tVREl0ro9Wvr75tJGhesmzOnC3nIm/Yieuu76H//NTQ0oWyxpbw+VzTmsqYiVmsj8PwBI8Qy\n6foVkE6uXI+cOftXqLJbYURiZtoDDFo166AxknLmRiAi5gRBEIThoxxmLcKubVg/v6f+vukUjJ0A\nHe1GjHVbg0LeiMN0Cppb3Pc9HteZS3bBhpeMIKxy5lL1xY4zFqpHNavJQ1NKmfYkkahbQTuU1az9\nYSTNZh2BiJgTBEEQho/KXLZM2vSHq0c6ZUKnPp95Xl4j7z7a/epUlZirCLMmE+Zx51Zzbp/JmdN2\nmLUWKmCLuVrVrE7enD9gcubCtpgbymrWfqDGjEM5YWfhkENkuiAIgjB8VFaz2oUMOp/r2QYEjNiL\nRGHUaOja647rcgRh3nbmjjgKddxC97iKnDlti0W9a5vbV66cM1fnV6JzLbUKIKrEXIUzN5QFEP3A\nc/EVw30JwgFEnDlBEARh+KgMs2YyZlsdd06nk6hIFIJByGXdN8rOXA5KJdSc42uIOVvwJbvM485t\n5jif34zr6sWZc8Ksqnvo1Ost580px5mzxZwaYX3OhOFFnDlBEARh+Ci6YVadNdWqpFLlIfIA+t03\nIRAyeW3hqBFXlX3lHDHnOHPdc8Mqw6wp25nbuQ18PiPC/AGzdp/OXI0CCK8t5ub9lWkP4g+YdQ6y\nMKtwaCNiThAEQRg+7JYkulgqtx4hlajaRT+3ErTl5qQFgtV95brnzHUP0Xq9rpOXSkDTGJMzN24S\nyu9D9+XM1Quzet0wqzrhZHd7ODriJhAIw4uEWQVBEITho8KZw3HmuodZS0X0GxvdnDl/oNxXDuiZ\nM9fdmavsM5dKQMtE6Oyww6wB8PuNK9hHmLXXnLlKJhwGDaN7/9yCMIiImBMEQRCGjfJkhlLRbQqc\n6i7mSrD1XXTbLohEUYEgOp9HF4tYv7inIsxqcuZ6THHweNFOWNayTFVnNmPEn99vh1n3pwDCU3Ni\nhPdrt6KcubCCMASImBMEQRCGj3KY1RZzgUBPZ65YBK2h9RUzpskfMAIu2Yl+9kkj4sAugOjDmQOT\nzxYIGJfO6TOXTvUSZnVak9Ry5uTXqDD8SM6cIAiCMHwUK8Z5ZTPQ1NIjZ45SEXX2Bai5J8L0o+Hl\n54yrlkqC1uhEl5m/ms/XdeaqxngFQiavrauj2pkbXWeep9925kI1cuZGyPB64eBG/qQQBEEQho9i\nxTivTBrGtPRw5nSphDpyBmrGbDNtwR80Lpwj+ro6THFEobecuQoxFwwZd67szJlqVtWLM6dOXNTT\nufN4zCgvQRhm5KdQEARBGD7KfeZMAYRqajGtSSopFasdsEDAdeYAEh0QjdsFEDWcOSfMGqgoZHCa\n+zqtSbKZ+hMglMLzt181QrL7uuLMCQcBIuYEQRCE4aNYAKWMQ2c7czrdM8xa5bb5A5DPocvOXKcR\nZ4Ucurc+c07Om+PMgWka3DDarmzdt8wjVa+aVRCGGBFzgiAIwvBRLBhxVbJz5ppb3PmpDqVStUAL\n2AUQjjOnLTPay65mVfWcuaAr5pQzQ9XvhznHQ7yhfgFEPTzizAkHByLmBEEQhCFFb2pFt+8xLwoF\nCIbL1axqwmGwt636gGKhmzMXtMOsruhTkVhFmLWWM1coiznV3Znz+VEfOWffpzZ4PVLNKhwUSDWr\nIAiCMKRYK/8ddeyJqJNPN45cMOQ2DR4/GVJd6EIB5bedsu55cAG7aXAKU4DgTIcoF0DUcOaKeQja\n1ardxByAOu/ToPfxg4gzJxwkyJ8UgiAIwtDiTGoAI+JCYXQ6Zc9K9Zu5rO273f2Lxep8Nmc2ayrh\nthOJxtxxXjXDrIXq5r/hqBGC9r7K4+0Znu0Lr1eqWYWDAvkpFARBEIaWfM5tSVKwxVyiE0K2W9bc\nAm273P27FTWoQABdyKPTSRgzzmyMODlzdQog8vluYi4Cfl/PCtV9QZw54SBBxJwgCIIwtORzUKqY\nyRoMYVWIOdXcYkZ3OfQIswbtAogEyhFz0Ti6N2dOWyZXDlxnzhcY2OfweKSaVTgoEDEnCIIgDC35\nHBScMV4FVChspjiEe3HmfN0LIHKmmtUWcyoadZ25bi1GlCO4/H4jwIJBVDhiXg8EceaEgwQRc4Ig\nCMLQkstWOHOmAMKEWcNmWx9hVrc1ScKIOY8HguHemwaD2W/i4caVC0f3vRVJd6SaVThIkGpWQRAE\nYWipzJmzCyAo5MvOnGoag1XZnqS7QPMHTKNgy0I1jUH7A27otd44LwCPF++37wJAR2NuDt3+4vG6\nrp8gDCPyJ4UgCIJwQNBtu7B++3N0ohO95R33jSoxVyw7csopgIiPgmSXu3+xCN4KF80fgI42aBpr\nFzL4jTCzmwb3cOYcwVW5fdIReK65cWAf0OsVZ044KJCfQkEQBOHAsHMr+oVnzNd//gYArbWb2wbu\nBAiAsB1mjXUTcz1ms9qOWvNYU8UaCBqB1w9nzkEphRo7fmCfT3LmhIMECbMKgiAIB4ZMxjho295D\nZ1JmW6kIlmVEHJRbkwBua5LoKEgm0Fqb1iGlUs8+c5iqVzVmHJ6/v9WIqnzeNBCu58wNdkhUqlmF\ngwQRc4IgCMIBQWczoDV64zpobEJvfgMcUeeEWUtFU7wAbs6c329Cp5k0RKJ2mLVbAQSYMCugxo43\n1bCFPCjqO3PeQQ5GecWZEw4ORMwJgiAIg4p+YyNq+tFmPBeYytRAEL32/4OuDrOtommwCobMJK1Q\nxWxUO9SqQyHjtlXmpnl9ZvJCc4u7zcmZ8/l6ceYGWcx5JGdOODiQn0JBEARh0NCFPNY/XW9y4zJp\n941sBlIJdPse87qcM+dWsZZz5gDiDSZvzg6xVk5qUEpBIICqFHN+vwnddnfxoGbO3KAQCA68IlYQ\nBgFx5gRBEITBI58DrY1Yy2aMKNMWZFLoVBL2GjGnq3Lm7PBqDWeuZkGD8/7YceWXyuMx+xXyvfSZ\nG1wxp0450xWlgjCMiJgTBEEQBo983jwWCybMeuRMI+7Wv2TEmS3mymHWfN515MKumFOxODrRharV\nagTw3HQ3KhSu3hgImPPWms0Kg57fVs7tE4RhRsKsgiAIwuBRyJnHYhEyGdQJp+D5wvUQDEL77upm\nwWDCrI4jV8uZqxU2hZ5CDsyYL4+nKiQLHLgwqyAcJIiYEwRBEAaPgiPSCuhcBhWOoHw+Mz7LmeoQ\nDEOpiC6VwNJu3lllzlxfYdZaBAK19/UeoAIIQThIkJ9sQRAEYfBwwqyFgimACFWEULU2z6N2u5FC\n3ggwJ1RZM2eudpi1JoFg7X09B6g1iSAcJEjOnCAIgjB4VIZZs+mKStWIGWzv9RqXzhFzfr8rwCpz\n5qIxrHQKVSya4/qDvy9nTsKswqGJ/JkiCIIgDB5VBRAZ120LRyAag2jcbgRcsMVcEOXxEr76umrR\nVp61WtwHZy5Qe18Rc8IhzoCcuXQ6zb333sv777+PUoovfOELTJgwgTvvvJPdu3fT0tLCsmXLiETM\nP+b777+fdevWEQwG+eIXv8iUKVMAWLVqFStWrADgwgsvZNGiRQP7VIIgCMLwUKgQcxVhVhWOoiMx\n48RFYtDZYYSfHWINLv4o+UTCXScQgnx238Ks9Zy5A1TNKggHCwMScz/72c847rjjuPbaaymVSuRy\nOX73u99xzDHHcN555/HYY4+xYsUKPvOZz/DKK6+wc+dO7rrrLt544w1+8pOfcMstt5BMJvntb3/L\nbbfdhtaab3zjG8yfP78sAAVBEIQPDjpvh1kL3Zy5UNi4cn4/KhJFl4qmktWes9qDQBByOSMK+x1m\n7SNnTpw54RBlv8Os6XSa1157jdNOOw0Ar9dLJBJh7dq1ZWdt8eLFrF27FoA1a9aUt0+fPp10Ok1H\nRwevvvoqxx57LJFIhGg0yrHHHsu6desG+rkEQRCEIUS37zFTHxxnLp81IVJnjmo4CtEYKjbKOHPF\nohF89cRc0Amz9t+ZU4GgVLMKI5L9duZ27dpFPB7nhz/8Ie+++y5HHnkkl19+OZ2dnTQ2NgLQ2NhI\nR4eZw9fe3k5zc3P5+KamJtrb2+tuFwRBED44WD+8Fc///lJZzOlEF4TCbs+3cAQVjcOoRlOpWipU\nhVl7EAxBLrsfrUlqOXOe6kdBOMTYbzFnWRabN2/myiuvZNq0aTzwwAM89thjPfbr0bxxALS2ttLa\n2lp+vWTJEuLx+KCtL/RNIBCQez7EyD0fekbKPdfpJDqbwdM0dsBrdRVyRHweikqRBYKFHLlIrHwf\nC7PmYI2bQPD0j6PTKToff4iw30suHCEWj/e455YukSjkCAcC5IJBYv34fqSjMUp1vncdykM4FiMw\nAr6v/WWk/JwfbDzyyCPl57Nnz2b27NkDXnO/xVxTUxPNzc1MmzYNgIULF/LYY4+V3TjnsaGhobx/\nW1tb+fi2tjaamppoamqqEmhtbW3MmTOn5jlrfehEZcKscMCJx+Nyz4cYuedDz0i559aqP8CWzXgu\nXTrwtXI50p2d6GQXALm23Wh/wL2PR5n/u/OJBLqQh2KBTGcnlvKQSCR63HOdL6JzWTLJBJbu3//1\nFqBRtff1esnm8uRGwPe1v4yUn/ODiXg8zpIlSwZ93f32nBsbG2lubmbbtm0ArF+/nsmTJ3PCCSew\natUqwFSpzps3D4B58+bxzDPPALBp0yai0SiNjY3MnTuX9evXk06nSSaTrF+/nrlz5w7wYwmCIAh9\nUlws2zMAACAASURBVCq647UGSiFvvpzWJOmk2zC4O14fFIvofM7kudUiEDA5dYU8+PrpO9QrgACz\nXapZhUOUAVWzXnHFFdx9990Ui0XGjRvH0qVLsSyLO+64g6effpqxY8eybNkyAI4//nheeeUVrrnm\nGkKhEF/4whcAiMViXHTRRXzjG99AKcXFF19MNBod+CcTBEEQeqdUAqs0OGsVCq74Akgl3TFd3VAe\njxFWuUzdSlWlFPgD6Ewa1e+cuToFEGAqWaWaVThEGZCYmzJlCt/73vd6bL/xxhtr7n/llVfW3L54\n8WIWL148kEsRBEEQ9hWrBCVrcNYq5E34NJ8H5UGnEqaIoR5eH2QybrVrLYIhyKQG3jQYzCgvKYAQ\nDlHkJ1sQBGGkMkjOnNbanehQyJkJD6kkqjcx5/MZoVavNQkYpy2d2ocwa52mwWC2i5gTDlHkJ1sQ\nBGGkYlmmee9AKRbcx3zeFnOJumFWwIRXM+n+ibmBtiYBE2KVnDnhEEXEnCAIwkjFKoE1CGHWQqH8\nqAt50yA4lew9zOrz9S3m9jHMqsZNRk2dUftNj0dy5oRDlgHlzAmCIAgfYEol8zVQinbRg1PRGoka\nERbsxZnz+kxxQ72mwQDBEDqdQsUa+nUZaup01NTpdc8nzpxwqCLOnCAIwkjF2vecOb3hJazHH3KX\nePQB9IaXzQsnby5idyQI9ObM+SGbNu1E6lEOsw6CCPN6JWdOOGQRZ04QBGGksh/OnN6zE/32Jvf1\nzq3upB+7mlWFo2joRzVruv44L8ysVb1zW++5d/2lscnMhBWEQxARc4IgCCOV/almLVnQ1VG9hj31\nodxnLmw7c72FWf1+u0iij5y53dth3MR9u8YaeK/9hwGvIQgHK+I5C4IgjFT2pwCiVITOvRWvS+UR\nXsaZy/UvzGo7c6qvalatUeMn79s1CsIIQ5w5QRCEkYpl9Xucl96xBb3qD9DQBIkOtGWZSQ6lIiSz\nZqduOXN995nrq5rVdvYGwZkThEMZceYEQRBGKvsSZm3bjX7nDSPeSiXTesRZo0eYNWJe9yLmVGOz\nEX+9OnMhGD0GVW/GqyAIgIg5QRCEkcu+hFmLRfPlFEx02aHWUhGSCQB0Pge5LCo2yrzXm5j7608a\nd64vZ278pP5dnyCMYCTMKgiCMFLZl2rWYsHe3w7Ldu6FSUfYLl3CuHGJTpPn5lSf9lIAoVom4vnK\nzXD4kfX3GTcJLN3fTyMIIxYRc4IgCCMUvQ995nSx4IZYAd25FwVmm9amgrWrw+TL+ex2I70VQABq\n5pze3//wAtSHF/Tr+gRhJCNhVkEQhJFKydoHZ65oi7miacBbDrPax4cjxq0LR93ecb0VQAiCMGiI\nmBMEQRip7EvOXKng5syNHgNtu+3tdtg1EjWh2EjUtB2B3vvMCYIwaIiYEwRBGKlYFTlwfVEolnPm\n1BFHobdsNtsdZ86ZrhCJVYRZRcwJwlAgYk4QBGGksi+tSUoF+6sEU6fD+5vRllU+XtlTH5QTZvUH\nUB4ZbC8IQ4GIOUEQhJGKZZm8uW7ozZtMcUQlhYpq1ngjROOwe0d1zhyYMGsoDPGGA3zxgiA4iJgT\nBEEYqdRx5qyf3gFb3um2r138YFmmAOLwI9HvveWGaZ15rJEoKhrH8517Duy1C4JQRsScIAjCSKWi\n1UgV2TRks9XbiqYAQpeKKJ8PNX4S7NpekTNnizkn3CpTGwRhyBAxJwiCMFKpyHmrIpOGfDcxVyi6\ns1y9XvAHzeiuUhGC4eowqyAIQ4o0DRYEQRhh6I429MZ1dpjVQmuNUsq8VyyCPZarilLBPOZzpvWI\nzw+5jFkj3mgqV30+lIg5QRhyxJkTBEEYaby/Gf0/T7muXGWoNZcBQHcXc0U7Ny6XtZ05H+TzZls4\ngvIHzJzVsIg5QRhqRMwJgiCMNAp5U53qiLnKUGsmbR57iLlazlwWPF4z6cHvN9ucfnOCIAwZIuYE\nQRBGGLpQMOKsVEPMZeuJOduZy+eMM+fzo3MZ8HpRhx1ppkJE49KSRBCGAcmZEwRBGGnYlanlUV7Z\nLNrnR/n8kDFh1u5iTtdz5rw+PJctBcBz4x0omfogCEOOOHOCIAgjjULerkQ1jpz+t39Fr/pP814/\nnTnl95v2JV53yoMIOUEYHkTMCYIgjDScMKsdXtWJLujsMM/7ypmz3Th8ftO+xCsBHkEYbuRfoSAI\nwkijkHfFmT9gKljTSfM6m7a31RFzzgQIX09nThCE4UGcOUEQhJFGsWCaAJcsU4WazaBTCfNeJgON\nTfVbk0C3nDkRc4Iw3IiYEwRBGGkUClDMmzCrPwDZDKRT5r1sGhpG13bmHOHm9YLPZxw9CbMKwrAj\nYk4QBGGk4RQ/FIt2uDQDKTvMmkmjGppqF0AEQ+a512ccPXHmBOGgQMScIAjCSKNg57+Vij1z5jJp\naKwl5gpmBiu4OXNai5gThIMA8ccFQRBGGoW8+9zOmXPQ2TRq/GTTgqSS7s6cz+8+FwRhWBFnThAE\nYaThVKZ6PEaMWRZk0mj7kYbRVQKvfExZzHkrxJw4c4Iw3IiYEwRBGGFoJ8zq8bpiTGsj5LIZVGNT\nbWcu5IRZ7Zw557kgCMOKiDlBEISRRtEOs3p9xp1znqcSrjOXzxmnzqFU4cx5POLMCcJBhIg5QRCE\nkYbjzHk9xp0DI+DSSdOaJBw1zltlbl2hiAqGwOtDKSU5c4JwECFiThAEYaThiLTKMGtjkxFzmQyE\nI6ZyNWN6z2l77BeBgLu/zxZx4swJwrAjYk4QBGGkUSy4wqzCmdPJhMmVC4ZgynT0xlfNezu2GvHm\n9ZXFm3HnfCLmBOEgQMScIAjCSKNQgFDEdea8PlS8Adp2QSiE8nhQCxejX3gG3b4H6+avmLCq11st\n3nx+lIRZBWHYETEnCIIw0ijkTV6cx2O+/H6IjYI9O43IA9TcBfBGK3TtNc2FfT7w+qtz5ByBJwjC\nsCJiThAEYaRRKEAkCl4vyuM1UyDio9C7d5Tbj6hg0DzvaDPH1HHmymFaQRCGDRFzgiAII41C3hQ5\neEyIlUDQOHO7tpvtDqEwuqPdPPf53Lw5B79fqlkF4SBAxJwgCMJIo1gwos3rNe1J/H5UbBS07ymH\nWQHbmWs3la0+f1UBBCBhVkE4SBAxJwiC8AFD57KUbr9x/47VGgoFVDlnzgmzNoC2IBx2d7bFnJpz\nPJ5Pfa5cLFGmu1MnCMKwIGJOEAThg0Y2A++8sX/HlkqgMKFVp5rVCbMCqsqZi6A72yEWRx19XM9W\nJOLMCcJBwYD/pLIsi+uvv56mpiauu+46du3axfLly0kmk0ydOpVrrrkGr9dLsVjknnvu4e233yYe\nj7Ns2TLGjBkDwIoVK3j66afxer1cfvnlzJ07d8AfTBAE4ZClVDIVpvtDMW+cOL/f7TPn85fFXGXO\nnAqF0dvfh0lHmA1eyZkThIORATtz//mf/8mkSZPKr3/1q19x7rnnsnz5cqLRKCtXrgRg5cqVxGIx\n7rrrLj7+8Y/z4IMPArBlyxZWr17NHXfcwfXXX899991nwgCCIAhCbUpFI+j2h0LBiLDK6tRA0Izq\nCgR6FEDQ0V6ucK1ZzSrOnCAMOwMSc21tbbzyyiucccYZ5W0bNmxgwYIFACxatIg1a9YAsGbNGhYt\nWgTAwoUL2bBhAwBr167l5JNP/v/bu/P4KKt78eOf80z2ZJLJZIEAQtiVJeziCoittmgraqVVry1W\nuyi4dXHp73pbb+vW1gVFsfYqesVbxSpWvVdtlU0FlS3IIktkEYSsk20yWWbmOb8/TjKTkIAJhEkm\n+b5fL16TeeZ5nnnm8CT55nvO+R4cDgfZ2dnk5ORQUFBwIpclhBA9m21DMHh8f/j6/RATFy4rYlkm\nUwcmO9e8mzUxCbxVZgIEtM7MSTAnRLdwQsHc888/zzXXXGOWdQGqq6tJSUnBssxpMzIy8HjMtHaP\nx0NGRoZ5U8siKSkJr9eLx+MJdbcCuN3u0DFCCCHa0LRWqm13/NhAg8nMNetmVbGx5rWU1JaZuaYg\nLqF5MHdEZi5GulmF6GrH/V24ceNG0tLSyM3NZdu2baHt7f1L8Xj+oty2bVuL95ozZw5Op7PD5xHH\nLy4uTto8wqTNI6+7t3nQE0814ExKQsXFdezYijhq4uOJT3Hij4vHkZiI9qeQ5HTidbmJc6UT1/jZ\n61zp1AGJjdsanE4a4uNJaXy9JjERR2ISCZ3QVt29zXsiafOusXTp0tDXo0ePZvTo0Sd8zuMO5nbs\n2MH69evZtGkTDQ0N1NbWsnjxYnw+H7ZtY1kWZWVluN1uwGTcmp7btk1tbS0pKSm43W5KS0tD521+\nzJHa+tDV1dXH+xHEcXA6ndLmESZtHnndvc1147VVV5a3nH36dcf5G7D/6xHI7kddYzdtMBAEFNXV\n1eiLr6Quuy/1jee3lellqdNQX12NtjW25Qi1jQ0EAgH8ndBW3b3NeyJp88hzOp3MmTOn08973N2s\nV111FYsWLWLhwoXceuutjBkzhptvvpnRo0fz8ccfA7Bq1SomT54MwOTJk1m1ahUAa9euZcyYMaHt\na9asIRAIUFxcTGFhIcOGDTvRzyWEED1XUzdrRydBlJVASSHWT29vHDNnmW7Txm5WNXg4KrlZpqap\ne7Wpu3XMJKxr5oVfP3UcauDQ4/wQQojO0umDHa6++moeffRRXn75ZXJzc5k5cyYAM2fO5PHHH+fm\nm2/G6XRyyy23ADBgwADOPPNMbrvtNmJiYrj++utDY/CEEEK0oaksSUeDuYBZxks5HJCcConJqKnT\njzr2TiUkoSG8XqvDAc2CPeuMGR2/diFEp+uUYG7UqFGMGjUKgOzsbO67775W+8TGxvKLX/yizeMv\nvfRSLr300s64FCGE6PmCjcFXR4O5hobwzNW8yaixE1HWMWajJhwxAUII0S3JNCQhhIg2oW7WDhYO\nbqoxB6YHRH1NWZGmpb3iEzp4gUKISJLlvIQQIto0BXF2BzNz/nqIjW///keWJhFCdEsSzAkhRLQ5\n3m7WZpm5dmmqORfXgQBQCBFxEswJIUS0Oc5uVu1vQHUkMEtKRl38fZQlvyqE6M5kzJwQQkSb0GzW\nDq4A4W8wJUnaSVkO1CVXd+w9hBARJ39uCSFElNHB450A0Ww2qxCix5BgTgghoo3dsTFzWmvsFxdB\nfT10cPkvIUT3J8GcEEJEm47OZvU3oFe+Dd6qjk2AEEJEBQnmhBAi2nR0AoSvxjxWV3asNIkQIipI\nMCeEENGmo6VJan0A6OpKycwJ0QNJMCeEENGmnWuz2q8sRpcWgc9rNkhmTogeSUqTCCFEtAl1sx49\nmNN1PvT7b6IGDw+v4CBj5oTokSQzJ4QQ0aaxm1UfawLE559BMIAuKUI3drNSVSmzWYXogSSYE0KI\naBPqZg1PgLDXfYD9jxdDz/XWDZDdD0oLwxMg6mtRUmdOiB5HgjkhhIg2bXWzlpeit20KPdUlhai8\nKeiSQqitCe8XI8GcED2NBHNCCBFtgm0Ec8EgHNyHDjRm6xrqYcAgKC0KZ+ZAulmF6IEkmBNCiGjT\nVjAXCJjiwP/zFPrzzVBfj+o7AMpLzcQHZ5rZTyZACNHjSDAnhBDRpq2iwY1f6w/+id6322TmklMg\n1YU+uA/SM81+UppEiB5HgjkhhIg2wSBYVsvlvIJBGDMJThsHdXXQUAdxCXDKENhfAOkZZj/JzAnR\n40gwJ4QQ0cYOmgzbEd2s6rQ8VN5kqK81mbn4eNTQU8G2Ue6mzJyMmROip5GiwUIIEW2CQTOR4chu\nVkcMxMVDfZ0J5uISUENGoqFZN6sEc0L0NJKZE0KIKKA3f4qurzNPgkETlDWt0dq0zeGAuHi0r8a8\nFhMDg4aBssLBnMxmFaLHkWBOCCGigP335+DgvsYnjZm50iLsV5832xozcyohEbyVpotVKVRCIta8\n/4fKOcXsJ5k5IXocCeaEEKKb0b4adFVFy43eStN1CqHMnD70pVnpAcLdrPEJUFVhulsbqXFTILFx\nfdYYmQAhRE8jwZwQQnQzevU76P97JfzcDkKNF/wN5nkwaIK1mmpoMNtC3azxiY1rsB5RgiQhEWLj\nUEpF6mMIISJEgjkhhOhuarzmXxNvNWgdCubMbNY48HlD2TodDKBiYiEhwWyPT2h5zpRU1GU/jNAH\nEEJEksxmFUKI7sZXg26+nqq3CgDd0ICC8ASIWh9YDrNPINCYmWsM4o7IzCnLgfrGd0/+tQshIk4y\nc0II0d34vNA8mKs2wRz+ZmPmmmalhsbRNRszB627WYUQPZYEc0II0c1oXw34fOEN3krz6PebRzuI\nalqWy9+Atm0T4MVIMCdEbyTBnBBCdDe1NS0yc7q6MZhraDZmrnm9OL8/1M2qYmJNiZIjx8wJIXos\nGTMnhBDdhC74HL3pYzP54chuVqVadrM2rxfXUB/uZgWTnZPMnBC9hmTmhBCim9A7t6B3bmnMzPlM\n9ymYCRCp6S3LkLTIzNWHu1nBzGiVYE6IXkOCOSGE6GK6stx8cXAfeErAV2NmpjYt31VdCe7MI0qT\nNAvWQpm5xpmt8YkQL8GcEL2FBHNCCNGFdFU59u9vM18f3GcCN8sCpwtqa7A/eg+9dQPqlCHhYO7I\nzFxDg3SzCtGLyZg5IYToSrW14K1C19eDpxhcblMgODHJ1Jv7ZBXW3FvQDXWwdaM5pvmYufjExsxc\nsFlmLqF10WAhRI8lmTkhhOhKTV2k+wsgux9k9oWkFBPM1fqgwgN9+qFi49GhzFwgHMylppmMXTAA\njsZ1VyUzJ0SvIsGcEEJ0Afvvi9H1deHluAoPQHomyp0FScmQmGzGzlWUgSvDdKs2NKCrKsC2w8Fa\nqsucIxAeM6cSEiFOMnNC9BYSzAkhRITpQAD93htQVRFewaG4EJXsNBMdEpNRScnoijKTcUtKNpk4\nfwP23TdAZTmqKTPndKFD3axm5Iy65GrUhDO66NMJISJNgjkhhIg0T7EJvvwN4cxcyWFIcYI7C9XU\nzXr4AKS5UUqZYM5bZbJ1Ab/J1MXGoRITwxMgGkuTqOwcVFJyV35CIUQESTAnhBCRVnzYPPr9JqsG\nUFwIyU7U1OmoS/8Nkp3oA3sgPcO8HhcPntLwOWLjISHRbD+im1UI0btIMCeEEBGmixqDuYA/3M1a\nUggpTlRSMiqzD2r4KNi9HeVqDOZi41quCpGcDM40E9T5W3azCiF6FwnmhBAi0kqaMnPhblbqayE5\nNbzPyDwzicHlNs+bL98FkJWD9Zs/m8xcXR2gTX06IUSvI9/5QggRYbr4MCgL/M0yc4BKcYa/jo2F\nMRPAnWU2NBUJbgruLAcqPsFsr/OBw2HG1gkheh0J5oQQItI8JZCR1djN2hDOuiU7W+xm/XA+6twL\nzJOmfQaPMI+Oxh/fcfGNy39JF6sQvZV89wshRKTV1YIzzRQBbqg32bbGMXPNqaSU8JPGzJwaOARd\nV4uyGic7xMWj63wSzAnRi0lmTgghIq2+DlJSw92saY1dp83HzB1BWQ4TsKW5cfzi9+EXYuPMShEy\nk1WIXuu4/5QrKytj4cKFVFZWopTi/PPPZ9asWXi9Xh599FFKSkrIzs7mtttuIykpCYBnn32W/Px8\n4uPjmTdvHrm5uQCsXLmSZcuWAXDZZZcxffr0E/9kQgjRXTXUmfFxjbNZlcuNjotDxX/NElxxcShn\ny4BPxcejayUzJ0Rvdtzf/Q6Hgx/96Efk5uZSV1fHHXfcwbhx41ixYgVjx47lkksu4fXXX2fZsmVc\nffXVbNq0iaKiIh577DF2797NX//6V+699168Xi+vvvoqDz74IFpr7rzzTqZMmRIKAIUQoifRdtBk\n5BKTw7NZXe5jZuVCYuPA6Wq5LS4earyhgsFCiN7nuLtZXS5XKLOWkJBA//79KSsrY/369aHM2owZ\nM1i/fj0A69atC20fPnw4Pp+PiooKNm/eTF5eHklJSSQnJ5OXl0d+fv4JfiwhhOhe9MF96AqPCd7i\n4s2/pqLBAwajpl3w9SdJS4f0zJbbUlKhslwyc0L0Yp0yZq64uJj9+/czYsQIKisrcbnMX44ul4uK\nigoAPB4PGRkZoWPcbjcej+eo24UQoiexX30e/ekqqG8M5mJjW3SzWhf/4GvPYd39KMp9RDCX6jI1\n6mTMnBC91gkHc3V1dTz88MPMnTuXhISEVq9L3SMhRG+ntYa9u6CsxEx+iE+AmNhwN2vc14yVa9Tm\nz9OUNPMo3axC9Fon9N0fDAZ56KGHmDZtGlOmTAHC2bimx7Q084PG7XZTVlYWOrasrAy3243b7Wbb\ntm0tto8ZM6bN99u2bVuLfefMmYPT6WxzX3FyxMXFSZtHmLR55HV2mwcPH6S6phpHpYfEGIuapGTi\nnE50Qx2BQIDE9HRijvf9nE4qEhJxxEb3fSL3eeRJm3eNpUuXhr4ePXo0o0ePPuFznlAwt2jRIgYM\nGMCsWbNC2yZNmsTKlSuZPXs2K1euZPLkyQBMnjyZd999l7POOotdu3aRnJyMy+Vi3LhxvPTSS/h8\nPmzbZsuWLVx99dVtvl9bH7q6uvpEPoLoIKfTKW0eYdLmkdfZbW5v3QjZOQSKDlHj8WDHxFIftMFX\ng67z4fMHUSfyfs40gkpF9X0i93nkSZtHntPpZM6cOZ1+3uMO5nbs2MEHH3zAwIEDuf3221FKceWV\nVzJ79mweeeQRVqxYQVZWFrfddhsAEydOZNOmTdx0000kJCRwww03AJCSksLll1/OnXfeiVKK733v\neyQnJ3fOpxNCiO7g4D7U+DPQH/wTGpp3s/o71M16VM40mQAhRC923N/9p556Ki+//HKbr919991t\nbr/uuuva3D5jxgxmzJhxvJcihBDdii4tQm9Yg3XhpWZDjRcGDwfbRpd7TDAXG9d5wVyqyywLJoTo\nlWQFCCGE6GR6z04zc7Xpua/GLM2VkQWHv0TFJaBiY9GBjk2AOBrlTJPZrEL0YhLMCSF6JW3baNs+\nOScvL4XqqvDz2hpISoaMbPShAxAfDzFxJpvm95syJSfC6ZJuViF6MQnmhBC9kn7nVfS7yzrvfAXb\nw0/KSqC60pQkAfDVQGIKKiMbDn0J8YkmgPNWQVwCyjrBH8WpaSgpTSJEryXBnBCid6osB08x9up3\n0PsLTuhU2ufFfvBOdJ3PPC8vNQWB62vNDj5vY2YuC8qKGzNzseApgdS0E/0kqNzhMOy0Ez6PECI6\nyZ9yQojeqdaHrq+DDWugugo1aNjxn+vgPvNYUwMJSeApNc+rq8zzZt2sQHgCRFUFDD31hD4GgBp6\nKqoTziOEiE6SmRNC9Hi6rhb7/bdabqv1QXWFydAdOnBi5z+w13zh85rH8lJwZ4a7Wn01kJiEcmeZ\n1+MTwuPknCeemRNC9G4SzAkher7DB9CvPYe2g+FtdT6oroRKD7rwxII5Duwxjz4vuqHeZOL6DTRj\n4urrICYWFRMLmX3Mfk115gCV6jqx9xZC9HoSzAkher6qSjNztPCr8LZaH5R7TNas8KsTmtmqD+yD\ntHSoqYbyMnBloJxp6Ooqc/6kxkLozjQT2DV1szZtE0KIEyDBnBCix9PVFeaxqTsUTDBXXwup6ZDi\nNBMTjlfJYRg8El3jNZMa3JkmSPNWmixdognmlGWBO+uIblbJzAkhTowEc0KInq+6EmJi4Ms94W21\nNabQblo69OkPRV8d/fhj0H4/+BtQmX3MWqvlpaj0TEhJM+/bPDMHqNPPNe/XlJmTblYhxAmS2axC\niJ6vqhKGjUJ/+UV4W10tZPQBlxuVmIyuqkAdz7mrKyElFZJTzAQIf4PJvjlTofBgYzCXEtrduuRq\noDEIBFQnlCYRQvRukpkTQvR81RWovCmwvwAdDKIDfrCDkJGFSks3gVd15XGeu9J0qTYFc43drCqr\nL/rwAXStF5WY3Pq4piK/MmZOCHGCJJgTQvR4uroSlXMKpLnhq31QW2tKhThdppvV6fraYE6XFqH3\n7m65zVNiasU500z2rcbb2M2aBUNGmpInZSUtulmbKKUgLk66WYUQJ0yCOSFE1NPBILr4MHrv7lD3\nZQuN2TM1fBR69+dmvFxCEuRNRo3MM6swVFWiC7aj7SD+LRtav8cnq7CfWxBeoguwn/4T+tNVKGca\nKikF7fOagsHuTFRsHAwZgV7+FvQf2OZ1W3c8iEpJ7bR2EEL0ThLMCSGinv7Hi9gP3I792O/Q6z5o\nvUNTV+jQ0+CLz02NucQkrKnTUSPHoFLS0NWV2E/cCwf2UXPvr8zM1ObKS+HQl9hPPYjevsls89Wg\nd241mb2kZDM+rqlgMKBOG2+CyHMuaPO61cChndkMQoheSoI5IUTU04cPYl19A+r877Salaq1Nstq\nOdNQ/QeiDx80ZUkSk8I7paaZ47zVUFpotpUcNsfX+tBf7EB7SlHnfNMUGd68zuxTX2uCN2fjBIjS\nIrDt0IQH9c3vYt1+PypG5poJIU4eCeaEENGv5DBk50Cf/ugjS4z4vBAXh4qNhawcKClsUfsNMLNR\nS0wQp4983LoB+8VF4ClBnXcR1sXfRx9uXDGirtY8No2Zq65ETTzTjIcDVEwsqtlMViGEOBnkz0Uh\nRFTTtm2Cuaw+KG2jiw613KGs2JQKAVRyCjgc6OJCVIvMXLNJCKVF5rGkMPx46IBZfisjy2TgDh8w\nGb/6OnPeVBekpKJ+OB915syT9VGFEKJNkpkTQkScrqnuvJNVlkNCEiohyWTnig+1XJqrtAiy+oaf\nZ/WFfbvNBIhGKj4B4uLNtZWEgzldXWWODwZAN3afpmeabtrqSkCZDF9KKsqysM69QLpUhRARJ8Gc\nECKitB3EvuM6Eyi19brWrdZJtf93Kbq+vuV+B/dhL38Lihu7WMEEdIkpUFEW3q+kCJUZDuZUdg46\n/xNTOqQ5Z5oJ9EqLUKku9LoPsf/jBpPpc6aBOwullFmSq0//xoAwEXXZNUedrSqEEJEgwZwQbNCT\nPwAAIABJREFUIrJqa0335Beft3pJl5dh/+et6NXvAGCvfhddXoZ+8yUTPDXfd92H6I/eQxcfQmXl\nhF/o0w+ad7WWFkJWn/DzrL6gNWr81JZvfsoQ1MixUFaMY8hIM7khaMMXn6MmnBGaoQqg+g5A7/8C\nEhKxZswyQaQQQnQRCeaEEJHlMyU/dMH2Vi/plW+bJbAqPI3P/w/96SoIBtD7C1ruu/Mzs+9X+yHn\nlNB21adfi0kQuqQQ1bybtf8g1PipLcfMAY55v4FhoyAYwJE7zNSAm3KuCfy+eQnWzO+Ed05zmXF6\nCYnH3QxCCNFZJJgTQpwQXVXRsQN8XlAWenfrYI6yIsgZEJ4lWlON3tZY021/eF1VXV8HB/ZCXAI6\n/xNU7rDwOfr0b5mZKymCZt2s1unTUD/5VZuXppKTGx+dqGGnwcgxkJGN6jsANW5KeEdnmhlbF5/Q\noY8uhBAngwRzQojjpuvrse+8vtV4ttDr+R+jC47oTq3xwuDhUPgVuqyk5f5lJaj+g8LBnLcadm+H\n/oPQXzbLzO0vgP6D4JTBZrZqs+K7JjNngjltB81aqZnZLd5HWUf50ddUHy658TFvCtYPftJ6v5RU\n030rmTkhRDcgwZwQ4vhVlIG/oVWh3iZ63UfobRtbbvR5wZWBOvt89PI3W77mKTZBWl0t2t8ADfUQ\n8KPGTIKyEnStD3vNcnRpMSorB9W3P2T1DQVfQOOYucbrKT4MLrdZWqs9moK5FKd5TEhE5U1ptZty\nppquYAnmhBDdgARzQojjV14KgC482ObLuqLMlA5pvs3nRSUlo6Z9C/1peOktHQhAZYWZXFDng5pq\nsxA9mAAt1QU7t6BfeMIEfe5M6J+LGnzErNTMvuApNef7ar8JDtsrlJlzHnu/lDSzn3SzCiG6ASmI\nJIQ4brq8sQTIUYI5KsrQRwY8vhoTNGX1hepKdCBgarNVekzAluw03azeahOYVXhQmX3QLjd6724I\n+NF7dqHGTkKd/Q2YOr3F6VVsLKRnwKH96IP7Uf1z2/+BkhrHzH3dqg1OE8xJZk4I0R1IMCeEOH4V\nZeDKgELTran9fqipMpMbig+b148MeHxeSEpGORwmKKosNysrlBWbx8REE8zVVEOK0wRsg4aiXBno\nfbvMOQq2o6ZdaILANor0qpkXYb/wpFmP9czz2v954hPA4fj6zJwz1TxKMCeE6Aakm1UI0W720mfQ\n2/PDG8pLUaeNQx8+gPb7sRf+Hvuvf4YvdqDXfQB+f6tuVmpqzJJYYLpKy0vQDfXoHZ+h3FkQnxjO\nzCU7sS6YbTJlLne41lytr0XdtyOp87+LysiGLevNhIp2Ukqhzv8uVrr72DsmJoMjxlyrEEJ0MQnm\nhIgS+qsvCT71QNe9v9boj1ei9+wMbysvg1HjoawYvept8FbBoQPo4sNmvFpWDnir0MFg+EQ+b2hs\nGukZZqWFW65Cb92IuvBSs8xWXS26pgqVkho+Lj3DdNG6GgOt9KyjXqtSCnXdL1Dfv86UKukA64pr\nv3bChFLKzGiVzJwQohuQYE6IKKE/+xTyPzlqGZCT7tABsx5p8eHwtvIyVJ/+qNET0cv+G/XN2WAH\nYe8usKzGhemdUB2uRWcmQDRONEjPQn+8AvXNS3D85s+ogUNNgNQsMxeSZoI4NWIMxMZByrG7QlVs\nLNY3LjHduSdDilOCOSFEtyDBnBBRQn++GZRqtazVkez/esjMBm3veavK0VqHn9fXYa9dYb7evgn7\nvTfM1zs+gz790cWH0D4vwf+8BQ7uhfQM1NRpoEGNPx36DjDj3YaPRrkyIC0dKsuxV/4fetc2U2cu\nOZyZw1eDGnpq6P1VbCwoTOmPZgGbasrInZoHmX1MdqwrOdNQEswJIboBCeaEiALa3wB7dqHOnNnm\nMljN99OfrILSonaf2/7Tb+DL8OoKfPE5+vnH0b4a7NdfRH/4L7N9z07UWTOh+DB66bOo3OFYtz9g\ngqy8KVh3PohKSEL1HQDpmagRoyG7r5kgUV6Gfv1F7KceMN2viWbWKOmN494Gj2h5UQmJ6LLilpk5\nVwYAavxUrF/+od2f72SxvvMDGDG2qy9DCCEkmBMiKhzcB9l9TXdmszFrYNY4Da2kUFZsHhvXNj0a\nvX0T+vBBM/u06DC6uDD82sH9Zi3Uvy+GqgooLULX+dCH9qNGT4CGBrOE1hU/Rg0xNd6U5TBdpGCW\n48rOQV30fdS3r0DlDDCTIRISsX59P/Q7xWTrAJXZB7L7oVJdLS8wPhGKDqGczbanZ5jxcimpqMbj\nu5IaMcYUDxZCiC4mwZwQUUAfPoDKGWgK4B4+0OI1e9kL6DXvmyclJiOny8uw//l6y3PYQfRn69D7\nv8D+29Poj1eYxeK1DaWFBH93E7rWZzJnQ0aiP3oP699uNEtmFeyA4kNmQfvsvqgzZ7ZaqL6JGjcV\na8YslMNh/k04A/3patTQU1E5A3Dc/Wj42NxhWHe0MakjMcms4jAgPBNVxSdg/XFx13evCiFENyN1\n5oToQrqkEIoPm4zXka9pjV76LPqq683kg5wBkNnHdFn6G1CxcWaVg7270XGmMK9u6l7dvR29djl6\n0tmgFMqdiX71efTmdWYSQ50PvXcXapDJpukdn5kg7sAe9Ff7sa64FuISUIOHoz7PN8GiKxMVF4/1\n3SvhyFUXmlE5A8y1NhlyqsnEDWl9jFLKFAo+UkKimfHqzmq9vxBCiBYkMydEJ9L5n4QmD7Rr/3Uf\nYL+4yARuhV+hq8qxP11tgquyYvR7/6Dhw/fQhQdROaeYIrmZfcIzSg/sMZMJ9u4ykxhKi8CVgd65\nBQD7lWew77kJvXs7eu0KrDseQJ1+LuqCS2F/AfrwQTNhYedWcz37Ckzmb9BQ1ODhAKip09HrP4T+\nA83z8Wd0qJtTWRbWVT9HTTyr3ceQkAinDJbgTQgh2kEyc0IcB71vNwwa1irYsD/8FwT80N5VBw7u\ng5JC+GIH9j9eRLnc6C0b0DExqNPGgTuL+vfeNEVy+51ijunbH/vV5029Nmcaatzp6K0b0c8/ht6/\nBzXsNBN8xSfAhjWQlIK94HeoH/wE5UxDXX0DAMF1H6A3f4oaPQH9/puQ6kKvftfMFE0Id6GqgUNR\nZ8wwQd9xUhPP7Nj+CUmQk3Hc7yeEEL2JZOaEaKS1RtfVfv1+ZcXY9/4Stm4wz2tNGRAd8MOurabb\ns1mpj2Oe6+A+1JRzsd98CfbtRn+6GnJOQV36Q/THK1EXXIqVkQ2eElOAF8xs0S3rUeOnovr0Q517\nIeq8WRAbD4f2w/BRZr+p0yE2Dutnvzb7nv2NFu+txk+FulrU6dPC+xd9hZp5cavrVHNvQX3rsnZ9\npk4x7DTU2MmRez8hhIhikpkT3ZL2+9EvPIG69pbj6mrT+7/Afv0FHLf8rn37B/xmGaqD+7D+8BRK\nKXRNtVmVYMhIVFbf8L4b1kBWX+zXX8SKicV+5hGsPz4DBZ9Ddj9TIPfAXuzd21F5k0PHar/f1FAD\nUwdu51YoLULd8SD6vl+ixk42Y+HypqBOPxf9vy+jRo0j+TtzqN66yXSxgpmQMHwU1rcuD11TaOzb\nhZeC1ui/PY2aci7q4h+g0jNQo1qPybN+8JPwk2QnauoMdFkx6ozWWUVlRfbvPuv870T0/YQQIppJ\nMCe+ltY68mOX9u5Er12O+s4P0Jl9oL4OlZCItm30239HDchFjTvdXN9n62BkHio+PnzNG9fC1o3o\nwq9Qfc1yTvY//gf69seaOt08/3Q1KncYKrufyaiVFkEgYJajKi3Efu4x6D8I/b9Lse5+xEw4qKtF\nf7wC66qfYS99Fnvps1DpQa/7EP2PF1GzrkBvWY/94B2mjEZpEXz7cuzHf29quY0ca65Ha/TKt6Hf\nQFRyCtYtvwVlodxZoRULrD8sMiU/HI5QCRDABGkTzmiz2VRmH1OTDqBvf1O0tx2sOx6Evv1x3HBX\nh/6bhBBCdD3H7373u9919UWciOrq6q6+hKilbRs2rkF/+C/U6Imh7fZr/43esxM1YjRaa+w/3oXK\nzkFlZBMfH09DQ0Pb5ysrATuIimsWVNk2+l+vw6BhUOFBNRWLBeyP3kfvLwhllULb130Au7bBF5+b\n8V8b16KfeRiV2Qd78QLY+Rm6qgI1+Wz0G39DL3kSXG4zM7RPfzOw/703zAzKwq8gIxsOH0D//TnY\nvc3MnlQK/cR9ZpZmYy011W8QKj0TvfkT9PK3sG662wRn2zdBnQ8G5GI/cDvqlCGob1wCloKP3kOd\ne4EJ5L5xCdY3vmvWEx01Aesb3zUzSPM/QY2ZaM6XlAIH96LXfYg1/99h0BDUgMGoZCcqOaVFBkwp\n8/WRba6UOuYSVcrhQA0aZiYxtDMIV85UmWzQzLHuc3FySJtHnrR55Dmdx16G8HhJZq4b01/uQa/7\nAOvyH7X/mJJC9PZ8rOnfCm8rOgTJKS0WLdc1Xuw/3gkOB5QWo2fMMuthpqSiV/wvJCZjB4MmiNmz\nA/v9N3CMGE2w8CvsDWtNV6DLbRZQt23Yvxt74b2osZPgh/MhJhb99J9g8Aj0K4vRWzfCji2oS65C\nDRqKrqpE//1ZUBb69GmmyG1SMvrzzej/eshc5LDTsFe/C4cOoE6fhv23p03X4LDTsH97E/q5x9Cl\nRahrb0W/9FeorUHnTYEt6yE+AetX92L/43/Qj/4W4uKxrv8F9r/eQC99Bm3bqHFTUN+/Hvux/4RD\nX2Ld+jvQoJc8iXXjb8IFcafOQK9dDp5S6NMP68e3mus7cyYEA6jTp0PucNS5F5j9TxtHKCxyppry\nHpdcbYKlSWfBhDNQl3pQ7kxOVvikxk05SWcWQgjR3Sjd3pHa3dShQ4e6+hLapamrUtu2WYjccpj6\nX0qZzM+g4ajG9Sq11uDzol9fgl7zPtaj/2MCLb8f5c7EXvchqk8OauBQ9OZPYdgoU2R1zw7s11+E\ngu2oi74PnhLUuCnY//0EKm+Kqepf4UGd803Trag16pp52H95EL7cY4KVzD5mvFb+J2YNzfo61Lcv\nR7/9qqnqX1qEHj4adm01syjXrTafJTYOdeVP0S8+BTGxMHAI7PwMGhpM5uqTVVg/vhWd/wm6qhJi\nY7HO/w561TumjIbDAXV1EB+Pde2tJmM24Uz0039EXflT1HkXQTAYGjcWvPtGqKnGuv+vEBuH/dC/\noyaehX7paaxf/N7M8hyQC4C9/C0oK8a64semLlswgH3PzVhX32Bmcu7/AvvJe7Hu/QsqJrb1/11N\nNfYd10FMLNY9CztUlkPX1UJ8wgllvZxOp2SgI0zaPPKkzSNP2jzy+vXrd1LOK8HcSaS1hj070f/6\nB/rLL7B+fT969bvod/4OloW68HLUt7+H/ctrUKMmoOZch/7wn1DhQX+8EmJjISnFdPW9/XeoqUaN\nmoDevQ2CQawf3YT99J9McdWBQ+DQl5A7DDVoOPr9N1HTLkTv/Ax16jj0O69CVl+s71yJvfod8Ddg\n/fxOVKoLe8376BcXYf38LrS3ypShKPjcBIgutzl/WTGUFuEcfzre+npTt2zN+6hL/y0cmCY7TSYt\nGEQvewH1vR+Bp9TMgrQcLbpfQ23k90NFGWSY4rDKCncf6qoK7IV/wPrVva2Otd96GVxurHO+2fJ8\nJYUtJisc9f8mEAhPKMB0Bx9rkH/wwTtQI8dizf63rz13Z5MfuJEnbR550uaRJ20eeRLMHUV3Cebs\n1e+gBg0Hl9ssXJ6UDLU1YNuoad8Cf4MpO+Gtwrr1HnPMI3ejfvBTU+MrNrZxIfXzwLJgxBjYvA76\nnWLGY13xY9SUc9DrPkSdlofetQ392guoiWegZl6M/mw96oLZZpKA1tBQj4pPCF/fe/9ADR6JGnpq\nq2vX/gb4ck+brx2pvd/82lMKLnfEZ0GeLNpbBUnJLYLNSJEfuJEnbR550uaRJ20eeScrmJMxcx1k\nf7wCvWY51syLIW8KesmT6OLDsK8AnZFlutQmnYUaNb6xiv2QUEBjN9RDWTFq4BAA1IQz0YsXoK64\n1nQ5Hjlr9PRp6Ooq1PBRqBFjzDHfvMS8lpWDfuNvqKkzULnDUbnDQ4cppUzB2Gasb1xy1M+kYuOg\nHYFcRyh3Zqeer6s1H28ohBBCdCfdJjOXn5/Pc889h9aa8847j9mzZ7fruJORmdMN9eh3XkP1HwSZ\nfdD7d0NCEnyxw1TMn3UFesX/QXnjGLOJZ6IGjzBdo337oy68rF0ZKa017NsN/Qa1KKvR7uus8YbG\n2UWK/CUXedLmkSdtHnnS5pEnbR55PTozZ9s2zzzzDP/xH/9Beno6d911F1OmTKF///4dPpfWGrSG\npgxXyWFISTPjv4oOoffugj07oaYaxk81JSwqPCaLFvCbmZkVHsibjN620UwAOGUI2l+PSnNj/fvD\nqJRU9LkXmP1SnCazhZnF2BFKKRg8osOfMXR8hAM5IYQQQnQ/3SKYKygoICcnh6wsMwj+7LPPZt26\nde0K5uyn/2TGM3lKzVqVgQBo24w7q62FNJdZ11LbkJJmyk0MGQm+VPRbL5sB7TkDzEzKuDgzmD8z\nOxSgHY1SCtJl7UghhBBCdK1uEcx5PB4yMsKBkdvtpqCgoH0Hj5mIleoyhWGTU0wwBibDlpRiSl4E\n/KasRUJiy2MvuaqTPoEQQgghRNfoFsHcibDOOv/rd4qNg9blw4QQQgghol63CObcbjelpaWh5x6P\nB7fb3Wq/bdu2sW3bttDzOXPmnLTBhOLoTtZyJOLopM0jT9o88qTNI0/aPPKWLl0a+nr06NGMHj36\nhM/ZLYqADRs2jMLCQkpKSggEAnz00UdMnjy51X6jR49mzpw5oX/NG0REhrR55EmbR560eeRJm0ee\ntHnkLV26tEUc0xmBHHSTzJxlWVx33XX84Q9/QGvNzJkzGTBgQFdflhBCCCFEt9ctgjmA8ePHs2DB\ngq6+DCGEEEKIqNItulmPV2elJ0X7SZtHnrR55EmbR560eeRJm0feyWrzbrMChBBCCCGE6LiozswJ\nIYQQQvR2EswJIYQQQkSxbjMBoiPy8/N57rnn0Fpz3nnnMXv27K6+pKhVVlbGwoULqaysRCnF+eef\nz6xZs/B6vTz66KOUlJSQnZ3NbbfdRlJSEgDPPvss+fn5xMfHM2/ePHJzcwFYuXIly5YtA+Cyyy5j\n+vTpXfWxooJt29x111243W7uuOMOiouLWbBgAV6vl8GDB3PTTTfhcDgIBAIsXLiQPXv24HQ6ue22\n28jMzARg2bJlrFixAofDwdy5cxk3rmPrA/cmPp+Pp556igMHDqCU4oYbbiAnJ0fu85PorbfeYsWK\nFSilGDhwIDfeeCMej0fu8060aNEiNm7cSFpaGn/+858BOvXn9549e3jyySfx+/1MmDCBuXPnRvwz\ndjdttfmSJUvYsGEDMTEx9OnThxtvvDHU5ke7f48Wyxztd8Ex6SgTDAb1/PnzdXFxsfb7/fpXv/qV\nPnjwYFdfVtQqLy/Xe/fu1VprXVtbq2+++WZ98OBB/cILL+jXX39da631smXL9JIlS7TWWm/cuFHf\nd999Wmutd+3apX/zm99orbWurq7W8+fP1zU1Ndrr9Ya+Fkf35ptv6gULFugHHnhAa631ww8/rNes\nWaO11vrpp5/W//znP7XWWr/77rv6r3/9q9Za648++kg/8sgjWmutDxw4oH/961/rQCCgi4qK9Pz5\n87Vt213wSaLDwoUL9fLly7XWWgcCAV1TUyP3+UlUVlam582bp/1+v9ba3N8rVqyQ+7yTff7553rv\n3r36l7/8ZWhbZ97Xd911l969e7fWWuv77rtPb9q0KWKfrbtqq803b96sg8Gg1lrrJUuW6BdffFFr\nffT791ixzNG+R44l6rpZCwoKyMnJISsri5iYGM4++2zWrVvX1ZcVtVwuV+gvs4SEBPr3709ZWRnr\n168P/WU2Y8YM1q9fD8C6detC24cPH47P56OiooLNmzeTl5dHUlISycnJ5OXlkZ+f3yWfKRqUlZWx\nadMmzj8/vBzd1q1bmTp1KgDTp08P3dfN2/yMM85g69