Last active
September 18, 2017 14:02
-
-
Save pat-coady/0bc95fc6446c8c1d0db27f6415d5d112 to your computer and use it in GitHub Desktop.
OpenAI Gym Swimmer
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Proximal Policy Optimization: Swimmer-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 **5** 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/Swimmer-v1/Jul-26_21:51:05/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_21:51:05: Maximum 100 Episode Average = 374 around Episode 2465\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)*5))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Training Curves" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmYAAAFOCAYAAAAsO9FMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNX5+PHPuZM9mSRkJSSEAGENmyyCaEVxVyzaKor+\nrLZutVatbV1qW22ttuJaEbdqtW6tYC36BRe0IhQUMUDYgqxhCwlJmOx7Mvf8/jiTyQokYUISeN6v\nl68wdzlz7tyJ98lzNqW11gghhBBCiG5ndXcFhBBCCCGEIYGZEEIIIUQPIYGZEEIIIUQPIYGZEEII\nIUQPIYGZEEIIIUQPIYGZEEIIIUQP4dfRE2zb5je/+Q1RUVHcd9995Ofn8+yzz1JeXs7AgQO54447\ncDgc1NfXM2/ePLKysnA6ndx9993ExMR0xTUIIYQQQpwQOpwx+/jjj0lMTPS+fuedd5gxYwbPPvss\noaGhLF26FIClS5cSFhbG3LlzueSSS3j77bfbVX5mZmZHqyR6ELl/vZfcu95N7l/vJvev9/L1vetQ\nYOZyucjIyOCcc87xbtu8eTOTJ08GYNq0aaSnpwOQnp7OtGnTAJgyZQqbNm1q13vIl7N3k/vXe8m9\n693k/vVucv96r24NzN544w2uu+46lFIAlJWVERYWhmWZYqKjoyksLASgsLCQ6Oho8yaWRWhoKOXl\n5b6suxBCCCHECaXdgdm6deuIiIggJSWFpqs4tXdFJ1n5SQghhBDiyNrd+X/r1q2sWbOGjIwMamtr\nqaqq4vXXX6eyshLbtrEsC5fLRVRUFABRUVHe17ZtU1VVRVhYWKtyMzMzm6UBZ82a5YPLEt1F7l/v\nJfeud5P717vJ/eu9Zs2axYIFC7yv09LSSEtL63R5qjOLmG/ZsoVFixZx33338cwzzzB58mSmTp3K\nK6+8woABAzj//PNZsmQJ+/fv56abbuKrr74iPT2dX/ziF+0qPycnp8MXInoGp9NJWVlZd1dDdILc\nu95N7l/vJvev9+rXr59PyzvmecyuvfZaFi9ezF133UV5eTnTp08HYPr06ZSWlnLnnXfy8ccfc801\n1xxzZYUQQgghTmSdyph1NcmY9V7yV1/vJfeud5P717vJ/eu9elzGTAghhBBC+IYEZkIIIYQQPYQE\nZkIIIYQQPYQEZkIIIYQQPYQEZkIIIYQQPYQEZkIIIYQQPYQEZkIIIYQQPYQEZkIIIYQQPYQEZkII\nIYQQPYQEZkIIIXoFbbvRbvfh95cUYf/rb+hNa49jrURPptetQtfVdu7cfVm4X3rMxzU6OgnMhBBC\n9Ap6yUL0wjcPu99++0V0ZgZ6/equr8vO79B1dYff3wWrHeqami4p19d09m501jbflZWz76jH2au+\nxP5oQfNzy0qwX54DWzZ07r23boDN69C23bitvBSdl4N73iPYX37UqXKPRgIzIYRogz544Pi9l22j\nd23t0DnuP96FPnD0B5beuhFdWdF8W2UFOuObw59TV4uuKO9QfY4HvXcnenvm4Q/Yn4U6f+ZRH+R6\n7050ceEx1cWe9wj6nRebBUq6rMR83q4C7Ad/hq6uOqb3aPZ+i+dj/+Ia7Ed/hS44eMzl6d3bOxXk\n6QP70OtXm+xlk++srqk2P+tqsV+cg/3hPxv32Tb2RwuaBTjtYX+9FPuJ35rP2lM+gN62GfudF9EH\n9nrL14vfRX/2Abq2pvG4jFWgFHr7JvO6sACdvbv59dTXYS/4O/Z7r+H+86+x33sNXeMpI2s71FRD\nfq75ndi8Dvv3P8N+4gFwu9HfLEPX13fomtpDAjMhhGhBl5VgP3g7uqzUp+XaC/6OLna13rFrK/Zz\nf2pdj8pydHVl6+2uAsjejV739RHfT9s29ouPYT/3cOPDBmBLBvb8Vw9/3pL/YD/zYKsHqd619YhZ\nIu9xh2k60gUHcT92b+ezPgf2wf6sNuugqyqhrAQ1ZhLk7Dvse+jKcuxn/4j+YpF5/d0G7Hde7FA1\ndHUV1Nagd2+HJvdAL3wL+4U/oz9bCHk56DUrG/cVu5rde529B/vvT6O3bW6j/Ep0aXHj6/JS9JL/\nYD36EiptPPa/Xz9y/Wpq0LZp8tUHs9Hbm7+HrqrEfvx+aBHAtvWZ6Ypy3E/8xhuE6WUfYX/6PmzP\nxH78fnTBQXRFGfZvbkbv2IJeuhhi4mDX1sbv3NaN6A/eBlc+OmsbuqYarfURAzVdX49e+BbWL/+E\nGjwc/eE7ANirl2O/+hQEBmM/+VsTaG3JgMAgGDgE/c+XsN97zZSRvhI1fQZ6qycwW/gW9l/uwf7P\nG43vM/9VE8gHh2LNuAq9fzf6vx+afbu3QeIA9NYN2Pf+GPtfL2Pdcg+OJ/+BdfsDcDD7iBnczpLA\nTAghWsrdD9oGz1/a7aHrTbCg3W33g9KV5ej/LkJnrm+9b/tmqCgzwUXDNq2xn3sE+8Gfo3duaX78\njkzoE3P0JrvsPRAWDs4I9OcLG8/fv8c8JKurvFmHZuVnZkDBQXT6isZt1ZXYT//OPGCPQOfnYt/7\nE/S2xs9Oa23+W/k57NoKOfvN9nVfHzb4baiXvfhddH6OCfZc+RCbAFsymvUj0wez4cAeSOgPEVGg\nFHgCG23b2Ms+wf7nS+Zhv+hdiI5Db1mPdrux330F/fUXrYI9+/MPTbPo2q9MPctLsb9eanYWFkBU\nLNYVN2AvetdkbPJzTIZm2Bj00sWoy/4f+n9LGst783nsB27FfuUp7JWfY//1DxDRB/vvT5tsktbY\nX/0XvS8LveA17L890ViZvbtgQCoqKhZ1yZWwe0ebmUNt27gfuxf77muxb59lrvGT97GffhB72ceN\nx21eC/X10CTzZi/5D/rf/2heXs4+7Kd+C/kH0ZnrzD3cmA77ssz9DQxCf/gO+t1XoLYWvW0Tev1q\nrAt+AAMGoTesNtv+twQcDjiw1wSjXy9Fv/caesl/2rz3AGz8FmLiUQMGo678sTln7Vfo+a9i3fUQ\n1hU3oC78Ifrjf2P/379Q587EOncmOi8XvfZr7A/ehoPZqBlXmyC5rBS9eS3Wr/+CXv4puqoSvWkt\nOjMD69b7sGZchRozCeu8mejvNpggurYGNX4qevEC1IhxOB59GTViLADKzx+VNh691PfNmRKYCSF6\njSN1/G7z+OpK71/t2rbRufvbd15uNjj80Fs3Nm6rKG+edWrBfuw+9Oa16P+8gV78busDtm0GNLQI\nsoDGh6wrr3Hbqi+hrhbr2p9iv/AXk50B9P7dsCMTde6lUJhvsmdA/a5t2E0CKVPuJtTwMVg/+BF6\n6UfepjVvc87Wjdh/uANdWNB4TlUl7N+Ndeu96Pdew17xGe4//cI8XAekolcvM/1+1q3Cfv+NZtkx\nrTX2S49BZDR64xrzmds2bEzHfuAWE5gNHo7evgltu7HfegG9oXVwqYtd2H+4wwQsny7Envco7Nlp\nHtRD0kxw8+ZzJlA4mI390M+xP3kflTQApRT06+/NBuk1K9FLF6M3fAsH9qDXrcK64U4oyEUv+pcJ\nXPsNgKzmTcn6i0XYf3sc++/PYC/9yARnb79gMpiFBRAdC6MmgJ8/bF6LXvs16tRpWLN+gjrnUtSF\nPzDBbeEh873ZkYn1yEsQl4DetAbrhjuxrvgx1gNPoFd8Rv2WDeh/v4795jz02q9MNmbvLlOXPTtQ\nAwYDoAICsa65FfvvT6HLSsz+shLsd1+BnL1QWow1bwFq1k/Qq5ait2SgrvsZeuV/Gy8u4xsIdXqb\nRHVVJfrjf6O3ZDRe/5qV2E88gDrzAqxrbkXv2gb7d4PDD+L7oVd8hrryJ+icfejaWtTsm9HfrTfH\nDB5hgpZXn8J+/Vn0pnTU1HPMHyD5uSYQXvlf8wcAzTN1DU3o9qovUWdeYK45vA/qjPOwX34C64Y7\nUUkpZvuZF5ggE1BTzkKNGo/jvsdQP7we/dECrOvvQIWEwogx2G/MhT4xqIFDYMRY9OJ3sf/5Eta1\nt6GCQxo/myFpsGenCUAHDkMlD4KSQtTUc1p9T9X0GajrftZq+7GSwEwIcdzojenYKz7r9Pn2o79E\n72iRPaqvP2xfK/3BO+gPPRme7zZgz3ukfW+Uux818fRmgZn96pPojxs7F+siF+57f4LO+MY0hezd\nid7wLXpDuveB06wu361HTTqzdfarvt4EBYOHwyETmDX0mbGuugk19lTUFTdg/+dN9MED2A/fhf76\nC9TwMajJZ6E/fR+A2s8/QLf4bPXWTTBsFKpvEmroKPTXX5gd+3fD4OHYSxd76takc/T2TEgZgho5\nDnXJLPS/X4eYePS//4E6+xLUKVPQ2zaj136NzvgG+/ZZuP9yj+nbk3cAysuw/t9t6C0Z6FefQi/7\n2AST4ZGo0RNQZ15ogtSs7VBeCi06iWvbhvxcCAxGf/A2avbNqEFDsf/+NKpfMmrkWBgwCGwbXPnY\n778Jg4bBxnRITAFA9UtG5+w32ctFns9x5CnotV9DbTX0S4aho9D/XYR1/c9RI8Y0D8KLC6G6Cuvm\nX2Pd+SDs2YHeuAYU5v4WFpjslVKoUePRu3eYLGtSCiq2L9bVN6MsB6QMgb07YdtGT8YrBmvmNThu\n+w1q1HhT18ho1DmXUvXy4yYbWF+HGjUBdd5M0yyI6RPHgFRv/dS4yahJZ5ogTmvYvR39xSL08k9R\nI8ahLAs1boppSvXzR038HuTuQ9fVmd+XzetQ0y6EglzsT97H/ss9MHy0CZqqq9CFBdhvvYB198NY\nZ11svpu7t6O/XW6+j4OGQ0kRauwkHA8+i+O2+1GjJ5jvTv9BqMBAE9D96hGsP/8N6+EXYUia+WMj\ndQTk50BCEuzZgf3t/7BfmmOuM3s39q9/hC4tMtkuTzAKoC6ZhXX3H01TdcO24BCsH/0c68d3oazG\ncEZNOB3rd0+jRk0AwJp9K+za6j3XOncmettmE1ilndLs+6eCgqF/isnMnTcTBg4193HkWFpSqSOw\n2gjYjpUEZkKIDuv08PP1q80DriPn2LZpwigvhf270auWNt+fsQr7hUfbPnffLhM4aW3+WncVePve\nNDvO7TYZgnTTJ0jnZqMmfQ8qytGufHR+DmxZ3yyA0ds3Q3gk9j9fwn7nJfNX+LcroLLc9HHy9A3T\nWpuAbf23qPNnQkmx6YRc6xlht28XRMehBqSiPYEZWzIgONQ8xMA8xPdlofdnwYixqMt/ZIKAGVeZ\nz2ZfFnXrvjHv63abppi8HNixBTVstCnjtOkme1RRBlUVqLGnwncbIGkgbGlsXtVrV3qDBuvsS7Ce\nfBPrpl+Zh9iYU6H/QFOX7N1Yt9yD9eL7qJh49LuvoDMzzIMuZQgUHjJNoXt2QH4O6ozzsG64CzVs\nFHr7ZvTqZeYza8gEVpTjfv5R7Of+hC44iDplCuqWe1BTzkbNugncbuiXbB66v/4zpI4wWbzd27Hu\negiiYlHJngf50FHoj+ZjP/Rz6JsEI8fBoGHo5Z/CoOEopbDOuwzr1ntRcf1Qw8eiPZ+B/e3/TDPd\noGEmQBo+xgRyG75FXXSlCXZcnowZmD5IOXvRBw+gEpKafa9UyhC0J/uiRk887HdcTZ2OXXQINfks\nrNt/i5p1I2rMqY19w/buQqWkNj9n5rWQlwPrvjaZYMvyBGZjzP4+0ZA8GJV2CiowEOISIXu3ySRG\n9EENGo4uyEOvWIK6+EqsH/8CEgfA3l3oLevNecmDTFnhkRDmNOWfN9MEwnEJqPA+jfUJ7wOxfVHD\nRpnXYeGoYaNNkBgdi0ocAOWlqCEjURdegXXZ/4PYvuj5r0LufpNtfdvT1y9nPxzKh5j4xvKDQ7zN\niM0+h4lnoBL6N99mWaimgWxUDNZ9c1DnX25ep47A8bunTeDV1v0YPRE15lTUiLGoiD44fvuUCbSP\nE7/j9k5CiBOCtt3Y992I9eBfUZHRHTt3XxbUt9153P7yY/M/bU8zhdfeXdgvzUFdcQMk9DfzEs2+\nFfz8TLNVZob5S7+sFOUMb3wvreHAXtP0cmCPeci566Go0GQgTpkCgFIKvfAtE3TVVGPv3wUH90NC\nf9SYSabfkKsAdfYl6JWfo6srUUEhpjlxyjRU6kjsJx7A+tUj2C8+hho5Du3Khx1bYPRE9Cf/Rq9a\nirroh+ZBOWo89m9/CtpGnTsTnOGooaMgOg4O5Zu+XIvno86+2Fwfnoeev78JDlJHYp1/mbnIsHDU\nD6/H/utDWH2iTUfsdV+j//YEBAahrrgBFeF5eI4cB689bZr0klJQiQPQgPWD60xzk23DoTzTzHbV\nzd7PUfn7m59Xe7b1H4z9+YemOa9ff5TDAdf9DPuPd8HmdVhX3YhyOEzTj8MyWTs/P6wzzjPlRMeh\nJk9Df7EI69ePmo741VWmw3VD9rD/QIhLwJr0PfOeIaFYv3oEQsO890wNHoF+/x+oGVejgkKw/vic\nuS+AdeqZ6ORBUFIMQ9PM5zh4OLqyHDV4uCnDE0AAMDTNNDtuTEe/8qT5XM+5tPEzGD4aXVFmOpLf\nfyNaa9T408y+fgPQ2e9AWbHp49aESknF/mwh5OzHeuDJNr/3ACrUSejdf6QqaZC3WU07I6Cy3PzO\nVFeabFrTc/z9sS67Fnv5pybrdvq5JmM6bIz3GGvWjeD5nVADh6D37ACHn2nOi+sLnqBYnXqmCWYG\nDTMd3vfvgRZBkBoxFvpEo6JiYfxpqNh4WlLnX44aMrLti0xIAstCDRyGavjdSx2JXrMCCg+Z79Oh\nPNSk75kBEWFOVEDgYT+zjlJ9E9t/7IU/9Nn7doYEZkKII9JZ29AFB7EmTzMb8nKgrAS9dRNqylnt\nL6e+DnI9/X5sG/3tcsjei3XFDSar9NF8dGAw1u+fNsFUfT0qOASduRb8/NAfvYc651Izt9DWjeiC\nXNNROjPD/GW9exs0aeag6BD4B5j/0S/9CPZlmQf+/izsF/+C9ee/Yb/3Gmr4GPRX/zUPzpBQ7Dn3\nQ1kpxMShxp+G/f4bUFKE9dBcT/8uT8C18zusM85DpQzBeuoNVFAI6qyLUAOHQtZWk0XzBFbWfY95\ng1h1yz3mM9iXZeZYik/EmjodLAf21o3oJ35rOjxPObv5B9h/IDpjFdZNv2622Tr9XOz9uwno15/q\nr75AL/0IdeEPTeZkxDjvccrfHzVqIvqt51E//gUkDzLZpFETTD+rHVtMAHnWJShPANSmxGTIy4XE\nASg/T9AWFIJ1/R3Ycx+G4eaBbl11oxnwsOwT8A+AuH6Ndb7qJvQFP0BFRjVmaTamY111E/YrT6G3\nbmwWGEHrB6tKHYFWVmM/pKCQFscnmetr0DcJQkK9gVmzY/38UaeeaZpLTz8HnfENakha4/7JZ0F8\nkumvNHQUbFxjMkcA8QlmUEJIKCrU2bzgAYNN817aKajYvof/TAH/8adRXVbW+J6WBSlDsf/9umk+\n9HyXmhk2Bl57Fh2fgHX1LSar2eSPk2bXmpIKO78zfeJShpg/BCrKYOypjc2Ag4ejP/0PFB3Cuuza\n5p/Rtbd5j1PBIeZzaME666LDXp/yD0BNuwiaBG7qjHNhaBr6redNH8L4ftA3yUzlEnPkz6srNW0W\n7Q4SmAlxktLrV6PLSrC+d/6Rj/tug8myeAIzvS/LjLDauhHaGZjp/bvNKLmYviaoW7UU/dECqK5C\nn34uBASAbaNGT8D+w52gNdRWo2bdZJrHLrwCvfhd86DRtpnc88Ae2LwWIqNRp04znZMDg2DoKPMQ\ny94DiSmo8y83AUNSCiouoXH+rgN7YHumaVodNtr74LTufNAMs7cc6BHjoPBJk73qE236ImV8A4OG\nm4dxf09TT0Om5pJZpuyBQ82DPaKPafJpqxmk/0CorTXNiTfcAcWFsHkdDBmJuu72Vg9i1X8QevM6\nc14L1tU3E+R0UpO1Hf3Vf1EzrzFNcC2oS68ywaPn4ej40wtm+9kXYy98E/IOYD3y8hHvpQoIhL6J\nqBb1UMPHYD31ZrOO1CokDIJDoKrSfBZNj4+MMj/Hnoq96F+m6WrwCBMwbkw/aiDDwKEma9ui3MPW\n27KwfvmnNj8/wGScvliEuuQq1JU/aRZkqcQBpikO03SmN3wLUaYpU/n5Q99Ebzav+TVGQ58YrDMv\nbFcdW50/aCh68XzUnQ+1vT80zGS+9mWZ7GXLwLDpscPHYi98G4JDzB8UAYHmd2dokwB0wlTYvhn9\nXXWrz98XwYp1za3NyxyQihqQinvxfBOMxyag4hPRe3e2/sPkJCKBmRAnOF1Xh37/H1hX39x8e9ZW\n8zD0BGZNR0bZ/5iLOm+meRiVFMK+XejqKtMxdl8WasIZzaZDOOx7V5ShQp3Yb86DnL2o8aebTNeK\nz0y2razUNBXGJsCgYVhX34yecDoozDxFL82BYhfqFw+jc/fB4OEotxv7i/+DA3tN5qemGhUZhf3S\nHPQn76Guuslk1g7sNaP0+kRj3f+4aRb636foL820ATozwzStXHMrql+yt84qJt40O+JpLvr577wd\nr9VZF2M/9PPGPlCOtvudqOAQ8PTtOhylFGr0BPSOLajwPmg/f9A21vevaTs70n+Q6XcWHXf4Qvsl\nm4xIG1khaMgitbH9tLPRC98yowmPlC1rOD4ltVlndO/24JDWByf0h7LStq8JTCf3r/5r+jQ5HKjk\nQWZEXIumu1bnKWWutwNUG3X27us/EOvPfztqQKjGnoqOS4A+jc34ql+yuTdtsB54slVQ2u76DhqG\nDnW2alZsdsyw0eiSoiMGZQAqLsFkA//7f97gVI0/DTW6SWd6ywHX/BTVyT6knRYVi97mycDH9zN/\nmB0tMD+BSWAmxIluS4YZsfX92SaD0aC02DtNgs7LoeyPj8Fvnzbbv/4CUlJNP6TiQjMCLmsrjDwF\nvT8L69zvo79bj3YVoBo6Qbeg6+qw778J62cPQG426vRzIXUkavNa9KovUZdfB2439sK3TN+ygUMB\nmvVRsR54woymCgzE8dP7TbmDhsJLmRASZvrGKIWurDD/nn4J9l//gF1fh/5mGWrGVabMwEAIDETH\nxJvmm6Fp6PSVMGAwlqcp7HBUkwBLhYWjrr4ZvXo56rrbO34vWpZ9xnkmQ4TJLlm/e/qwwYMaNgou\nvuKwAQ54HuRjJ6H8AzpWj6AQrLv+AC379x3u+Gt+Cn7te3yofsltT6rbsD8g0HxHHKY8lTwYHRwK\nYUcONLrCUbN0mODT8WjzrKKaPM0017Z1vCcz2CkjTzETrB7hs1Zpp7R7lQp16WwzOtRTV2v2La2P\nUQp82LerXfWKikVvXouKS4A4T0AugdnR1dXV8dBDD1FfX4/b7WbKlClceeWVvPDCC2zZsoWQkBCU\nUvzsZz9jwACT8n3ttddYv349gYGB3H777aSkpHTVdQjRo2mtwV3v7ZNzXN97zVfmH64CCAkzo/KC\nQtClJabTLaC/+hydvQdr+ybT7BgQZJoCAUqKzFD37Zmmz9K+LEgebPoG5WU3jk5raecWqK7C/tff\nYOAQrGt+CoCdl2OyOoOGgbJMc+ayT7Du+H2rIlSos3m/MUA5I6BPjBmh19A5PiQUdcOdAFj3/sVk\n/KZOR008o/m5MX3RgJpyNvrNeaiktpu1jsSa9D1o6JR+jNSgYahBwxpfHymjEx551E7JKnUEDs9I\nzg7X5TBZtjaPDQpu/7GnnIYqP/IKCs0GfAwZiTp/5hED0J5GjT21a8p1OLyB+2GPGTUBa+S4Ix7j\nPTYwyIw27mmiYszP2ATTxBoV264g+UTV7sDM39+fhx56iMDAQGzb5ve//z3jxpkvw3XXXcfkyZOb\nHZ+RkUFeXh5z585lx44dvPLKKzz6aNtD2oU4kWm3G/3Gc+jyUhx3Pti4vaYaFRjk2/davxr7vddR\nZ5yLddEVphlzY7oJpFz50H8g9t+fQZ023fT5Ki40a8Ct+pKAsy6kbsXn6P27URdcjs5cZwotLjSv\n169GlRSBUqjIKFR0HPpQHk0fn3rnFuxF83Hc/Ud05jrTH2fNSpNRaNA3CVJHNP7V/uCzpjnzcKO5\n2qAGD2/esbvpvr5JOO5/vO0TY+PB4UBNmIp+6wXon9Lu9xSd02z0Y3uODws3s7WLdjueUzl0CU9/\nPbz9PB8yozhPUh3qzRcYaNKbdXV1uN1u7180ba2vlZ6ezrRp5n/GQ4YMobKykuLi4lbHCXGi08s+\nMUPQ83KabbefeADdkJXqbNlaY3/6vhn9VuzCfuM51JiJZlg8mIxWRB/TidgzQzwH9pgJHkuLzdxH\n6SsgIoqgH15vgqi0U1DTZ0D2XjPnV2kRatgYM+lnfq7pAwJmJOSh/Ob12Z4Ju74zCxxnZqDOmWFG\nfTWdFHL8aVieZknw9OM69cwOZRPV1Tejzv1+hz8vFRWL9cCTpkl38DDUwGFHP0kI0aVUVCw4I8yo\nV0AlJnf7yMju1KErt22be++9l1tuuYUxY8aQmmrS7vPnz+eee+7hzTffpN6z0nphYSHR0Y2dI6Oi\noigsLPRh1YXoPnb6yuazpR+B3rAadcksKD7U/I+YkiIoat73RmfvwX792bbLqa1pPbHrvl1mYd6n\nH8Se9yjqzAtRp58Dudlmf1kphEdCVJxZvqe6yjRfuvLNvEuJA0x/qeGjsWL7Yj30rAl6QsMgNNSs\n0RcQZEadlRSic/c3NjHExHlnqvfWcfcOqKk2U0oUFsDAYTh+/rtmI/iUw9GuDuZHokKdnc42NkxC\n6rhvDiq+31GOFkJ0uQGDTJ9TAXQwMLMsi8cff5wXX3yRnTt3kp2dzTXXXMMzzzzDX/7yF8rKyvjw\nww+7qq5C9Bh61dLGpr6W+zK+aVzQuqoSsrajxk0Bh7+ZFb5BVYV3rTvvubu2mukoWpZZU4M95z6z\n5t+2TdivPmW2p69AXXA56rTpqPMvQ116tZkvquCgWXqlrMTM2h0dayY9PWgCNr0vy8zxFd8PvtuI\nSjXNiCppYGPfnsQU9KY1JuPmcJiRU1syvKPlVEy8KbOpPTsgaSD2p/+B4WMOO2pRCCEaqKCQo07b\nczLp1KjMkJAQRo4cyfr165kxY4YpyM+Ps88+m0WLFgEmQ+ZyNWYDXC4XUVGtR6dkZmaSmZnpfT1r\n1iyczuO5+FGQAAAgAElEQVQ/Gkf4RkBAwElx/0qyd+MX5iS0jWsteeM5Qu9/DL8hI6ndso7a4aMI\ni42jNDqW0JoqHH37oevrKampJrC2msAAf2oWzcdKGkB9QS71tdWtPsPK+a9S5yogoKIcq7SImr27\nCAsLo3Tt14Td8yiOJmvKAZRGxRJaVUZ9bTXuqBgC+qdQtXQxgUWHqEkZgnt/FlZsAv59E6nRNmFj\nJ7W6dzXjp1C9aD5+icmEOZ2U90um/ruNBE89mwCnE3vAIMpc+d5z7MJDlLnrCDztLKrfe53gm35J\n4EnwXegpTpbfvROV3L/ebcGCxnV009LSSEtLO8LRR9buwKy0tBQ/Pz9CQkKora1l06ZNzJw5k+Li\nYiIjI9Fa8+2339K/v1mSYuLEiSxZsoSpU6eyfft2QkNDiYyMbFVuWxdQ1mT2Y9G7OJ3OXnn/7Dee\nQ8289qhD27XWUFaMLnJRl5fjvVattVnEOCIKXVFGxe6dqIBg7DdfwLriBsrKyrAj+lBxYB8qKs6b\nKas5lE/Nmy+Y7FuE570rK5p9hrrgIPaqL1GXXk3tnh0QFIzOz6FsWybatqnoE4tq8Znb8f2o2LkN\nfSgfAoOpDw7Fzs+lavd2MyfSnh3YYeHUOiOgbxIVysKqrW3+vqMnod98AffQUab+UbFQVUG1sw81\nZWVoRwC6opxS1yGorjQLhicPpjbedNqtSR1JbS/8LvRWvfV3Txhy/3ovp9PJrFmzfFZeuwOz4uJi\nnn/+eWzbRmvN1KlTGT9+PA8//DBlZWVorUlJSeHmm80kluPHjycjI4M77riDoKAgbrvtNp9VWghf\n0+tWmZGKRwnM7GceNJN0xiWYPlQNNqZjvzQH69eekcf5uWZentPO9k7ZoKJi0YWHzCjGCk+TZlkJ\nuqQQdels9JvzzIz6tc37kelP30dNuxAV1w970xozXYRto9d+DQMGtzmtgEpIQh/MNn3M+qdAeB/T\ndLplA9aFP0BH9IHwSNTwsWa2/DaoiD4wfHTjZ9Iwv5Dnp7IsM5rKlY/+Zjm6yGVm9g4OM9d9pIlQ\nhRBCtKndgVlycjJz5sxptf3BBx9s42jjxhtv7FythDiOdE216ftV2fqvVV1diV6yEGumZ924Q3no\n7zaYmeWXfYKur0P5+Zs+VW63WTLH4YD8HHTWNqymw/4jo836jQBVFab8MjOXmEocgE5KMZ32bTe6\nvh7l54d2FaDXfIX1yEvgyoPyMhNs4elf1nQaiqb6JsGOTHR1FZYz0ixQPPtWk5kbPAJi4s28WAlJ\nqCMMS7d+8CMz5xig4vqZiT+bzjAeYxbepqgANfF0lGc9RPWTu9vxyQshhGjp5B2PKk5aetdW7Hdf\nadzQMMlqeRvNCDn70R+/1zgasqIckgeb2eAj+kCRC52922TPxp1q5uMaNAy9e7uZYb7pqL8+0Y2j\nMCsrICgYykrMCMmoWLO2YdIACAyGmipTpyXvo753nlmYOCzcZNjKS0zW6mA26jCTT6qE/uhcT8bM\ns6ixdeYFOG77jVnzMTrOjNY8CpUypHHyz5RUs2ZkkwydiolHH8pDF7lQTZaoEUII0TkSmImTjs7a\nht75XeOGIk+TZIUJzOz0laaZEKDYZZYjOuCZ06u6Eus3T6BOmWJmvC8sQO/egRo6ykzDcGAvKm08\nFBw0AVyTuXhUnxi0J2OmK8vN6Mm8A+DnhwoOQZ1uJoUlKNjMhu92m2WFzp1pCggLh/JSs+6gZxTl\nYWcFT0gyIzDLSsAZ0Wq3OuM81NhJbZx4eMoZgdVySHt0nMnkFbnMbPxCCCGOiQRm4uRz8IAJWDy0\nJ2NGeRm6vBT99gvYK5aYfZ4Ml96XBVWVEBTiXbdORcWaSVuz90D/FFR/z5qHA4dCSCgqpcXyOvH9\nYMcW3I/8EirKzVQVVZVmjjHMOn1q1ARvYEb2boiMbhyQEBhkFvctLIDUESbjFdF2nzgV6jRr9xXk\nQlgbgdmIsd75vI6JJ2NG0aFmizoLIYToHAnMxElD19eZ//IOmIW6GyZ7LTxkskoVZejPPkClnQJZ\n20yGrOiQabLcv9v072o6MWpUrJm0NXuPae5rWN4nti/E9UOlDGn2/iq2L9bcf5lgqSDXrA/n5996\nrcmGjNmOTNSQxhHLSilvc6YaNwXrpl8deT3BhP6gaV5nH1PRceazcThQQSFd9j5CCHGykMBMnDT0\nRwvQ//dP03xYX2eyVWCaK/sPRFeUmSDr1DNNR/39e6DIhRozCb0/yzR1Nun4rlJS0ZkZJmOWNBD6\nxKDOvxyiY7Fu+hWMm9yqDso/AGIT0Ht2QkiYWYYk6nCB2ZbW60eGOU0wF+ZEjRh7xOtVfZPMcV25\ntElMvFmmKVKyZUII4QsSmImTR0kRevVyMwIzJt6sFQnowgJU0kCTEXPlQ3QcashI9I5MdLELNWai\nCb7KS5tnn8ZONtk2f38zwlEprCt/jLIcqPh+h137UcUlwL5dEBJqOua3nFYi0NOUuWMLqmVg5oww\nwdyRMmUNEpLa7F/mU+GRpslU+pcJIYRPSGAmeiX7s4XeZY8A9PrVuB/5JfbH7x3+pMoKE0jF9TPN\nkw39zAoPQf+BJiPmKjBNi0NHobduNJ3aE5IhIBCdm40KDfcWpxwO1HnfhxZNlkcV29cEXiFhEBGF\niolvtlsFBZtBAnW1reYCU2HhJmvWDiol1VxrF1JKmUBW+pcJIYRPdGpJJiG6k967C/3e66ajfL9k\nsy0zA5U6Av3ZB+hTz2wV7ADoqgqIT0TFJ6Ldbm/GjOJCVFIKuuAgOPxQIWGQdgr67Regvt4008XE\nw96dpo9XE+qc76O+d2HHLsCzCLgKCUX9+C4ToDUVFGxGVLbVPOiMMJm7dlCpI3Gkjjz6gccqJl46\n/gshhI9Ixkz0Onrl5+YfTRbQ1nkHUKPGo6ZdhP7k322fWFGOdfl1qBmzUOGR6IYBANVVJriorfF2\nxFdh4SaLFhiECgw083Xt3dV8clVMxkgFBnao/qphBv2QMJQzovVC30HBZg6ytoKdMCeqjVGW3UmN\nGGNGogohhDhmEpiJXkUXHESnr4BRE8w6kA0OHjDZsNOnozevbfvkqgpIHGD6k4VHmIxZXa2ZRywo\nGAICmvX3UmMnNy5HFBMP+Tm+GeEY2xCYhba935Mxa2vdTjVomFkmqQexzr8cNaZjc6IJIYRomzRl\nih5Na23m7qooRy/5D3r1ctRl15r+Yp6Mma6pNs170bGAgooKdEU5yhNE2auXo0aOM+c0BEPhkXBg\nL9RUN64VGRrebISkmnJW4+z4DU2joe3r33VEEX1M8BUa3vb+oGATNLbRlKlGnkI7uv0LIYTopSQw\nEz2Wrq7CfuHPEBxiRjhqjXXrPajUkdirl8P+1dhLF5vAKrYvyvI0CSYmm6BrqJkDTH/+oWlurGoM\nzFR4JPZ3G1DVVU0CM2fzjFlEH9RpZ5t/x8SjwRvsHQtlWVgPv2CWWWpLULD5Kf22hBDipCOBmeix\n9IK/oyKi0AW56CIX1sPPozxBlIqJxz6UB9s3m6xX2ine81RSCvrAHpQnMKO6Cp2Xazr2N0xh4fQ0\nZdZUNwZCznBUTIupKxr4MmMGRxzFqIKCTRAoc4MJIcRJRwIz0SNp20avX431wJOm/1dFuTcoA0xm\na+8u03zp54eKT2zclzjAzDvWoKoCcvc179PljDDzltVUQ4DpvG9dd/vhJ0qNigVldeks+l6BnkBR\nAjMhhDjpSGAmeqZ9ZgSkd9qLFtNUEB5plgEaNQE18YzGvmCYjJm99CPs/36IOuf7UF2JztkPwU0C\ns+AQE7A1yZgpzzQWbVF+fqizLz4+E6l6mzLbXgdTCCHEiUtGZYoeSW9ea+YpOwxlWWZi05HjUMNG\noRKSGncmD0YNHIp+/w0zy39tLeTub57tCg4zSzI17fx/FNbsW5pn7bpKUDBYVrNgUwghxMlBAjPR\n42it0Wu/NkshHYH103uhjWkaVFAw1o13m8CmYUqN6qrmGbOAALDd6PLS4xNsdUR4JPQf1DiYQQgh\nxElDmjJFj6Ery7Ffn2umtrBtGD7miMerpIFHLjDECa4804estgbVpI+ZUsoEasWF7c6YHS8qPBLH\n757u7moIIYToBpIxEz2GfudlKClE//Ml1PmXt2+h7iMJDUMfyjNLIFlW66WPgkOg6FCPC8yEEEKc\nvCRjJnoEvW8Xemcm1sMvQvbuji8M3pZQp2nKDAmFiKjWM+0Hh6KLC1EDUo/9vYQQQggfkIyZ6BH0\nN8tQU6abdSkHD2+9fmQnqDCnyZgFhZillVoGZiGhUOyCIMmYCSGE6BkkMBPdTttu9LcrUFOm+bbg\n0DBw5aOCQzwZs7aaMl3SlCmEEKLHaHdTZl1dHQ899BD19fW43W6mTJnClVdeSX5+Ps8++yzl5eUM\nHDiQO+64A4fDQX19PfPmzSMrKwun08ndd99NTMxxmANK9D67toEzApXQ37flhjrhUB4MGYk14yoI\n79NstwoJRZeXQoAEZkIIIXqGdmfM/P39eeihh3j88cd54oknWL9+PTt27OCdd95hxowZPPvss4SG\nhrJ06VIAli5dSlhYGHPnzuWSSy7h7bff7rKLEL2b3rYJNXKs7wsOCYPaGggKQSX0b73OpWf6DCVN\nmUIIIXqIDjVlBgaapWvq6upwu90opcjMzGTy5MkATJs2jfT0dADS09OZNs00TU2ZMoVNmzb5st6i\nF9Ob1qALDja+3r4ZNXS0z99HNaxrGRzS9gEN85o1LIEkhBBCdLMOBWa2bXPvvfdyyy23MGbMGOLj\n4wkNDcWyTDHR0dEUFhYCUFhYSHS0WevPsixCQ0MpLy/3cfVFb2R/+h/0t/8DQNfXQdZ2GDLC9290\ntMAsxLNd+pgJIYToITo0XYZlWTz++ONUVlby5JNPcuDAgXafq7XucOXECepgNrohWNq9A+L7oVp2\nzPeFhqbLoKNkzKQpUwghRA/RqXnMQkJCGDlyJNu3b6eiogLbtrEsC5fLRVSUWXg5KirK+9q2baqq\nqggLa/3wzczMJDMz0/t61qxZOJ3OTl6O6G4BAQFHvH92RTml5aWoPTsICwujau1KrCnTCOqCe27H\n96UUCI6KJqCN8mujYqgEQvtE45Dv3FHvnejZ5P71bnL/ercFCxZ4/52WlkZaWlqny2p3YFZaWoqf\nnx8hISHU1tayadMmZs6cSVpaGt988w1Tp05l+fLlTJxo1jecOHEiy5cvZ8iQIaxatYpRo0a1WW5b\nF1BWVtbpCxLdy+l0HvH+6axt0H8QuugQZdu2YK/6EuuP86jrgnuutVk5oBpFTRvla8z+CrcbJd+5\no9470bPJ/evd5P71Xk6nk1mzZvmsvHYHZsXFxTz//PPYto3WmqlTpzJ+/HiSkpL461//yvz580lJ\nSWH69OkATJ8+neeee44777wTp9PJXXfd5bNKi95LH8xG9U1ER0ZhvzwHho9FRUZ3yXupgECzWPlh\n+5h5MrjS+V8IIUQP0e7ALDk5mTlz5rTaHhcXx5///OdW2/39/fnlL395bLUTPZLWGrSNsjoxO//B\nbOibiDVwGPrAHtQZ5/u+gk05I1tPLNsgOASUAv+Arq2DEEII0U4y87/ouO2Z2C8/7n2ptcb9/J/R\nu7a2ebiur8P96+uxF76F3rYZ1TcJlXYK1vmXo1ouk+Rj1v1zULF9294Z6oSQMJQlvwZCCCF6BlnE\nXHSYLi2GiiZTn2RmwPbN2HkH0GmvmmO0Brcb5ecHrgJzXGU5Ki4BUkcet7oeqZlUhYZhPfz8cauL\nEEIIcTSSKhAdV1MF9XXel/ZnC1FX3QR9oqlbvRwAvWIJ9mP3ot1ucOVB3ySsa2/DuvGXqMio7qp5\nKyo8srurIIQQQnhJYCY6rroK6usbX+/8DjVhKmrMJOq3bABAr14OJYXozz9AH8pDxcR3U2WFEEKI\n3kMCM9FxNdXejJmuqQFABQahho6ifssGdHEhZO/B+tkD6P8tMQuJS2AmhBBCHJUEZqLjappkzCrK\nGpc+ShyALitBL/oXavREGJAK5WXoPTshJq776iuEEEL0EhKYiY6rbsyYUVnmXfpIWRaO4aPRW9aj\nLv+RGe04cAhs3SRNmUIIIUQ7yKhM4aWrK8FVgEoccOQDmzRlUlHemDEDgq//ORW1daiIPgCoQcPQ\nW9ZLU6YQQgjRDpIxE176y0+wX5rT5oLz9if/Rn/n6dhf3bIps3ECV0dcgjcoAxOY4ecP4X0QQggh\nxJFJYCa89OY1kJ8DB/a03rfhW3RmhnnRZLoMXV6GCj3CwrupI1HnXy6TuAohhBDtIE2ZAr1jC9TW\nwL4s1LSL0OkrUUkDG/drDbnZ6CDPmpI11U0yZuXNMmYtqeAQ1OX/ryurL4QQQpwwJDA7yemyEuyX\nHjOB2ZA01LSLsB+/H7voEIwYhxo3GepqTDCWvdecVF0N7nq0bTcflSmEEEKIYyKB2UlAFxdCSRFq\nwODW+z54BzXlLLOYuG2jEpOxHnkJ/e1y9Nqv0PNfRV35Y0hJhZz96LIS05QJ4K6HynKIO8xalEII\nIYToEOn4cxLQH76D/uyD5ttKi8zPHZmoKWejEpJQickAKGc41jmX4vj571BTzkL/379QCf0haQDs\n321m/geor0dXHKWPmRBCCCHaTQKzE5wuLUZ/s8xkt5qw/3Anev9uMyt/36TDnq8mnwWFBZCQhEoa\niM7eY5o1/QPMAIAW02UIIYQQovOkKfMEorXGnvcIKjQMNftWVHAI+usvINSJbrLouK6tgbIS9LKP\nIS4B5e9/+EJTUqFvEqpfMtrhBzn7oa4OwiPNAIDyUgnMhBBCCB+RjNmJpKQIdn6HzsuBhjnHdn6H\nGnVK84xZiacZ85svUYkpRyxSKYV132Mw8hRUdBw6dx8EBIK/f5OM2eFHZQohhBCi/SQwO5Hk7IWk\nFNSoCeisbWaaiz07YPCIxuktwARm4ZFQWwv9U45arAoLN/OQxcTBgX0QFAR+fiYwq5RRmUIIIYSv\nSGB2AtE5+1CJyajBw9BZW6HIZUZaxvdrHZgNGg6R0aiklPa/QVScGYUZGGxm86+qBLdtMmhCCCGE\nOGbSx+xEcmAfDBgMKUNhXxZ611ZIGWKCqCZNmbqkEBUZhbrj99Avud3Fq5BQCAkzGTPLYfqXBQej\nlOqKqxFCCCFOOpIxO4HonH2ofgNMABUdh170L1TKkMZmxwbFhRDRB5U8COXXwdg8Jg4CTVOmrvBk\nz4QQQgjhE5IxO0ForSFnH3jmIrOuuRWdsx91yhTT/NiyKTN1ROfeKDrOlFVXa2b9l2ZMIYQQwmfa\nHZi5XC7mzZtHSUkJSinOPfdcLrroIt577z2++OILIiIiAJg9ezbjxo0DYOHChXz55Zc4HA5uuOEG\nxo4d2zVXIczEr84I72Svatho1LDRAOja6mYZM11SiBUZ1am3UdHxUOxCa89yTEGSMRNCCCF8pd2B\nmcPh4PrrryclJYXq6mruu+8+xowZA8CMGTOYMWNGs+Ozs7NZtWoVzzzzDC6Xiz/96U/MnTtX+iN1\nEb1mBWrC6W3vdPi3ni4jok/n3iiuLzQEepIxE0IIIXyq3X3MIiMjSUlJASAoKIjExEQKCwsBTzNa\nC2vWrGHq1Kk4HA7i4uJISEhg586dvqm1wF66GPu1v6Jz96NdBej0lahJ32v7YD+/5k2ZxYUQ0cmM\n2ennon7wI5Sfv5nDTDJmQgghhM90qo9Zfn4+e/fuZciQIWzdupUlS5bwv//9j8GDB/OjH/2IkJAQ\nCgsLGTp0qPecqKgobyAnOk+v/QqGjkavXg4hYejn/mT6e4VHQv+BbZ/UJDDTbrfpc+YM79T7q4BA\nCAhE+/mhy0pQITK5rBBCCOErHQ7Mqqurefrpp7nhhhsICgriggsu4IorrkApxbvvvsubb77JT3/6\n066o60lB11SDw2EyUm2wF76NGj8FDuzDeuYtlH/A0Qt1+DU2ZdZUQ0AgynIcW0UbMmZRscdWjhBC\nCCG8OhSYud1unnrqKc4880wmTZoEQHh4Y+blnHPOYc6cOYDJkB06dMi7z+VyERXVuvksMzOTzMxM\n7+tZs2bhdJ68M8lXvvd3lDOC4Ct/3Gqfrq+n5NBB9Gcf4jd8NGFR0e0qUwcHUVJfh9PpxK6vpSww\n6Jg/48rgYOqrKvALcxLSpKyAgICT+v71ZnLveje5f72b3L/ebcGCBd5/p6WlkZaW1umyOhSYvfji\niyQlJXHxxRd7txUXFxMZGQnA6tWr6d+/PwATJ05k7ty5zJgxg8LCQg4ePEhqamqrMtu6gLKysg5f\nyInCvTcLilzUXfDDVgMl9MED0CcGHH64U0e2+3PSWoPbTWlJCRS60P4Bx/wZ2xp0WSl1ytGsLKfT\neVLfv95M7l3vJvevd5P713s5nU5mzZrls/LaHZht3bqVFStWkJyczL333otSitmzZ7Ny5Ur27NmD\nUorY2FhuueUWAJKSkjjttNO4++678fPz46abbpIRme1RkAtVVeh/vYwOj8SacXXjvrwc6JuIdfl1\nHWpCVEqZfmZut+mP5ouRlH7+UFUBgTIqUwghhPCVdgdmw4cPZ/78+a22N8xZ1pbLL7+cyy+/vHM1\nOwlo241ePB916WyUUujaGigrRZ13GXr1MnNQk8BM5x1AxSeikgd3/M0c/uCug9oaHwVmfqC1zPwv\nhBBC+JAsydSdXAXoRe/Crq3mdUEeRMehvj8b69GXobbGTIVRX4f9+rOwZwfE9+vcezWMzPRZYOYZ\nnCAZMyGEEMJnZEmm7pSXA4BevQyVOgIKciAuAeXwjJgckobekYkKDUOvWgpaY51xbufey+eBmeer\nIxkzIYQQwmckY9aNdEEujBqPXrMSXV+Hzs9FxSV496shI2H7ZvS3K1Azr4XUkZCU0rk3a5gyw8cZ\nMyUZMyGEEMJnJGPWnfJzUSPGmrnLNq+DvFxIGuDdrcZMxP5oAdRWYz36MtYlxzDqw88f6urQNTVm\nkthj5W3KlIyZEEII4SsSmB1nusgFhQWowcPR+blYw0bBlLOwl38C2XuxzrzAe6yK64f1h+fQ2zej\nIts3Z9lh+fk6Y9bQlCkZMyGEEMJXpCmzC9krPjMjLzekY3/6PrrwEHr1Mux5j6AryiE/F2L7oSac\nAVs3otLGoQY0H3GpIvpgHW4NzI7oss7/kjETQgghfEUyZl1E19ag35yHSuiP/da8xkXD83NBKfT8\nV8GVD7HxqIBA1E/uRo0Y23UVcvhBve+my1B+fmiQjJkQQgjhQ5Ix6ypFLgDsRe9CSBjqrIsgZ7/p\n4D/7VnSxC5wR3v5e1qTvocI6t7B4uzRrymzH+ppHLU8yZkIIIYSvScasqxQWQHAIbMlAXfADVEIS\n9orPoKQIlZKKmnAaFBUev/r4+Tc2ZTojfFMeSMZMCCGE8CHJmHURXXQINWoChEeiTpkCCf0hZx+U\nFkNULMpyoKLbv6zSMfNxUyZ+fuDwQzUEaEIIIYQ4ZpIx6yqFhyAmDuu6l1DBIWZbYBAEhTROIHs8\nNc2Y+arzv2TLhBBCCJ+SwKyrFB2CpIGNQRmYrJm/D/p3dYLy80O769G1NVi+yphJ/zIhhBDCp6Qp\nswto240uPISKimm2XSUkNZvZ/7hqmC6jrtY3GbPgEAgNO/ZyhBBCCOElGTMf0/t2Yb/ylHnRp0Vg\nNn1GN9TIw9fTZcT1w7r3MR9UTAghhBANJDDzEZ2fAxXl6D074GC22dgqY9a/G2rm0TBdRo2P+phB\n82ZaIYQQQhwzCcx8RKevRG/PRPWJhrGnwncbINTZ3dVq5OvO/0IIIYTwOQnMfKW0GHZkomPisa6/\nA74/G6VUd9eqkV/TpszuGYAghBBCiCOTwMxXSotNx/q8A9B/oHdG/x7D0SRjJtNcCCGEED2SBGY+\nokuLIHUkVJb3vKAMmizJ5KNRmUIIIYTwOZkuo4O01tjpK1rvKC3GOv8y1Hkzj3+l2sPPD+o8TZn+\nEpgJIYQQPZFkzDqqthb9tyfQYyahAoMat5cUw9BRWD11bi+HH9RUg8PqnpUHhBBCCHFUkjHrqKoK\n87OkCADtykdXVkBdDYSEdmPFjsLPDyorpBlTCCGE6MHanTFzuVzMmzePkpISlFKcc845XHzxxZSX\nl/PXv/6VgoIC4uLiuPvuuwkJMfNbvfbaa6xfv57AwEBuv/12UlJSuuo6jp/qSvOzpAgdEYU9537U\npO+Zxcp70ijMlvz80JXlEpgJIYQQPVi7AzOHw8H1119PSkoK1dXV3HfffYwdO5Yvv/yS0aNHM3Pm\nTD744AMWLlzItddeS0ZGBnl5ecydO5cdO3bwyiuv8Oijj3bltRwfVVXmZ0kh+rONUFeDzlgFzsju\nrdfR+Pmb9TtDemhTqxBCCCHa35QZGRnpzXgFBQWRmJiIy+VizZo1TJs2DYCzzjqLNWvWAJCenu7d\nPmTIECorKykuLvZx9buBpylTlxSjv/0f6upboOAgRPTp5oodhcMPcvahBqR2d02EEEIIcRid6mOW\nn5/P3r17GTp0KCUlJURGmmxRZGSkN/gqLCwkOjrae05UVBSFhYU+qHI3a2jKLDoEh/JQ46ZASBgq\nvGdnzJSfP2gNg4Z2d1WEEEIIcRgdDsyqq6t5+umnueGGGwgKCmq1v0f3s/IBXVUFykJnbYWIPqjA\nQBg0DHp4YIafabVWg4Z1c0WEEEIIcTgdmi7D7Xbz1FNPceaZZzJp0iSgMUvW8DMiIgIwGTKXy+U9\n1+VyERUV1arMzMxMMjMzva9nzZqF09mD1phsocaupyauL/buHfiNHEuY00ndxT9EhYbh14PrXed0\nUhEQiHP46C6dLiMgIKBH3z9xeHLveje5f72b3L/ebcGCBd5/p6WlkZaW1umyOhSYvfjiiyQlJXHx\nxRd7t02YMIFly5Zx2WWXsWzZMiZOnAjAxIkTWbJkCVOnTmX79u2EhoZ6mzybausCysrKOnMtx4Vd\nUlHQIu4AACAASURBVISO6wd5Obhj+pq6Dhlldvbgemu/ABg5jvLKyi59H6fT2aPvnzg8uXe9m9y/\n3k3uX+/ldDqZNWuWz8prd2C2detWVqxYQXJyMvfeey9KKWbPns1ll13GM888w5dffklsbCx33303\nAOPHjycjI4M77riDoKAgbrvtNp9VultVVaLiE9Gb1kB8v+6uTbup5ME4bv9td1dDCCGEEEfQ7sBs\n+PDhzJ8/v819v//979vcfuONN3auVj1ZVSX0HwTKQvVN7O7aCCGEEOIEIjP/d1R1lZnhv28i9Evu\n7toIIYQQ4gQia2V2kK6qwAoJRf1x3gk/AlUIIYQQx5dkzDqqqhKCQiQoE0IIIYTPSWDWUdVVEBzS\n3bUQQgghxAlIArOOqqqQwEwIIYQQXUICs46qqoIgCcyEEEII4XsSmLWD3p6JvXg+WmtPU2Zwd1dJ\nCCGEECcgCczaQe/ail662HT8DwhAWV23pJEQQgghTl4SmLVHYT6UlaDXr5b+ZUIIIYToMhKYtYM+\nlA9JKei3nkedfm53V0cIIYQQJyiZYLY9XPmoS2fDpnTzUwghhBCiC0hgdhRaaxOYjRqPmnRGd1dH\nCCGEECcwaco8mvIy8PNHSd8yIYQQQnQxCcyOpjAfomO7uxZCCCGEOAlIYHY0h/IhOq67ayGEEEKI\nk4AEZkehXfkoCcyEEEIIcRxIYNYG95O/Re/dZV4U5EJs3+6tkBBCCCFOChKYtSU/F716GQA6LwcV\n16976yOEEEKIk4IEZm2prECv/Qpt25CfC/EJ3V0jIYQQQpwEJDBrQbvdUFsDAUGwIxNKiiA6vrur\nJYQQQoiTgARmLVVX8v/bu/e4qup8/+OvxSYvIFcBQ9EwENStogJex0ThZJpTOCmTOXVsmCwHneJU\n01RTntLGfGh566SnGc2H2Yyj/dLO6cyMlUKezAhTyiB1KG1CRZGtCHJRYP3+YNwHBEVlw95b3s/H\no0d73b7rs/i06cN3fdf60rkzxtCR1H70XxAYjGHRpOUiIiLS+lSYXar8HHT2xhgUD19+Dt00vkxE\nRETaxlVPybRq1Sr27t2Ln58fS5YsAWDz5s1s374dPz8/AKZPn87gwYMB2LJlCxkZGVgsFmbOnElM\nTEwrhN8KKuoKM3pHQRdfjBCNLxMREZG2cdWF2bhx45g4cSKvvfZag/WTJ09m8uTJDdYVFBSwe/du\nli5dSnFxMfPnz2fFihUYhuGYqFtT+Tnw8sbw8MCI+xH0utXZEYmIiEg7cdW3Mvv27Yu3t3ej9aZp\nNlq3Z88eRo0ahcViISQkhNDQUPLz81sWaVupKAevuuv0uO9hPEYlOjkgERERaS+uusfscrZt28bO\nnTuJiIjggQcewMvLC5vNRlRUlH2fwMBAbDZbS0/VJszyc5qwXERERJyiRYP/J0yYwMqVK1m8eDH+\n/v6sX7/eUXE5T0UZeHVxdhQiIiLSDrWox8zX19f+OTExkUWLFgF1PWSnTp2ybysuLiYwMLDJNnJz\nc8nNzbUvp6Sk4OPj05KwWqSypgbTP4DOTozBnXXo0MGp+ZPrp9y5N+XPvSl/7m3Tpk32z1arFavV\net1tXVNhZppmgzFlZ86cwd/fH4CsrCx69uwJQFxcHCtWrGDy5MnYbDYKCwuJjIxsss2mLqC0tPSa\nLsKRas/YICCIaifG4M58fHycmj+5fsqde1P+3Jvy5758fHxISUlxWHtXXZgtX76cvLw8SktLmT17\nNikpKeTm5nLkyBEMwyA4OJhZs2YBEBYWxsiRI0lPT8fT05Nf/OIX7vFEJtS9LqPHLc6OQkRERNoh\nw2zqsUonO3bsmNPOXfP67/AYkYAxdJTTYnBn+qvPfSl37k35c2/Kn/vq3t2xL6LXm/8v9c83/4uI\niIi0NRVml6r3HjMRERGRtqTC7FIV6jETERER51BhdindyhQREREnUWF2qaoK6NTZ2VGIiIhIO6TC\nrB6z+gKYJni2eKYqERERkWumwqy+qiro2Ml93rkmIiIiNxQVZvVVVUBH3cYUERER51BhVl9VJXTs\n5OwoREREpJ1SYVafCjMRERFxIhVm9akwExERESdSYVZfpQozERERcR4VZvWYVRUYeoeZiIiIOIkK\ns/p0K1NEREScSIVZfVUVKsxERETEaVSY1VdZqfeYiYiIiNOoMKuvqhI6qcdMREREnEOFWX1VFdBB\nhZmIiIg4hwqz+qqq1GMmIiIiTqPCrB6zqgJDg/9FRETESVSY1Velwf8iIiLiPCrM6tOb/0VERMSJ\nPK92x1WrVrF37178/PxYsmQJAGVlZSxbtoyioiJCQkJIT0/Hy8sLgLVr15KTk0PHjh1JS0sjPDy8\nVS7AoaoqNMZMREREnOaqe8zGjRvHs88+22Dd1q1bGThwIMuXL8dqtbJlyxYA9u3bx4kTJ1ixYgWz\nZs3i97//vWOjdjDzdDHm6eK6W5l6KlNERESc5KoLs759++Lt7d1g3Z49exg7diwACQkJ7NmzB4Ds\n7Gz7+j59+lBeXs6ZM2ccFbND1X66g9p5c6hdkA4V5eoxExEREadp0RizkpIS/P39AfD397cXXzab\nja5du9r3CwwMxGazteRUrcKsvoD5X3/E41fPgW8AlJZo8L+IiIg4jUMH/xuG4cjmWp25dzcE34wR\n2R8jdmTdyo4dnRuUiIiItFtXPfi/KRd7yS7+28/PD6jrISsuLrbvV1xcTGBgYJNt5Obmkpuba19O\nSUnBx8enJWFdtcoSG2bfgXT28aHmR0mU/u1dfP382+TcN6oOHTq0Wf7EsZQ796b8uTflz71t2rTJ\n/tlqtWK1Wq+7rWsqzEzTxDRN+3JsbCyZmZkkJyeTmZlJXFwcAHFxcWzbto1Ro0Zx6NAhvL297bc8\nL9XUBZSWll7rdVyX2qJC6BZGdWkp+Afh8fzyNjv3jcrHx0c/Qzel3Lk35c+9KX/uy8fHh5SUFIe1\nd9WF2fLly8nLy6O0tJTZs2eTkpJCcnIyS5cuJSMjg+DgYNLT0wEYOnQo+/btY+7cuXTq1InZs2c7\nLGBHMkvO4BE1wL5shIQ6MRoRERFp7wyzfheYizh27FibnKdm0VN4THkAI+r6uxylIf3V576UO/em\n/Lk35c99de/e3aHtte83/5ecBr8AZ0chIiIiArT3wuzsGdBgfxEREXER7bYwMysrwDT13jIRERFx\nGe22MONs3W1Md3v3moiIiNy42m9hVnIGfHUbU0RERFxH+y3Mzmrgv4iIiLiWdluYmWfPYPiqMBMR\nERHX0W4LM44XQEDX5vcTERERaSPtsjAzy8swP9+JMTzB2aGIiIiI2LXPwuzjv2EMjMPoGuzsUERE\nRETs2lVhVrtuOWZpCebXezFGJDg7HBEREZEG2k1hZhYVYu7ajnlgP/zwHfSKcHZIIiIiIg20n8Js\n/x6weGJmZUJnbwwfX2eHJCIiItJAuyrMjNtuh6+y1VsmIiIiLqldFGbmhQvw9zyMSdPAMDBuudXZ\nIYmIiIg00i4KMwoOQ3Aohn9X6BWBEd7H2RGJiIiINOLp7ADagnn4EEbvumLM47EXwMvbyRGJiIiI\nNNY+eswOH4LeUQAY3l0wDMPJAYmIiIg01i4KM/Pw3zH+WZiJiIiIuKobvjAzD34NJTbo3tPZoYiI\niIhc0Q1dmJkFR6hd/TIes36N4WFxdjgiIiIiV3RDDv43c7IwK8vhXBnG0FEYA2OdHZKIiIhIsxxS\nmKWlpeHl5YVhGFgsFhYuXEhZWRnLli2jqKiIkJAQ0tPT8fLycsTprsi8cIHaP/0n+PhjdOsO/Ye0\n+jlFREREHMEhhZlhGMybN48uXbrY123dupWBAwdy9913s3XrVrZs2cKMGTMccborMj/5EEJ7wneH\nMG1FeEy+t9XPKSIiIuIIDhljZpompmk2WLdnzx7Gjh0LQEJCAtnZ2Y44VfOxHPgKY+R4iB4INdXQ\nrXubnFdERESkpRzWY/bSSy9hGAZJSUkkJiZSUlKCv78/AP7+/pSUlDjiVACYpSWYB/bjEf+jxhuP\n/4ARmgKD4jCrL2B43NDPN4iIiMgNxCGF2fz58wkICODs2bMsWLCA7t0b91I59KWuB/djvr0Kc+hI\nDMv/PW1p1tRAUSHc3AOjxy0YsaMdd04RERGRVuaQwiwgIAAAX19f4uPjyc/Px9/fnzNnztj/7efn\n1+Sxubm55Obm2pdTUlLw8fG54vkqy85Sea6UzkePcJN1MAC1ZWcxy89yLjAY365BjrgsuQ4dOnRo\nNn/impQ796b8uTflz71t2rTJ/tlqtWK1Wq+7rRYXZlVVVZimSadOnaisrOSrr75i6tSpxMbGkpmZ\nSXJyMpmZmcTFxTV5fFMXUFpaesVz1h77AfwCKN+dgUevCABq5s3F6N4Ls1v3Zo+X1uPj46Ofv5tS\n7tyb8ufelD/35ePjQ0pKisPaa3FhVlJSwuLFizEMg5qaGsaMGUNMTAwREREsXbqUjIwMgoODSU9P\nd0S8AJi2IoyEiZgfb8Occj+YwPECzGP/wLh9isPOIyIiItKWWlyYhYSEsHjx4kbru3TpwnPPPdfS\n5ptWfBLjx9MxfziC+cEWDGts3ZRL56s09ZKIiIi4Lfd8839xEXQNxmPag9TOfww6dMLoeSvG3feB\nX6CzoxMRERG5Lm73Lgmz/BzU1oC3D0ZQN+g7CPNv/w/CwjGCumHcdJOzQxQRERG5Lm5XmGE7CYHB\n9tdveIxKhNISjLBw58YlIiIi0kLuV5gVF0HXkP9btg6FWyLhn09nioiIiLgrtxtjZn7/LUb3XvZl\nw9MTy29fdWJEIiIiIo7hdj1mZt4+DOsQZ4chIiIi4nBuVZiZ58rg6PfQp7+zQxERERFxOLcqzPgm\nByL7Y9zUwdmRiIiIiDic2xRm5uG/U/unN/AYO8HZoYiIiIi0CrcpzGr/9g7G5J9iDB7h7FBERERE\nWoXbFGYc/QdG1EBnRyEiIiLSatyiMDPPV4GtCLqFOjsUERERkVbjFoUZhQUQEorhqemWRERE5Mbl\nFoWZefQfGD1ucXYYIiIiIq3KLQozjn4P9d72LyIiInIjcunCzPzmS8yaGsxDX2OE9XZ2OCIiIiKt\nymXnyjTPlVL76nMQ3gdMEwYMdXZIIiIiIq3KZQszvjsIvaOgiy8eyT/DsFicHZGIiIhIq3LZwszM\nP4BhHYLH3TOcHYqIiIhIm3DZMWbmt99gRPR1dhgiIiIibcYlCzOzpgaO5MOt0c4ORURERKTNuGRh\nRtFx8PXD8Ori7EhERERE2kyrjzHLyclh3bp1mKbJuHHjSE5Obv6gE8egW4/WDk1ERETEpbRqj1lt\nbS1r1qzh2Wef5ZVXXmHXrl0cPXq02ePME0cxblZhJiIiIu1LqxZm+fn5hIaGEhwcjKenJ6NHjyY7\nO7v5AwuPQrfurRmaiIiIiMtp1cLMZrPRtWtX+3JgYCA2m63Z48wTxzB0K1NERETaGdcc/H/imHrM\nREREpN1p1cH/gYGBnDp1yr5ss9kIDAxssE9ubi65ubn25ZSUFKg4h0/PcAwP16wb5fI6dOiAj4+P\ns8OQ66DcuTflz70pf+5t06ZN9s9WqxWr1XrdbbVqYRYZGUlhYSFFRUUEBASwa9cuHn300Qb7NHkB\noT0pO3euNUOTVuLj40Npaamzw5DroNy5N+XPvSl/7svHx6euU8lBWrUw8/DwIDU1lQULFmCaJuPH\njycsLKz54559pdG6Ll26YBhGa4QpDmSxWPRXXzNM06SsrMzZYYiIiAsyTNM0nR3EpY4dO9Zonf6a\nkBuFq/637KpxydVR/tyb8ue+und37Jh4DeISERERcREqzERERERchAozERERERehwkykFaSnp7N4\n8WJnhyEiIm5GhZkDnD9/nieeeILhw4fTt29fJkyYQEZGhn37hQsXmDVrFiNGjCAsLIzPPvvsiu29\n+uqrhIeHEx0dTVRUFNHR0fzwww/27b/+9a+57bbb6NmzJ5s3b242vjfeeIMhQ4bQr18/nnjiCS5c\nuGDfNnz4cCIiIoiOjiY6OpoZM2Zctp3HHnuMsLAwPvjggwbr582bR1hY2FXF0lL14x06dCjp6elU\nVFS0+nlFRETaggozB6ipqaFHjx68++67HDhwgCeffJJHHnmkwYTtw4cPZ+XKlXTr1u2q2rzrrrs4\nePAghw4d4uDBg/Ts2dO+zWq1snDhQgYNGtRsO5mZmaxatYrNmzeTlZXFkSNHWLJkiX27YRisX7+e\ngwcPcvDgQd5+++3LtmUYBhEREbzzzjsNrv39998nPDz8qq6rperH+8EHH/D111+zcuXKNjl3U2pq\napx2bhERufGoMHOAzp07k56eTo8edfN7JiUl0bNnT7766isAbrrpJlJTU4mPj3fIu9j+9V//ldGj\nR9OhQ4dm933nnXe49957iYyMxNfXl8cee6zBG4qh7r1aVyspKYns7GzOnj0LQEZGBv379yckJKTB\nfhs3biQhIQGr1crPfvazBkXq888/T3x8PH379mXSpEl8/vnn9m2vvvoqjzzyCI8++ijR0dEkJiay\nf//+JuMNCgoiISGhwcwR58+f58UXX2TYsGEMGTKE3/zmN1RVVQEwdepU/vrXvwKQnZ1NWFgYO3bs\nAOCTTz7h9ttvB+D7778nJSWFAQMGMGjQIObOndvgMfYRI0bw+uuvk5SURFRUFLW1tXz99dfccccd\n9O3bl9mzZ9vPKSIici1UmLWCoqIiDh8+TFRU1FXtv3XrVv7lX/6lwbqPPvqIAQMGkJiYyPr166/6\n3NnZ2Q1mUjh48CD9+/e3L/fv35+ioiLOnDljXzd37lxiYmKYMWMGeXl5V2y/U6dO3H777bz33ntA\nXeE3derUBsXdtm3beO2111izZg379+9n2LBh/PKXv7RvHzJkCB999BF5eXkkJyfz8MMPc/78efv2\nDz/8kClTpnDgwAGSkpJ45plnmozl2LFjZGRk0Lt3b/u6l156iSNHjvDRRx+xa9cuTpw4wdKlS4G6\ngmr37t0AfPbZZ9xyyy1kZWXZl0eOHAnUFX5z584lJyeHzMxMjh8/ziuvNHzp8XvvvceGDRvIy8uj\npqaG1NRUpk2bRm5uLpMnT+Yvf/nLFX+OIiIiTVFh5mDV1dXMnTuXlJQUIiIiruqY5ORkPvzwQ/vy\nXXfdRWZmJvv372fRokUsW7bMXgg1Jz4+vkEPUnl5Ob6+vvbli5/P/XPKq9dee43PPvuMrKwsRo4c\nyYwZM5p9yeHUqVPZvHkzZ8+eJSsrizvuuKPB9g0bNjB37lwiIiLw8PBgzpw55Obm2nvNpkyZgp+f\nHx4eHsyaNYvz58/z7bff2o8fNmwYCQkJGIbB1KlT+eabbxq0n5qaSnR0NMOGDSMoKIjHH3/cvu2P\nf/wj//7v/46vry9eXl6kpaXZf3b1C7OsrCzmzp3boFC7WJiFh4czZswYPD09CQwM5KGHHmo0LjA1\nNZWbb76Zjh07snfvXqqrq0lNTcVisXDnnXcSExNzxZ+hiIhIU1p1Sqa2VvPQXS1uw/L7/7ruYy/2\ntHTo0IEFCxZcdzuRkZH2z3FxcaSmpvI///M/3H333dfclpeXV4NCq7S0FMMw8Pb2trd/0Zw5c+xj\n0ZKSki7bZnx8PMXFxaxYsYKkpCQ6duzYYHtBQQHPP/88L774IlD3czEMg8LCQnr06MHq1avZuHEj\nJ0+eBKCsrAybzWY/Pjg42P65c+fOVFVVUVtbi8c/J7Vfu3Yto0ePJisri7S0NGw2Gz4+PhQXF1NR\nUcHEiRPtx9fW1tp782JjY/nuu+84deoUeXl5rFu3jiVLlmCz2di3bx/Dhw8H4NSpUzz//PNkZWVR\nXl5OTU0N/v7+Da4xNDTU/rmwsLDBMnBVU4+JiIhc6oYqzFpSVDnC448/js1m46233sJisTisXcMw\nrmkcWH3R0dHk5eUxefJkAHJzcwkODm5UaFzrue655x6WLVvW4EGAi7p3786jjz5KcnJyo22ff/65\n/WGEi7d6rVbrNV3fxX2HDx/OtGnTePHFF1mzZg2BgYF07tyZHTt2NPmQRefOnRk0aBB/+MMfiI6O\nxtPTk9jYWN544w169+5NQEAAAC+//DIeHh5kZGTg6+vLtm3b+O1vf9ugrfpjBbt168bx48cbbD96\n9GibPRAhIiI3Dt3KdJCnnnqK/Px81q1b1+Sg/PPnz1NZWWn/fKXB4R988AElJSUA7Nu3jzVr1jS4\nXXjhwgUqKysxTZMLFy5QVVV12cJm6tSpbNy4kb///e+UlJSwYsUKUlJSgLriITs7297GqlWrOH36\nNPHx8c1e789//nP+9Kc/MWzYsEbb7r//flauXMmhQ4cAOHv2LO+//z5Q1zvm6elJQEAA58+fZ+nS\npc1O6H2lou2hhx5i586dfPPNNxiGwX333ce8efMoLi4G4Pjx43z88cf2/YcPH866desYMWIEACNH\njmywfDFGLy8vunTpwvHjx1m1atUV44uNjcXT05O1a9dSXV3NX/7yF3Jycq54jIiISFNUmDnA0aNH\nefvtt8nNzSUmJsb+7rGtW7fa97ntttvo06cPJ06cYMaMGURGRtrHXG3ZsoXExET7vu+99x6jR48m\nOjqa9PR05s6dyz333GPfPn36dCIjI/niiy946qmniIyMtA9i//zzz4mOjrbvm5CQwOzZs5k2bRoj\nRoygV69e9jFZ586d4+mnn8ZqtRIXF8fHH3/M22+/fcXetIv8/f0ZPXp0k9vuuOMO0tLS+OUvf0m/\nfv1ISkoiMzPTHk9CQgJjxoxh5MiRdO7cudkJYOu3felTrYGBgUybNs0+wP+ZZ54hPDycH//4x/Tr\n14/77ruP7777zr7/yJEjOXfuXIPCrP4ywL/927+xf/9++vXrx8yZM5k0adJl44G6p27/8Ic/8Oc/\n/5kBAwbw/vvvNzpGRETkahjm9d4ja0XHjh1rtM7Hx6fZQeki7sBV/1t21bjk6ih/7k35c1/NdS5c\nK/WYiYiIiLgIFWYiIiIiLkKFmYiIiIiLUGEmIiIi4iJUmImIiIi4CBVmIiIiIi5ChZmIiIiIi3Cb\nKZlM08THx8fZYUgzLBYLNTU1zg7DpbngqwNFRMRFtKgw27x5M9u3b8fPzw+oeyP94MGDgbq32Wdk\nZGCxWJg5cyYxMTEtCrS5aXvENegliSIiItevxT1mkydPtk+QfVFBQQG7d+9m6dKlFBcXM3/+fFas\nWNFoKhsRERER+T8tHmPW1G2ZPXv2MGrUKCwWCyEhIYSGhpKfn9/SU4mIiIjc0FrcY7Zt2zZ27txJ\nREQEDzzwAF5eXthsNqKiouz7BAYGYrPZWnoqERERkRtas4XZ/PnzKSkpsS+bpolhGNx7771MmDCB\nqVOnYhgGGzduZP369TzyyCOtGrCIiIjIjarZwuy55567qoYSExNZtGgRUNdDdurUKfu24uJiAgMD\nmzwuNzeX3Nxc+3JKSorDZ2qXtqWnZ92XcufelD/3pvy5r02bNtk/W61WrFbrdbfVojFmZ86csX/O\nysqiZ8+eAMTFxfHpp59SXV3NyZMnKSwsJDIyssk2rFYrKSkp9n/qX5y4H+XPfSl37k35c2/Kn/va\ntGlTgzqmJUUZtHCM2YYNGzhy5AiGYRAcHMysWbMACAsLY+TIkaSnp+Pp6ckvfvELPZEpIiIi0owW\nFWZz5sy57LYpU6YwZcqUljQvIiIi0q643JRMLe0CFOdS/tyXcufelD/3pvy5L0fnzjA1P4yIiIiI\nS3C5HjMRERGR9kqFmYiIiIiLaPGb/x0pJyeHdevWYZom48aNIzk52dkhySXS0tLw8vLCMAwsFgsL\nFy6krKyMZcuWUVRUREhICOnp6Xh5eQGwdu1acnJy6NixI2lpaYSHhzv3AtqZVatWsXfvXvz8/Fiy\nZAnAdeUrMzOTLVu2APCTn/yEsWPHOuV62pum8rd582a2b9+On58fANOnT2fw4MEAbNmyhYyMDCwW\nCzNnziQmJgbQ71ZnKC4u5rXXXqOkpATDMEhMTGTSpEn6/rmBS3OXlJTExIkT2+67Z7qImpoac86c\nOebJkyfNCxcumE888YRZUFDg7LDkEmlpaWZpaWmDdW+99Za5detW0zRNc8uWLeaGDRtM0zTNvXv3\nmr/73e9M0zTNQ4cOmc8880zbBivmN998Yx4+fNh8/PHH7euuNV+lpaXmnDlzzHPnzpllZWX2z9L6\nmsrfpk2bzP/+7/9utO8PP/xgPvnkk2Z1dbV54sQJc86cOWZtba1+tzrJ6dOnzcOHD5umaZoVFRXm\nr371K7OgoEDfPzdwudy11XfPZW5l5ufnExoaSnBwMJ6enowePZrs7GxnhyWXME2z0cT1e/bssf8F\nl5CQwJ49ewDIzs62r+/Tpw/l5eUNXkosra9v3754e3s3WHet+fryyy8ZNGgQXl5eeHt7M2jQIHJy\nctr2QtqppvIHNPoOQl1eR40ahcViISQkhNDQUPLz8/W71Un8/f3tPV6dOnWiR48eFBcX6/vnBprK\n3cX5vtviu+cyhZnNZqNr1672ZU187poMw+Cll17i6aefZvv27QCUlJTg7+8P1P0HfbH4Uk5d07Xm\nS3l0Pdu2bePJJ59k9erVlJeXA3X5CwoKsu+j/LmOkydP8v333xMVFaXvn5u5mLs+ffoAbfPdc6kx\nZuL65s+fT0BAAGfPnmXBggVNzmuqWR7ci/LlXiZMmMDUqVMxDIONGzeyfv16HnnkEWeHJZdRWVnJ\nq6++ysyZM+nUqVOj7fr+ua5Lc9dW3z2X6TG7dOJzm8122YnPxXkCAgIA8PX1JT4+nvz8/AZ/9Z05\nc8Y+MDIwMJDi4mL7sVeazF7azrXm69LvpvLoXL6+vvb/mScmJpKfnw80/h16ufzpd2vbqamp4ZVX\nXuG2224jPj4e0PfPXTSVu7b67rlMYRYZGUlhYSFFRUVUV1eza9cu4uLinB2W1FNVVUVlZSVQhjSs\nQQAABYtJREFU95fEV199Ra9evYiNjSUzMxOoe3roYt7i4uL4+OOPATh06BDe3t72LnxpO5eOC7zW\nfMXExLB//37Ky8spKytj//799ieOpPVdmr/64zSzsrLo2bMnUJe/Tz/9lOrqak6ePElhYSGRkZH6\n3epEq1atIiwsjEmTJtnX6fvnHprKXVt991zqzf85OTm8+eabmKbJ+PHj9Ui3izl58iSLFy/GMAxq\namoYM2YMycnJlJWVsXTpUk6dOkVwcDDp6en2Actr1qwhJyeHTp06MXv2bG699VYnX0X7snz5cvLy\n8igtLcXPz4+UlBTi4+OvOV+ZmZm8++67GIahx/XbUFP5y83N5ciRIxiGQXBwMLNmzbL/wbNlyxZ2\n7NiBp6dno0f29bu1bR04cIB58+bRq1cvDMPAMAymT59OZGSkvn8u7nK5++STT9rku+dShZmIiIhI\ne+YytzJFRERE2jsVZiIiIiIuQoWZiIiIiItQYSYiIiLiIlSYiYiIiLgIFWYiIiIiLkKFmYjcEBYu\nXMjOnTsd2ubmzZtZuXKlQ9sUEbkSzZUpIi4lLS2NkpISLBYLpmliGAZjx47l5z//+RWPe/rpp1sl\nHs1lKCJtSYWZiLic3/zmNwwYMMDZYYiItDkVZiLiFjIzM9m+fTu9e/dm586dBAQEkJqaai/gXnjh\nBcaMGcP48eMpLCxk9erVHDlyBE9PTwYMGMBjjz0GwMGDB1m3bh2FhYWEhoYyc+ZMoqKigLppx15/\n/XUOHz5MVFQUoaGhDWI4dOgQb731FgUFBQQHBzNz5kz69+/ftj8IEbmhaYyZiLiN/Px8br75Ztau\nXcu0adNYsmQJ586da7Tfn//8Z2JiYli3bh2rV69m4sSJAJSVlfHyyy9z5513smbNGu68804WLlxI\nWVkZACtWrCAiIoI1a9bwk5/8xD6pNIDNZmPRokXcc889vPnmm9x///288sorlJaWts3Fi0i7oMJM\nRFzO4sWLefDBB+3/7NixAwA/Pz8mTZqEh4cHo0aNonv37uzdu7fR8RaLhaKiImw2G56enkRHRwOw\nd+9eunfvzo9+9CM8PDwYPXo0PXr04IsvvuDUqVN8++23/PSnP8XT05N+/foRGxtrb/N///d/GTJk\nCIMHDwZg4MCB3Hrrrezbt68NfiIi0l7oVqaIuJwnn3yy0RizzMxMAgMDG6wLCgri9OnTjY6///77\n2bhxI08//TRdunRh8uTJjBs3jtOnTxMUFNSoDZvNxunTp+nSpQsdOnRotA2gqKiI3bt388UXX9i3\n19TUaCyciDiUCjMRcRsXi6SLiouLiY+Pb7Sfn58fDz/8MAAHDhxg/vz59O/fn4CAAIqKihq1MWTI\nEAICAigrK+P8+fP24uzUqVN4eNTdWAgKCmLs2LHMmjWrNS5NRATQrUwRcSMlJSX89a9/paamht27\nd3P06FGGDh3aaL/PPvvMXsR5e3vj4eGBYRgMHTqU48ePs2vXLmpra/n0008pKCggNjaWoKAgIiIi\n2LRpE9XV1Rw4cKBB79iYMWP44osv+PLLL6mtreX8+fPk5eU1KhZFRFrCME3TdHYQIiIXpaWlcfbs\nWTw8POzvMRs4cCBxcXHs2LGD8PBwdu7cib+/P6mpqQwcOBBo+FTmhg0b+OSTT6ioqMDPz4/k5GTG\njx8P1D2V+eabb3LixAluvvlmHnzwwQZPZf7Hf/wHR44csT+VWV5ezpw5c4C6hw82bNjAP/7xDywW\nCxERETz00EN07drVOT8sEbnhqDATEbeQmZlJRkYGL7zwgrNDERFpNbqVKSIiIuIiVJiJiIiIuAjd\nyhQRERFxEeoxExEREXERKsxEREREXIQKMxEREREXocJMRERExEWoMBMRERFxESrMRERERFzE/weY\nlVFTH3VBTQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f3786dd68>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAFOCAYAAADD+bpyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWPMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f3786dcc0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f37865780>" | |
] | |
}, | |
"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": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAFOCAYAAADO58o1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8VFX6x/HPuQkBEkIJPfQeCFIEFgQLTRRFAYEo6g/Z\nRWyAgoKCCFhQFBFFEVABkbVtVIqrrtiwYQMhKkFBFFF6CSUQAiH3/P6Y3XGzEBLIJDc3+b5fr33t\n3NwzZ57Jw0wezz33HGOttYiIiIhIgXK8DkBERESkOFIRJiIiIuIBFWEiIiIiHlARJiIiIuIBFWEi\nIiIiHlARJiIiIuKB8Jwa7N27l5kzZ3LgwAGMMXTr1o1LLrnkhHbz588nKSmJkiVLMmzYMOrWrZsf\n8YqIiIgUCTmOhIWFhXHdddcxffp0HnzwQZYtW8bWrVuztFmzZg07d+7kySef5IYbbuC5557L1Ysn\nJyefWdRSKCh//qXc+Zvy52/Kn3+FOnc5FmHly5cPjmqVKlWKGjVqkJKSkqXNypUrueCCCwBo1KgR\naWlp7N+/P8cX1z9Ef1P+/Eu58zflz9+UP/8q8CLsv+3atYvNmzfTqFGjLD9PSUmhYsWKweOYmJgT\nCjURERER+VOui7D09HSmT5/O4MGDKVWqVH7GJCIiIlLkmdzsHZmZmcnDDz9M69atTzop/9lnn6V5\n8+Z07NgRgJEjR3LvvfdSvnz5LO2Sk5OzDOUlJCTkNX4RERGRApOYmBh8HB8fT3x8/Bn3lePdkQCz\nZ8+mZs2aJy3AANq2bcuyZcvo2LEjGzZsICoq6oQCLLtgt23bdgZhS2EQHR1Namqq12HIGVDu/E35\n8zflz79iY2NDOoCUYxH2008/8dlnn1G7dm3uvPNOjDEMHDiQ3bt3Y4yhe/funH322axZs4YRI0ZQ\nqlQpbr755pAFKCIiIlIU5epyZH7SSJh/6b/m/Eu58zflz9+UP/+KjY0NaX9aMV9ERETEAyrCRERE\nRDyQq4n5IiIiJ1OmTBmMMV6H4SthYWFER0d7HYacgrWWQ4cO5fvrqAgTEZEzZozR/CYpcgqqSNbl\nSBEREREPqAgTERER8YCKMBEREREPqAgTEREphr788kvatm0bPO7atStfffWVhxEVPyrCRESkSDp2\n7BijR4+mffv2xMXFcdFFF7F8+fLg+YyMDG644QY6dOhAzZo1cyxApk+fTt26dWnSpAmNGzemSZMm\n/PHHH8Hzd955J+effz61atXitddeyzG+Z599ltatW9O0aVNGjx5NRkZG8Fz79u1p0KABTZo0oUmT\nJlxzzTXZ9jNq1Cjq1atHkyZNaN68OQMHDmTjxo05vj6Q5c7Wjz76iA4dOuTqedn577j/8zuaMGFC\nrp7bv39/Xn311Ty9vt+oCBMRkSIpMzOTGjVqsGjRIn766SfGjBnDTTfdxNatW4Nt2rdvz1NPPUXV\nqlVz1efll1/O+vXr2bBhA+vXr6dWrVrBc/Hx8UyZMoUWLVrk2M/HH3/M7Nmzee211/j666/57bff\nmDZtWvC8MYaFCxeyfv161q9fz0svvXTK/m655RbWr1/PqlWrqFSpErfffnuu3k+o/Xfc//kdPfDA\nAyHpOzMzMyT9FCYqwkREpEgqXbo0o0aNokaNGgB0796dWrVq8f333wNQokQJhgwZQrt27UKy1tl1\n111Hp06diIiIyLHt66+/zlVXXUXDhg0pW7YsI0eOJDExMUubM9lVsFSpUvTp04f169cDgdHAiRMn\n0qZNG9q0acOkSZOyjLj9tw4dOvD5558D4LouTz75JJ06daJJkyZccsklbN++nfHjx3P//fdned5f\n//pX5s6dm2PciYmJ9O3blwceeID4+Hg6duzIxx9/DMAjjzzCN998w/jx47OMntWsWZMFCxZw7rnn\nct555wGwcuVKLr30Upo1a0avXr1YtWpV8DX69+/PlClT6NWrF3FxcQwZMoQDBw4AMGjQIBYsWJAl\npu7du7Ns2bLc/GrzhYowEREpFnbv3s2mTZto3LhxrtovWbKECy+8MMvPPvjgA5o3b063bt1YuHBh\nrl975cqVxMfHB4/Xr19Ps2bNgsfNmjVj9+7d7N+/P/izESNG0LJlS6655hrWrVuXq9c5fPgwixcv\n5qyzzgJgxowZJCUl8f777/P++++TlJTEjBkzcuznmWee4c033+TFF19k/fr1PPbYY5QuXZoBAwaw\ndOnSYLuUlBQ+//xzrrjiilzFl5SURKNGjVi7di033XQTd9xxBwB33XUXf/nLX3jwwQdPGD177733\neOedd1i+fDn79+9n8ODBXH/99axdu5ahQ4dy3XXXZfm9vfHGGzz++OOsWbMGx3GCBd2AAQN4/fXX\ng+2Sk5PZuXMn3bp1y1Xs+UGLtYqISL7KHHp5nvsIe+7NPD3/+PHjjBgxgoSEBBo0aJCr5/Tp04c+\nffoEjy+//HKuvfZaKleuzLfffssNN9xAuXLl6N27d459tWvXjuTk5OBxWloaZcuWDR7/5/Hhw4cp\nX748M2fO5KyzzsJay9y5c7nmmmv49NNPs11EdM6cOSxYsICSJUvSqlUrHn/8cSBQSD744IPExMQA\ncPvttzN27FhGjx59ynhfeeUVJkyYQL169QBo2rQpAK1ataJs2bJ89tlnnHfeebz55pucc845wf4B\nhgwZQnh4ONZajDHcc889DBw4EIAaNWpw1VVXAYGi6O6772bPnj1UqlQp21hGjBgR/P289dZb1KtX\nj759+wLQu3dv5s2bx/vvv8+AAQMA6NevH40aNQIC8/R69OjBjBkz6NGjB2PHjuW3336jbt26LFq0\niMsvv5zwcO9KIRVhIiKSr/JaQOWVtZYRI0YQERHB5MmTz7ifhg0bBh+3bduWIUOG8Pbbb+eqCPtf\nkZGRWXYaSE1NxRhDVFRUsP//GD58eHDuWPfu3U/a30033cSYMWNO+PmOHTuCl2MhUATt3Lkzx/i2\nbdtGnTp1Tnquf//+LFq0iPPOO4833niD66+/Psv5+fPn06lTp5M+t0qVKsHHpUuXBgKF56mKsOrV\nqwcf79y5k5o1a2Y5X7NmTXbs2BE8jo2NzXIuIyODlJQUKlasyGWXXcaiRYsYNWoUS5Ys4bnnnsv2\ndQuCLkeKiEiRdscdd5CSksLcuXMJCwsLWb/GmDOatwXQpEmTLJcYk5OTqVy5MuXLlw/pa1WrVo0t\nW7YEj7du3ZqrmxBiY2P57bffTnruiiuu4L333mPdunX88ssvXHzxxVnOn+nvJLt5ef/986pVq2Z5\nPxB4T9WqVQseb9u2Lfh4y5YtREREBEfqBgwYwBtvvMFnn31GZGQkZ5999hnFGioqwkREpMi66667\n2LhxIwsWLDjphPljx46Rnp4efHz06NFs+3rvvfeCk7zXrFnDvHnzshQgGRkZpKenY60lIyODo0eP\nZluQ/Gc5hp9//pkDBw7w5JNPkpCQAASKipUrVwb7mD17Nvv27aNdu3an/f579+7NjBkzSElJISUl\nhSeeeIJ+/frl+Lyrr76aRx99lE2bNgHw448/BuddVa9enRYtWnDrrbdyySWXULJkydOO62QqV67M\n5s2bT9mma9eubNq0iaVLl5KZmcnSpUvZuHFjlhHCRYsWsXHjRo4cOcK0adO49NJLg4VcmzZtcByH\n+++/P1e/h/ymIkxERIqkrVu38tJLL5GcnEzLli2D61YtWbIk2Ob888+nUaNG7Ny5k2uuuYaGDRsG\nl7BYvHhxlknbS5cuDd4tOGrUKEaMGJHlD/nAgQNp2LAh3377LXfddRcNGzbk66+/BuCbb76hSZMm\nwbadO3fm5ptvZsCAAXTo0IHatWsHJ6kfPnyYcePGER8fT9u2bfnkk0946aWXTjlKlp3bbruNFi1a\n0L17dy688MJg8ZRTPzfccAOXXXYZV199NXFxcYwZMyZYrEJgRGn9+vX079//hH4GDx4cXN+sSZMm\nDB06NNv4/vs1hwwZwltvvUV8fDwTJ0486XurUKECCxYsYM6cOZx11lk888wzvPDCC1SoUCHYpl+/\nfowcOZKzzz6bjIyME+7m7N+/P+vXry8URZixZzpuGCL/PWwo/hIdHZ1lToP4h3Lnb4Upf4UpFik4\nX3/9NbfeemuwyCws+vfvT//+/YOT/0/m9ddf5+WXX2bRokXZtsnu3/V/zzcLBY2EiYiISK5lZGQw\nd+5crr76aq9DOW1HjhzhhRde4Nprr/U6FEBFmIiIiOTSxo0badasGXv27DnhrsjC4FSXZj/55BNa\ntGhB1apVsyw94iVdjpQzpssQ/qXc+Vthyl9hikUkVHQ5UkRERKQIK3RFmM04hs045nUYIiIiIvnK\n8xXz3dfmAwbTsh3260+wKz+HjKNQuwHOgL9iGjbLsQ8RERERv/G8CKNseUg7jPvCU5i25+FMngVl\nymJXrcCdNQXnlrsxDZt6HaWIiJyEtTbb/Qzl5MLCwsjMzPQ6DDmFgpouX6gn5tu1q3HnTcf5v1ug\n9TmnvOtBCp4m5PqXcudvyp+/KX/+FeqJ+TmOhM2ePZvVq1dTrlw5pk2bdsL5tLQ0nnrqKfbs2YPr\nulx22WV07tw5JMGZ5mfjDBuPu3AmLHkJ0/0yzHkXqRgTERER38txYn6XLl0YP358tueXLVtGrVq1\nePTRR5k0aRILFy4M6TCradgU576ZONfcjP3obex7i0/azh7PwLpuyF5XREREJD/lOBIWFxfH7t27\nsz1vjOHIkSMApKenEx0dHdJd6v/zGjRpjnPrRNwpY7BVYyGuBSSvwe7Yil27Gn79CarWwLlnOiYi\nNJuJioiIiOSXPC9RcfHFF7NlyxZuvPFGxowZw+DBg0MQ1smZmMo4t4zHff5J3DF/xf3sPUg/gul6\nKc6sN6B6Tey7b+Tb64uIiIiESp7vjkxKSqJevXpMmjSJHTt2MHnyZKZNm0apUqVCEd8JTL1GOBOf\ngNKRmMgyWc45V16P+8BIbPvOmKqhnTwnIiIiEkp5LsI+/vjj4B5M1apVo0qVKmzdupUGDRqc0DY5\nOZnk5OTgcUJCwpnd2pzdc6KjSe9zLcf/MZeocY9gnEK3Fm2REhERoVvTfUq58zflz9+UP39LTEwM\nPo6Pjyc+Pv6M+8pVEWatzXbNjEqVKvHDDz8QFxfH/v372b59O1WrVj1p25MFG+rbdG2nC3G/+ZSD\nTz+EGXgjpmT+jMiJbrP2M+XO35Q/f1P+/Cs6OpqEhISQ9ZfjOmEzZsxg3bp1pKamUq5cORISEjh+\n/DjGGLp3786+ffuYNWsW+/btA6BPnz6ce+65uQ4gPzbwtulHsAuexK7/HnNOV8wlAzBlyob8dYo7\nfZH4l3Lnb8qfvyl//hXqdcIK9WKteWV378AuWgilI3EGDc+31ymu9EXiX8qdvyl//qb8+Veoi7Ai\nPWnKVK6GueYm7OovsXt3eR2OiIiISFCRLsIATJmymPN7YJedfJFXERERES8U+SIMwHTphf36E2za\nYa9DEREREQGKSxFWoSImvjV2xQdehyIiIiICFJMiDMBcfAX23Tc0GiYiIiKFQvEpwmo3wLRoh331\nWezRdK/DERERkWKu2BRhAKbfdXD8OO6k4ditm70OR0RERIqx4lWElSmLc8MYTJ9rcR+7B7t7h9ch\niYiISDFVrIqw/3A6dMZc3A/3uWnY4xlehyMiIiLFULEswgDMhb2hTFns4he9DkVERESKoeJbhBmD\n89eR2FWfYX/41utwREREpJgptkUYgIkuizPkDtwFM7B7dnodjoiIiBQjxboIAzCN4zG9rsJ95C7s\n7796HY6IiIgUE8W+CANwulyCSRiC+9T92uhbRERECoSKsH9z2p2H6d4bd/bD2AzdMSkiIiL5S0XY\nfzE9+kCFithFL3gdioiIiBRxKsL+izEGZ/Ct2DVfYZO+9jocERERKcJUhP0PExWNM3Q07sKZ2L27\nvQ5HREREiigVYSdhGsRhevTBfe5R7PHjXocjIiIiRZCKsGyYHn2hdCR26UtehyIiIiJFkIqwbBjH\nwfnbKOyar3CffRR7cL/XIYmIiEgRoiLsFEx0OZyJT0BMZdx7R+B+uRxrrddhiYiISBEQ7nUAhZ2J\nKInpPxjb7lzcudPBdTGdunkdloiIiPicRsJyydRpiNNvEPbz970ORURERIoAFWGno3kb2LkVu2u7\n15GIiIiIz6kIOw0mvATmL+djv1zudSgiIiLicznOCZs9ezarV6+mXLlyTJs27aRtkpOTeeGFF8jM\nzKRs2bJMmjQp5IEWFqZjV9xZU7CXXYVxVMOKiIjImcmxCOvSpQs9e/Zk5syZJz2flpbGvHnzuOee\ne4iJieHgwYMhD7JQqVUfSpWGn5OhyVleRyMiIiI+leNQTlxcHFFRUdme//zzz2nfvj0xMTEAlC1b\nNnTRFULGGMy5F+K+v9TrUERERMTH8nw9bdu2bRw6dIj77ruPcePG8emnn4YirkLNXHAxbN+C/W6l\n16GIiIiIT+V5nTDXddm0aRMTJ07k6NGj3HPPPTRu3Jhq1aqFIr5CyZSIwBk0DHfOw5gOXTHndMHU\nru91WCIiIuIjeS7CYmJiiI6OJiIigoiICJo2bcpvv/120iIsOTmZ5OTk4HFCQgLR0dF5DcEbbTvi\nTp3H0XcXc2zmA0Rc1JeSlw8sVpP1IyIi/Ju/Yk658zflz9+UP39LTEwMPo6Pjyc+Pv6M+8pVEWat\nzXa7nnbt2jF//nxc1yUjI4Off/6ZXr16nbTtyYJNTU09zZALkRKl4LKBmHN7kP7MI6R/+wWmSiz2\n0EFM87MxF/TEGON1lPkmOjra3/krxpQ7f1P+/E3586/o6GgSEhJC1p+xOWyGOGPGDNatW0dqairl\nypUjISGB48ePY4yhe/fuALz55pt8/PHHOI5Dt27d6NmzZ64D2LZtW97eQSFh3UzsV59A5nFM6Ujc\nZYvhaDrmL+dhzumKqVjF6xBDTl8k/qXc+Zvy52/Kn3/FxsaGtL8ci7D8VlSKsP9lXRd+/Qn7zafY\n71biTJ6DKVHC67BCSl8k/qXc+Zvy52/Kn3+FuggrPhOYCphxHEzDZjhX3wQ162I/+ZfXIYmIiEgh\noiKsADh9r8W+8xp2+x9ehyIiIiKFhIqwAmBq1sP0H4w7dSyZj4zFbt3sdUgiIiLiMRVhBcTp2A1n\n7KOYDp1xH5+E3bHV65BERETEQ3leJ0xyz1SNxVSNxTUG96kHcO6ehokq43VYIiIi4gGNhHnAOf8i\nTIMm2I/f8ToUERER8YiKMI+YLr2wKz4ILGUhIiIixY6KMK/UbQgRJeHndV5HIiIiIh5QEeYRYwym\nU3fsive9DkVEREQ8oCLMQ6ZDZ2zSN9gjaV6HIiIiIgVMRZiHTHQ5aNoCu+IDr0MRERGRAqYizGPO\nZVdh312E+9l7XociIiIiBUhFmMdMzXo4Yx7CLlqI3bLJ63BERESkgKgIKwRM1VjMgL/izn4Yu3uH\n1+GIiIhIAdCK+YWE07EbbvoR3Mm3Y1r+BXPJAEy1Gl6HJSIiIvlEI2GFiNO1F86kJ6FqLO4jd2J/\nWOV1SCIiIpJPVIQVMiamEs6lCTjDJ+DOfwL7289ehyQiIiL5QEVYIWUaxOFcNxx35oOaJyYiIlIE\nqQgrxEyrDpie/XBnPYQ9mu51OCIiIhJCKsIKOdO1F6ZOQ9wnJmH37/U6HBEREQkRFWGFnDEGM2g4\npvFZuLOmYF3X65BEREQkBFSE+YBxHEzvq8FxsB+/43U4IiIiEgIqwnzCOA7OoOHYZYtxX5qNzcz0\nOiQRERHJAxVhPmJia+Pc+xR29w7cJ+/DXbYIm56Gtdbr0EREROQ0acV8nzGlI3GG3YP9bBls/BF3\n0gg4chhq1cM0bQUlSkBMZUx8a0xkGa/DFRERkWyoCPMhU6IEpmsv6NoL+/M6iKmM3bgOtv0ORw5j\n16/FvjQH0/3ywPZHjgY8RURECpsci7DZs2ezevVqypUrx7Rp07Jtt3HjRiZMmMDIkSNp3759SIOU\n7JlGzQL/X/GCLD+3e3bizpuO/e1nTGxtTPfLMGUreBGiiIiInESOQyRdunRh/Pjxp2zjui4vv/wy\nLVu2DFlgkjemUlWckfdjGsRB2iHcB0dj9+7yOiwRERH5txyLsLi4OKKiok7Z5t1336VDhw6ULVs2\nZIFJ3pmSJXF69se59hbMuRfivvKs1yGJiIjIv+V5slBKSgorV66kR48eoYhH8om5uB/s3IpN+srr\nUERERIQQTMxfsGAB11xzTfD4VMslJCcnk5ycHDxOSEggOjo6ryFILmVcfztpc6YS3e5cTKnSee4v\nIiJC+fMp5c7flD9/U/78LTExMfg4Pj6e+Pj4M+4rz0XYr7/+yhNPPIG1ltTUVNasWUN4eDht27Y9\noe3Jgk1NTc1rCJJbdRpBo2YceOI+nOtHY0qWzFN30dHRyp9PKXf+pvz5m/LnX9HR0SQkJISsv1wV\nYdbabEe4Zs6cGXw8a9Ys2rRpc9ICTAoHM2g4LHgSd9aDOCMmYsK1SomIiIgXcpwTNmPGDCZMmMD2\n7du5+eabWb58Oe+//z4ffPBBQcQnIWbCS2D+NhKcMOzzM7BH070OSUREpFgy1uM9b7Zt2+blyxdb\nNv0I9qU52M0bcUbei4mpfNp9aEjdv5Q7f1P+/E3586/Y2NiQ9qel1IspU6o0zpBRmHO74957K5lT\nxmDXrfE6LBERkWJDRVgx5/Toi/PALJyLrsCd9zj2l5+8DklERKRY0KxswZSrAGefg0nZjX1/aWCV\nfREREclXGgmTIHNud+xP32O3/+F1KCIiIkWeijAJMqUiMQP+ijt9Inbb716HIyIiUqSpCJMsnE7d\nMf0G4U6fgP3uG2xmptchiYiIFEmaEyYncDp0wUaWwX3zFXh/Kc6o+zFhYV6HJSIiUqRoJExOyrRo\nh3P3oxAWhn3zFa/DERERKXJUhEm2jBOGM2QU9rNl2C2/eR2OiIhIkaIiTE7JlK2AufzqwBpiu7S7\ngYiISKioCJMcmfMvwpzTBXfKndjvvvE6HBERkSJBRZjkyDgOTo8+OLdOxF04E7t2tdchiYiI+J6K\nMMk1U68xzo134c5/HLt1s9fhiIiI+JqWqJDTYhrHY64aivv4JDKGjsIePoz7xUdwOBWn11WY+NZe\nhygiIuILKsLktDl/OR8bGUX60ldwjcF07I4pXRp37mM4ox/C1KjtdYgiIiKFnoowOSOmeRuiz+lM\namrqnz87fAj3+Sdw7p6GcXSlW0RE5FT0l1JCxpx7IRiD/fYLr0MREREp9FSEScgYY3B6X4NdvBC7\n5ius63odkoiISKGlIkxCK741pmd/3Ddfwc6bjj2e4XVEIiIihZKKMAkpYwzOeT1wxk3FHk3Hzp2O\ndTO9DktERKTQUREm+cJElMS58U7skTTcqeOwO7XlkYiIyH9TESb5xpSIwLltEubsc3CfvB+bdtjr\nkERERAoNFWGSrwJbHvXFNGuF+9w07PHjXockIiJSKKgIkwJhrrweAPex8bivL8D97D3spp89jkpE\nRMQ7KsKkQJjwcJybx+J07w2lI+HnZNxZD+J++q7XoYmIiHhCK+ZLgTERJaFNR8y/j+2ubbhT78bd\ntR3T6ypMqdKexiciIlKQcizCZs+ezerVqylXrhzTpk074fznn3/O0qVLAShVqhRDhw6ldm3tHSg5\nM1VicSY8jn19Ae7k23GGj8dUq+l1WCIiIgUix8uRXbp0Yfz48dmer1KlCvfddx+PPvoo/fr145ln\nnglpgFK0mXIVcIaMwnS7DHfWFGz6Ea9DEhERKRA5FmFxcXFERUVle75x48ZERkYC0KhRI1JSUkIX\nnRQbTpdLMPUb486brjsoRUSkWAjpnLAPP/yQVq1ahbJLKUbMtbdgn34Id8poiCwDWzdjLuqL6d4b\nExbmdXgiIiIhFbIibO3atXz88cfcf//92bZJTk4mOTk5eJyQkEB0dHSoQpACFhEREfL82bFTOP7j\n99gjhwmrGsuRv8/GJq+mzLipgYn9EhL5kTspOMqfvyl//paYmBh8HB8fT3x8/Bn3FZIibPPmzTz7\n7LPcfffdlClTJtt2Jws2NTU1FCGIB6Kjo/Mnf3UbBx/aERNxZ07m4Dtv4HS77KTNbeoBTHS50MdR\nhOVb7qRAKH/+pvz5V3R0NAkJCSHrL1frhFlrsdae9NyePXt47LHHGD58ONWqVQtZYCLw7xX3e1+N\nffeNk07ad//1Bu6YwbhfLfcgOhERkTOX40jYjBkzWLduHampqdx8880kJCRw/PhxjDF0796d119/\nnUOHDjFv3jystYSFhTFlypSCiF2KCVOnIaZVB9wHRmL6XIspFYn96TvsT9/DkTScWyfhzn8cW6ka\npmFTr8MVERHJFWOzG+IqINu2bfPy5SUPCnpI3f6wCvf9pZCZiWnaAhPXAuo2xoSHY79dgbvkJZwJ\nj2vuWC7ocoi/KX/+pvz5V2xsbEj704r54hvmrLaEndX25CfP7oj59gvsa/Mx19xcsIGJiIicAe0d\nKUWCMSawxMWP35M59nrcrz72OiQREZFT0kiYFBkmMgrn3idh8y+4Tz+Ii8W0Oz/Pa4zZlD2QegBq\n18cYk/MTREREckFFmBQpJrwENIjDGTYe97X52PlPBBZ+LR8DB1KgYlVI2Q3Va2I6dsO0vyDwnP9h\nDx2EqGhIO4Q7dWyg7/pNYOhoFWIiIhISKsKkSDIN4ggbOxXruoFRrP17oVwM7NkJFSrBlk247y/F\nfvEhplE8dtPPmFZ/wXS+BLtsEXbpSxBbG9KPYFqfg7ni/3AfGg0fvQ1dL1UhJiIieaa7I+WM+f0O\nH+u62KUvw/69mNbtcZe8FDgRURLnxjth+x9QOgrqNcY4Dnb7FtzZUyC2Fs7QMb7eSsnvuSvulD9/\nU/78K9R3R6oIkzNW1L5IbOoB7JfLMV0uxZQ48RIlgD2egfv0Q5hy5TEJ12Mis9/cvjArarkrbpQ/\nf1P+/CvURZjujhT5NxNdDqdHn2wLMAjMOXNuGAMZx3HH34D7+fvZ7iYhIiJyKpoTJnKaTOlIzNA7\nsFt+w53p+ZYBAAAgAElEQVT9MISHYzp08TosERHxGY2EiZwhU7Muzg2jsYnzsQf3ex2OiIj4jIow\nkTwwdRpi2l+AffNlr0MRERGfUREmkkem15XYb7/AfWk2dvWXXocjIiI+oSJMJI9MVDTO9XdA+Yq4\nL8/BXfGBJuuLiEiONDFfJARMfGtMfGtsq/a4z03DLn8HU78Jpk1HTJOzvA5PREQKIY2EiYSQqVEH\n557pOP2ugwqVcOc8gt3ym9dhiYhIIaQiTCTETHgJTNOWOD37YS4dgLvkRa9DEhGRQkhFmEg+Mhf0\nhO1/4H7yrtehiIhIIaMiTCQfmRIROLfdi33rH2ROGYPd+rvXIYmISCGhIkwkn5kq1XEmz8E0bYl9\n+x9ehyMiIoWEijCRAmBKlsT06ItNXoNN2eN1OCIiUgioCBMpICYyCnNud+wbC7SOmIiIqAgTKUjm\n8muwWzcH9ps8sM/rcERExEMqwkQKkClZEufWiZBxFPfe4bgfLMUePYpd9TnuGy/gLn4Ru2u712GK\niEgBUBEmUsBMTGWca2/BuesR7PercEdejfvpMihZCjIzcKeMxl3+DtZ1vQ5VRETykbEeT07Ztm2b\nly8veRAdHU1qaqrXYfiatRYO7MOUj/nzZ9u34C6YAZt/wXS5BOfK60P+usqdvyl//qb8+VdsbGxI\n+9NImIiHjDFZCjAAU70mztipOI8uwH61HLt7h0fRiYhIfspxA+/Zs2ezevVqypUrx7Rp007aZv78\n+SQlJVGyZEmGDRtG3bp1Qx2nSLFijIHospjOl2KXvIQZeofXIYmISIjlOBLWpUsXxo8fn+35NWvW\nsHPnTp588kluuOEGnnvuuZAGKFKcmYv6Yn/bgLvyM69DERGREMuxCIuLiyMqKirb8ytXruSCCy4A\noFGjRqSlpbF///7QRShSjJlSpXFuGIN9+Rnc5e9kOWd/+Qm7/Q+PIhMRkbzK85ywlJQUKlasGDyO\niYkhJSUlr92KyL+ZOg1xxj2Kffd17LokAOyu7bgzJ+NOHYe78nOPIxQRkTOR45ywUEpOTiY5OTl4\nnJCQQHR0dEGGICEUERGh/BWU6Ggyho4mbd7jlB56O0cWzqJ0/+sIb9aKQw+OplS58pRoc06uu1Pu\n/E358zflz98SExODj+Pj44mPjz/jvvJchMXExLB3797g8d69e4mJiTlp25MFq9t0/Uu3WRewhs3g\nkgEcnj0Vc+HlHO3YnWPGYG65m8OzHsJcdAWm++WBSf05UO78TfnzN+XPv6Kjo0lISAhZf7m6HGmt\nzXavu7Zt2/LJJ58AsGHDBqKioihfvnzIAhSRPznn9SDs0edxevQNFlumfhOcsVOxX3yE/fvT2pdS\nRMQnclysdcaMGaxbt47U1FTKlStHQkICx48fxxhD9+7dAZg3bx5JSUmUKlWKm2++mfr16+c6AC3W\n6l/6r7nCxR5Nx334Lky3XjjnXnjKtsqdvyl//qb8+VeoF2vVivlyxvRFUvjYrZtxp92NGTAEp2PX\nbNspd/6m/Pmb8udfWjFfRLJlatTBuWMydumL2HVrvA5HREROQUWYSBFjatbDuXIobuJ8bGam1+GI\niEg2VISJFEWtO0CV6rjT7sZ9OxH7y09eRyQiIv9DRZhIEWSMwblpLOacLnDkMO7sKbjvvKY7J0VE\nCpECXaxVRAqOcRzM+RcDYLv3xn1iEuzcBr2vBi0UKSLiOY2EiRQDpnwMzp1TILos7gMjSV/6Cvb4\ncc0ZExHxkEbCRIoJE1kG0/+v2At6cvwfz+G+8zocOoDp2R9z2UCMo/8mExEpSCrCRIoZU7kaUWMf\nIfXHHyCyDO6sh6BMOUy3Xl6HJiJSrKgIEymGjDGYWvUAcK6/HXfqWNz0NEzNutCiXa72nxQRkbzR\n9QeRYs5Ur4VJuB4OpeK+vgD72nyvQxIRKRZUhIkIzjldcK4cgjNuKvabT7GbfvY6JBGRIk9FmIgE\nBSbvD8Z97lHsTu3rKiKSn1SEiUgWTocumIv74T46Dvv7r16HIyJSZGlivoicwDn/ImxUNO7jEwN3\nTVaqhl39BaZGXcxFfTGlSnsdooiI72kkTEROyrTpiHPXw3BgX6AAa9Yau+U33OdnaPsjEZEQ0EiY\niGTLVKuJuebm4LHt1A33gVHYbz7FtL/Aw8hERPxPI2EikmumRATOkFHYf8zF7tvrdTgiIr6mIkxE\nToup0xDTuSfuy894HYqIiK+pCBOR02Z69offf8FuXOd1KCIivqUiTEROmykRgel9TWCFfU3SFxE5\nIyrCROSMmA4XwNF0WPNljm1txjHcZYtx307EZmYWQHQiIoWfijAROSPGCcPpNzgwGpZ2GAB7cN8J\nRZa1FvvibGzyauy3K7Bff5z1/OFD2MOpBRW2iEihoSUqROSMmeZnY+Jb4855GFO3IfajtyGmMs6Q\nUZg6DQGwH72F/f0XnLsegc2/4L7wJLbtuRAejv3HPOxn70GdhoTd9bC3b0ZEpICpCBORPDFXXg/v\nvgGHUnHufQq7aQPujPswF18BR9Kwny7DGTs1sMp+k+aYJmfh3jsCIkpC2fI4U+fjPngHduM6TMNm\nXr8dEZECY6zHs2q3bdMmwX4VHR1NaqouI/lRfufO/vIT9suPILwEpnNPTLWaWc//9D04DjRoigkL\nw13+Dvb7bwi77d5gG3f5O1C6NLgupkospmHTfIvXb/TZ8zflz79iY2ND2l+uRsKSkpJYsCBwF1SX\nLl3o06dPlvN79uzh6aefJi0tDdd1ufrqq2ndunVIAxUR/zAN4jAN4rI/H9ci6/G5F2I/eBP7wyrM\nWW2xP6zCLlsEtepjSpTA/e0fgfXJ/jYKU6JEfocvIlIgcizCXNdl3rx5TJw4kQoVKjBu3DjatWtH\njRo1gm0WLVpEx44dufDCC9myZQtTpkzh6aefztfARaToMCVK4Fw1FPfFWTgJf8N99Tmcv43CNG0J\ngM3IwJ37GPbZR3FuGYcxxuOIRUTyLse7Izdu3Ej16tWpXLky4eHhdOrUiZUrV2ZpY4zhyJEjAKSl\npRETE5M/0YpIkWXOaoO5/GrcF2dhEoYECzD4d5E29A5I2YX9dJmHUYqIhE6OI2EpKSlUrFgxeBwT\nE8PGjRuztBkwYACTJ0/mX//6F0ePHmXChAmhj1REijynUzdsx64nHeky4SVwrr8Dd+pYbJPmJ8wz\nExHxm5DcHfn555/TuXNnevXqxYYNG3jqqaeYPn16KLoWkWLmVJcaTfVagdGypx7AtD03sAxGXAtM\nZFQBRigiEho5FmExMTHs2bMneJySknLC5cbly5czfvx4ABo3bkxGRgYHDx6kbNmyWdolJyeTnJwc\nPE5ISCA6OjpPb0C8ExERofz5lJ9zZy+7kuO16nF84zoyv/iA4wtmEN44nojul1OibadiMV/Mz/kT\n5c/vEhMTg4/j4+OJj48/475yLMIaNmzIjh072L17NxUqVGDFihXcdtttWdpUqlSJ77//ns6dO7Nl\nyxYyMjJOKMCyC1a36fqXbrP2L9/nrmGzwP8AJz2NzO9Xkfba87DgKcw5XTF/OR+OZ2Bq1fM40Pzh\n+/wVc8qff0VHR5OQkBCy/nK1TlhSUhLPP/881lq6du1Knz59SExMpEGDBrRp04YtW7bwzDPPkJ6e\njuM4XHvttZx11lm5CkDrhPmXvkj8qyjmzloL237HvvM69ufkQBHW7zqcTt1PbOtmQsZxTMmSHkSa\nd0Uxf8WJ8udfoV4nTIu1yhnTF4l/FYfc2R1bcKeNx/nbSEyzrOsWum8nYpctxlx+FU733h5FeOaK\nQ/6KMuXPv0JdhGkDbxEpkky1moG7KedOx/74HXbXNmxmJvboUeyH/8QZcjv2k2W47y3xOlQRKaa0\nd6SIFFkmrgXO30bhzn8cMjOhWg1MuRhoEIdp2Q6nVl3cB0Zhz2qLqa4lL0SkYKkIE5EizTQ/m7BH\nF2BdF/vhP+HYUZzzLw6ci6mM6dkvsEL/DWMg8zhkHIMKFcG1YAwmLMzjdyAiRZWKMBEpFozjYC48\ncf6X6dILNv+KO/o6KFkKwsMhsgwcPQLhJXBuGltk77IUEW+pCBORYs2UKIEZegfWHYlxwgJ3Wf70\nPZQqjd25DXf6BEyXSzCXDSwWa5CJSMFRESYiAhgncNnRGAP/3rfS1GuMbdYSd/pEiIzC5HAnpXVd\n7DefwLrvMBdfgYmtne9xi4h/6e5IEZFTMGUr4IyYgH13Mfa7ldm2s2mHsHMfw37wT6hUBffRcWQ+\nMQm7ITnb54hI8aYiTEQkB6ZiFZybx+IueAJ3yYvYDWuxGceC592vP8G9+0YoVRrnzik4l1+NM/FJ\nTIfOuHMexv6w6rRf06bsxl3xIXbniWspunt2YrdvydN7EhHvabFWOWNacNC/lLszY3fvwL63BLt5\nI+zaDrXrB+6o3LMTZ8QETM0TJ/DbX9cHNxynRh2czj2z73/7H9jVX2I3bYCf10GT5rDxR2gUj9Pn\nWkz1mrj/egPeW4w1BnNeD0xcC9zX5mMu7odp0RbS0qB8heDlVSl89PnzL62YL4WGvkj8S7nLO5uy\nB7b/AY4DtetjorLfkNn+8hN2QzL203cxjZtj9+zA1KqPaXcepkFcoM2P3+E+Nw3TvjPUrINp0wlT\nqnRgcdnlb2HfWwKVqsLhVMre9xSHDh/GfXE2rFuDuWIQ9ptPYcsmCI+A6jVxho7GVKxSQL8NOR36\n/PmXijApNPRF4l/KnTfs9i3YLz7ENI7Hbv4F+/n7gQKuag3sig9wbrwL06T5yZ97ND1w12adBpSt\nVZfU1NTAnZxH0jCRUX+2c13s+0uwyxZD3UaY0lGYQcN9u09mUaTPn3+pCJNCQ18k/qXcFQ424xj2\no7fh8EHMOd1yvWp/bvJnf/8Fu2Mr/PAt9nAqYbdODEXIEgL6/PlXqIswLVEhIuIRUyICc1Hf/Om7\ndgNM7QbYszti77kJu/FHTMOm+fJaInJmdHekiEgRZsLDMRf3w307EY8vfIjI/1ARJiJSxJlO3SBl\nd2AOmogUGirCRESKOFMiAuemu7CLXiDz8YnYXYV/Lq49kha4GUGkCNOcMBGRYsBUr4Xz8DzsZ8tw\np46D2g0wNepgOl+CqVjZ6/CC7K5tuK88Bz8nQ4kSmJ4DMBf21r6dUiSpCBMRKSZMyVKY7r2xDZrC\ngX3YDWtxJ4/CDPgr5pyu4LpwcD+mQsUCjcse3I876yHM2R2xyxZhevTF3HI37NuDO+sh2L0d+g7K\nshSHSFGgJSrkjOk2a/9S7vwtlPmzf2zCnTcdMo7Bwf2BxWdjKmPO6YLp0gtTokTOfaQfATcTE1nm\n1O12bIGj6VCzHiYssKK/zczEfep+THR57JZNmEsScNqd++dzDh/CvjYfm7wG57aJJ92VwG/0+fMv\nrRMmhYa+SPxLufO3UOfPZmTAji0QUxlKR8KGtbjvvIaJLocZcjvGcQJtrIuJyLroq83MxL3vVti7\nC5q1wrn6phNG0uzxDOzbidhP3oWoaAgLw7n2ZoitjX1xNvbwIZxbJwYLs5NxV36OffVZnPGPQfkY\n7LdfYkqVhmatTvm8wkifP/9SESaFhr5I/Eu587eCyJ89dhR3+gRMg6ZQuz520QsAOKMewFSrEWzn\nLn8bu+YrnBETse+8hv34HUzLdtj9KWAMbPsdjh2DBnGBwqtcDPbL5di3XoUD+zBtz8VcezOmRESO\nMblv/QO79ls4ehT+M0K3dxfm/IswcS0Ca6HVa4xp1urk78l1sR+8if38fZzrb8fUbpD3X9QZ0OfP\nv1SESaGhLxL/Uu78raDyZw8dxH1kLBiDM2h4YIPxN1/GGXV/YDTq3Tewn3+Ac/sDmJp1A8/Z8ht2\nw1pMpaqBOWaxtQPFWKWqWSbXW9eFjGOYkqVyH8/x49iX52Canw2tz8EYg92xFfvPV7G//4Jpfjb2\n+5WYuJaYvtdiypT987k/fof70hwoE41p3znwPu6YHIy7IOnz518qwqTQ0BeJfyl3/laQ+bPpRyA8\nHBMeGHlyv1qOXfg0QGAD8r7/hykfUyCx5IZNO4x9/XnstyswZ3eEzEwIDw+M1v1tJDRvgzEm8D7e\nfAVn9EOYmEqn7tN1sS/Owv70PebC3jhdLs1TjPr8Zc9u/gW79ltMnYZQrzEm6tTzDAuaijApNPRF\n4l/Knb95nT/rupB5PFeXEL1iD+7DrvgoMMct4ximTkNM4/gsbdz3FmM/+CfO4FuzvYQZaLcE++0K\nnCuvx53zCM6V12PadDzj2LzOX2Fl163Bfe4xTLtzsdv+gD9+xZzXA9N30J83cmQcA+Ngwr1Z3EF7\nR4qIiKeM44BTeAswAFO2AqZnv1O2cXr0xVavhfvCU5ie/XE69zyhjf1hFXbZIpyxUzGVq+EMuxt3\nxn04tetjKlfLp+iLH3v4EO7zM3BuvBMT1yLws/0puM/PgHnT4a+3wfq1uH+fCbXq49xyd+Dfoc/5\n/x2IiIicIXNWW5xR92OXvoRd+y127y7stt+x237HffkZ3PmPB/7g/7vgMnUaYi6+AvflOR5HXnRY\n18X9+0xM6w7BAgzAlI/BGXY3uC7u2OtxX5yFc+0wSDuE/ecrHkYcOrkaCUtKSmLBggVYa+nSpQt9\n+vQ5oc0XX3zB66+/jjGGOnXqcOutt4Y8WBERkVAz1WrgXDccd9FCSD0AEaXg2FFMh844983ElK2Q\ntX3XXtgP/4n9dT2mfhOPoi4arLXYxHlwYD9myO0nnDcRJTE33YX97WeoVgNTKhKnTn3cB0fjVq6G\nOaerr3dTyLEIc12XefPmMXHiRCpUqMC4ceNo164dNWr8eYvyjh07WLp0KZMnTyYyMpKDBw/ma9Ai\nIiKhZFp1IKxVh9y1DQ9sp+QmzsMZ/WDwpgU5PfZ4BvaVZ7Gbf8EZdd8p5xiauo3+fFy2QuCy8Pwn\nAsuNjHogV4sKF0Y5Xo7cuHEj1atXp3LlyoSHh9OpUydWrlyZpc0HH3zARRddRGRkJABly5Y9WVci\nIiJFgjm/B0SXw31uGnb3jlO2tSm7cRctxP3oLeyP3xGK++Hs9i2B197yW577KgjWWuzB/dikr3Bf\nmoP95Sfch+/CHtgXWOIkKvq0+jO1G+BMehKiymIXLcz6WhnHsNu3YFML/4BQjiNhKSkpVKz45+rH\nMTExbNy4MUub7du3AzBhwgSstfTv359WrbK/00RERMTPjBOGc/0d2DdfwX3oDmjYDKfzJVCmLNSo\nHRwds1s34z4+CXP2ObD9D9zlb3Nk7SrcmvUDOws0is/1iv9244/Yj97CbvsdUvZgOnTGfewenFH3\nY2rXP7H9T9/jPvsolI4KjDRVqhrKX8Fpsa8+h13xIVSqgmkUH1gI+IpBmK69zvhyojEGZ/AI3Ptv\nwzZqit25DfvFR7BnJ8RUgtSDmPMuxPQbXGgn8Yfk7sjMzEx27NjBfffdx549e5g0aRKPPfZYcGRM\nRESkqDElS2EG/BV7+UDsl8txl7wIR9IC66qdeyFERWPffBnT/zqcDl2Af69j9uLT2D27sXt3BVb8\nb9oS6jTENG6OqdfohNexrvvnbgSXDcS5+AqoVhMTURK3bqPAzQPjpwcvydntf+C+8BTs3IozdDR2\nXRL2ndcwg4bn6n3ZzEw4dhRKlgpJ8WI3rMWu/gLnkXl/rvt1zU157hfAREXjDLkDd9p4aN0hsBZc\nnQYYJwx7OBX3qQfglWdg4I3B92KPHoWD+wJ7pHq85VWORVhMTAx79uwJHqekpBATk3VhvooVK9Ko\nUSMcx6FKlSrExsayY8cO6tfPWpknJyeTnJwcPE5ISCA6+vSGIKXwiIiIUP58SrnzN+WvkImOhssS\n4LIErLVkfPUxx3/6AbtlE+G9Eih54eVZ2kaMe4Rjx44BkLlrB5k/JnF8089kPDuVsAZxRA6/Ozg/\nyqYfIW3Ww7j79hD18HM4/7svZ4/LSUteDa8+S+TNdwFw+B9ziWjTkYiL+uJElcFt1pLUUYMo2a4T\nJdp2wjjZFx7WdTn80BiOb0gGYwhv1ooSLdvh7t5JqYHX52r+mz2e8efivnt2kjp3OlE3jqFEteqn\n9WvNtTYdcOe8jlMu6w0UREdjx0/j0JS7YPoEbNohwus3IWPVCggPx6lcjchbxhIWW/u0Xi4xMTH4\nOD4+nvj4+FO0PrUcF2t1XZfbbrsty8T82267jZo1awbbJCUlsWLFCoYNG8bBgwcZO3YsU6dOpUyZ\nnFe61WKt/qUFB/1LufM35c/fssufzcjAffZRTJno4KiV++R9gY3U/294tpPP7dF03MfugTJlMdHl\nsJs34kx4Issoj01eExipSzuM6XUlpv0FJ4xy2bTDgcud36/EGfsIpKdjv/wIfvkJezg1sPba30Zm\ne/nQ7t6BfXcR9suPcG4eC3Ua4D46HnP+RTgX9j7TX1ee2SNp2DVfYipXx/7yY2AnhUpVsZ/8K7B9\n1bW3YNp0ylVfnqyYn5SUxPPPP4+1lq5du9KnTx8SExNp0KABbdq0AWDhwoUkJSURFhbGFVdcwTnn\nnJOrAFSE+Zf+EPiXcudvyp+/nSp/Nv0I7sN3Bi5nRpbBvrcY557Hc1wh3h47GphzlZ6G6dTthGU1\nIDA5ng1rcV97HnZuhZKloFQkVKgIh1Jh9w6o3xhn4I2Y6jWzPvfoUdxpd2Oan43T+5qsr7v0JewX\nH4IlsMJ94+a4c6dBpou5qC/OZVedwW+pYNhf1+POegjngdmwdyekH4Ey5aBq7EmLTW1bJIWG/hD4\nl3Lnb8qfv+WUP7t7B+4jd0F4CZyhozEN4kL6+tZaSDsEGRlw+BDs2wNR0VCz7imXerAH9+E+fFeg\n0GrQFLt2FXbFh5gmZ2H6DYYKMcFLnfbQQTDmtO969IL73GPY5NUQVSZwY8WBfYG5fdaFxs1xBt6A\nqVgFUBEmhYj+EPiXcudvyp+/5SZ/1nUL5R19NmUP7qyHAgVW0xaY9l0wNU5vTlVhYw/uhz82QbNW\nwdEvuz8FHAf77hvYndsIGzEBUBEmhYj+EPiXcudvyp+/KX/+YTMycCcNC1yiPatNyIuwwldmi4iI\niBQCpkQJnEHDcZ9/AnflZyHvX0WYiIiISDZMXAuc624N3HwQYiFZrFVERESkqDIt2xHWsl3I+9VI\nmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiI\neEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJ\niIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHVISJiIiIeEBFmIiIiIgHclWEJSUlMXLkSG677TaW\nLFmSbbuvvvqKK6+8kl9//TVkAYqIiIgURTkWYa7rMm/ePMaPH89jjz3GihUr2Lp16wnt0tPT+de/\n/kWjRo3yJVARERGRoiTHImzjxo1Ur16dypUrEx4eTqdOnVi5cuUJ7V599VX69OlDiRIl8iVQERER\nkaIkxyIsJSWFihUrBo9jYmJISUnJ0mbTpk2kpKTQunXr0EcoIiIiUgTleWK+tZaFCxcyaNCgUMQj\nIiIiUiyE59QgJiaGPXv2BI9TUlKIiYkJHh85coQ//viDe++9F2st+/fvZ+rUqdx5553Ur18/S1/J\nyckkJycHjxMSEoiNjQ3F+xCPREdHex2CnCHlzt+UP39T/vwrMTEx+Dg+Pp74+Pgz7ivHIqxhw4bs\n2LGD3bt3U6FCBVasWMFtt90WPB8ZGcncuXODx/fddx+DBg2iXr16J/T1v8EmJiaSkJBwxsGLt5Q/\n/1Lu/E358zflz79CnbscizDHcRgyZAiTJ0/GWkvXrl2pWbMmiYmJNGjQgDZt2pzwHGttyAIUERER\nKYpyLMIAWrVqxYwZM7L8LLtKcNKkSXmPSkRERKSI83TF/LxcRxXvKX/+pdz5m/Lnb8qff4U6d8bq\n2qGIiIhIgdPekSIiIiIeUBEmIiIi4oFcTczPD0lJSSxYsABrLV26dKFPnz5ehSLZGDZsGJGRkRhj\nCAsLY8qUKRw6dIgnnniC3bt3U6VKFUaNGkVkZCQA8+fPJykpiZIlSzJs2DDq1q3r7RsoZmbPns3q\n1aspV64c06ZNAzijfH388ccsXrwYgCuuuIILLrjAk/dTnJwsd6+99hoffvgh5cqVA2DgwIG0atUK\ngMWLF7N8+XLCwsIYPHgwLVu2BPS96pW9e/cyc+ZMDhw4gDGGbt26cckll+jz5wP/m7vu3bvTs2fP\ngvv8WQ9kZmba4cOH2127dtmMjAw7evRou2XLFi9CkVMYNmyYTU1NzfKzv//973bJkiXWWmsXL15s\nX3zxRWuttatXr7YPPfSQtdbaDRs22LvvvrtggxX7448/2k2bNtk77rgj+LPTzVdqaqodPny4PXz4\nsD106FDwseSvk+UuMTHR/vOf/zyh7R9//GHHjBljjx8/bnfu3GmHDx9uXdfV96qH9u3bZzdt2mSt\ntfbIkSP21ltvtVu2bNHnzweyy11Bff48uRyZ203BxVvW2hPWfFu1alXwv8w6d+7MqlWrAFi5cmXw\n540aNSItLY39+/cXbMDFXFxcHFFRUVl+drr5+u6772jRogWRkZFERUXRokULkpKSCvaNFEMnyx2c\nfM3FVatW0bFjR8LCwqhSpQrVq1dn48aN+l71UPny5YMjWaVKlaJGjRrs3btXnz8fOFnu/rM/dkF8\n/jwpwnKzKbh4zxjDgw8+yLhx4/jwww8BOHDgAOXLlwcC/3j/U2gpp4XT6eZLeSxcli1bxpgxY5gz\nZw5paWlAIHeVKlUKtlHuCpddu3axefNmGjdurM+fz/wnd40aNQIK5vPn2ZwwKfweeOABKlSowMGD\nB5k8efJJ9/k0xngQmZwp5cs/Lrro/9u7n5Covj6O4+87DiEoTmMjqJWUipEo5p/ZVCbZ4iFtIf2l\nhRDuy8UAAAYuSURBVKBJVtiiFkGuQlpYmEVF5caUcmEFtWyVTZN/aqFZkpgYSRiZfzMnM3H0WUjD\nz6Z6iKfmTr8+L3Azd+7lzHw518/ce849/2Hnzp0YhkFjYyPXrl3j4MGDZjdLfmB6epqzZ89SVFRE\naGio33b1v+D1de0C1f9MuRL2vxYFl+Bgt9sBiIiIwOl00tfXt+jX3Pv3732DFiMjIxkdHfXtOzo6\nqpoGgZ+t19d9U3U0T0REhO+f9pYtW+jr6wP8z5/fq53Oq4Hl9Xqprq5m06ZNOJ1OQP3vT/Gt2gWq\n/5kSwv65KPjs7CwtLS1kZWWZ0RT5js+fPzM9PQ0s/EJ49uwZcXFxZGZm4nK5gIVZPF/qlpWVxYMH\nDwDo7e0lLCzMdxleAufrcXw/W6+0tDS6urqYmprC4/HQ1dXlm/kjv9fXtfvnmMrHjx+zcuVKYKF2\nra2tzM7OMjQ0xODgIImJiTqvmuzKlSusWLGCvLw832vqf3+Gb9UuUP3PtCfmd3Z2UldX51sUXFOp\ng8vQ0BBVVVUYhoHX6yU7O5uCggI8Hg/nzp1jZGSEqKgojh496htQXFtbS2dnJ6GhoRw6dIj4+HiT\nP8Xf5fz583R3dzM5OYnNZmP37t04nc6frpfL5eL27dsYhqEp8gHyrdo9f/6c/v5+DMMgKiqK0tJS\n3w+bO3fu0NTUhNVq9Zsir/Nq4PX09HDixAni4uIwDAPDMNi7dy+JiYnqf0Hue7Vrbm4OSP/TskUi\nIiIiJtAT80VERERMoBAmIiIiYgKFMBERERETKISJiIiImEAhTERERMQECmEiIiIiJlAIE5E/TmVl\nJW63+5ce89atW1y8ePGXHlNE5Ee0dqSImKasrIyJiQlCQkKYn5/HMAxycnLYt2/fD/crLy//Le3R\n2n4iEkgKYSJiquPHj5OSkmJ2M0REAk4hTESCjsvl4t69e6xevRq3243dbqekpMQX1ioqKsjOziY3\nN5fBwUFqamro7+/HarWSkpLCkSNHAHjx4gX19fUMDg4SExNDUVERSUlJwMLSXJcvX+bVq1ckJSUR\nExOzqA29vb1cv36dgYEBoqKiKCoqIjk5ObBfhIj8q2lMmIgEpb6+PqKjo7l69Sq7du3izJkzfPz4\n0e99N27cIC0tjfr6empqati6dSsAHo+HU6dOkZ+fT21tLfn5+VRWVuLxeAC4cOECCQkJ1NbWsn37\ndt+CygBjY2OcPn2aHTt2UFdXR2FhIdXV1UxOTgbmw4vIX0EhTERMVVVVRXFxse+vqakJAJvNRl5e\nHhaLhfXr1xMbG0tHR4ff/iEhIQwPDzM2NobVamXNmjUAdHR0EBsby8aNG7FYLGzYsIHly5fT3t7O\nyMgIL1++ZM+ePVitVtauXUtmZqbvmA8fPiQ9PZ1169YBkJqaSnx8PE+ePAnANyIifwvdjhQRUx07\ndsxvTJjL5SIyMnLRaw6Hg/Hxcb/9CwsLaWxspLy8nPDwcLZt28bmzZsZHx/H4XD4HWNsbIzx8XHC\nw8NZsmSJ3zaA4eFh2traaG9v9233er0auyYiv5RCmIgEpS+B6IvR0VGcTqff+2w2GwcOHACgp6eH\nkydPkpycjN1uZ3h42O8Y6enp2O12PB4PMzMzviA2MjKCxbJwc8DhcJCTk0Npaenv+GgiIoBuR4pI\nkJqYmODu3bt4vV7a2tp48+YNGRkZfu979OiRL7CFhYVhsVgwDIOMjAzevn1LS0sLc3NztLa2MjAw\nQGZmJg6Hg4SEBG7evMns7Cw9PT2LrnplZ2fT3t7O06dPmZubY2Zmhu7ubr9gKCLy/zDm5+fnzW6E\niPydysrK+PDhAxaLxfecsNTUVLKysmhqamLVqlW43W6WLl1KSUkJqampwOLZkQ0NDTQ3N/Pp0yds\nNhsFBQXk5uYCC7Mj6+rqePfuHdHR0RQXFy+aHXnp0iX6+/t9syOnpqY4fPgwsDAxoKGhgdevXxMS\nEkJCQgL79+9n2bJl5nxZIvKvoxAmIkHH5XJx//59KioqzG6KiMhvo9uRIiIiIiZQCBMRERExgW5H\nioiIiJhAV8JERERETKAQJiIiImIChTAREREREyiEiYiIiJhAIUxERETEBAphIiIiIib4LzhJHqe+\nXUHVAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f3786d898>" | |
] | |
}, | |
"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": "iVBORw0KGgoAAAANSUhEUgAAAm0AAAFOCAYAAADU2yq7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGgASbQRBEARBEA0AiTaCIAiCIIgG4P8Ch9J+hLLi40QAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f37403c50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFJCAYAAACl2EgGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDXFksJ+MBEMnAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f37403e48>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFOCAYAAAAhJaELAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f373b61d0>" | |
] | |
}, | |
"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": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFOCAYAAAC43Xi+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f37381da0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAFOCAYAAADO58o1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIOEAhTERERMQBCmEiIiIiDvh/8ashirnL8HMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f373e6630>" | |
] | |
}, | |
"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": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAFOCAYAAADQLvqGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f3744b080>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAm0AAAFOCAYAAADU2yq7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f37465ba8>" | |
] | |
}, | |
"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": "iVBORw0KGgoAAAANSUhEUgAAAnMAAAFOCAYAAADtvJvgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQjwYBXOEEEIIIR6MgjlCCCGEEA/2/7AfNd1X9ArGAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f375f1588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAFOCAYAAADgouunAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvWm0ZEd1JvqdnDPvVHVvDarSBEgIbA02CNrY2AZst726\nTXvxMItn91u2WeuttrHd79H4tbttWHa7225jGmMGA7abydh0AxKTzSgGCYSFDEJCQio0l0pSlWq+\ndYe8mXnyDPF+7NgRO+Kck5l3KNV09lpaqpvDyXPixIn44vu+vSNQSimUUUYZZZRRRhlllHFOR+VM\nn0AZZZRRRhlllFFGGZuPEtSVUUYZZZRRRhllnAdRgroyyiijjDLKKKOM8yBKUFdGGWWUUUYZZZRx\nHkQJ6sooo4wyyiijjDLOgyhBXRlllFFGGWWUUcZ5ELWtOMjdd9+Nv/3bv4VSCi972cvwile8wnk/\njmO8613vwv79+zEzM4PXv/712LFjBwDgU5/6FG655RZUq1W85jWvwQ/90A9NdMwyyiijjDLKKKOM\nMmxsmqlL0xTvf//78cY3vhFvfetbcdttt+HQoUPOZ26++WZMT0/jne98J37+538eH/7whwEABw8e\nxO233463ve1t+P3f/328733vg1JqomMWxb59+zZ7SWWcwSjv37kb5b07t6O8f+dulPfu3I6tvH+b\nBnWPPPII9uzZg507d6JWq+HFL34x7rjjDuczd9xxB17ykpcAAF70ohfhvvvuAwB85zvfwY/92I+h\nWq1i165d2LNnDx555JGJjlkUZec+t6O8f+dulPfu3I7y/p27Ud67czvOKlC3uLiIhYUF8/f8/DwW\nFxcLP1OpVNDpdNDtdrG4uGhkWPndSY5ZRhlllFFGGWWUUYaNM5IoUe5MVkYZZZRRRhlllLG1selE\nifn5eZw4ccL8vbi4iPn5eeczCwsLOHnyJObn55GmKfr9PqanpzPf5c8opcYek2Pfvn0OdfnqV796\ns5dUxhmM8v6du1Heu3M7yvt37kZ5787tePWrX40bbrjB/H311Vfj6quv3tCxNg3qrrzyShw5cgTH\njx/H9u3bcdttt+F1r3ud85nrr78eX//61/HsZz8bt99+O6655hoAwAte8AK8853vxMtf/nIsLi7i\nyJEjuPLKK6GUGntMjryLf+qppzZ7WWWcoZiZmcHq6uqZPo0yNhDlvTu3o7x/526U9+7cjr17924Z\nMA/UFmihd999Nz74wQ9CKYWf+qmfwite8QrccMMNuOKKK3D99dcjiiL85V/+JQ4cOICZmRm87nWv\nw65duwBQSZObb74ZtVotU9LEP+akUYK6czfKwencjfLendtR3r9zN8p7d27H3r17t+xYWwLqzrYo\nQd25G+XgdO5Gee/O7Sjv37kb5b07t2MrQV25o0QZZZRRRhlllFHGeRAlqCujjDLKKKOMMso4D6IE\ndWWUUUYZZZRRRhnnQZSgrowyyiijjDLKKOM8iBLUlVFGGWWUUUYZZZwHUYK6Msooo4wyyiijjPMg\nSlBXRhlllFFGGWWUcR5ECerKKKOMMsooo4wyzoMoQV0ZZZRx3oU6dhjqxNEzfRpllFFGGU9rlKCu\njDLKOO9C3fYVqG/efKZPo4wyyijjaY0S1JVRRhnnX6iU/iujjDLKuICiBHVllLGBUL01qMcePtOn\nUUZRpApIS1BXRhllXFhRgrpzOFQYIv3Gl870aVyY8dB9SD/zkTN9FmUUhVJAkpzpsyijjDLKeFqj\nBHXnchw/DPWFj5/ps7gwQykgLUHDWRtpKb+WUUYZF17UzvQJlLGJSBJgODzTZ3FhhkpLee9sDpUC\naXCmz6KMMsoo42mNEtSdy5HEQBSe6bO4MEOVnq2zOsr7U0YZZVyAUcqv53JsgKlT998DVU52mw6V\nlvLrWR1l9msZZZRxAUYJ6s6BSD/+QajeWvaNJAbiaF0gLX3vnwOnTmzh2V2gUcqvZ3ekaZkoUUYZ\nZVxwUYK6cyDUHd8Alhezb/CkFUWTHUcpoNctwchWRCnvnd1R3p8yyijjAowS1D0NoeIIakLglRtR\nBMRx9vVEvzapr24YEhAsGYzNR8nUnd1RZieXUUYZF2CUoO5pCPXVz0Ld9ImNH2A4tABOBoOzSX11\na136fznZbT7SzddBU48+AHX4yS06oTKcSJMSdJdRRhkXXJTZr09HDHqbKz0SD8cwdRMeu699eSWo\n24JQmzbiq299HVjYhWDPpVt0TmWYKHeUKKOMMi7AKJm6pyOSOJ9pmyAUy6U5rJAynroJ5Vdm6pLz\nY7JTp05Cra6coR/fgh0L0mRyQF7G+kIpqA0uXtSxw1t8MmdnJH/yO3YMKaOMMaHWulDf/WeoxeNn\n+lTKGBElqHs6ItlEJl6svXhJjifPk1/Tb34VatArPtaETF36jx/Z8IT4dIb60qehbvvymfnxdAs8\ndWk6cZJLGeuMDXoeVW8N6R/+FiUVncehkgR4/JF8BaCMMnJC3XsH0vf+OdIPvP1Mn0oZI6IEdU9H\nbIKpM7LtBPKr+sIngKNPFR7KlEUZMdmptS7UZz4CDPobOt2nNeII6J+h81Sbl1+RJCStl7H1sVHQ\nffQQ3ZfzXbpldv8cWLyVcZZEkgLb5stEu7M8SlD3dESSbHxFzPJc3oPkJ0oMw9G/02P5dcRDeewp\n95hncyQxEE4G6lQYQq0uj//cWhfq0BMTHLCUX8/q2GBJE3XkEP3jfAc7QwZ15zl4LWPrIk2AShXA\n+c1in+tRgrqnI5J4E/KrZuFymTrPUzccjGYEe+PlV3VUT2rnAtiIo4kZRXXHrVAfe9/4z93zbWIq\nx35wC+TXzYB9Po1wsLlzOE9DqQ1aHhjUnWE2Ir35s0hv+wpUmkKFp2ErwLBk6spYZygFVCr0/zLO\n2ihB3dMRSQKV54mbJNhzlVvShF5TkqkbNRn1JihpwvLtOQHqYmBSUDMMJzPA93uTmce3oA6a2gKm\nLn3LG6DuvG1TxzgvY4PyuDp6kP5xpsHO4nHg1EngwXuRfuAvtv74wxEKQBnndai7bs8nCcZFmpag\n7hyIEtStM9ThgxkTtTrwMNKPvb/4S5th6szgO4qpG9JWYUX17DiYqRuV/WpAXT4IVUpBHTyQff3O\nb0I9/P3i456GUEk8OVMVx8DxI+M/N+hN5n/cipIZSQK1WfA86CO98YNQw9PA5pzBUGGI9Cv/uPED\nbNRTZ5i6MyxLJvr8wz4wOA1s7CblV/XA95B+6sNbeEJPf6g4msxqcZ5F+rH3AiePrf+LKgWq1RLU\nneVxQYG6zWa0qWGI9E9eD5w46r5x8hjUUyMGhxG7OKRf+3xhWQ6HyUliqO/dAXX4oDiuBh/D4Wjv\nHR+vgKlTovyDOvoUUKsXl0k5dpjYIR/Y7rsLav+Dhb99WiKOCYRNEkkCdFeg+mM+358Q1G2V/LrZ\n7Nc4okH2wXs3d5zTFOmNH4Ta9931f/HUCagv/8PGf3gDnkeVJsCxw0CzvaVMnXrw3vUzIyq1fex0\nsIbDzcmv6sRRSio5l+Ph7yP9+3ed6bN4+iOKNnbf0xSoTl7aVikFdf896/+d0xTq0BNQd37zTJ/G\naY8LC9R95G+QfvvWjR/g/ntoMPSSCNRwONqnNiL7VX31M8DRg9nXuytI/+C3bXZkHEN961aoh+6z\nH5KeOh6k9eSRuzVZbw1oT2Unu33fRfo/30JA7ehTwN5LM2BDdVcIUMYxybg+6xWGtvzK0xXrkV9Z\n/j4+RoLt9yYEA1uwDdU65Vf16ANI3/8298UkBma3nTa5XD32ENK/fvPGv//kfqhTJzbwxXTjGeMA\nTUDrlV9PLQJT00C7s6WyZPpXfwb12Y+u70tJQmzw6drubLOJElF07pd9CQf0vF9oEUcb69/rlV9X\nlpC+87+dNf1EPfJ9qO/eTv9OU6R//27n/fRbX4f6/t1n4tS2NC4sUHf8KLB0cuPf/+4/0z98FisK\nRw+8owzxqyv5bM3KEnDqhH0vjqHioQtikpgesqF9XbHP7mufh/r8je4xe11geiYz2anFY8RQrC4B\n9RowN58Frt/9Z6gvfNxcp3r8Eff9cZm3pyOSePLSK3xuHhhNP/1hqJUl+8KgNxk4XYf8qpSCevIx\n+/fKKRro1lunrrtC90pGHAPN1ukrIttdgRoHhEdFUf8eF2m6uf60kezk7jIwu50kpq0EUkkMdfNn\noSaR/znSFFAJ2Sp0P3P66WZjk0wdouE5nzmrwsHkTP9ZGOrYU0j/cYKkLj82ytSNkF/V0mLWShIN\naSztrq7/t05HhH177tEQ6tab6PnieOwhqMceOjPntoVxQYE6rCxteGWmlIL63h3A9h3Zch/RmJVP\nAVOnkoSAVt7ktdaljseghaU6B9QlQKtDDw8P0nwevV623EdvDZiezQKA1RVgaRE4eQKY3wXUG9n6\naUms99PU3330AaQffa99kIeDM8DURZMzdXEMBJXMxKru+CfgpK2QrgqYuvTGD7jfzWFQ0ps+aWsB\nyjhyCOlfvcl+7t1/Cjy5X9/TdTBsSZLte0kMtNqnD1Cnqd2JZCPRXd5Yv9gsqNuIp251hRY9lcrW\ngro0AXbspsSHScNIr5TFq/o9pP/l32/ZKRkP5ka9g9Fw83Uax4Q6eOD0FkEfhuuqc2nsK2dLHD4I\ntU7bhVJKM3UbuHdpCgT5kEHd8H7ge3e4L/JzvwkiZUtjMLBjQpyTgJimk88nZ3Fc8KBOxTGSd/zX\n8d8dhgSSLro4C3iGwzGgrsBTt7ZK4CBv0lvTqxuurZZEWRCTxCQVOaAutv/3J7U+gbrMhLW6DKwu\nEyMzvwNBvW4zajni2LkO9bUvkHTM7EF4BkBdkkzO1CUxsGNXjmzcd3fryEmUUEpBffOrwBEhk+d4\n6tQtn89PxvCPOdRyeZqsr81UmgWBcYyg2dpU26vDTxa/mSS2L673uEpppm4D0vB62ybz4+v3oqnu\nCoLpWWIjtjJRIkmBzjQtfCb+TmIzeNOU2mJtdeukLB4v1NYydem3vg7V3Zqt+9K/fSfwxP4tOVZu\nDENg0HPZmoJQq8tI/+v/e/rOZQOhBv31L1x4obRhT101F8yrKMqSBfxbG7FfnI4I+/Ze87lJFUEp\n+1ycw3HBgDqaYJZtBihHNATuu3P8YNldBaZmicXKMHXhaP9PkadOD34qZ/JSzI5wEgUzdUOfqWtr\nwOl66hDHzoOr0hQY9BFMzWQnLP6Nxx5GsH0H0GhmJ+IkplVzmgB7LgWaLWBqxoLM8AzIr9pTN8mg\njCQGdu3J7ls46Lvn3bd/K6WQvP2/UGJMd9XeE3oTSFO33wzD/JXeoO+2udzPdz2euiTJDjpafh3n\nP0ve9SdQhx7PHvPkcaT/4/eKv5gScN5QCQROOtkoU5fEuc9lettXkI7zqG2k+PDaKi16Klssv6YJ\neVnXwwKkLlOHJKZr2irv5FYwdTltpL76ma3zJW1BHceRMQz1RD7Bfemunrnda4pi0F8/WyoS79Yd\naUrPRt5cmSbZ1/Vzr9bDUJ/OyGPq5Nik0nNjJ6UxccGAOvS6NEn4Hgpvqy0Zqt+DYnZmbRWYmkZQ\nb2S9A8Mx/pIiKYnBVJ7niKn+rmbqYj05ykKkuUydHmjjyD2nJKZVVq2WzX7Vv6EeexCY36GzX4uY\nuhSYmUPlrR8Cdl5kJ6rhGUiUMNm/EwzKcYygM+20tWK63QF1a6INY2Dfd6G+cRP9LeUXbls5qBaB\nurCfpfmZSV2P34zL1pjz1+fZaI6f/BaPZ7O2AeDU8ZGrU7P63oj0xH13o546IH/yOXGMkhrGfX+9\nwKy7QguVSnXLEiV4wRG02+srFJ0mAtglFnxtlTx0ujx1aQrklDzaUIwpIJ1+5R83x1xyW04C1vpr\nm0vcOR2xIaaOZcfNMHU57/GiI++3zhb5NRQgOMoDdSVTd24Fy4S+p85stZW9meq+O5He8AH6Y22V\nBvxGIwfwjPHUMSDywwC2YvlVrS6Tj0EzHkr65LSnTg1z5NfYk1+jiMBa3oTVXQHmdwKPP0r/z73G\n2E4w1SqCWp0YIgPqNi6/KqWQfv7G9Zv9+fcmqePFjJY8Rz53+dpAADBead76Jfq75zF1gDWx84CQ\ns22ZGvTdNue6hck6JcY0cZN04phAetXeU3XqZH69wCiCyjEsq1MngeGweHLkPrQRX51ZtGxEfvVW\n1DL6a8Uldzg2UnKmuwLMzG5tokSit1aSz8okwdm7zDjy+Ux4DPXYQ6MBDy8OJpEe9z+YPVYU5TM2\nKs2tY7mhGAHMlVK0Q8xmgBaPmZMkSwwmzYp/GiPcAKhjMLORJBfeUSIP1aVp9nX+rbNEflXhILtY\n9ECdKpm6cyhWlojRyIA6UevNjySxqwwGdXny63Cc/JrkJ0rwpJcL6lh+XQba7UKmLtBMnWEBjKfO\ny3BKGADkmMBXV4BLnwnEEYL5HfnXmET2Oiq628iJajPy68P7oD7198DaOr04SUx1kyZ5EBMGdeIc\nTRKKlVsd/xuDkbVVYO9lwJqQ7nlCYwZlOKRBIW9Lp0HfbfM0sYkn6wE8aeouPgyoq1kAev89UDd/\nNvvdOALWVqAefcCVYXnALQKXfN7rvTeA9YNuVH4F8vvUoDd+b+IR8mv64ffk+wi7LL9WJp7A1cHH\nRoOnNKFnbp2gTmWYuvWBuvRdfzI6McNn9ovOQymkb32jXRSb749g6g4dmOgcx4ZSxeMqMy5JCnXy\n+MYSKvhZnSR5TlsJNl3r9NATSP7qzzZ1DBP+uDJJ8HizQU9dUCS/cgkeGTHNFWeN/BoObL/hMSkS\n/atk6s6tUCtLwK69tMqXMYKpQ5pSVijI4xZMTRPgyUvdHrXyKdpRQkqrfphEiRXKcE3i0Z46n6mL\nYtcvI5k66bXTXsPg0mfSC9t35me/xtoXmGhfBYCg2bIrm2GY6w2cJNTXvkD/WK9nJY6prtgEE51i\nUCfvg2bVjF8sGrpJLVFEk3ythuCqazymjuVX7j8D55hOhN6evEmq/0vWL7/GsZ3AGNTWavb4Ks2/\nD7q0gLrtK1B3f8u+zgNuEUjithjB1Kk4zjXHG5bZr3k4ycDJ15jzbKh+b/xOHDnZyVxWRj14L9Rn\nsp481V0hz2l1cvk1/as