atAKxfv56zzjoLh8NBdnY2OTk57V/TuJfx\n+Xzs2LGD8847DwCHw0FSUpLc5yeZbdvU1dURDAZpaGjA7Xazbds2uc870amnnkpycnKLbZ11X1dU\nVFBbW8uwYcMAmDZtmvy+pe02z8vLw7JMSDV8+HDKysqAo9+/x4pljvxd8Omnn37tNUVdN6vH4yEj\nIyP03O12yzd2JykuLmb//v2MGDGCyspKXC4XYAK+iooKoO3293g8R90u2vb8889zzTXX4PP5AKiu\nriYlJSX0wyAjIyPUfs3b1rIskpKS8Hq9eDweRowYETqntPnRFRcX43Q6efLJJ9m/fz9Dhgxh7ty5\ncp+fRG63m4svvpgbb7yR+Ph48vLyGDx4MMnJyXKfn2SddV8fub35/5c4uhUrVnD22WcDHPX+1Vq3\nGcu09bugvLz8a98z6jJz4uSoq6vj4YcfZu7cuSQkJLR6XSnVBVfVMzWNtcjNzUU3qwyk21klqL37\niTDbttm7dy8XXnghDz74IPHx8bz++uut9pP7vPPU1NSwfv16nnzySf7yl79QX1/foSym3OedR+7r\nyHnttddwOBycc845x32O47n3oy6Yc7vdlJaWhp57PB7cbncXXlH0CwaDPPTQQ0ybNo0pU6YALf+a\nq6ioIC0tDTDt35Q+BtNd6Ha7W/2/NG0Xre3YsYP169czf/58FixYwNatW1m8eDE+nw/btoGW7de8\nzW3bpra2lpSUFGnzDnC73WRkZDB06FDAdOPt3btX7vOTaMuWLWRnZ4eyDKeffjo7d+6kpqZG7vOT\nrLPu66PtL9q2cuVKNm3axC233BLadqy2bSuWcTqdR/0eOZaoC+aGDRtGYWEhJSUlBAIBPvroIyZP\nntzVlxXVFi1axIABA5g1a1Zo26RJk1i5ciVgbtCmNp48eTKrVq0CYNeuXSQnJ+NyuRg3bhxbtmzB\n5/Ph9XrZsmWLzDg7iquuuopFixaxcOFCbr31VsaMGcPNN9/M6NGj+fjjjwFYtWpVm22+du1axowZ\nE9q+Zs0aAoEAxcXFFBYWhsa2iJZcLhcZGRkcOnQIMIHGgAED5D4/iTIzM9m9ezcNDQ1orUNtLvd5\n59Nat8jmdNZ97XK5SEpKoqCgAK01q1evDv3B39sd2eb5+fm88cYb3H777cTGxoa2H+3+bSuWaWrb\nMWPGtPk9cixRuQJEfn4+ixcvRmvNzJkzpTTJCdixYwe//e1vGThwIEoplFJceeWVDBs2jEceeYTS\n0lKysrK47bbbQgM+n3nmGfLz80lISOCGG25gyJAhgPmh8dprr6GUkpIN7bR9+3befPPNUGmSRx99\nlJqaGnJzc7npppuIiYnB7/fz+OOPs2/fPpxOJ7fccgvZ2dmAmfK+fPlyYmJipGTD19i3bx9/+ctf\nCAQCodIBtm3LfX4SvfLKK6xZswaHw0Fubi4///nP8Xg8cp93ogULFrB9+3aqq6tJS0tjzpw5TJky\npdPu6z179vDEE0+ESpNce+21XfZZu4u22nzZsmUEAgGcTidgJkFcf/31wNHv36PFMkf7XXAsURnM\nCSGEEEIII+q6WYUQQgghRJgEc0IIIYQQUUyCOSGEEEKIKCbBnBBCCCFEFJNgTgghhBAiikkwJ4QQ\nQggRxSSYE0L0Kvfffz+rV6/u1HO+8sorPP744516TiGEaK9jV6ETQohuat68eVRWVuJwONBao5Ri\n+vTp/PjHPz7mcXfddddJuR5Z/1II0VUkmBNCRK0777wztOyTEEL0VhLMCSF6lJUrV/L+++8zePBg\nVq9eTXp6Otddd10o6Lvnnns499xzmTlzJoWFhTz11FPs27ePmJgYxowZw6233grAzp07ee655ygs\nLCQnJ4e5c+cyYsQIwCy38+STT7J3715GjBhBTk5Oi2vYtWsXL7zwAgcPHiQrK4u5c+cyatSoyDaE\nEKLXkDFzQogep6CggL59+/Lss89yxRVX8Oc//5mamppW+7388suMGzeO5557jqeeeopvf/vbAHi9\nXh544AEuuuginnnmGS666CLuv/9+vF4vAI899hhDhw7lmWee4bLLLgstXg7g8Xh48MEHufzyy1m8\neDHXXHMNDz30ENXV1ZH58EKIXkeCOSFE1PrTn/7EtddeG/q3fPlyANLS0pg1axaWZXHWWWfRr18/\nNm7c2Op4h8NBSUkJHo+HmJgYRo4cCcDGjRvp168f55xzDpZlcfbZZ9O/f382bNhAaWkpX3zxBd//\n/veJiYnhtNNOY9KkSaFzfvDBB0yYMIHx48cDMHbsWIYMGcKmTZsi0CJCiN5IulmFEFHr17/+dasx\ncytXrsTtdrfYlpmZSXl5eavjr7nmGl566SXuuusuUlJSuPjiiznvvPMoLy8nMzOz1Tk8Hg/l5eWk\npKQQFxfX6jWAkpIS1q5dy4YNG0KvB4NBGdsnhDhpJJgTQvQ4TYFVk7KyMqZMmdJqv7S0NH72s58B\nsGPHDn7/+98zatQo0tPTKSkpaXWOCRMmkJ6ejtfrpaGhIRTQlZaWYlmmoyMzM5Pp06fz05/+9GR8\nNCGEaEW6WYUQPU5lZSVvv/02wWCQtWvX8tVXXzFx4sRW+3388cehwC85ORnLslBKMXHiRA4fPsxH\nH32EbdusWbOGgwcPMmnSJDIzMxk6dChLly4lEAiwY8eOFlm4c889lw0bNrB582Zs26ahoYHt27e3\nCjCFEKKzKK217uqLEEKIjpo3bx5VVVVYlhWqMzd27FgmT57M8uXLyc3NZfXq1bhcLq677jrGjh0L\ntJzNumTJEj788ENqa2tJS0tj9uzZzJw5EzCzWRcvXkxRURF9+/bl2muvbTGb9YknnmDfvn2h2aw+\nn4/58+cDZgLGkiVL+PLLL3E4HAwdOpSf/OQnZGRkdE1jCSF6NAnmhBA9ysqVK1mxYgWa8ER+AAAA\nYUlEQVT33HNPV1+KEEJEhHSzCiGEEEJEMQnmhBBCCCGimHSzCiGEEEJEMcnMCSGEEEJEMQnmhBBC\nCCGimARzQgghhBBRTII5IYQQQogoJsGcEEIIIUQUk2BOCCGEECKK/X/vkXzM94LM1gAAAABJRU5E\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b939f6d8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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P5w8cOIClS5ciNTUVs2fPxujRo13PrVu3DitXrgQAXH/99Rg3blwLbj4RERHRr1eTPWqm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\nIi/1X6GSUqfrxVSgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b911dbe0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zKEVZEdw0G1+sZNvlIq5YkG2HQkAhK92aWUIkhEJC7MiQJS8WhfiKREUemdac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\nCIIgCMJj/h9dTCWL75zwhAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b9012240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Mean Reward, D_KL(pi_old || pi_new), and Value Function Explained Variance\n",
"df_plot(data, '_Episode', ['_MeanReward'])\n",
"df_plot(data, '_Episode', ['KL'], ylim=(0,0.2))\n",
"df_plot(data, '_Episode', ['ExplainedVarOld'], ylim=(0,1))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XKCIiHlNgEwkSJiwcki/BJF+C3bUTu/Rt3El3Qb3GON2vx1yo26UiIqWVAptI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b8f7ef60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Policy Entropy\n",
"df_plot(data, '_Episode', ['PolicyEntropy'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dGPZ4rf/eYPb0TI7lyGGsP/562OcD0Pt3mYCm524NSYGOPgM5dfFlqA+t7A6U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zo6OjA6Omr/397eXrVNIpHAnj177O+Hh4exatWqCS90z549nv1s3LgR8+bNm/B+JFMjHo8f6yXM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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b8f74a20>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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uiDluSTFSEXPQoIjp240nuBToKllCpeSr4wgjTNKUIhYYcdSlIqaIVFgR62bE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Zw8wFxX0TV5lMKfvzDrC4Inui+D91dIuSKmu5NmRGfoYVuaDGL16tU488wzR2tzQwYrobfEe/FR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\nQV9QAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b8f74fd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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MgUxEREQkxMIjkGnKUkRERCJYeAQyFMhEREQkcoVJIBMRERGJXOERyDRAJiIiIhEsTAKZ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b867b080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Observations Statistics (after scaling)\n",
"df_plot(data, '_Episode', ['_mean_obs'])\n",
"df_plot(data, '_Episode', ['_max_obs', '_min_obs'], ylim=(-5, 5))\n",
"df_plot(data, '_Episode', ['_std_obs'], ylim=(0, 0.5))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mXGGf0CrzimzpSDCh2EWpV8hxS+ZjUombsQVOit2OfhYxO4qeZnQgNyPQI9op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\nkyRJiskfP1Ya/rFlBhsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b85c7438>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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NEFAOJ5Yh1o4Nms0Ge7bB3IXF97UcNE1w62b1OWyp21tJ3XTt6FyfEEIIkSYB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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b85e6898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Actions Statistics\n",
"df_plot(data, '_Episode', ['_mean_act', '_max_act', '_min_act'])\n",
"df_plot(data, '_Episode', ['_std_act'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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0t4GdAa/P7DU4ZvyOT1xZjd6wDvx9DJBqhkF7a/ePBSvMNjlCDEGy+ZIQQgxR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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b8651320>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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oaAU0jWIiglX0PhEjMiA+uIoWYlFqq6aHwOulpoZEsDHMSIQrWgzDlJd+rTos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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b90aa710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Discounted Reward Statistics\n",
"df_plot(data, '_Episode', ['_mean_discrew'])\n",
"df_plot(data, '_Episode', ['_std_discrew'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lm4Thw/EznIuhyzO7wVwHsHIdnwrnHEw3wNXweCyjFQyQBoTQkqv+9tbR0vWo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\nL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BGJRAKxWAwbN25UlUEVuOyyy3DPPffgrrvuwle+8hXMnTsXX/7ylzFnzhy8+uqrAIAX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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b908a588>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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coPQQWHwyPX811TQ4A+QI3tICtLZAuu1hsPMv0VQgJCSDTbmIBvvE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\ndIpBjoiIiEinGOSIiIiIdOr/A74PJ26BU8QSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f50b86aa4e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Policy and Value Function Training Loss\n",
"df_plot(data, '_Episode', ['ValFuncLoss'])\n",
"df_plot(data, '_Episode', ['PolicyLoss'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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