/A54ak2hSqQKNDTB10lO3TqbOXzCoxx6Cuvc79n2TKJHSfsdFyTDhgPqG\n50VW8QhQt3ii+HjrCb72ovcAIImRfvDtwCP3r//462DqTNHyzZZx6a6Mr5U5aTzd8qsilSY30gQZ\npi6JSPk5TaBOPf7I+sr8yPbKlV9LT925FcunEOzeW8zU5U0SKqWs0Diih3Fay6/epKQmyn7NS5RY\n1QAqJ1Gi1yVAsbpMwI0N50JqVI6njpk6LcP5TF3MoK7iDgRhH6gEwM49NAFvmy9g6vTEkooHu9nS\nYC7esCFeDUMqFbNjN2151V2ZLPEB0KBuJh9I5X220XTvAz/ADBz6PQJJsk90plH5f/4AwXOvdUsa\n+EydYSwnSZSI6d5pxm5iloE/x/fGYeqYoS2QdCOdPbm06JyjKQxcJGdyXUIxSfsShfryP0B95H9m\nv9tdAea2O+ejjhxC+pY3jLhI/uAIT12/N57h9EqaqONHkL75P9MfUUR1F3lLPHm+602UCMPRoCBN\n6P6sV371s18FqEve/d+hFk9APfUE1PKpgt9NnXuqHtqXD+qSBOmXPlWcZcpsq++pHBaUNElToDO1\nNb66UZ46fp4YvOYx5OMOPxwAQTA5UwcUqhEqTSbL+k2zZYnU0snJxzwZGwF1Rn7doKduFFPnvayi\nmHzXm/TUqZPHcrekSz/zUaj77pr8QANRpy5Pfk1Lpu7cipUlYPfF62fqAGD5FA1qUzNALQeERUM9\nOaf5m6sXZb+uLhOIKpJfF3bR77Y7NJjkMXXtjmXq2HsHZD11LL9WvHINqyvA9ByC7QvAtnkE1apm\nI71zkp66igB1Yd+e0xj5VX3/bqjjRyj9nQfJMCSwuX0BGPTRe/eboL7zTyOP41zT1Mw65VfPPwfA\nlDTp9wi4mwziIVCvI/jB59FkP8JTZyaVIlCnUjtws5xmGMEJZWuzymRQF2mmrm7ve1HyRaw9dStL\nbl9fZFBXAMi5rwimLn3bHxoJV6Up1Dduyk8CWF0G5ne4rFq/Z7K+R4a/opYxKaiTgODxR1ww/Kzn\nZLe1Y/l1PZ66qCA5xpxHQgupZmt9wEPWqfMTJQ48QovNL/8D1F23F3xfueBBSrgQbCm/zt7Qe76N\n9LMfs99jUOePm6MSJZ71HKj9GyviqtZWkbzl982xCn22fH/4/DeiEgxDqttZAOrU44/YLe74M0Vy\n8IP3EWs7LnIy2NP3vAnYQNFbJeXESYNtGhvJelaKrASFoM47Zhwh0LvdSHZePfoA1KMPTP67Bw9A\n7csBbytL6/NUSk9dUaLEJATBWR4XFqhb2AkouNtnGU/dCFC3tOgmSmRKmugBbq2L9IPvzB6noE6d\nWl2mYsZFiRILO+nfzbYeuIYZTx1aHTqfYWjBn37PYYBYfvUnrO4KMDMHXHYFgn/1i/RavZFlbrSn\nTiUJAT/ATlSmnMrogTW9+bNQD90HdfvNUJ/8kL2GapWuY9AnOv3Be6H0b42MhOTXibIKTekPcUyf\nqRv06B5L+bXeoH+3p1wJkge2jPyal/2qXzOyKWe/ssQ4oa/OZ+qS2N5TPmeVFjB1Q+pTy4suCD51\nkvpXkfxqPHVCTuv37N8P3EObg+cuWlYIrPvP2ySrYZ50ipi6STx1YpJRBx4hYJ0kQBIh2HmRY+BW\nSlk2vlLBxKU+huHo7OtEZwzyAmjSYKAlgR30RN5fo3vM/+VFmrrAN4ndRdcwJJbKyLsa1J04BpwQ\ntRa17zdTVNvPrudQKYIf+CGoB743+bXKr3/zZoAnfCGhq37PZcKM/ErnP1aOz4twQLvnFDCt6qF9\nZlspC+oKxqThEBhV75EjTbJjxKkTG2OINsTUPc0lTWr1jBql7v4WqTMThlpZyu/nq8vrk5HDgRhz\n2VPnya8bYHzPtrhgQJ1aXaZVQ7vtrjoTb6KUYUDdSajuKvlt6s2cbcKG1vye5HQ+f0Dl6K4QQ5bH\n1Kx1EcxrUNduk8QZxe6AkKZWfg1Dkj0kIJEPvJFfPb/Q6jIwM4tgahqVl/08vdYoYuoSyzwAJGeG\nfTsgjfOHrS7TuQ56dusYzfwFrTbUoAfVX6PB9MYPQH3uY4WHosroMd2TSZi6OLYyNh8jT36dnrWG\naAbCAHn35MQmjNoAxsuvgG13ydQFweTJEnw/5T6/Ne2pk14Z38PGpvvVZVrcmC3lEnptx67R8mut\n7gJaAczU4/uBiy/P9751lxFs3+kOyJOCOgbLRYkSYz11qQPMzLZ2cUTP0c6LXK9POAAqFQSNJrGf\nEzB1Kk3I4zgq+zqJqX83W1BhCPXkY1B5pWX8kNmvclHYX7MezTgubgev/A2SNAvqmi07bkkDuWy3\nVe1Z8kHdMCyUX4PnXgc8+sC6PbZKKahbv2j7OZf+AaC+/gXaptD8jvCVpuv0ppprGALbthd7eVMx\nyQ/GMHVJTOzpOCk3dZk6lSaaccpZ9CsFdf89xcfajKduw/JrQfZrHriKI6Bep/FD9j32aU4aK0vF\nW2muB9TJ9irIfj1dTJ3qriB5xx+dlmP7ccGAOoQDmtTbU66HggeNXKZOrxJPnaRJbWo6H/Bw9qse\nfDMZUtpTl3m9uwpsW8isQqhQcI9YPABBe4omXZVmdpQIWh16b8igzjJ1Toc3/is3+1WtriCYnnN+\nP6jXsytfWaeO5ddWWzN12psybvW3ukwPcxS5259Vq/pYfSrwe/wI1K03jd4zkL/X7kz2ICYxgkZx\n9qt6aB9JAp0pm/2o5VcAtCOAU6ducvlVeVm2Ro5PU5pYJ52QeLJlAMaJEtJTx7sPyOBFw7HDJGnx\nOS6fIhDb7oxg6lJgds5l6pLEXm+aZGVtaEbpwCPA5VdkGaMwdJ4FdeDhbP3IcSVNxgFD4alTSgFP\nPEr9hdmtXXusnxCwhYeByevUcZuNk18FU6e++hm7h/So8OVXfma5Pl8cEWhaD1Pn72rS6mSYuoys\nyhn6Gfm1gKlLUyrSftHFgC9vA0jf+9ZisHf0kM0iV8oCWsCOHeZ6vAXSCJCfvPE3HDZfRUPKUg8H\nCOa2F3siVWrmBcXXX9AvjKpw7Knc903o59OoKKsrWasAR3cV6Xv+tPhYm/HUbbROXaWgTl2aZpk6\now7V3H46HIwsSaTuv8dNgFhdzqgZatAfX3VCfj6OIGvpqSL5NY43Vmh9XKx1N5bMs4G4cEAde8ra\nnXymLq+TZeTXWZrkc/d+TYmlyyulYAYg7/VBn6RPf5Dr90gS60zR3602fbbRpIFGmuI7U5Q8EQ4I\nsMrCuXIlLZk6uUo7eYwKDsuoZ3eUUAwSZaKEYer0b49bma9opo7ZOsACkyZdo+qtAVddTb8xUtZy\nvzc2khhoeokSoWXq1Le+BvXZjxJIrtYs48Xya6tN3hBue+Op08B/OABqtXwpmH8n0TtQyIzGZnsd\nTJ3n/zRMnfTU5fiL4qFeLevX+RwPPgbs3pOf7cyRJMDMNnc3jTgWnqw0t/ix+ubNwLN/EMFFF7vv\nsfdGvJZ+8u+AB/d518qgzjtuHOuFwSTyq26vE0cp+3R61vhfgx0eU8fSK5Bf9icv+BxGLSp4EcRJ\nRd2VyfxfRn5NXD+cKUET2zJHeZGm7sIsSegZ5hiGQKtN3qpUgLrYS7BaXSJLQt5OPEWgrlJBcOUP\nQD32sPOWUgrqjluB5YKMxaVFYo2DAGabN77u7qpnahdMeZqMtjCcOOqM+ermz0F9/gZqg9ntxYkS\nssRF31uYZa5bjwNHDhWfB4SXjeeQ5cXi447bKk96xCYMA6gn/J565H777KcpjY25nro4+zrbQ2o1\n9zkOw5FMXfqZjwCPiFqbeUyd2T5zQgBmLDDuYlHl9an1bOc3aSTxxnfmWWdcOKAu1iCggKkr9NTN\nzFH2jtlRogmVJ79KZsy/cZKhkTEcECjzP8+/1WrT39pvhnpDTw4iMaHVIbPv4YMaWAla2WHqRPar\nlFcOHQC3BT9TAAAgAElEQVQueYb7+/WCHSV4kJVM3WBAD+nUdObBU4M+kv/vV5H+778mJibsa/kr\ncj0qzNTpVWvlV/89glf+2mh/A9/PVmty+bXpbXw/6Gv2JrblTNptXSIkotc0UxcEAd0rZusYMBum\nbgDMbhsjv4rkFe4vI5i69LavutmNqTchOPLriESJKKJzbzTo/yy/fvtWBNe/OD/b2fxmQs+Aw9TF\n7iDZaGaZulu/iMpP/0K2BFCc87wlMYFiEMPnZAP6doZBj/rwJKCO+/mgT/2zVqfJuVajhYzP1E0R\nqAsq1ckKYZuSGJMydQPNOkwwsKepYKsE68iZhMzSFSXZqNRtYy0VO+fe7thnmidkySIB9Ezu2rMO\nUKftGZzAJUOzcFjJz9hVK0sIZrbZDH3B1Km1Vff8nUSJuPAZUpzgJceSKKQEoaH21BWBujS1Y+0Y\nps6M7cfGlCvxF2ZcMivvuFzCqKg23ma2CZtQfk0/8xFbAkmltODJLT6c46ljpk4uOqFVsVHP78lj\nTt9Sec8MM3mTgrqBD+pie478O3z+kxSzX29sZmeedcYFCOoKmLoiT938Tip9sNYVO0rkyK+AMKF6\n7ycJfU90TFohBLnSlZlgGNS1NRtVqxPjwJ0uSegh23MJcPgJBFJ+9bNfGQBUqu7rBw8gyIC6Zk5J\nE8nUUbcJmi16QIchyZP+A/b9u4GdF1HaOe8HGQ1pUM2TX0+dQDA1jWDHbgTbF1zJJE2QfvS94nwi\nqh/3rOdAffsbSG/9ItL//TcojDiHqRv09XlHwHCI4Md+GsHV15vEAxVFCJipA1wJ1mPqEIbAzBhQ\nxxMQX3eaECiNI6jVFaS3fN75mvrGTcCjgrL3s18Tyn4NqlW7Asxl6vTgOjVLtRrDAdSgD/W97yB4\nwY/nb33HkaQIZrzMX+mLS1NqI3/QPXYYuPxZLkPI3wXcdoqFR+/Ob0J98u8KmTr0e9TOYxMlLBCy\n9fzqBAprdQKq/TUrw/TWLDNetc+IemJ/camKSeRXs6NEU4C6CZg6P0nCyK8E6pRh6nK2N/T7CbdB\nDlPHrLH9jiurqu6yLgU1ofyqtO/Kv++ABUhFZVhWlmhhFARW8ZCJOg6rIjx1Sc5Cxpzn0F6vOUdA\nrZwChiGCbduz0r+8FuOp6+sFcZGnLqE+Nk5+9aotmEVbEVMH5PYX2uLwaZBfwwHAW2WKRAmlFNIP\nv8d+LkmRAXtxZBed8v6Eg8LxRsURcMor8ZKXKMFez3HFs1dXaJHCbLpffNivUwecPqYO2NjOPOuM\nCwfUafk1aHegpDF2JFOXIHj2DxpAFLDpM6/4sDyGBG9seK433Q4YhkCziaBWz3pMTp2kUieSqQs1\nw9Bsipp0NFkFF10CLm9iVnwyuxL0sARe9qsKB8RC7trr/n49Z0DmbLeckiYqHBAT4rM137sDwQt/\nArjsWVAPa3AS5TF1NUoGOXWCgCkfW96T40fJj2S8EPran3Mtgn/xk1A3fGB0xl0Sayk1sEzEoE+S\nXBxT+zzvRxD80AttrToGQxydaftQ+iVNhiEBhaLs11rdAjm+bsPUDYFDB6Bu+Zz7vWhIdeU4jNQr\n5dc6UPVKmmQ8dVpGnppBsGsP9Z8H7wOecSUlD+VldMvf9JNRktj2QZVk6v8RGFfEjNbr7mo4j6mL\nI2+7uXg0qJueAdIkt75f+u1byY+jnzvFbA/ve9wnUBdUKsTSaOZL9dZob2DAsSioz98Idec389uG\nr2GU/GqYuvY6QZ2WqTlZgtvBMHWxZb0z380DdWkBqEvcfukz/CvLwO69bo1GwHp88367Usln+5kh\nLioYy6DOYersZOhIV5PKr+YeiedSpQQso4gWCCOZOpZf19zMeD+SBLjo4mztw8wxxSIQMExd7nGN\nNSjn2szzd5oTJcLQ7r7C91YDbvX1L7plmpSC2v8g1D3ftr/Fnjq/7xV5YhdPZC1MOsHO8eFOyNSl\nH3w78MC9lhTxvbpO9itf88ZAXfK2PywurG6KuG9BUe4xccGBOpJf8zx1BcWHGy1UXvufEfzYT9Nr\njWa2Q0aR9oBlQZ0pPlqten6uAbFuOQBKnTpB23UZUNd25VceEHiy2nMJ/d0exdTleOqeegK46BJb\nooQjp8CylV9Tt/hwSCUdgs60IwWpNIW69zsIrn0Bgl17odgjITx1igftSoUmvVMn7cTaaLoP11NP\n0P9lxmqtBgAIfvHXUHnjX4xhTJitEVLloE8Ddayl1ppm5TjxQMivAIDONNSdt5HULTP0AGqDUfLr\n1DRMoglAv6kUXWcUEYOUkbgit3Bnnvzq7yiRx1rwinl6hqS0wQBq5ZTNrs7bJcX8ZkJgVk58glkj\n+dVjr1eWgJltJFn7i6C8upDyeJFYPADZBU+/R/3cA4sc6mufBw497oLuPKYOoHIrLMH21+i4gLuX\nrlIkB+UF2zBG2QQSLUc2m8R2DvoTy6/0Hxu7dRua/h8Ve+qU108AyAx83qc4YKZOSmeR56nrLtOi\nT/RNpWXBQk9dUMDUcTsVyK+WqavY6zeeOs+LKIsPj5BfTb9ymDpFPru6tiMU2Td8T930bDEgTxJ6\ntor6CoefwT7SU+cBEBmDgQtSJg3D8k8I6oYD4LBm6pRl6mwRX0EiKAW1/wFb5NqUNMnJfi0ab7j9\nmClPEnpufJZ0ZUmPe2OuIxrS74UDbTfwFot5TN0GQJ2KY1KjChWPkqnb+nDkVztB5TIHHGz63b0X\nlX/7G/SaNwGachES7MnOx8Cr6nXA4YBAUS1nclo8Qdt1NQnUBVx/rlZ3K9NLpg5ws1/9OlIy+5Un\nrIMHEFz8jOx113IkZpZvuK4cIIoPh1bGNNdwnEo57NoD7N4LPLmfvhdFxLZxdp4GvUGrQ/KrZOqk\n/GpAnWD4GNQFAW3E7j2M6qH7bIkBc/1VO7mFA1tsOBrapAie1GWiBIBgxy5anX73dphlndy+aWYu\nw9ooXu23Oy4jEg3pd3RSiur1sn6LaGhX8kBmQlBJgsD31CmSXx0fTkzXEey9DMEznk19r7tqEwNG\ngTpmE1VKRaN5sjULizS7UwdPznzsPPlVShxxbI8XDe0zxe/J6K9RW+ZZBLiNROarYaKqVaBep6w5\n7jfbd0AtHqfPSfm1IhIl0rR4ota/r0YmSujflskkk8qvKrXJHlFE4NkclwBdbiZpHlMnkw6SmCRO\nVg+k11OMG0opYCVHfuWxYRRTlzeuGfk1n6lTK0u0MKpULEvJ1QR63QL5VS+UivqvUVEkU6f0orpJ\nz0ARc6ifXcVlSHTJKPXdf4aKI6Rf+hTUg/ea8wm2LWQYRfXw9736ep78urRIu67keurEvfdj0HdB\nyqSx3m3CwpCqEfCYbQgAb2eGJKWXlDjfOAbq7t7UdMzikiam3A/3rbUVmlvqnm93hWu8jlkgpQk9\nI2GfFm1Sfg0CD9Qpe37rjR6X6CrwPxpv6Ab20F5nXDigzmRLetv15DEHHDxAyfB3WxhqNqdape3C\nALejSYYo8Tp2s5m/oj11gliEVof+5v/X6+4ekoapu5T+7njZr+OYuiMH7Xcz15hX0iRHfjWJElOu\nqXeta0pEBLv20nlt30FJJoZ16Lmeuji2TJ0vv/L+miaTlPxkJnKKu6af/DvgMV1WgZlaubob9BDo\nunTOpMlygWTvAFR+5bcR/MwvuCtVkygR6kQJ3xyuJ49a3fXUDYcEerl8jN4lwfGaRFFWfg0CUdIk\nstuEycGV75c5DmW/Vn7514HrXkjnvHKKPHZAPjMrf7Nas8k6/vOi0myixOoyAVwgy6jl2R2kR88w\ndan7eR1q0KMSP3kFsgH7XZnIIpm6ft8ydde9AOpzN5C06IA6seuKSqEKQV1I7T+2pEmNNkLn/jUJ\nUyeLDwN0D5lJ5GMUMVS58qvwWg6HdM8YvHJGMmAnb76+SkAytWSRWeockf2au/3hpPKrz9Rxv8uT\nX9lvOIapU6HH1AE0ZszNE3DLk2A52WTQJ++rNvynH3sf8NSTUA/eB3VUZ7uyvWNmzvEMpp/7GFkd\nOBLRtgB9dn7naKYu79pC7QfeiKeuNlkdRjrPAS2Yjz1F7VbE1KUJyKwo7B885/jZr6MSJU64TB2x\n/nMEDn01YPvCWPmV+40aMFNnE4JozvFAXaOxMVDHpX+K5PAcpk7t+27x2LKJuHBAHTM1vnzK8l/R\nqt8HdQ1vMomG9FpFyK8SvBmmzqt9xfKrX5gROfJrW/+/prM9PU8d5raTjDo9JyZ3zxvjFB/WHW91\nmWqQ+dEoAHUsv0pQN9TUdrPt1kvr6bp+AJXNAGjbsyiyx+737TXoax3J1NUbnvwqpFEtRTi+m9UV\nF+RW2X+m74+RXz2plQehKHLlV8D6fVJvUBsOrD9PtvugT9fGwEvWmqtU7eTHDKSk56Mwy9Q1W1n5\n1a9TB7iDVWyvIwgCoNkmhorvT20UU5cSu9tqaxCujyt3yai7JU0M4wKYQr7KB2kZ+VUfj7OQzYo6\nx1PXbhf7AE1igZRfmalrOPJr5UUvQ3DFc6G+9GkCLVJ+lUzdifyBV0VDYLrAR2nOJ7FjiGbeJ2Lq\n2Etn7qcAdZxctS75lRYUatCj2mfPeLZNCJF16qSnbjike9uZckFdNLS7UeT9tmbqMmb4MKQ2KJJf\nV9lTF1hPXZrYbeUKmbqCdpBt4Miv+rwbTXoedu3JT3DgvUD7PQIEPIbHMY2dq8vWcsJ9bPuCa5kI\nB17ZDG9RxFtFjmLq8vyCgz7dl40wdY0WZAWEkTEMgcuvBA4/SYxltQoCbx5TZzygwirAY3Stjgyh\nUbSIPKllcQPqlqlPeMyv6q4gmCtoNxnsMQ51pQk5rrQ6bva4SmlszHme03/8SHFCDWBLrBRlKud4\n6tJv3ATFCYRbGBcOqEuKQF0CtKcKig8LAMPhl3+I9MBXreV76mSBWMdTR4kSqNeyA9LiCWD7DkrM\neOZVdjCvNxA0WrbT6YEkCAJU//g9OllB/0YUu6sGk/1qpSWzS4Yf2uTsSHh5deoYeA1DzUaJa+l1\nLfMxsw1otQmosqcO0CAhtUwdgGBKMnV6ZZ8mwLFDwGXPckGd8AISWBGAF6AHSEpOnvxKiRIzercO\nz1OXaPO1D+q4hpZX0kSFAwTNls1y5Bj0aSLjgsapmDCrLFMNrbwlJdiMpy7RW3qJfuZ76vIy5uTO\nGACd48njCFh+zcvolr9ZqVrbAssImTp1QvIVTJ3x1ZnVO0vfIfkTlaIBX24159dNk2E8dQVAlLNe\nZXayZMv7a+49veoa4OQxqP6aXVBINlspYHkxP1tvGBKLITxZ6tDjUHeL4sLSg6p3q5hopwUGWsbr\nFtM9AHRtSw1kRsqvdkxTDEYOPQGsraLyH/4ol6lDNHQlqrre5gnKtgEzfSOYusD3UQFUtmbnRbnZ\nryz1GqaOt3lLYnomgortOxJ4aum4MHu7IPsVAF0DSEnIrS/HwHplifqcGRci2mmju2LBigR1slTO\nYOCBUT1eGAIgoV1M1svUDQaunDgiVBRBceHbaEjEwARMHVdoCBZ2UlkRkygB24YsjyeJfs0m9ahI\nJ+fValAaPBk7SlH264mj1Ee4nVaXEczMZZlfZtomYuoiu7iW44rP1KWKnrGckibqti8DSwWLEQBq\nA0wdknSyfbDXGRcOqOMJMBfUdYoniInk14ZbO8svtlqtjPbUOdmyCQ162xYAANU3/LkZfMhT1/Tk\nVyFB6t9QvGrKY+okY7gmfFUigkpVM3riOnLq1AUMFHpdISXrh3etawBjEATA7ouBhd02+7XZ1iAh\ndkFdxwJYRLpm1omjxIjMzbs132ri2gEniUSl2mDL7WG8PlJ+1Uwdy1iOp06/JuRX3TgZ0KBOHLUg\n3QeW4YAGUb7/CQ94Q83U6RUoZ2RrUEfblA3h7L6RpqYIstMGfp06QHvTUqQ3fcph6gDQSn3xuKnL\nlrv1HYeRxzsEwn0Paprq+yCYG58BlqCO2z7sI/2btxADFNs6dYapG5X92u7kJyzx+XjyK+9XHMg6\ndTqCuXkqKyEXIcJ3ao5z8nj2t4bDTBkb9dA+N1s2id26jtvmJ5NfDeMowJZZJDGoc+VXtbKE5H/8\nnpBPczx10ZCyoCtVu9CQ5V8kYNJjRhAEBCCYrYsivcWYO4GZunqBWKw47RUCO3fne9j6a1RhoNG0\nZZeYReyuAnPbCEwdfAzp2/8oC/oLS5oUZL8C9LwCNDblZa0y27u0KJg6vQBcWXZrDurFbrBtwdYS\nBEgmlecmPbjUaDYz3g+TxJeTEDTo0Vg5CVP32IO2HFSsx95J5Fce0+T9qPLer4Kp43NQitrMzIMk\n9QaSqeP3iu7XyWMOqDM7Qfk2pTTVQG+cpy7Vnt0B+bZHgTqlx9e8kiZ+ApEfDM4KPHVKzrnm3IiF\ndiw2WxAXBKgzWZbVKoJm02XlEk3DrstT58mv2lNnzeN5TF3VBW/hgLat8jvrypIuciwmYQZutbot\njWCOLZhEHnT8CR6wD1ilCsWDWldsjeSHv3NGEgkpS7RJs0UeGf9a1rrk+dBR+Y3/hOCa51umbnaO\nMmClpw4wnrqAfTnDEDh2BNi1R+8PK5k6D9Q1hK9ubQ1QigCdTqoIgsCVKsM+eeo4+1XKryzp5Mmv\ncrP47grSP/gtelgbLesz5Bj06TW+N4mYpFkSlEwdr+T4+rYvuGUPWh5T53vqJFO3/wGoj38Qqt9D\nIMFpq0UT0pRg6oZDqJPHs4VOOeOtzZ46H9QlFizzvdfZryakr46/f2rR+m/iyPY1Tp4xcq1vttes\ncF7ZHYBAHH8/qFggnZf9CpB1YWlRy6/ZkibmOHnel2FINfwkYMibxCuCqdu+Y8Pyq/Gbzm6z7SZ/\nq7dG4JNZDj9Bhb/DfbpStZOsKT4cu32I26ozjfQPfpMSA6JQJ894fUW3VRAEhZ66YG6efIp+xqlM\nrpHSbppQosHcPF3D6goBe1PeR/SbvGbkMdnPfq1U6HkFKJErD9Sxz3DxBAHhak0znhGVnRr03cVK\npUqL8VNikh70Xfk0z5Nad4vz+r+fK7/Gkd5hiGrGRUVldwBasMiki2ZrvGwJ2GQS3jaPlSs5/kn1\ngcGeA+o8Tx2DtJxFpIqGtB/6/A6YBKGQyQ/PU5dSu40tEs51O+PIJHzRuWnm2/fUcUF9P1hBKIqx\n8msMTM24O/OkKe0X/K2vjb6GdcYFAeposAm0WTmHqetMDuoCvcpXcQx18DGoJx41skq+/MqeugL5\nVU6GgJFendDgJajXdakPWdIky9Q5q0cOU9NMsBC89Vle6K2j1MEDxGSY1fvQlaQbLeCJ/Qi2LxTL\nrwCCnRdZL1A0BGbmaGBPE3tfgoqVXwHDvKkTR+j7XNpFXo+Mlij3wllGDHKrddFGEQ0GUWwzhosS\nJeo+Uxc4njrV79E1PbGfzjePqWu2rX9JemqqlqlT/R7QmbIPPXs1t83bsgfM1A3FoOmXaTHMTgx1\n1+3079UVkvnlPQNE9iuxKumfvyFbEV+X5AhabX2tYnDm36tUtYeK7r3jqQNcqZS/zyApGpqVNP0d\nue3kr8QZoBXtgmGYOqUN4dJTV6drcECdbt9+UaKEAuZ32Kw8GVGYLTjteagUexIBoNmi52Rd8quQ\n4LT8Gsxus/3an5QkIHZ2lEgF+8ygrmInSskIStmP/Yev/FXgoktozChg6pzx0p+EATvmzWzLsnUr\nIrlGlq/gkhZz260fV9bglAACgDr8JNJ/+nK2ALOfKDG7zcqvu/fahAf/egDg1HFSHao10z7qsM7G\n5/7J/XL7fMZThyim4uifvzHrqVMqq+JwJOI+ZN7TfTqoAOEAa295o1uwV4RaW7O2iWg4Oagbat83\nb5vHYBhKyK+xOJayzBi3DdfR5H4aDnSlhJw6kyeP09xXFaVawr5QtLy+XisAwzI4iSaKqO/JBU+r\n47at0rU1c5m6IUb6ELsM6ork14T6nMfUqe6q65vegrgwQJ2oaYaGl1WZRA5Tp753BxTvCZnH1AEW\n8Nx+C9QXP2Hl11GeOr+mTlFJk1M5oI7PvVbXO1NEtqixPD8GVbE3UAN21aSpdJUmuqCmyKjzr3E4\nRPrJvyNwYLx6Q5cdbLXIaHzVNa6U3OtaJoiDsyyjSFf0t4kSQRAArZaVXwFbq+649llIUOdnvwIu\nU8d0OBddNW2o70PYdyXjWHrqeEeJocuYAqLcgh7VGFio1MqvcqU3FBKGMxlF2USJ+V3WU6f3aw3m\n5i09nxJTZ7apMz5BAaYF+FZ33U7vry65QKalQR3L4/UmMR5LJzMraJWSdGmZuoQmEim/5jF1EtT5\n8murbbO+TNFh/fxJ+TWoZAFQqkFSkWQs5VdOeDAydd0W8eaYnqEJf3XF21FCMHWXX2mzqGUMQ/p+\nJLbWynioEgS8KJuZI1ZoXXXqBDhptKhNZrbRb8tMQ+falf0Oh558qU/rfi6Zujz5VW6T9/wfRTC/\nk0AqAwPlTcpyvMyrI8ggwc9sN9en5dAgsJN1HAPdVQRz2y0zKeV5j6lT998D9eH3QL3/L+zrsr8C\n1D7PvArBFc+hv3fvzd/ei9vx1Em6z9Wq7a9ckFeOtdUqlcnhgtZcCiWOaOJeXabxiBUI/o0icDJi\nRwnzfFTEM1K0E0K/K8aFWAPydcqv3OYsv8rsV4epgwu0616duqFmefP6x8ljwI7dNhkNoOep2c4y\nvyrNyNZKqWxmtUmk8XygcUwLVQ8oBu1OtjQWF/8eKb9ySZMRnrrZbd7OPAn1CbkH9RbEeQnqVBhC\n3XunfYGBFeAyXQCQJHQjdUdMb/oksP8Beo8fHD+YJRiGwJFDBFYkU5dEUA9/H8mf/Seo/Q+J7FfJ\n1A2ykiUAdfI4goWd7u9VKrquVN1WatcsXRAE9nMyOwvIMnX1mn1A19aAVodYsrxod0gKfHI/TJV/\nNtTL71x8OSq/+BptiBcT+5rIfuXg+nfRkNgGWdIEAJptKzEBhvVSJ44AO1xQp+LYsKYmJFPHDxkz\nGhLUxbE1ztb0fUuVPQ9TfDhChg00nrocNqTR0osG4bEKQ/IJMVCQ4JhlzV6XJKUdAtSxx68j9ipO\nUwRNydTlLBhYMjpyiO7F3ssIZEnGsdGizD9+rdEgtop9WjI425k9dYlmjEIP1ElgKUuaAFn5tT1F\nnj7AXluGqUvd2m4c+pqDRsNKbzJkooTP1NXqQL9nvaDQfs+5bQCUBRXST6pSBNdeT+UHfGllOKRJ\nT7L/oVdcWHpQ/+/fQfDDPzIZU8fMiARb1SqCF/44sbe8uHGYhsRjg/2SJl6f1nUjTbvx70g/o2MD\n0X04shOkSlObwacSAeoKSpqwlOYzRRIQSqYuTYjdmNsOJDEtaDgLH7DSpKiNFvzEz1J9uMcessDb\nq1MXXHUNKj/7f9DfUzO0ZVwe8whAnTpB7FKtZtt98YRtI8BaYbYt2ElaJv9EEX1GeRYKqPz2kL8/\nyu8tQV1REeW1NYfZDNYjv7J1xJAIOZ66RIA6pez5GB+3UKlY0s2pM6lOHEWwsMsFdexJ9skP9tTJ\nOfWpJ5C+47+618DZr1HkgbooR37VSoif/WrucXGbqQmyX4Mcpo48dSWoGx/33entS+eBOvmAJ7G7\n+fSpk7YsRl6iBGBLfvDNrzX0AKlXi3GM9O/fTaUQjhzMlp0AhPzq0cqLx6lukQjyglXpdxgY+X46\nwDXjNxpuJ4wjXdJDD8xrK7lJEuY3n3kVMT3sNwpgyxSINqm+9vdoKzXAuRbV67oADTAMJ8mv22w2\nJV/H9Kwr23Hiw/EjCHbutmU1AOOTc0Iwdabgp/FUScAWuaVG+j2gXrcAeZT8ajx1zNSFJOHx+RYx\nsnxvpDRWrRL7cfIY0F+jAY3N6JyAI0q7qNSbEJI4O2jyby+fojZuT9GAI4FMs+Xe+3qDklGALIji\nbOd2296vzlSWqavXyZLACSry+A5TpyVvzhDk+2lYbuGpa3iDtjyfouxXZg7S1Mo4jqeunwXqc/NA\nZ1rc/4oFDWmKYPfF9HuHHne/Nwxpcmo2LTvrV8tPrQc1YGC5nkQJudNDtYrKv/uPxHTKnSUy3/Gk\nR24X06el/OoxddIQLj11gF0QMlOXpsDicaTv/hM3GQnIT5TgMc8vRgtYwCB/h887GhKoirT3Mkks\nS+jJr0hiWhz+61ch/dwN9PnpWddHrRQtknUYr60/aXM7ak8dqtUscJLPXbVK4JOze1k1YB9xosGo\nfIbTCZi6olqEDOqiMaCuvyaYz2hypo6Z1aAinil9jyRT54O6yAN1UopnoCi86UoppF/7Ao1BGVDX\nt8ye9BYqlfUi9teyfS6R8qvwgRpPXQx1/IhWvhTQ6mRLmphnZBJPnV0YqIfug7pPk0tJTP713ppd\nHKYpKQSl/Do+1MP7gFMnvHo5GgD41D9nvw5DauxTJ9xVYh6oq2ljuT5O0CD5VaapIxzQ9l1rXcHU\n5U32VWvoBzN1u7K/Wa0T08aTme+nAzyDf9PV9/2SJqOSJADguddBff0L9O+1VfqtStVMLrkhvV1e\nogQAm3wRDXUpCBfUVX73v6N6yTPs5xnQnDgK7NxDNLyczLzrD5pNa4zmFRGzY/xZHrzZ68arb7lz\nRLVqDdF5JU2kxDUMge0LqPzWGwis5BXabDTtMaWnplKhQezkcZKiF3bZRAmefJttOzmkaX6iRJ6n\nbnWZzqfdIb+SvI5mC+h4oI4HpTwQVanY4sOxBmWi3ExQqdqJut+j8jWSzZX7gCaJ3s6O5co+taks\nPszgVzN16cfeZ+8rM1+c3NHvIXnbH4rzzZNfGQjmlDQBCNTJwr66th5dIAGA4OrnQ+27y/0eM1YS\neIee/CqYOgDZRVxReEydyZbmY4R9Y8UwwZ/nCd9PCAPoPMfJr/LfEtRpb5UaDinJi0HkcEjypVQ2\nckqaWI9WAVPHQCsIzHcVe6K4fAV76kwRXy2vemN9cPXzgYMHCDhMz2SzX6XCwW3qJ+VwOywtalBX\ns7d+CZgAACAASURBVEV/AW349xIlGnqHmDS1QJ99xGy/kEy3ASfFTF1uf+Hfq9hSL0bFePIxd6/e\ntS4cf15zwjp1BoSz/KqfdUd+jd1nhbP2+bfY9iCLrjdbbp3JcAD1v/4K6s7bhPyq58NwQOqEKIti\n2qbuERfDMKdf0WJGZeTXyFQSSN/zJlKklKLFa4ap86wtedFdoePJ/Wnv/x7U/Xo/cma9uSQWHy/s\nux7MLYjzFNR9nxrv+BF6QQKAvESJVoc6WHfFlaCSMUzdcEher7onv8ZWYlQaEAW1OlSO/GrreOn3\nFo9lmDoAVj7irL9cpk5kvzaaQJJCrSwhvfWLVDOoXrer4O5K1vMmInjOtQSMWIblGm9ycvGjVod6\n8HtI/+F/ucWHOdhLUq1pWVEUHwayzF6zRUVygwDB1DSCdscyFJJ9NZ8XAEjKr8xoARb4OkzdmsvI\nOcWH85g6CepoD8bgeS9CEASUIScHYZbZeWBkTxp7Exd20j0f9KkeVE+CuoaWlEVSgixpIosPJ7Sb\nh8lsXlkC2h2yFvieujymjoMn09UVYjt58uA6dezJUYoYbeOp04kSsoivPL5cvXO9NehEE8mUs1Ff\nJUbCU1//IrCsfUpJTB419tT1usDjj9rfYvk1FfIr1zSsN9wdJXQE27Y7ST2Z7NdKBbj4Mjue8E8N\nQ1rQyX43yMl+lc+plxillIJ6/BFkIuOpiyzjxwuRlicfye80/Rpc7FESiSLVil34SkZQeup8pi5N\niDHhciD82YMHxjJ1ppajb0Xh83PkV8HUcaZnEBhfp/Ewct01uTVVrUYL1u6qYeoynjrfVlOrwSlE\nK9skiSmBiz11M3N0fdvEjgbsDeas/Who+wTXweTn36mLquAw7TLkffCDVSTpO9VjY/qx9wH332M/\n2utuiKmj/t20910p3QdlokTigR0pv8aZ7Fc1HNAxJdPO3z9+BMGOXdbiAmhPXYusInmJEs4Cepi9\nrjS1TF2jaRleLj4cR9Z6wuNrhqnL8ajLK1aK+trMHJySJqGoFsAkjGQh+VxbHWxlnJegDkcPAc+5\n1lYJl6xW3o4SXK+GzduJN6D7YR7aAYKf+DkE172QHnheeSQx/Xt2G4EnZuqckiYhAh4Y5ep98ThN\n9H7UiKUL6g0aiP3JArCDQxzbTJ/DT0Ld8gU96NRNp1Jrq7b4bE4E2+Yp2+3KHzTAlK4xHMnUqUcf\ngPrW13M9dQG3Q72OoNWhCt2y5IN/Do0mTRY7LqIXMtmvPqgTfsmu3jMwSeEydVXPU6clOr+EjC9V\nmZPS7adSvXIP87/LwSU42KeVJHZRUKlS7aRag16bnhWJEpollIkXvs9MbxNm5Hk+fq1GGajtKQJY\nq8sucGu23KLTjRxQd8tnoW7+rHkGzP1igMzPkZ8okQfmvUQJJxlmoPdkZKac5T99rWqtS23VF2yl\nyBrOZIBK2ZIZN37+mTHIyK8eqHPq1GkA4NenBGwR3lbLlV99pk4uPvyJ6NQJpG95g+PXU5Jxk1Kq\nZOoGfeFrE+MVX7vceQSwfVKy0kHVmbAU+6HYlxlHjv+Q+lhqFztC+lNPHnDHy1xPncj490GM8kGd\nBUsmuaNW11KisDGwFGwAgraZtNoEPntrVLbIz371iLrMNo58TjzWTYlEiVqNJvDtC3YBJ6VJZm65\nT0jZ2LdQGPk1B2TJzGc/pPzqe+qOPuWW+ujZ7Fdur0zmaV4YT53Yti2o0jkbtkl66lJXfk1YfvWy\nX5stdx5OE/q70aSx3pdfjafOtTUEnvyqhmEOqNOLgjjS7DLLr5EtX7K6bM+9lU2UsMkwBW3G7H/D\nU8fCgVic6DlIAlZmtrfNF9yAjcX5CeouvwLB3sugOKMpk/2Y2k7P3qxGQ3xemIfzEiU4K3MYInju\ntQie/6Ne9mtELMLsNi2/1rKrU5Zf+ZziiKSbMHRN5hw8KTmJEnlMXULnX29Y6ZE3w67XrOm1O6Kc\niY7Kv/uPCF70UmLsalZ+LUyuqNXJR3j8iN1wOvOZBp0bP9R518HRbEEdeBjBnkvobyf7NQ/UWcZE\nda25WrKazJiqQR8BJ0oALujhdsxLlJCeulqNiuY6k7YnLUkJI9WDOssGfN0LO2kw6Ux78qvHAqWJ\n6yORwFZ69hq6Dl27Q8dNU/c62m2SvznqTftvPraciLiOoCwWzaVbxLZQiKNi2Z39puypA6gP9Ht0\nnTxoS+9Ro2H9SVzHj3+fPTlx5IIkyVblJUoAuZ46hyV2mLrEXl9eMV3ZlwHtqfOYOidD3ZNfh9qb\nuyx8NTwx5CRK0DFqGlzoCZMZJoepa8HJDpZyt+kzFfsZNpTLz/rb5HG7MIMnAIU6dCCHqfNBsJBf\n/d0m0hQBj7VBkGXq6prxYV8nvz8cujIoy69BAHSmyYQ+PTOeqcs5J8N4Ajr7tUZKgd7jNdi2YBdB\nSUyLVsDOD8JTp+KI+n6aEnsu69TVaq6Kw6dpMlbHgTp9DoMe2RSWTroARNapiyO6pkkSJfh+OcWH\nNVNnEiWEpUSB2jaJSX6OYppznDp1ejx0mDryt1X+7P1EJvAcBQibTE5Jk1z51WPTkpTaNtLssqhT\nF7Q6wJL29qY0pge5TJ3HKPqxvATMbtfSqmDqBgOPqau6gDVJaBzevpB/3A3GeQnqKr/y27qgpAZp\nYvKj7aTEIMwsTqsDPPmYfQ3az5EHYLi8A2fyAK78GoZ0g6emtR+tSqtHZ7If2HphPDDrJInA93sA\n1ptgPHU58iNP7DLTh0EdAxST/To6UQIAgsuepTN2utZTFw/hFB+Wn6/VLdvZbueDP952iFfyedfB\n0WyRtHbxM+jvVtuVNDLyq8fUzW6zwFaCH5+pAzz5Vftr4pxECVmnjtlZZw/afE+dI78yM8YT4MIu\n6lOzc7QlFd/DegNBU2wL5/tIZP09/l1e9a7qrY06Hfs+X8KL/yWCf/PL7j3RoSRgZL9MpWoBNd8v\nydQFxNQp7mseqAtqdctoxLGVZ7fv0HJgzWalMwut9LUaUCcSZKrauzQcmvN0zMfGUycSh3hRBLg1\n+wAEL/wJBK96jX3Br1MXBJoh9yZX9tRJj1jYdycfuVeyuU/ifTZ/y22qTJJGYuV0ydRVazbhQxZh\nVgLU6UQpw8jw+TGIBlyTvUoFayf6lw/qEvE8MajrTNHYKdg2BjjKH/Oawoogw5Ff/UQJwfj01my/\nBLTvrwEE+rfkYm96Vpcjmc1kv+Z66nxQx8VoARrL2VNXqyP40ZcBVzxXsOZikaafDaVZPRVHdgHr\nM3UYwdT5tfjy2stn6o4/Zd/nkPIr12srACgqDJG84dfpj4ynTvdlgelyPXWAYcdMIpcsu9JoufuL\n6630Al5ossUFEIkVOaDOTzApYuqk/Opkv4pKArz1o55j1PEjSLkszjimjks4Sb8cABX2s0xdxWPq\nZrfT4mAL47wEdcFFl9B+fiy/+qZ6ubLWD2PwnGuhbr/FVqEHaFWVI7+anQ14wgas6bjRsB6tZptA\nXSUnUYIfGMAO9CePAfM7Mr8HgM6/zivzKJfhMjIcg02u0TXo08PEjOEkiRIcfA28xViUTVAwUatR\nGzzzqixbw8GAjjOiRjF1ek/R4JLL7bmMlF+lp26ZalvxSl+WcZCeOsPU+TJTkmUqAOGpSw2Qz+z+\n4W9eLbJfVZJYZoxLXWhQF8xuJ8l7311WcvI9dfW6GVxUIsq68O8yS7OyTICO2VKZCNLuuFnGDDJn\nt4lJSsuaLCu1RaJEVYAww4LRvVe9NVde5d+WhnJ+f/sCHbNaswstrpPG4FTXnVKGqUtsfb9oKNgl\nyVYl9j7ydnl8joAFwtwerbabnCTr1HHBVc7cljEMdTkjwcLn1KlzPXUeeGD5Uu5oIAd9lotkKaF6\n3cqAksEwDEAMZws6cx41ktALEiVUNLTsJpD11HERWm7PQIPC3RfTgpT9ohwyQQYwY54D8jmkKlKp\n2GeI5TM9ZqjempXnoSU3mQ0tF3tTMwLUFWe/0n3xwDa3Z0sXDm9q/+1gANTrqPzMLyDYvddlN/n+\ncDLeoE9qiCxpkqTaw83PtNIyYh6os6xS9r0kP1GCiYyR8uuIbcLCHnD8CI1TPHYxQ2skZgveFLPq\n3K6yVp1cTMmi5c0WONmQzjV2Fz6Op07Kr57Nwm+3okQJBpiNBngHDpJfO+7xUg3iwxA4dhjqjn+i\nZ4Kf0YLkEmVAXcVl6sICps5sYZgA27aX8uvEsWtPvqcO8ECd7njPexFJIPM7bAcs8tQxYzS0wCxg\nv1mjZVbDQZukr8DsKCFlFym/0sCsFo8jyEuSAKx8NIqp059TnOGmlB08OQNSP6DK2/GhMFotK9mw\nxDxKfgUVKh25/ZiptzcG1HH77NWgblzxYc3UqUGPBvM9l1jPh9lqzU+U4InSk1/ZqzVq71e+5xJc\nejKOMRuLDDJn5wqA+hzvFvDin0F621fshCqBbJIQ0JNMnSxMzWbfZhMmIUGzYpkiyjIYZC7sckES\n+9u4Tl2ftnULmFnjAricKFHA1DmrbK5TByDYvsP2LS41FA0N4xRIj4ph6hhUNixTx20BkBE6ji2L\nkabmO6YN6jnPjQzJFDETKQCSioZIP/B27U+je2sYqYynzp2wgioxHcpnYeSOBmzmltsxRYIhl9sG\nSllYgoBKxZs4E116RcivnM3Ov8V7Mo8raeIAisguFuNojNTssdYy5FgbBK49hr2t7KljSd20i+ex\n5OubmobZCtDx1KX5oM6TQJXSCyQud8MlTaSM7yVKAHDlV12c2tgK8pi6jSRKcHt5iRJmZwwGvayG\ngCRuxBF5uYukRO4P/TUhv2qigz2GfvarOXdB4fV7VgaXbcvAvtGwSTqpNz/7depy5VfN5PuqiA9W\nmb2NhvSsBhpUxbFlYQH7rDVaQBzrJLEYePwRh6lTStH+znIv6JVTCOY0U5f6oM5n6oS0nCSo/MtX\nIPjxn82/FxuM8xfULeykwn4sGdXyQZ3Z7Pua66nRd+wWq8QCUMeb0Uumjif4pgZ1jaZdCeTtKBGG\nVn7lSe/kcZpY86JW19uENUaDoSqv4rXnhR8czoDkBzQMKRNtXLCnxNTai/LbhK8DJO9VXvt7BZ9p\nCPm1wBtofrtJAIDZS11cmPbyTTLeqKDZJsp7/4PApc+i9s3sKKHBT9i3pTeYieGo1sVAMKJOHUvu\nvvzqrx5lBlmSuH0GQHD5sxFc+iz69wt/ArjvTiuTiXIZ5L9pZAcKPpaUXwGgPUULCyALTmW76QSW\nYH6nO0kZQFxxs1+rNXteGvQE3DfyFgsSeHAmYb1BeyHyJNnQtd5izWawhMghCjDTJN6kQrSJAIv8\nfhzravtC8h7lqcu0R8WCLgat0gO0fArq9puJWW806dqTWC+gqG8aOVhuE2baQwD/KCIQkyu/poI1\n85g6Po6c7KT0Val4EpfuFzJRolKx7GOa0vk3m/b3/ZI+7HWSpm/OLK4wqBPPsp9c4tRszPGvFSRK\nkPyqKwxwPzBlM7QszX1MZtOzvWRqhhbNhgHNy37NkV+ZqeOkIpZfZfvLzEgnUSKk/iz3ltaeOmLb\nlb1noxIlqrWx8qsSoA7HnnLZ1l6XxlApnbOKkxf8W701PUc1LHPNCxz2zgEWqPK1pBLU6fmgVrPW\nBQaKfvarnFM4mY+l03rDZZ35+v06dV72q5LPjrEfacDoZeGb9qpUqH10HU316APOeapPfAjpO/4I\n6suftt9lpk6ycPp+GDuLZOrMgjEB9lya3Wxgk3HegrqgUiVZ4MjBrFQnJ0pexbc7CF71GgTPuso2\nelHxYZaifPlVZ8OpXleDOgZELL+KDhgOhPyqB5ScwsMmuPhwnszgfy4cEJvC5wTAJIRwp5ZM4ajg\nLaVkSZMiEMZU+/RMcUc18iszdSM8dY0WcPFlxmMYsKTUW7OTiQwt4alH7kdw5Q/YNpefNfJrzwLW\nWi07ebEB35d4TZ06PeAygJZt4K8eZRkHTpQArP/oOdegoj1dASc3LJ202a+mryau5BBHAqzW7KSh\nFwtBe8ouLMawU5Xf+WOSASTzxbs7VKpWHtUZt5nsV16YrK3llLLx7A5z8/R79bpZ0aPRcmsLcqYv\noEuRSKauSgscWX5IsutJTPeJB1lmdScEdc5qOtWsjpyEuEA0IORXLVe1Orb/8LVk6kkKIBbpskh5\n8ivL/Lw4k7UW+TiSBZXya1DJTpwa1JmdRNhOwd8VO0VQm+Ywdbybg56gFANIPlbetoUcvJDNA3Vm\nX1EUJ0pwf+F2A2h8Y/k1HroZu5wIxiU0JDuWl/2a56lrtq33uFoFBgN7fJ+pYztFo0kJVOGAvmtA\nnfY4VmsWFKU5RXQ5Embd8+RXwdSZ4sM9qKOHgV17LbjprRFzXq1SUgzbEKTnToZk6qT8mvCYp+VX\nZ0cJ7q+wr8s9lmU7mexXj0XOY+q4xqccX+S98cGwnyghGWfuQzx+c/arPB6D1laLCk4v7IJ65AH3\nWV48juD6F0MdPGC/63jqRjF11WyiRIE/fTNx3oI6AAj2XAb11BNZqS7HUwcAlZ/5BcpikRNEXvZr\nq61LldRsMgD7d5pWfjUrAVNLTHbAHPn15LFiMFSr0cQ8KvuVf8th6oTswL44zdQZpnBU8Ge4Q8ae\n/8E5xzqwbT4/0YNDyq+xkPdyIrjiuQhe+q/dF2fmkP6Hfwv1/e/me+oGfRfUpYk70GvQpVh+BYBq\n3U50/BnNIGWuxWHqNDsrAaFfGoH9jTww5jB1mZieBU4t0sAns7E4UUIa2Z2iykJ+BRz5dSw7ddU1\n7mSbJFq6ofsTVPRk0O8J5jm2k0tVJEr4derk9m36nIMrf4CuheumNZpUOocH6jS1svCO3SL7VbBu\n0lMngU0SAxUN6rjN18HUOfKgUnQsCZD6a8AVzyVWlaWhJDI1tRz/T17/FmBHRRGw51Lg5DFRmkRI\nv5y5HEd2ApBA3s9+Bez1N5oiu1UwdcygSE+d0p46LXlT9qIP6ipWzjLjQeQxddJTZ9tMxbHJ9MwF\nUAyeATjbtLH8yob7vsgO5/+b/hBn5Vc+D1l0vjD71ff5KTLvz27Xn6maRAnT/iMSJTDoI5iatfJr\nHNvPGUZHZecG2SaNVv42Yan2L8oM5EGfCrVfdLE93ppmzrn8Ut5cJEMsXNRQqzlcDNgkSqRw6tRJ\nVptBjayHKPs7l/KSezf7cxkvxgYDQSrkMXUNj6nz5FfDOAvVha+FlR7+XT53/dyoUycQXPN84PFH\nLMuYak/05VcAhx43bLxaWSI/tJcokfXU1TxPXVo8l24ixphLRke328Xb3/52HD9+HLt27cLrX/96\ndDqdzOe+9rWv4VOf+hQA4JWvfCVe8pKXAAD279+P97znPYiiCM973vPwmte8BgBw44034qtf/Srm\n5qi0xy//8i/jh3/4h9d/gnsvBZ56EnjGlSNAnccU+dX5Czx1avmUnZwBl3pfWaIBxcivVQsAAFtA\nV04yUUSrgwKmrvLKXwMueYZduY7w1FFBXM2syVpVXJNNpS5TOCICnjjkaqsIjNTr402fGaauWH4N\nLr4cwcWXO69V/tu7oW75HNTH/zZ7/c0m+SKP9Cgz7a7bhfzmMVrhgNLX+TW/+PBggIz0CgCBluZ4\nb9HQk19HMXXhAFRfqQEFFJeGmZ6FWjpBRmzJ1PklTWTNNWZ7k4QyZgEazJmNzLsWP2SRUJn9Kvu2\n3iElqIgdMrxEiYrP1DVadj9MKYUz88KD3doqDeJshmf5dcduN/tVJEoowdQph6mqWsaN779ug5H+\nQsAyUoDw1AlWq7cGzMyh8uu/S23FIHDQt+BBGugz8quQ+qIhgvYUVL1Ofa4zBVOOhbNZazWq0yfr\n1EFnFctkBO3FU5Fg6qQZvdGkybZomzBZf47ZjLy9X6WUxLIws/gSLElGUi9igyCw7QXQNkrMkuQW\nH45dCY6vh19j+dXYOcS4yAwb10Azz9GE2a9piuC6FyB47nX6+kW/5b+d+yzlV+2p275DJEpoYCSZ\nurztrszvJ24NPu/cHGANUPJbd5lsFMaLykxdhc6JfV15v8ftCmj5lRakQRwhlYkSCvb4vqeOgU5f\n9DO/HzQ8ps5PJuJtycIs8WFC5cmvIfnIOcFRMnWc9Fap6IoF7Per2y3vOIGm2abx6qprgLVbxD2m\nBWMwv5MA3cqS3RaOEyUyxYcF48zJRVIFKLIybSI2dcRPf/rTuPbaa/GOd7wDV199tQFuMrrdLj7x\niU/gTW96E/70T/8UH//4x9Hr0QD9vve9D6997Wvxjne8A4cPH8bdd99tvvfyl78cb37zm/HmN795\nY4AOoFp1h5+05m6ORiOXqQPgshUFjR602nQjJaiTmU+c/doSfjRhFlX33gk851rLAtXrdD5LizQI\n5F3LFc+lVZOzTVgOKGBAwp4XOSAw0EuSyeVXwO68IPdmzItaHcHceFAXTFrSJCeCRhPBC37c/J4T\nzTaweALBj7yUzNGypEVeSRPpF/QSJZT0zsjfn8RTJycHZuq43RMBVgpBnc7aM+0UawCVGmBOGVzS\nK1iziRINwdSZkiZjgIxsG8BOprLOWrNFTJzsR6akyYhECZnBK/ttrU5sRq1GSRFrXRrwmaFiELZr\nj8h+1f0lT351EgUCsyo3WcIsQY+VXwWoyPHUqd6a9SpyuyWx3adSTkAyK5JDypKxTgJodew+uGkC\ns28ty0wqtXXQfKbOsJQsiQlJVJu7Tb9IpPxfda5Tmfpzmo3JMHV8z/U1sUmfQV2GqRPsytIiTYDe\n9asH7yOJy0uUMAsWAy5r7rlEoVUtTKKEHhe5fJWRX71agijIfs0tPlyjemaA22/5+uTzwuMYJ2yF\n2lMXRXS+7FGt1W0WJh83l6lLxsuvDOpqdeCpJ2jLO2HRMH3VjFU1mGLCecH7sfa6dkHK910p3Tdk\nokTiyq+MaaT8KscVZ+/XguxXXozx88RtXiC/GsZMFjOW/zfF+mt2ISMXw3PzNlHCyK/HaceQKHKL\nJPP4dckzgEMH6PVV9tRZ+VWxfcevVODvKHEamLpNgbrvfOc7hnV76UtfijvuuCPzmXvuuQfXXXcd\nOp0OpqamcN111+Huu+/G0tIS+v0+rrzySgDAT/7kTzrflxXWNxx7LgUOP5nxnwWNltin1QMVE4A6\ntPTWSxIUseldJEoEXDDTZL/qTnbXNxE8/8fs+bTaUAcfow3tx7EIbMQf9PJBmZFfC5g6ZiEmlV8B\nmI3qjdRc0G3aHWJVRkTAGbyGqcsxko+JYGEXyV8Nj32amgEufSaCV/xf9jzZHOx4zxKb/cqv+WVJ\nVpayMiIg6tQJNsVn6hyZXRe9rNbsoGDk1/zrDri+Vl3LvwyK5Oqcr0smSjCzxve1rZm6IMgFqJmQ\nExuXNJF11hpNWsGbLK7EPiMMKvPq1DVbBJIBOOWF6g1b0qTdoTZvUIaaiiPbTjt2OxnAufJrErmy\nNHvqDFO3Tvk1w9QJgNL3rlF66vyaWrnyq5BMmXGSmd2mbyn6vsxWlefPz5KsU8fXz6CO5WcuoCy/\nL8e2VFk2g68nj6kz8mtNyK+UlKKiOAvq+NxOHgPmdRKYU9dvQAyjEu3E/ZuZmGgIkyjBMRzaRAzT\nHyLXZ8qMMS+qjFcxC+oCXpTI8Ow3hhgwYMXzM+bIrzZRIrIqCd9bBhFF2a/sjy1i6lh+jSJKPlpd\npmclEP2Xx7lK1W7RqEGaWlkS25XpkJ663ho9l7nFh3UI4GI8oIBl4Lm9vOzXTBKPL7+mWn7VC++g\n3nDL4EhQy33JgC/hWeM2YCtNUHEW4pVf+S2qlMHyaxCY4u3B1DSdq9ly0vb94OLLoQ4esIydKWmS\n2uuU52DY7ap7fkWq1yZiU6BueXkZ27ZRvatt27ZheXk585nFxUUsLNjievPz81hcXMy8vrCwgMVF\nW1X9pptuwu/+7u/ir//6rw2zt+7YdRFNjlzglEMWqRUrOwAu06IKNO9WW09AXhkMwFDvAU9ILb1K\n0pOuGoZQ++5C8LwX2e8+9zqo275aXKNOBFPGanWZjPB+sMzHAC4K7XnyKi2ZXH7l6w34GoBiD9xL\n/pUFVEXRIBnFFCeNwnUxdRyV3/p94Lp/4f5+ZwrVP3yH3QKLB0vpqeTXMqDOk1+PHAJ25gBUn6nj\nz8vvamCklPLKOHCihFunLhM8EfA5NVpGuiVWZAQDyZ46ncVFoLAzGVPne4R4wGbw2WrTCl5mcxtQ\nVyfWKS/7lbMB+bhSfuVrmNsOdeKIBhUVm6UHINh5kU1O4DaQTC/gMnUJ+Y2CSpUkWVkvy79feVHx\nAIDvqev1XMDPmcehKGgt6/L5A7cEz1yug7OLZRuZidQHdZKpE6yXw1TyBJJYtpDPw8iHYvh3mLpK\n1otq2kUzM8JjG0j51S9pwmVgTh6jfT0BF8SEAzqezEjlrFr+voJl4wCaeJlFjEKdQCUTyPTnWH6t\nN+xiDMiANXNOOZ46VAL3M7L9nOdFsE2820o4oAzcQQ+80wKSRJe14WtGMVOXJLSg888LsAxyUCFJ\nUI95wcIuO8YDbukmZuq4rNWNH4C663b3sNzH19Zot4XtCzD1CY2nDi5TJ3eU4FhZsuOAfB54PPST\np/JAXTjCU6dSAq9ygSBLpPD/eeEoLQdafgWA4PoXu88aL6IBIglabQLLfDw+1z2X0hzRI1Uu4L2J\nuV1kkXzAXQjJ8zsTnro//uM/dsCaUgpBEOCXfumXMp8daZBfR/zcz/0cXvWqVyEIAnz0ox/Fhz70\nIfzmb/5m7mf37duHffv2mb9f/epXY2bG7pSwPDWNRjiAarfR0a/3p2bo3s3MYAUKUzOzqOr3hjMz\niIIAUzMzWAXQnp5GbcbdeSFZ2IHVOEa13TG/1W93EAKoT89gCKDemUJnZgYrnSk0Oh0EU9NIggCN\nxWPoX3QxZvZeYo6X/uhLsfKhv0T9qqsx5f1WXiw3GmgMelCzc+aaOFYbTQRpjGpnCsNqFTWlgfdo\nfAAAIABJREFUkMzNIz15DLNz26DCAZZ1UdmZ+YWJ7tlqZwqVdhsqAGLAaa/1Rq8zhaDZQntmBkuN\nBmpxjMb0NBr6eI1Gw7l/hTHBZ4ZTU4gqFVSrVah2B+2ZGYRTU0hOBojCAaZ37ERlZgYrjSYaU9No\ncR+Ymkavu4LG3ksz7Rt1phBWAqhKBUG9gRhAa3oaTfFd7j9qOMRyrYrZuW0IO1NIqlVUajWoqSnq\nK61W5vgAMFjYgQGA9swMGjMzWGl3MFWrYA2gflmrYabTxkqaYnpuGyozM+i2Wmg26uhDoTE7h7Az\njdlZkp8G/+b/RPPiy7LMphdhZwrJyhI6MzNYVbS/rUpTTM/O0W90pqAGfdQ7HaT9NVTrNYT6nKLO\nFCppAvTWMLN7j2N3iLfPox9HmJmZwXKamOMNZ2bRAz0r1YsuRvitWxHMzCKp1lDT19EDMHX5s9AN\n+/r7Kabn5qCGLXTjGM1qBQMAnUYD1akOlgHUKkBcraLWbKLeqGMIoDk9g+q27VgB0JmdyzzTMuKZ\nGfQB+j0A0zOzCOa2YzmJMT09jUEcIdixy/SXfmcKwP/P3rsGW3JVZ4Lf3jvzPO6951bVLZWkQu8X\nAkpSgSXZNGAjwDa0wbYAhUwD07hxNwK3x1iesEcOG49jiDZDxHjAbhMTnn9EKGYIAgbmj3s6cBjh\niB4PI2YGQpZxu7EaewADUpWq6j7PK3N+7L12rty585zMc/Lce86t/UVA6d57TubO1861v7W+bwko\nAQzXN5C0O+i2YkS9HnaVRLy+bu9vQD+j7RefB3a3kUiBdG0D4/UNtAUQ93oYX+liJ24h3duFkhJp\nu40Eei6KzXYuCYlWdx3JoI9YKbR6PQxaLewB6EQKwzgGBNButRCtdXE5ihB3uhgCWD95CqrXw3Cj\nB9LxxkoiQoq408VIRdhYW8NemqLd27T77K+tYawUUgnE6+s4UBFiKZG0OxjHMdqRwiCO7fO7011D\nfOkFiGeexvjKJYizN6LT6+FgbR3pzgjdXg+74xFkpCBaMdJ2G91eDzutFqIoQr/V1rXLcYzNzU3s\nmvGjs4YICcbtDpKLQ0SdDiAE4kjhIE2wfkLPT8l1Z3ElbmFzcxPbcYxut6OvSRQhXuvmrsletwsV\nRfY5BoAdKdFeW7fHT+erbeaKtNPG5fEIvV4PV9IU6ydOQPV66G+ewPjSRYz6+1i77iXYMS92kSSQ\nAuhs9LCbAr3eBi4LiY3NE9hOksK8dxDHGK9tYPzihcLf9qSEWl/HII4RSYlxbxMJgPZLbgKkRDoc\noNvr4QAJ0s2TGMYtdJXAfquF9c1N7KYp5HCAOFK5Y+4rhX0A0aUXMIxibJ65DsPvfwd9ITBGio3N\nE/qdubaGbQCtSEGZ+64Vx0gFMAAQbV8CTp3Geq+H8YkT2E318V0eDrCxdQ2Sl92DvT/737CxsYFR\nu4V+u40NmkPX1jBUErEEhus9Pb9sbqKfJvYzl5IUvc1NXI5i9NY6EGsb2B6NMAaw0V2D3Ogh6e9j\nu92xRu69Xg+XlcJarLAXZ++Z3biFuN3GvhBY3+jhYH1DPyfXXofdtQ2ogz0MAbSjCEOk6PY2kSDF\n4G++ge54iN0TW+j1etiJY7Q7HfMMX8Q2AIlU/83MQftxjPVuB3JjA5eTBL0TJ+w7+LOf/ay9DufO\nncO5c+c8s9N0TA3qPvKRj5T+7eTJk7h06ZL9l4QNHFtbW7mg68KFC7jnnnuwtbWFCxcu5H6/taXr\nsehlBABvetOb8PGPf7x0DL6D397etv+dtjsYXHweiFv294kQwPYVDLe3kQwG2O33Iczf0sEQycE+\ntre3MR6NsHdwYP9mt2lWQeMozrZpHtyhibyHQmB7extJq4P+aKRXZTvbGP6nbwLX35QbI1QM3HIn\nRpun8r8vQRrFGLzwPLB5ovD5sRDA7g7G4zFSITDa20W6sQlcfhHb29uZGWW7i52dnan7AoBx3EKS\npkhNzc6u55xURQIBpMBoextQEUZ7O0j6A/TN9nq9XqVzUAXpYIikf4DR3h6QJBhtbyMZ6dRrur+H\nndEYYnsbiZDoJymGdC3NinB44nRhLGm/r//OmLSD0RgDfh/s6/sn3bkCxG19HwyHutid2BghMUwS\n77EmkWao9scJ+tvbSFot7F68gGQ0xO7+ASAkti9fQjocYOdA37vjVCDZ3kYyGqGfAmmnm237px7G\nsN/PG7B6kIzGduxj+vx4hJ29fQhIjKMY2P4BEuMjN9zbQzoeYXf/AOk4QXzlEhC3sLO/nz9n4wTJ\n3o69/3bM/ZOO9Ip1mCQYddaRPP99XXclJUYH+0iSFLjhFuy2ukh3d833R9g50P1V0+EA/V0dluxt\nXwGuXNHbM43UR0mC0d4e0kEfyWBgj39vMJx4/6YHfSTDgd7feISdvT0IpdWX2y9e1IHGdS/J7pfR\nWLMEly4BKkIqJfYuX9b31kEfo8HQ3t8AMJYS+0//B91/+IZbtNoubiF58SIOtreRXrmC1Kjkxsyf\nbr/fxwFtJ44wSLQKcbSzre8Tc28d7O5q1i4Fkp0d3ZtSKowMibDbH+jzTw3nAQz7A0T7exgJgVQI\n7Fy5jORgH8lwZPeZjEbAwQHSgz7GwyESAIO9HV3jCYGDnW2kaWrvuzGA0dP/Abj4Q+3DeP5H9Zw7\nHgN7exhtb2O8u63LDfZ1t5LR9jbG4wTjvT0tqBgNgbUN/QwRE9TpYri3BzLCHY01wzK6cgXpYJAd\nn4whHn6vvp9TYG97Wz8rwwHGB/3cNUlSYLi7Y59jABgPB0jYOU9NKUs/STDc3rZmvleuXEEyHGJ3\nf19f8wTAzjbSFy9ij3UtSEdDjAcD7A+GQJpg+8oVQAA7BwdIR8PCXJDs75n63oPi3/p9DPsDpGmK\nZHcXyrBi/d4JXb+4v6/nu8uXgd4mUgB7ly4hFRK7+wdIRiMkuzsY7+3mjjnZvgK0Whh++1vAqWv0\nM9A3z894pJ/tNMWueXcM9vYA+m8mEBr+8B8hbrkj9/3t7W2kB/vYGY6Aa29AAoHtr/9fwM4OkiS7\nb9KBPu+jSy/qZ257G+lwhOSAnYc0wfbuLqAkti9dghinGJua1J0rlyFSIL1yGamZo1Pzrk4hsHf5\nMhKpsnc3zRPjMXb39pAaRnY3BZJWG8mLFwAp0d/fRzoYYM+0hkxevIDdf/wuko1NfY+NEyS7u/oZ\nvqBroum4x2YOStIUu9s7wOXLgJT2Hdzr9fDoo4+iCcyVfr3//vvx1FNPAdAK1wceeKDwmfPnz+OZ\nZ57B3t4ednZ28Mwzz+D8+fM4efIk1tbW8K1vfQtpmuIv/uIv8OCDDwIALl26ZL//1a9+FTfddNPs\ng+ys6ZdrTv3K5O0kzydwOpcXiTvb1NvxCCW4txag+8spBXHTbUj//lvAd/8euOHmwibFm34W4hUV\nBSFxS7cm6RSVxuSlREqfdDjQ+X5bR0MpgoqpV8CoN7OU6VyUMRX/039TTdUiQHVsOZ+6KEtlxiwt\nzVgsQealZ64vbtP61KXFdJb5bsprPKjuUXlSYWVpbNMD0dqstDv6mlr7ENpWdlwiMk3BybqiSrcQ\nF7maOlNTxWqFRKut06s0dir8lhKIIyQvvlD0qKPx8/SrL4116rTeXhxn6bc4hvq9f2sd+FN+/ni6\nDcjGCsCaD5OKrnZNHavTSZh/Gilu93bzpQ85oYTjfu8q+8z+04vP63vfpF9160FusMxSQraGi89T\nMWwfZe41R+eC3yc0Bvd+5TV6rlBi7FG/SrY93qKKtj0c5mvQ4pb2Cf3+d5H+/d9ldk083UjPYkH9\nykQa/DkF9P3AjcEVux+4+bBSkD/9cLZNayVRIpQo1NQ5n+M1YjCiKVviwfbbNl6lB3u6lCKK9H1h\nxU5UL5lOr6lrl6RfHaGEMKbO4vR1+ZpQEoSRUILKaEhd6gomRgMtHPjBdzPRnr3uTCgBX/o1zVKw\nL74AbJzIzldOBa3LQsRr3qRbcxY6SihWU+cY9PNrI0X+3A2cOjY617ymWIqi1ypZkVCnkVbHpGHX\nMvuydic/526cALYvI71ilK+0bZ5+Xdsor6lbUOoVqMDUTcLDDz+MT3ziE/jyl7+MM2fO4PHHHweg\nrUq+9KUv4bHHHsPGxgbe+c534oknnoAQAo888gjW1/WE+Eu/9Ev41Kc+ZS1NSOX65JNP4tvf/jaE\nEDhz5gw+8IEPzD7I7poudLwuS3ei1dbmrkD+JQMg19JkgqUJgKxuDsjX1NE+gKym7vob9ertP/4V\n5Dv+eWGT8p+8ofoxxS3TsN0X1EXaGkLFto5CXHMdUqohkNLItiuKJACItumRSudiDsNE8dA/zdcG\n9Q8WUiwKIHs5DwdZsBFFSF98AehltLctOLffM/eDL6ijmrok0QEckK87clviWFEE1cGNgU6UTa4+\nUE2gDeq6mTxemZf1yCMAMXVl4vobC/WGleDWCFFNHa8VyqlfExZoxki++w9+oQzvycvFHbzgnJpa\nR62sPssECELKrF2d9UgzLI5VkfKaOiOUoOJ42qcNEqZMe3xhx1tKkVhifzf/7FlLE1Onyl5A6XgE\n6RNK/PAfgd4JJpRYy4QSVEzPBTlA/iUQmXsoNrWMQC6oFUIilcIsaiioZQIVGjcdF/elI3XkRJ+6\nKKttkzK7Hm5N3UXTTumH3wNOX5eN3a2pY0bvgsyH3RrIyAT8pid0Ltglo3WfYTiQt5LwqV+9NXXO\n/O+qX2lsdO/xd8ALP9BzDNWb0jNAwpc0ycYxSf3a6uRrydyx8U4e6xu6Dvgf/i47Vl9NHdX30rnn\nGA51kPL89yGoxpuuO+2TB2+0sAOY+EMYmw8K6vQ5IqEDzZfi1juRPPv/AC+9JyMMaH9JkvVWpnNO\n6vOcyISdOxJA8Jo1eu6pow6ZNRd6zZpjkubd2F03804X+MfvmO5E4yxe6J3Qwd6VS7pFGG3HCiWM\nPREFmjQH5Tz/mrczAeYM6jY2Nrzp2dtvvx2PPfaY/fmhhx7CQw895P3cH/zBHxR+/yu/8ivzDCuP\n7hrw/PfzD3qr5bdYAPIPd2KKMR0IWhl61K/ZysLYMZgHSkgJ3HYX8Ndf9zJ1tRDHRp1ZEtQN+hDn\nH0T6lX+nb6ozZ3UbNIJUeZZxGjqd7CVC358RucbpccsEoAtk6hwVn1CRbp5+7dn853IKVnN8vgAl\nx9Q5wQlty65Ks97AkErL2hMWmE0SSgDZmNsdbY+QKw4e5V9glKoaj4Frz0Le9YqqZ4mN3bFoIPUr\nBfHk58SEP1nv1wjJD78Hcfvdxe3mhEmjYnARRXoCbLUg4hipL0AgIYFliUSmdgSQjkYQPKjjyjjz\njAvyiZpqacKYDg9TV1D42usxyJi6XPsoZ/KOIs1ktNqZvYIrlKB7i6ur3YCJhBIF82F97gSg7Zzo\nnHGBCt8eWWzQc0LHPxwiz0KrvF8ZqV/Jh9EnlACAu14BPPe3maUJt7g4MPc1Fy9IWX6fkDp30Ac2\nu9n1IsUpV79yUDACeNWvOY9GUzdeEFQoZzz2WIZ5oUSrDbzwfeD6m7LPd7v6vrEsLAuAypi6caK/\n51G/puMxpJQ6TW+um/zIJyBOnta/I0uT/j5kp6tT2eSKQEwsKY85hoPsOhFTR4sjfi9bnzrG1AE6\nMKLuHcTUWSbbcVwgVSwPiIGMVR07C0ArYNTXT7jnbtDXz5HLjkVx7p5PyTA7tz8WKLY7lgQQna7O\n9J2+Ns/6U8B28fmMqWNCifRgX28j90wrdmyLUb4Cc6ZfVwGis6Yjav6gU1oOQKHbBKn6gMnRdKdb\n7lMHZH87e5Nd8Yjb79Y3XYkXXWXELeDK5bxXFg3jdT8J+fh/C3HNddlE29uE/Bcfzj6kZC2mTtP3\nLH3T1M0YxXr1uoBWKQCyFCH1jgT09d2+nA8uW618H9woAjZPZubE7jZJ/u5aHNB3OQtBLbty9hKT\n069ZUGfGbFkqnnIxxdfWZiZmQdZs18emcAFYF/aUvdhsKpmlcLj6NUn87GarA/T3dQ0Sf6YYEyOE\n0Gxd3NL3g9tyqrtuTIkTs0gyE6RdnLnpV+F/OVBj+EnI+dSNs+MnL7T9vXx6m+aMoVZsansMrn7N\nBxmCzlV/v9zShAJQPnb+3JFHHU9t2d6vo8zuggW1OQU4kEu/psnYqAJb2fd8bcKol7JlS1n6tdD7\n1SxKfvQngK1r9MKW9s+fEZe5EDJL67tpc2rLNhxmKnLFgroy38tp6lcTNKSjEZI/+B2k3/xGMfjz\nMXXkVcdTiK2OPpfWl88wdcRqKQXAMEOTmLo00d8rTb8qW6oglIIgtpsvSlymTkWwatYSpk5QB40t\nln61npTmHPiYOrJsMewalZHYe9R1XLCG6SMUmTMn8HHb4dF1MQuENDWWPJ0ukCRIvvqV7B7illW0\nYOTxgDCMtjUf7mSLto65btQTmSxNhNAm8d/7ByeoY0xddz27z7n6dbzY9OuxD+p0+tWpqaMXLFDC\n1NHKt6SmDjBBXTFlJxymTv7suyBeqe1LxEvvAW6+Y36VMAVDnpo6cf9rIW66Tf/gyLctpKoX1N1y\nJ3DjbSz92tDNSA7xC2PqVJZ+5S7wgF55Gcj3fBC450ey7/VOAj7GCZhaU5dL3Q3c9Cub/Gly9aFr\n+ofSdttd5lNnanCoawiBJr1xUn7PToNraWJqT+z9SsdiV/vj7OVCLzpPUGdNN42jfc50m84NYIK6\nOAsW+KTXNp0m+Hiili6wB/J+WTSZ0xjZMy5e+6bp9YbETAD5uqqImLrd/DbI0oSCIO5pV9YmDNCC\nnZFW5hXMh3nw7k2/GqaO+9TlLE1ktnhNWFAXt7Lzx8sgkkT7tNG1TZNiUMfrQg3rkFIgZ6+Zw9RJ\nCfHan4T8V7/BtsMWD/39jAXK1dRRYM6egyjSgZyKdCcOe/+orDdxWU9sbvoKwNv7dTxE+u8+B/zH\nZ3TNsruopzmep+8tUzdmjLax4uFmy51uZmuiYo9PXWaia0FefSmyOl2CTb+ya2DHxI6Vupx4fOq8\nNXXDAWDSieIUS7/ywFuIjOHLPV9m/BRs94ipM88TW+Ta82IDYk/6lQfKLP2a6xPM5/gotvd8+ul/\nq7NANDfZ9Kunps5l6joZU2cN6ttdFOqzNzaB7/x9FgTzjhL9A+1z562pG0+OLebEgt6mSwSiY91C\nTDeCJvBV5FSmjqdfHTbDZx/xsvtmS4u5sCKMKS8naZg6d5IzHmZVIR98HQAg+dY3s+02AT4pLwL0\nEnLrbwDgmiyosytc+vmGm6H+9W/7t8knAF/6lQdGA7YypdUxr4srE0oIoevqaCKitkPp2KRflWlP\n5jDMQ0plzDhZ8Ht/PIR1kCdQLamKtELsYN9OTiIy9YVl5tPtblaPR4hZvQzMdYhb5vncKwYI/X24\nTFB6sJcFVbx1ETFV3KcOgHz3B6efB8508Loq6vxysJdfUNn0q4TtfJDrKOFhhQB9TQfUUcJh6qQC\nNbYXUaxfl+7ik5i63e3se3T8xHLxGjjXZNtJv+YEFbZsgc1jru8dpf5ooeG2CYtbwKlrdNB62132\n1yLSfYLTNNX3sTeoY4w2v09iVnPJxV+U8uNp29w1ZYEOZ5/tNTGMz1//pS7NINYpl36lIJh7WsYs\nqCOmzjzz9LIncZg0DGNE6VftUyeIVeZt/+h6SpkxxKpb/Ju9Bi7TZe7f/kHWEYj71I1H2TXnGA51\nsCJl1rKS5lH7LIgseOELVfKvo+tFgi9Kk+7tOEwdD4g9Qd14BEjznBWYOof1zfmBmnt+cOBh6mSR\nURYyE65IAXHTHbosAMhKnNptZEIJc503T2rhYyWhBGPq0gTW63EBOP5BHU2+7EEXSuraEKB4Q/H0\nmVsom9uuk36lC22COuEJmmyvuXlBN2jXkx7kkFLX1xWCOpVPN1YFnaemgjpXkds0zAOeDoeQbgBx\nuiT4mAbO1HGRgt1nVlOXDvrZfUAMHjcQnvBQy3/+KxnrRX0Sqb5NKT1h5coGzKRHgd8sYEa2djLi\n9z9n6kiEYtOvZiy+9Ctg+sZuO8+aUwh/aisrfvZ0J0gP9ovfP9jLUls5pkpkjFPd+hWeDuOmuK22\nZv3jdr6wmz4vPExdmflwZF6CB3uaPet2kdigjjF1/EXPt0PdanLpVzNm6rJADAuxt4XaUVYrSIKS\nbisLClyhBF1zK5RgL0hKibqBOC9zcM8XpffpebLpVyOUoGDATb9ScGQFH1HW29WT7gaAnKG0T/1K\n3SH6B5phcgNNum507vnvBrqW0DKgNLdSAT3dExSMKpWVcOSCk7ET1Jm5grov8HIQfo8M+k7AzzJR\nPP3a72cm8hR8+Ji6uA3xlkcAUivnWHmpWU6qHRuPIeick4KUCI31zJoMEQV1nAiJsvQtfwfYoI49\nO7n7nJdwmPNGQR3dk0mCtG/OiymJsNsejvLnS7I5XQiIG26GoLp3OudtLpQwrP+Gtorxpl8PDkxQ\nx8kjlaWWQ/p1DnSLQR3ZBaRpWpwEaNUP+GsvCJ21KZYmNYQINSHmZepUzfQr/x7QHG3MJ+VFwAol\nmP0B3Qe+l00V0MuBp1/LauoGg+x+4CwHTawTHmpx/kezwCFu684gCXs5D1ymjqVf52HqeC9VSmES\nuD2LTSOYOpso1n/vFb0q7XepxRghzgd14rU/BfHqN7DVtMP69A+K39/f0xMvtzThTB0PQqqCHPeJ\nkWVMXXr5UiF9KyidSEGQa2niU79unszsEmJTc5Vj6qakX1VkWu6xAnLOnuTSz5ypYywTrxVMEl1X\nR0yd8WDLKYWtHQMJJUQW1JlrJnKLgFa+dtUev3lGTD1kau8jSgtLfT7pHOTSr6ZdGPV+BfT93mrr\nJvI8vc8hJRMFTBBKHOzreZXXWLFzbq8f/97gIH9tqI6W+mDHMYRNG/ezzyZJlgYm4REH3Qe5vrXO\n3+i884UcD2D7WVCXmpINywwCRaaORBdvf28+EDKLHN1qS+SfNQp0yOkkbgHrvfzCJ4qQ7m77068+\nps4nlBgadpdfF3pfD/oZi0utMfvmuvD7XsriO5Fbmrh5ecpOWEsTFi/QXGeCOiFklkLvHwDr6/mS\nEKt+XaxQ4vgzdRTUFdKvlEaQ+UmgiqUJdJRurSeAaunXphDHWUHnJNANPG9NHf+ekPmJex5w5eYi\nkBNKOPuiVWjtbQpraVKqfiWWx037sntOvzwrnkdK+1E6SEqzCnUDnN3JJQPTwO/90ci8DLJtiXbX\npAGjbJXNUkTyupeU14uSHUpuzBTUG/b07I3mZ5UFJrTvuGXSrw4TRDVDrqUJpbtmmUCpzZKZoHM1\nfJdfLKrOiRFOEsgoRuqmX92AMop13SYuA9tXYHshW6UcK4Ln7E1BKGFYrCFjMGCUwFYZ6NbUOTVy\nNB5iNClAKxVKUJBoxkcskYqQDoe5riXix14PvJK1Q7T7NfcOD2J58Ez7N8cgOFMXtyCU0vV/9kWt\nIFptpPu7/tQrkK938qpfYzsmsbZRZA/d88W/53sWAT9Td7AHRCoLjFymDqZ+bn83WxDE7XwPbzpn\nUulAYuikXw1Dm6Zp1j9VKVO8v2bPmQ3QGdLhIMtq8OPOLbJEPlixtW9mERS3bOo1d552d/3pV3fh\nY4US2QJVK9dpfxPSr/TOA7J7k6tfhdSL/Nz5Msyl2xYORv0KZF6h3Ne2twl017JsDA92h31Th0fk\nEdWrMqaujDCaE8c+qBOdtexFRMjVN7ksVlwtqHvPh4rsH1CwNFkIjFpuanBFgYT7QpMyv2KqijqB\nSAWIuFWsFWoSOcaBBRAnTmVsZ13QhDOJqSPmhFtC2Bf/GFIpXZNWlT2KW/rFQQsQFWX9fe1+46Ja\ntS5ISZaMAaSmjoRN+m2WSqZibKrhu+1urP/a76G0S3O7g3R3xwlMTDDnvoi5tQX/rGtUHbc003XN\nZj6oGzGWp+w5nwRiIZ2XuojjvIWBHZu55gKZujZnPuyp3zpxSr90XnwB1pvP+tSx1BpflLEXn7jx\nVuDUGWD4Pdbz0q2p48evsiCQHyfMmHlpAKV9+cIFgE8oQUydUEo3h+9k84rY2AQ8XtSWEeYN2BNW\nNkCq30JNXZSpX2nctD1rjF1ynSVLjXFWkF2TdDBgCkoneKD98P3SmByvTUHsmq2pM2ljFWV1qjao\nY4wTvXf++utI/uJ/18GClKb8wmXq2D3i1NSR9YwwIjmhtFo8HbDgkwK18RjpX/+/SL/zbciffntW\n45k7d05Qx9KvtqaODJVT6PFuOIy9qanLlf3Qu9Zl0u1izPm9LTFh72V6xw0Gen4SIjtXfVZTl0u/\nDvMlSbakxjN3tln6dW83P5dsnDCLM9qOzM4LZWnouhaEEourqbtq0q+5F4e74uRw069lQV07X1dj\nrSVah8HUtfwedS543QEHqcXqglRuTcHHQDQJy9Sx9Ov1N+SVeLW3SVQ986njKSpelzYcZEXV/OGe\nZmniotVGykUCSvnTrwMW+M0Cqk/h/k6+9Ct5FpI4QUgIpaBeclP5tj3pV0GBge/+1B/IfhfHeqXs\n1pVR+nU8zNgDbmliXw417rFcajmfAk5f+EGmdrPjNWwBNaHPqV8Tb/pVUPo1TZlQgjN1vKaOXsTZ\nWOQv/EuIW+7I26fYoJYpUscsqFVO+pULJaimjtKvfW3kmruXchkOCupGsHWerlCiDMRK5Zg6FkDn\nmDqVBRlxK3tR0s90XlptfX+VMHVCSG2pk/0i/3cV6ZrPVhvW+Dl1gj/fIk5FOq3p3F/i596dCQ24\nwAPIgjq+/Zxq/oDVByrjZ1iSfqXuK7maNHOd+ntZTZiK8oyiTQGPkf7ge0j/z6f0z7xUhR83Vzbz\n4GVsajYpYEUKceYshCsI7HR1+zJv+tUpGcktxvjz3srKLHLnjTN1JngFTK2jys4/bbsglDDXwldr\nSeev1dHsMDfJ7p3IL/CYUCIdDvUikAs3ePo1qF/ngK+mzq1v4uBMyyShhAua2OgFX8dvUDpsAAAg\nAElEQVTcty7IAmEabBDQVPpVNhuAuZYWTSMyDxQr+BZKAXffM/s2hcomfJ9PHVeQ5pi6yHnBqsr3\nlohbWiTAV6c+oQRNYrPC2jMY2wVSRRK4Tx2t3kW1IFKQUMJ96VINGoe9b301dQ7TNxoaLy+efh1n\nNXXDWZg6mS8Mt2OIdaeAW+7If54mbjIK5ko9D1Mu7r4XuPl2pBd+mB1bN+sokSaJZlbIzHSSoIjv\ni5go8qlzU/6u+pUKvqMYaZpmNXXS3F/udXEzHHQP8P+uck/Twoc8Bt2aOiH0PWhaX9ln9577dbvF\nf/+F7NjpvLRaJsAvmdemqV/jWN+fnW759ffW1FH6NX9t5Jvfbv9bFII6OZGpS0e6ZCRNxpBSIS2r\nqaN7fDR0OjKYOYpEEoC+dnwhSM8WlSd85++1ktwVx9D2RswXUCCvNKdFEylIb38p5KudDklnrkf6\n3W8jZ05uhRKj/PuIBz7uHGc7mDDCYjwChkyEaNOvxNQ56Vdfuppan7n3BRdKmFo8O9+94pWQW8xz\nlgslRoPMfocxdULqxYVYoPr1+DN1fKVCoLScbwVf1XzYhXlRC6qFWaBQAnFcj6mb09LEguTwTWHR\n6ldasQ49KYWZtymy+ouSlXuuHyl/8VjPMJkFdlXQcgIar1Ai0l0n5ln9UV0RMTZUA0LIMXVK1/JU\n3V+7o+uE3GOmwncOnyCnLP0KQHQ8NXXkcUbBVo3zIogBoe3w/b34QmYqa8dLLxYmlLDq11Hh/hZ3\nvEx3eOF9LVtt/SK3aVD+4prwnJCBK+AwdZKlS0cZU+dLvxJTxxi41LXMoc/bl62yqSzLPLs+dWWg\nYLN/kClvfZYmxLbSde6u6RZ47nNH6VcjlPCCB3Ve9Wuk20l2urCq6TLzYc5kUfp10hzmBnVUjzge\nwxbmc6aO6hlzQglPTR1PgXtq6my9KW2fOkoAOabOPiPP/W0+q2GP25w7W2/GhRLjLP1qlRLFRZ64\n9izwnW87jhHsPexRv6bu720NXhaUC6XtcXIlAZap62fzmH2GRL7GGsiX1Lj3hbU06RRUxqK7BnHb\nS/Pb4elXYuqoPRqx20H9OidIqebm7O2NkJ8EdBo1ZYqsiideKlDBt639WBTmTb/OI5RokjJedPrV\nql+HxYlqVuRq6lgBN4EvCgrpV1r910y/xi09QfNaM+elK0hMMVdQF2XPBU2E/Now9asoFE9PQbsD\n7O4UWQCy5uDgaR77uZZJQTuBHm177AR1VFPmrq6rQlFQ5zB1SaIbnuc+q9h9Fjk1dZNKOLL6WyEE\n0Oki/Z//RNftcSZ3kqCIm7LymkIKaq3RqSpPv8ZMKMGZOnchlEslmRSi9alTxTZhZTDsStrf1/OY\nL6jjBsq+Gi9z3uznW+2MKfWBB3Vl6lcvU8de4hTss3ILEcWGNZ/wLMdxfvFia+rGWaDEa+qoZITE\nEHErSykSeODv9jKlIOzgICM1pDJBiZMdoQADQPqtb+atYuy5U3QCzL8iKz8Zm/RpFCPz3vM8a2fO\nmo4SrOaS6oNdSxarfh3nGUhipX01dbYeVGXPQ/8AQqqMKTXHkLpCCWJNk6JQwsfUlSInlBhk15wz\nuYegfj3+QR0VOuZEDZRGKKm1saqxOkydytIZr3/LdLuReRC1ICpsP2shVWRCZvKpk6rZG3Hhlibm\npeb0sJwLuZo6ZSn1bJ/mhZWmeabOra2ow9Q5qUdhJ0InNTGNMZgGXhtGrI7X0iRiL/GK+/MJJWjc\nZTV10pnQHabOdhTodPU1ppc61WfRC2+We1Yqj++aYYx8QonxyKhFW/mgblLql14YFIj0NpH+H38G\n/H//Wb9ArcKvavqV1TkRUzdOtJeYUhB3vQLyjW/LHyON37xoBD3jpqaucE5KhBK10q90n/X7ep5M\nnaDOsKSCUsiFNLCTBiWmjv/NBQUKdJ58TN1wkHVf8NXUARBvfnuebYqiovrVgTj3Kp129KZfneAE\nMAuEURa4VbA0yZ13Gn+fp19VPniyQiITYLzkZqTf/k/+rAYPtvUR6e/RAtZ2hCgP6sR1L9H/4Qr0\nPEKTQi2o/WzLPOeOpcl4pFOavB4U0GyzranLCyUKzCDvKMHRZpYmg8HkucSmccGCOpXvmiTMfbjA\nmrpjH9QJYs0KNXVJ+YRr25fUCOpoJQzoIuYyaX0DENeeBagV2MQxlTF1M6ZflWyWMj5MoUQTps8A\nY+qSPK1Pf7a9HB2BBq9vUhKit6nbyFQBpV/t5Kr86tfGmDpTnO+m26NYHz8Fe3WZOp86ceuavDUQ\nkO3TZeV8NXVA1p+RXjRAxlTN2oaOrqGbfgWAky5Tx4K6OIaIuXhhwoq8rVkhYiPkb/8BcP5HtZ8X\nZ+qIGfIpz+lFBxTTr04QJk5uQbzildl37fZ1CtTW1AmpA+gCYyNzQgnBzYft/VDhWaZFM2fqfJYm\nFJj6CveBTMFOYgKgVCiR827zqV/5AoHSlx6LC/nO92WLZcB/XzoQ978W4s6X6+OmGlTO6tA54S36\nKM2oZGY+zEFZpLL063iM9GAfos3Kj3I1dUpnsYjJvf5GXS/qS7+6zyPV1EVxfqFKHSV8TN21Z/W/\nrkAvijKTYD5++352mHJiMG1QZ0pGLHPJmLrBgf7+bS+FOGtEXMJzvlgHDpfRF1EE8YafMQvHCkyd\nDeqGGVPHg+lcnWtg6mZHdz1/Mdw0gguu7KvD1C0wkOMQ994P+U8fmf5BfiPx7//Em3Uv17ponKmL\nASGa871zQTUbvpTCrKDVWJJmjFthv+b+4UXHXFEpFeQvfhjiFa+qts+4rV+yTP2aljF181wfHtQR\nQ8JrSITQheikfq2abgP0C+SF7xfOl/qNjxUNan1BnU8oQde009V1NQlLv5l6rEKqpSp8Qav1H3Nr\n6lRekJMLtCZM3u1O7r4UaxsQnTWdpqZUH5AxdT5laRzlU70ASz+rXJF28Rhp0eekX5UJ6tyFnyv2\noTQpMSTDoX+MLuj5ODjI2jhy1krKLKB26wCB7FiYT13BXNyFG0T5OkoAEOTN6KaEy0Dmw1XuMTq3\nQMbYuGlEIJ9+FVOYOrPIzAWaNNcc7GfCEdovr6nrruvU6TiBOHMdcOGHXqZOELPI06+WqSP1qq6p\n0+a7nqDu1Gn9eTdDpGgx6ku/upYmnveyfZcn2QKJ19RJCfmGn4F4+fls28NhfrtC6O+XlGjId39Q\n73tYFMTkTxQTSgwHWfcTPlfLGvfWjDicKOSo8ZKbgQ1uFOykEVxE5oUlRPVaHJZ+XRq4LwUD+bqf\nmm17derAqsCt2WoY3DldNLUfVlMnlELqS+uatEQ6GkLm1K/+Os6poBQbn8gGfQjOcMWeybEm7IuB\nVqRRXJh45Id/L+sNWUMoIV79Bl2IXSk956Z7kKVfNzbzvwPybcL4S4s6NszC1FHA4jJ1catYWlGw\nNGGB1qQOH51uMdXVXdOMppQZS2SEKd65iIsyCj59Ov1aFlja54PqoYiBk0rbqxSCOhMksmby+lyZ\nua9y+tVsp3+gz+WeY5pNbcIsU1cW1GWKdiFE5gXnA0+/ulY1QHbfdLoZc1PF81HFQP9KdYbS1qeJ\nLIijv40dpo5bmhSEEobF4nOC3RZLv7YdoaCtqVP6fFFN3XpPn4O9Xf8COFdPzWvqmFAiMZYmbl0a\nzNxyzfUQvvSrq+S35sPO+5nKGnzmw7amLnGCOue6SJm1anN/N+ldT6z/pFp2LpSg4NiX9qZygwW9\n+66KoE79+kfzv7A5+5F/ErAsRI2TztKvS4MSpm6u7TW5uvApH5uGiiY/rHVh1a+Jn0WgfY6HnvQr\nrT5rnkNSUvMJvH+QZ4zIWmGjV/x+HShl/OAi3Xjdud7ijpcBgDZPrpF+FZ0uxPt/rdpnpdKm1Lma\nupKOEoDpKEHpqiz9KrbOIP3h92e7/5Uq+n/FMbB5shhccaFEFCNnYO5Rv1p0Osg1hwe0VdHujv4O\nKfziGGnZNnj9nrVTMIyZXbyWzHOAPp9WKMFMm/c9QR2ltkwQldoFk0RaVygxGgH9fYjuGtI0QZom\nkLn0qxGpcBaOQMfCny0g85jzgQIFwJtWtd9rd7JntSJTl1ZlyPnC31NTl/7NM1m/UNtpQerj3Hds\nvbmlCT8HQJY+5hkKXj9Jn6F2aHSPbl0L7P3nkjmN7YsYqSgCDvaztD3V1PmYOkCnMW+8xdku1SSy\n82zZLGcBTD513NPQCiWSLJi1bcI8zBqvA7UDE0VRVOH4zf29sVn+GSFgu5aQSM4GdaymLqhfF4Bc\nTZ0v/apMj74ap+fsTZDv/MXGhtgIymrqZt5ew4Fr0xYpPvheCnNtj9Xb+Iq4gSy9lGsTFmUecHWP\nueVMzGVCiXlr6oCscNmnfuWoK5Sog0JhthFFlFqaGJ+6dJxPv26dAS5dmDGoM9crx9S1i/V09rNU\nUxdlASFQfDFxtH1MXVdbv3AmTMXl55ledEAJU2dSU2XngArJEy2oIDYp7e9n7Y/scTosh02XGga/\nsqWJYXj2dvUihJSHNr3n1NSVpl8dAUmrXU396uvxyesz6bNl9WEc7SmdLHLjdpg6bhOiIqT//n9F\n+lf/d5bKp7qrVrtYU5cmefbMTb+S2IILtfi/Jv2aUipQSd06kZTYLvi+bPqVaurGWmHq9mV1N/HG\ntxVLLSLPXMZr6tz6xeEAOUsazhaa+8UqhX3CMSGykgF3f1WYuqlCCUq/Di1znLpMne/YGsTVGdRN\nW8FaI9fqp0fEMcT5BxscZAMoU7/OCMFXmk1sL54QNDQFX/pmHhDFniZ6pbvmUSETE8FUtyKOgTPX\nAz/8x/oPM7duAJAJJZx6E5ro5wGvEYonBBNUQ7WIupAyoYQ7GVt2xZd+lcDJ01ldVu0xyAITKa47\n66+DVKbeRgidZuK2NhPSr6LTLS44OmuslZSpZSLLEB88vV8xJp86Obl2GMiCJlLk0TNextTxlxFn\nS5TnmpVBSgAp0iuXdCstK5QQ2d9NTZ38qZ+HuPtccRx07LR/wHSbqJB+TVF8gfP0q61/TacfzzXX\nAT/4XnWmLhcYcZ86laXwxyN9D1BBv69NGO86AvjNh0fs/eb+G0UQ3bWsDEkqHXCVzZWMObZtwmxN\nnblvpgR1XpigLl8TSIFP/r613VOojR4A62RB9jNSZd03JqVfIzeIZPYyPig52TIHsEKJ1PqRRhlB\nVKipG5fOC/NiyfKFhwRSRU5k6uoFdUsJpWzBeCPI1VU0gENJvy6CqTMvh7M3Qv5X/6b4GXqpO0oy\n8fLzSL//ndqBrJASOSNgZVaNfILhkv15oGKdTiKrkbKgzgoJFmDd4wsQ3FQb/U5Kow4cOkIJqRXo\nJ7bmSL/mmTpx8x0QN9/h+WyU9Xqkn0dDzYJMqstyhBIAWMN1yf43YTFFnm+WcVGso0SUqRvLvi9k\n5r/H238d7BeVipbtYS8oID++CkIJqxC/fFGXELieoLaeUeruGy643xuxeQDQape7DrhMnfsCVyyo\nI9FNOp56POLMWaQ7V2oEdZyxGecZJ0AH5GMzzkF/glDCBDZ0znzM02iomV/ABhCC90BdW9fefBSA\nbJ0pnyuVAjcfTqnUYcwCGGs3Mv1UZNuNPJYmkgl3ODNvFjCc1SXrIXvv8pq6g0LgJKTSgSHfH9U3\nTrrW0nOeXVBa2izmvT58ZsGQkn3QArDiUcuMUDKrbypLn1XtY7jMMHU1M/cCddG0+jWKF7ZasShL\nkc4KK1vXE4vw9dC1NXX5ljviFeezMdUFBTD0fV/6FWgo/WomIVUh/bqIZ0R6AgRbFO+kX0mJS4EN\ntzQBdEppJqauTjrRwxyxOp/S5++GWyBe+5O5Xwlq/0cBC9XGlbwAhBAZY0LF66YWTEilWYNJqR56\nPjh7IJVRvzpF7e6LjafJfezqJKgYuHRRe/7ZGiOHxSrbFk8lSnZuJjF1bk1dIf3KWF/O1E2bO8mq\no8ILWqgom+9s+tUEWzfcDLzsvoypA2ywI+J20Xy4kH5l54r7sPLyD3ac8tFfgnjpOcbUSYjTZyak\nrzlT56pftVAitT51NeYEEnj5glKfpYk1H2YMpzXYltmCFyjWxAKwbcJyNXWG0Z6WfqX9lYGyOINB\nVgetlNNzl5i6xQklVjxqmRH00E5Sv9ZMvy4llISrfJ1ve+Uvl5kQx4fA1EXNpl+r1NvkaqzYvl96\nb1b8XRdxKz+xFNqENcXURVqQoCJdHzbpxbooWb5X/doq/i6K9P0dxxm74pwHsXVmtsmTVvSVLDrM\n9ula85fdhGsteicg3/Az+V8SsyJN6lUav71Ji5+YmMpxjqnM0q8T6vqksvVQKaXrStOvTv0WN851\n2btpUCZwpPSr21Fi0kuWsx489TtJKJFj6jyBhxm/yNXUVbi/NzY1u1eXqeOttgDIn3s3xCt/LOvo\nAuhgQJYxdR4Fst2YYhY7Uf7vdJy33qUDWBvMK+D0deX+pVwoAWSpSO73attE1yARXCYLgO2vXbA0\nKWHqiOmlMfJz5V4/KYp+c5Y1nXCtXZbaBxJKcFsYYvHdmrpp+5sDKx61zAhaSU/wqUuPQ/qV0nZN\n4dQ1EFVMj6tiwZYmAGDVY03BOoJ7FHQEW1PnpF/X1iF/9SNFn7Mq4EwdlQ/k6sucovFZQUzdNKFE\nlZXrrDDbzvkX2nZr5UxdTpRAE+bWjEwdpTEn1dkY2HQiZ0XGI83W1mWJiamjFxQZzE66rlGsG4i7\nNYVWKDGhfkfKPFNHjIzH0sRaoBSYOhZ0Vp0zo0gHFZ1OtkiyTJ3K/+yC758HdXQ/lB3nBPWrZTwp\nQBuP88FDCYQQwLVn8wxyGbhQQjrqV/r7mDF1A1Po7xNKOEGdt6aO33+uUALIgmdafNx6J+Qv/1bJ\ngbKgjqs8ldKLQKrp9aW2J8E3b+WYOmeO46pgIFu48DZhuaDOw9SVpl/nZOqo29DIcT042MsvSgNT\ntwBQXns08j+M5FO38kFds+lSccPNkO/6V41tDye2IG64tbnt+VBmOzIr+Cq+bMInpmZYfKmLe+6f\nLR3eahdXi66hdhP1k5Fm6oQxVi6t+3CDpybhE+TYrgrZ70UcZ7V/xNTZ2kKefp2FqZOZNUilMUf5\noG5EvnU1A0qqqaOXKAVn04K64SgrXqfx52rqJgQ7cZRPd5H5ro+18dXPubViVaAioLeZpUW5+pCu\nXdm5t/e/zI1HTEu/8jZhPjZJxZlPXVqRqYOuq6u0mMoJJYgdYn/nvZdpnFQz2p/Q+xXwBEXj/P1n\n069sPpIqZzothIC4/sYJY2fXnTIVSgHf/672gqWOEnWZOv6vHb/P0oTSr2n+uJPMfNiWhfhqcGnb\n7v6s2nqKUML9notc+pUtQrcvZ96WQf26IJStBAjquAR1DTN1DUOcOg35wf96sTtpXP1KPnUTJi9a\ncfv6KM6KmBkBW3d4Vq8nRDPMp/WNiqaoX2syM3XA+54SIs8kHRlmJoq8PnUAIK67wa9QngbL1NUJ\n6tgLinzr6rKElqkzjNk09SvgP3564VNGouw6nr0J6J0EUmNpkqtR8zDcvlSr9PxuGqII6J3IApCc\n+fCUe8sGkCofbExTvxK7VFY6QewhMXVAtQXYtddXTL9GLCD2MHUU1JEdDlCZqcvtXxFpMUTWN5jm\nDL4Q1PdHmlQo2pcqO2fUJoyEALfcAbG2gaz36/RTQRCR577hQomCpYnT+1Uq5ilo7oXhIOt561O/\nevaXciVy2fEDk69zTihh7JaUQrpzBWLdzEFCagHOAtWvKx61zAabLhn2/ZMA5cFXXSjBJ9urFUqh\nYPA6D3L1NhOCuiH1UG0qqOM1dfmiZwtPB4jaMExdln6dwpYspKZOFbcb+9Kvhqmz/R8Tq+4T9Oy+\n/DzkB36z/hhI3VuZqWPpV2JqZ2HqOqymjv53csuvAiWQV51bU0hF5KPyNLD68H9jFKisNorO/TSm\nji8yeOq0CpTKOpP4er8CpekwwffvCiUmpV9TYsBKnt2bb7eBZuV6SgDitru1XdE05Jg6oyDlx6hi\npONhln4F9LmNtaVJ+nd/g5RMiCmI4Y3t7bEqa2kiDMMtXMYOyLOk04LS3DMpMmZVKYhzPwJrc1JX\nKBEV5zLbG9ft/MA7SvBgliu8ldTp17bTHo0fMz8feofT06/EBk9j6mxNncvUmT7fdG2C+fACMMFM\nUByb9KsMQZ1UOk3XFGxqZoJQIoqQ9nWv1sb62rbaxVW5e20nMWtVEbeR7u3qbbc7k9VwwGKeEZ91\njmuiCpiAjjF15HLPxiWEKLe5mIQaNXX681F+jKPZgnqhVHatTTpdbJ6CfM8Hy79kTFlTl6mkF8hw\nOJkx5i73lNIESpTdsnjtpcoHWlWgIgge1HHWyrIw0xYUCrj9pVkXlYn3q5ysfgWgfv2jEOsbmrWq\nwdKKV70a8mffNf2DBfPhfCAhDFOX8vZhJJQYDpD8L/8T8K1v6v6qbk2dm3613WucmrUcU6cwMWPF\nwVlB20dXAFEL4p4f0f9NLbLqWprw8dn9qWKPVq5+5UIJbj5MP09j6tyauklqa76dqUydK5RQwPaV\nLFtgnTcWV1N39b7xiaadWFO3mJN+aPDVJl1taNjSxK4iJ/gaCRWZ4tgGg8m4lb2UfBM00AhTJ05t\nIX3ub3Xx94M/Dtz3o/4PcgVi03CVdkCx3REAnDoNcdOtsDVsPkuTWSGlLjSfmakbz8bUAbqujlua\nTAN/2bk1dR7BTgHS1AJRuourSQuf9TB1s6RfFaVfVdYL060PK62py16w6oNP2F+LN72tfP+upcnE\nonhpzY8bRaGmzmHqiOHlxy0VEEltb/L977J6Xt2XPBXOtaDvUJswy9B5FoKUnq/CGvGFFrFyQkD+\nxu9rlvLy1/TvfH11J8EdX25sTktF21GCnTcrlEjyx0BMXUH9SkEdPw+qhlBiwvNMdbguU7fDgjpK\nLQembgEgmtZbU6eOB1MnZLMigVWEippVvwKstmSC+vVgv9H9ipxP3aT065wTxdYZ4PnvA1EE0WpD\n9Ep6HdZlZurAw9QJqjHjQokz10O+/3H9uzTNM2Pzlk5IpVPolYOULKjTrEla9BKsis4aSy1W2L+1\neuBBrQT5laXDIYSvPo5gWKyspm5a+tURycwilIiMUGJS+rWUqfMHfeLkaYjNEmV5Qf06hZWpU09Z\nFW5NnRtIUBDOmTNi6g72dVmEW3/oramTU33q7HHa2rUpx0rPnx58Flhee9YsdJExdXVQptr3BV8x\nEwQVhBJOPWh7Wk2dy9RNCUaV5zy7oI4Sw6Ger+l741EmlBB8vIuJL1Y8apkDNv3qq6mLj0dQF5g6\nNC6UAPJpCB+iCNjfbzagzgV19K+z/Xh+pg6nr61W4L/IoC73AmEoSS97ndvnZVmUytptVUEU5683\nOeXPwtRRq6qqamavT59i6dfB5LpSIXS9GfmC8Ro1F3xOsW29POzdNCiVCSWIaXHTr1N96mrce25Q\nV4mpazqoY0GHyAIjC6t+HeWDEl7naD39nHPgWpVQ2t0VIriKeWt5U4epE0WWUQhooURS79mbxNRJ\nmROq2DZhbN9CRVlbLloIAVn61d2utwaxjqXJFKYuTXStvlMDLNYc9Wtg6hYAK5TwnFjy6lp5oYRc\navXroUCpBTB10qY/vOisAVcuNRtMtopCiUKtWANMndg6k9tH+QensCnzoMyKJ26Vv3zI9oFSlvOO\ni9iaqi8o5dRu2qBuhnugu2ZfapX2T2kpln4VJJQgFe6ke5GUodzSBChh6hhbapk6z++mIW7rbhL0\nIsyxL9OYuggQsl69KqWYgem2G0oeDlNX6lM31v59ZtxCCNuhIC1h6nI1dWStwQUyPqZO1Agw+ELL\ndtXhYK4Add6btDAtBF+yOAeRIIj3uObpV3bvCpt+rcAAiunpdkHP4jSmLkl1MN1y1PqFoC5BUL82\njUlMXbujVUarztQF9aupSVkAUzfpZXviFNKLP2w2mIxb9iVmJ/BCUBfNf8+epqBu8iRv2bHDEkoA\nRu1acj/HLR1ESemvyasJoVSh9+tEcEsTwIhlDuZIv6ossJs2VstgpCw1al5A46o1ddx8eApTxy1F\n6N+a6Vf5vv8SeMWr8i85Xm9Gx+D9csW0NIdbUzdJACNrXvuqcNSvGCf52JLUnS5TB2RBwnh6+tW6\nO/CuM8ozZ5BydFLHEYIrlHAZOSGMTx3qCSV8qly7P2cOsosXx9KEB6aWqStRv05iNqfdU9PepxRM\ne5i6YlAXmLrmIWVRMk3odIH93WMQ1HlWO1cbFpF+FWLyanTzFHDh+WaDyRxTV5IKiOL51banztht\nTYXyTLxNQMmS9GurfH9RrB34qQNDE0KJ0bD68bmCHKV0kDnDvSde+WMQN95aM/3qEUrUUb+SLxsF\nxUBJUMfYJv6CrJkSFVvXZHWSJNIguwlf3VNuDKo+y0GBKzDZOJw+O66hfK6KnPpV6pS3z6cup95k\n16K7ntl32MC35FwJaYI6t6OEI5TgqueJY3cCaTeFTYHetHPrwm1jxsfmvpt9liYkcuDmw0C5+lUU\nz4OoYmkC5BlpH7hPnXvec5Ym46B+XQhMKzCv70ynC+ztNJ+2O2xIddWnX4VcQPpVyomrUXHiJNIL\nPwBuvqO5fUYVhBINWJqIOAZObFWbcGZhTKqgjKGaZK4c8/RrA+OaIf2aC+oik36dYVElX/smAPre\nTau8IJlQQqhYt+CkoG48rsbUAdlYJ9XU8YUif7GSj1fN825bj41ZutP+O8EHsu59TrYVwHSDXHvt\nm06/cqYOHvVrnJ2HtXVd4kGfv/VOYG+3yGr6mCf6mQt1VFT8nCsymIRCmzCXqYP/v6fBNy6gJKgz\nQS9nCa1PXZItYgDLdBbuR7qneBBL99+0gU9j6iSzNGk5TN16YOoWD3vTlzB1e8eAqZu2srga0HSb\nMADejgccm6fyrWKaQKuVTURlLWuaMB8GgK1rqi0GFpp+9dXUxeWTaqul053ENHYFip4AACAASURB\nVM3L1EWRTmnWEUp4aupm8sgjVK0N5D0xc5Ym5oU3pbOJtelx2Tbf/evzpJtFKJHbpszXsFmhRMm2\nXNao0j5UPv06jalbeE2dNOlXn1BinIll6KsffALimuuyAMY538XgxUm/mgVYwc/OMnVVauporMyn\njkCMq/v7aZgklPDV1FlLE3bv5cyHzXbKauqEZ+6k1Pw0Zras1pdvp9AmzLDRbca8LrhN2NVL40hZ\najkgOl2k+7tZfdGKQtxwq17BX83odmdrEzUJFWrqADSsfm2z9CsxdU5f2UkdIGpAXHNdtbFLmXVu\naBKlNXWt8hdt3NKWD1ZgMC9TJ+dj6lSkxzNP+YOckuYn8J6YbvqVmLppXVXIrBjQ/7bafiGQL9Xq\nMySuAynzSuOpTF1J0D9tH1XVr1SL2HTpilLZ8+IxH86EEkq/g9xzqVTWEoulqlP6G4c0KXWeBnQX\nGHWYOqmyWM3W1DmfsebDDQR1QgLukMx9nqZpFsSyVmdSSqQ0qDL1q4/ZpGsxbc5T02rqTLDLhUkq\nAtbWs2epTsp7Rly9QR150fki73YX2N9rnn4/ZIibboO46bajHsaRQvzCv2yerZxWU7exqT/TYC2f\nOPcq4MZb9Q8TzYfnP1bxyL/IGstPwqKYujImJprA1EWx9vKigG7umjpVs6bOYYSppu5QmLpW5lPH\nPeQsUwd/H1cOKTMGTil/6hXIs6i8WN0yUDPcf0LlzbxdwYSLmZg6mVe/Tro/SA3ZcC2uOPcjutcu\njcdnPjwywWS746kzY6xUIQAuCV540ORaIPlEKmVjzwVB0Kl+fn1IETvt3LpwO17wsbnb4X6MBaGE\nTr8Kkeggd5pPXcGEeTQ9s1KVqRsOrFoZSuVIBSElkjSBqCLMmBFXb1AnlX4JlNXUTTOoDFgJiEXU\nRUo5kaoXSgEbmxAN9pwV198AXH+D/qFMKNGETx10EXslLMoHcRJTN6mm7vKLGUM173lQpq6qXXGK\nLNTUxTqoI8ZgFlQVfMRR0XyY0q/kQzb1hcVKNaQsD+pcps7UfaXzpF+V1Ckreqam2eWcPK1Np+ug\nLlO3gJo60dvUhsuEsqAuovSrm1L1BGGTaupom/Rz4TMmBVxV/UouJhS85GrqJLRP3Qy9X332NL5n\nOIqzmjp+3GPGNqbGv67TNQymsw2fsMSXCvdBeVLCuW0bBnMwyDN1XZYpqmMjMyOu3qhlElNXRt0G\nBADVmKATp5pX3RJ89gT082EuRLh3VYMQZaradrs8SG+1tPpVKpSqZ+vAMnXVtiNUpIMrglK6xm+e\nFHyZYMQFVwXyjhI2/TqcPg7WrUPISUwde7EJdp3mTr96hBIlz5iQUjPXNSCk1L1xgRrq1wU+S5ap\nY/tQsU5Dk6VJwY6DiwLoHJlrVkgzOjV0vZMQb/rZ/GeE0grcKjV1bpCVOD511FFimgjFQWnJiO/e\nj6lNWJoPzjh7ScfRauVLCvh2AX/6ddqcMU14yIUSJUxdFoQm/jmuAVzFTF15TZ0N6lY8/RqwIFSp\n2do8iqAuztiIw8DC1K/+7cp3P5ZZAzgQUQvpwUFz6VcyoK3lU+eoXw8OK/3KLE1sOkvCtihSqvjS\nd0EMJ6C/V4mpU0XRziz3g2V+3LRug/dWzqcOkwMPCoab9qnLjcdXU6cyoUS7U5xjyGiXm+/y9Ot4\nxI5B5u49EccQb/sFz/YqFu1TMEJjL3SOoPTrDB0lfO9gn1CC3+e542bmwxRr0vPoYzvp7/x34/HE\n7Ivd17T0a5IgHQ0haYFnaupy+yJPyGBp0jCkZuq8k53rERQQwEFqwUkfOXFyenH6rLA2AE7QSJPe\nYWGW2qY5tlva1xPQAfTgIFvhz+sxZg1oKx7fTbdBXHdD9rMVSszJ1FUSSrSKTB2xNEJUuw8Fq6kT\nU2rqeKqVB4L0u7ooBCjEQjV4b0lRz6eO/7sIeGxBbBeQQV+/gwriATU5/TrkQZ2azs7WKdqXKi+E\n8LUJS1MTMNepqSuxp+GsG4Ez0tbShKek2RgjCurcc8isUPjvqjB1VYQSaWIWUqYP9CteCXHdS9hn\nZFC/Lgw2/ervKAEgBHUBflSpdaIWSAvZ/5IwdYsK6uQMad24ldVBKTVbwb47htGosu+a/OmH879Q\nEdC/MidTV9F8mJz2ee9Xnp6qwhhLZmmyvqHvX+/nVD4Ic9OvswRibrp1EUEVBURAhd6vcxxL5fHI\nYmAEwPYw9gkllCw2gy8TSkwLQGgMFIRMZeokkLLz4esoof+AWvnXKPIzVj5POGWCtlyqXjkKXhPU\nUYeXKupX2sa0Od0XaHIImW+3B0CcOJW5IdA2kkSrdYP6tWGoqLSRsYjiw69PClgdVEiLiR9/s6c/\nYkMoSb+Ku+/VLWoOC7OYwFZBHNdPXZO6k9iteZk6RUzdjNtRSjN18wR1lWvqyJTVsTQB9MuliliI\n9doUd74c6s6X+z+X6/PKAsF50q9lDF2T6U9KewEVgrrDYuo8gUSkgzqvpYlUuj4y9TB1vjTjlGfI\nthMbjirW1CVs7E7wRuzdtBZsLkqDumIAZVsTcgad0sL8nNB2fUxdWU1dpY4Syt+sgG+HvPrK5sWc\n2CUwdc2iTDVE6HTzRo0BAQQpMW01mqPcG98/vUidSe/uexa3T+84KgYddXHnyyHf/2v1vhOxoK6q\nanQSqKvArMdnXs5zCyUqHIeIYySupQlnMioxdRXq7mBEFBT85VSvcwolJv3bBGqpXxcQVLrwpTAB\nfW6F9LfEI5scLrAwbG7BU9BXk+YdhwTSYYWgjj/rvpo6g7QmU6dKbJjKWLHIKL0pcORMHf+8Zeo8\nwa4QjglzxaBuWk0dpfgnpVbpPuRsa8O4eqkoy3aUTHjtbhBKBPhRoaZuoYgcZdtRYUE+dUIqiJOn\n630pZgKBqrVok6CkViLOuB2hjFBiHgPbqkIJqqlze78Cev+VmDqPUtAHnnJfqZo6HtRNqalzBRuL\nQClTZ1rh+Yy2Ocvjq2vMfbZCTR3AWNcKNXU2pe8JSKWczaeujKljzHF+vJEuNbBMnTRCiXG+NEBF\nELfeBWyc8GzXrbOrGMRPrakz52CSCCKn1g1MXaMQUvmduAk+n6CAAACNFOLPtX+1HD19F1VTNwti\nztQ1MC5p0lKzbkdFWrgxd/q1wsSfq6lzmbqK6ddp9UL2cyq/j0UwdYtQv+aCOkwmk2yAusBFU1lN\nHalBfX2Oc/VjLPAtS19WuffMNfR2D+FQChhzps61LpnRfLjTzWrY3XH5rr9l6nhNHWO+RPY5+YHf\nKNluSUp2amA7rabOnINJLJwvMG8YS/BmOCK4LZdchKAuoAzTOkosGp0uxP2vPbr9E5YqqGMCgSbS\nr0oZpm7G7URRvsZtFlQ9Dp+lCVf5VUm/Ur3SNCjGhojsv4WtZZwjqHNMh6cGGnVA6U6guvp1oUwd\nil0ZANj+sNeehXjNG51xeerHODuV207FgKHs+97PsfOSur1fYVKv9YI6ceZ6yN/8mGd/ZUydyjN1\nOe8+lQvq/Dv0bNcuIqaU1Pz4m4Ebb5nwAQrYKqRfA1O3AFh/pZIT2w5BXUAJyCriiCCiGKKuo/4i\nUPWFcBiwTJ1qJv06b01dme1MHdRRv45GOkiIIp2ByNXUVWPqhFKYKu2JYocVZeObVXVMdU70TNE2\nmmbq0gSpES9NDBjnYR2rQshyoYRSEOsbED/9dmdcMgtgeADsNe+tOEdVZYNdQ2+3zZUQAFJjDFxv\nbhRrHu9JKf01nsowdR3D7pFQgnzq7OcmBFVlitgpc4b8J2+Y+HchBRISSpQpWw+hpu7qDeoCUxcw\nK466pm5ZsCjz4VlgAg1bvD93+nXOui7qznAY6te4pKMEjaNSUFctQBc/98+y7XH1K+1r1po6/j23\nXVgTIBalSnrwUJi6CUKJsncS92SbWlMnqwXY3EB60nDP3qw7pPCxu0EdMXV1hBKl45pSU9dlvV1z\n/XCJoS5ZTPkY6abU1tanbgpTlyb6GMq8IOfE1RvUWSm+/+SLENQFlKEJJugYQCxR+lXErYyhaqSj\nxJxsDQVXh6B+9frUMYW0qDIGN0Ar+9gG613qBhSzBvnu8zSt9+ssoNqrSkFdRfHAXOORfluLMuEA\njcttE1YW+Fe9FhVVsuL+12ShGgVw3o4S9Zk6/w5LGMgoyrfvo64YNv3qMRfm8AWxliGeN6iT0y1N\nyC9xOPTXEjaA5ZiRjwJVmLrw4g7wQYip9RdXBRbU+3UmuOrXJjpKALNP9DSvzNkmrJLCmZi6NC0G\nozXSr7ULt93vzMzUOddLNvSSdfeRJtPr6YDMcHrBC5Y08bSmiuLyd5JUJoAZ5wPfspq6KsF81fSr\ni0JNXcNB3QSmLuU1dWSgPBplbLOUpabhwrfdptTW1qdugvqV1Lr9gyyF3DCWZEY+Akxh6kL6NaAU\nganT4EXzRw23zmtuS5M5zHT59+exNKl6HFGsV/7cp84Wf1cUSpTVME38jhPEzRrUCSdVuBCmjtKv\nqJYdVAuum53UUWJSPZjbJoz34nU+Wyn1X1aTN+07rskwHUejQZ3nuCKTfuViGjIKp2OZdNy+7XKr\nlnlQVSiRJtqYvN2db38lCOnXskl3bT1rYBwQwBECOo2K9TiHAlvnJRup9RNK6nTunDV181uaVHjR\n2Jq6NM9Y0jia9KnjuO0uyEd/KdvET7wF6J2Y8IUSuMHgItKfNqibztTZMSxyUS+F6dVaYmnig/Kk\nX8+chfzl3/JsX1b3qZul803iYeqqpreroJSBNEIJvg/b8tMsMicdt7emjrY1L7tPliYThBKCmLo+\n0A41dc2ixJWfIH7iLbrHXECAi6qqxOOOBZkPz4QCU9dQ+nXW1Tu9WObt/VqHqZOiyDBWtTSZ5pbv\nG17cAm6/O9vEz/2zWt/PvujUhTVV48RRN+hYNBtPRfWF9Gs5UyekQmKCOkrLCyGAG2/zfrbSvSdK\ngqepY/f41AGoa2lSPixVbmlysF9cBPT7gNSqYfmb/135hn01iE0JY+iaTmTqzPjjaGHm8SGoK1kV\nie7aIQ4mYKXQRNBwHHBqC9g8Nf1zh4HGO0rMyRbZTMCcQomqlibjEQBVDOqkAuIKjEDFgvmFwPW3\nW0RNm2XqqgZ1i2XqBARSl+0CIFSEtCwYk5J1T5gyNlUxqJvJAFcgTcYQPp+6lH6YE6Xp1xgYXsk/\nl1LlvPvEDRO85Hz3eVNm1ySUKOkpb/dxsAes9+bb1wRcvUHdNJ+6gIAyNKGuPAaQb3vXUQ8hQ8Gn\n7qiZOjO1xvMwddUCC0GpqtGoJP1aTf1au6auKbjXq6nCdXcfaV2mboHPOAVo7vWdqn5NinYiZduv\nKpSoC2OcnGdXJYC0vCdsXZQKJRQwGhTTr0A1xtEXLDbK1KXVzIcXpHwFrmahxJT0a0BAKYJQYvnA\n0q+ikTZhNNHPOD80YT6sKjJ1QPYCt0IJxnYtSv3aFArp1wUwddanrmpNXY1zP9N4hD8AmqR+VbJY\nU1eGsvSl73Ozpl9zv4Ou6UzRYFBXPEZBNXW+Gswq9b0qLj4PTfrUTRVKmN8vMKi7ipk6XUPSaCua\ngKsDwXx4+dC4+nVOpq4BSxPxwOuAe+6v9uE4Avpsf5apiyqrX49MyVwwH27oJevuI62hfuUN7BcB\nIYwQr476VbGgoUL6tcp1n0nlW+JT1yhTVxKUkvqVXxtVYxFw58shf/FXnX01ZHZNquBJQgkaY2cx\nylfgag7qZigMDggAsPhVfEB9sLSjePDHgWtfMt/25lVgNqB+FRubADf7nYQozgt46naUEFKzIEcB\nNwhfaE1dRaZOVVQezwrblaGG+pVStukEc1u7/Yo1kkLWz9fZPrqOt2Dj5sMT1K8zqqWFUsDpa4v7\nAuYneCoJJcwYF2RnAlzNQZ06wsLggNVGqKlbPvD06/kfnX97czJ1Iop1zfhhzTFxK8+28cCoam3V\nES1yhZRIverXJtOvNdWvQkIsmqmr7VNnmLpxhfTrNL82+zkFpDXvca9yl6Vkm5ga1TSmjgeUc2bd\nmlpEUIofKDU/zpi6kH5tHoGpC5gVQf26dBBC6OClKXanMaZujpq6OojinIqUXiryJ38OuO6G6d8v\nY0YOA4fK1FUM6hbdAk+Y+jiPT10pY+rzqSvD2ZsgTp6ePg4pUZuqE0LXz3k7SlRkQqft4i3v8PdG\nJaPhXPp1zlR5Y23CRNbZogz0fIaaugVgUuPkgIAJEEIgDUKJ5UPcml3Y4KJOnY4PxJIcVqAURRlT\nx14Y4qX3VPu+nMF8uCmUCSUabxNWIz246IWbTb/WUb9S+nVCeo8++oa3VhvHrPd3muTjUdtRAmiC\nqhNbZ/x/UI66m/57nuesSaHEaDj5nNK+Qvp1AThKtVfAakPKZlIMAc0iXgRTN4dQIooOT4hlmDoR\nRZAf/R/rf19IiGjJhBJHWVO36I4Sti7NgYonp19TY2nS1KJylkDeJ/LgTN0iaxFpseRamsyzIGlK\nmCOl9ouswNQF9esiUJazDwiYBhEsTZYS7U5zCzW3Nq0uVDSfnUldUE0dAHGqQtrNxZGqX6U/qFtI\nmzBUVL8eElPnHuPENmGGqZukrqyLmY5zQk1dU+bDZVCe53LeALzp9OuEayPofIeaugUg1NQFzIpQ\nU7eUkP/6d4Az1zezsSY6SszTIqwu5q0nPPKauux5suxmoz51Sqctl4apMzV1DqslbrgFaZndRR1L\nk6qYxf6HPOl8HSXgtg9rGKVM3Zz3Pv93nu1Mq6kD9FhD+nUBCExdwKwIvV+XEuKGm5vb2LxMXRQf\nblA3b+r5yM2HPS7/TdfULVPvV+mxBQEgXvHK8piIW5o0VDs6k1G3kEU/OuookaSLPW+2DR47/nnv\n3SY7SoxH08ciZOgosQiIwNQFzIrA1B1/qDkneqUOT/kK6AByjntSyKP0qfMEFk17Qda1NFm4+rXE\n0mQSqKZuNJqv/VxumzMERLajxBEwdcrD1M3SFYOjKWZYVlC/0n5CULcABJ+6gFkRgrrjj3mZurV1\nYH2jufFMgWA1dbNtYInUrwAa94Ksq35duBflDEGdUpqpGw6bWzDMKjIoGCc3a2lSCsvUNZh+tR0l\n5mXqJDCeon4FACkhFthR4uoN6gJTFzArglDi+GPOmjqxdQbyt/77Bgc0BfPW1B11+tV9oTYs3BAU\n1FUNpOb1PpsGaWrq6gQSVIc3GlbrElJ1m7MwdaUdJYCFUnW2ps4VSiyLpUmF9OuCmbq5qKqdnR18\n8pOfxPPPP49rr70Wjz/+ONbW1gqfe+qpp/CFL3wBAPCOd7wDr3/96wEAn/nMZ/CVr3wFe3t7+PSn\nP20/PxqN8Md//Md47rnn0Ov18Pjjj+Oaa66ZZ6hFVG14HBDgQorA1B132KBujpTmYQsl5glC4haE\nz+z1MCB8TN0CnrE6gdSiWwGWqV8nwTJ1g2p9Xatus3ZNnSj61Fmm7pCEEnzMaj6CRtC91oRQIqnQ\nwk2qhfZ+nesovvjFL+Lee+/FH/7hH+LcuXM2cOPY2dnB5z//eXzsYx/D7//+7+Nzn/sc9vb2AAAP\nPPAAPvaxjxW+8+d//ufY2NjAH/3RH+Gtb30rnnzyyXmG6cftd0O+7Rea327A8YfvJRRwvDBv+vWw\nMSdTJx75RcSvfn2DA6oBnyhByub9zshHrJL69bAsTWp8h2rqmky/zspyFWrqBAAK6haZftVjzbXh\naiIAb2IRQd+vxNQtaVD3ta99zbJuDz30EJ5++unCZ77xjW/gvvvuw9raGtbX13Hffffh61//OgDg\nzjvvxMmTJwvfefrpp+12X/3qV+OZZ56ZZ5heiLV1iJfd1/h2A64CrMqLPmB2zNsm7LARz8fUifWe\nrss7CvjYokUwZVJqj7dKTN1hCCXGNZk6M/4m06+zCiW8NXXA4oUScTYG2nMT16qJIJ7Ox7SxnLoG\n2Nicb1+ThjHPly9fvmyDspMnT+Ly5cuFz1y8eBGnT2dmmFtbW7h48eLE7fLvSCmxvr6OnZ2deYYa\nENAcQk3d8cciuhosEk32vT1seJhv8a4PNP/iE8TULYGlyUzqV50+TocDiCbTr7VTlx71K9XULdjS\nRPjMh+ftKAE0I4yh454yFvU7/wNEb3FB3dSij49+9KO5YC1NUwgh8K53vavw2UW1xEnTdCHbDQiY\nCVI0nxoKWCoIeqmvSu1kHK/OWF14Aij5YwtIBdetqVto+nUGoQSZDzeZfhUzCFKkKPrU2UDvsMyH\nXaFEE+nXBrYBHLkAc2pQ95GPfKT0bydPnsSlS5fsvydOnCh8ZmtrC88++6z9+cKFC7jnnslNpk+f\nPo0LFy5ga2sLSZJgf38fGxt+e4Bnn302t/1HH30UvV5v2mEFLClardbSX7/9dgdJ3ML6ko/zsLEK\n164OLimF7vo6WitwTAfrGxjE8Vzn/6iu30G3i1GrhY0F7/uyVFhrt7EXRVOPc7fdhux00F3QmPbb\nbfSTBO1OB52K+0hHXVxOxlBpgs7mScTse7Neu/1uB4hbtY5zN4oxBtBiY0+kwBUASFP0epv5mrcG\nMdzoYRdAd23NHv9ep43xnPfuJaXQarfnut5Jfw9XAKh4trF89rOftf997tw5nDt3bqZxzCXPuv/+\n+/HUU0/h4YcfxlNPPYUHHnig8Jnz58/jM5/5DPb29pAkCZ555hm85z3vyX3GZeLuv/9+fOUrX8Fd\nd92Fv/zLv5wYBPoOfnt7e46jCjhK9Hq9pb9+yWgIjMdLP87Dxipcu1qQEvsHffRX4JiSJEGapnOd\n/6O6fslwiDRJFr7vVAjsbW8jqbCvJEmB4QijBY0pGQ6BNEV/MMCw4j7SJAHGY4wP9rE/HOKAfW/W\na5eMRoBQtY5zPB4Bo1Fu7On+nrE5AbZ3dhaXtRsOAQD7/b49/iRJkabzvvcFBqPhXNc73dUC0DHq\nj6XX6+HRRx+ded8cc4XTDz/8MJ555hl8+MMfxl/91V/h4YcfBgA899xz+JM/+RMAwMbGBt75znfi\niSeewG//9m/jkUcewfr6OgDgySefxIc+9CEMBgN86EMfwuc+9zkAwBvf+EZcuXIFv/qrv4o//dM/\nxbvf/e55hhkQ0CyEWt1UV0B1KLUwxqFxRPHRmQfPi0WLEux+TJutZbE04f9W+QqlhAf9xoQS4lWv\ngTj/YL3v+GrqBHRKFosrwwLAOkosYfq1qlBiwZiLqdvY2PCmZ2+//XY89thj9ueHHnoIDz30UOFz\n733ve/He97638Ps4jvHrv/7r8wwtIGBxkA1MAAHLD7lCwXu02jV14jCeJ1tTV8XSZMHXftYm8lIB\n/YPGfOrEbXfN8KUSn7q6vnuzQJX41M27oGmihtIKJY723RDeTAEBdSEW4KEVsHxYNFvTIES8wurX\nwzrP1qdumZi6mt+TUgd1h9lX2IXPOJn6wS56Wox8vV8b6IbSpFDiiBnzFZ0FAgKOEKGjxNWBRbeK\nahLRnL1fjxKLtg8hCIm0jk/dos2HzZhqwTJ1R+QpSHADuFksWmaBz9KkKZ+6eRfqdC2PWP26orNA\nQMARQkgsfkkacOSQanUY2Tha7aDusJi6ZWoTBtSfRpQ0NXVHydTJYu9Xm5Jd8PPiszSZpdWZiybs\ni2Rg6gICVhOLaGEUsHxYJabuljshf/Lnj3oUs6HdBQ6j7yyZD1cJAJoIFCaOZQ6mDtDM7FFBwDB1\njk9d7t8FwdNRAlLprhLzQArMPXYzJrHsPnUBAQEODitdFHC0WCGmTqz3gFe9+qiHMRPE/a8FXvlj\ni98RqV+roHdioa2cbMBYlx2i78VH+Or2pVptPdkRpF9VE71fG0y/rrL6NSDgqkQTzZ8Dlh8heD8U\niCjK0mqLhLU0mX5N5Vub8QwrR31LEwB6oaEaYKbmgifVKg6JqSvrKDEvO9bEsx6EEgEBK4rwsr86\nsOgUXMDhgoK6ZWBf5YxBnVJHm3oFdNyWeHzqgEMQSizI0qSJhXoQSgQErCiCpcnVAblCNXUB0yGE\nFkosg8hpBvNhADqYOUqRBICMqeO/mjGdXBdeS5OG1K+NmQ+HmrqAgJWCuPFWpN31ox5GwKKhVqem\nLqACpKqufl00Zg2CpDpajzrA61MnZg1S66LU0mRepq6JmjrzfRVq6gICVgri7nuXYa0fsGDIt/8X\nwE13HPUwApqClMCoovp10ZhZ/boETN0ko+EFB3WC2HMeUL7sXuDsjXNuuIH0K91XgakLCAgIWD6I\nl58/6iEENIk66tdFY2afuiVoXUeedO7gRQO2IFUQRTlWTdxwC3DDLfNtsxGhxHLU1IWgLiAgICDg\n+EPU6P268LHMwdSpI35tl3WPOCxXgEX4RzYwdrEk6tcQ1AUEBAQEHH8sk/p1npq6I2aCLI4qqHOY\nukbQREcJ2k6wNAkICAgICFgwjoP6Vamj7/taOvbDYuqi5pk62VBQJ8WRCyVCUBcQEBAQcPxhzYdX\nOKgT8uiDurKg+LCYuhOngE632W0K0UygKMSRM3Uh/RoQEBAQcPxh069LwGXM2oFBqcPpvjEJZUbD\nhxTUqY98svmNNsXUiQZals2JJbi7AwICAgICFgwVAaPhUY9CY9ZeqVJCHDVTZ+sBnfBB2P9bPTRl\nKC/Ekdc8hqAuICAgIOD4IzJB3TKoX2VJYDQNSi2BT53zL//DMqS2Z4FsKv0ahBIBAQEBAQELh1AR\n0uFgOdSvszJaQh59R4myqK4pBelRoKmxy6OvqQtBXUBAQEDA8UcUA4MBliJFaNOvszB1R51+LRF5\nCM/vVgVNmA8DJv0aauoCAgICAgIWC5N+FcsQeMjSHOaU7y1D+rUsqFvh9GtTYw/p14CAgICAgENA\nFAPDwZGrEwFYVkjUTAULKYHoqC1NDHxB3apCiCCUCAgICAgIWBlEETBcEvUrYZaOEsvC1BX/sBwB\n8yyQCo2k5ZfAp25Fr0BAQEBAQEANEFO3TOrX2j51cnmCuuPG1DUilAg+/iVSswAAHMlJREFUdQEB\nAQEBAYtHFJn069EHH2Jmnzp19OpXG9R5fOqWIWCeBaIhllEIiCNOv4aOEgEBAQEBxx/E1C2F+nU2\nnzrxhrcCvRMLGFCtUej/L7R+XWFLEymbEdAsgVAiBHUBAQEBAccfUaQtTZYh8BCF/6j2tVvuaHwo\ntVHWJoz/bcUg7nsQuOGWBjZ09EKJENQFBAQEBBx/RDEwWo70q2XolmEstVFmPtxQV4YjgHzdTzWz\noSCUCAgICAgIOARY9esSBFKiJDBaBZQKJUI4ASmD+XBAQEBAQMDCEcVAmh65OhEAq6lbxaCO/vV0\nlFiGc3uUCExdQEBAQEDAIUCZaqNlCKRoCKuYfrUBaeEPhz2S5cMSCCVCUBcQEBAQcOwhrL/bEgQf\nYkafuqVAiaWJXOE2YU2hKWuUORCCuoCAgICA4w9lgrplYMfK6tJWAaXK3RDULYP6NQR1AQEBAQHH\nH/ESpV/lKgd1NHbP71fxeJqEDOnXgICAgICAxUMtYfp1JRWjEwLSlTye5iDuewDYuuZIxxB86gIC\nAgICjj8i87pbJoXmKjJbZerXZTqvRwT5jvcd9RACUxcQEBAQcBWAeqYuQyAlV9jSpMx8GFjR4zle\nCEFdQEBAQMDxBzF1S5F+XeGaurJ6wFBTtxQIQV1AQEBAwPFHtEzq12PA1BWEEnJFj+d4IQR1AQEB\nAQHHH9ESqV/L6tJWAZZldMIHgdU8nmOGENQFBAQEBBx/REH9uliE9Osy4DjdUQEBAQEBAX5Y9esS\nBB5lXm+rgLJ6QCGwmgd0vBCCuoCAgICA4w+rfl2C194qM3WTgrplCJivcqzgHRUQEBAQEFATapnU\nr/TvEoylNgJTt8wIQV1AQEBAwPGHUsvDJq2y+tWev+BTt4wIQV1AQEBAwLGHEEKzdcsQeKyyT10p\nUxcsTZYBIagLCAgICLg6EMfLUcdWZuC7Cigj6oKlyVJgCe7ugICAgICAQ4CKlqTsa4WDOjt216cu\nWJosA0JQFxAQEBBwdSBaEqbuOKhfi3/AkkTMVzVW8I4KCAgICAiYAdGS1NTZ9OvRDmMmlCl3l0WE\ncpUjBHUBAQEBAVcHong5grqyVlsrgWBpssxYxTsqICAgICCgPpaFqVvlmrpJ5sOreDzHDCGoCwgI\nCAi4OrAsNXUrrX4NQd0yYwnu7oCAgICAgENAtCTq11U2H7ZjDkHdMiIEdQEBAQEBVweWhak7FubD\nvj+t4vEcLyzB3R0QEBAQEHAIWJaaulUO6ixR5/rUSSwHDXp1IwR1AQEBAQFXB4L6tQGUMHVB/LoU\nWMU7KiAgICAgoDbE0vR+pZq6ox3GTJhYUxdCiqNGuAIBAQEBAVcHlqX36yozdWXmwxCrGaQeM6zg\nHRUQEBAQEDADlqX360p3lChR7goBsYpB6jFDdNQDCAgICAgIOAyI+18DnDx91MNAVpe2wkFQ8Klb\nSoSgLiAgICDgqoC494GjHoLGcfWpCzhyrPAyISAgICAgYAVxbDtKhJDiqBGuQEBAQEBAwGFilX3q\nSvvWBqHEMiAEdQEBAQEBAYeKFa6pK8m+ap+6FTyeY4ZwBQICAgICAg4Tq6x+LYvqRGDqlgEhqAsI\nCAgICDhMWKHECr6Cy+oBQ5uwpcAK3lEBAQEBAQErjDIF6UpgQj2gXMXjOV4IQV1AQEBAQMBhggKi\nVQyCJqlfVzJIPV6Yy6duZ2cHn/zkJ/H888/j2muvxeOPP461tbXC55566il84QtfAAC84x3vwOtf\n/3oAwGc+8xl85Stfwd7eHj796U/nPv/kk0/i9GltEvnmN78Zb3zjG+cZakBAQEBAwHJgpdWvBE9Q\nJwNPdNSYK6j74he/iHvvvRc///M/jy9+8Yv4whe+gPe85z25z+zs7ODzn/88Pv7xjyNNUzzxxBN4\n8MEHsba2hgceeABvectb8OEPf7iw7de85jV4//vfP8/wAgICAgIClg+2lm4Fg7qJTF3AUWOusPpr\nX/uaZd0eeughPP3004XPfOMb38B9992HtbU1rK+v47777sPXv/51AMCdd96JkydPzjOEgICAgICA\n1cJxTL8itAlbBszF1F2+fNkGZSdPnsTly5cLn7l48aJNowLA1tYWLl68OHXbX/3qV/HNb34TZ8+e\nxfve977cNgICAgICAlYWx0Io4fl1COqOHFODuo9+9KO5YC1NUwgh8K53vavwWdHQBX3ggQfwute9\nDlEU4c/+7M/wqU99Cr/7u7/r/eyzzz6LZ5991v786KOPotfrNTKOgMNHq9UK129FEa7daiNcv8PF\n4JefQLy52ch78zCv3WBtDXsANjZ6kGyfu3ELotXCWriHZsJnP/tZ+9/nzp3DuXPnZtrO1KDuIx/5\nSOnfTp48iUuXLtl/T5w4UfjM1tZWLui6cOEC7rnnnon73NjYsP/9xje+EU8++WTpZ30Hv729PXH7\nAcuLXq8Xrt+KIly71Ua4foeMV70G/Z2dRjZ1mNcuPTgAAOzs7UJELfv78XgEMRqFe2gG9Ho9PPro\no41sa66auvvvvx9PPfUUAK1YfeCBBwqfOX/+PJ555hns7e1hZ2cHzzzzDM6fP5/7TJqmuZ8vXbpk\n//trX/sabrzxxnmGGRAQEBAQENAEROE/zE/B0mQZMFdN3cMPP4xPfOIT+PKXv4wzZ87g8ccfBwA8\n99xz+NKXvoTHHnsMGxsbeOc734knnngCQgg88sgjWF9fB/7/9u49KKrz/uP4+7BEiCC3QCIQUw0o\nKigaYDShalQ6qZeJjFEbdWw1Vus98UItSSc2TRq1aqLGRHPxMooTo1VMOm2ntSoxGrF4wTgSIWSw\nUbyhi4SVKLfz+4OfO0VAVqPssnxeMzjs2bPPPme/np0P5zzPOUBaWhoHDhygvLycqVOnMnDgQEaM\nGMHf//53jhw5gsViwdfXl2nTpv34LRUREZEfqYGJEh4eGlPnAgzz1sNkbuDcuXPO7oLcJZ0Car5U\nu+ZN9Wu+mvT067FMqt97E4+30jDa+NmXV3+wBPwC8Hh+UpP0w52EhYXds7Z0pUARERFxzM2Dcbde\njsXQJU1cgUKdiIiIOKihy7Eo1LkChToRERFxzM27Ydya3zwU6lyBQp2IiIg4poHZr2j2q0tQqBMR\nERHHNHSLM91RwiUo1ImIiIiDGhhTZ+iSJq5AoU5EREQcY890OlLnihTqRERExEGa/erKFOpERETE\nMQ2NqfPwQBMlnE+hTkRERBxjNHSkjrpBT5qcQp2IiIg45maoq3P2VZc0cQUKdSIiInKHNKbOFSnU\niYiIiGMaHFOnUOcKPJ3dgabi6+uLof9wLs9isdCmTRtnd+O+MU0Tm83m7G6IiNydBsfUGTr76gJa\nTKgzDIPS0lJnd0NaOHcOrCLSEtwcU1ffdep08s/ZVAERERFxjD3T1XNHCXE6VUFEREQc09DtwAzj\n/69VJ86kCoiIiIhjDPs/DT0pTqRQJy7t4MGDxMfH2x8PGDCAzMxMJ/ZIRKQla2BChKGJEq5Aoc7J\nysvLmTdvHr169aJz584888wz7N271/58RUUFkydPpnfv3jz66KONBpq33nqL9u3bExUVRadOnYiK\niuLMmTP253/729/St29f2rVrx7Zt2xrt3wcffEDPnj3p0qUL8+bNo6Kiwv5cr169iIiIICoqiqio\nKMaOHdtgO7Nnz6ZDhw5ERUURExPD6NGjyc/Pb/T9ofbYjT179tC7d2+HXteQ3r17s3///h/VhohI\ni2QY9Y+f87DU/IhTKdQ5WVVVFeHh4ezYsYNTp06RkpLClClTKCwstK/Tq1cv3nnnHR555BGH2nz2\n2WfJzc0lLy+P3Nxc2rVrZ38uOjqahQsX0r1790bbycjIYPXq1Wzbto1Dhw5x+vRpli5dan/eMAw2\nbtxIbm4uubm5bN68+bbtTZs2jdzcXA4fPkxwcDBz5sxxaHtERMSF1Dek7plkjMSkpu+L1KJQ52QP\nPvggs2fPJjw8HICkpCTatWvHV199BcADDzzAxIkTSUhIuCfX2fvVr35FYmIirVq1anTdv/zlLzz/\n/PNERkbi5+fHSy+9xNatW2utY5rmHffB29ub5ORkcnNzgZqjla+++ipxcXHExcWxYMGCWkcE/9f/\nHmWrrq5m5cqVJCYmEhUVxeDBgzl//jyvvPIKf/zjH2u9bsKECXz00UeN9m3z5s0kJiYSExPDCy+8\nwMWLF+3PLViwgNjYWDp37kxSUhJ5eXkA7N69m/79+xMVFUV8fDzvv//+HX8mIiLNQgO3AzP8AjF8\nfJu+P1KLQp2LKSoqoqCggE6dOjm0/s6dO/nZz35Wa9m///1vYmJiGDhwIBs3bnT4vbOysoiOjrY/\nzs3NpWvXrvbHXbt2paioiKtXr9qXzZw5k9jYWMaOHUtOTo5D73Pt2jXS09Pp1q0bACtWrCA7O5td\nu3axa9cusrOzWbFiRaPtvP/++3z22WekpaWRm5vLsmXLePDBBxk5ciSffvqpfT2r1cr+/fsZPnz4\nbdvbv38/ixYt4oMPPuDYsWOEh4czbdo0AD7//HOysrI4cOAAp06dYs2aNQQGBgKQkpLCn//8Z3Jz\nc9mzZw+JiYkOfQ4iIs2OoTtHuDKFOhdSWVnJzJkzGTVqFBEREQ69Jjk5mV27dtkfP/vss2RkZHDi\nxAkWL17M8uXLawWc20lISODkyZP2x2VlZfj5+dkf3/z92rVrAKxatYrMzEwOHTrEk08+ydixY297\ngec1a9YQHR1Nnz59KCsr4+233wZqgumcOXMICgoiKCiIOXPmsH379kb7+/HHHzN//nw6dOgAQJcu\nXQgICKBHjx74+fnxxRdfAPDZZ5/x5JNPEhQUdNv2du7cyejRo4mOjuaBBx4gNTWVo0ePUlhYiKen\nJzabjby8PEzTJDIykpCQEKDmaGpeXh42mw0/Pz9iYmIa7buISLOkUOfSWswdJRpTNenZe9KO5cPP\n7up1pmkyc+ZMWrVqxRtvvHHX7x8ZGWn/PT4+nokTJ/K3v/2NYcOG3XFbrVu3rhXSSktLMQwDHx8f\ne/s3zZgxwz72Limp/nEVU6ZMISUlpc7yCxcu2E8/A4SHh9c67dmQc+fO8ZOf/KTe50aMGMGOHTvo\n06cP27dv59e//nWj7V28eNF+9BBqtj8gIIDz58+TmJjIhAkTeOWVVygsLGTQoEG8+uqr+Pj48OGH\nH7J8+XLefPNNunTpQmpqKnFxcY2+n4hIs6NQ59IU6v7f3Yaxe2Xu3LlYrVY2bdqExXLvZhAZhnFX\n494AoqKiyMnJYejQoQCcPHmSkJAQAgIC7ul7tW3blrNnz9KxY0cACgsLHZoUEhYWxunTp+s9VT18\n+HCSkpLIycnh22+/5ec//3mj7T3yyCO1JqiUlZVRXFxMaGgoUDMub8KECVitViZPnszq1auZN28e\n3bt3Z926dVRVVbFu3TqmTJlCVlaWo5svItKM1D+mTlyDTr+6gPnz55Ofn8+GDRvqncBQXl7O9evX\n7b/fuHGjwbb+9a9/UVJSAsCxY8dYu3ZtrUBTUVHB9evXMU2TiooKbty40WAQGzFiBFu2bOGbb76h\npKSElStXMmrUKKAmeGVlZdnbWL16NcXFxSQkJNzx9g8bNowVK1ZgtVqxWq0sX76c5557rtHXjRkz\nhiVLllBQUADA119/bR/vFxoaSvfu3Zk1axaDBw/Gy8ur1mtv9vvmT1VVFcOGDeOTTz4hJyeHGzdu\nsGjRIuLi4ggPD+f48eMcO3aMyspKvL298fb2xsPDg4qKCtLT0yktLcViseDr63tPQ7mIiEtRpnNp\nOlLnZIWFhWzevBkvLy9iY2OBmiNeixcvJjk5GYC+ffvajyDdvBZcZmYm4eHhpKens2rVKnbv3g3A\np59+ypw5c6ioqCA0NJSZM2fWCkijR48mMzMTwzA4cuQI8+fPZ9u2bfTu3Zv//Oc/jBs3zj4r9emn\nn2bq1KmMHDmSGzduMGTIEObOnQvUjKtLTU3lu+++w8vLi+joaDZv3nzbo3gNefHFF7HZbCQlJWEY\nBkOHDmXWrFmNtjN58mTKy8sZM2YMxcXFREZG1prhOnLkSF588cV6T2f/8pe/BGpOexuGwaxZs0hJ\nSSElJYVJkyZRUlJCfHw87777LlBz6vkPf/gDZ86cwcvLi379+jF16lQAtm/fzu9//3uqq6uJiIhg\n1apVDW6riEjz1sB16sQlGObdnptzYefOnauzrE2bNrcdxC/u59ChQ8yaNYtDhw45uyt27vz/0J23\nrSVQ/ZqvpqydeaaA6qUvY1nxcZO8X0sQFhZ2z9pS3Ba3VFFRwUcffcSYMWOc3RUREfdx23u/irMp\n1Inbyc/Pp2vXrly+fNmhWa8iIuIozX51ZRpTJ24nMjKSb775xtndEBFxP4aHQp0L05E6ERERcYyB\nQp0LU6gTERERxyjQuTSFOhEREXGQxtS5MoU6ERERcYyBrlPnwlrMRAnTNGnTpo2zuyGNsFgsVFVV\nObsb940bXhZSRFoUQ1c0cWEtJtTZbDZnd0EcoAugioi4MEP3CXNlOoYqIiIijjE0ps6VKdSJiIiI\nYxTqXJpCnYiIiDjmgVbQysvZvZAGKNSJiIiIQ4yAIDxeWersbkgDDFPT8URERESaPbc7Urd161Zn\nd0F+BNWv+VLtmjfVr/lS7Zq3e1k/twt1IiIiIi2RQp2IiIiIG3C7UBcdHe3sLsiPoPo1X6pd86b6\nNV+qXfN2L+uniRIiIiIibsDtjtSJiIiItEQKdSIiIiJuwNPZHbiXsrOz2bBhA6Zp0r9/f5KTk53d\nJbnF9OnTad26NYZhYLFYWLhwITabjeXLl1NUVMTDDz/M7Nmzad26NQDr1q0jOzsbLy8vpk+fTvv2\n7Z27AS3M6tWrOXr0KP7+/ixdWnPB0bupV0ZGBunp6QAMHz6cfv36OWV7WpL6ardt2zZ2796Nv78/\nAKNHj6ZHjx4ApKens3fvXiwWC+PHjyc2NhbQ96qzXLlyhVWrVlFSUoJhGAwcOJDBgwdr/2sGbq1d\nUlISgwYNapr9z3QTVVVV5owZM8xLly6ZFRUV5rx588yzZ886u1tyi+nTp5ulpaW1lm3atMncuXOn\naZqmmZ6ebqalpZmmaZpHjx4133zzTdM0TTMvL898+eWXm7azYn799ddmQUGBOXfuXPuyO61XaWmp\nOWPGDPPatWumzWaz/y73V32127p1q/nXv/61zrpnzpwxU1JSzMrKSvPixYvmjBkzzOrqan2vOlFx\ncbFZUFBgmqZp/vDDD+asWbPMs2fPav9rBhqqXVPsf25z+jU/P5/Q0FBCQkLw9PQkMTGRrKwsZ3dL\nbmGaJuYtc3MOHz5s/8vx6aef5vDhwwBkZWXZl3fs2JGysjKuXr3atB1u4Tp37oyPj0+tZXdar+PH\nj9O9e3dat26Nj48P3bt3Jzs7u2k3pAWqr3ZAnf0Pamr61FNPYbFYePjhhwkNDSU/P1/fq04UEBBg\nP9Lm7e1NeHg4V65c0f7XDNRXO6vVCtz//c9tQp3VauWhhx6yPw4KCrJ/iOI6DMPgT3/6E6mpqeze\nvRuAkpISAgICgJqd4WZwU01d053WS3V0Lf/85z9JSUlhzZo1lJWVATW1Cw4Otq+j2rmWS5cu8d//\n/pdOnTpp/2tmbtauY8eOwP3f/9xqTJ24vtdff53AwEC+//573njjDcLCwuqsYxiGE3omd0v1aj6e\neeYZRowYgWEYbNmyhY0bNzJlyhRnd0tu4/r167z11luMHz8eb2/vOs9r/3Ndt9auKfY/tzlSFxQU\nxOXLl+2PrVYrQUFBTuyR1CcwMBAAPz8/EhISyM/Pr/XX5tWrV+2DSIOCgrhy5Yr9tVeuXFFNXcCd\n1uvWfVN1dB4/Pz97CBg4cCD5+flA3e/Phmqn79WmVVVVxbJly+jbty8JCQmA9r/mor7aNcX+5zah\nLjIykgsXLlBUVERlZSUHDhwgPj7e2d2S/3Hjxg2uX78O1PwF89VXX/HYY48RFxdHRkYGUDNL62bd\n4uPj+fzzzwHIy8vDx8fHftpBms6t4yDvtF6xsbGcOHGCsrIybDYbJ06csM/skvvr1tr975jUQ4cO\n0a5dO6Cmdl9++SWVlZVcunSJCxcuEBkZqe9VJ1u9ejWPPvoogwcPti/T/tc81Fe7ptj/3OqOEtnZ\n2axfvx7TNBkwYICm3ruYS5cusWTJEgzDoKqqij59+pCcnIzNZuPtt9/m8uXLhISEMHv2bPsA77Vr\n15KdnY23tzdTp07l8ccfd/JWtCwrVqwgJyeH0tJS/P39GTVqFAkJCXdcr4yMDHbs2IFhGLqkQhOp\nr3YnT57k9OnTGIZBSEgIkydPtv+hlJ6ezp49e/D09KxzSQV9rza9U6dOsWDBAh577DEMw8AwDEaP\nHk1kZKT2PxfXUO32799/3/c/twp1IiIiIi2V25x+FREREWnJFOpERERE3IBCnYiIiIgbUKgTERER\ncQMKdSIiIiJuQKFORERExA0o1ImIAAsXLmTfvn33tM1t27bxzjvv3NM2RUQaonu/iohbmT59OiUl\nJVgsFkzTxDAM+vXrxwsvvHDb16Wmpt6X/ujenCLSVBTqRMTt/O53vyMmJsbZ3RARaVIKdSLSImRk\nZLB79246dOjAvn37CAwMZOLEifbw99prr9GnTx8GDBjAhQsXWLNmDadPn8bT05OYmBheeuklAHJz\nc9mwYQMXLlwgNDSU8ePH06lTJ6DmVnjvvfceBQUFdOrUidDQ0Fp9yMvLY9OmTZw9e5aQkBDGjx9P\n165dm/aDEBG3pTF1ItJi5Ofn07ZtW9atW8fIkSNZunQp165dq7PeJ598QmxsLBs2bGDNmjUMGjQI\nAJvNxqJFixgyZAhr165lyJAhLFy4EJvNBsDKlSuJiIhg7dq1DB8+3H6DdQCr1crixYt57rnnWL9+\nPePGjWPZsmWUlpY2zcaLiNtTqBMRt7NkyRImTJhg/9mzZw8A/v7+DB48GA8PD5566inCwsI4evRo\nnddbLBaKioqwWq14enoSFRUFwNGjRwkLC+OnP/0pHh4eJCYmEh4ezpEjR7h8+TLffvstv/jFL/D0\n9KRLly7ExcXZ2/ziiy/o2bMnPXr0AKBbt248/vjjHDt2rAk+ERFpCXT6VUTcTkpKSp0xdRkZGQQF\nBdVaFhwcTHFxcZ3Xjxs3ji1btpCamoqvry9Dhw6lf//+FBcXExwcXKcNq9VKcXExvr6+tGrVqs5z\nAEVFRRw8eJAjR47Yn6+qqtLYPxG5ZxTqRKTFuBmwbrpy5QoJCQl11vP39+c3v/kNAKdOneL111+n\na9euBAYGUlRUVKeNnj17EhgYiM1mo7y83B7sLl++jIdHzQmR4OBg+vXrx+TJk+/HpomI6PSriLQc\nJSUl/OMf/6CqqoqDBw9SWFjIE088UWe9zMxMewD08fHBw8MDwzB44oknOH/+PAcOHKC6upovv/yS\ns2fPEhcXR3BwMBEREWzdupXKykpOnTpV66hcnz59OHLkCMePH6e6upry8nJycnLqBE0RkbtlmKZp\nOrsTIiL3yvTp0/n+++/x8PCwX6euW7duxMfHs2fPHtq3b8++ffsICAhg4sSJdOvWDag9+zUtLY39\n+/fzww8/4O/vT3JyMgMGDABqZr+uX7+eixcv0rZtWyZMmFBr9uu7777L6dOn7bNfy8rKmDFjBlAz\nUSMtLY3vvvsOi8VCREQEkyZN4qGHHnLOhyUibkWhTkRahIyMDPbu3ctrr73m7K6IiNwXOv0qIiIi\n4gYU6kRERETcgE6/ioiIiLgBHakTERERcQMKdSIiIiJuQKFORERExA0o1ImIiIi4AYU6ERERETeg\nUCciIiLiBv4P7Yhck68/9x8AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f0f35ac6940>" | |
] | |
}, | |
"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": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment