{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# quick start " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Somethings to change**:\n", "\n", "1. find the eigen point correspoing mode, W and PC relation\n", "\n", "2. Make the analysis more stable by using last three weights\n", "\n", "3. Try to find decoding performance in 10-50 setting\n", "\n", "4. Use more range to measure not only 15 55 85\n", "\n", "5. Same trends of increasing img, but failed prediction, what is other factors? What really predicts the limit cycle type strategy? \n", "\n", "6. Relation of PC dimension and real trace shape, if too high D will make the real game hard? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resources\n", "\n", "* [*The* Reinforcement learning book from Sutton & Barto](http://incompleteideas.net/sutton/book/the-book-2nd.html)\n", "* [The REINFORCE paper from Ronald J. Williams (1992)](http://www-anw.cs.umass.edu/~barto/courses/cs687/williams92simple.pdf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FULL MODEL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/cruiser/anaconda3/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['random']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import numpy as np\n", "from itertools import count\n", "import random\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "import torch.autograd as autograd\n", "from torch.autograd import Variable\n", "from torch.nn import init\n", "from torch.nn import DataParallel\n", "from torch.utils.data import DataLoader\n", "\n", "import matplotlib.mlab as mlab\n", "import matplotlib.pyplot as plt\n", "import matplotlib.animation\n", "import seaborn as sns\n", "from IPython.display import HTML\n", "\n", "import pretrain\n", "from pretrain import *\n", "\n", "import pandas as pd\n", "\n", "import navigation2\n", "from navigation2 import *\n", "\n", "import sklearn\n", "from sklearn.svm import SVC\n", "\n", "import scipy\n", "from scipy.spatial import distance\n", "from scipy import signal\n", "\n", "import Nets \n", "from Nets import *\n", "\n", "import dynamics\n", "from dynamics import * \n", "\n", "\n", "\n", "%pylab inline\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qnetwork\n", "\n", "To select actions we take maximum of Q value, corresponding to certain move." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the liquid state approach to work, you need a lot of neurons as surplus or enough hidden to hidden connectivity to make it have an effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## test Pretrain results\n", "In this game , we use a new reward function determined by game, if the agent achieves the goal before 50, reward is 1. If time pass 50 reward is 0.5, once time pass 100 agent gets a reward of -0.5 . Practically, this is found to be easier to learn than the rewards as a continous function of time. Tf the agent learns to search in a efficient way, the largest possible way for search is to firstly arrive at corner then goes to the goal, which, takes about 50 steps, it is reasonble to make 50 and 100 as milestone thing. Also in principe as the game doesn't have a timer , it is not if it can use a reward as funtion of time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3 condition for ending , when pass time limit, game over" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For weight update, it seems to be better do it after episode, as it makes non-sense evaluate strategy during episode, but a the end. Also, it is much quicker. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A programming of MDP here, hidden state is as state of enviroment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training from zero seems to be better because it will allow the agent to explore from new" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A coherent result here is threhold kind behaviour of decode vs performance, after decode smaller than 10, the performance rises. The resutls is showeing that the learning rate vs performance doesn't characterize the threshold kind behaviour of performance change. It is only after lr = -5, the performance begins to rise , while the learning rate - performance curve creates a fake trends for first few points. This is not shown by explaination factor calculated by covariance. **" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.4035922178528375e+217" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp(500)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def placefield_target(pos): \n", " field =np.zeros((2, 20 + 4))\n", " for k in range(2):\n", " for i in range(field.shape[1]): \n", " # distance generation \n", " field[k, i] = (i- pos[k]) ** 2 \n", " # gaussian density, but before exponential to help learning identity mapping input to output\n", " field = torch.from_numpy(field).resize(1, 2 * (20 + 4)).float()\n", " return field" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 400, 10)):\n", " beta = 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p1) + game.net.bp1).data.numpy() for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs(f) for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQAWEAzDMAwPCwiGYRgGAP8Pt4aL50sUl3gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 400, 40)):\n", " beta = 3 * 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p2) + game.net.bp2) for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " def probs_tensor(field):\n", " prob = F.softmax(-beta * field.view(-1))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs_tensor(f).data.numpy() for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.01685869e-02, 1.42203812e-02, 1.85864642e-02, ...,\n", " 2.11435626e-03, 1.20648078e-03, 6.66594657e-04],\n", " [ 1.24371788e-02, 1.73548758e-02, 2.28470415e-02, ...,\n", " 1.32517234e-04, 7.10228851e-05, 3.58372818e-05],\n", " [ 8.11972748e-03, 1.18534975e-02, 1.64814536e-02, ...,\n", " 5.23211842e-04, 3.28613794e-04, 2.00453520e-04],\n", " ..., \n", " [ 1.36225042e-03, 2.55653961e-03, 4.59870463e-03, ...,\n", " 1.59934643e-04, 7.54590656e-05, 3.47122768e-05],\n", " [ 1.55969581e-03, 2.87500792e-03, 5.05704945e-03, ...,\n", " 8.05061136e-05, 3.83550287e-05, 1.77550119e-05],\n", " [ 2.90001114e-03, 5.09651657e-03, 8.44515301e-03, ...,\n", " 6.64350446e-05, 3.21786283e-05, 1.50838914e-05]], dtype=float32)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Prob_p" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xd8VFX6x/HPk04SahJEakIJvUko\nigQVC6yFVRFpKirqrn3V34pus62u3V3X1UVAUQELlkVlYddVwAqE3iGEFmog1ISQ9vz+uAOEGMiQ\nTOZOMs/79crLmTtn7pwJZr5zzz33PKKqGGOMMSFud8AYY0xgsEAwxhgDWCAYY4zxsEAwxhgDWCAY\nY4zxsEAwxhgDWCAYY4zxsEAwxhgDWCAYY4zxCHO7A2ciPj5eExMT3e6GMcZUKwsXLtyjqgnltatW\ngZCYmEhaWprb3TDGmGpFRDZ7086GjIwxxgAWCMYYYzwsEIwxxgBeBoKIDBSRtSKSLiJjy3g8UkQ+\n8Dw+T0QSPdvDRWSSiCwXkdUi8kip54WKyGIR+cIXb8YYY0zFlRsIIhIKvAYMAjoAw0WkQ6lmtwL7\nVLU18DLwrGf7dUCkqnYGegB3HAsLj/uA1ZV5A8YYY3zDmyOEXkC6qmaoaj7wPjC4VJvBwCTP7WnA\nABERQIEYEQkDagH5wEEAEWkKXA6Mr/S7MMYYU2neBEITYGuJ+5mebWW2UdVC4AAQhxMOOcAOYAvw\ngqpme57zCvBboLiinTfGGOM73gSClLGtdN3NU7XpBRQBjYEk4EERaSkiVwC7VXVhuS8ucruIpIlI\nWlZWlhfdDUyqyudLt7P38FG3u2KMMWXyJhAygWYl7jcFtp+qjWd4qC6QDYwAZqpqgaruBr4HUoC+\nwFUisglnCOoiEXmvrBdX1XGqmqKqKQkJ5V5oF7D+MXsD90xdzMtfrXO7K8YYUyZvAmEB0EZEkkQk\nAhgGTC/VZjpwk+f2EOBrVVWcYaKLxBED9AHWqOojqtpUVRM9+/taVUf54P0EpOlLt/P8rLWEhQhz\n1+1xuzvGGFOmcgPBc07gbmAWzoygD1V1pYg8ISJXeZpNAOJEJB14ADg2NfU1IBZYgRMsb6nqMh+/\nh4CWtimbhz5aSq/EBowd1I4t2bls2pPjdreMMeZnvFrLSFVnADNKbftjidt5OFNMSz/vcFnbS7WZ\nDcz2ph/VzaY9Odz2ThpN6tXinzf04MCRAp76cjVz12eRGB/jdveMMeYkdqVyFdmXk8/Nby8A4K3R\nPakfE0FifAzNG0Qzd131PTlujKm5LBCqwNHCIu54dyHb9h1h3I0pJx0N9E9O4McNe8kvtNm2xpjA\nYoHgY6rKw9OWMX9TNs9f14WeiQ1Oejw1OYGc/CIWbt7nUg+NMaZsFgg+9vJX6/lsyXYeujSZwd1K\nX78H57aKc2YbrbdhI2NMYLFA8KGPF2byt/+t57oeTbnrwtZltomNDKNHi/rMWWuBYIwJLBYIPvLj\nhr2M/WQZ57WK489Xd8ZZyqlsqckJrNpxkKxDdtWyMSZwWCD4QPruw9zxbhot4mJ4fVQPIsJO/2vt\nn+xccf2tDRsZYwKIBUIl7T18lJvfnk9EWAhvje5J3Vrh5T6nw9l1iIuJsOmnxpiAYoFQCXkFRYx5\nJ43dB4/y5o0pNGsQ7dXzQkKEfm3i+Xb9HoqLS68TaIwx7rBAqKDiYuXBD5eyZOt+Xrm+G92b1z+j\n5/dvm8DenHxW7ThYRT00xpgzY4FQQc//Zy1fLt/BI4PaMajz2Wf8/H5tnPMIc2zYyBgTICwQKmDq\n/C28PnsDI3o357Z+LSu0j/jYSDo2rmOBYIwJGBYIZ+jb9Vn8/rMV9E9O4ImrOp52eml5UpMTWLR5\nH4fyCnzYQ2OMqRgLhDOwduch7nxvEW0axvL3Ed0JC63cry+1TQKFxcqPG/b6qIfGGFNxFghe2n0w\nj1veXkCtiFAmju5J7ajyp5eWp0eL+sREhNoyFsaYgOBVIIjIQBFZKyLpIjK2jMcjReQDz+PzRCTR\nsz1cRCaJyHIRWS0ij3i2NxORbzzbVorIfb58U76Wm1/ImHfSyM7JZ+LonjSuV8sn+40IC+HcVnFW\nRc0YExDKDQQRCcWpfDYI6AAMF5EOpZrdCuxT1dbAy8Cznu3XAZGq2hnoAdzhCYtC4EFVbY9TVvOu\nMvYZEIqKlfveX8LybQd4dXh3OjWp69P9909OsCpqxpiA4M0RQi8gXVUzVDUfeB8YXKrNYGCS5/Y0\nYIA4Z1sViBGRMKAWkA8cVNUdqroIQFUP4ZTm/PnSoAHg6Rmr+e+qXfzxig5c3OEsn+8/Ndmmnxpj\nAoM3gdAE2FrifiY///A+3sZTg/kAEIcTDjnADmAL8IKqZpd8oueIoTsw74x7X8Xe+XETE77byOjz\nErm5b1KVvEaLuBhaxFkVNWOM+7wJhLLmVZZeb+FUbXoBRUBjIAl4UESOT9wXkVjgY+B+VS3zkl0R\nuV1E0kQkLSvLfx+aX6/ZxWPTV3Jx+4b84YqqHc1KbZPAjxlWRc0Y4y5vAiETaFbiflNg+6naeIaH\n6gLZwAhgpqoWqOpu4HsgxdMuHCcMJqvqJ6d6cVUdp6opqpqSkJDg3buqpJXbD3D3lMV0aFyHvw7r\nTmhIxa818EZqcgK5+UWkbc4uv7ExxlQRbwJhAdBGRJJEJAIYBkwv1WY6cJPn9hDga1VVnGGii8QR\ng3MCeY3n/MIEYLWqvuSLN+IrOw4c4Za3F1C3VjgTbupJTGRYlb/m8SpqNtvIGOOicgPBc07gbmAW\nzsnfD1V1pYg8ISJXeZpNAOJEJB14ADg2NfU1IBZYgRMsb6nqMqAvcANOWCzx/PzCl2+sIg4fLeSW\nt9PIOVrExNE9OatOlF9e91gVNTuPYIxxk1dff1V1BjCj1LY/lridhzPFtPTzDp9i+3eUfd7BNYVF\nxdwzZRHrdh1i4uietD+7jl9fv3/bBJ6buZbdh/JoWNs/QWSMMSXZlcqAqvL456v4Zm0WTwzueLyi\nmT+lelY//daGjYwxLrFAACZ8t5F3f9rM7aktGdm7hSt96HB2HeJjI2wZC2OMa4I+EGat3MmfZ6xm\nUKdGjB3YzrV+OFXUEqyKmjHGNUEdCEu37ue+9xfTpWk9XhrajZAqnl5antTkeLJz8lm53aqoGWP8\nL2gDIXNfLrdOSiM+NpLxN6ZQKyLU7S4dr6Jmw0bGGDcEZSAczCvglrcXcLSwiLdG9yShdqTbXQKs\nipoxxl1BFwgFRcXc+d4iMrJyeGNUD9qcVdvtLp2kv1VRM8a4JKgCQVX5/acr+C59D09f05m+rePd\n7tLPpCY7VdR+sCpqxhg/C6pAeGNOBh+kbeXuC1szNKVZ+U9wwTnNPVXUbNjIGONnQRMIXyzbzrMz\n13Bl18Y8cEmy2905JaeKWjxz12fhLAdljDH+ERSBsHDzPh74cCkpLerz/JAurk8vLU//5Hi2Zh9h\n095ct7tijAkiNT4Q8guLuXfqYhrXjWLcjSlEhbs/vbQ8x6qo2bCRMcafqn5tZ5dFhIXwj5HnUDsq\njAYxEW53xyslq6jddF6i290xxgSJGh8IAF2b1XO7C2cstU0CHy/K5GhhEZFhgX9UY4yp/mr8kFF1\n1d9TRW3hpn1ud8UYEyQsEALUua3iCA8V5tgyFsYYP/EqEERkoIisFZF0ERlbxuORIvKB5/F5IpLo\n2R4uIpNEZLmIrBaRR7zdZ7CLOV5FzeojGGP8o9xAEJFQnFKYg4AOwHAR6VCq2a3APlVtDbwMPOvZ\nfh0QqaqdgR7AHSKS6OU+g15qcgKrdxxk96E8t7tijAkC3hwh9ALSVTVDVfOB94HBpdoMBiZ5bk8D\nBoiIAArEiEgYUAvIBw56uc+gZ1XUjDH+5E0gNAG2lrif6dlWZhtVLQQOAHE44ZAD7AC2AC+oaraX\n+wRARG4XkTQRScvKCq7xdKuiZozxJ28CoazLekuvqXCqNr2AIqAxkAQ8KCItvdyns1F1nKqmqGpK\nQoL/ax27yaqoGWP8yZtAyARKrgTXFNh+qjae4aG6QDYwApipqgWquhv4Hkjxcp8GZ/ppdk4+K7Yf\ncLsrxpgazptAWAC0EZEkEYkAhgHTS7WZDtzkuT0E+Fqdldm2ABeJIwboA6zxcp8GOL+Ns0S3LWNh\njKlq5QaC55zA3cAsYDXwoaquFJEnROQqT7MJQJyIpAMPAMemkb4GxAIrcELgLVVddqp9+vB91Rjx\nsZF0alLHpp8aY6qcV0tXqOoMYEapbX8scTsPZ4pp6ecdLmv7qfZpypbaJoFxczM4lFdA7ahwt7tj\njKmh7ErlasCqqBlj/MECoRqwKmrGGH+wQKgGjlVRm7POqqgZY6qOBUI10b9tApn7jrBxT47bXTHG\n1FAWCNVE/zZWRc0YU7UsEKqJ5nHRJMZFM3e9TT81xlQNC4RqJDU5gR837OVoYZHbXTHG1EAWCNVI\napsEjhRYFTVjTNWwQKhGrIqaMaYqWSBUI1ZFzRhTlSwQqpnjVdQOWhU1Y4xvWSBUM/2TPdNPbbaR\nMcbHLBCqmfaN6hAfG2nXIxhjfM4CoZoJCRFS28TzXbpVUTPG+JYFQjWUalXUjDFVwKtAEJGBIrJW\nRNJFZGwZj0eKyAeex+eJSKJn+0gRWVLip1hEunkeGy4iy0VkmYjMFJF4X76xmsyqqBljqkK5gSAi\noTiVzwYBHYDhItKhVLNbgX2q2hp4GXgWQFUnq2o3Ve0G3ABsUtUlnrrLfwUuVNUuwDKcCmrGC8eq\nqM2xQDDG+JA3Rwi9gHRVzVDVfOB9YHCpNoOBSZ7b04ABIiKl2gwHpnpui+cnxtOuDrC9Av0PWqlt\nEli0ZT8H8wrc7ooxpobwJhCaAFtL3M/0bCuzjade8gEgrlSb6/EEgqoWAL8GluMEQQecuszGS/2T\nEygqVn5Itypqxhjf8CYQSn/TByg9veW0bUSkN5Crqis898NxAqE70BhnyOiRMl9c5HYRSRORtKws\nGyI55pwW9YmNDGOuLWNhjPERbwIhE2hW4n5Tfj68c7yN5/xAXSC7xOPDODFcBNANQFU3qFMC7EPg\nvLJeXFXHqWqKqqYkJCR40d3gEB4awrmt4phrVdSMMT7iTSAsANqISJKIROB8uE8v1WY6cJPn9hDg\na88HPSISAlyHc+7hmG1ABxE59gl/CbC6Ym8heKUmWxU1Y4zvhJXXQFULReRuYBYQCkxU1ZUi8gSQ\npqrTccb/3xWRdJwjg2EldpEKZKpqRol9bheRx4G5IlIAbAZG++pNBYuSVdRaJsS63BtjTHUn1Wm4\nISUlRdPS0tzuRkC54PlvSIqP4a2be7ndFWNMgBKRhaqaUl47u1K5mktNTuCnjGyromaMqTQLhGqu\nf7JTRS3NqqgZYyrJAqGa69PSqaJmy1gYYyrLAqGai4kMI6VFA1vGwhhTaRYINUBqcgJrdh6yKmrG\nmEqxQKgBUpM9q59aFTVjTCVYINQAx6qo2bCRMaYyLBBqgONV1NZnUWRV1IwxFWSBUEP0b5vAvtwC\nVmyzKmrGmIqxQKghzm8dj4hVUTPGVJwFQg0RFxtJp8Z1bTlsY0yFWSDUIKnJ8VZFzRhTYRYINUhq\nG6uiZoypOAuEGuRYFTWbfmqMqQgLhBrEqqgZYyrDq0AQkYEislZE0kVkbBmPR4rIB57H54lIomf7\nSBFZUuKnWES6eR6LEJFxIrJORNaIyLW+fGPBKjU5gW37j5BhVdSMMWeo3EAQkVDgNWAQ0AEYLiId\nSjW7Fdinqq2Bl4FnAVR1sqp2U9VuwA3AJlVd4nnO74Ddqprs2e8cX7yhYFeyipoxxpwJb44QegHp\nqpqhqvk4tZEHl2ozGJjkuT0NGCAiUqrNcGBqifu3AM8AqGqxqtpCPD7QPC6apPgYCwRjzBnzJhCa\nAFtL3M/0bCuzjaoWAgeAuFJtrscTCCJSz7PtSRFZJCIfichZZ9h3cwqpbeKtipox5ox5Ewilv+kD\nlD5jedo2ItIbyFXVFZ5NYUBT4HtVPQf4EXihzBcXuV1E0kQkLSvLvvV6I9WqqBljKsCbQMgEmpW4\n3xTYfqo2IhIG1AWySzw+jJOHi/YCucCnnvsfAeeU9eKqOk5VU1Q1JSEhwYvummNV1Gz6qTHmTHgT\nCAuANiKSJCIROB/u00u1mQ7c5Lk9BPhaPfMeRSQEuA7n3AMAnsc+By7wbBoArKrgezClHKuiZucR\nzJkoKlYenraMyfM2u90V45JyA8FzTuBuYBawGvhQVVeKyBMicpWn2QQgTkTSgQeAklNTU4FMVc0o\nteuHgcdEZBnODKQHK/dWTEnHqqjtsipqxkvv/riJD9K28rtPVzBl3ha3u2NcEOZNI1WdAcwote2P\nJW7n4RwFlPXc2UCfMrZvxgkLUwX6Jyfw7Mw1zF2XxXUpzcp/gglq2/Yf4blZa+nXJp7w0BB+99ly\nakWEcHX3pm53zfiRXalcQ7U/uzYJtSOtrKYpl6ry+0+XowpPX92Zf4w8hz5JcTz00TJmrtjpdveM\nH1kg1FAiQj+roma88PmyHXyzNosHL02mWYNoosJDGX9TCl2b1uWeqYtsckIQsUCowfonWxU1c3r7\ncvJ5fPpKujaty819k45vj4kM462be9GmYW3ueDeNeRm2gq5bioqVdbsO+eW1LBBqsGNV1OwbnjmV\np75czYEjBTxzTRdCQ06+nKhurXDevbUXTetHc+ukNJZu3e9SL4NXcbHy8MfLGPz379m2/0iVv54F\nQg12vIqaBYIpw7frs/h4USZ39G9Jh8Z1ymwTFxvJe7f2pn5MODdOnM/qHQf93Mvgpar87rMVTFuY\nya/6t6JJvVpV/poWCDVcanI8i7daFTVzsiP5RTz66XKS4mO456I2p23bqG4UU8b0oVZ4KDdMmEdG\n1mE/9TJ4qSqPf76KqfO3cOcFrbh3QGu/vK4FQg3XP7mhp4qazTYyJ7z81Tq2Zh/hmWs6ExUeWm77\nZg2ieW9Mb1Rh5Ph5bM3O9UMvg5Oq8sy/1/D2D5sYc34S/3dZW36+VmjVsECo4bo3r+epomaBYBzL\nMw8w/tsMhvdqRp+WpdegPLXWDWN599be5BwtZNSEeey2ix6rxEv/Xce4uRnceG4Lfnd5e7+FAVgg\n1HjhoSGcZ1XUjEdBUTEPf7yMuNhIxg5qf8bP79C4DpNu6cWeQ0cZOX4e2Tn5VdDL4PXq/9bz6tfp\nDOvZjMeu7OjXMAALhKBgVdTMMRO+28iqHQd54qqO1K0VXqF9dG9en/E39WRLdi43Tpxn56d8ZNzc\nDbz433Vc070JT1/dmZAQ/4YBWCAEhf7Jziqxc9babKNgtmlPDi//dx2XdjiLgZ0aVWpf57aK441R\nPVi78xC3vLWA3PxCH/UyOL39/UaenrGGK7qczXNDurgSBmCBEBSaNfBUUVtvgRCsVJVHP11ORGgI\nTwzu5JOhiAvbNeRvw7qzaMs+bn9nIXkFVpCpIqbM28Jjn6/iso5n8fL13QgLde9j2QIhSDhV1Pba\nH22Q+mhhJj9s2MvDg9rRqG6Uz/Y7qPPZPD+kK9+l7+HuKYsoKCr22b6DwbSFmTz66XIuateQV4ef\nQ7iLYQAWCEGjf9sE8gqKrYpaENp9KI8/f7manon1GdGruc/3f22Ppjw5uCNfrd7NAx8utbWzvPSv\nJdv47bSl9GsTzz9GnkNEmPsfx+73wPhFn5ZxRISG2LBRKe/+tJnRb83nQG7NPTH6+OerOJJfxDPX\nVN3Y9A3nJvLIoHZ8vnQ7j36ynGILhdP69/IdPPDhUnomNmDcDSleXQviDxYIQSI6IoyUxPq2jEUJ\nCzdn89j0lcxem8XNb88n52jNOzH61apdfLlsB/dc1JrWDWOr9LXu6N+Key9qzQdpW3nii1U2zfkU\nvlq1i3umLqZbs3pMHN2TWhGBEQbgZSCIyEARWSsi6SIytozHI0XkA8/j80Qk0bN9pIgsKfFTLCLd\nSj13uois8MWbMad3rIrazgN2QdGBIwXcO3UJjetF8dyQLizZup873q1ZJ0YP5RXwh3+toO1Ztbmj\nfyu/vOZvLknm1vOTePuHTbz4n3V+ec3qZM66LO6cvIiOjevw1s09iYn0qkaZ35QbCCISCrwGDAI6\nAMNFpEOpZrcC+1S1NfAy8CyAqk5W1W6q2g2nTOYmVV1SYt/XALYwip+ktnGmnwb7sJGq8sgny9h1\nMI+/DevO0JRmPOc5MXrv1MUU1pATo8/PWsvOg3k8c21nv41Piwi/v7w9w3s14+/fpPOP2el+ed3q\n4If0Pdz+ThqtG8byzi29qRNVsetAqpI3/5f0AtJVNUNV84H3gcGl2gwGJnluTwMGyM/ntQ0Hph67\nIyKxOPWXn6pIx82ZO15FLciHjabO38qM5Tt56LK2dG9eH4AhPZry2JUd+M+qXfx22rJqPwa+cHM2\n7/60mZvOTeQcz3v0FxHhqV92ZnC3xjw3cy2Tftjk19cPRAs2ZXPrpDRaxDlrQtWNDrwwAO9qKjcB\ntpa4nwn0PlUbVS0UkQNAHFByAZ3rOTlIngReBE67SpaI3A7cDtC8ue9nSASTY1XUvl6zm6Ji/dn6\n98Fg3a5DPP75Svq1ief2fi1Pemx03yQO5RXy4n/XERMZxhOD/b90gC8cLSzi4Y+Xc3adKB66rK0r\nfQgNEV64riu5+UX8afpKoiNCg7a29+It+7j5rQWcXS+KyWP60CAmwu0unZI3Rwhl/UWU/vp02jYi\n0hvIVdUVnvvdgNaq+ml5L66q41Q1RVVTEhISvOiuOZ3+yQnszy3gpyCsgHUkv4i7pyyidlQYLw7t\nWuaMm7svas1t/ZJ496fNvPCftS70svJen72B9N2HeerqTsS6OEYdHhrC30d0p1+beB7+eBlfLtvh\nWl/csmLbAW6cOJ+42AimjOlDQu1It7t0Wt4EQiZQMtqbAttP1UZEwoC6QHaJx4dRYrgIOBfoISKb\ngO+AZBGZfSYdNxVzUbuGNKlXi998sIQdB6q+AlMgefLLVazbdZiXhnajYe2yL84SER79hTMG/to3\nG3hjzgY/97Jy1u86xGvfpHNV18Zc1O4st7tDZFgo425IoUeL+tz3/mK+XrPL7S75zZqdBxk1YR51\nosKZclsfn14QWFW8CYQFQBsRSRKRCJwP9+ml2kwHbvLcHgJ8rZ45ZyISAlyHc+4BAFV9XVUbq2oi\ncD6wTlUvqMwbMd6pHRXOxNE9yc0vYsyktKBZg+bfy3cwZd4W7khtSWry6Y80j42BX9HlbP7y7zW8\n99NmP/WycoqLlbGfLCcmMow/Xll63od7akWEMmF0Tzo0rsOv3lsUFLU50ncfYuSb84gKC2XqbX38\nUu3MF8oNBFUtBO4GZgGrgQ9VdaWIPCEiV3maTQDiRCQd50RxyampqUCmqmb4tuumoto2qs2rw7uz\nesdB7n9/SbU/gVqezH25PPzxMro2q8eDl3o3ph4aIrx8fTcuateQP/xrBf9asq2Ke1l5k+dtZuHm\nffz+8g7ExwbW0ESdqHAm3dyLpLgYxryTxsLNNfeK+Y17chjx5jxEhCm39aZ5XLTbXfKaVKeLR1JS\nUjQtLc3tbtQYE7/byBNfrOJX/VsxdlA7t7tTJQqLirl+3E+s23mIL+/td8Z/nHkFRdw0cT5pm/fx\nxqgeXNLB/WGYsmzff4RLX55Lt2b1ePfWXgF7Mnz3oTyGvvEje3PymXpbHzo1qet2l3xqa3YuQ//5\nI0cLi3n/9j4kn1Xb7S4BICILVTWlvHZ2pXIQu7lvIiN6N+eNORv4KG1r+U+ohl75aj0LN+/jz9d0\nrtA3tajwUMbflEKnxnW4a0pgDneoKn/81woKi4t5+urOARsGAA1rRzH5tj7UiQrnxonzSd99yO0u\n+cz2/UcY/uZP5OYX8d6tvQMmDM6EBUIQExEev6ojfVvH8einy5lXw2Ye/ZC+h9dmpzM0pSlXdW1c\n4f3Ujgrn7Zt7kRgXzZh30li8JbCGO2Ys38lXq3fz4CVtq8XwRJN6tXhvTG9CRBg5fh5b9lb/+sy7\nDuYx4s2fOJBbwLu39qJD4zpud6lCLBCCXHhoCP8Y0YNm9aP51XsL2by3ZlRV23v4KPd/sISW8TE8\ndlXHSu+vfkwE793am/jYSEa/tYDVOw76oJeVtz83nz9NX0HnJnW5uW+i293xWlJ8DJPH9OZoYTEj\nxv9UrWe87Tl8lBFv/kTWoaO8fUsvujSt53aXKswCwVA3OpwJo3uiwC1vL+DAkeq98mdxsfLQR0vZ\nf6SAV4efQ3SEb+biN6wTxeQxvakVHsoNE+azMQBKkj49YzX7cgt45prOrhZWqYi2jWrzzi292J9b\nwMjx89hz+KjbXTpj+3LyGTV+Htv35zFxdE96tPDvVeG+Vr3+DzJVJik+htdH9mDz3lzunrKoWq/n\nM/H7jXyzNovfX97e54fuzRpE896YXhQVF3s+CNz7ZvtD+h4+TMvktn4tq+3J2S5N6/HWzT3Zvv8I\nN0yoXsuQHzhSwKgJ88jYk8P4m1Lo3TLO7S5VmgWCOe7cVnH8+epOfLt+D49/vsrt7lTI8swDPDtz\nDZd2OIsb+rSoktdo3bA279zSm4OeDwQ3vtnmFRTxyKfLaREXzf0Xt/H76/tSz8QGvHljCht2H+am\nt+ZzuBosQ34or4AbJ85n/a7D/POGHvRtHe92l3zCAsGc5Pqezbk9tSXv/rS52i1KdvhoIfdMXUR8\nbCTPDelSpbNtOjety4TRzjfbGyfM9/sw2ytfrWfz3lyeubpzwBRXqYx+bRL4+4juLN92gDGTFgT0\nMuQ5Rwu5+a0FrNx2gL+P6M6FbRu63SWfsUAwP/PwwHZc3P4sHv98JbPX7na7O17742cr2JKdy1+H\ndadedNUvINYrqQFvjOrB+t2HuOXtBX676nvFtgO8+W0GQ1Oacl4N+WYKcGnHRrw0tCvzNmYfn+AQ\naEOXRzxX+C/aso+/DuvOpR0bud0ln7IL00yZco4WMuSNH8nMzuXjO88L+DnVHy/M5MGPlnL/xW24\n/+Jkv772jOU7uHvKIvq2jmf8TSlEhlXdN/bComKu/scP7DiQx1cPpPol+Pzt/flbGPvJcgDCQ4Vm\nDaJpGR9DUnwMSfGxJMZH0zI2ZtrwAAAb8ElEQVQ+lrPqRPr1mou8giJueyeN79L38PLQbvyyexO/\nvXZleXthmgWCOaXt+48w+LXviQoP4bM7+xIXYMshHJORdZgrXv2Ozk3qMuW2Pq4s6/1h2lZ+O20Z\nl3U8i9dGnFNlM37enJvBn2es5u8junNFl4pfWxHoVm0/yIrtB9i4J4eNWTls2pvDxj05HC08ccQQ\nHRFKYlwMSQkxJMV5AiMhhpbxMT4PyvzCYn793kL+t2Y3z13bhaE9q9dS3hYIxieWbN3P9f/8kc5N\n6jL5tt5V+u23Io4WFnHNP35g2/4j/Pu+fpxd171FxI4tBXLtOU15fojvC9pv2ZvLpa/M4fzW8bx5\nY0pAX5FcFYqLlR0H89iYlcPGvU5QbNxzmI17cti67whFJdbkqhcd7jmicAIi8fgRRswZT0MuLCrm\n7imLmblyJ0/9shOjqmiyQlXyNhACq6CnCTjdmtXjxaFduXvKYh75eDkvDu0aUB9Ez/57LSu3H+TN\nG1NcDQOAW85P4mBeAa98tZ7aUWH86coOPvtdqSqPfrqcsJAQnvxlp4D6N/CXkBChSb1aNKlXi/Pb\nnHzupKComK3Zuc4RxZ4cMvbksGlPDj9u2Msni05emLBRnSgS46NJio89MRSVEEOz+tE/KzVaVKz8\n5sOlzFy5kz9e0aFahsGZsEAw5bqiS2M27M7h5a/W0aphLHdd2NrtLgHw9ZpdTPx+I6PPSwyYRefu\nG9CGQ3mFTPhuI7WjwrxeXbU8nyzaxnfpe3hycEfXgy8QhYeG0DIhlpYJsT97LDe/kE17co8PO2V4\njixmrdxJdk7+8XahIULT+rWOH0kkxcewcPM+Pl+6nbGD2nHL+Un+fEuusEAwXrl3QGs2ZB3m+Vlr\naZUQw8BOZ7van50H8njoo2W0P7tOQK3UeqzI/OG8Ql79Op3aUWHcntqqUvvcc/goT365ih4t6jOy\nd83+hloVoiPC6NC4TpkXKe7PzT9+VLHJc2SxcU8O8zdmk5vvTH39zcXJ/Kp/5f4NqwsLBOMVEeG5\nIV3Yui+X+z9Ywkf1ounc1J2rY4uKlfs/WMyR/CL+PqJ7wM3DFxGevqYzh/MLeXrGGmpHhTO8V8Xr\ngT/x+Spyjhbyl2s6+/y8RLCrFx1B9+YRdG9+8pITqkrWoaMcPlpIUnyMS73zP6+mQojIQBFZKyLp\nIjK2jMcjReQDz+PzRCTRs32kiCwp8VMsIt1EJFpEvhSRNSKyUkT+4tu3ZapCVLhTDjEuJpIx7yxg\n54E8V/rxj2/S+SkjmycGd6RVGUMEgSA0RHh5aDcuaJvAo58uZ/rS0lVnvfPNmt1MX7qduy5sTZsA\nn/pbk4gIDetE0TIhNqjO15QbCCISCrwGDAI6AMNFpHR9vluBfaraGngZeBZAVSerajdV7QbcAGxS\n1SWe57ygqu2A7kBfERnkk3dkqlRC7UgmjE7hcF4hY97x38VYx6RtyuaV/61ncLfGDOnR1K+vfaYi\nwkJ4fWQPerZowAMfLDnjesKHjxbyu0+X07phLL++IDiGLIy7vDlC6AWkq2qGqubj1EYeXKrNYGCS\n5/Y0YID8PFaHA1MBVDVXVb/x3M4HFgGB/ddtjmvXqA6vjujOqu0HeeCDpX4rwXkgt4D73l9C0/q1\neKqazLRx6gmn0P7sOvz6vUX8uMH7mhMvzFrLjoN5PHtt54Cb7mtqJm8CoQlQspxWpmdbmW08NZgP\nAKWX/rseTyCUJCL1gCuB/3nXZRMILmp3Fo/+oj0zV+7khf+srfLXU1Ue/ngZuw7m8bdh3akdFV7l\nr+krtaPCmXRLL5o3iGbMpAUs2bq/3Ocs2rKPST9u4oY+LejRokHVd9IYvAuEsr6Glf5KeNo2ItIb\nyFXVFSc9SSQMJyT+pqoZZb64yO0ikiYiaVlZWV501/jLrecnMbxXc/4xewMfL8ys0teaPG8LM1fu\n5LcD29K1WfUrQNIgJoL3xvSmQWwEo9+az9qdpy4dmV9YzCMfL6dRnSj+7zLfTFs1xhveBEImUPI6\n7aZA6TNkx9t4PuTrAtklHh9GGUcHwDhgvaq+cqoXV9VxqpqiqikJCQledNf4i4jwxOCOnNcqjrGf\nLGPBpuzyn1QBa3Ye5IkvVtE/OYEx57esktfwh7PqRDH51j5EhIYwasK8U1an++ecDazddYgnB3eq\nVkdCpvrzJhAWAG1EJElEInA+3KeXajMduMlzewjwtXrWxBCREOA6nHMPx4nIUzjBcX/Fu2/cFh7q\nnDhtVj+aO95d6PP6uEfyi7h7ymLq1grnxaFdq/20y+Zx0bw3pjeFRcWMHD/vZ6Uj03cf5tWv07m8\ny9lcHCAX25ngUW4geM4J3A3MAlYDH6rqShF5QkSu8jSbAMSJSDrwAFByamoqkFlySEhEmgK/w5m1\ntMgzJXWMT96R8btjJTiLipVbJi3gYJ7vagM88cVKNmQd5uWh3YgP0MX1zlTyWbWZ5CkdOWr8PPZ6\nCuwUFyuPfLKMWhGhPHZl5etAG3OmbHE74zM/bNjDjRPmc17reCbelFLpFT+/XLaDu6Ys4tcXtOLh\ngYFzNbKvzMvYy40T59O6YSxTb+/D50u387tPV/DckC4MTaleq2mawObt4nZWIMf4zHmt4nnql52Y\nuy6LJ7+oXAnOrdm5jP1kGd2b1+OBS/xb38BfereM441RPVi78xA3TZzPX2as4bxWcVwX4NdXmJrL\nAsH41LBezbmtXxKTftzMOz9uqtA+CoqKuff9xaDwt2HdCa+i2gKB4MJ2DXllWDeWbt1PflExT1/d\nuVpcX2FqJlvLyPjc2EHtycjK4fHPV5EYF0Nq8pnNDnvpv+tYvGU/r404h2YNoquol4Hjii6NiYkM\nQ4DEIFo3xwSemvvVy7gmNET46/DutGkYy12TF5G++9Rz7kv7bv0e3pizgeG9mnF5F3dXVPWnC9s2\n5IIaVKzdVE8WCKZKxEaGMWF0TyLDQ7nl7bST1p0/lT2Hj/KbD5fQOiGWP15hs2yM8TcLBFNlmtSr\nxZs39mDnwTx+9e5CjhYWnbJtcbHy4IdLOXikgFdHdKdWhK3dY4y/WSCYKtW9eX1euK4r8zdl8+gn\nKzjVNOcJ321kzrosfn9FB9o1+nkhE2NM1bOTyqbKXdW1MRlZh3nlq/VlLuW8dOt+npu1hss6nsWo\n3hUvJGOMqRwLBOMX9w1ow4asHJ6btYak+BgGdmoEwKG8Au6ZupiGtaN47tquNuXSGBfZkJHxCxHh\n+SFd6Nq0Hr/5YAkrth1AVfn9ZyvYtv8Ifx3WjbrRtpCbMW6yQPAXVdiTDnkH3O6Ja6LCQxl3Yw/q\nR4czZlIar8/ZwL+WbOf+AW1ISbQ1/41xmw0ZVaWD2yFjNmz4xvlvzm6QUGjcHVr2h6RUaNYbwmu5\n3VO/aVg7igmjezLk9R94buZa+rRswJ0Xtna7W8YYbHE738o7CJu/PxEAezyVxKLjoeUFkHg+HMiE\njXNh20LQIgiNhOa9nXBIusAJi9Can9Oz1+5m3NwMXhrajUZ1o9zujjE1mreL21kgVEZRgfPBfuwo\nYFsaFBdCWC1ocR60utAJgoYdIaTU6FzeQdjyI2TMcQJi13Jne0RtSOwLSZ4jiIYdfv5cY4w5A94G\nQs3/KupLqrBn3YkA2PQd5B8CxPlm3/c+JwCa9Yawctbuj6oDyZc5PwA5e5xg2DgXNs6BdTOd7dHx\nkNTPCYiW/aF+EthMHGNMFbBAKM/h3SefBzjkqR5aPwk6D3GOAhL7QXQlT4rGxEOna5wfgP1bTw6I\nlZ862+s2O3H0kJQKdYJnvR9jTNXyashIRAYCfwVCgfGq+pdSj0cC7wA9gL3A9aq6SURGAv9XomkX\n4BxVXSIiPYC3gVrADOA+Laczfhkyys+BzT+cCIHdK53tteo7H8THhoHqJ1ZtP0pShT3rnWDYOAc2\nfgt5+53H4pNPHD206Fv5YDLG1Dg+O4cgIqHAOuASIBOnxvJwVV1Vos2dQBdV/ZWIDAOuVtXrS+2n\nM/AvVW3puT8fuA/4CScQ/qaq/z5dX6okEIqLYPtiyPgGNsyGrfOguMBzsrfPiQBo1DVwxvKLi2Dn\n8hNHD5t/gIJcQODsrs6RQ8v+0PxciLDllI0Jdr48h9ALSD9WE1lE3gcGAyVLYg0GHvPcngb8XUSk\n1Df+4cBUzz7OBuqo6o+e++8AvwROGwg+oQrZGU4AZMx2PlSPXRvQqAv0+bUTAs3PDdzpoCGh0Lib\n89P3XijMd05ub/ScoP7pdfjhbxASDk17npji2iQFwiLc7r0xJkB5EwhNgK0l7mcCvU/VRlULReQA\nEAfsKdHmepzgONY+s9Q+m5T14iJyO3A7QPPmFVznJmcvbJztGQaaDQe2ONvrNoP2VzkBkNTfGcev\njsIioMW5zs8FY51hry0/OQGRMQdm/wVmPwPhMU6blhdAj5shMtbtnhtjAog3gVDWlJbS40ynbSMi\nvYFcVV1xBvt0NqqOA8aBM2RUbm/LMq4/HNgKkXWdGTt974VWF0GDljVzxk5EDLQe4PwAHNnnzIja\nONcJiP/8Hpa+D8Mm+/dciDEmoHkTCJlAsxL3mwLbT9EmU0TCgLpAdonHh+EZLirRvmQl8bL26TuD\nnoPYhnB2t6C46OtnatWH9lc6PwDp/4NpN8O4C2HoO05IGmOCnjdnSRcAbUQkSUQicD7cp5dqMx24\nyXN7CPD1sfMHIhICXAe8f6yxqu4ADolIH3GWt7wR+Fel3snptPsFNE0JzjAoS+sBcNs3EJMA7/4S\n5r/pnFsxxgS1cgNBVQuBu4FZwGrgQ1VdKSJPiMhVnmYTgDgRSQceAMaW2EUqkHnspHQJvwbGA+nA\nBvxxQtmcENcKxnwFrS+GGQ/BF/c7J6eNMUHLlq4IdsVF8PVT8N1Lzsyqoe9CbILbvTJu2LEUZv3O\nOQfVbSQkD7RZaTWEt9NOA2RivXFNSChc/CcYMhG2L4FxFzgfDCZ4FObDN0/DmxdB1lrn3//DG+Cl\ndvDvsbBjmds9DG7r/wsfj4Hi4ip/KQsE4+h0LdziWT9pwmWw4mN3+2P8Y8dSePNCmPMsdBoCd82D\n+1fAyGnOkixpE+Cf/eCN8+GnNyA3u/x9Gt/YvwXeHwmThzhf1g7vrPKXtCEjc7LDu+HDG52VWM9/\nAC76Q+BcoW18pzAfvn0Bvn0RouPgyr9C20E/b5ebDcunwZL3nPAICXfadR8FrQbYRI2qUHgUfngV\n5r7gTIvv/1voc1elhu9s+WtTcYX58O//g4VvO+PI17zprM5qaoYdS+GzO2HXCugyDAY+490aWDtX\nwJLJsOwDyN0LsY2g6/XQbRQkJFd9v4NB+v9gxv9B9gbnotnLnoZ6zcp/XjksEEzlqMKC8TBzLDRo\nBcOnOjOTTPXl7VGBN/tZPwsWT4b1/3EKPTXt6ZyI7nQNRNX1fd9rugOZMPMRWD3d+Xv7xXPODEAf\nsUAwvrHxW2cISYtgyFsnrn421UtFjwrKc2gXLP/QCYes1U5xqPZXQveRkJhqw43lKcyHn16DOc85\nX8JSH4Lz7im/nsoZskAwvrNvE0wd4fzBX/oU9LmzZi75URP56qigPKqwfZETDCumOQtG1m0O3YZD\ntxG2REpZMmbDlw/B3vXQ7gpneKh+iyp5KQsE41tHD8Nnv4LVn0PXEXDFyxButZADWlUdFZSnIA/W\nfOGcb9jwDaDOjKVuI6DDYFuS/eB2mPWoU/SqfpKztE7ypVX6khYIxveKi2Hu8zD7aWcp7evfs4pt\ngchfRwXeOJAJS6fCkinOsvMRsdDxl86J6OZ9gutIs6jAWZp+9l+cIdh+D8J59/rli5UFgqk6qz+H\nT+6AyNrOiqlNy/3/zPiLW0cF5VF1pjIvnux8My7IcU6edhsBXYdD3TJXv685Ns51Zg9lrYHkQc6/\nS4Mkv728BYKpWrtWwtThcGin8w2023C3e3RmVGHbIlj+kVMnu+3lzrfo6jq9tjDfOXr77iX3jwrK\nc/SwM5tm8WTY/B1ICLS80DkR3fbymjUUeXCHs9z8imlQrwUMetaVfxcLBFP1crPho5ucbz/n3g0X\nPx74FyrtWe+EwPKPnCGM0Aio1cC5CjQ0EtpcAh2vhuTLnCOg6mD7EueoYPfKwDoq8EZ2BiyZ6gwr\nHdgKUfWg8xBnCmvj7tV3SKmoAOaPg2+egaJ8OP9+OP83rlVhtEAw/lFU4CyINv+fTtGhIROd+guB\n5OB2WPGJEwI7lgDilBTtfJ0zRTKyDmxLc9qs+gwO7YCwKE84XOOEQyCeCD12VPDti061v0A+KihP\ncbFT4W/JZGdIsjAPap/t/Dsl9XfKwNZtWv5+AsGm750VhHevgtaXOEcFLl/DY4Fg/GvRO/DFA85V\nlcPfh4S27vbnyD7ng2XZh061ONT5xtl5qHMEcKqT4cXFsHWeM8696jM4vMuZW598mXPRVetLICLa\nr2+lTNX5qKA8R/Y7/3YbvnaOPnM9lXgbtDwRDompEBPnbj9LO7QL/vsH50ruus1h0F+g7S8C4ijH\nAsH435Z58MEoKDgC146HtgP9+/oFR2DdTGftnfX/cQ7VG7SCLkOdhdviW5/Z/oqLnBOhKz+FVf+C\nnCynLnXbgU6otL7E/+PdNemowBvFxc437Y1znHDY9D3kHwIEGnXyBMQFztLtbtUILyp0rur/5s/O\nkU3f+5x1wALhi4OHTwNBRAYCfwVCgfGq+pdSj0cC7wA9gL3A9aq6yfNYF+CfQB2gGOipqnkiMhx4\nFKeW8nZglKruOV0/LBCqgQOZzgqNO5bCgD84fxhV+Q2pqND5sFg+zflWmX/IWWOn07XOWLSvxqGL\nCmHz9044rJ7urOUTUdv5MO54tXMFt4+vLv2ZmnxU4K2iAti+2KkNvnGOczRXlA8hYc7yGUn9nWGm\npj39U8thy0/w5YPOrK5WA+AXz7s+PFQWnwWCiIQC64BLcGohLwCGq+qqEm3uBLqo6q9EZBhwtape\n76mvvAi4QVWXikgcsB8QnBDooKp7ROQ5IFdVHztdXywQqon8XJh+jzOzotO1cNXfffttSRW2LXTO\nCaz4BHJ2Q2Rd6HClc14gsZ9T56GqFBXCprmecPjcGZ6KrAPtLnfCoeWFvv0wCrajgjORnwtbfzoR\nENuXAArh0c5RQ8v+Tkg06uLbZTQOZ8F//whLp0Cdpk44t78yIIaHyuLLQDgXeExVL/PcfwRAVZ8p\n0WaWp82PnhDYCSQAg4ARqjqq1D7DcQIhBdgCvA4sUtVxp+uLBUI1ogrfvwJfPQ6NOsOwKZVftTFr\n3YkZQvs2OrOCki9zhoTcGL4B5xtrxhwnHNZ87izZEFUX2l3pCYf+EBpe8f3bUcGZObLPGVbaOMf5\nd9mz1tleq77zRaFlf0i6wPkWX5EP7+IiSJsI/3sSCnKddYdSHwrMSQcl+DIQhgADVXWM5/4NQG9V\nvbtEmxWeNpme+xuA3sAonGGkhjgB8b6qPldivxOBHGA9cKGqFp2uLxYI1dC6WU61p7BIpzxni3PP\n7PkHtjnFepZ/BDuXOXPWk1Kdk8PtrwislTUL8yHjG084fAlHDzofRO094ZCY6v20XDsq8I2DO5xz\nD8cC4mCms71Ok5NnMNVpXP6+ts53hod2LnPOW/ziBYhvU5W99xlfBsJ1wGWlAqGXqt5Tos1KT5uS\ngdALuBm4C+gJ5AL/A34PzAVmArcDGcCrwE5VfaqM17/d047mzZv32Lx5c3nvyQSarHXw/nDYtxku\nfwF6jD59+9xsZ5x++bQTM4Sa9HCGgzpeDbUb+aPXlVN41Jkls+ITWDsD8g87F4y1v9KZytqi76nD\nwY4Kqoaqc93DsXDYOBeOeCrAxbU5MbyUeP7Jv++cPfDVn2Dxe1C7MQx8Gjr8MmCHh8oSKENG1+Mc\nOYz2tPsDkAfMBv6iqgM821OBsar6i9P1xY4QqrEj++HjWyH9K+h5m/MhV3IoJT/35BlCxQUQ19o5\nEug8JCBP1Hmt4IhT+GTlJ7B2prNsQ0yCUwCl0zXOWHdIqB0V+FtxsXMy+FhAbP7B+bdB4OyuzhFE\ndBx897IT6OfeBam/dW82UyX4MhDCcE4qDwC24ZxUHqGqK0u0uQvoXOKk8jWqOlRE6uMcFZwP5OMc\nFbwMLAYW4pyIzhKRJ4FoVX3wdH2xQKjmiovgq8fgh78547lDJjqH38dnCB12LkbqdK1zNHB212r1\nLcwr+bmQ/l9nWGndLGccOvYsJxw2/2BHBW4qzHcmKxwLiMwFzheTxH5w+YvuX1tTCb6edvoL4BWc\naacTVfXPIvIEkKaq00UkCngX6A5kA8NUNcPz3FHAIzjTS2eo6m89238F3AcUAJuB0aq693T9sECo\nIZZ+4MxCKsoH1DkP0GGwEwIt+lbtDKFAkp/jhMLKT52joqi6dlQQSPJzYP9WJwiq+RcTuzDNBLZt\ni5wrOhP7OUtEVPUc/kCXn+sMoVVmRpIxp+BtIAT4SmSmxmpyjvNjHAF0VasJXlbw1BhjDGCBYIwx\nxsMCwRhjDGCBYIwxxsMCwRhjDGCBYIwxxsMCwRhjDGCBYIwxxqNaXaksIlk4y1xURDxw2opsQcZ+\nHyfY7+Jk9vs4oab8LlqoakJ5japVIFSGiKR5c+l2sLDfxwn2uziZ/T5OCLbfhQ0ZGWOMASwQjDHG\neARTIJy2XnMQst/HCfa7OJn9Pk4Iqt9F0JxDMMYYc3rBdIRgjDHmNGp8IIjIQBFZKyLpIjLW7f64\nSUSaicg3IrJaRFaKyH1u9ykQiEioiCwWkS/c7oubRKSeiEwTkTWe/0fOdbtPbhKR33j+TlaIyFRP\nZcgarUYHgoiEAq8Bg4AOwHAR6eBur1xVCDyoqu2BPsBdQf77OOY+YLXbnQgAfwVmqmo7oCtB/DsR\nkSbAvUCKqnbCKR88zN1eVb0aHQhALyBdVTNUNR94Hxjscp9co6o7VHWR5/YhnD/4Ju72yl0i0hS4\nHBjvdl/cJCJ1gFRgAoCq5qvqfnd75bowoJaIhAHRwHaX+1PlanogNAG2lrifSZB/AB4jIolAd2Ce\nuz1x3SvAb4FitzvispZAFvCWZ/hsvIjEuN0pt6jqNuAFYAuwAzigqv9xt1dVr6YHgpSxLeinVYlI\nLPAxcL+qHnS7P24RkSuA3aq60O2+BIAw4BzgdVXtDuQAQXvOTUTq44wmJAGNgRgRGeVur6peTQ+E\nTKBZiftNCYLDvtMRkXCcMJisqp+43R+X9QWuEpFNOMOJF4nIe+52yTWZQKaqHjtinIYTEMHqYmCj\nqmapagHwCXCey32qcjU9EBYAbUQkSUQicE4KTXe5T64REcEZI16tqi+53R+3qeojqtpUVRNx/t/4\nWlVr/LfAsqjqTmCriLT1bBoArHKxS27bAvQRkWjP380AguAke5jbHahKqlooIncDs3BmCUxU1ZUu\nd8tNfYEbgOUissSz7VFVneFin0zguAeY7PnylAHc7HJ/XKOq80RkGrAIZ3beYoLgqmW7UtkYYwxQ\n84eMjDHGeMkCwRhjDGCBYIwxxsMCwRhjDGCBYIwxxsMCwRhjDGCBYIwxxsMCwRhjDAD/D8Cdi8uS\nhIN6AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 10, 1)):\n", " beta = 9 * 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.5), (0.5, 0.5)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p3) + game.net.bp3) for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " def probs_tensor(field):\n", " prob = F.softmax(-beta * field.view(-1))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs_tensor(f).data.numpy() for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "entropy 3.6428\n", "entropy 3.68285\n", "entropy 3.69282\n", "entropy 3.72045\n", "entropy 3.74495\n", "entropy 3.76507\n", "entropy 3.76319\n", "entropy 3.76695\n", "entropy 3.77508\n", "entropy 3.77416\n", "entropy 3.84691\n", "entropy 3.80546\n", "entropy 3.81075\n", "entropy 3.84953\n", "entropy 3.85916\n", "entropy 3.89108\n", "entropy 3.88131\n", "entropy 3.91577\n", "entropy 3.936\n", "entropy 3.84024\n", "entropy 3.85828\n", "entropy 3.83907\n", "entropy 3.85573\n", "entropy 3.85563\n", "entropy 3.9407\n", "entropy 4.00172\n", "entropy 4.05139\n", "entropy 4.13256\n", "entropy 4.13725\n", "entropy 4.11761\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5YxUhQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnXmcjeX7x9/3OTNjzGDskiUx8ksL\nvoQkUhJlSdmXYcYYS0RU9kp7Cd+vyD5D9l1IIVKylElki0a2qWRnzDDr9fvjOaNpGubMzHnOMud+\nv17n5Zzz3M99XTM4n3Pf131dlxIRNBqNRqOxuNoBjUaj0bgHWhA0Go1GA2hB0Gg0Go0NLQgajUaj\nAbQgaDQajcaGFgSNRqPRAFoQNBqNRmNDC4JGo9FoAC0IGo1Go7Hh42oHckLJkiWlUqVKrnZDo9Fo\nPIoff/zxvIiUym6cRwlCpUqViI6OdrUbGo1G41EopU7aM05vGWk0Go0G0IKg0Wg0GhtaEDQajUYD\naEHQaDQajQ0tCBqNRqMBtCBoNBqNxoYWBI1Go9EAHpaH4O2ICIcOHWLTpk1UrlyZpk2bEhAQ4Gq3\nNHng+vXrfPXVVxw7doymTZty3333oZRytVsaL0ULgpuTkpLCd999x5o1a1izZg3Hjh27ea1gwYI8\n+eSTtG7dmpYtW1KmTBkXeqqxl7Nnz7Ju3TrWrFnDxo0buX79+s1rlStXpnXr1rRp04aGDRvi46P/\ni2qch94yclMOHTpE9+7dKV26NE2aNOGTTz6hWrVqTJs2jRMnTvDVV18RHh7O3r17CQ8Pp2zZsjRo\n0ICpU6ciIq52X5MJEWHGjBk88sgj3HHHHfTq1YuffvqJXr16sWnTJk6ePMn06dO59957mTp1Kk2a\nNKF06dJ069aNgwcPutp9jbcgIh7zqF27tngD33zzjQQFBUnRokWlR48esmLFComLi8tybFpamuzd\nu1fefPNNqVWrlgDSq1cvSU5OdrLXmluRnJwsERERAkjNmjVl7Nix8tNPP0laWlqW469duyYrV66U\nnj17StGiRaVIkSLy9ddfO9dpTb4CiBY7PmNd/iGfk4c3CMKKFSukQIEC8n//939y8uTJHN2blpYm\nY8aMEUBatWol8fHxuXMiNlbkf/8TadlS5LXXRI4ezd08GklISJA2bdoIIKNGjbqlCNyKU6dOSfXq\n1cXPz0+WLVtmkpea/I4WBA/kk08+EaWUPPzww3L+/HnnzvP77yKTJok0bCiilPFP4+67/35er57I\nxx+LnD2ba7+8jQsXLsgjjzwiSimJevNNkbfeEhk2TGTCBJEFC0S++kpk/37jd5qaatc8U6ZMceJP\noMkvaEHwIDJ+s2/ZsmXuv9lnIH2lce+9995+pfH11yKNGv39wX///SJvvily+LBxPTZWZNw4kRo1\njOs+PsbKYfZskehokYSEPPuaHzl16pRUv/deedLHR07XrStitRq/Y19f4/eY+VGypEhUlMgtVhAJ\nCQnSunXrXK80NN6NFgQPITk5WXr37i2AhIWFOXTvf+vWrRIUFCTlypWT/fv3/3vAd9+JFCwoUqmS\nyBtviBw8ePsJf/5Z5NVXRcqV+/uDzGIRqVZNpH17Q0jWrRNJSXHYz+CJHP7hBxlZtKgcsliM31GJ\nEsbK4Phx4wP/wgWRQ4cMMV682Niee+QRY+wTT4j8+muW82b8t6LjRJqcoAXBA0hNTZXnnntOABk9\nerQp3/p+/vlnufPOO6Vo0aISHR3994V9+0SKFhWpWlXkr79yNmlqqsiRIyLLlxsxhrZtRapU+Vsk\neve+5Tfd/M7JhQvlqu33EF+9usicOSLXr2d/Y2qqyNSpIkWKiPj7i7z/vkhS0r+GpaWlyWuvvSaA\ntGnTRlK8XHw19qEFwQMYP368APLRRx+ZaufEiRNSoUIFqVq1qly7dk3k2DGRO+4wvumfOOE4Q3Fx\nxgoCRN5913HzehDfPvusCMjxuXNzN0FsrCGwYGzT7d6d5bCJEycKIB9++GEevNV4Cw4VBKA5cASI\nAYZncb0AsMR2/Xugku39usBe22Mf0DbDPSeA/bZrdjmbnwRh//79UqBAAWndurVT9oO3bNkigAzv\n2VOkcmWR4sWz3yLKDWlpIl26GP+0Fixw/PxuzrdPPCECcv3atbxNtHKlSNmyxpbcf//7r8tpaWnS\ntm1b8fPzk3379uXNlibf4zBBAKzAMaAy4Gf7YK+eaUx/YJrteSdgie15AOBje14WOJvh9QmgpD1O\npj/yiyAkJiZKjRo1pFSpUvJXTrdr8sDI/v1lL0iyv7/Irl3mGbpxQ+Sxx0T8/ES2bjXPjhvyXf36\ncg0cI/KXL/+9Wpg161+Xz549K2XKlJEHHnhAbty4kXd7mnyLvYJgT6ZyXSBGRH4TkSRgMdAm05g2\nwFzb8+XAE0opJSIJIpJie98f0Cm0wBtvvMG+ffuYNWsWpUuXdo7RhATe2ruX6krRPSCAC8HB5tkq\nUABWroQqVeDZZ+HwYfNsuRnWhASugWPqEQUFweLF8NRTEBEBy5f/43KpUqWYPXs2+/fv57XXXsu7\nPY3XY48glANOZ3gda3svyzE2AbgClABQStVTSh3E2B7qm0EgBNiolPpRKRWR+x/Bs9i+fTsffPAB\nvXr1onXr1s4xmpoKHTti2bmT2PfeY0VcHP369Utf3ZlDsWKwfr0hDi1awJkz5tlyI6zXrxNvcWBF\nGD8/WLECHn4YunSBDRv+cfmZZ54hIiKCcePGsW3bNsfZ1Xgn2S0hgPbArAyvuwMfZxpzECif4fUx\noESmMfcCPwD+ttd32v4sjbEN1egW9iOAaCC6YsWKpi2pnMHVq1elcuXKcvfdd8vVq1edZ/itt4xt\nB1tS07vvviuAzJ8/33zb0dEiAQEitWsbQed8zk/ly8t+X1/HT3zpkhFkDggQ2b79H5fi4uKkSpUq\nUqlSJbly5YrjbWs8HhwYQ3gY2JDh9QhgRKYxG4CHbc99gPOAymKur4E6Wbz/BvBydr54egwhPDxc\nlFLy7bffOs/ojh1GUlTnzjePgqakpEiDBg0kKChITp06Zb4Pa9cawdEOHcy35WIOlC4tuwsWNGfy\nM2eMY8JBQSJ79/7j0vbt28VisUhYWJg5tjUejSMFwQf4Dbibv4PK92Ua8wL/DCovtT2/m7+DyHcB\nfwAlgUCgsO39QGAH0Dw7XzxZENasWSOADBs2zHlGL182ks4qVTKeZyAmJkYCAwPl8ccfl9TblE1w\nGK+/bvxz27PHfFsu5GhQkHxbpIh5Bk6cEClfXqRMmX/VmBo5cqQAsnr1avPsazwShwmCMRdPA0dt\nW0GjbO+9CbS2PfcHlmEcO/0BqCx/by8dxDhaugd41vZ+ZZuw7LNdH2WPH54qCGfPnpXSpUvLgw8+\n6LzTIGlpIp06GauDnTuzHDJjxgwBZOLEieb7c/my8c32uefMt+VCTgUEyKaSJc01cviwUeoik9An\nJiZKrVq1pFSpUnLmzBlzfdB4FA4VBHd5eKog9O7dW3x9feXnn392ntGoKOOv9513bjkkLS1Nnnnm\nGQkICJA///zTfJ/GjDF8yqqMRj7hrK+vfF6unPmGduwwtuFCQ//x9oEDB8TPz09CM72v8W60ILgJ\nR44cEavVKgMHDnSmUZHAQCMXIJvSBkePHhWr1SoDBgww36/z50UKFTLiGfmUaxaLrK5c2TnGRo40\n/guvXfuPtwcPHiwWi0V++eUX5/ihcXu0ILgJnTp1koCAAOct4W/cEPnPf4xM5NhYu25JX8EcP37c\nXN9EjNIWFoshWvmN1FQRkOX33eccezduiDz4oFGGJEOZ87/++ksCAwOlffv2zvFD4/bYKwi6haaJ\n7N27l8WLFzN48GDn9TseNQr27IHISCiXOV0ka1577TUsFgtvvPGGub4BDB1q5Ca8+675tpxNQgIA\nqQEBzrFXoADMnQvnz8OAATffLl26NEOGDGHZsmXs2bPHOb5o8gf2qIa7PDxthfDMM89I0aJF5dKl\nS84xuHGjsejr1y/Htw4dOlQsFoscNKO+UWYGDzaC3b/9Zr4tZ/LHHyIgix57zLl20/NMMnRUu3z5\nshQvXlyaN2/uXF80bgl6heBatm/fzueff86wYcMoWrSo+QaTkqB/f6hWDcaPz/Htw4cPJzAwkDFj\nxpjgXCZeeQWsVnj/ffNtOZO4OAAkMNC5docPhzp1oF8/+OsvAIKCghg+fDhffvkl3377rXP90Xgs\nWhBMQEQYMWIEd9xxBwMHDnSO0SlTICYGJk6EggVzfHvJkiUZOnQoK1euZPfu3SY4mIE774RevSAq\nCk6fzn68h5B25YrxpHBh5xr28TG2juLioG9foxsD8MILL1C2bFlGjhxpBAw1mmzQgmACGzZsYNu2\nbYwePZpAZ3xbPH8exo41iqC1aJHraV566SVKlCjBqFGjHOjcLRg2zPjgGjfOfFtOIunCBQBUkSLO\nN169Orz9NqxeDQsWABAQEMBrr73G9u3b+eKLL5zvk8bzsGdfyV0enhBDSE1NlVq1akmlSpUkMTHR\nOUZfeMHYkz9wIM9TpTft2bJliwMcy4ZevYzuYM7IgXACV+bPFwFZ/PLLrnEgJcVoxVm06M0TZomJ\niVK5cmWpUaOGczLSNW4JOobgGlasWMFPP/3E2LFj8fPzM9/goUMwbZqxVXDffXmerl+/fpQrV845\n2wwjRhixj48+MteOk0i+eBEAqzNiRllhtcKcOZCYaMRpAD8/P95880327dvHsmXLXOOXxmPQguBA\nUlJSGDNmDNWrV6dr167OMTp0KBQqBA46MlqwYEFef/11du3axbp16xwy5y2pUsUo6Tx1Kpw7Z64t\nJ5B86RIAPsWKuc6J4GDj38SiRfDDDwB06tSJ+++/nzFjxpCSkpLNBBpvRguCA/n00085cuQIb7/9\nNlar1XyDX3wBX34Jr78OJUs6bNqePXsSHBzMqFGjSEtLc9i8WTJihHF+f/Zsc+04gdTLlwHwdaUg\nALz6KpQpYwiDCFarlXfeeYdff/2VOXPmuNY3jXtjz76SuzzcOYaQlJQkFStWlLp16zqlR7IkJYn8\n3/8Z5ZBNiFUsWrRIAFm8eLHD5/4XTZoYhdqyKbPh7pwKCxMB2fDFF652RWT6dCM3YeVKETHqVtWv\nX18qVKggSUlJLnZO42zQMQTnsmLFCk6dOsXo0aMd0z4xO6ZPh19+MfbfTYhVdOjQgXvuuYfx48eb\nH0vo1w9OnICNG821YzJpV65wDQgoVMjVrkBYmHHy6NVXISkJpRSjR4/m9OnTOpaguSVaEByAiDBx\n4kSqVq3KM888Y77BS5eMbaInnoBWrUwxYbFYGDx4MLt372bHjh2m2LhJmzbGFse0aebaMRmJiyMO\n47iny/HxMY70xsQYXx6AFi1aUK1aNSZOnKjzEjRZogXBAezcuZMffviBwYMHY3FkP91b8eabcPky\nTJgAJq5GQkJCKFasGBMmTDDNBmCscHr1gnXrPDpRTV27RhxGYN4taNHC+NIwdixcvnxT5KOjo/nu\nu+9c7Z3GDdGC4AAmTJhAsWLF6NGjh/nGTp2CyZMhPBwefNBUU4GBgfTp04fVq1dz/PhxU23Ru7eR\nqDZzprl2TMRiEwS3WCGA8WXho4/g4sWbxQRDQkIoXrw4EydOdLFzGndEC0IeOX78OKtWraJPnz7O\nyUpOr1M0erT5toABAwZgsViYNGmSuYYqVYKnn4ZZsyA52VxbJmFJSHAvQQCoWRNCQuB//4MTJwgI\nCKBv376sXr2aY8eOudo7jZuhBSGPfPzxx1gsFgZkKD9sGufPG9+gu3WDChXMtweUK1eOjh07MmvW\nLK6k1+oxi7594c8/Ye1ac+2YhPX6da7hRltG6bz9NlgsMHIkYNQ48vHxMV/kNR6HXYKglGqulDqi\nlIpRSg3P4noBpdQS2/XvlVKVbO/XVUrttT32KaXa2junJ3D16lVmzZpFhw4dKGdn74E88fHHcOOG\ncXLEibz00ktcu3aN2WbnCrRoYQjd1Knm2jEJ3xs33CuGkE758v9IVrvzzjvp2LEjkZGR5ou8xrPI\n7lwqYAWOAZUBP2AfUD3TmP7ANNvzTsAS2/MAwMf2vCxwFvCxZ86sHu6WhzBhwgQBZPfu3eYbu3pV\npFgxkbZtzbeVBY0aNZK77rpLkpOTzTWUXtv/6FFz7ZjAlcBAmWWxuNqNrLl6VaR0aZFHHxVJS5Mf\nf/xRAPnoo49c7ZnGCeDAPIS6QIyI/CYiScBioE2mMW2Aubbny4EnlFJKRBJEJD1X3h9IP+tmz5xu\nTWpqKpMmTeLRRx+lTp065hucOdM4bjpsmPm2suCll17i5MmTrFq1ylxDvXoZRyZnzDDXjgkUSEri\nhq+vq93ImsKFYcwY2LYNtm3jP//5D40bN2bSpEm6nIXmJvYIQjkg41nAWNt7WY6xCcAVoASAUqqe\nUuogsB/oa7tuz5xuzerVqzlx4gRDhgwx31hiohFMbtIE6tUz314WtGrViipVqph/OqVsWXj2WaNX\nwo0b5tpyJGlpFEhOdl9BACNZrWRJ+OADAIYMGcKpU6dYuXKlix3TuAv2CEJWB90zZ7XccoyIfC8i\n9wEPASOUUv52zmlMrFSEUipaKRV9zo0KoE2YMIHKlSvTyqTEsH+wYAH88YfRGctFWK1WBg0axM6d\nO9m1a5e5xvr2hQsXYPlyc+04kmvXAEgqUMDFjtyGgAB48UVYvx7276dly5YEBwfrI6iam9gjCLFA\nxiMt5YE/bjVGKeUDBAEXMw4QkcNAPHC/nXOm3zdDROqISJ1SpUrZ4a75/PDDD+zYsYNBgwaZX8Qu\nNdX4RlerFjz5pLm2siE0NJSgoCDzP0CaNIGqVT0rc9kmCCn+/i52JBteeAECA+HDD7FYLAwaNIhd\nu3axc+dOV3umcQPsEYTdQFWl1N1KKT+MoPGaTGPWAOlZWe2ALSIitnt8AJRSdwHVgBN2zum2TJw4\nkaCgIEJDQ803tno1HD1qVAV1Ro2k21CoUCEiIiJYsWIFJ0+eNM+QxWKsErZvh/37zbPjSGz9lJPd\nXRCKFzeSABctgpMn6dmzJ0WLFtWrBA1ghyDY9vwHABuAw8BSETmolHpTKdXaNmw2UEIpFQMMAdL3\nNhoC+5RSe4FVQH8ROX+rOR35g5nFqVOnWLZsGb1796aw2b1zRYxG9MHB8Nxz5tqyk/Qe0R9//LG5\nhnr0gAIFPGeVYBOEVHdKSrsVQ4YYXy4mTPiHyJ84ccLVnmlcjT1Hkdzl4Q7HTkeOHCkWi0VOnjxp\nvrGvvjKOYM6YYb6tHNCxY0cJCgqS+Ph4cw117SoSFCRy/bq5dhzBli0iIMPr13e1J/YREiISECBy\n/rycOnVKrFarvPrqq672SmMS6PLXjic5OZnIyEhatmxJxYoVzTf43nvGqZuQEPNt5YB+/fpx5coV\n88soh4bClSvw2Wfm2nEEthVCmjuUvraHV181GhNNnkyFChVo1aoVc+bMISkpydWeaVyIFoQcsHbt\nWs6cOUNERIT5xnbvhs2bjeW9m51cadSoEffccw8zzM4VaNLEyFz2hC5fNkEQTxGE++6Dli2N7Pf4\neCIiIjh79iyfeYL4akxDC0IOmD59OhUqVKB58+bmGxs3DoKCwBnik0OUUkRERLBjxw4OHDhgniGL\nxVgdbdxoHLt1Z2yCoMyOKzmSYcOM472RkTRr1oyKFSsy3dY7QeOdaEGwk+PHj7Nx40bCw8PNP2p6\n/DisWGGctClSxFxbuaRHjx74+fmZv0ro0QPS0mD+fHPt5BXbsVNrUJCLHckBDRtCgwYwfjzWtDR6\n9+7N5s2biYmJcbVnGhehBcFOZs6cicViISwszHxj//0vWK1gO9HjjpQsWZLnn3+eefPmkZCQYJ6h\nqlWND605c4xTV26KXL0KgNVNBfyWDBsGJ0/C0qWEhYVhtVqZ6cE9KTR5QwuCHWQMJpcvX95cY5cu\nwezZ0LkzOKOCah7o06cPly9fNj+43LMnHD5sxFXclLQrV4xKp87oieFIWrY0ei9/+CF3li1Lq1at\niIqK0sFlL0ULgh2sXbuWv/76yznB5OnTIT7eKFfs5jRq1Ihq1aqZv23UoQP4+8PcudmPdREply+7\nX3Mce7BY4JVX4OefYcMGIiIiOHfunA4ueylaEOzAacHkpCSYNMkoUWFye0xH4LTgclAQtG1rZNe6\nacG7NE8VBIAuXaB0aZg5k2bNmnHXXXfp4LKXogUhG5waTF60yOgY9vLL5tpxICEhIc4JLvfsaWyn\nuWk3tbSrV92zOY49+PlB9+6wZg3WixcJDw/XwWUvRQtCNqQHk3v16mWuIRGjxPUDD7i8iF1OKFmy\nJO3atTM/uPzEE0ZMxU23jSQuznNXCGAkAaakwPz5OrjsxWhBuA0Zg8mmt8jctMko5DZ0qMuL2OWU\niIgI84PLVquRk/Dll8Yqys1QcXFcw4MF4b77jF4bs2fr4LIXowXhNqxZs8Z5weSPPoI77zROF3kY\nTgsu9+hhlANfsMBcO7lAxcd77pZROmFhcPAgREffDC6vXr3a1V5pnIgWhNswY8YM5wST9+0zVggD\nBxr7uR6G04LL1apB/fpumZNgtQmCx64QADp2hIIFb2Yu33XXXeaLvMat0IJwC3777TfnBZMnTDCa\nlvTpY64dE3FqcPngQdizx1w7OcR6/brnC0JQELRrB4sWYU1K0sFlL0QLwi2YNWuWc4LJv/8OCxdC\neDgUK2auLRNxWnC5Y0ej2J87FbxLTcUnMdHzBQGMbaMrV2DVKh1c9kK0IGRBcnIyUVFRzgkmf/yx\nUatn0CBz7TiB9ODycjN7IRctCs8+a4hoYqJ5dnKCrY6Rx8cQABo1gsqVITKSO++8UweXvQwtCFnw\n5ZdfcubMGcLDw801FB9vZCY//zzcfbe5tpxAo0aNCA4OJioqylxDPXvCxYuwxk26rmYQBI9fIVgs\nxhHUzZvhxAnCw8M5d+4c69evd7VnGiegBSELIiMjKVOmDC1atDDX0KJFcPlyvlgdgBFcDg0NZevW\nrRw7dsw8Q08+afRJmDXLPBs5wVb62qOPnWakRw/j6POcOTz11FOULVuWyMhIV3ulcQJ2CYJSqrlS\n6ohSKkYpNTyL6wWUUkts179XSlWyvf+kUupHpdR+25+PZ7hnq23OvbZHaUf9UHnhr7/+Yt26dYSE\nhODj42OeIRGYMsUoUdGggXl2nExISAgWi4U5Zu7xW63GXvemTeAOfYBtgpBgseDr6+tiZxxAhQrQ\nrBlEReFjsRASEsL69es5c+aMqz3TmEy2gqCUsgJTgBZAdaCzUqp6pmG9gEsiEgxMBD6wvX8eaCUi\nDwA9gHmZ7usqIjVtj7N5+Dkcxvz580lJSSE0NNRcQ99/D3v3Qv/+HpeIdjvKly/PU089xZw5c0hN\nTTXPUHoZcnf45moThCQ362yXJ0JD4dQp2LKF0NBQUlNTmTcv839fTX7DnhVCXSBGRH4TkSRgMdAm\n05g2QHpNgeXAE0opJSI/iUh6q6uDgL9Sym3/14gIkZGRPPzww9x7773mGvvkEyhcGLp2NdeOCwgL\nCyM2NpbNmzebZ6RiRXjqKUMQUlLMs2MPNkFI8fSAckbatDFOvUVGUq1aNR555BEiIyMRN8v/0DgW\newShHHA6w+tY23tZjhGRFOAKUCLTmOeBn0Qk49GQKNt20Rilsv6arJSKUEpFK6Wiz507Z4e7uWf3\n7t0cOnTI/NXB+fOwZImxV+spPXhzQKtWrShevLj5+869exvHdjdsMNdOdtgEITU/xA/S8fc3vqys\nXAmXLhEaGsovv/zCrl27XO2ZxkTsEYSsPqgzf0247Ril1H0Y20gZM6+62raSHrU9umdlXERmiEgd\nEalTqlQpO9zNPZGRkRQsWJCOHTuaaofISKPUdb9+5tpxEQUKFKBbt26sWrWKixcvmmeoZcubZZtd\nSn4UBDC25RITYfFiOnToQEBAgA4u53PsEYRYoEKG1+WBzB3Pb45RSvkAQcBF2+vywCogRERuHj0R\nkd9tf8YBCzG2plxGQkICixYton379hQxsw1iaipMmwaNGxudqvIpYWFhJCUlsXDhQvOM+PkZR1DX\nrXNtwTvbsVPxtG5p2VGrFtSsCbNnU7hwYTp06MCSJUuIj493tWcak7BHEHYDVZVSdyul/IBOQOYD\n4GswgsYA7YAtIiJKqaLA58AIEdmePlgp5aOUKml77gu0BEwsgpM9q1at4urVq+ZvF23YAMePG8Hk\nfEyNGjWoVauW+TkJ4eGGyLoyczkujjRA5cPtP0JD4ccfYf9+QkNDiYuLY8WKFa72SmMS2QqCLSYw\nANgAHAaWishBpdSbSqnWtmGzgRJKqRhgCJB+NHUAEAyMyXS8tACwQSn1M7AX+B1w6bo/MjKSypUr\n06hRI3MNffIJ3HGHkW2bzwkLC2PPnj3s3bvXPCNVqxqrrVmzjIxvVxAXx3WLhYL5bcsIjDiCnx9E\nRfHoo48SHByst43yMyLiMY/atWuLGfz2228CyFtvvWXK/BkMiSglMmaMuXbchAsXLoifn5+8+OKL\n5hqaP18ERDZvNtfOrejVS874+Ejbtm1dY99s2rUTKVVKJDFR3nnnHQEkJibG1V5pcgAQLXZ8xupM\nZWDOnDkopejRo0f2g/PC9OlGaQBn9FdwA4oXL07btm2ZP38+iWbWHXruOaPGkauCy3FxXFMqf2Qp\nZ0VoKJw7B59/7pzEQ43L8HpBSEtLY86cOTz55JNUqFAh+xtyy40bMHs2tG4N5cubZ8fNCA0N5eLF\ni6wxs+5QwYJGT+CVK+HCBfPs3ApPb5+ZHc2aQdmyEBVF+fLladasmfmJhxqX4PWCsGXLFk6dOkVY\neuarWSxfbuQf5PNgcmaaNm1K+fLlnRNcTkoCV2TTxsVxNS3N8yud3gofH6N96fr1cOaMcxIPNS7B\n6wUhMjKSYsWK0aZN5uRrB/PJJ3DPPfD449mPzUdYrVZ69uzJhg0biI2NNc/Qgw9C3bpGcNnZ2bTX\nrnE1LS3/rhDA2DZKTYX582ndurVzEg81TserBeHSpUusXLmSrl274u/vb56hvXth507o29eIIXgZ\nPXv2JC0tjU8//dRcQ717G93HKoHeAAAgAElEQVTUnJxNK3FxXBHJ34JQrRo8/DBERVHAz885iYca\np+N9n04ZWLRoEYmJiebnHkybZpQC6NnTXDtuSpUqVWjcuDFRUVHm1sLp1MkoBeLk4LJcvZo/muNk\nR2goHDoEu3cTGhpqfuKhxul4tSBERUXdTKAyjbg4WLDA+LDy4BaZeSUsLIyYmBi+++4784wUKgSd\nOxt1oq5cMc9OJtS1a/k7qJxOx45GAD8ykpo1azon8VDjVLxWEPbv3090dDShoaHcoq6eY1i40Cht\n0KdP9mPzMc8//zyFCxc2/wMkIgISEgwRdgYpKajr171DEIoUgXbtYPFiuH6d0NBQ9uzZw759+1zt\nmcZBeK0gREVF4evrS1czy0+LGNtFNWpAvXrm2fEAAgMD6dixI0uXLuWarfaPKdSubdTgmT7dOcHl\n/NQ+0x5CQ43V16pVdOnSBT8/P71KyEd4pSAkJSUx33ZaomTJkuYZ2r3bCCj36ZOvmuDkltDQUOLj\n41m2bJl5RpQyft8//ww//GCenXRslU69IoYARpmQSpUgKooSJUrQpk0b5s+fT1JSkqs90zgArxSE\nzz//nHPnzjknmBwYmC+b4OSGhx9+mGrVqpl/XLFzZ+P3PmOGuXbg5goh3/RTzg6LxTgcsXkznDxJ\nWFgYFy5cYO3ata72TOMAvFIQoqKiKFu2LE899ZR5Ri5fNvZau3Qx9l41KKUIDQ3lu+++49dffzXP\nUJEihigsXmx+cDnDCsErBAGMxk4iMHcuTz75JOXKldPbRvkErxOEM2fOsH79ekJCQvDx8THP0Lx5\ncP261weTM9O9e3fn1MLp08cILpt9LNLbtozA2DJ6/HGYMwerrQbYF198wR9/ZG6TovE0vE4Q5s2b\nR2pqqrnbRSJGULNOHSPIqbnJnXfeSfPmzZk7d665tXCcFVz2xhUCGMHl48fh229vJh7Oc0XZEI1D\n8SpBEBGioqJo0KAB1apVM8/Q9u1GxmzfvubZ8GDCwsL4/fff2bRpk3lGlDKOoO7bZwT3zcJbBeG5\n56BwYfj0U6pWrUrDhg2JjIw0N/FQYzpeJQjff/89hw8fNj+YPH26sY/dqZO5djyUVq1aUaJECfOD\ny126mB9c9lZBCAgwchKWL4eEBMLCwjh69Cg7d+50tWeaPOBVghAVFUVAQAAdOnQwz8iFC7BsmVGO\nOb/12HUQfrZaOJ999hkXzCxXnR5cXrTIvOByhlNGXhNDSKd7d0MQP/uM9u3bExgYqAveeTh2CYJS\nqrlS6ohSKkYpNTyL6wWUUkts179XSlWyvf+kUupHpdR+25+PZ7intu39GKXUJGVqujAkJCSwaNEi\n2rVrRxEzT/3MnQuJiTqYnA1Oq4WTnrlslp24ONKUIgHMLZDojjRuDBUqwLx5FCpUiA4dOrBkyRLi\n4+Nd7Zkml2QrCEopKzAFaAFUBzorpapnGtYLuCQiwcBE4APb++eBViLyANADyBh1mgpEAFVtj+Z5\n+DmyZeXKlcTFxZnb9yA9mNygATzwgHl28gHpNaRMP65Ypw7UrGlecDkujkRfXwICAswtgeKOWCzQ\nrRts3AhnzhAaGsq1a9dYvny5qz3T5BJ7Vgh1gRgR+U1EkoDFQObmAW2Aubbny4EnlFJKRH4SkfSz\naAcBf9tqoixQRER22vp9fgqY2nU+KiqKypUr06hRI/OMbN0KR4/q1YGdhIWF8dNPP7F3717zjKRn\nLpsVXI6L44avr/dtF6XTvbvRJ2HRIho2bEhwcLDOSfBg7BGEcsDpDK9jbe9lOUZEUoArQIlMY54H\nfhKRRNv4jN1SsprTYRw/fpwtW7bQs2dPc7/FTZtmVDRt3948G/kIp9XC6dLFCIKaEVyOi+O6j493\nBZQzcu+9xhHfefNuJh5+8803HDt2zNWeaXKBPYKQ1Sdo5rX3bccope7D2EbqY8/4f0ysVIRSKlop\nFX3u3Dk73P03c+fORdkSaEzjzz9h1Soji9Nbvy3mkOLFi/Pss8+yYMECEhMTzTNkZnA5Lo4Eq9V7\nBQGM9po//QQHDhASEuKcxEONKdgjCLFAxu7z5YHMKYk3xyilfIAg4KLtdXlgFRAiIscyjM/YaT6r\nOQEQkRkiUkdE6pQqVcoOd/9JWloac+bMoWnTplSsWDHH99vN9OmQnOx1PZPzSmhoKBcuXGDNmjXm\nGkrPXJ4/37HzxsURb7F4tyB06gRWK8ybR/ny5WnWrBlz5swxN/FQYwr2CMJuoKpS6m6llB/QCcj8\nv3cNRtAYoB2wRUREKVUU+BwYISLb0weLyJ9AnFKqvu10UQjwWR5/liyxWCysX7+eDz74IPvBuSUp\nyRCEFi2galXz7ORDnnzySSpWrMisWbPMNfTQQ0aA+ZNPHBtcvnaNeLzwyGlGSpeG5s2NHhSpqYSH\nhxMbG8uGDRtc7Zkmh2QrCLaYwABgA3AYWCoiB5VSbyqlWtuGzQZKKKVigCFA+tHUAUAwMEYptdf2\nKG271g+YBcQAx4AvHPVDZaZ69ermdkVbvhzOnIGBA82zkU+xWq2EhYWxadMmTpw4Ya6x/v2NFpDf\nfOO4OePivC8pLStCQuD332HrVlq1akXp0qWZ6eRWphoHICIe86hdu7a4JQ8/LFK1qkhqqqs98UhO\nnjwpSikZPXq0uYYSEkSKFRNp395xc5YqJUtLlJDWrVs7bk5PJCFBpEgRkZAQERF55ZVXxGq1yh9/\n/OFixzQiIkC02PEZ61WZyqbw44+wcye88IJxLluTYypWrEjz5s2JjIwkJSXFPEMFC0JYmBH8d1Rl\nzrg4rqSlefeWERi/2/btYcUKiI8nPDyc1NRUHVz2MPQnWF75+GOjREXPnq72xKPp3bs3f/zxB198\nYdrOoUHfvpCSAo6IWaSkwI0bXE5N1VtGYGwbxcfD6tXcc889NG7cmNmzZ5OWluZqzzR2ogUhL5w7\nZzRhCQmBoCBXe+PRtGzZkjJlypi/7xwcDE899fepsLxgK2x3KSVFCwJAw4Zw113w6aeAIfLHjh1j\n69atrvVLYzdaEPLCzJlG3aIBA1zticfj6+tLaGgon3/+Ob///ru5xl54wdgyyutRV5sgXExO1oIA\nf5ey+Oor+PNPnn/+eYoVK6aDyx6EFoTckpICU6fCE09A9cylnTS5oVevXjfzRkzl6aehYkXjCGpe\nsFU6vZicrGMI6XTvDmlpsHAh/v7+dO/enZUrV3L+/HlXe6axAy0IueWzzyA2Vh81dSDBwcE0adLE\n/H1nq9WIJWzZAocP534eb+2FcDuqVYO6dWHOHBAhPDycpKQk3U3NQ9CCkFs+/tjYL23Z0tWe5Ct6\n9+7N8ePH2bx5s7mGevUCPz+j/lRu0YKQNWFhcOAAfP89DzzwAPXq1WPWrFm6m5oHoAUhN/z8s5Hc\n1L+/8W1T4zDatm1L8eLFzd93Ll3aOCY5Z45xMiY3ZBAEvWWUgS5doFAhI3CPIfKHDh3S3dQ8AC0I\nuWHyZPD3N75lahyKv78/ISEhrF69mtwWM7Sb/v3h6lWj5EJu0CuErClc2BCFJUvg8mU6duxIoUKF\ndHDZA9CCkFMuXjQKpHXtCiUyV/jWOILevXuTnJzM3Llzsx+cFx5+GGrUgClTclffSAvCrenTB65f\nv9lNrUuXLixZsoQrZrUy1TgELQg5ZfZs4x+6PmpqGtWrV6dBgwbm7zsrZawSfv7ZyDbPKVoQbs1/\n/mMUE7R1quvduzfXr183v2WqJk9oQcgJyclGMPmxx4y2jBrTCA8P58iRI3z33XfmGura1UgqnDw5\n5/deu4ZYLNxAxxCypE8fOHgQduygdu3a1KhRw/yqtpo8oQUhJ6xYAadPw5AhrvYk39OhQweKFCnC\nDDO6nGUkMNCIBS1davzd5oS4OFJsQqBXCFnQqZMRT5g+HaUUvXv3Zs+ePfz444+u9kxzC7Qg2IsI\njB9v9Dt45hlXe5PvCQwMpFu3bixbtsz84PKLLxp/TpqUs/vi4kguUADQgpAlhQoZmctLl8LFi3Tt\n2pWAgAA+yWtCoMY0tCDYy/btEB0NL72kq5o6iRdeeIHExERmz55trqG77oJ27Yyey1ev2n9fXBxJ\nNkHQW0a3oE8fo7zLp59StGhRunfvzsKFC7lw4YKrPdNkgf5ks5cJE6B4caOQncYpVK9enccff5yp\nU6eaWxYbYOhQQwwiI+2/Jy6ORD8/QK8QbkmNGlCv3s3g8gsvvMCNGzeIzMnvWeM0tCDYw7FjsHq1\nUe4gMNDV3ngVAwYM4NSpU6xbt85cQw89BI8+Cv/9r1Gnyh7i4rjh6wtoQbgtffrAL7/Atm088MAD\nNG7cmE8++UT3XHZDtCDYw//+Bz4+RpVMjVNp1aoVFSpUYHJuTgHllKFD4eRJWLnSvvHXrnHdxwfQ\nW0a3pWNH4ySXLXN5wIABnDhxgvXr17vYMU1m7BIEpVRzpdQRpVSMUmp4FtcLKKWW2K5/r5SqZHu/\nhFLqa6XUNaXU5Ez3bLXNmbnXsntx6ZKxjdC5M9x5p6u98Tp8fHzo168fmzdv5nBeCtHZQ6tWRr+E\n8ePtS1SLiyPBasXPzw+rLmFyawICjCqoy5fD+fO0adOGcuXKOUfkNTkiW0FQSlmBKUALoDrQWSmV\nud5zL+CSiAQDE4EPbO/fAMYAL99i+q4iUtP2OJubH8B0Zs40at289JKrPfFawsPD8fPzY8qUKeYa\nsliMv+cffoAdO7IfHxdHgsWit4vsoU8fSEqCuXPx9fWlb9++bNy4kSNHjrjaM00G7Fkh1AViROQ3\nEUkCFgNtMo1pA6TXGVgOPKGUUiISLyLfYQiD55GcbBxFfPxxnYjmQkqVKkWnTp2YO3cuV3NyCig3\n9OxpHB4YPz77sXFxXFNKC4I93H8/NGhgnOSyZS77+vrqI6huhj2CUA7ImLETa3svyzEikgJcAewp\n9BNl2y4ao5RSdox3LsuWwe+/60Q0N2DAgAFcu3aNT23tGU0jIAD69TMOEcTE3HpccjIkJupKpzmh\nTx84ehS+/poyZcrQoUMH5syZQ5ytBIjG9dgjCFl9UGfeYLVnTGa6isgDwKO2R/csjSsVoZSKVkpF\nm56glJH0RLRq1aBFC+fZ1WTJQw89RN26dZk8ebL5dfUHDABfX+PE0a2wfYhdFdErBHtp3x5KljQO\naWCI/NWrV5k/f76LHdOkY48gxAIVMrwuD/xxqzFKKR8gCLh4u0lF5Hfbn3HAQoytqazGzRCROiJS\np1SpUna46yC2bYM9e3QimhsxYMAAjhw5Yn7znDvuMGocRUUZ1W2zwiYIV9LStCDYS8GCxtHttWsh\nJoZ69epRu3Zt54i8xi7s+aTbDVRVSt2tlPIDOgGZu5OvAXrYnrcDtsht/oaVUj5KqZK2575AS+BA\nTp03lQkTjPLW3bNcuGhcQPv27SlVqpRzTqe89BIkJNw8KvkvbP2Ur6SmakHICf37G0e4J01CKcWA\nAQM4dOgQW7dudbVnGuwQBFtMYACwATgMLBWRg0qpN5VSrW3DZgMllFIxwBDg5tFUpdQJYALQUykV\nazuhVADYoJT6GdgL/A64T/eMgweNnsn9+xt7yhq3wN/fn969e7N27VpOnDhhrrEHHoBmzYzqtomJ\n/75uWyFcSknRMYScULasUfQuMvJm85wSJUroI6hugl17ISKyXkTuEZEqIvKO7b3XRGSN7fkNEWkv\nIsEiUldEfstwbyURKS4ihUSkvIgcsp0+qi0iD4rIfSIySETcJ23xnXeMwlyDBrnaE00m+vbtC8C0\nvPRCtpdXXoE//8y6nEUGQdArhBzy0kvGUe7ZsylYsCDh4eGsXr2aU6dOudozr0dvjmfm6FGj9V//\n/rojmhtSoUIFnn32WWbNmsX169fNNfbEE9CwofEF4Uamk9M2QbiQlKQFIafUqgWNGxtHulNSbor8\n9Fttz2mchhaEzLz7LhQoYJQx0LglAwcO5MKFC8ybN89cQ0rB2LHG0ePMjV1sgnA+MVFvGeWGwYPh\n1ClYtYpKlSrRunVrpk2bRnx8vKs982q0IGTk+HGjX3JEBJR2z0oaGmjcuDF16tRh3Lhx5hdIa9LE\n+Db77rtG69R0bIJw7sYNvULIDa1aQeXKN4/2vvLKK1y8eNH8Uuea26IFISPvvw9Wq7F3rHFblFIM\nGzaMmJgYVq1aZbYxY5Xw55//PHFkE4Sz169rQcgNVqvRmGjHDvjhBxo0aEDDhg0ZP348ycnJrvbO\na9GCkM7p08a58169oFzmRGyNu9G2bVuqVq3KBx98YP4Z9saNjXjCe+8ZwVAw+ilbrSToPITcExYG\nRYrcXCUMGzaMU6dOsWTJEhc75r1oQUhn3DgjO3nYMFd7orEDq9XKK6+8QnR0NFu2bDHf4NixcPYs\nTJ1qvI6LQwoVAnTpilxTuLDxBWzZMoiN5emnn+b+++93jshrskQLAsCZM0ZV05AQo52ixiPo3r07\nd9xxBx988EH2g/PKI48YeQkffmgkpcXFIbZmSXqFkAdefBHS0mDyZCwWC6+++ioHDhzQvRJchBYE\ngI8+Mkrzjhjhak80OcDf35/BgwezadMm9uzZY77BsWPh3DmYMgXi4ki1CYEWhDxQqRK0bWtUQY2P\np1OnTlSsWNE5Iq/5F1oQzp83tgE6dzaao2g8ir59+1KkSBE+/PBD843Vr28UOvzwQ/jjD1JsW0V6\nyyiPDB5sNKL69FN8fX0ZMmQI27ZtY4c9PSk0DkULwsSJxnHCkSNd7YkmFwQFBdGvXz+WLVvGsWPH\nzDc4dqxR8G7nTpL9/QG9QsgzjzwCdeoY9cNSUwkPD6d48eJ6leACvFsQLl0yatU8/zxUz9wETuMp\nDBo0CB8fHz766CPzjT30kHGGHkjSguAYlILhw43+E8uWERgYyMCBA1mzZg2HDh1ytXdehXcLwkcf\nGefJR492tSeaPFC2bFl69OhBVFQUf/31l/kGx44FINHXF9CC4BDatoV77zXKhKSlMWDAAAoWLMi4\nceNc7ZlX4b2C8PvvxnZRp05Qo4arvdHkkZdffpmkpCT+Z2u+Yiq1asGkScQ89higYwgOwWKBUaPg\nwAFYs4aSJUsSHh7O/PnzOX36dPb3axyC9wrC2LGQkmJ8I9F4PPfccw/PP/88n3zyifl9lwEGDuR0\npUqAXiE4jI4doUoVeOstEGHo0KGICBMnTnS1Z16DdwrC4cMwe7bRO7dyZVd7o3EQw4YN48qVK06r\nmpmQkABoQXAYPj7G0e89e+DLL7nrrrvo3LkzM2bM4OKtOtdpHIp3CsKIERAYqGMH+Yw6derQtGlT\nxo0b55TG7emCoLeMHEj37lCx4s1VwrBhw0hISHDOgQGNFwrC9u1GN7Rhw8CZPZo1TuHtt9/m3Llz\n/NdWH8dM9ArBBPz8jP+bO3fC1q3cf//9dO7cmf/+97/8+eefrvYu3+NdgiBiVDItW9ZIhtHkO+rV\nq0fbtm0ZN24c58+fN9XW9evXsVqt+NpOG2kcRFgY3HEHvP02AG+++SbJycm89dZbLnYs/2OXICil\nmiuljiilYpRSw7O4XkAptcR2/XulVCXb+yWUUl8rpa4ppSZnuqe2Umq/7Z5JSinliB/otqxebXzz\nGDvW2DLS5Evefvtt4uPjee+990y1k5CQQEBAAM74p+tV+PsbX9y2bIEdO6hSpQoRERHMnDnTOcmH\nXky2gqCUsgJTgBZAdaCzUipzFlcv4JKIBAMTgfQUwxvAGODlLKaeCkQAVW2P5rn5AewmJcWIHfzf\n/0FoqKmmNK6levXq9OjRgylTpph6ZDEhIUHHD8yiTx+jha3tFODo0aPx9fXltddec7Fj+Rt7Vgh1\ngRgR+U1EkoDFQJtMY9oAc23PlwNPKKWUiMSLyHcYwnATpVRZoIiI7BSjzu2nwLN5+UGyJTISjhwx\nmuD4+JhqSuN63njjDUSEsbYkMjO4rpvjmEdgIAwZAuvXw549lC1blsGDB7Nw4UL27dvnau/yLfYI\nQjkg49esWNt7WY4RkRTgCnC7DvXlbPPcbk4AlFIRSqlopVT0uXPn7HA3C+Lj4fXXjZoprVvnbg6N\nR1GxYkX69+9PVFQUv/zyiyk20reMNCbxwgsQFHRzlfDqq69SrFgxRo0a5WLH8i/2CEJWG6SZu1fY\nMyZX40VkhojUEZE6pXJ7KmjiRKPnwYcfGnVTNF7ByJEjCQgIYMyYMabMr7eMTCYoyOiXsHIl7N9P\n0aJFGTZsGJ9//jnbtm1ztXf5EnsEIRaokOF1eeCPW41RSvkAQcDtMklibfPcbk7HkJoKc+catVIa\nNDDFhMY9KVWqFC+//DLLly9n9+7dDp9frxCcwODBUKzYzT7nAwcOpGzZsowYMUJ3VTMBewRhN1BV\nKXW3UsoP6ASsyTRmDdDD9rwdsEVu87clIn8CcUqp+rbTRSHAZzn23h6sViPzccoUU6bXuDdDhgyh\nZMmSjDShvLmOITiB4sXhtddgwwb44gsCAgJ4/fXX2b59u+6qZgLZCoItJjAA2AAcBpaKyEGl1JtK\nqfQN+dlACaVUDDAEuHk0VSl1ApgA9FRKxWY4odQPmAXEAMeALxzzI2VB4cJG7oHG6yhcuDCjRo3i\nq6++YvPmzQ6dW68QnET//lC1KgwdCsnJhIWFERwczMiRI0lLS3O1d/kK5UnLrjp16kh0dLSr3dB4\nGDdu3KBatWqUKVOG77//3mF5A8HBwdSrV48FCxY4ZD7NbfjsM3j2WWOl378/ixcvpnPnzixYsIAu\nXbq42ju3Ryn1o4jUyW6cd2Uqa7wSf39/xo4dy+7du5k/f77D5tVbRk6kdWto0sTYPrp8mQ4dOlCr\nVi2GDx/OtWvXXO1dvkELgsYrCAkJoX79+gwdOtRhlTP1lpETUcposXnxIrzzDhaLhcmTJ3P69GlT\nc028DS0IGq/AYrEwbdo0Ll68yPDh/6q+kiv0sVMnU7OmUWXgf/+DY8do0KABvXv3ZuLEiTpZzUFo\nQdB4DTVq1GDw4MHMnDmTHTt25Gmu1NRUkpKS9ArB2bz9tlER9dVXAXj//fcpXrw4ffv21QFmB6AF\nQeNVvPHGG1SoUIE+ffqQnJyc63muX78O6NLXTqdsWRg+3EhW+/Zbihcvzvjx49m1axczZ850tXce\njxYEjVdRqFAhPv74Yw4cOJCn1oy6F4ILGToUKlQwah2lpdGtWzeaNGnC8OHD+euvv1ztnUejBUHj\ndbRp04Y2bdrwxhtvcOLEiVzNobuluZCCBeG99+DHH2HePJRSTJ06lYSEBIYMGeJq7zwaLQgar2TS\npElYLBYGDhyYqxIIesvIxXTuDPXqGSUtzp6lWrVqDB8+nIULF7Jp0yZXe+exaEHQeCUVK1Zk7Nix\nrFu3jtWrV+f4fr1l5GIsFpg9G65ehYgIEGHEiBEEBwfTv39/bty4kf0cmn+hBUHjtQwaNIgaNWow\ncOBA4uLicnSv3jJyA+67zyiN/dlnMHcu/v7+TJ06lZiYGNO75eVXtCBovBYfHx+mTZvGH3/8wYgR\nI3J0r14huAmDB0OjRkaZ7JMnadq0KV26dOH999/nwIEDrvbO49CCoPFq6tevz6BBg5gyZUqOto50\nDMFNsFqN8vYi0LMnpKUxceJEihUrRseOHYmPj3e1hx6FFgSN1/P+++9Tu3ZtQkNDOXnypF336BWC\nG1GpkpG9vHUrTJpE6dKlmT9/PocPH2bgwIGu9s6j0IKg8XoKFCjAkiVLSE1NpVOnTnYlrOkYgpsR\nGgqtWhlJa4cO0bRpU0aNGkVUVBTz5s1ztXcegxYEjQaoUqUKs2bNYteuXYwePTrb8XqF4GYoBTNn\nGr1PQkIgOZnXX3+dRx99lH79+nHkyBFXe+gRaEHQaGx06NCBvn378uGHH2bbjUvHENyQMmVg2jQj\nYe3tt/Hx8WHhwoX4+/vToUOHm39nmlujBUGjycCECRN48MEHCQkJITY29pbj0lcI/v7+znJNYw/P\nPw/duxvHUb/9lvLly/Ppp5/y888/6yxmO7BLEJRSzZVSR5RSMUqpf9UOVkoVUEotsV3/XilVKcO1\nEbb3jyilnsrw/gml1H6l1F6llG6DpnELChYsyNKlS7lx4wZdunQhJSUly3Hppa8d1X1N40A+/hiC\ngw1xOH6cp59+mldeeYVp06axdOlSV3vn1mQrCEopKzAFaAFUBzpn6IucTi/gkogEAxOBD2z3Vgc6\nAfcBzYFPbPOl00REatrT2k2jcRbVqlVj2rRpbNu27ZbNV3S3NDcmKAjWroXUVKPTWlwc77zzDvXr\n1yc8PJxjx4652kO3xZ4VQl0gRkR+E5EkYDHQJtOYNsBc2/PlwBPK+OrUBlgsIokichyIsc2n0bg1\n3bp1IzQ0lHfeeSfLb5W6W5qbU7UqLF0Khw9D1674WiwsXrwYq9VKmzZtuHTpkqs9dEvsEYRywOkM\nr2Nt72U5RkRSgCtAiWzuFWCjUupHpVREzl3XaMxlypQpPPLII3Tr1o2vvvrqH9d0tzQPoGlTIz9h\n7VoYPZq77rqLFStW8Ouvv9KqVaubcSDN39gjCFltkmYuD3mrMbe79xER+Q/GVtQLSqlGWRpXKkIp\nFa2Uij537pwd7mo0jqFgwYKsXbuW//u//+PZZ59l9+7dN6/pFYKH0L8/9O0L778P8+fz+OOPs2DB\nAnbs2EGHDh3y1CQpP2KPIMQCFTK8Lg/8casxSikfIAi4eLt7RST9z7PAKm6xlSQiM0SkjojUKVWq\nlB3uajSOo2jRomzYsIFSpUrRokULfvnlF0DHEDwGpWDSJHjsMQgPh127aNeuHVOnTuXzzz+nV69e\nuvVmBuwRhN1AVaXU3UopP4wg8ZpMY9YAPWzP2wFbxCgyvwboZDuFdDdQFfhBKRWolCoMoJQKBJoB\nuhKVxi0pW7YsmzZtwmq10qxZM2JjY/WWkSfh6wvLl0O5cvDss3D6NH369OGtt95i3rx5vPLKK7nq\niZEfyVYQbDGBAcAG4MX3XIwAAAmUSURBVDCwVEQOKqXeVEq1tg2bDZRQSsUAQ4DhtnsPAkuBQ8CX\nwAsikgqUAb5TSu0DfgA+F5EvHfujaTSOIzg4mC+//JLLly/TrFkzzpw5o1cInkSJEkYsISEBmjWD\n339n1KhRvPjii0yYMIEPP/zQ1R66ByLiMY/atWuLRuNKvv76aylQoIAA0rFjR1e7o8kp33wjUriw\nSKVKIr/+KqmpqdKlSxcBZNasWa72zjSAaLHjM1ZnKms0OeCxxx5j0aJFWCwWihQp4mp3NDmlUSPY\nsgXi4qBhQywHDxIVFUXz5s2JiIhg2rRprvbQpWhB0GhySNu2bdm2bRtjxoxxtSua3FCnDnz7rdFL\noXFj/PbsYfny5bRo0YJ+/frx6quvem2gWQuCRpMLGjRoQIUKFbIfqHFPqleH776D4sWhaVMCd+1i\n9erV9O/fn3HjxtGxY0evLIanBUGj0Xgnd98N27YZfz79ND7r1jF58mTGjx/PihUrePzxx/G23Cct\nCBqNxnspWxa++QZq1YLnn0eNHcuQgQNZvnw5e/fupX79+l7VS0ELgkaj8W6KF4evvoJu3WDsWGjY\nkOceeICtW7cSFxfHww8/zObNm13tpVPQgqDRaDSFCsHcubBkCfz6K9SsSb19+9i1cydlypShadOm\nDBw4kPj4eFd7aipaEDQajSadDh1g/35o0AD69KHySy8RvX49L774IpMnT+bBBx/k22+/dbWXpqEF\nQaPRaDJSrhxs2AATJ8LGjQTWr8//Hn2UrV9/DUDjxo0ZNGhQvlwtaEHQaDSazFgsMHgwREcbgef2\n7Wn8+uscmDuXAQMGMGnSJGrUqMG2bdtc7alD0YKg0Wg0t+L++w1RmDYNDh+m4KOP8vHVq2xfupS0\ntDQaNWpE27Zt2bdvn6s9dQhaEDQajeZ2+PhAnz5GsHnYMFi8mAY9evBLp068PWIEW7ZsoWbNmrRr\n144DBzy7aLMWBI1Go7GHoCCj0c4vv0CrVvi99x6joqI4M3Ag7770Ehs3buTBBx+kY8eOHDp0yNXe\n5golHlQHvE6dOhIdHe1qNzQajQZ27IA33oBNm8DPjxvPPcfsggUZtnQpCQkJtGzZkp49e9KyZUv8\n/Pxc6qpS6kcRqZPtOC0IGo1GkwcOH4bJk408hvh4kh96iBXlyjFs1y5OnTlDiRIl6Ny5Mz179uQ/\n//kPSmXVWdhctCBoNBqNM7lyBaKiDHE4dgwpUoQzNWuyIjGRd376iTNJSdx33310796dFi1a8MAD\nDzhNHLQgaDQajStIS4ONG2HFCli3Ds6cQaxW/qxcmeWJiUw9dYpf4GYGdNOmTXnyyScpV66caS5p\nQdBoNBpXk5ZmHFtduxbWrIGffwYgMTCQI4ULs+nqVb5OSOB7oNS999KgQQNq1qxJrVq1qFGjBoUK\nFXKIGw4VBKVUc+B/gBWYJSLvZ7peAPgUqA1cADqKyAnbtRFALyAVeFFENtgzZ1ZoQdBoNB7NyZNG\nIb3vv4cffkD270fZmvH8WbAge1NSOJiczFHgVyDl7ru5s04dataqxcCBA3MtEA4TBKWUFTgKPAnE\nAruBziJyKMOY/sCDItJXKdUJaCsiHZVS1YFFQF3gTuAr4B7bbbedMyu0IGg0mnxFfDzs2fO3QBw+\nDL/+ikpM/HuIUvwKVP/rL/xKlcqVGXsFwceOueoCMSLym23ixUAbIOOHdxvgDdvz5cBkZURL2gCL\nRSQROK6UirHNhx1zajQaTf4mMBAefdR4AAqMbabYWDh6FH79lcCjR7nv2DF8S5Y03R17BKEccDrD\n61ig3q3GiEiKUuoKUML2/q5M96ZHTrKbU6PRaLwPiwUqVjQeTZsC4Oss03aMyepcVOZ9pluNyen7\n/zauVIRSKlopFe1t7ew0Go3GmdgjCLFAxm7i5YE/bjVGKeUDBPH/7d3Bi1VlGMfx7w+zDCLMshCt\nNJiFLcpAQqiFSIuppFoUGAX+AQYGRVibSGjRpty0kZQkIhooamgTokatNMuiRKJa1Ea0MKk2xtiv\nxXljLsM4c2dy7m3e9/eBYc45c+7lfZ/h3ufc85x7Hjg3w2P7eU4AbO+1vdH2xpXzPH8WERGz6ych\nfA6MSFon6UpgGzA+ZZ9xYHtZfhQ47K5aPQ5sk3SVpHXACHCsz+eMiIgBmrWGUGoCTwEf010iut/2\nSUm7geO2x4F9wFulaHyO7g2est8YXbF4Athh+yLAdM95+acXERH9yhfTIiIq1+9lp7n9dUREAEkI\nERFRJCFERASwyGoIkn4Bfprnw28Afr2Mw1mMWo9B6/OHxADajMGttme9bn9RJYT/QtLxfooqNWs9\nBq3PHxIDSAxmklNGEREBJCFERETRUkLYO+wB/A+0HoPW5w+JASQGl9RMDSEiImbW0ieEiIiYQfUJ\nQdKopO8k/SBp17DHMwiS9ks6K+nbnm0rJB2U9H35fd0wx7jQJN0s6YikU5JOStpZtjcTB0nLJB2T\n9HWJwUtl+zpJR0sM3i03mKyWpCWSTkj6qKw3Nf+5qDohlPafrwP3A7cDj5e2nrV7Exidsm0XcMj2\nCHCorNdsAnjG9npgE7Cj/O9bisMFYIvtO4ENwKikTcArwGslBr/R9Tyv2U7gVM96a/PvW9UJgZ72\nn7b/Av5t1Vk125/S3XW218PAgbJ8AHhkoIMaMNunbX9Zlv+ge0NYTUNxcOfPsrq0/BjYQtfqFiqP\ngaQ1wIPAG2VdNDT/uao9IUzX/nP1Jfat3U22T0P3ZgncOOTxDIyktcBdwFEai0M5XfIVcBY4CPwI\nnLc9UXap/TWxB3gO+LusX09b85+T2hNC3606o06SrgHeA562/fuwxzNoti/a3kDXlfBuYP10uw12\nVIMhaStw1vYXvZun2bXK+c/HrA1yFrm+W3U24IykVbZPS1pFd8RYNUlL6ZLB27bfL5ubiwOA7fOS\nPqGrpyyXdEU5Sq75NXEP8JCkB4BlwLV0nxhamf+c1f4JIa06J/W2Od0OfDjEsSy4cq54H3DK9qs9\nf2omDpJWSlpelq8G7qOrpRyha3ULFcfA9vO219heS/faP2z7CRqZ/3xU/8W0cnSwh8lWnS8PeUgL\nTtI7wGa6uzqeAV4EPgDGgFuAn4HHbE8tPFdD0r3AZ8A3TJ4/foGujtBEHCTdQVc0XUJ38Ddme7ek\n2+gusFgBnACetH1heCNdeJI2A8/a3tri/PtVfUKIiIj+1H7KKCIi+pSEEBERQBJCREQUSQgREQEk\nIURERJGEEBERQBJCREQUSQgREQHAP2Xbx+Ck+WY1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ne1kCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIqoUhIiIAOBf/lp6tdnjsGwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJwQzMwOcEMzMLPsHJbGHuwqusW0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndAZ0sbqYvX8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmYA/A0AQXu88Xu9QQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/gGBZPH0+W4+pQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nASEiIhoJCBERAcAnvZwL+02mP0sAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnXd4VEXXwH+TQkIvAemdAGL5ECJS\nRBFRukhTFOk1kYCAFBHfV1BRiiBFioA0aRYULIAv8oogvkCiIh0CCEKQBClSQkKy5/tjNkKSDdmE\n3bubZH7Pc5/dvXPunHMXcs/OzJlzlIhgMBgMBoOPpw0wGAwGg3dgHILBYDAYAOMQDAaDwWDHOASD\nwWAwAMYhGAwGg8GOcQgGg8FgAIxDMBgMBoMd4xAMBoPBABiHYDAYDAY7fp42IDMUL15cKlWq5Gkz\nDAaDIVsRGRl5TkRKZCSXrRxCpUqViIiI8LQZBoPBkK1QSp1wRs5MGRkMBoMBMA7BYDAYDHaMQzAY\nDAYDYByCwWAwGOwYh2AwGAwGwDgEg8FgMNgxDsFgMBgMQDbbh2AwAHDmDCxbBv7+UKwYFC2qX5Pf\nlywJPua3jsGQWYxDMGQfEhNh1iz417/g8uX05WrUgGnToGVL62wzGHIA5meUIXuwfTvUrQtDh0Kj\nRnDoEFy4AEePwq5d8O23sGoVTJ8ONhu0agVt28KRI5623GDINpgRgsG7iY2F0aPhww+hXDn47DNo\n3x6U0u1FikCVKimvGTgQZsyA8ePhnnu0Exk7FgoWtN5+gyEbYUYIBu/l44/19M/SpTByJBw4AB06\n3HQG6ZEnD7z8Mhw+DF27wqRJUL26XncQscZ2gyEbYhyCwTvZtk0/zGvUgN27YeJEKFAgc32UKgWL\nFsH//gcVKkD37vDmm+6x12DIAZgpI4P3ceYMdO4MlSrB+vV6WuhOeOgh+Okn6N1bL0gHBUFYmEtM\nNRhyEsYhGLyLhATtDP7+G/7znzt3Bsn4+MCCBXohetAgHZ763HOu6dtgyCGYKSODdzF8OPz4o15E\nvvde1/bt56cjkRo31tNHGza4tn+DIZtjHILBe1i6VO8zGD4cnn3WPTry5oV167Sz6dBBh7MaDAbA\nSYeglGqhlDqklIpSSo120B6glFptb9+hlKpkP19PKfWr/ditlGp/yzW/K6X22NtMGbTczi+/wIAB\n0KQJvPOOe3UVLqxHB2XLQuvWsGePe/UZDNmEDB2CUsoXeB9oCdQCnlNK1Uol1ge4ICLVgGnARPv5\nvUCIiNQGWgDzlFK3rls8JiK1RSTkDu/DkJ356y/9a714cVi9Wk/tuJuSJfUaRb580Lw5HDvmfp0G\ng5fjzAihHhAlIsdEJAFYBbRLJdMOWGJ//ynwuFJKicg1EUm0nw8ETBC4ISVJSTq8NDpabzq76y7r\ndFeqpHc4X78OzzyjbTEYcjHOOISywB+3fD5lP+dQxu4ALgFBAEqph5RS+4A9wMBbHIQA3yqlIpVS\n/bN+C4ZszZIlsHEjzJwJ9epZr/+ee+D99yEyEubOtV6/weBFOOMQHG0LTf1LP10ZEdkhIvcADwKv\nKKUC7e2NRKQOeirqRaXUIw6VK9VfKRWhlIqIjY11wlxDtiEuDv79b71PoF8/z9nRpQs8/jiMGQN/\n/uk5OwwGD+OMQzgFlL/lczkgOj0Z+xpBYeD8rQIicgC4Ctxr/xxtf40BPkdPTaVBRD4QkRARCSlR\nooQT5hqyDe+/D6dO6UXkjNJRuBOlYPZsPXU0bJjn7DAYPIwzDmEXEKyUqqyUygN0AdalklkH9LC/\n7wRsFhGxX+MHoJSqCNQAfldK5VdKFbSfzw88iV6ANuQWLl6ECROgRQsdWeRpqlfXSfRWroRNmzxt\njcHgETJ0CPY5/0HARuAA8LGI7FNKjVdKPWUXWwgEKaWigGFAcmjqw8BupdSv6FFAmIicA0oC25RS\nu4GdwNciYnYJ5SYmTdK7ht9+29OW3OSVV6BqVXjxRYiP97Q1BoPlKMlG2R9DQkIkIsJsWcj2REdD\ntWo6jfXy5Z62JiUbN+pRy/jx8NprnrbGYHAJSqlIZ8L7zU5lg/WMH6+rn73xhqctSUvz5jqX0ltv\nQVSUp60xGCzFOARDprl8+TLnzp3L2sWHD+skcwMGpC1s4y1Mm6ZrKgwalC3rJ0RHRxNvprwMWcA4\nBEOGiAh79uxh0qRJNG3alKCgIEqUKEHdunUZO3Ys27ZtIzExMeOOQFcuCwzUr95K2bJ69LJxI3z6\nqaetyZC4uDjWr1/P4MGDCQ4OpmzZsgQFBdGuXTvmzp3L77//rtdrJkyA55/X1eR27zYb8QxpMGsI\nBoeICF9//TVr165lw4YNnDp1CoD77ruPFi1aULhwYTZs2MBPP/1EUlISRYoU4YknnqBVq1Y899xz\nBAQEpO00IgIefFDXJBg3zuI7yiSJidrWmBg9qsmf39MWpeDChQssXbqU9evXs2XLFq5fv05gYCCP\nPfYYTZs25ejRo6xfv57EEycYCgz08SG/zUZCUBB5/vpLd1K4MDz8MDzyCDz6qL5fH/MbMSfi7BoC\nIpJtjrp164rB/cTHx0uvXr0EkEKFCknHjh1lwYIF8scff6SRvXDhgnzyySfSu3dvKVOmjADy8MMP\nS0xMTNqOH39cpHhxkUuXLLgLF7B1qwiITJ/uaUtSsG/fPqlSpYoAUqNGDRkyZIhs2LBBrl27dlNo\n/36x9ewpNn9/SfLxkU2lS0uIv78opWTO6NFiW7pUpF8/kRo19D2CSNOmIidOeO7GDG4DiBAnnrEe\nf8hn5jAOwf3ExMRI48aNBZDXXntNEhISnL7WZrPJihUrJDAwUCpVqiR79uy52fjtt/q/23vvucFq\nN/LwwyIVKohk4ntwJ998840UKlRISpYsKdu2bUsrcOWKSOfO+rvOm1ckPFzk+HEREbl8+bI8++yz\nAkj37t3l+vXr+po//xSZNUukQAGRQoVEFi8WsdmsuymD2zEOwZBp9uzZI5UqVZLAwEBZuXJllvvZ\nuXOnlC5dWgoUKCBffvmlfriEhIhUrCiS/BDKLqxbp/9Mli/3qBk2m02mTp0qPj4+Urt2bTl58mRa\nobg4kWbNRHx8RF57TSQ21mE/48aNE0AaNmwoZ8+evdl47JjII4/o+23XTuTWNkO2xjgEQ6b46quv\npECBAlK6dGnZsWPHHfd36tQpqVOnjiil5LNevfR/tYULXWCpxSQlidSqJfJ//+exX83x8fHSt29f\nAaR9+/Zy5cqVtEIJCSJt2+rvecmSDPv8+OOPJW/evFKhQgXZvXv3zYakJJF33xUJCNDTe2vWuPBO\nDJ7COASDU9hsNpkyZYoopaROnToO1wmyytWrV6VTx44SCXK2YEG5fvmyy/q2lEWL9J/Khg2Wq46N\njZVHH31UAHn11VclKSkprVBiosizz2obZ892uu+IiAgpU6aM5M+fX9auXZuyce9ekTp1dJ8DB5op\npGyOcQgGp3jllVcEkE6dOjn+5XmHJH32mQhId5DmzZtLYmKiy3W4nfh4kTJl9KKrhVy4cEGqV68u\nAQEB8tFHHzkWSkoSSR6BTZ6caR2nT5+WkJAQUUrJ8tTTYgkJIkOG6L6XLcvCHRi8BeMQDBmybt06\nAaRv376Of3neKUlJIvffLxIcLHNnzRJAXn/9ddfrsYLJk/Wfy65dlqiz2WzSvn178fPzk++//z49\nIb1oDCL//neWdV29elUaN24s+fLlk/3796dsTEwUadRIpEgRkVOnsqzD4FmMQzDclhMnTkjRokXl\ngQcekLi4OPco+fTTf35d2mw26d69uyil5LvvvnOPPndy6ZJI4cI6gscCpk+fLoC8++676Qu98or+\nfocPv+MpndOnT0uJEiXk3nvvlatXr6ZsPHxYRyy1amWmjrIpxiEY0iUhIUHq168vBQsWlCNHjrhH\nSVKSyL336jh3+zTRlStX5O6775aSJUvKmTNn3KPXnYwerSN43PWd2dm5c6f4+/tL27ZtxZbeA3jG\nDHH1/P7GjRtFKSV9+vRJ2zh9umTbwACDcQiG9BkxYoQAsnr1avcpWb1a//dasSLF6T179kjevHnl\n8ccfz37rCdHRInnyiISGuk3FhQsXpHLlylKhQgX566+/HAvt3aujgNq00Y7XhYwZM0YAWZZ6zSAp\nSeTRR/U+BbN5LdthHILBIV9++aUAEurGh5okJorcfbcO13Tw0F+4cKEAMm7cOPfZ4C769hUJDHRL\njL7NZpMOHTqIn5+fbN++3bFQfLzIAw+IlCjhFhtu3LghjRs3lvz588uBAwdSNh49KpI/v8gTT5ip\no2yGcQiGNJw4cUKKFSsmtWvXdt+6gYjexAV6lOAAm80m3bp1y57rCQcPiiglMnasy7ueMWOGADJl\nypT0hV59VX+3X3zhcv3JnDp1SooXL+54PWHOHK1/7ly36Te4HuMQDClISEiQBg0aSMGCBeXw4cPu\nU3Tjhkj16nr94DbTGZcvX5aaNWtKqVKl5M8//3SfPe6gfXuRokVFXLivYteuXRmvG2zfrtcwevZ0\nmd702LBhwz8RaCmw2fRu6Pz59c5mQ7bAOARDCkaOHCmArFq1yr2Kli7V/60+/TRD0d9++00CAwOl\nWbNm2Ws94aefxJVJ75LXDcqXL5/+usGVKyLVqun0HxYlB0zeo5JmD8SJE3otoUkTl69hGNyDcQiG\nf9ixY4cAMmDAAPcqunFDP7T+7/+cflDMnz9fAJmdiR22XkHNmiJPPeWSrgYOHCi+vr7prxuI6IVs\npUTS25PgBm7cuCEPP/ywFCpUKGXOIxEdbQR6F7fB63GpQwBaAIeAKGC0g/YAYLW9fQdQyX6+HvCr\n/dgNtHe2T0eHcQiZx2azScOGDaVUqVLy999/u1dZ8ujg88+dvsRms8mjjz4qxYsXlwsXLrjROBfT\nvr12CnfIb7/9Jj4+PjJ48OD0hdavl3/2G1jMgQMHxM/PTwYOHJiywWbTi9vBwQ4DBwzehcscAuAL\nHAWqAHnsD/ZaqWTCgLn2912A1fb3+QA/+/vSQAzg50yfjg7jEDLPqlWrBJAFCxa4V1FSko4suu++\nTE8j/Pzzz6KUkpdfftlNxrmBUaNE/P31qCiL2Gw2adasmRQtWjT9qaJz50RKl9ZrMu4MBLgN4eHh\n4uPjkzKduYjIJ5/I7YIHDN6DKx1CA2DjLZ9fAV5JJbMRaGB/7wecw16N7RaZysBZe3uGfTo6jEPI\nHNeuXZMKFSpI7dq13T9Hn7wrOYtps3v37i3+/v7u2yjnaj78UN/vHdibHAI8/XZrEc8+qx3PL79k\nWc+dcu7cOSlatKg88cQTKRe8k5L0KMmDmWANzuFKh9AJWHDL527ArFQye4Fyt3w+ChS3v38I2Adc\nSZ4ycqbPW9r6AxFARIUKFdz+xeUk3nrrLQHkv//9r3sVuWD6IDo6WvLnzy/t27d3sXFu4scf9Z/P\nV19l6fKEhASpXr261KhRI/0iRN99p3WMH38HhrqG9957TwD5KvX9Ll58R9+DwRpc6RA6O3h4z0wl\ns8+BQwhKJXM3sBMIdKZPR4cZIThP8gP26aefdr+yr7/W/5U+/PCOukl2YJs3b3aRYW4kNlbf8+1y\nDd2G5Afsl19+6VggKUk72YoVPTZVdCsJCQlSo0aNtA4sIUHb2KCBGSV4Mc46BGcqap8Cyt/yuRwQ\nnZ6MUsoPKAycv1VARA4AV4F7nezTcAeMHTuWhIQEJk+e7F5FIvDmm1ChArzwwh11NXToUCpUqMCw\nYcNISkpykYFuonhxKFYMDh/O9KXnz59n3LhxPPHEE7Ru3dqx0EcfwS+/wNtvQ2DgHRp75/j7+zNl\nyhQOHTrEnDlzbm2AkSPhp59gyxbPGWhwDRl5DPSc/zH0GkDyAvA9qWReJOWi8sdyc90geVG5Ivqh\nX9yZPh0dZoTgHMmLtMOtiErZvFn/Up41yyXdrVy5UgBZmB2SqNWvr2PxM8ngwYMdL9Imc/WqSLly\nIg8+6FVx/ukugl+7JlKypE5pYfBKcHHYaSvgMHoq6FX7ufHAU/b3gcAn6BDSnUAVuTkVtA8ddvoz\n8PTt+szoMA4hYywP43z8cZFSpfRDwQXYbDZp0KCBlCxZ0v1hsndKjx66cE4mOHDggPj6+t5+T8hb\nb+k/zS1b7sw+N5BumOzEidrmnTs9Y5jhtrjUIXjLYRxCxqxZs0YAef/9992vLHnHbhYqdd2O5I10\nY8aMcWm/LmfCBH3/mXBcrVu3drzRK5k//xQpUEDEirWfLDJgwADx8/OTgwcP3jz599+6iI4X252b\nMQ4hF3L9+nWpWrWq1KpVS27cQXy807RpI1KsmEtz+iTzwgsvSEBAgPz+++8u79tlJIfaRkY6Jb5x\n40YBZNKkSekLhYaK+PmJHDrkIiNdz9mzZ6VQoULSpk2blA3/+pf+Pvbu9YxhhnQxDiEXMnXqVAFk\ngxXF4H/9VdwZEvnHH39I3rx55bnnnnNL/y5hzx5xVPPBEUlJSXLvvfdKlSpV5Pr1646F9u8X8fUV\nGTTIxYa6nkmTJgkgmzZtunny3Dmd9K5rV88ZZnCIcQi5jLi4OClVqpQ0taoQ/DPPiBQsKHL+vNtU\njB49WpRScshbfy3Hxen8Qk7UM/7ss88ESFvI/lbatNFJ42JiXGejm7h+/bqULVtWHn300ZQNw4fr\njKxHj3rELoNjjEPIZcyePdu6GP4DB/SDcPRot6o5e/asBAYGSu/evd2q546oVEkkg1GMzWaTunXr\nSrVq1dLfMZ68Ce2dd9xgpHtI3kuxbdu2mydPn9ZV5fr395xhhjQYh5CLSEhIkIoVK0r9+vXTz6Xv\nSrp310XX3VCxKzXh4eHi5+cnJ7y1bGPz5iJ16txWJLm2wPz58x0LJG9Cq1DBZdFaVnDlyhUpXry4\ntGrVKmXDgAHaKZw+7RnDDGlw1iE4szHN4OWsXLmSEydO8Oqrr6KUcq+yqChYvhwGDoS77nKvLmDE\niBEATJkyxe26skT16npzmki6IhMmTKBcuXJ0797dscCKFXoT2oQJkDevmwx1Pfnz52fo0KF88803\n/PrrrzcbRo6ExESYOtVzxhmyhjNew1sOM0JIS1JSktSsWVPuv/9+a0YHPXvqmsJnzrhfl53evXtL\nYGCgd1ZWmzVLD7TT+TW8detWAeS9995zfH0Wakh4ExcuXJBChQpJ586dUzY8/7xeYE4vi6vBUjAj\nhNzB559/zsGDBxkzZoz7RwdHj8KyZXp0UKqUe3XdwqhRo0hISOC9996zTKfT1KihXw8dctg8YcIE\nihcvTr9+/Rxfv2KFHnW9/jr4ZL8/xyJFivDiiy/y6aefcujW72D0aLh6FWbN8pxxhszjjNfwlsOM\nEFJis9mkTp06EhwcbE0Jyl699OggOtr9ulLx7LPPSsGCBb2viM6JE5Je0fnIyEgB5K233nJ8bfLo\noHbtbJ0Y7uzZs5I3b17p1atXyoa2bd22T8WQOTAjhJzPxo0b+fnnnxk9ejS+vr7uVXb0KCxdqkcH\npUu7V5cDXnnlFS5fvswsb/vFWa6cnvd3MEJ4++23KVSoEC+++KLja5NHB//+N7h7dOdG7rrrLvr1\n68eyZcs4ceLEzYZXXoHz52H+fM8ZZ8gczngNbznMCCEljRs3lvLly0t8fLz7lfXu7bHRQTJt2rSR\noKAguXLlisdscMj994u0bp3i1P79+0UplX76jRwyOkjm5MmT4u/vL4NSb6pr0kTne0pvM57BEjAj\nhJzN1q1b2bp1KyNGjCBPnjzuVXbsGCxZAgMGeGR0kMyYMWP466+/+OCDDzxmg0Nq1EgzQpg4cSKB\ngYG89NJLjq9Zvvzm2kE2Hh0kU758ebp3786CBQs4e/bszYZXXoHoaL32ZPB+nPEa3nKYEcJNWrRo\nISVKlJCrV6+6X1mfPiIBAV4RV/7YY49JmTJl0k//4AnGjtUpJ+wjtePHj4uvr68MGTLEsfyNGyJV\nq+aY0UEyhw8fFh8fHxk1atTNkzab3qdRrVqWq+kZ7hzMCCHnEhkZyYYNGxg2bBj58uVzr7JbRwdl\nyrhXlxOMGTOG6OholixZ4mlTblK9OiQl6e8KmDx5Mj4+Prz88suO5Zcv12syOWR0kExwcDDPPPMM\ns2fP5sKFC/qkUjBmjB4NffqpZw00ZIwzXsNbDjNC0HTs2FEKFy4sFy9edL8yLxodiOjIqnr16kmV\nKlWsyejqDDt2iIDIF19IdHS0BAQESN++fR3LJo8OHnggR40Oktm9e7cAMv7WpIdJSSI1aui9Fjnw\nnrMDmBFCziQqKoo1a9YwaNAgChcu7F5lx4/r0UH//l4xOgBQSjFmzBiOHTvGmjVrPG2Opnp1/Xr4\nMJ9//jnx8fEMHz7csexHH+XI0UEy999/P23btmXGjBnExcXpkz4+MGoU7N4N69d71kDDbTEOIZsx\nc+ZM/Pz8GDRokPuVTZgAvr76j9mLaNu2LVWrVmX69OmeNkVTpIhO43HoEGfOnMHHx4fg4OC0comJ\nuv70Aw9A27bW22kRQ4cO5dy5c6xcufLmya5doXx5XSPa4LUYh5CN+Pvvv1m0aBHPPvsspdy9Uzg6\nGhYv1qODsmXdqyuT+Pj4EB4ezvbt24mIiPC0OZoaNeDwYWJiYihevLjjfSE5fHSQTJMmTbj//vuZ\nPn06erYCyJMHXn4Ztm2DrVs9a6AhXZxyCEqpFkqpQ0qpKKXUaAftAUqp1fb2HUqpSvbzTyilIpVS\ne+yvTW+55nt7n7/aD/dnSsvmLF68mMuXLzN48GD3K1u+XP+iDQ93v64s0KtXLwoUKMCMGTM8bYqm\nenU4dIjY2FjucpT0LykpV4wOQE/rDR48mN9++40ffvjhZkPfvlCihB55GrySDB2CUsoXeB9oCdQC\nnlNK1Uol1ge4ICLVgGnARPv5c0BbEbkP6AGkDkbuKiK17UfMHdxHjsdmszFz5kwaNGjAgw8+6F5l\nInpXcoMG4GjqwwsoVKgQvXr1YtWqVfz555+eNkePEGJiuBYdTYkSJdK2r1mjRwdjx+bo0UEyzz//\nPEFBQSmn9fLlg6FDYcMGiIz0nHGGdHFmhFAPiBKRYyKSAKwC2qWSaQckxwF+CjyulFIi8ouIRNvP\n7wMClVIBrjA8t/HNN98QFRXFkCFD3K9s927Yuxe6dXO/rjsgPDycxMRE5s6d62lT/llYLhAdnXaE\nIAKTJ0O1atAu9Z9OziRv3rz079+ftWvX8vvvv99sCAuDwoXNKMFLccYhlAX+uOXzKfs5hzIikghc\nAoJSyXQEfhGR+FvOLbJPF72m3J6qM3szffp0ypYtS4cOHdyvbNky8PeHZ55xv647IDg4mFatWjFn\nzhzi4+MzvsCd2LOeBp07l9Yh/PAD7NoFw4frRfpcQlhYGEqplPmnCheGQYP0iGn/fs8ZZ3CIMw7B\n0YM6dTWQ28oope5BTyMNuKW9q30qqbH9cPhzVCnVXykVoZSKiI2NdcLcnMf+/fvZtGkTYWFh+Pv7\nu1dZYqJeP2jdGoJS+3TvY8iQIcTExPDxxx971pAqVRBfX8rFxaV1CFOmQPHi0KOHZ2zzEOXKlaNT\np04sWLCAK1eu3Gx46SU9fWQijrwOZxzCKaD8LZ/LAdHpySil/IDCwHn753LA50B3ETmafIGInLa/\nXgZWoKem0iAiH4hIiIiEOJybzQXMmDGDwMBA+vfv735lmzbB2bOQXnUvL6NZs2bcfffdKSNaPEGe\nPCSWL08NSOkQ9u+Hr77Sv4qzUTU0VzF48GAuXbrEsltzGRUvrne+r1z5z+5ug3fgjEPYBQQrpSor\npfIAXYB1qWTWoReNAToBm0VElFJFgK+BV0Tkx2RhpZSfUqq4/b0/0AbYe2e3kjM5f/48S5cupWvX\nrhQvXtz9Cpctg6JFoVUr9+tyAckRLZGRkWzfvt2jtlwrVy6tQ3j3Xe0I0kuBncNp0KABISEhzJgx\nA5vNdrPh5Zf19NmkSZ4zzpCGDB2CfU1gELAROAB8LCL7lFLjlVJP2cUWAkFKqShgGJAcmjoIqAa8\nliq8NADYqJT6DfgVOA2YpOkOWLBgAXFxcdaEml6+DJ9/Ds8+CwHZZ+2/W7duFClSxOMb1S6UKEEw\ncFey4z5zRu896NVL/yrOhSilGDJkCAcPHuQ///nPzYYyZfT3smgRnD7tOQMNKXEmv4W3HLktl9GN\nGzekQoUK0qRJE2sULlqkc/Js326NPhcyYsQI8fX1lZMnT3rMhp969hQBOb5liz4xerSIUiJRUR6z\nyRuIj4+XUqVKSatWrVI2HDums8QOHeoZw3IRmFxG2Z+1a9dy8uRJa0JNQU8XVasG9etbo8+FvPji\ni4gIs2fP9pgNJwIDASh+4YIebc2dCx06QNWqHrPJG8iTJw8DBw7km2++4fDhwzcbKleG55+HefPg\n3DnPGWj4B+MQvJjp06dTqVIl2lqxs/WPP+C//4UXXsiWG6cqVqzI008/zQcffMC1a9c8YsMR+/eW\n/48/YOFCuHgRRozwiC3exsCBA8mTJw8zZ85M2TB6NFy7Bu+95xnDDCkwDsFL+eWXX9i6dSuDBg1y\nf71k0KGmItohZFOGDBnC+fPnWb58uUf0H712jStKofbvh2nToHFjeOghj9jibZQsWZIuXbqwePFi\nLl26dLOhVi09ipo1C249b/AIxiF4KbNmzSJfvnz06dPH/cpE9HRRo0bZenqjcePG1K5dm5kzZ3ok\nBDUmNpY/AgN1yvCTJ83oIBVDhgzhypUrLF68OGXDmDHaGXhwus+gMQ7BC7lw4QIrV66ka9euFClS\nxP0Kf/lFx8t7eaqKjFBKERYWxp49ezwSghoTE8OfRYroKZCaNfXmPsM/1KlTh4ceeoi5c+emdNh1\n60KLFnpU5aHpPoPGOAQvZMmSJcTFxREWFmaNwmXLdHpiL09V4QzPP/88hQoVYs6cOZbrjo2N5WLy\nHoSXX9aFYQwpCAsL4+DBg3z//fcpG8aMgdhYvfZi8Bjmf6yXYbPZmD17Ng0aNKB27druV5iYCCtW\n6JTMRYu6X5+byZ8/Pz179uSTTz4hJsa6BLoiQkxMDEdr14Y+fXRBGEMannnmGYoVK5Y2GqxxYz1l\nOXkyJCR4xjiDcQjexubNmzmAxbC1AAAgAElEQVRy5Ih1o4Nvv4WYmGw/XXQrAwcOJCEhgQ8//NAy\nnVevXiUuLg5brVqwYAHYQ1ANKQkMDKR37958/vnnREenyoAzZoyOdluxwjPGGYxD8DbmzJlDUFAQ\nnTp1skbh0qU6iV3Lltbos4C7776bxx57jHnz5pGUlGSJzuTRiMPiOIYUDBw4kKSkJBYsWJCyoWVL\n+L//g3fe0QWFDJZjHIIXcerUKdauXUufPn0ItOIX5oUL8MUXenNQnjzu12choaGh/P7772zYsMES\nfcYhOE/VqlVp3rw58+bN48aNGzcblIJXXoFDh/T/S4PlGIfgRcyfPx+bzcaAAQMyFnYFq1ZBfLzO\nKZPDePrppylVqpRlO5eNQ8gcYWFhREdH8+WXX6Zs6NRJ75Z/+20dDm2wFOMQvIQbN24wf/58WrRo\nQZUqVaxRumgR3H8/WLF4bTH+/v7079+f9evXc/z4cbfrMw4hc7Ru3ZoKFSqkjQbz9YVRo3SJzVuT\n4RkswTgEL2Ht2rWcOXPGusXkfft0Fa9evbJlqgpn6NevHz4+PsybN8/tupKLN+XWmh2ZxdfXl/79\n+7Np06aU+Y1ABziULWvKbHoA4xC8hDlz5lCxYkVaWrW4u3gx+Pnl6PDIcuXK8dRTT7Fw4UK3l9iM\niYmhYMGC5M2FRXCySp8+ffD3909bEzsgQJcb3bIFPFzjIrdhHIIXcODAATZv3syAAQOsyVt044be\njNamDeTwX7RhYWGcO3eOTz/91K16YmJizOggk5QqVYqOHTuyaNGitAkJ+/XT0W+mzKalGIfgBcyd\nOxd/f39r8hYBbNyoy2TmwMXk1DRt2pTg4GC3Ly7HxMSY9YMsEBoaysWLF1m1alXKhgIFYPBgXX70\nt988Y1wuxDgED3P16lWWLFlC586drXugLFoEd92Vo/YepIePjw+hoaFs376d3bt3u02PcQhZo3Hj\nxtxzzz2OU40MGqQdwzvvWG9YLsU4BA+zcuVKLl26RGhoqDUKz52DL7/Uaa79/a3R6WF69uxJ3rx5\n3ZrfyDiErJGckDAiIoJdu3albCxWDAYOhNWr4ehRzxiYyzAOwYMkV/i67777aNSokTVKV6zQawg9\ne1qjzwsoWrQoXbp04aOPPkqZi99F2Gw2zp07ZxxCFnnhhRfInz+/42m9oUN1KOqMGdYblgtxyiEo\npVoopQ4ppaKUUqMdtAcopVbb23copSrZzz+hlIpUSu2xvza95Zq69vNRSqkZSuXQ2MfbsHPnTn75\n5RdCQ0Ox7PYXLdLphu+7zxp9XkJYWBhXr17lo48+cnnfFy9eJDEx0TiELFKoUCG6devGqlWrOH/+\nfMrGMmV0Ft5Fi+Dvvz1jYC4iQ4eglPIF3gdaArWA55RStVKJ9QEuiEg1YBow0X7+HNBWRO4DegDL\nbrlmDtAfCLYfLe7gPrIls2fPpkCBArxgVZWyX3/VRy5YTE5NSEgIISEhzJ492+XFc8ymtDsnNDSU\n69evpy2eAzBkiK5RvWiR5XblNpwZIdQDokTkmIgkAKuAdqlk2gFL7O8/BR5XSikR+UVEklMa7gMC\n7aOJ0kAhEflJ9F/nUuDpO76bbMRff/3F6tWr6datGwULFrRG6eLFOmfRc89Zo8/LCA0NZf/+/Wzd\nutWl/SY7BBN2mnXuv/9+GjZsyNy5c7HZbCkbH3wQGjbU00Ym6Z1bccYhlAX+uOXzKfs5hzIikghc\nAoJSyXQEfhGReLv8qQz6BEAp1V8pFaGUikjeDZoTWLx4MfHx8dYtJick6LrJ7drpxbpcSJcuXShS\npIjLF5fNCME1hIaGcuTIETZv3py2ccgQOHYMvv7aesNyEc44BEeT26nH3LeVUUrdg55GGuCMfIqT\nIh+ISIiIhOSUX2A2m425c+fSqFEj7rNqLv/rr3WEUS5aTE5Nvnz56NGjB5999hlnz551Wb/GIbiG\nTp06ERQU5Nhht28P5crB9OnWG5aLcMYhnALK3/K5HBCdnoxSyg8oDJy3fy4HfA50F5Gjt8iXy6DP\nHMt3331HVFSUdXmLQM+/li4NTz5pnU4vJDQ0lBs3bri0eE6yQyhevLjL+syNBAYG0qdPH9auXcvp\n06dTNvr7630JmzebjWpuxBmHsAsIVkpVVkrlAboA61LJrEMvGgN0AjaLiCiligBfA6+IyI/JwiJy\nBrislKpvjy7qDqy9w3vJNsyePZsSJUrQsWNHaxSePQvffKOThvn5WaPTS6lRowZNmzZl7ty5Liue\nExsbS1BQEH65/Lt1BQMGDMBmszF//vy0jf36Qd68JgTVjWToEOxrAoOAjcAB4GMR2aeUGq+Uesou\nthAIUkpFAcOA5NDUQUA14DWl1K/2I3lcHQosAKKAo8B6V92UN3Pq1CnWrVtH7969CQgIsEbp0qV6\nMS4XRhc5IjQ0lJMnT7J+vWv+y5lNaa6jSpUqNG/enPnz56csngN67atbN/joI8hB64lehYhkm6Nu\n3bqS3fnXv/4lSik5duyYNQptNpGaNUUaNrRGXzYgISFBSpcuLa1atXJJf4888og8+uijLunLILJ2\n7VoB5LPPPkvbuG+fCIi8+ab1hmVjgAhx4hlrdipbSHIRnJYtW1K5cmVrlP7vf3DwIFiVOC8b4O/v\nT79+/VxWPMeMEFxLusVzAGrVgieegNmz9Y57g0sxDsFCkovgWBZqCvDhh5A/P3TubJ3ObIAri+eY\n1Neu5bbFc0CHoEZHg5tTmudGjEOwEMuL4Fy9qusmP/MMWLX5LZtQrlw52rZte8fFc27cuMH58+fN\nCMHF9OnTBz8/v7TFc0Bn6Q0ONiGobsA4BIs4dOgQmzdvpn///tYUwQH9C+rKFejd2xp92YzQ0FDO\nnTvHZ599luU+zp07B5g9CK6mVKlSdOjQgcWLFxMXF5ey0cdH10rYsUNPiRpchnEIFmF5ERzQ00XB\nwWBVJtVsRrNmzahWrdod7VxO3j1vHILrCQsL48KFC6xevTptY48eUKgQvPee9YblYIxDsIBr166x\nePFiOnbsSMmSJa1ReuQI/PCDHh3kvkSyTuHj48PAgQPZtm0be/bsyVIfZpey+3jkkUeoVauW47TY\nBQtC3756FHzqVNp2Q5YwDsECVq1axcWLF61dTF60SA+tu3e3Tmc2pGfPngQEBGS5xKZxCO5DKcXA\ngQPZtWsXERERaQXCw0EE3n/feuNyKMYhuBkRYebMmdx77700btzYGqWJibBkiV58K1PGGp3ZlKCg\nIJ577jmWLVuWpeI5xiG4l+7du5M/f35mzZqVtrFSJZ3jaN48uHbNcttyIsYhuJkff/yRX3/9lfDw\ncOuK4Hz7rQ7LM4vJThEeHs7Vq1dZlIV8+zExMfj5+VGkSBE3WGYoXLgwPXr0YNWqVTjMdvzSS3Dh\nAixblrbNkGmMQ3AzM2fOpEiRInTt2tU6pR9+CCVKQJs21unMxtSpU4eGDRvy/vvvp83FnwHJexBy\nYcE/yxg0aBDx8fGO8xs1aqQrAL73HmTy386QFuMQ3Mjp06f57LPP6NOnD/nz57dGaWwsrFunc77k\nyWONzhxAeHg4UVFRbNiwIVPXmV3K7ufuu++mWbNmzJkzh8TExJSNSulRwsGDemRsuCOMQ3Aj8+bN\nw2azWZvmevlyvaXfJLLLFB07dqR06dLMnDkzU9fFxsYah2AB4eHhnDp1ii+++CJt4zPPQKlSJgTV\nBRiH4Cbi4+OZN28ebdq0oUqVKtYoFdHTRfXqwb33WqMzh+Dv78/AgQPZsGGD43QJ6WBGCNbQunVr\nKlWq5Nhh58kDL74IGzfC/v3WG5eDMA7BTXzyySfExMQwaNAg65RGRsKePWYxOYv0798ff39/3s9E\nGKNxCNbg6+tLWFgYP/zwA785KpAzYAAEBJhaCXeIcQhuYubMmdSoUYNmzZpZp3T+fAgMhC5drNOZ\ngyhVqhSdO3dm0aJFXL58OUP5a9euceXKFeMQLKJPnz7kzZvX8SihRAl44QVd++Ovv6w3LodgHIIb\n2LlzJzt37mTQoEH4+Fj0FV+6pNcPnn8eChe2RmcOJDw8nMuXL7N06dIMZZPDIE2mU2soVqwYXbt2\nZfny5Zw/fz6twEsvQVyc/mFkyBLGIbiBmTNnUrBgQXr06JGxsKtYulRnN7VyATsH8tBDDxESEsKs\nWbPQdUXSx2xKs57w8HDi4uJYuHBh2sZ774VmzWDWLFMrIYsYh+Bizp49y+rVq+nZsycFrUo5LaIL\nhtSrp2OyDVlGKUV4eDgHDx5k06ZNt5U1DsF67r//fh555BFmz57tuCb2Sy/B6dNwBxlsczNOOQSl\nVAul1CGlVJRSarSD9gCl1Gp7+w6lVCX7+SCl1H+VUleUUrNSXfO9vc/UtZazNR988AE3btywdjH5\n++91HLYZHbiEZ599lhIlSmQYgmoynXqG8PBwfv/9d7766qu0jcm1EqZN0z+UDJkiQ4eglPIF3gda\nArWA55RStVKJ9QEuiEg1YBow0X7+OvAa8HI63XcVkdr2IyYrN+BN3Lhxg7lz59K8eXOqV69uneLZ\ns3UB8meesU5nDiYgIID+/fvz1VdfcezYsXTlzAjBMzz99NOUK1fOscP28dEV1XbuhG3brDcum+PM\nCKEeECUix0QkAVgFtEsl0w5YYn//KfC4UkqJyFUR2YZ2DDmeNWvWEB0dTXh4uHVKT5+Gzz/XoaZ5\n81qnN4czcOBAfHx8bpsFNSYmhnz58lm3C90AgJ+fH6GhoXz33Xfsd7TvoFcvuOsuGDfOeuOyOc44\nhLLAH7d8PmU/51BGRBKBS0CQE30vsk8XvaZyQDKYmTNnUrVqVetKZIKOqLDZYOBA63TmAsqVK0eH\nDh1YuHAhV69edShj9iB4jn79+hEQEOB4lJAvH4waBd99B1u3Wm9cNsYZh+DoQZ16cs4ZmdR0FZH7\ngMb2o5tD5Ur1V0pFKKUiHGY79BJ27NjBjz/+aG2o6Y0b8MEH0KIFVK1qjc5cxJAhQ7h48WK6WVCT\nE9sZrKdEiRI8//zzLFmy5J8ypikYOBBKloTXX7fctuyMM0+uU0D5Wz6XA6LTk1FK+QGFAQeBwjcR\nkdP218vACvTUlCO5D0QkRERCvPmPb8qUKRQpUoS+fftap3TtWjhzxiwmu4mGDRtSv359pk6d6jCi\nxYwQPMvw4cOJi4tzXAI1eZSwebOuHGhwCmccwi4gWClVWSmVB+gCrEslsw5IDrrvBGyW2wRxK6X8\nlFLF7e/9gTbA3swa7y0cPXqUNWvWEBoaSoECBaxTPHs2VKyoIysMLkcpxYgRIzh+/Dhr1qxJ024S\n23mWe+65h1atWjFz5kzi4uLSCgwYYEYJmSRDh2BfExgEbAQOAB+LyD6l1Hil1FN2sYVAkFIqChgG\n/BOaqpT6HZgK9FRKnbJHKAUAG5VSvwG/AqeBbLu9cOrUqfj5+Vm7mHzgAPz3v3po7Otrnd5cRrt2\n7ahWrRqTJ09OsVFNRMwIwQsYMWIEsbGxjneW58sHo0frv5MtW6w3LjsiItnmqFu3rngbsbGxkjdv\nXundu7e1igcNEsmTR+TsWWv15kJmz54tgGzZsuWfcxcvXhRA3n33XQ9aZrDZbFK3bl0JDg6WpKSk\ntALXromUKiXSpIn1xnkRQIQ48Yw1O5XvkNmzZxMXF8fw4cOtU3rliq6Z3LmzDq8zuJWePXtSvHhx\nJk+e/M85swfBO0ie1jty5Ajr1qWeyUaHYo8apTdvfv+91eZlO4xDuAPi4uKYNWsWrVu3plat1Hv1\n3Mjy5XD5ss4Bb3A7efPmZdCgQXz11Vf/xL0bh+A9dOzYkUqVKqVw2CkYMEAX0DH7EjLEOIQ7YMmS\nJcTGxjJixAjrlCbnLapdG+rXt05vLicsLIzAwECmTp0K3HQI3hz5llvw8/Nj6NChbN++ne3bt6cV\nyJtXryWYUUKGGIeQRZKSknj33Xd58MEHeeSRR6xTvG0b/PYbhIbqerIGSyhRogS9evVi2bJlnDlz\nxowQvIzevXtTtGhRpkyZ4ligf38oXdpEHGWAcQhZZN26dURFRfHyyy9j6SbrWbOgSBHo2tU6nQYA\nhg0bxo0bN5g5c6apheBlFChQgLCwML744gvHJVCTRwlbtuioI4NDjEPIIpMnT6Zy5cp06NDBOqWn\nT8OaNTpvkcmfYznVqlWjffv2zJkzh2PHjlGkSBHy5MnjabMMdsLDw/H392fatGmOBfr3hzJlYOxY\nkwk1HYxDyAI//vgjP/30E8OGDcPPz886xR98AElJerrI4BFGjBjBxYsXWb58uZku8jJKlixJ9+7d\nWbx48T9TeikIDIR//Qu2bwdHEUkG4xCywpQpUyhWrBi9evWyTmlCAsybp3clV6tmnV5DCurXr8/D\nDz9MQkKCcQheyPDhw7l+/Trvv/++Y4E+faBGDT19lJhorXHZAOMQMsnhw4dZu3YtYWFh1qY9/uwz\nOHsWrNwNbXBIclSZcQjeR82aNXnqqad4//33uXbtWloBPz94+21dUCqdpIW5GeMQMsmECRMICAiw\ntiIa6MXkatXgySet1WtIQ5s2bXjkkUdo0KCBp00xOGDkyJH89ddfzJs3z7HA009Dgwbw73/rOuSG\nfzAOIRMcOXKEZcuWMXDgQEqWLGmd4p9/1vOeL76oK0IZPIqPjw9btmzh5ZfTKwRo8CSNGjWiadOm\nTJw40fEoQSmYNElnCp4+3XoDvRjzdMkEb7zxBgEBAYwaNcpaxbNm6URdPXtaq9dgyKaMGzeOs2fP\nOk6NDfDww/DUUzBxIjiqp5BLMQ7BSQ4fPszy5csJDQ2lVKlS1in+6y9YsQK6ddP7DwwGQ4Y8/PDD\nNGvWjIkTJ6Zb8Y6339Z5wd5801rjvBjjEJwkeXQwcuRIaxUvXAjx8SZvkcGQScaNG0dsbGz6dbFr\n1dJ7embPhmPHrDXOSzEOwQkOHTrEihUrePHFF61dO0hK0v9ZH30U7rvPOr0GQw6gYcOGPPnkk0ya\nNIkrV644Fnr9dR159NprltrmrRiH4ATjx48nMDDQ2iR2AF9/DSdOmFBTgyGLvP7665w7dy79fQll\ny8JLL+lp2Z9/ttY4L8Q4hAw4cOAAK1euZNCgQdbHnc+aBeXKQbt21uo1GHIIDRo0oHnz5kyePJnL\nly87Fho1CoKC9GsuxziEDBg/fjz58uWzfnRw8CD85z+6RKaV6TEMhhzGuHHj+Ouvv9IfJRQurPMb\nbdqkR+W5GOMQbsO+fftYvXo14eHhFC9e3FrlU6ZAnjzQt6+1eg2GHMZDDz1Ey5Ytbz9KCAuDmjVh\n8GC4ft1aA70IpxyCUqqFUuqQUipKKTXaQXuAUmq1vX2HUqqS/XyQUuq/SqkrSqlZqa6pq5TaY79m\nhrI0h7RzvPHGG+TPn9/6DUiHD8PixXp0YOUitsGQQ3n99dc5f/48M2fOdCyQJw/MnKmjjdKrqZAb\nyKjoMuALHAWqAHmA3UCtVDJhwFz7+y7Aavv7/MDDwEBgVqprdgINAAWsB1pmZEvdunXdXow6mb17\n94pSSsaMGWOZzn/o0kUkXz6RP/+0XrfBkENp3bq1FC1aVC5dupS+UKdOInnzivz+u3WGWQAQIRk8\nX0XEqRFCPSBKRI6JSAKwCki9ytkOWGJ//ynwuFJKichVEdkGpBiDKaVKA4VE5Ce7sUuBp52wxTLG\njRtHgQIFGD58uLWKd++GVat05IMZHRgMLuP111/nwoULTL9duop339WpLYYOtc4wL8IZh1AW+OOW\nz6fs5xzKiEgicAkIyqDPUxn0CYBSqr9SKkIpFZFcpcrdbN++nU8++YShQ4dSrFgxS3T+w2uv6R3J\nJk+OweBSQkJCaNeuHZMmTeLPP/90LFShArz6Knz+OWzcaK2BXoAzDsHR3H7qckPOyGRJXkQ+EJEQ\nEQmxolyhzWbjpZdeokyZMtZHFv30E3z5JYwcCUWLWqvbYMgFTJ48mfj4eF599dX0hYYPh+Bgvf8n\nPt4647wAZxzCKaD8LZ/LAdHpySil/IDCwPkM+iyXQZ8eYfny5ezatYt33nmHAgUKWKdYBMaMgbvu\n0pEOBoPB5QQHBzN48GAWLVrEz+ltRAsIgBkz4MgRSK8cZw7FGYewCwhWSlVWSuVBLxqnrj+3Duhh\nf98J2GxfG3CIiJwBLiul6tuji7oDazNtvYu5cuUKo0ePpl69enS1uoj9d9/B99/r4aqpl2wwuI2x\nY8cSFBTESy+9RLqPqRYtdN2EN96AP/5wLJMTcWblGWgFHEZHG71qPzceeMr+PhD4BIhCRw9VueXa\n39GjhSvokUEt+/kQYK+9z1mAysgOd0cZjR07VgDZvn27W/WkwWYTefBBkfLlRa5ft1a3wZALmTt3\nrgDy8ccfpy90/LhIYKBI586W2eUucDLKSEn6P+S9jpCQEImIiHBL3ydOnKBmzZp06NCB5cuXu0VH\nunzxBbRvrzOb9u5trW6DIReSlJREnTp1uHTpEgcPHiQwMNCx4PjxurLapk3w+OPWGulClFKRIhKS\nkZzZqWxn1KhRKKV45513rFWclKQji6pXh+7drdVtMORSfH19mTZtGidOnGDq1KnpC44cCVWr6k2i\njqqv5TCMQwB+/PFHVq9ezciRIylfvnzGF7iSVatg7149V2lyFhkMltG0aVOefvppJkyYwJkzZxwL\nBQbC/PkQFaXzHeVwcv2Ukc1mo169evz5558cOnSI/FYu6F67puscFCoEkZGmXrLBYDFRUVHUqlWL\nrl27smjRovQFw8Jg7lzYuhUaNbLOQBdhpoycZNmyZURGRjJx4kRrnQHoiKJjx2DqVOMMDAYPUK1a\nNV566SUWL15MZGRk+oITJ+pNa717Q1ycdQZaTK4eIVy5coXq1atTsWJFtm/fjqX59X74AZo00b88\nZs3KUNxgMLiHv//+m+DgYIKDg9m6dWv6z4HvvoNmzXQWgcmTrTXyDjEjBCcYO3YsZ86cYdq0adY6\ngytXoFcvqFxZ//IwGAweo1ChQrz11lv8+OOPfPjhh+kLPv44DBigR/Q//WSdgRaSax3CDz/8wPTp\n0wkPD6d+/frWKh81Co4f1ymuzSY0g8Hj9O7dmyZNmjBs2DD+uN1GtEmTdBXDXr1y5NRRrnQIV69e\npVevXlStWpW3337bWuXffQezZ+tspo0bW6vbYDA4xMfHh4ULF5KUlETfvn3T38FcqBAsWACHDsHr\nr1tqoxXkSocwevRojh8/zqJFi6xdSP77b70oVaMGvPWWdXoNBkOGVKlShUmTJvHtt9+yYMGC9AWf\neAL69dOFdHbssM5AC8h1i8rff/89jz32GEOGDOG9995zkWVO0rcvLFoE27fDQw9Zq9tgMGSIzWaj\nWbNmREREsHfvXipUqOBY8O+/4d57oUABHTKeN6+1hmYSs6jsgCtXrtCrVy+qVavGhAkTrFX+zTc6\nNcXIkcYZGAxeSvLUkc1mo0+fPhlPHR04kKOyE+cqhzBq1ChOnDjB4sWLyZcvn3WKL1zQQ8x77smR\n844GQ06icuXKTJkyhU2bNvHBBx+kL/jkkzpl/YIFsGRJ+nLZCWcy4HnLcSfZTr/77jsBZOjQoVnu\nI0skJYm0ayfi6ysSEWGtboPBkCVsNps8/vjjUqBAATl+/Hj6gjduiDRpousw//abZfZlFlxYUznb\nc/nyZXr37k316tV58803rVX+1luwdq2OXa5b11rdBoMhSyilWLhwIQB9+vTBZrM5FvTzg5UroXBh\n6NwZLl+20ErXkyscwsiRIzl58iSLFi2ydqroq6906txu3XQ5PoPBkG2oWLEi7777Lps3b2b27Nnp\nC5YqpZ3CkSN6ajgbBeqkJsc7hBs3bnDy5EmGDRtGw4YNrVN8+DB07Qq1a8O8eWDlTmiDweAS+vXr\nR8uWLRk2bBg/3W53cpMm8OabsHq13meUTckVYaciQmJiIv7+/m6wygGXL0P9+nD2rA5Jq1jRGr0G\ng8HlnD9/ngcffJC4uDgiIiIoU6aMY0GbDdq2hf/8B378ER580FpDb4MJO70FpZR1zkBEb2s/eBA+\n/tg4A4Mhm1OsWDG++OIL/v77bzp27Eh8fLxjQR8fWLoUSpfW6wnnz1trqAtwyiEopVoopQ4ppaKU\nUqMdtAcopVbb23copSrd0vaK/fwhpVTzW87/rpTao5T6VSnlnrqYnmDiRPjsM50NsWlTT1tjMBhc\nwH333cfixYv53//+x6BBg9LfnxAUBJ98AtHR8MwzkJBgraF3SkZhSIAvcBSoAuQBdgO1UsmEAXPt\n77sAq+3va9nlA4DK9n587W2/A8WdCYVKPu4k7NQS1q8XUUrkuedEbDZPW2MwGFzMmDFjBJA5c+bc\nXnDxYhEQ6dJFh557GFwYdloPiBKRYyKSAKwC2qWSaQck78z4FHhc6XzS7YBVIhIvIseBKHt/OY9d\nu+DZZ+H++/VGFbOIbDDkOMaPH0+rVq0IDw9n27Zt6Qv26AHvvKNL5A4blm0ij5xxCGWBW/PBnrKf\ncygjIonAJSAog2sF+FYpFamU6p95072IiAid8CooCL78EqwMbTUYDJbh6+vL8uXLqVy5Mp06deLU\nqVPpC48cqbMaT5+u02ZnA5xxCI5+6qZ2d+nJ3O7aRiJSB2gJvKiUesShcqX6K6UilFIRsbGxTphr\nMZGR2hkUKwbffw/ly3vaIoPB4EaKFCnC2rVruXbtGh06dODq1auOBZWCd9+F556D0aN1/RMvxxmH\ncAq49SlXDohOT0Yp5QcUBs7f7loRSX6NAT4nnakkEflAREJEJKREiRJOmGshP/+snUGRIvDf/+qa\nqwaDIcdz991389FHHxEZGUnbtm25du2aY0EfH+0ImjXT2Y6//tpSOzOLMw5hFxCslKqslMqDXjRe\nl0pmHdDD/r4TsNm+kLEO6GKPQqoMBAM7lVL5lVIFAZRS+YEngb13fjsW8ssv+h+5YEHtDEx4qcGQ\nq3jqqadYunQpW7Zs4cJcdykAAAlJSURBVKmnniIuvQpqefLAmjV6k2rnzvC//1lraCbI0CHY1wQG\nARuBA8DHIrJPKTVeKfWUXWwhEKSUigKGAaPt1+4DPgb2AxuAF0UkCSgJbFNK7QZ2Al+LyAbX3pob\n2b1bO4MCBfQ0UaVKnrbIYDB4gK5du7J48WI2b95Mu3bt0ncKBQvqFPhly0KrVl5bWCdX7FR2Kbt2\nQcuWuiDGli1QpYpn7TEYDB5nyZIl9OrViyeeeIK1a9cSGBjoWPD4cT3NfOYMfPqpfpZYgNmp7GpE\nYP58ePjhmyMD4wwMBgPQo0cPFixYwLfffkuHDh3S381cubJOa1Gzpk5z4WV1FIxDcIa4OOjTB/r3\nh8ce05FFVat62iqDweBF9O7dm/nz57N+/frbp7goWVL/oHzsMejZU2c38JKZGuMQMuLYMWjUSNdC\n/te/dJRAUJCnrTIYDF5I3759mTdvHl9//TUtW7bk3LlzjgULFtTPki5ddEjq0KE6OZ6H8fO0AV7N\nN9/oFNagN5y1aeNZewwGg9fTv39/8ubNS79+/QgJCeHzzz/ngQceSCuYJw8sX67rKbz3ns6OvHgx\nBARYbnMyZoTgiOvX4dVXoXVrHU4aGWmcgcFgcJpu3bqxbds2kpKSaNSoEStWrHAs6OOjqylOnKjT\nXDRpAr//bqWpKc3xmGZv5T//0fmIJkzQ83vbt5vFY4PBkGlCQkKIjIzkwQcfpGvXrgwfPpzExMS0\ngkrpNBcffwz79+v9Cp9+ar3BGIdwk+hoPZ/35JN6gWfjRr1uYPISGQyGLHLXXXexadMmwsPDmTp1\nKi1atEh/XaFzZ/j1V6hRQ78PDdUBLRZiHEJiok4+VbMmfPEFjBsHe/Zox2AwGAx3iL+/PzNmzGDR\nokVs27aNunXrsn79esfClSvD1q0wYgTMnQv16ulRg0XkXocgoqeH6tXTGQkbNoS9e3UkUXqbSgwG\ngyGL9OzZk23btpE3b15atWrFM888Q3R06rRw6MXmSZNgwwa90BwSolPqWxCamvscgoiOHmrQQI8C\nzp3Tc3fr10O1ap62zmAw5GBCQkLYvXs3b7zxBuvWraNmzZrMnDmTpKSktMLNm+s0OQ0bwuDB8Mcf\naWVcTO5xCDabnhJ68EEdPfTnnzBvHhw5oufrTEEbg8FgAQEBAYwdO5a9e/fSoEEDBg8ezEMPPURk\nZGRa4dKl4dtvdXCLBdmUc75DsNn0iv0DD0D79nDxInz4oXYE/ft7NObXYDDkXqpVq8aGDRtYtWoV\np0+fpl69evTq1YsDBw6kFPTx0ZFHFpDzHQLA+PEQHw/LlsHBg9CrF/j7e9oqg8GQy1FK8eyzz3Lg\nwAEGDx7M6tWrqVWrFu3bt2eHBzKi5nyH4OOjt4jv2wcvvAB+ZnO2wWDwLooUKcK0adM4ceIEr732\nGlu2bKF+/fo89thjbNy4EauyUud8hwC6rKWvr6etMBgMhttSokQJxo8fz8mTJ5k6dSpHjhyhRYsW\n1KlThzNnzrhdf+5wCAaDwZCNKFCgAEOHDuXYsWN8+OGHVK5cmZIlS7pdrymQYzAYDDkcUyDHYDAY\nDJnCKYeglGqhlDqklIpSSo120B6glFptb9+hlKp0S9sr9vOHlFLNne3TYDAYDNaSoUNQSvkC7wMt\ngVrAc0qpWqnE+gAXRKQaMA2YaL+2FtAFuAdoAcxWSvk62afBYDAYLMSZEUI9IEpEjolIArAKaJdK\nph2QXBz0U+BxpZSyn18lIvEichyIsvfnTJ8Gg8FgsBBnHEJZ4NYkGqfs5xzKiEgicAkIus21zvRp\nMBgMBgtxxiE4SvKTOjQpPZnMnk+rXKn+SqkIpVREbGzsbQ01GAwGQ9ZxxiGcAsrf8rkckDpn6z8y\nSik/oDBw/jbXOtMnACLygYiEiEhIiRIlnDDXYDAYDFnBGYewCwhWSlVWSuVBLxKvSyWzDuhhf98J\n2Cx6g8M6oIs9CqkyEAzsdLJPg8FgMFhIhol9RCRRKTUI2Aj4Ah+KyD6l1HggQkTWAQuBZUqpKPTI\noIv92n1KqY+B/UAi8KKIJAE46jMjWyIjI88ppU5k5UaB4kA6tetyDbn9O8jt9w/mO4Dc+R1UdEYo\nW+1UvhOUUhHO7NTLyeT27yC33z+Y7wDMd3A7zE5lg8FgMADGIRgMBoPBTm5yCB942gAvILd/B7n9\n/sF8B2C+g3TJNWsIBoPBYLg9uWmEYDAYDIbbkOMdQm7MqqqU+lApFaOU2nvLuWJKqf8opY7YX4t6\n0kZ3o5Qqr5T6r1LqgFJqn1JqiP18rvkelFKBSqmdSqnd9u9gnP18ZXtW4iP2LMV5PG2rO7En1PxF\nKfWV/XOuuv/MkKMdQi7OqroYnV32VkYD34lIMPCd/XNOJhEYLiJ3/3979+8aRRCGcfz7oAEFkaCo\nBIOInY3GRgJaSLAQDWJjpeAfYKGFCNoIgq3mD9DCQoSAorWgopWFP8AilY1NSBqD2qTQx2IGckjA\nSyB3OPt84GBn74qZ99h9d2du3wMmgcv1u+9SHJaBKduHgQnglKRJSjXiezUG3yjVilt2BZjraXdt\n/H1rOiHQ0aqqtt9QHhDs1VuR9iFwbqCdGjDb87Y/1O0flBPCXjoUBxc/a3OkvgxMUaoSQ+MxkDQO\nnAHu17bo0PjXqvWEkKqqK/bYnodysgR2D7k/A1P/sOkI8I6OxaFOl3wCFoEXwBdgqVYlhvaPiRng\nOvC7tnfSrfGvSesJoe+qqtEmSduAJ8BV29+H3Z9Bs/3L9gSlgORR4OBqHxtsrwZD0jSwaPt97+5V\nPtrk+Nfjn7WM/nN9V1XtgAVJY7bnJY1RrhibJmmEkgwe2X5ad3cuDgC2lyS9pqynjEraXK+SWz4m\njgFnJZ0GtgDbKXcMXRn/mrV+h5Cqqit6K9JeAp4PsS8brs4VPwDmbN/teaszcZC0S9Jo3d4KnKSs\npbyiVCWGhmNg+4btcdv7Kcf+S9sX6Mj416P5B9Pq1cEMK1VV7wy5SxtO0mPgBKWq4wJwC3gGzAL7\ngK/Aedt/Lzw3Q9Jx4C3wmZX545uUdYROxEHSIcqi6SbKxd+s7duSDlB+YLED+AhctL08vJ5uPEkn\ngGu2p7s4/n41nxAiIqI/rU8ZRUREn5IQIiICSEKIiIgqCSEiIoAkhIiIqJIQIiICSEKIiIgqCSEi\nIgD4A18+wdf0KL/cAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEkJERFRJCBERASQhRERElYQQEREA/AG91BRLSr5VsAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQqbS3w1v+RCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRFQJCBERAcAf2KOxHvX6thoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEBERAPwD/UpebxtCkpAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnexIeeoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAgCVIACwCAIAVb0BFE3M6ZkyBBgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEQC8BQ6PbEyFqpLeAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nISIiqiSEiIgA4AzPqfVwSJHcugAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial = 399\n", "game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.5), (0.5, 0.5)], alpha = 0.5, input_type = 0)\n", "game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", "Poss = []\n", "hs = []\n", "for i in range(1):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (5, 2), epsilon=1)\n", " Poss.extend(Pos[:-1])\n", " hs.extend(h)\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p1) + game.net.bp1).data.numpy() for h in hs]\n", "beta = 1e-2\n", "for i in range(30):\n", " plt.figure()\n", " prob = np.exp(-beta * placefield[4 * i + 1].ravel())/np.sum(np.exp(-beta * placefield[4 * i + 1].ravel()))\n", " plt.plot(prob, 'k')\n", " prob_p = np.exp(-beta * predict[4 * i + 1].ravel())/np.sum(np.exp(-beta * predict[4 * i + 1].ravel()))\n", " plt.plot(prob_p, 'r')\n", " print ('entropy', -np.sum(prob * np.log(prob_p + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "entropy 3.28563\n", "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGGM8xJK+McZ4yP8HZ8I0V1cu3B8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGGM8xJK+McZ4yP8HZ8I0V1cu3B8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4yFW+sYY4yFW+sYY4yH/H/y9vlU0NkdRAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial = 399\n", "game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.5), (0.5, 0.5)], alpha = 0.5, input_type = 0)\n", "game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", "Poss = []\n", "hs = []\n", "for i in range(1):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (2, 2), epsilon=1)\n", " Poss.extend(Pos[:-1])\n", " hs.extend(h)\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p2) + game.net.bp2).data.numpy() for h in hs]\n", "beta = 3 * 1e-2\n", "for i in range(5):\n", " plt.figure()\n", " prob = np.exp(-beta * placefield[2 * i + 1].ravel())/np.sum(np.exp(-beta * placefield[2 * i + 1].ravel()))\n", " plt.plot(prob, 'k')\n", " prob_p = np.exp(-beta * predict[2 * i + 1].ravel())/np.sum(np.exp(-beta * predict[2 * i + 1].ravel()))\n", " plt.plot(prob_p, 'r')\n", " print ('entropy', -np.sum(prob * np.log(prob_p+1e-5)))" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n", "entropy nan\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npZTykf8PGuV4mB0OobsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFsq8wh4eAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XlwXOWZ7/Hvo8WSvMnWAsab1LaW\ntokDBNuxwUSCBLATlrkTU5BwwTakMtQdGDwkFZapJDOpCwlTqUDV3MxcmIuFiUmAmEA8GGI8gFkM\nGNsQIESr1ZYtb5FkGWPZ2t/7h/oQISSrJXX3e5bnU+Wil9N9nj6856e33/P2OWKMQSmlVDCk2C5A\nKaVU8mjoK6VUgGjoK6VUgGjoK6VUgGjoK6VUgGjoK6VUgGjoK6VUgGjoK6VUgGjoK6VUgKTZLmCg\nvLw8U1hYaLsMpZTylN27dzcbY/KHW851oV9YWMiuXbtsl6GUUp4iIg2xLKfDO0opFSAa+kopFSAa\n+kopFSAa+kopFSAa+kopFSAa+kopFSAa+kopFSCBDv329nYeeughOjo6bJeiVMIdOnSIDRs2oJdI\nDbZAh35FRQW33HILjz32mO1SlEq4H/7wh9xwww289957tktRFgU+9Pv/Vym/amtr48knnwS0vQdd\nYEP/T3/6Ezt37iQcDvPWW29RWVlpuySlEmbjxo2cOHGCcDjM448/Tnt7u+2SlCWBDf2KigrS0tLY\nuHEjqampPProo7ZLUiphKioqKC4u5sEHH6S1tZVNmzbZLklZEsjQ7+rq4le/+hVXXXUVZ599Nldc\ncQWPPfYY3d3dtktTKu727NnDq6++ypo1a/ja177GrFmzdIgnwAIZ+ps3b6apqYk1a9YAsGbNGg4f\nPswf/vAHy5UpFX+PPvooKSkp3HjjjaSmprJq1Sq2bNlCY2Oj7dKUBYEM/YqKCqZNm8by5csB+PrX\nv84ZZ5yhvR/lOz09Paxfv57LLruMGTNmALB69WqMMTprLaACF/qHDx9m8+bN3HjjjaSl9V1OID09\nnRtuuIFNmzbR1NRkuUKl4uell15i//793HTTTZ8+NnfuXMrKyqioqNA5+wEUuNDfsGEDPT09nw7t\nONasWUN3dzePP/64pcqUir+KigpycnK46qqrPvP4mjVrqKur44033rBUmbIlUKFvjGHdunUsXbqU\ncDj8mefOPvtsFi9ezLp167T3o3yhtbWVZ555huuvv56MjIzPPLdy5UomTpyoQ5oBFKjQf+edd6is\nrPxcL9+xZs0aPvzwQ959990kV6ZU/P3mN7+ho6Nj0PY+YcIErr32Wp566ilOnDhhoTplS6BCf926\ndWRlZXHttdcO+vx1111HZmYm69atS3JlSsXfunXrOPfccznvvPMGff6mm26ira2N3/72t0muTNkU\nmNA/efIkTzzxBCtXrmTy5MmDLjNlyhT+9m//ll//+tf6i0XlaR988AG7d+8e8lstwNKlSyktLdUh\nnoAJTOj/7ne/4/jx46fdCaBviOfYsWM8++yzSapMqfirqKggPT2db3/720MuIyKsXr2a119/ndra\n2iRWp2wKTOhXVFQQCoUoKys77XKXXHIJs2fP1t6P8qzOzk42bNjA1VdfTV5e3mmXvfHGG0lJSdHT\nkARIIEJ/7969vPzyy6xevZqUlNN/5JSUFFavXs3WrVvZv39/kipUKn42b95Mc3PzsN9qAaZPn87y\n5ctZv349PT09SahO2RaI0H/00UcREVatWhXT8s4vFtevX5/gypSKv3Xr1jF9+nQuu+yymJa/6aab\nOHDgAFu3bk1wZcoNAhH6W7Zs4YILLqCgoCCm5UOhEEuWLNFz8SjP6enpYevWrVxzzTWf/uJ8OFde\neSXjx4/nhRdeSHB1yg18H/rGGKqqqliwYMGIXrdgwQJqamoSVJVSibFv3z46OjpG1N7HjRtHaWmp\ntveA8H3oNzc3c+zYMUpLS0f0utLSUpqammhtbU1QZUrFX3V1NcCo2rvzWuVvvg99pyGXlJSM6HXO\n8rojKC8ZS3vfu3ev/j4lAGIKfRFZLiLVIlInIncN8nyGiDwZfX6HiBRGH08XkfUi8qGIVIrI3fEt\nf3hj6fn0f71SXlBdXc2UKVPIz88f0etKS0sxxlBXV5egypRbDBv6IpIK/BJYAcwHviUi8wcsdjPQ\naowpAh4A7o8+fg2QYYxZAJwP/J3zByFZqqurGTduHIWFI1ttKBQiLS1NQ195SnV1NaWlpYjIiF6n\nnZzgiKWnvxioM8bUG2M6gSeAqwcsczXgzG/cCHxV+lqdASaISBqQBXQCx+NSeYxqamooKioiNTV1\nRK9LT09n7ty5enBLeUpNTc2Iv9XCX4eDtL37XyyhPwPo/yulxuhjgy5jjOkGPgZy6fsD0AYcAvYB\nPzfGHB24AhH5rojsEpFd8b6IidPzGY2SkhLt+SjPaGtro7GxccTj+QCTJk1i+vTp2t4DIJbQH+x7\n4sATzg+1zGKgB5gOhIDviciczy1ozMPGmIXGmIUjHYs8ne7ubvbs2TOqnQD6vvLW1tbqLxWVJzi9\ndO3kqNOJJfQbgVn97s8EDg61THQoJxs4Cnwb+IMxpssY8xdgO7BwrEXHKhKJ0NXVNeqdoLS0lI6O\nDvbt2xfnypSKv9FOWnA40zb1IkL+Fkvo7wSKRSQkIuOA64BNA5bZBDjnOFgJvGz6Ws4+4BLpMwFY\nAlTFp/ThxWMnAB3nVN5QXV2NiFBUVDSq15eWltLa2kpLS0ucK1NuMmzoR8fobwW2AJXAU8aYj0Tk\nJyLiXHjzESBXROqAOwBnWucvgYnAn+j741FhjPkgzp9hSGP9uqszGpSX1NTUUFBQQFZW1qher+09\nGGI6OYcx5nng+QGP/ajf7Xb6pmcOfN2JwR5PlurqanJzc8nNzR3V6/Pz88nOztadQHlCdXX1qI9f\nwWdD/8ILL4xXWcplfP2L3LHuBCKiP09XnmCMGdNMNYCCggLS09O1vfuc70N/LDsB6DlJlDccOnSI\nEydOjKm9p6WlUVRUpO3d53wb+sePH+fw4cNxCf3Gxkba2triVJlS8TfWSQsOPdum//k29Md6ENfh\nDA/pNUSVmzntfSzDmdC3v9TV1dHd3R2PspQL+Tb049nz6f9+SrlRdXU1WVlZzJw5c0zvU1paSldX\nF3v37o1PYcp1fB36KSkpzJ07d0zvU1xcjIho6CtXcyYtDHcN6OHoKcX9z9ehX1hYSEZGxpjeJysr\ni9mzZ+s4p3K1eExaAP1BYhD4OvTjsROAzuBR7tbR0UEkEolLe8/LyyMnJ0fbu4/5MvR7e3upra2N\nW+g7J6LSc5IoN6qvr6e3t3fMB3Ed2snxN1+G/oEDBzh58mRce/qffPIJhw8fjsv7KRVP8Zq04NDQ\n9zdfhv5orxM6FJ3Bo9ws3qFfUlLCoUOHOH48qdc7Ukni69CPZ88H9OCWcqfq6mqmTZvG5MmT4/J+\nTnvX36b4ky9Dv6amhokTJzJ9+vS4vN/MmTPJysrSnr5ypbGeY2og/Wbrb74MfWcnGOnFoYeSkpJC\ncXGx7gTKlUZ7XdyhFBUVkZKSou3dp3wd+vGkB7eUGx09epTm5ua4hn5GRgaFhYXa3n3Kd6F/6tQp\nGhoa4roTQF/oRyIROjs74/q+So1FvI9fOUpKSvQYlk/5LvTr6uowxiRkJ+jp6aG+vj6u76vUWMR7\npprDOdum/jbFf3wX+vE6u+ZAenBLuVF1dTVpaWmEQqG4vm9paSltbW0cOHAgru+r7PNd6Cey59P/\n/ZVyg5qaGubOnUt6enpc31fbu3/5MvSnT5/OxIkT4/q+2dnZnHnmmboTKFeJ5zmm+tPQ9y9fhn4i\ndgLQqwopd+np6aGuri4h7X369OlMmDBB27sP+Sr043Fx6NNxTrymlBs0NDTQ0dER96FMABHR9u5T\nvgr95uZmjh07ltCeflNTE62trQl5f6VGIlHTNR362xR/8lXoJ2Mn6L8epWxK1Ew1R2lpKXv37qW9\nvT0h76/s8GXoJ+LrLuiJ15S7VFdXM2XKFPLz8xPy/iUlJRhj2LNnT0LeX9nhu9AfN24chYWFCXn/\nUChEWlqa9vSVK8T7HFMD6Tdbf/Jd6BcVFZGampqQ909PT2fOnDm6EyhXSOSkBdCLpPuVr0I/3mcb\nHIwe3FJucOLECQ4cOJDQ9j5p0iSmT5+u7d1nfBP63d3d7NmzJymhX1tbS09PT0LXo9TpOBc40U6O\nGinfhH4kEqGrqythB3EdJSUldHR0sG/fvoSuR6nTSfSkBYfO1fcf34R+e3s7F110EQsWLEjoeoqL\niwF0RoOyqq6uDui74EkiFRcX09raqr9N8ZE02wXEy4IFC3jttdcSvh7nbIaRSCTh61JqKJFIhDPP\nPJPx48cndD392/vUqVMTui6VHL7p6SfLzJkzSUtL09BXVkUikbifTnkw2snxHw39EUpNTaWgoEB3\nAmVVJBJhzpw5CV+Psw5t7/4RU+iLyHIRqRaROhG5a5DnM0TkyejzO0SksN9zXxSRt0TkIxH5UEQy\n41e+HaFQSHcCZU1XVxf79+9PSk8/OzubqVOnanv3kWFDX0RSgV8CK4D5wLdEZP6AxW4GWo0xRcAD\nwP3R16YBG4BbjDFnA+VAV9yqtyQUCullE5U1+/fvp6enJymhD9re/SaWnv5ioM4YU2+M6QSeAK4e\nsMzVwPro7Y3AV6Xvt+GXAR8YY94HMMa0GGM8P8E9FArR1NTEiRMnbJeiAsjpdScz9LWn7x+xhP4M\nYH+/+43RxwZdxhjTDXwM5AIlgBGRLSLyroj8YOwl2+fsbHv37rVbiAokG6G/d+9eent7k7I+lVix\nhP5gZ3MyMS6TBiwDro/+93+IyFc/twKR74rILhHZ1dTUFENJdumMBmVTJBIhNTWVWbNmJWV9oVCI\njo4ODh8+nJT1qcSKJfQbgf6tayZwcKhlouP42cDR6OOvGmOajTEngeeBLw1cgTHmYWPMQmPMwkSd\nJjaedEaDsikSiTB79mzS0pLzMxtt7/4SS+jvBIpFJCQi44DrgE0DltkErIreXgm8bIwxwBbgiyIy\nPvrHoAz4c3xKtycvL48JEybowS1lRbLm6DucdWl794dhQz86Rn8rfQFeCTxljPlIRH4iIldFF3sE\nyBWROuAO4K7oa1uBX9D3h+OPwLvGmM3x/xjJJSJ6cEtZk+zQLygo+HS9yvti+n5ojHmevqGZ/o/9\nqN/tduCaIV67gb5pm76ioa9saGtr48iRI0kN/czMTKZPn67t3Sf0F7mj5IR+3yiWUsnhzBhLZug7\n69PQ9wcN/VGaM2cOJ06coKWlxXYpKkCc4E3GKRj6mzNnjoa+T2joj5JO21Q2JHuOviMUCtHY2Ehn\nZ2dS16viT0N/lHRGg7IhEokwfvx4zjjjjKSuNxQK0dvbqxcP8gEN/VHSnr6yIRKJUFhYSN9ZTpJH\n27t/aOiP0sSJE8nLy9OdQCVVfX190od2QEPfTzT0x0BnNKhkMsYkfY6+Y8aMGaSnp2t79wEN/THQ\nGQ0qmY4ePconn3yS9Jk7oBcP8hMN/TEIhUI0NDTQ0+P5s0UrD7A1c8eh32z9QUN/DEKhEF1dXRw4\ncMB2KSoA3BD6OlvN+zT0x0APbqlkckPoNzc368WDPE5Dfww09FUy1dfXk5OTw+TJk62sX9u7P2jo\nj8Hs2bMREd0JVFLYmrnj0ND3Bw39MRg3bhyzZs3SnUAlRSQSsTJzx6EXU/EHDf0x0oNbKhl6e3tp\naGiw2tPPzc1l4sSJ2t49TkN/jHQam0qGgwcP0tnZaTX09eJB/qChP0ahUIiDBw/S3t5uuxTlY7Zn\n7jg09L1PQ3+MnJ2woaHBciXKz9wW+nrxIO/S0B8jndGgkqG+vh4R+fR6tbaEQiHa2tpobm62Woca\nPQ39MdIZDSoZIpEIM2bMICMjw2od2t69T0N/jKZNm0ZGRobOaFAJZXuOvkMvHuR9GvpjlJKSQmFh\nofZ8VEK5JfQLCwsB7el7mYZ+HOiMBpVIHR0dHDhwwBWhP3HiRPLz87W9e5iGfhxo6KtE2rdvH8YY\nV4Q+aHv3Og39OJgzZw6tra0cO3bMdinKh5zxc5unYOhPLx7kbRr6caDTNlUiuWWOvkMvHuRtGvpx\noKGvEikSiTBu3DimT59uuxSgr713d3fT2NhouxQ1Chr6caChrxIpEolQUFBASoo7dldt797mjlbk\ncVOnTiU7O1t3ApUQbpmu6dDQ9zYN/TjRGQ0qUdwW+rNnzyYlJUXbu0dp6MeJzmhQiXD8+HFaWlpc\nM3MHID09XS8e5GEa+nGiZx9UieC2mTsOvXiQd2nox0koFKK9vZ3Dhw/bLkX5iJtDX3v63qShHyd6\ncEslgptD/9ChQ5w6dcp2KWqENPTjRENfJUIkEmHSpEnk5OTYLuUz9OJB3hVT6IvIchGpFpE6Eblr\nkOczROTJ6PM7RKRwwPOzReSEiHw/PmW7j559UCWCM3NHRGyX8hnayfGuYUNfRFKBXwIrgPnAt0Rk\n/oDFbgZajTFFwAPA/QOefwB4YezluldWVhZnnXWWHtxScRWJRFw1c8fh1KTt3Xti6ekvBuqMMfXG\nmE7gCeDqActcDayP3t4IfFWiXRMR+RugHvgoPiW7V1FREbW1tbbLUD7R09NDXV0dc+fOtV3K50yb\nNo0JEyZoe/egWEJ/BrC/3/3G6GODLmOM6QY+BnJFZAJwJ/Avp1uBiHxXRHaJyK6mpqZYa3edcDhM\nVVWV7TKUTzQ0NNDR0cG8efNsl/I5IkJpaam2dw+KJfQHG0wcOBl9qGX+BXjAGHPidCswxjxsjFlo\njFmYn58fQ0nuNG/ePJqbm/Wi0SouKisrAVwZ+tBXl1Oj8o5YQr8RmNXv/kzg4FDLiEgakA0cBb4M\n/KuI7AXWAveIyK1jrNm1wuEwgPZ+VFw47ai0tNRyJYMLh8Ps27ePtrY226WoEYgl9HcCxSISEpFx\nwHXApgHLbAJWRW+vBF42fS4yxhQaYwqBB4H7jDH/J061u46Gvoqnqqoq8vPzyc3NtV3KoJz2XlNT\nY7kSNRLDhn50jP5WYAtQCTxljPlIRH4iIldFF3uEvjH8OuAO4HPTOoOgoKCAzMxM/cqr4qKystK1\nQzvw12Enbe/ekhbLQsaY54HnBzz2o36324FrhnmPfx5FfZ6SkpKiB7dU3FRVVfHNb37TdhlDKioq\nIiUlRdu7x+gvcuNMZ/CoeGhubqalpeXTIRQ3ysjIYM6cOdrePUZDP87mzZtHJBLRc5KoMXH7zB2H\nzuDxHg39OAuHwxhj9Ecrakyc3rObe/rQV19NTY1eJN1DNPTjTGfwqHioqqoiKyuL2bNn2y7ltMLh\nMJ2dnezdu9d2KSpGGvpxVlJSgojoV141JpWVlZSWlrrmYuhD0Rk83uPuFuVBWVlZFBYWak9fjUlV\nVZXrh3bgrz8c0/buHRr6CTBv3jzdCdSonTp1ir1797r+IC5ATk4OZ5xxhrZ3D9HQT4BwOEx1dTW9\nvb22S1EeVFNTgzHGEz190Bk8XqOhnwDhcJhTp06xb98+26UoD/LKzB1HOBymsrISYwaeh1G5kYZ+\nAjhfy/UrrxqNqqoqRISSkhLbpcQkHA7T2tqqZ5f1CA39BHB6aPqVV41GZWUloVCIzMxM26XERNu7\nt2joJ0BeXh65ubna01ej4pWZOw79ZustGvoJojN41Gj09vZSXV3tiZk7jlmzZpGVlaXt3SM09BPE\nObil1Eg0NDTQ3t7uqZ6+c3ZZbe/eoKGfIOFwmKamJlpaWmyXojzEazN3HPrN1js09BPE+XpeXV1t\nuRLlJU5weml4B/r+SDU0NHDy5EnbpahhaOgniM5oUKNRWVn56UQAL3HOLquXTnQ/Df0EKSgoICMj\nQ7/yqhHx2swdh87g8Q4N/QRJTU3VSyeqEauqqvLc0A5AcXExIqLt3QM09BNIZ/CokWhpaaGpqcmT\nPf3MzExCoZC2dw/Q0E+gcDhMJBKhvb3ddinKA7w6c8ehM3i8QUM/gebNm0dvby91dXW2S1Ee4NWZ\nOw69dKI3aOgnkM7gUSNRWVlJZmam6y+ROJRwOEx7ezsNDQ22S1GnoaGfQM6lE/Urr4pFVVUVJSUl\npKam2i5lVHQGjzdo6CfQ+PHjKSgo0J1AxcSrM3cczjdbbe/upqGfYDqDR8Wivb2dSCTi2YO4ALm5\nueTl5Wl7dzkN/QTTSyeqWNTW1tLb2+vp0AedweMFGvoJNm/ePE6ePEljY6PtUpSLeX3mjiMcDmvo\nu5yGfoLpDB4Vi8rKSkSE4uJi26WMSTgcprm5WS+d6GIa+gmmB7dULKqqqigoKGD8+PG2SxkTncHj\nfhr6CZafn09OTo7uBOq0vD5zx6GdHPfT0E8wEdEZPOq0ent7PXt2zYFmz55NZmamtncX09BPAp3R\noE5n//79nDp1yhc9fT27rPtp6CdBOBzmyJEjtLa22i5FuZDXT7Q2kH6zdbeYQl9ElotItYjUichd\ngzyfISJPRp/fISKF0ccvFZHdIvJh9L+XxLd8bzjnnHMA2Llzp+VKlBu98847iAhf+MIXbJcSF+ec\ncw6RSISmpibbpahBDBv6IpIK/BJYAcwHviUi8wcsdjPQaowpAh4A7o8+3gxcaYxZAKwCfhWvwr3k\nggsuIC0tjW3bttkuRbnQtm3bOOecc5g6dartUuKirKwMgNdee81yJWowsfT0FwN1xph6Y0wn8ARw\n9YBlrgbWR29vBL4qImKMec8YczD6+EdApohkxKNwL5kwYQKLFi3i1VdftV2KcpmOjg7eeustysvL\nbZcSNwsXLmT8+PHa3l0qltCfAezvd78x+tigyxhjuoGPgYFXdv4m8J4xpmN0pXpbeXk577zzDm1t\nbbZLUS6yc+dOTp065avQHzduHBdeeKF+s3WpWEJfBnnMjGQZETmbviGfvxt0BSLfFZFdIrLLr+OA\nZWVldHd38+abb9ouRbnItm3bEBEuuugi26XEVXl5OR9++KH+MteFYgn9RmBWv/szgYNDLSMiaUA2\ncDR6fybwDHCjMWbPYCswxjxsjFlojFmYn58/sk/gERdeeCGpqana+1GfsW3bNr74xS+Sk5Nju5S4\n0nF994ol9HcCxSISEpFxwHXApgHLbKLvQC3ASuBlY4wRkSnAZuBuY8z2eBXtRRMnTtRxffUZnZ2d\nvPnmm74a2nEsWrSIrKwsbe8uNGzoR8fobwW2AJXAU8aYj0TkJyJyVXSxR4BcEakD7gCcaZ23AkXA\nD0Xkj9F/Z8T9U3iEjuur/vw4nu/QcX33immevjHmeWNMiTFmrjHm3uhjPzLGbIrebjfGXGOMKTLG\nLDbG1Ecf/9/GmAnGmHP7/ftL4j6Ou5WVldHV1cVbb71luxTlAs54/le+8hXbpSREeXk5H3zwAS0t\nLbZLUf3oL3KTSMf1VX/btm1jwYIFvhvPd+i4vjtp6CfRpEmTWLhwoYa+orOzk+3bt/tyaMfhjOtr\ne3cXDf0kc8b1T548absUZdGuXbt8O57vyMjI4IILLtCDuS6joZ9kOq6vgE97v34dz3c44/pHjx61\nXYqK0tBPMh3XV/DX+fm5uQN/uO4v5eXlGGN0XN9FNPSTbPLkyZx//vka+gHW1dXF9u3bPz3Q6WeL\nFi0iMzNT27uLaOhboOP6wbZr1y5Onjzp6/F8h47ru4+GvgVlZWV0dnby9ttv2y5FWRCU8XxHeXk5\n77//vo7ru4SGvgXLli0jJSVFv/IGlDM/Py8vz3YpSeGM67/++uu2S1Fo6Fuh4/rB1dXVxRtvvBGI\n8XzH4sWLdVzfRTT0LSkrK2PHjh2cOnXKdikqiYI0nu/IyMhg6dKlGvouoaFvSXl5uY7rB5BzQDMo\n4/kOZ1y/tbXVdimBp6FviY7rB9O2bdv4whe+gF+vGzEUHdd3Dw19S7Kzs/nSl76koR8gznh+kIZ2\nHDqu7x4a+haVlZXx9ttv67h+QOzevZu2trZAHcR1ZGZmsmTJEg19F9DQt8gZ19+xY4ftUlQSBHU8\n31FeXs4f//hHjh07ZruUQNPQt8gZ13/55Zdtl6KS4JVXXuHss8/mjDOCefE4Z1xff51rl4a+RVOm\nTKGsrIx169bR0dFhuxyVQDU1NWzdupUrr7zSdinWLFmyhLy8PP7jP/7DdimBpqFv2T/90z9x4MAB\n1q1bZ7sUlUD33nsvGRkZrF271nYp1mRkZPD973+fLVu26JCmRWKMsV3DZyxcuNDs2rXLdhlJY4xh\n2bJl7N+/n9raWjIyMmyXpOKsrq6OcDjMP/zDP/CLX/zCdjlWffLJJxQWFrJkyRI2b95suxxfEZHd\nxpiFwy2nPX3LRIQf//jH7N+/n/Xr19suRyXAfffdR3p6Oj/4wQ9sl2LdpEmT+N73vsfzzz9PkDp3\nbqI9fRcwxrB06VIOHz5MTU0N48aNs12SipNIJEJxcTG33norDz74oO1yXOH48eMUFhaybNkyNm3a\nZLsc39Cevoc4vf2GhgYee+wx2+WoOLrvvvtIS0vTXn4/kydP5h//8R/5r//6L959913b5QSO9vRd\nwhjD4sWLaWlpobq6mvT0dNslqTHau3cvxcXF3HLLLfzbv/2b7XJc5eOPP6agoICLL76YZ555xnY5\nvqA9fY9xevuRSIQNGzbYLkfFwc9+9jNSUlK48847bZfiOtnZ2axdu5Znn32W999/33Y5gaI9fRcx\nxrBw4UI+/vhjqqqqSEtLs12SGqV9+/ZRVFTEd77zHf793//ddjmu1NraSmFhIZdeeikbN260XY7n\naU/fg0SEH/3oR+zZs4df//rXtstRY/Czn/0MgLvuustyJe41depUbr/9dp5++mk+/PBD2+UEhvb0\nXcYYw3nnncfJkyeprKwkNTXVdklqhBobG5k7dy6rV6/moYcesl2Oqx09epTCwkJWrFjBk08+absc\nT9Oevkc5vf3a2lqeeOIJ2+WoUbj//vvp7e3l7rvvtl2K6+Xk5HDbbbfx29/+lj//+c+2ywkE7em7\nUG9vL+eeey6dnZ3s3r2bCRMm2C5Jxai+vp758+dzww038J//+Z+2y/GElpYWCgoKuOyyy9i4cSMp\nKdoXHQ3t6XtYSkoKP/3pT6mgBy02AAAICElEQVStrWXZsmXs27fPdkkqBtu3b2fp0qVkZmZyzz33\n2C7HM3Jzc7n77rt55plnWLlyJSdOnLBdkq9p6LvUN77xDZ577jnq6+tZtGgRb775pu2S1GlUVFRw\n8cUXM3nyZN5++21CoZDtkjzlnnvu4YEHHuD3v/89F154IQ0NDbZL8i0NfRdbsWIFb7/9NpMnT+bi\niy/m0UcftV2SGqC7u5s77riDm266ibKyMnbs2EE4HLZdlueICGvXruX555+noaGBRYsW8cYbb9gu\ny5c09F1u3rx57Nixg4suuog1a9Zwxx130N3dbbssBRw7dowrrriCBx54gNtuu40XXniBnJwc22V5\n2uWXX86OHTuYMmUKl1xyCY888ojtkvzHGDPsP2A5UA3UAXcN8nwG8GT0+R1AYb/n7o4+Xg1cPty6\nzj//fKM+r7Oz09x2220GMJdffrk5ePCg7ZIC7aOPPjKlpaUmLS3NPPzww7bL8Z2jR4+aSy+91ADm\n9ttvN8ePH7ddkusBu0wseT7sApAK7AHmAOOA94H5A5b5X8D/jd6+Dngyent+dPkMIBR9n9TTrU9D\n//Qeeughk5aWZgBz7rnnmjvvvNO89NJLpr293XZpvnf8+HFTUVFhysvLDWDy8vLMq6++arss3+rq\n6jJr1641gElPTzdlZWXm3nvvNTt37jQ9PT22y3OdWEN/2CmbIrIU+GdjzOXR+3dHvyH8tN8yW6LL\nvCUiacBhIB+4q/+y/Zcban06ZXN4lZWVPPPMM7z44ots376d7u5uxo8fT3l5OV/5yleYNm0aubm5\n5ObmkpeXR25uLlOmTNGpcKPQ29vLK6+8wvr163n66ac5efIkxcXF3Hjjjdx8882cddZZtkv0vTfe\neIPnnnuOF198kffeew/om/Fz6aWX8uUvf5n8/PzPtfdJkyYhIpYrT65Yp2zGEvorgeXGmO9E798A\nfNkYc2u/Zf4UXaYxen8P8GXgn4G3jTEboo8/ArxgjBnyRBsa+iPzySefsG3bNl588UVefPFFampq\nBl0uJSWFjIwM0tPTSUtLIy0t7dPbqampiMiQ/0bKTztbS0sLR44cITs7m2uvvZZVq1axdOlSX31G\nLzly5Aj//d///Wl7P3z48KDLpaamDtneU1JSXNveV6xYwc9//vNRvTbW0I/ljF6DfaKBfymGWiaW\n1yIi3wW+CzB79uwYSlKOSZMmceWVV356we2PP/6Y5uZmWlpaaGlp+czt9vZ2uru76erqoru7+zP/\nhvoqOFKjeY2bZWRkcOWVV3LVVVeRlZVlu5zAO/PMM7n++uu5/vrrMcZ82rYHtvejR4/S2dn5afvu\n3+Z7enpc295nzJgR1/cbTCyh3wjM6nd/JnBwiGUao8M72cDRGF+LMeZh4GHo6+nHWrz6vOzsbLKz\ns5k7d67tUpRKKBEhLy+PvLw826V4SiyDvDuBYhEJicg4+g7UDrzG2SZgVfT2SuDl6IGFTcB1IpIh\nIiGgGHgnPqUrpZQaqWF7+saYbhG5FdhC30yedcaYj0TkJ/QdLd4EPAL8SkTq6OvhXxd97Uci8hTw\nZ6Ab+HtjTE+CPotSSqlh6AnXlFLKB/SEa0oppT5HQ18ppQJEQ18ppQJEQ18ppQJEQ18ppQLEdbN3\nRKQJGMsVFPKA5jiV40VB//yg2wB0G0DwtkGBMSZ/uIVcF/pjJSK7Ypm25FdB//yg2wB0G4Bug6Ho\n8I5SSgWIhr5SSgWIH0P/YdsFWBb0zw+6DUC3Aeg2GJTvxvSVUkoNzY89faWUUkPwTeiLyHIRqRaR\nOhG5y3Y9ySAi60TkL9ErlzmP5YjIVhGpjf53qs0aE0lEZonIKyJSKSIficjt0ceDtA0yReQdEXk/\nug3+Jfp4SER2RLfBk9HTovuaiKSKyHsi8lz0fuC2QSx8Efoikgr8ElhB38XYvyUi8+1WlRSPAssH\nPHYX8JIxphh4KXrfr7qB7xlj5gFLgL+P/n8P0jboAC4xxpwDnAssF5ElwP3AA9Ft0ArcbLHGZLkd\nqOx3P4jbYFi+CH1gMVBnjKk3xnQCTwBXW64p4Ywxr9F3/YL+rgbWR2+vB/4mqUUlkTHmkDHm3ejt\nT+jb4WcQrG1gjDEnonfTo/8McAngXIva19sAQERmAt8A/l/0vhCwbRArv4T+DGB/v/uN0ceC6Exj\nzCHoC0XgDMv1JIWIFALnATsI2DaIDmv8EfgLsBXYAxwzxnRHFwnC/vAg8AOgN3o/l+Btg5j4JfRj\nugC78icRmQg8Daw1xhy3XU+yGWN6jDHn0ncN6sXAvMEWS25VySMiVwB/Mcbs7v/wIIv6dhuMRCwX\nRveCmC7AHhBHROQsY8whETmLvt6fb4lIOn2B/7gx5nfRhwO1DRzGmGMiso2+4xtTRCQt2tP1+/5w\nIXCViHwdyAQm09fzD9I2iJlfevqxXLw9KPpfpH4V8HuLtSRUdNz2EaDSGPOLfk8FaRvki8iU6O0s\n4Gv0Hdt4BVgZXczX28AYc7cxZqYxppC+ff9lY8z1BGgbjIRvfpwV/Sv/IH+9ePu9lktKOBH5DVBO\n39kEjwA/Bp4FngJmA/uAa4wxAw/2+oKILANeBz7kr2O599A3rh+UbfBF+g5SptLXiXvKGPMTEZlD\n34SGHOA94H8aYzrsVZocIlIOfN8Yc0VQt8FwfBP6SimlhueX4R2llFIx0NBXSqkA0dBXSqkA0dBX\nSqkA0dBXSqkA0dBXSqkA0dBXSqkA0dBXSqkA+f/Rxn9nK8w/VAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXymlPERDXymlPERDXymlPOT/A9FI2E5uxuInAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial = 290\n", "game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", "game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", "Poss = []\n", "hs = []\n", "for i in range(1):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (4, 2), epsilon=1)\n", " Poss.extend(Pos[:-1])\n", " hs.extend(h)\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p3) + game.net.bp3).data.numpy() for h in hs]\n", "# print (predict)\n", " beta =9 * 1e-2\n", "for i in range(8):\n", " plt.figure()\n", " prob = np.exp(-beta * placefield[2 * i + 1].ravel())/np.sum(np.exp(-beta * placefield[2 * i + 1].ravel()))\n", " plt.plot(prob, 'k')\n", " prob_p = np.exp(-beta * predict[2 * i + 1].ravel())/np.sum(np.exp(-beta * predict[2 * i + 1].ravel()))\n", " plt.plot(prob_p, 'r')\n", " print ('entropy', -np.sum(prob * np.log(prob_p + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12.939\n", "15.056\n", "15.6767\n", "15.6818\n", "16.6663\n", "16.6736\n", "16.752\n", "17.051\n", "17.7808\n", "16.8431\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBKFK+P8ByTM9KB0SDdUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nn7c1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmUCCThAEsUz4//2jHWN8LkgIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4jKRGgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlgki6IIgCMsEEXRBEIRlwv8HMtys34F+uHwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xl421eV8PHvlSxZtrxviWMncfZ9\na5Y23UtLm9KNAi1tYdgKZYAZlhlg6PQdGOad4WUoTBkGhlKgdNg6FGiB0pWu6ZKmzdLs++bY8b7L\nlrXe94+ffrJsy5bkWJtzPs+TJ7YkSzeKdXR17rnnKq01Qgghsp8l3QMQQggxOSSgCyHEFCEBXQgh\npggJ6EIIMUVIQBdCiClCAroQQkwREtCFEGKKkIAuhBBThAR0IYSYInJS+WAVFRW6rq4ulQ8phBBZ\nb/v27e1a68pYt0tpQK+rq2Pbtm2pfEghhMh6SqlT8dxOUi5CCDFFSEAXQogpQgK6EEJMERLQhRBi\nipCALoQQU4QEdCGEmCIkoAshxBQhAX0cfYM+Hn6znmBQjukTQmQ+Cejj+MkrJ7j70T28dLg13UMR\nQoiYJKCPIRjU/G57AwCP7TyT5tEIIURsEtDH8MbxDhq73dSW5vHsvmb6Bn3pHpIQQoxLAvoYfre9\ngUJHDt9670o8/iBP721O95CEEGJcEtCj6Bv08eTeJm5YNYON88qZXZ7PH95uTPewhBBiXBLQo3h6\nbzODviDvW1uLUop3r67h9WMdtPV50j00IYQYkwT0KJ470EJ1sYM1M0sAWFlbjNbQ1ONO88iEEGJs\nEtBHGPQF2Hy4nSuXVKGUAsCZa7SNdw36J3SfO+q7+OQvtnGmW94QhBDJIwF9hC3HOnD7Aly1ZFr4\nsoJQQO/zJB7Qf/baCd7/oy08s69F8vBCiKSSgD7CcwdacNqtbJxXHr6s0DGxGfr2U118/fH9XLaw\nkvlVBbxyuH1SxyqEEJEkoEfQWvPcgRYuWVBJbo41fLk5Q3clOEN/43gHAPe+bxVXLqli26lO+se5\nD62NzUxS8y6EmAgJ6BH2NvbS0uvhqqXThl1e4JhYQN9xqot5lU5KnXYuXVCJL6DZeqJjzNvvaezh\ni7/dxVN7pOZdCJE4CegRXjpk9Gy5YtHww7Vzc6zYrZaEArrWmu31XaydXQrA2tmlOGwWNo+Tdnn7\ndDcA3W5vokMXQggJ6JFeO9bO0uoiygtyR13nzLUmlEM/1tZP94AvHNAdNivnzyln85G2MX/GDOg9\n7sRSLsGg5v6Xj7G3sSehnxNCTC0S0EPc3gA7TnVz8YKKqNcXOHISmqHvONUFwNrZZeHLLl1YyfG2\nfhq6BqL+zK5QQO91J5ba+e3203zzqYPc/sAb7G7oTuhnhRBThwT0kLdOduINBLkworolUkGujb4E\nZujbT3VRkm9jboUzfNmGOiO472kYPZPucfs41tYPQG8Ci6LtLg/fePIgq2aWUJxv469++iaHmvvi\n/nkhxNQhAT3ktaPt2KyKDXPKol5fmJuDyxN/oN1e38V5s0qxWFT4sopCOwCdA6Nz5GaQVyr+lIvH\nH+Drj+9nwOvn2+9bycOfuACb1cKXf7craYdyaC2HfQiRqc6JgH60tY9vP3OIAe/YM+zXjrWzZlYp\n+facqNcXOHLo9wTierzuAS9HW13h/LmpNN8eun50wN4VSpWsqCmmN0ZA11rzgxePctE3X+DxXWf4\n9OXzWTCtkJll+fyf65awq6GH324/HddYE9Ez4OM9P3ydbz51cNLvWwhx9mIGdKXUg0qpVqXU3ojL\nVimltiil9iilHldKFSV3mBOntebuR/fw/RePcvuPt9LhGt1gq6vfy74zvVw0L3r+HIzt//Hm0Pef\n6QVgVW3JsMsdNisOm4Wu/tEz9J313cytdFJbmkdvjNTOE3uauPeZQyydUczPP7aBz1+1IHzdTatn\nsL6ulH9/+hA9Ud44EvWpX27ngz/ZyqtH2vnQz95kZ303+87I4qsQmSieGfpDwKYRl/0E+IrWegXw\nGPClSR7XpHnpcBtvneziptUzONjUy20PvIE/EBx2mzeOd6A1XDQ/ev4cjM1F8ebQG0I9W2aV5Y+6\nrjTfTveIGbjWmrdPd7O6toTiPNu4KRe3N8A3njjAkuoifvaR9Vy6sDLccwZAKcXXb1xOZ7+XX79Z\nH9d4x3KgqZen9jaz9UQHH/zpVvY29lBVmJvQWoIQInViBnSt9Wagc8TFi4DNoa//Arx3ksc1KbTW\nfOfZQ8wsy+Pe963iHzYt5kiri7YRs/QTHcZi5NIZY3/QKHTEn0Nv7HKjFEwvdoy6riTfTveIHHpz\n7yDtLg8ra4spctjGTbnc//IxzvQM8s83LMUakZ+PtHRGEYW5ObT2DcY13rH85q3T2K0WXvrSFfzT\n9Uv5yYfWsa6uNOENVkKI1JhoDn0vcGPo61uAmZMznMn17P4W9jb28vkrF2LPsVBTmgdAh2t4QG3p\nGaTQkTNm/hyMGfqgL4hvxOw+mjPdbqoKc7HnjH56S/NtdI1IhZxoN95QFkwrpCjPhscfZNA3PF/f\n1OPmq3/cy3+/dJTrV1Zz/tyxP02AkSIar81ALIO+AI/tbOTqZdOoKcnjzovncMXiKgpzbRPuOimE\nSK6JBvSPAZ9RSm0HCoExtzYqpe5SSm1TSm1raxt7U00yPLajkWlFubx7TQ0AFQXGomRH/+gZ8vSi\n0bPpSGY/l3iCZGO3m5qSvKjXlebb6RoxQ2/oNFI0M0vzKcqzAcNLF/s9fq773qv8ems97z2vlv97\n0/KYY0i0bn6kZ/e30OP2cdv6WZN6v0KI5JlQQNdaH9RaX621Xgs8DBwb57YPaK3Xaa3XVVZWjnWz\nSTfoC/Dy4TauXjo9nJoocxo7QEcujDb3epgWZ0CPJ5id6XYzY4yAXpJvG1XlUt85gNWiqC5xUBTq\nGxO5ueh01wCd/V6+9b6VfPO9Kyl12mOOIZGc/0haa375xilqS/NG1eUXhBaHk1UWKYSYuAkFdKVU\nVehvC/B/gPsnc1CT4ZUj7bh9Aa5eNtRoqzw0Q+/sH51yiRnQ42zQFQxqznQPhtM7I5WGcuiRAfF0\n1wDVxQ5sVgvFoRl65MJoc4+RC4+2yDqWQsfEUy5/eLuRN0908vGL5wyrozfvF8A1TgmoECI94ilb\nfBjYAixSSjUope4EbldKHQYOAmeAnyV3mIl7dl8zhY4cLojINRfm5mC3WmiPyKEHgpo2l4fpxaP7\nt0QqiPPUovZ+D95AcMyUS0m+jaBm2Oy5vnMgHKyjpVxae41PFLHedCI57RNLjbT2DfLPf9rPebNK\n+KuNdaOuj/d5EEKk3tirgCFa69vHuOo/J3ksk8YfCPLcgRauXFyFzTr0nqWUosxpH5ZyaXd5CAR1\n7By6I75Tixq7jHz4eDl0gK4BL8X5RvA+3enmysVVABQ5QgE9cobea8zQq4rGf9MZOd6JBN2vP74f\nty/At963KmoVzURbCQshkm9K7hTddqqLrgEfVy+bPuq68gL7sJSLmc6INfstjHNmeqbbuL/xcuhA\neGF0wOun3eVhZplxezPlEhnQW3oHKXPahx26EUtBbk7CR+YFg5oXDrRy67pa5lcVjHm/gNSiC5GB\npmRAf+1oO1aL4tKFoxdhywtyaY8M6KHZb7Sa8UjmzDRWXrqx2+ikOFYOvWTE9v+G0Ix+ZjjlEloU\njQiYLb2DVBXGPzsHI/D2e/wJ9V5p6RvE7QuwaPr49fggM3QhMtGUDOhHW13MLssPzyYjlY9IubSY\nAT3GDN0ZZ5XLme5BCnNzwqmTkUpDM3TzEIvTncYbgBnQc3OM9gA9I1Iusd5wRipw5BDU4PbF138G\n4Hio22Nkh8iRCkP/LsmhC5F5pmxAn1sZPWVQ7hydcrFaVNRDLSI57fGlGhq6xi5ZhIgcer8RsOtD\nAT2ygmXkbtGWXk/MN5yRJrJ4eTy0wWlu5dgBfah8U849FSLTTLmA7g8EOdnRz7yq6EGprMDOgDeA\n22vMXJtD6YyxttGbrBaF026NY4buHjPdAkYVi1KEt/+f7nSTZ7NSHlFbXhTRz8UXCNLu8lCVYEAv\njHMRN9KJtn7ybFamFY79WOHFYZmhC5FxplxAP93lxhfQzBtjhl5hbi7qN9IurXFsKjLFUznS2O1m\nRsnY92e1KIrzhrb/myWLkQ22ivNs4bLFtj4PWsdOCY1kfqJIpBb9eLuLugrnqNrzaPcrAV2IzDPl\nAvqxVhfAmAHd3Fxk9nOJZ9u/qSBGC12Xx0+P20dNyfgbgCK3/zd0DYQrXExFjpzwTtFwjj9Gnfyo\nsToST7mcaO8fN90C8X9SEUKk3tQL6G1mQB8j5eI0+7kYM/SWnvgXHGMF9KZQ29zxZugwtP1fa019\n5wC1pcPfACJTLmZArxonDTLWWCH+lIvXH+R058C4C6Lh+55gjbsQIrmmZECvKLCHywNHqigw+7l4\n6ff46fP4E0u5jBfQe8avQTeZM/TOfi8D3sCoLf2RKRezTj7RKpfCOMssTfWdAwQ1zIknoCdw2IcQ\nInWmYEDvH7PCBSJSLv3eiBr0+NIZBbnjz0zNWX9FjIoZc4a+s944dm7R9MJh15tVLlprWvo82KyK\nsjHeoMYSb5ml6Xjok814z52pwGFLeNOSECL5plRA11pztNU1Zv4cIN+eg8NmocPloSXOXaKmglzb\nuAHSzMubbxpjKckzZujP7jf6zayvG34wdXGe0e/F5fHT0jNIVaFj3IXK6GNNbPHS7Mk+pzz2DL3I\nkYNrUMoWhcg0Uyqgd/Z76XH7xsyfm8qduXT0e8MpkngXRQsdOfSNE8jaXV7sVku4TcBYSvNtDHgD\nPLu/hXcsrhp1EEbkbtHm3kGmJdDDxZSbY8FmVXHP0E+091PutIf7y4xHUi5iKhv0Bdh8OLVnN0yW\nKRXQj4V2Oo7Vh8RUUWCnw2XMkEvzbaMWJcfizLXS7w2MuZ2+w+WhvMA+rAQxmhLn0Pb/a6L0mzF3\nmfYM+GiZwC5RMBqRJXJq0fG22BUuprPptS5Epnt0RyMfevBN6jsG0j2UhE2xgD5+yaKpzGnnYHMv\nf9nfwm0bZkU9Ki6aglwbgaBm0Bf9GLqOfm/MdAsMbf+351ii9pspjmih29LrSbjCZWi88VejnOjo\npy6OdAtIlYuY2g639AHGOQXZZkoF9FMdA9isaszWtabyglxaQj3GP3jB7Ljvf6iFbvS0S4fLQ7kz\ndnrE3P5/8fyKqP1mzJ7of3y7EZfHP6EZOsTfcXHQF6CtzxP3J5XC3BxcXjm1SExN5sTwTKgMOZtM\nqYDeHgqosRYQzW3271w6LWbwjxSrhW67K74ZurkIuylKugUIHzH38JunqS3N45IFFXGPMVK0U4u+\n9se9vHCwZdhl5i9u7TgtCyIVOHLQGgYSaPwlRLYwNyeaa2zZJOYBF9mk3eWhojB2QK0MtaL98IV1\nCd2/uWDY2e9l7ohMidaajn5PzJJFMHL8j3xyI2tnl0a9vqYkj/vev4qZpfmsnV0aMyc/FmduzrBG\nZP0eP/+z5RRuX4B3LB46mq8xFNDH60ETqSB3qONitE8YQmSrfo+fM6FA3tSTfTP0KfVqbHfFF1Df\nvaaG4jwbG+eWx7xtJHM239jtZt2I6wa8AQZ9wfBO1Fg2zCkb9/qb19QmNLZoCnJzhi3smO1xI4/g\ng9inLI26X0dkx8WJpYOSrblnkO2nurhuZXW6hyKyiFm+C0OH1WSTKZVyaevzUBlHQK8oyOWWdTMT\nnvlGBvSRwjXocQb0VCh0DM+hm7nByH7wYPx7LCr+3aiFWXBq0a/frOczv97BgBxmLRJgvkbmVDiz\ncoY+ZQJ6MKjpcHmpSPBkn0Q4c3MoybdFXSyJd5doKjntw3Po5i9rtBn69CLHsPNXx1OYBS10211D\n3TSFiNexVhdWi+KCueU0yQw9fXrcPvxBnfSAWlOSF05RRIp3l2gqFThyGPAGCISqUY6GFnvaXJ5h\ntfQNMXq4R7tfyOxj6LpCawdtLgnoIn7H2vqZVZbP7PJ8+jz+cTcSZqIpE9DNGVlFkgPqjJK86CmX\n0Aw91slHqVQwop+LOUP3+oPDgnFjlzvuksVh95vBM/QOM6D3JRbQdzd0c8eP36BnILteyFOR1jqh\nM3Enw7E2F/MqnVSH0o/NWVbpMmUCujkTiyeHfjbMGfrIX7T2DM2hg7Fy7w8EOdHeHz5s2hyvPxCk\nuXcwwfJNo8olkxt0mTP01t7EXpAPv1nP68c6+N+36pMxLJGA+/5ymJt+8FrKHi8Q1Bxv72deZUG4\nY+oZCejpYQaoZObQwajV7vcGwgdQmDpcXgpyc3DYrEl9/EREdlw0T3I6P1TZY36iae4dJBDUCaVc\nnLnGvzGTZ+jmASKJpFyCQc1zB1oB+PmWU/gD0XcEi9TYebqb3Q09CZ26dTYau9x4/UHmVRaEZ+hN\nWba5aOoE9L7ULEqa79wN3cO3BXf0ezIqfw7DOy6amyUumGuUS5qVLomWLALkWC3k2awZe1B0MKjD\nR/wlsii6q6Gbtj4P71oxncZuN8/ub4n9QyJpzNSmWW6bbOHWIVVOphU5UEpm6GnT7vJgtShK8mJ3\nCzwb4dLFEQujHS5vRqVbYCjl4vL4ORr6ZT0/VP/eFvpEk+imIlOswz7SqXfQF14ITmSG/tyBFqwW\nxb++ewUzy/L42WsnkjXErPIvj+/nV1tPpfQxtdbharKjbX0peUyzBr2u3InNaqGqMHfqzdCVUg8q\npVqVUnsjLlutlHpDKfW2UmqbUmpDcocZm7GpyJ5w3/BEmYFvZOliu8uTUQuiMJRy6fcYM/TKwlxm\nhxpwmZ9oJjJDB6MWPVPLFiN3xyayKPqX/S2sryulzGnnwxvreOtkF0dbUxNMMpUvEOSXW0/xXIo/\nrXT0e8NN8MzqrGRr7HaTZ7OGNwdWF+dl3fb/eGboDwGbRlz2LeDrWuvVwFdD36dVu8ubkhrwcqed\n3BzLqEqXjn5v0itsEhVZjXK0zcX8ygJsVgul+bZwVU5jt5uKgtyEc//F+bZhgTOTmOOaUeygdURA\n393Qzd8/sgvfiPz4qY5+Dre4eOdSo7+OucPUzKmfq460uPD6gyn/v26I+AR8pCVFAb3LKN81NxzO\nKHFwJss2F8UM6FrrzUDnyIuBotDXxcCZSR5Xwtr64tv2f7aUMro5Rgb0YFDT2e+Nq9NiKpnVKC8e\nauVAU2+4T3xFQS7tfcYLtKErsRp008jnIJOYwWfR9EI6XJ5w+gXgJ6+c4Pc7Gnjh4FCg7hv08ZXf\n78Gi4OqlRo+b6uI8llYX8cI5HtD3NvYAQ2WgqWJ+cpxVlh9OFyb9Mbvdwz6pVhfn0dQ9mPLSybMx\n0Rz654F7lVKngW8Dd0/ekCYm3j4uk6GmNI/GiF1kZs420xZFzWqUp/Y2M7M0n7sunQsYm5/MKpfG\nbje1CaZbAGaW5XOm2z0sWGaKoYBeRFAP7RHw+APhQP7IW6cBo7zxjh9v5c2TnXzn1lXMjDiw+8ol\nVWyv76J7IDM/iaTCnlBAT/UMvTFUdHDZwkpOdQzg9Se/4uhMt3vYAe/VxQ7cvgA97sxc/I9mogH9\nU8AXtNYzgS8APx3rhkqpu0J59m1tbck51klrc9t/agLqyN2i4Rr0DMuh51gtrKgp5r3n1fLHv7ko\nHKwqCowj+FweP6c6+mMe2RdNbWkevoCmtS/zcoydA2ZANz6RmHn0V4+04/L4WVVbzIuHWmnpHeSL\nv93FoZY+fvyhtaMaor1jcRWBoOblLD2ObDKYAX3AG8DtTV275MYuN4WOHM6bXUIgqDnZkdxKF7c3\nQEe/d1gL6aUzjCRENqXdJhrQPww8Gvr6t8CYi6Ja6we01uu01usqK0efzjMZet1+vIFg0jcVmWpK\n8mh3eRgM9QM3g1qmVbkAPP63F/OdW1eRbx9qrGmkXDzsrO8iqGFd3fidH6Mxd5Y2RGmDkG5d/V4c\nNguzQm9gZh79qb3Godz33rKKoIa7fr6N5w+28pVNi4e1Ezatqi2h3Gkflp45l/gDQQ409YZP0DI/\n6aSCmf6YX1kIJH9hNFztFTFD3zi3nMXTC/nx5uNZk3aZaEA/A1wW+vodwJHJGc7EtLlS2xhrxoiu\ni1uOdWBRsLS6aLwfyxgVBXb6PH5eO2qMe82skoTvw5zJNGTgMV0dofUM8+i+tj4PvkCQv+xv4Z1L\nprFwWiEb6srY1dDDRfPL+cgYffEtFsUVi6t46VDbObnJ6EirC48/GD5gJZVpl4YuN7WlecyrMj49\npiygR8zQlVLcdelcDrX08VKWfEqLp2zxYWALsEgp1aCUuhP4BPAdpdQu4BvAXckd5vjMfHBlkneJ\nmlbNNALgi6GZ27P7Wtgwpyx80lCmM9/4ntnXzJLqIgodidfumzOZhs7MnKGXOm3h34e2Pg9bjnXQ\n4/axablRxfLpK+axbEYR375l1bilrlcurqLH7WPbqa6UjD2TmOmWy0Ln3k50YfRISx/7z/Qm9DON\nXcYMPd+eQ01JHkeSHdDHKN+9YdUMqosdPPDy8aQ+/mSJp8rldq11tdbaprWu1Vr/VGv9qtZ6rdZ6\nldb6fK319lQMdiztKZ6hz68qYPXMEh7ZdpqT7f0caunj6qXRj5PLRObzdKK9n3VjnJoUi8NmpbIw\nNyMP0u0c8FHmNEoxCx05tPV5+MPORgpzc8KHcl++qIonPnsJ1cXjLwhfurASe46FZ/Y1p2LoGWVv\nYw9OuzV8slana2IB/Z8f38enfxV/iOhx++jz+MOz5flVBUmfoZ/pdmO1qHCvI5PNauFjF81hy/EO\ndjd0J3UMk2FK7BQd2vafuhnyretmcrjFxb3PHgLg6mWjc7CZKrIaZyL5c1NtaV5G5tA7+z2UhY4L\nrCzM5Wiriyf2NHHTmhkJ19s7c3O4dEEFz+5ryZo86mTZ09jDshnF4f5IE025NHa5OdkxMOz0rFi3\nh6F1msXVhRxt7QuvWSVDY7dxJkBOlDMBbtswk8LcHH60OfNn6VMioHf0e7EoKM1PXUC/flU1DpuF\nJ3Y3sWxGUULtZ9Mt8pPMurqJzdDBeMFlYkDv6veF019Vhbm8erQdjz/IbetnTej+rl5m9HbZl2Da\nIJsFg5pDzX0snVFEYW4ONquaUMpFax3ebfnK0fjy0CMXKNfOKsUX0OEUUDI0jrMfo9Bh444LZvHU\nnqa435TSZUoE9F63j0KHLenb/iMVOWxcu9zYTZhN6RYYCug1JXkxUw7jqS3Ny7hadI8/gMvjD1cc\nVYYWRpfXFLG8pnhC93nVkmlYFOdU2uV01wAD3gCLpxeilKLMaadzAlUu3QM+PKEa8lcOt8f1M+ZC\nuxlgzZTPtpPJW8eItR/jYxfNwWpR/PTVzJ6lT4mA3pem0+f/auNsSvJtXL8quw4izrNbKXLkxDyo\nOpaZpfn4g5qWBHuOJ1NXv7EJxJyhm6WsE52dA5Q57WyYU3ZOBfSDzUYPm0XTjbLBMmfuhFIu5uy8\n3Gnn9WPtcVULNXa5cdgs4Tfl8oJc5lQ42X5q5Ib1yRE+E2CcHdPTihy8e3UNv9l2Orxml4mmREDv\nHfSHOwum0nmzSnn7q1czr7Ig5Y99tn78oXV86ZpFZ3UfQ6WLmZN2MYNOWSj9trymiMrCXG5cPeOs\n7veaZdM53OLiUPO50azL/HcunGYE9HKnfUIpl+Ze43fj5jU19A762R0lbfLIttN87/mhyucT7cYx\ncJGHuK+dXcr2U11JWcdo6TPaQ8yIsWP6ry+fhy+g+e5zhyd9DJNlSgR0l8dH0QRK785l588tj/kL\nHEsm1qKHA3podvee82rZeveVZ/37cdPqGhw2S8Z/5J4sh5r7mFWWH+7YaaRcJj5Df+/aWpQanXZp\n7hnkq3/cy/0vHwun7vY39bJkxJ6OdbNL6Rrwcbx98neMxttxdF5lAR88fxa/3lrP4ZbMfGOfEgG9\nb9AfPrhYpE74sI9MmqEPDA/owKSsrZQ57dyydiZ/2Hkm4WPtstGhlr5wugVCAX0CZYtN3YNYLYqF\n0wpZWVPMS4eH77r91jMHGfQFGfAGON7moqvfS1PP4KhNeubi/fYk5NHNvjHxNKn73FULcebm8I0n\nD0z6OCbDlAno6Ui5nOscNitVhbkZNUM3zxJNxiavj18yB38wyEOvn5z0+84kHn+AE+39LI4I6OVO\nY3exx59Y6WBTzyBVhblYLYpNy6vZWd/NydAse3dDN4/uaOSqJUbJ757GHg40GZVEZh8V09yKAkry\nbWw53sGLB1t56dDktWM42T6AUvGdCVDmtPM3V8znpUNt4bFmkikR0F0eCejpUlfuTPouvkR09HtR\niqScXDW73Mmm5dP55RunUnbOZTocbXURCOrhM/TQ3gVz0Tlezb1upofO57x5TQ0WBb/f0YDWmn99\n4gDlTjvfuWUV+XYruxt62B8KkiNTLhaL4rxZpTy2s5GPPvQWn/j5tkmrSz/e3s/M0vy49yi8c+nQ\nG1CmyfqArrWmb9BHQa7k0NNhzewS9jb2JHXTRyLa+gYpd9qjbhCZDHdsmE3voJ+3Tian4mIsXn+Q\nn285mdAJTBNlLoiOnKFD4g26mnoGwwcuTy92cPGCSh7d0chTe5t580Qnf3f1QorzbSybUcSeRiOg\nTyvKjbrr+65L5/LBC2bxN1fMxxfQ7Do9OTs3j7W6mJtAx9HZ5U7y7daE2xmkQtYHdI8/iC+gZYae\nJhvqyib1xXW2Wno94aZcybBqplHLvqdh8mZnzx9o4Z7H9nDL/a9H/Rg/6AvwyV9s46t/3Md9Kaiw\nONTchz3HQl35UJArcya+W1RrTXPPINOLhlIZ7z2vhsZuN1/+3W4WTivg/etmArC8ppj9Z3rZ09Az\nanZuumBuOf/67hV8/JI5ABPur+P2BtgWekMOBjUn2vuZWxF/pZrVolg8vTD8aSKTZH1AN8+1LJKA\nnhbhTR8Z0ryqtW+QqqLk9fQpdNiYW+mMWn43EW+d7OTO/9nGH98+w876bv73zfph17f1efjIz97k\npcNtzKt08vjbZxjwJjfdc7C5j/mVBcM+5ZiLzIkE9N5BPwPeQHiGDkb5Z2GuccD4PdctDT/Gytpi\n3L4AR1pdMbuWluTbWVBVMOF6Z9qLAAAd6UlEQVRPSd9+9hC3/GgLTT1umnsHcfsCCc3QwcjxHzjT\nm3HtIKZAQDdyelLlkh4l+XYWTivgzROpTUForQlG2aHa0uthWhJn6AAraorPaoZe3zEQDgSP7mgk\nz2Zl6z9eyTsWV/Hs/qGeMU/vbeKa725mR3039926mm/cvII+j58n9xgbnJp7BqM+B2eje8DLjvqu\nUYuS4ZRLApUuzaGSxekRAd1hs/KpK+Zx+4ZZ4S6OYDynppGPHc26ujK2n+pKeJdyv8fPI9tOo7Wx\n8/R4m7FAm3BAry6mz+PPqAovmBIB3ZitFEoOPW3W15WxI/Ti8vqDScmnv3Solf8INUIDuO+5I1z+\n7ZeGvaD9gSAdLk9SZ+hgBJ/m3sEJndZ0oKmXS+99kV9urcfrD/LkniauXjYNZ24O1yybTlPPILsb\nethZ38Vf/3IHNSV5PPG3F/PuNTVsmFPGnAonv3mrnl9vrWfjN5/n+y8endR/238+f4R+j587L54z\n7PLiPBtWi0poht4UOmA5coYO8OnL5/P/3rNi2GVzKgpw2o1FyXjOFVhfV0rfoD/hevDHdjbSN+jH\nomD7qS6Ohc4rnZ/g5kDzTSfT+vtkfUB3haoNJIeePuvryujz+HnjeAebvruZO378xqTOHL3+IPc8\ntpfvvXCU146209nv5SevHKe+cyB8iDEYFS5BDVVFyZ2hr6w1+uHvnUDaxfwk8x/PHuLxXWfocft4\n9+oawDjD1GpRPLOvmX9/+iAVBXb+964LWBDaramU4v3rZ/LWyS7+8bE92KwWfr7lZMKlhGB8sr31\n/i388KVj4cuOtrr4xZZT3LZhVtQqk9J8W0K7RaPN0MditSiWzSgmz2Zldnns2fL6UJfQbQmkXbTW\n/HzLSZbXFHHB3HK2nerkeJuLgtychM9SWDStEIsi4/LoWR/QJeWSfutDPWE+8fNtHG/vZ0d9N0/u\nbZq0+//9jgYau9047Va+9fRBHnz1BO7Qp4BXjgx18DN7ykxL8kEny2YUoRTsnkDa5e3T3TjtVrrd\nPv7xsT2UOe1cHDoRqCTfzvlzyvjFllO8cbyTz1wxP7xT0/Se82oocuTwnjU1/OiDa2l3eXlyT2LP\ntdaaL/52F2+e7OTeZw6y63Q3Hn+Ar/1pL3k2K3/3zoVRf25GSR476+NPczT1DKIUcS9S33nJHD5/\n1QKscWwEqy3NY1pRLm8lsNFoy7EODre4+MiFc1g3u9RYhG3sYW6lc1ibgXjk2a3MqyzIuEqXrA/o\nveFFUUm5pEtNSR4zQiek/9fta1g0rZDvPHsYX0Qjph+8eJQv/XZXwke5+QJBfvDiUVbNLOFrNyxj\nV0MPP3z5GNcun87ymiI2R2wlb+01SuqSPUN35uYwv7JgQnn0t093c9H8Ct53Xi0ef5DrV1Zji1h8\nvGbZdONwh5I87jh/dEOxqkIHb95zFf/x/tVcvqiSeZVOHnrtZEJjuP/l4zyzr4XPX7WAysJcvvy7\n3dz50DZeO9rBPdctGfOgmI9fMpeDzX08uqMhrsdp7hmkoiAXe058YeaaZdP55GXz4rqtUop1dWW8\ndrSdE3G0A9Bac99zh6kszOX6ldWsrSsjqGFHfTdzKxI/JB1CC6MyQ59crkFJuWSCu9+1hPtuXc0N\nq2bwpWsWcaK9n99uM174Lo+f779wlN9ub+Crf9qH1hpXnLsOf7e9gYYuN5+7cj7vOa+GeZVOAkHN\nZ66YzyULKtlR3xX+lNYSymlPS3IOHWBFbTG7G3sSqnLo6vdyor2f1bNK+NKmRVyyoIIPbZw97Dab\nlhtVIP9w7WJyc6JvdDE3wCil+PCFdexq6GFHfXwz1X6Pn/ueO8ymZdP53JUL+MbNKzjU0seW4x18\n+5ZV3LZh7K6UN6ysZvXMEu595lBclTb1nQOj8ueT6WMX1eEPaq773iv88e3GcW/70qE23jrZxeeu\nXIDDZmXNrBLMSfncCTbXW1pdRGO3m+6B1J21GkvWB3RzUXTkR1ORWjesmsG71wzlgtfNLuW7zx3G\n7Q3wxO4zuH0BrlpSxa+31nPD919l9def5aJvvsjB5rFnOC29g3zzqYOsnV3KFYuqyLFauO/9q/m3\nm5ezbEYxly6oxB/UbDnWARgzdKVScxThyppi2vo8NCfQ1+Xt0BFmq2eWUFXo4Bd3ns/8qsJht5lW\n5GDX167mxlXxdYd8z3m1FObm8OCrJ+K6/StH2vH6g3z4wjqUUly5ZBr/dvNyfvGxDbxvbe24P6uU\n4p+uX0Jrn4efvDL+43X1e3nrZCcb55bHNa6JWDu7jKc+dwlLqov4+0d2jblgGwxqvvXMIWaX5/P+\n9Ubde5HDxqLQ2sREu6WaaylvHE9thdd4pkBA95Fnsw772CrSSynFP1y7mNY+Dw+9fpJHtjUwr9LJ\nA3+1jlvW1uL1B/noRXXkWBS3PfBG+KxGrTXfePIAt9z/Ojvqu/iH3+/G4w9w7/tWhnOcK2tL+MD5\nxqx27exS8u1WXjlipF1aQ7tEU/G7sDi0aHikJf62B2/Xd6PUUCAYSyLNxApyc7jj/Fk8uaeJ052x\ne+q8cLCFQkfOsJOqPnD+bC6cXxHX462dXcZlCytDpX9jfzp5Zl8z/qDm+pVn17Y4lhklefzLTcvw\nBzVP743er/6pvc0caOrl7965cNjvhvkcJFqyGPnzpfk2np7E9aKzlfVRUPq4ZKb1dWW8Y3EV//XC\nEbaf6uLWdTOxWBT33rKKZ79wGfdct5RHPrmRgtwcbv3RFh7d0cB3nzvCA5uPs/9ML+/579d56VAb\nX9m0eMyPxPYcCxvnlrM5tDDa2usJn1CUbOYuylMd8bdzfft0NwurCif9MJaPXFSHRSkefG38WXMw\nqHnhYBuXLaw8qze9d62YTkPX6CP53jjeET6E4s+7m6grz2d5TewSxLO1tLqIuRVO/rz7TNTrn9zb\nxLSiXG4Y8eZy85parlhUOeEZus1q4eql03nuQOuEKo2SIesDurTOzVxfumYRbl8Aq0Vx83k1o66f\nVZ7Po5++kFW1JfzdI7v4z+ePcMvaWt74xyv568vm8YHzZ/GhjXXjPsbFCyo41THA6c4BWvoGU5I/\nB+OsUofNwsk4z5jUWrOroZvVM8efnU9EdXEeN66ewW/eOs3PXjvB+3+0hd9vH71wubuxh3aXJ9zd\ncKLMI/mejTjB6ck9TXzgJ1u548dbeW5/C68fa+f6lTMSrh6ZCKUU16+s5o3jHaN63QSCmlePtHPJ\ngspRn3zWzi7lZx/dEPeibTTXrpiOy+Pn1SPxHa+XbFkf0HsHjfNEReZZUl3EXZfO5UMbZ49ZulZV\n6OBXHz+fz125gA+cP4v/954VFDpsfOXaxfzbzStiph8uCqUKthzvoLXXQ1WSSxZNFotidpkz7hn6\nifZ+ugd8rJk1+QEd4BOXzGXAG+Drj+/nYHMfX/rdrlGpgOcPtGBRDNuhORHlBbmsryvj6VBAf3Zf\nM599eCeraouZVuTgE7/YRlCT0qMZr181g6CGp0b8m3c3dNPj9nHpWf6bx3LhvAqKHDnh3bvplvVT\nW5fHL31cMtjd1y6JeZscq4UvjFH7HMuCqgIqCuy8eqSddpeHaUkuWYw0uzw/rpI5gL/sbwGMAJAM\nS6qL+NlH1lNRkMu8Kicf/MlWPvvw2/zXHYprlhmzyKf2NrNudtmk9Iq/Ztl0/uXP+/npqyf45lMH\nWF5TzP98bAMtvR5u/u/XqC52hBcdU2HhtEIWTivgz7uahn2q23y4HaXg4jjXCBJlz7HwzqXT+cv+\nZrz+FWc1258MWT9DT9cB0SIzKKXYOK+C5w60GLtEUzRDB6ircHKqcyCuXbFP7GliZW0xs8rzkzae\nKxZXsaK2mHx7Dg9+ZD0LpxfwyV9s5/P/u5Nr/3Mzx9pcfOCCiR+WHema5dMB+L9/3s+S6iL+52Mb\nKHTYmF9VwJOfvYQHP7I+JemWSNetmMFbpzqHVbu8cqSNFTXFw06wmmzvWjGd3kE/rx9Lf9plCgR0\nnyyKnuMunFfOgNdYlEr2pqJIs8vz8fqDMUsX6zsG2N3Qw3UrUpeCKMm38/tPXcinL5/Hn3adQaF4\n5JMbuWn16LWMiagpyeOi+eWsrC3m5x/bQHHEgSIzy/KpLU3eG9dYLl9UidZDu4d7B33sPN3NpQuS\nk24xXbyggoLcHJ7KgLRLzEiolHoQuB5o1VovD132G8A8Mr4E6NZar07aKMfhGvRLDv0cd1FEGiOl\nM/RQpcvJjv5xD9x+IrQ1/10pDOgAuTlWvrxpMbetn0VFoZ18++ROfB766AZyLCrlM/GxmDPxlw+3\ncdPqGl4/2k4gqJOWPzfl5li5akkVz+5v5t8Cy5N2uEo84nnkh4BNkRdord+vtV4dCuK/Bx5Nwthi\nCgQ1/d6ApFzOcTPL8sLnQaY6hw5wKkalyxN7zrBqZgkzy1I/awWjmmiygzkYZXuZEszBWKi+eH4F\nmw+3EwxqHtnWQGm+LWkL0ZGuXVFN14CPrSluIz1SzICutd4MRB2lMv43bwUenuRxxUW2/Qsw8ugX\nzitP2S5RU3VxHnarhZPjVLqc7hxgb2Mv16d4dn6uumxhJe0uD4/tbOSFg6189KI5KdlodtnCSvLt\n1oQbpU22s/2XXgK0aK2PTMZgEtXnMXp4SGMu8dkrF/C929aktMrAalHMLMvjVPvYM3SzveqGUEdK\nkVyXLDTSb//0x7047dZRvXKSxWGz8o7FVTyzrznhQzcm09n+9t9OjNm5UuoupdQ2pdS2tra28W6a\nMLOPi2wsEjPL8rkhzv4nk6mu3Blzhg5D6RmRXFWFDpZWFzHgDXDH+bMoyU9edctI1y6vpt3ljbtR\nWjJMOKArpXKA9wC/Ge92WusHtNbrtNbrKisnd3GiT1IuIs1mlzs5FXGk3Ej1nQMUOnKGVYGI5Lpq\nSRW5ORbuvHhuSh/34gUVWBRp3TV6NjP0q4CDWuv4miMngdk2VapcRLrUVeTj9gVGbTk31XcOMKss\nP6MWD6e6z7xjPs///WVxnZQ0mYrzbKyoKU5rPXrMgK6UehjYAixSSjUope4MXXUbaVoMNZnHz0mV\ni0gXs3LldFf0PLoZ0EXq5OZY01IHD3Dh/Ap21nfT74ndLz4Z4qlyuV1rXa21tmmta7XWPw1d/hGt\n9f3JH+LYhk4rkoAu0qM8tAOxs9836rpgUNPQ6ZaAfg65aF4F/qDmzQTOOp1MWb1TVFIuIt1KQ4tu\nXVFOrWnpG8QbCKat/lyk3rq6Uuw5Fl4/mp60S1YHdNegH6tF4bBl9T9DZDGz0VVXlNNy6jukwuVc\n47BZWTurlNeOdqTl8bM6Eg54A+TbrbLgJNLGabdisyq6BkanXOpDJYuScjm3XDivnP1NvWMeiZdM\nWR7Q/eTbox+kK0QqKKUozbdHPSi4vnMAi2LcPi9i6rkk1Dvm5cOtKX/sLA/ogaT0qBAiEaX59qiz\nsfrOAWaU5Ml5t+eYlTXFTC9ypKX7Ylb/prm9AfJsMkMX6VWSb6N7jJSLpFvOPRaLYtPy6bx8uC3l\n5YtZHdDNHLoQ6VTmtEetcjktAf2cde3y6Xj8QV48lNq0S1YHdLcvQJ4EdJFmJfmjA3q/x0+7yysl\ni+eodXVlVBTYeWpvatMu2R3QZYYuMkBpvo2uAd+wfi7mzlGZoZ+brBbjLNcXD7Yy6Auk7HGzOqAP\n+PySQxdpV+a0Ewjq8M5lgBNtRgdG81Qjce65bkU1A94Af96duh7pWR3Q3d4AeVLlItLMbNEaWbp4\nrM0FwNxKCejnqo3zyllaXcQPXjyKPxBMyWNmdUCXRVGRCcqcRuuJyM1Fx9r6mVHswCmN485ZSik+\ne+UCTrT386ddZ1LymFkb0LXWuH0S0EX6mTP0yO3/x9pczKsqSNeQRIa4euk0Fk8v5PsvpGaWnrUB\n3eMPojVS5SLSbmSDLq01x1pdzKuUgH6us1gUn79qAcfb+3l6X/IrXrL28+CA11g5zpdFUZFmZeGA\nbqRcWno99HsDzJP8uQCuXjqdH9xxHlcvm5b0x8rigG5UFMjWf5FuhY4cLGoo5WIuiErKRYAxS79u\nZXVqHislj5IE7tAM3SEpF5FmFosatrnIDOjzJeUiUixrA7qkXEQmMTYXGQH9aKuLwtwcKgtz0zwq\nca7J/oAuM3SRAUrz7XSFjqE71uZiblWB9OkXKZe1Ad3tM3LoUuUiMsGwlEtrvyyIirTI3oDuNWo6\nZVFUZIIyp5FycXn8NPcOSsmiSIusDehDVS4yQxfpV5pvp2vAx77GHgAJ6CItsjagu0MdzCTlIjJB\nqdOO1x/k64/vp8xp54K5ZekekjgHZW1ANxdFpduiyASl+UY/l/1NvXzthqXhdgBCpJIEdCEmgRnA\nr1xcxY2rZqR5NOJclbUrim6vH4fNgsUipWEi/dbOLuXGVTP4x3ctkXJFkTYxZ+hKqQeVUq1Kqb0j\nLv9bpdQhpdQ+pdS3kjfE6IzWuVn7fiSmmIqCXL53+xqmFzvSPRRxDosn5fIQsCnyAqXUFcBNwEqt\n9TLg25M/tPG5fQFJtwghRISYAV1rvRnoHHHxp4Bvaq09oduk9mhr5DxRIYQYaaKLoguBS5RSW5VS\nLyul1k/moOIx4A1IyaIQQkSYaBI6BygFLgDWA48opebqyGPPQ5RSdwF3AcyaNWui4xzF7ZWUixBC\nRJroDL0BeFQb3gSCQEW0G2qtH9Bar9Nar6usrJzoOEcZ8Pkl5SKEEBEmGtD/ALwDQCm1ELAD7ZM1\nqHhIlYsQQgwXMyIqpR4GLgcqlFINwNeAB4EHQ6WMXuDD0dItyTQoOXQhhBgmZkDXWt8+xlUfnOSx\nJGTAJ1UuQggRKau3/ssMXQghhmRlQA8ENV5/UKpchBAiQlYGdOmFLoQQo2VlQHebnRalykUIIcKy\nMqCHD4iWlIsQQoRlZUA3TyuSlIsQQgzJyoAePtxCAroQQoRlZUA3c+iyU1QIIYZkZUA3q1ykbFEI\nIYZkZUA3c+iSchFCiCFZGdDDVS4S0IUQIkwCuhBCTBFZGdAHJeUihBCjZGVAH/D6sVoUdmtWDl8I\nIZIiKyOi22s05lJKpXsoQgiRMbIzoPukda4QQoyUlQF90CcHRAshxEhZGdDdXgnoQggxUnYGdF8A\nh6RchBBimKwN6Hm2rBy6EEIkTVZGRcmhCyHEaFkZ0N1yQLQQQoySnQHdF8AhM3QhhBgmKwO6pFyE\nEGK0rAzoUrYohBCjZV1A11rLTlEhhIgiZkBXSj2olGpVSu2NuOyflVKNSqm3Q3/eldxhDvEGggQ1\nkkMXQogR4pmhPwRsinL5fVrr1aE/T07usMY26A0CcvycEEKMFDOga603A50pGEtc5Pg5IYSI7mxy\n6H+jlNodSsmUTtqIYggHdJmhCyHEMBMN6D8E5gGrgSbgO2PdUCl1l1Jqm1JqW1tb2wQfbog7dPyc\n5NCFEGK4CQV0rXWL1jqgtQ4CPwY2jHPbB7TW67TW6yorKyc6zjBJuQghRHQTCuhKqeqIb28G9o51\n28k2KCkXIYSIKifWDZRSDwOXAxVKqQbga8DlSqnVgAZOAp9M4hiHMVMuEtCFEGK4mAFda317lIt/\nmoSxxGUo5ZJ1e6KEECKpsi4qmgFdFkWFEGK4rAvokkMXQojosi6gh3PoUuUihBDDZF9AN1MuORLQ\nhRAiUlYG9NwcCxaLSvdQhBAio2RdQB+U4+eEECKqrAvobjmtSAghosrCgB6UgC6EEFFkX0D3ygHR\nQggRTdYF9EE5fk4IIaLKuoAuOXQhhIgu+wK6pFyEECKqrAvoknIRQojosi6gGymXrBu2EEIkXdZF\nRsmhCyFEdNkX0L0BHJJyEUKIUbIqoAeDGo9fNhYJIUQ0WRXQB/3SC10IIcaSFQH9+y8c4db7t0gv\ndCGEGEdWBHRfQPPWqU66BryAHD8nhBDRZEVAXzitEK1hb2MvICkXIYSIJksCegEAuxq6AQnoQggR\nTVYE9LoKJzarYndDDyA5dCGEiCYrArrNamFOhZN9Z4yALjl0IYQYLSsCOsCCaYUM+oKApFyEECKa\nrAnoC6sKw19LykUIIUaLGdCVUg8qpVqVUnujXPdFpZRWSlUkZ3hDFk0vCH8tM3QhhBgtnhn6Q8Cm\nkRcqpWYC7wTqJ3lMUS2YFjFDl4AuhBCjxAzoWuvNQGeUq+4DvgzoyR5UNLPL8rFbjeE67FmTKRJC\niJSZUGRUSt0INGqtd8Vx27uUUtuUUtva2tom8nAA5FgtzK10YlGEA7sQQoghCUdGpVQ+cA/w1Xhu\nr7V+QGu9Tmu9rrKyMtGHG2bhtEIcNitKqbO6HyGEmIpyJvAz84A5wK5QYK0FdiilNmitmydzcCN9\n9KI61s4uTeZDCCFE1ko4oGut9wBV5vdKqZPAOq11+ySOK6o1s0pZM0sCuhBCRBNP2eLDwBZgkVKq\nQSl1Z/KHJYQQIlExZ+ha69tjXF83aaMRQggxYVIuIoQQU4QEdCGEmCIkoAshxBQhAV0IIaYICehC\nCDFFSEAXQogpQmmdkt5axoMp1QacmuCPVwBJ37x0FjJ9fJD5Y5Txnb1MH6OMb2Jma61j9k5JaUA/\nG0qpbVrrdekex1gyfXyQ+WOU8Z29TB+jjC+5JOUihBBThAR0IYSYIrIpoD+Q7gHEkOnjg8wfo4zv\n7GX6GGV8SZQ1OXQhhBDjy6YZuhBCiHFkRUBXSm1SSh1SSh1VSn0lA8YzUyn1olLqgFJqn1Lqc6HL\ny5RSf1FKHQn9ndbm7Uopq1Jqp1Lqz6Hv5yiltobG9xullD3N4ytRSv1OKXUw9FxuzKTnUCn1hdD/\n716l1MNKKUc6n0Ol1INKqVal1N6Iy6I+X8rwvdBrZrdS6rw0jvHe0P/xbqXUY0qpkojr7g6N8ZBS\n6pp0jC/iui8qpbRSqiL0fVqew7OR8QFdKWUFfgBcCywFbldKLU3vqPADf6+1XgJcAHwmNKavAM9r\nrRcAz4e+T6fPAQcivv934L7Q+LqAdPe2/0/gaa31YmAVxlgz4jlUStUAn8U4vGU5YAVuI73P4UPA\nphGXjfV8XQssCP25C/hhGsf4F2C51nolcBi4GyD0mrkNWBb6mf8Ovd5TPT6UUjOBdwL1ERen6zmc\nOK11Rv8BNgLPRHx/N3B3usc1Yox/xPhlOARUhy6rBg6lcUy1GC/wdwB/BhTGhomcaM9rGsZXBJwg\ntI4TcXlGPIdADXAaKMM4N+DPwDXpfg6BOmBvrOcL+BFwe7TbpXqMI667GfhV6Othr2XgGWBjOsYH\n/A5jUnESqEj3czjRPxk/Q2fohWVqCF2WEZRSdcAaYCswTWvdBBD6u2rsn0y67wJfBoKh78uBbq21\nP/R9up/HuUAb8LNQWugnSiknGfIcaq0bgW9jzNiagB5gO5n1HMLYz1emvm4+BjwV+jojxqiUuhFo\n1FrvGnFVRowvEdkQ0FWUyzKiNEcpVQD8Hvi81ro33eMxKaWuB1q11tsjL45y03Q+jznAecAPtdZr\ngH7Sn6IKC+Wib8I4EH0G4MT4CD5SRvwuRpFp/98ope7BSFf+yrwoys1SOkalVD5wD/DVaFdHuSxT\n/7+B7AjoDcDMiO9rgTNpGkuYUsqGEcx/pbV+NHRxi1KqOnR9NdCapuFdBNwYOsD7fzHSLt8FSpRS\n5rGD6X4eG4AGrfXW0Pe/wwjwmfIcXgWc0Fq3aa19wKPAhWTWcwhjP18Z9bpRSn0YuB74gA7lL8iM\nMc7DeNPeFXq91AI7lFLTM2R8CcmGgP4WsCBUXWDHWET5UzoHpJRSwE+BA1rr/4i46k/Ah0Nffxgj\nt55yWuu7tda12jjv9TbgBa31B4AXgfele3wAWutm4LRSalHooiuB/WTIc4iRarlAKZUf+v82x5cx\nz2HIWM/Xn4APhSo1LgB6zNRMqimlNgH/ANyotR6IuOpPwG1KqVyl1ByMxcc3Uzk2rfUerXWV1rou\n9HppAM4L/X5mzHMYt3Qn8eNcxHgXxur4MeCeDBjPxRgfvXYDb4f+vAsjT/08cCT0d1kGjPVy4M+h\nr+divGCOAr8FctM8ttXAttDz+AegNJOeQ+DrwEFgL/ALIDedzyHwMEY+34cReO4c6/nCSBf8IPSa\n2YNRrZOuMR7FyEWbr5X7I25/T2iMh4Br0zG+EdefZGhRNC3P4dn8kZ2iQggxRWRDykUIIUQcJKAL\nIcQUIQFdCCGmCAnoQggxRUhAF0KIKUICuhBCTBES0IUQYoqQgC6EEFPE/wefARgHgEm5IwAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 200, 20):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Pos,hs, dh, a, s, reward = trajectory(game, pos0 = (4, 2), epsilon=1, limit_set = 8)\n", " plt.figure()\n", " plt.plot([np.linalg.norm(h) for h in hs])\n", " print (np.mean([np.linalg.norm(h) for h in hs]))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/ogAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xl0XOWZ5/HvU1Xa96UkWYs3eQEZ\nMIsxSwIhSUNMuoNDBjqGXkiGMyQnYfpMp3umSZ+epJucnknS05PuTpjpkM5CwpglhHS7g8MWAgSD\njYUB27ItW5ZtSba129q3Uj3zR5WcQkjWlVylW8vzOUdHVbfeqnqubP3q6r3vfV9RVYwxxqQGj9sF\nGGOMWTwW+sYYk0Is9I0xJoVY6BtjTAqx0DfGmBRioW+MMSnEQt8YY1KIhb4xxqQQC31jjEkhPrcL\nmK60tFSXL1/udhnGGJNQ3nrrrW5V9c/VLu5Cf/ny5dTX17tdhjHGJBQROeGknXXvGGNMCrHQN8aY\nFGKhb4wxKcRC3xhjUoij0BeRTSLSKCJNIvLADI/fKCJ7RCQgIndMe2ypiDwvIgdF5ICILI9O6cYY\nY+ZrztAXES/wEHArUAfcJSJ105q1AJ8Bts7wEj8G/k5VLwY2Ap0XUrAxxpiFczJkcyPQpKrNACLy\nOLAZODDVQFWPhx8LRj4x/OHgU9UXwu0Go1O2McaYhXDSvVMFtEbcbwtvc2INcFZEnhaRt0Xk78J/\nORhjjHGBk9CXGbY5XVjXB9wA/DlwNbCSUDfQe99A5D4RqReR+q6uLocvbYwxZr6cdO+0ATUR96uB\nUw5fvw14O6Jr6F+Ba4HvRzZS1YeBhwE2bNhgK7WbuLV1VwsAw+MB3jzWy/KSHJaWZPOH1y5zuTJj\nnHES+ruB1SKyAjgJbAHudvj6u4EiEfGrahfwEcDmWDAJbTKobH2zheauIQDyM32U5WVwy7oKlysz\nZm5zdu+oagC4H3gOOAg8qaoNIvKgiNwGICJXi0gbcCfwXRFpCD93klDXzq9EZB+hrqLvxWZXjFkc\nz+4/TXPXELetr+TTG2rISPPy19samJgMzv1kY1zmaMI1Vd0ObJ+27SsRt3cT6vaZ6bkvAJddQI3G\nxI13W8+y42gP19WWcO3KEgAy0jz8+I0T/Pu7p/jUlTP+GhgTN+Julk1j4tV4IMgv95+mpiiLj1+y\n5Nz2NeV5lOVl8I1nDzEyPolIaOzD3dcsdatUY2Zl0zAY49C2d0/RPxrgoxeX4/X8dlCbR4Qb1/jp\n6B+jsWPAxQqNmZuFvjEOqCrfe7WZivxMVpflvu/x9dWFFGSl8ephG3Js4puFvjEOvHy4i8aOAT64\nuvRc900kr0e4bmUJx3uG6Rkcc6FCY5yx0DfGgYdfCR3lX1ZdMGubS6tCjx043b9YZRkzb3Yi15gZ\nTF2EBdA1MMYbzT1sWleBzzP7cVJRTjqVhZk0nOrnhtVzLlVqjCvsSN+YOTSc6gNgfU3hnG3XVRbQ\n0jtM/8hErMsyZkEs9I2ZQ8OpfmqKsijISpuz7bol+YB18Zj4ZaFvzHmcHR7n5NkR1lXO3pcfqSw/\nE39uBvvDfx0YE28s9I05j4ZToSP2usp8x89ZV5nP8e4heofGY1WWMQtmoW/MeTSc6qc8P4PS3AzH\nz1lXWUBQ4cWDHTGszJiFsdA3ZhYDoxOc6Bly3LUzpbIwk8KsNJ7b3x6jyoxZOAt9Y2ZxqH0AJdRd\nMx8iwrrKfH5zpJvBsUBsijNmgSz0jZnF0a5B8jJ9VORnzvu5dZUFjE8G+fWhzhhUZszCWegbM4sT\nPcMsL8mZcdqFuSwryaY0N51nG6yLx8QXC31jZnB2eJy+kQmWlWQv6PkeEW6uq+DXhzoZnZiMcnXG\nLJyFvjEzONEzDMCykpwFv8amSyoYHp/ktSPd0SrLmAvmKPRFZJOINIpIk4g8MMPjN4rIHhEJiMgd\nMzyeLyInReQ70SjamFg73jNEus+zoP78KdetLCEv08cvbRSPiSNzhr6IeIGHgFuBOuAuEamb1qwF\n+AywdZaX+RrwysLLNGZxnegZZmlx9nsWS5mvdJ+HW+oqeL6h3bp4TNxwcqS/EWhS1WZVHQceBzZH\nNlDV46q6F3jfytAichVQDjwfhXqNibn+0Qk6+kdZVryw/vxIn7qyioGxAM8fsAu1THxwEvpVQGvE\n/bbwtjmJiAf4e+C/zr80Y9yx58QZlAvrz59y3coSKgsyeXpP24UXZkwUOAn9mf6+VYev/wVgu6q2\nnq+RiNwnIvUiUt/VZcvNGXfVHz+DR6CmOOuCX8vjET55RRWvHu6ic2A0CtUZc2GcLKLSBtRE3K8G\nTjl8/euAG0TkC0AukC4ig6r6npPBqvow8DDAhg0bnH6gGBMT9Sd6WVKQRYbPe0GvM7UQS7rPQ1Dh\nq//WwA2r/dx9zdJolGnMgjg50t8NrBaRFSKSDmwBtjl5cVX9A1VdqqrLgT8Hfjw98I2JJ5NBZW9b\nHzVR6M+fUpaXSXVRFm+3nI3aaxqzUHOGvqoGgPuB54CDwJOq2iAiD4rIbQAicrWItAF3At8VkYZY\nFm1MrBzrHmJ4fJKqwgvv2ol05dIi2vtHOXV2JKqva8x8OVojV1W3A9unbftKxO3dhLp9zvcaPwJ+\nNO8KjVlEU0sjVhYufHz+TC6rKuCZvad5u+VMVF/XmPmyK3KNidBwqp90r4eyvOiGfnaGj4uW5PFO\nWx+ByfeNbDZm0VjoGxOh4VQfayvyLuiirNlcUVPE0FiAV4/YCDXjHgt9Y8JUlYZT/fOeP9+pNRW5\nZKd7+dmekzF5fWOcsNA3Juzk2RHODk+wrmp+K2U55fN4WF9dyAsHOugbmYjJexgzFwt9Y8KmFkGP\n1ZE+hEbxjAeCPLP3dMzew5jzsdA3JqzhVD8egYsrYhf6lYWZ1Ppz+Pd3nV7faEx0WegbE9Zwso9a\nfy5Z6Rd2Je75iAi/e+kSdh3roXtwLGbvY8xsLPSNCYvlSdxIH79sCUGF5xts5k2z+Cz0jQF6Bsdo\n7x9lXWVsTuJGWluex8rSHLbvs359s/gcXZFrTDLbuquFIx0DALT3j56bKC1WRIRbL63gn19ppndo\nnOKc9Ji+nzGR7EjfGEJhD1zQ8ojz8fFLlzAZVJ5vsKUUzeKy0DcG6OgfJS/DR07G4vzxW7ckn2Ul\n2Wy39XPNIrPQNwbo6B+jvGBxjvK37mrhsTdbWVacw2tHuvj+b44tyvsaAxb6xhBUpaN/lPK8jEV9\n37rKfIIKh8PnE4xZDBb6JuX1Do0TCCoVi3SkP6W6KIvcDB8HTvcv6vua1Gahb1Jee1/oJG75Ip3E\nneIR4aKKPA53DDAesOmWzeKw0Dcpr6N/FIGoz6HvRN2SfMYCQXY29yz6e5vU5Cj0RWSTiDSKSJOI\nvG+NWxG5UUT2iEhARO6I2H65iLwhIg0isldEPh3N4o2Jho7+UYpz0kn3Lf4xUG1ZLmle4YUDdnWu\nWRxz/i8XES/wEHArUAfcJSJ105q1AJ8Btk7bPgz8saquAzYB/yAihRdatDHR1N4/tuhdO1PSvB5W\nl+Xx4sEOVNWVGkxqcXJosxFoUtVmVR0HHgc2RzZQ1eOquhcITtt+WFWPhG+fAjoBf1QqNyYKRicm\n6Rl0L/QBLl6Sz+m+UfaftBO6JvachH4V0Bpxvy28bV5EZCOQDhyd73ONiZWmzkEUFn3kTqS1FXmI\nwEuHOl2rwaQOJ6E/02Kh8/o7VESWAD8BPquq7xumICL3iUi9iNR3ddn6oWbxTI2RX+wx+pFyM3xc\nVl3Iy4ct9E3sOQn9NqAm4n414HgFCBHJB54B/kpVd87URlUfVtUNqrrB77feH7N4GtsH8HqEklz3\nQh/gpjV+3mk9y5mhcVfrMMnPSejvBlaLyAoRSQe2ANucvHi4/c+BH6vqTxdepjGxcah9gLK8DLye\nmf6gXTw3rfWjCq8esb90TWzNGfqqGgDuB54DDgJPqmqDiDwoIrcBiMjVItIG3Al8V0Qawk//feBG\n4DMi8k746/KY7IkxC3C4Y8DVk7hTLqsupCg7jVcaLfRNbDmaUlBVtwPbp237SsTt3YS6faY/71Hg\n0Qus0ZiY6Bue4HTfKOur3R9F7PUIN67x88rhLoJBxePyXx4medkVuSZlHe4Mn8TNd7c/f8pNa/30\nDI2z72Sf26WYJGahb1LWofap0He/ewfgxtV+ROBl6+IxMWTLJZqUdbh9gLxMHwVZaW6Xcm6JxqrC\nLH62pw1/eAjp3dcsdbMsk4TsSN+krMb2AdaW5yESP/3ntf5c2s4MMzox6XYpJklZ6JuUpKocau9n\nbUWe26W8R60/l6DC8e4ht0sxScpC36Skjv4x+kcDcRf6y0qy8XmEo12DbpdikpSFvklJh9pDk5ut\nLY+v0E/zelhaks3RLjvSN7FhoW9S0tScO/F2pA+wyp9Le/8og2MBt0sxSchC36SkQ+0DlOdnUJid\n7nYp71PrzwWg2bp4TAxY6JuUdLhjgLUV+W6XMaPKwiwyfB7r1zcxYaFvUs5kUDnSMcja8ly3S5mR\n1yOsLM2xfn0TExb6JuWc6BliLBBkTZydxI200p9L79A4rb3DbpdikoyFvkk5hztC3SbxeBJ3Sm1Z\n6K+QN472uFyJSTYW+iblTI3cWVUWn907EFrJKzfDx46j3W6XYpKMhb5JOYc7BqgpziI7PX6nnhIR\nVvpzeP1oD6rzWp3UmPOy0DcpJ3QSN367dqas8ufSNTDGkU4bxWOiJ34PdYyJsq27WpgMKk2dg1QU\nZJ6b2TJeTY3X39HUHdcnnU1icXSkLyKbRKRRRJpE5IEZHr9RRPaISEBE7pj22D0iciT8dU+0Cjdm\nIboHx5hUpSwvPhZOOZ+inHSWFmezo8lO5promTP0RcQLPATcCtQBd4lI3bRmLcBngK3TnlsMfBW4\nBtgIfFVEii68bGMWpnNgDIifhVPm8oFVJexq7iEwGXS7FJMknBzpbwSaVLVZVceBx4HNkQ1U9biq\n7gWm/8/8GPCCqvaq6hngBWBTFOo2ZkE6+kcROLdISby7rraUgbEA+0/1u12KSRJOQr8KaI243xbe\n5sSFPNeYqOvoH6U4J500b2KMYbi+tgQI9esbEw1O/ufPtKyQ0zFkjp4rIveJSL2I1Hd12fqgJnY6\n+8cSpmsHoDQ3g4sq8njdxuubKHES+m1ATcT9auCUw9d39FxVfVhVN6jqBr/f7/CljZmfwGSQnqEx\nyvITo2tnyvW1pdQfP2NLKJqocBL6u4HVIrJCRNKBLcA2h6//HHCLiBSFT+DeEt5mzKLrGhwjqIlz\nEnfKB1aVMBYIsufEGbdLMUlgztBX1QBwP6GwPgg8qaoNIvKgiNwGICJXi0gbcCfwXRFpCD+3F/ga\noQ+O3cCD4W3GLLrO/vDInbzECv2NK4rxesSmZDBR4ejiLFXdDmyftu0rEbd3E+q6mem5PwB+cAE1\nGhMVHQOjeARKc+Nv4ZTzyctMY311Aa/b5GsmChJjCIMxUdDRP0ZJTga+BBm5E+kDq0rZ29bHwOiE\n26WYBGfTMJiU0dk/ypKCxOramZoqYmR8ksmg8s1nG7l4ST53X7PU5cpMokq8Qx5jFmB0YpLeoXHK\nEuwk7pSa4mx8HrElFM0Fs9A3KaGpcxAl8UbuTEnzelhekmOhby6Yhb5JCVMLp5QnyPQLM1lVlktH\n/xh9I9avbxbOQt+khMMdg3hFKMlN3NBfE17eceoDzJiFsNA3KeFIxwCleel4PTPNDJIYyvMyKMhK\no7HdQt8snIW+SQmNHQOUJdhFWdOJCGsr8mjqGmQsYFMymIWx0DdJb2gsQNuZkYQ9iRtpbXke44Eg\n9cdtSgazMBb6Juk1hdeYLU+widZmUuvPxesRfn2o0+1STIKy0DdJr/HcyJ3EP9JP93lYWZrDS40W\n+mZhLPRN0jvSMUC6z0Nxgs25M5u1FXk0dw1xomfI7VJMArLQN0nvcMcgq/y5eCRxR+5EWlMeGrr5\nymFbcMjMn4W+SXqN7QOsKc91u4yoKclJp7ooi98csamWzfxZ6Juk1j04Rnv/KJdUFbhdStSICDes\nLmXn0R4Ck0G3yzEJxkLfJLV9J/sAkir0AT64ys/AWIB32866XYpJMBb6JqntbwuF/rrKfJcria7r\na0sQwbp4zLw5Cn0R2SQijSLSJCIPzPB4hog8EX58l4gsD29PE5FHRGSfiBwUkS9Ht3xjzm/fyT5W\nluaQl5nmdilR9cv97VQWZPHzPSfZuqvl3Lz7xsxlztAXES/wEHArUAfcJSJ105rdC5xR1VXAt4Bv\nhLffCWSo6qXAVcDnpj4QjFkM+0/2JV3XzpRVZbm0nhlmdMKmZDDOOTnS3wg0qWqzqo4DjwObp7XZ\nDDwSvv0U8FEREUCBHBHxAVnAONAflcqNmUPP4Bin+ka5NIlDP6hwrNvG6xvnnIR+FdAacb8tvG3G\nNqoaAPqAEkIfAEPAaaAF+F+q2nuBNRvjSLKexJ2yrDibNK9wpNMWVjHOOQn9ma5oUYdtNgKTQCWw\nAvgzEVn5vjcQuU9E6kWkvqvLLjgx0bE/HPrrqpLrJO4UX3g1rWPdFvrGOSeh3wbURNyvBk7N1ibc\nlVMA9AJ3A8+q6oSqdgI7gA3T30BVH1bVDaq6we/3z38vjJnBvpN9rCjNIT/JTuJGWlaSTWf/GCPj\n1q9vnHES+ruB1SKyQkTSgS3AtmlttgH3hG/fAbykqkqoS+cjEpIDXAscik7pxpzf/pP9Sdu1M2Vp\ncQ4KtJ4ZdrsUkyDmDP1wH/39wHPAQeBJVW0QkQdF5LZws+8DJSLSBHwJmBrW+RCQC+wn9OHxQ1Xd\nG+V9MOZ9eofGOXl2hEuTtGtnSk1xFgKc6LHQN874nDRS1e3A9mnbvhJxe5TQ8MzpzxucabsxsTZ1\npWqyH+ln+LwsKcikpddG8Bhn7Ipck5Tqj/fi9QiX1xS6XUrMLS3JprV3xObhMY44OtI3JpFs3dXC\nM3vbWVKQyb++PX3MQfJZVpzDzuZeDrUPJP1fNubC2ZG+STqBySBtZ4ZZXpLjdimLYmlJNgBvnbB1\nc83cLPRN0jl5doRAUFkWDsNkV5iVRn6mz0LfOGKhb5LO8fBIlmUpcqQvIiwtybHQN45Y6Jukc7x7\niNLcDHIzUueU1bLibE6eHaG9b9TtUkycs9A3SSUYVE70DrE8Rbp2piwtDu3vO622qIo5Pwt9k1QO\ndw4wOhFkeWlqdO1MqSjIJM0rFvpmThb6JqnsPhaaxDVVRu5MSfN6uHhJPu9a6Js5WOibpPLm8TPk\nZ/ooyk7eSdZmc3lNIftO9jEZnD4JrjG/ZaFvkoaq8sbRHlaU5hBawye1rK8uZHAswNEum2rZzM5C\n3ySNI52DdA+OUevPdbsUV6wPTzlh/frmfCz0TdJ4vakbIGVDP7QAvM/69c15WeibpPH60R5qirMo\nykl3uxRXeDzC+upCO9I352Whb5LCZFDZ2dzD9StL3S7FVetrCjjUPsDohK2kZWZmoW+SQsOpPvpH\nA1y/qsTtUlx1eU0Rk0E9tz6wMdNZ6Juk8PrRHgCuq03t0F9fHZpa2bp4zGwchb6IbBKRRhFpEpEH\nZng8Q0SeCD++S0SWRzx2mYi8ISINIrJPRDKjV74xITuaullTnktZXmr/9yrLz6SqMIu3Wyz0zczm\nnJFKRLyE1rq9GWgDdovINlU9ENHsXuCMqq4SkS3AN4BPi4gPeBT4I1V9V0RKgImo74VJWVt3tRAI\nBtnZ3MOGZcVs3dXidkmuu2pZEbuO9aCqKXm9gjk/J0f6G4EmVW1W1XHgcWDztDabgUfCt58CPiqh\n/223AHtV9V0AVe1RVTvDZKKqtXeEiUml1p9aUy/M5qplRXT0j3Hy7IjbpZg45CT0q4DWiPtt4W0z\ntlHVANAHlABrABWR50Rkj4j8twsv2Zj3au4aRIAVpak5Pn+6q5YVAbaSlpmZk9Cf6e/D6ZN7zNbG\nB3wQ+IPw99tF5KPvewOR+0SkXkTqu7q6HJRkzG8d7RqksjCLrHSv26XEhYsq8shO91romxk5Cf02\noCbifjUwfbXpc23C/fgFQG94+yuq2q2qw8B24Mrpb6CqD6vqBlXd4Pf7578XJmWNB4K09o5Y104E\nn9fDFUsLLfTNjJyE/m5gtYisEJF0YAuwbVqbbcA94dt3AC+pqgLPAZeJSHb4w+BDwAGMiZITPUNM\nqqbs1AuRtu5qOfeV7vVy4FQ/P3ztmNtlmTgz5+gdVQ2IyP2EAtwL/EBVG0TkQaBeVbcB3wd+IiJN\nhI7wt4Sfe0ZE/jehDw4FtqvqMzHaF5OCjnYN4hVJmfVwnVpWko0CrWfsZK55L0eLiKrqdkJdM5Hb\nvhJxexS4c5bnPkpo2KYxUXe0a4ia4izSfXadYaSlxdkI0NI75HYpJs7Yb4pJWH3DE5w6O2JdOzPI\nTPNSnp/JiZ5ht0sxccZC3ySsncd6UGClhf6MlhZn09I7TGAy6HYpJo5Y6JuE9dqRbtK9HmqKs9wu\nJS6t9OcwFgiyzyZfMxEs9E1CUlVePtxJrT8Hn8f+G89k6i+gqcnojAELfZOgmruHaO0dYXV5ntul\nxK3cDB8V+Zm8frTb7VJMHLHQNwnp5cbQldtrLfTPq9afQ/3xM7aoijnHQt8kpJcbQ107qbo0olO1\n/lzGAkH22NW5JsxC3ySckfFJdh3r5aa1ZW6XEveWl+bg9Yj165tzLPRNwtnZ3MN4IMiH1tg8TXPJ\nTPNyWXUBO6xf34RZ6JuE83JjJ1lpXjauKHa7lITwgdpS9rb1MTBq6xcZC32TYFSVlxo7ua62hMw0\nm0rZietXlTAZVHY297pdiokDFvomoext66O1d4RN6yrcLiVhXLWsiKw0L68etrUqjIW+STC/2HuK\nNK/wMQt9xzJ8Xq6vLeHlw52EZjw3qcxC3ySMYFB5Zu9pblztpyA7ze1yEspNa/209o5wrNtm3Ux1\nFvomYexpOcOpvlF+b/0St0tJOB9aExre+op18aQ8C32TMH6x9zTpPg+/c3G526UknKUl2awszTl3\nJbNJXY4WUTHGbY/uPMHP3mpjdVku//7uabfLSShbd7UAUFGQyY6mbh55/ThpXg93X7PU5cqMGxwd\n6YvIJhFpFJEmEXlghsczROSJ8OO7RGT5tMeXisigiPx5dMo2qaa5a4iBsQCXVhW4XUrCWlOeRyCo\n1q+f4uYMfRHxAg8BtwJ1wF0iUjet2b3AGVVdBXwL+Ma0x78F/PLCyzWp6s3jvWSlebl4Sb7bpSSs\nFaU5+DxCY8eA26UYFzk50t8INKlqs6qOA48Dm6e12Qw8Er79FPBREREAEfkk0Aw0RKdkk2o6B0Y5\ncKqPq5YVkea101ALleb1UOvPpbF9wIZupjAnv0FVQGvE/bbwthnbqGoA6ANKRCQH+Avgby68VJOq\nflrfRlDh6uU27cKFumhJHr1D43QOjLldinGJk9CXGbZNP0yYrc3fAN9S1cHzvoHIfSJSLyL1XV02\nusD81mRQeezNFlb6c/DnZbhdTsK7uCLUPXbwdL/LlRi3OAn9NqAm4n41cGq2NiLiAwqAXuAa4Jsi\nchz4L8Bfisj9099AVR9W1Q2qusHvt5kTzW+9eqSLtjMjbLSj/KjIz0qjuijLQj+FOQn93cBqEVkh\nIunAFmDbtDbbgHvCt+8AXtKQG1R1uaouB/4B+B+q+p0o1W5SwKNvnKA0N526SjuBGy0XVeTTemaE\nzoFRt0sxLpgz9MN99PcDzwEHgSdVtUFEHhSR28LNvk+oD78J+BLwvmGdxszXse4hXmrs5O5rltni\n51FUFx4B9auDnS5XYtzg6OIsVd0ObJ+27SsRt0eBO+d4jb9eQH0mhT3y+nF8HuEPr13KiwcsoKKl\nPD+Douw0XjzQwV0b7QKtVGOHTyYu9Y9O8NP6Vj6xvpKyvEy3y0kqIsLFS/J5rambobGA2+WYRWah\nb+LSk7tbGRqf5D9+YIXbpSSldZUFjAWCvHCgw+1SzCKzuXdMXNm6q4WgKg/9uonlJdnsbetjb1uf\n22UlnWUl2VQVZvH02yf55BXTL7sxycyO9E3caWwf4MzwBNfXlrpdStLyiHD7FVW8dqSLzn4bxZNK\nLPRN3HmjuYeCrDSbZyfGbr+yiqDCtnenX3ZjkpmFvokrnQOjNHUOcs2KYryemS70NtFS689lfXUB\nT+856XYpZhFZ6Ju4srO5F69H2GBX4C6K26+o4sDpfhrbbebNVGGhb+LGwOgEe1rOcFlVAbkZNsZg\nMfze+kp8HuHx3S1ul2IWiYW+iRtP7znJeCDIdbUlbpeSMkpzM7jt8koef7OV3qFxt8sxi8BC38QF\nVeWRN45TXZRFdVG22+WkhK27Wti6q4WlRdmMTkzyZ0++63ZJZhFY6Ju4sKOph+auIa5baUf5i60s\nP5O6ynzeaO5mYHTC7XJMjFnom7jwo9ePU5KTbmvguuRDa/yMTgR5dKf17Sc7C33jutbeYX51KDT5\nl8+WQ3RFdVE2q8ty+d5vmukbtqP9ZGa/YcZ1j+46gUeEu6+xGR/d9LF1FfSNTPD1Zw+5XYqJIQt9\n46qhsQCPv9nKLXXlVBZmuV1OSqsszOKz1y/nsTdbeOtEr9vlmBix0DeuemJ3K30jE/ynG1e6XYoB\n/vTmNVQWZPKXT+9nYjLodjkmBiz0jWt+8sYJ/ulXR1hWks2h0wNs3WUnEd2Wk+HjbzZfQmPHAN95\nqcntckwMOAp9EdkkIo0i0iQi71sKUUQyROSJ8OO7RGR5ePvNIvKWiOwLf/9IdMs3iWzfybOcHZng\nxtV+t0sxYVt3tdA1MMYVNYV8+6UjfP2Xh+zDOMnMGfoi4gUeAm4F6oC7RKRuWrN7gTOqugr4FvCN\n8PZu4BOqeimhhdN/Eq3CTWJTVX5zpBt/XgZrK/LcLsdM84n1leRnpfFkfStjgUm3yzFR5ORIfyPQ\npKrNqjoOPA5sntZmM/BI+PZTwEdFRFT1bVWdmre1AcgUkYxoFG4S24sHOzndN8oNq0rxiM2mGW8y\n07zceVUNZ4bG2b7vtNvlmChyEvpVQGvE/bbwthnbqGoA6AOmX1r5H4C3VXVsYaWaZDEeCPI/tx+k\nNDeDK5YWuV2OmcWK0hxuXONsxIC6AAAL4klEQVRn9/EztqxiEnES+jMdhul82ojIOkJdPp+b8Q1E\n7hORehGp7+rqclCSSWQ/2XmC5u4hPn5phc2ZH+c+enEZlQWZ/MXP9tI5YCtsJQMnod8G1ETcrwam\nL7Vzro2I+IACoDd8vxr4OfDHqnp0pjdQ1YdVdYOqbvD77aReMjszNM4/vniYG1aXsrbc+vLjnc/j\n4c4NNQyNBfiLp/aiOv14zyQaJ6G/G1gtIitEJB3YAmyb1mYboRO1AHcAL6mqikgh8AzwZVXdEa2i\nTeL65nONDI4F+KvfrUOsLz8hlOdn8pcfv5hfN3bxqI3kSXhzhn64j/5+4DngIPCkqjaIyIMiclu4\n2feBEhFpAr4ETA3rvB9YBfx3EXkn/FUW9b0wCeH5hnYee7OFez+4wkbsJJg/vm4ZN67x87fPHOBo\n16Db5ZgLIPH259qGDRu0vr7e7TJMlLX3jbLpH1+lqjCLp79wPRk+r43/TjD9IxP800tHKMpO5/Mf\nqsXrsfmS4omIvKWqG+ZqZ1fkmpgLTAb50yfeYTwQ5Nt3XUGGz+t2SWYB8rPS+OTlVZw8O8KvDtpo\nnkRlC5GamLvnB2/yRnMPd1xZzc7mXnY222ReieqSqgKuWlbEK4e7WFWe63Y5ZgHsSN/E1ONvtrDj\naA8fqC3hymU2Jj8Z/N5lSyjOSeen9W2cHbZ1dRONhb6JmTeO9vBX/7qfNeW5bLpkidvlmCjJ8HnZ\ncvVSBkcDPPCzfTaMM8FY6JuYONwxwH0/qWd5aQ5brl5qF2ElmaqiLG5ZV86zDe38y2+OuV2OmQcL\nfRN1Hf2jfPaHu8lM8/Kjz15NZpqduE1GH1xVyq2XVPD1Zw/x+tFut8sxDlnom6jZuquFH752jNsf\n2kHXwBi/v6GGVw9bGCQrEeHv7lzPitIc/vPWt2ntHXa7JOOAhb6Jmsmg8tjuFtr7R7lr41KqbPnD\npJeb4eO7f3QVgaCy5eGdFvwJwELfRIWq8m/vnORwxyCb11fZFbcpYuuuFnY19/JH1y6jd2icT3z7\nNVp6LPjjmYW+uWATk0Ee+Nk+6k+c4aa1fq5eUex2SWaRVRZmce8HVzAWCPKJ77zGtnenz8lo4oWF\nvrkgg2MB7n2knifqW/nw2jJuvrjc7ZKMSyoLs/jCTbWs9OfwJ4+9zRf/3x5O9Ay5XZaZxq7INQui\nqjzX0MHXfnGA9v5Rvv6pSwnacO2UV5KbwU8/dx3//MpR/umlJp5taGfz5ZV88cOrqPXbFbzxwCZc\nM/MSDCqvHO7iX15rZkdTD2vL8/jaJy9h44pim0DNvEf/6ASvHelm17EeApPKJ9ZXcv9HVrHG1lGI\nCacTrlnoG0dae4f5+dsneeqtNlp6h8nN8PGhNX6uXVliF16Z8xocC/DakW7qT/QyMjHJrZdUcP+H\nV1NXme92aUnFQt9csL6RCX657zRP7znJm8dDk6Rdu7KYPwyP1PB57JSQce7WSyr4wY5j/GjHcQbG\nAtxcV86ffGQ1l1YXuF1aUrDQNwsyHgjymyNdPP32SV440MF4IEhpbgZXLi1kfU0hRdnpbpdoEtzI\n+CSvN3ezo6mb0Ykg164s5lNXVHPrpRXkZaa5XV7CstA3jpwdHudQ+wAHT/ezo6mHN452MzQ+SXFO\nOretryQ73UtVYZYtbWiibnRikl3NPTR2DHC8Z5h0r4drVhbz4bVlfPiiMlaU5rhdYkKJauiLyCbg\nHwEv8C+q+vVpj2cAPwauAnqAT6vq8fBjXwbuBSaBP1HV5873Xhb60TM6MUln/xin+0Zo7x/ldN8o\n7eGvtrPDtJ0Z4ezwxLn2RdlprC7P46LyPFaX51lfvVkUqkrbmRH2neyjsWOAroExAJaXZHPT2jI+\nclEZG1cU2xxOc4ha6IuIFzgM3Ay0EVoo/S5VPRDR5gvAZar6eRHZAtyuqp8WkTrgMWAjUAm8CKxR\n1cnZ3s9Cf376RiY40TPEse4hTvQMc7wn9P1EzxDdg++f6zzD56EgK42CrDSKctIpyUmnPD+T8vxM\n8jN9dkRvXNc7NE5+lo9fH+rk9aM9jAWCZKZ5uHhJPusq86n151JZmEVVYRaVhVkUZafZ/1uch76T\ncfobgSZVbQ6/8OPAZuBARJvNwF+Hbz8FfEdC/wqbgcdVdQw4Fl44fSPwhtMdiSZVRRWCqijh78r7\ntwVBUSaDyqQqwWBo+2RQp33n3O3Ztk+9hoa3B1XxiOARQt89QjCoDI9PMjQeYCT8fXhskuHxSYbH\nAwyNTzIyHmBoLHQ/tH2S/tEJBkYD79nHgqw0inPSWV6Sw+U1RecCPj/LR0FmGhl2tGTiXHFO6LzR\nzXUVfGhNGce6B2nqHORU3yhPvdXG6ETwPe3TvEJJTgbZGV5yM3zkpPvIyfCRm+ElJ8NHdrqXrDQv\nmeHvWWleMsNfWRHbstI9ZPi8pHk9iIAQmlRu6rbn3O3QBo+EH494DEDCv9tTz59qFy+chH4V0Bpx\nvw24ZrY2qhoQkT6gJLx957TnVi242vPoGRzjhm/++j0BrqoE9bffE4kA6T5P6MvrIcPnIc0X+p7h\n85CX6aOmOJui7DRKcjIoyU2nOCedNK+NqDHJI93nYW1FPmsrQsM7VUMHSGdHJjg7PM7Z4Qn6RiYY\nmZhkLBBkdGKSvuEJxgJBxieDjE1MMj4ZJDAZygS3vfcD4bcfGlMfJutrCnj8vutiWoOT0J/pI2r6\nz2+2Nk6ei4jcB9wXvjsoIo0O6oqWUiDR5/+1fYgfybAftg8uOQQ88blzd+e7D8ucNHIS+m1ATcT9\namD6bEpTbdpExAcUAL0On4uqPgw87KTgaBOReif9YPHM9iF+JMN+2D7Eh1jtg5O+gN3AahFZISLp\nwBZg27Q224B7wrfvAF7S0BnibcAWEckQkRXAauDN6JRujDFmvuY80g/30d8PPEdoyOYPVLVBRB4E\n6lV1G/B94CfhE7W9hD4YCLd7ktBJ3wDwxfON3DHGGBNbjmbZVNXtwPZp274ScXsUuHOW5/4t8LcX\nUGOsudKtFGW2D/EjGfbD9iE+xGQf4u6KXGOMMbFj4/uMMSaFpGToi8idItIgIkER2RCxfbmIjIjI\nO+Gvf3azzrnMth/hx74sIk0i0igiH3OrxvkQkb8WkZMRP/+Pu12TUyKyKfyzbhKRB9yuZyFE5LiI\n7Av/7BPmsngR+YGIdIrI/ohtxSLygogcCX8vcrPGucyyDzH5fUjJ0Af2A58CXp3hsaOqenn46/OL\nXNd8zbgf4ekvtgDrgE3A/wlPp5EIvhXx898+d3P3hX+2DwG3AnXAXeF/g0T04fDPPpGGO/6I0P/z\nSA8Av1LV1cCvwvfj2Y94/z5ADH4fUjL0VfWgqi7mBWAxcZ79ODf9haoeA6amvzCxcW6qElUdB6am\nKjGLQFVfJTRqMNJm4JHw7UeATy5qUfM0yz7EREqG/hxWiMjbIvKKiNzgdjELNNPUGTGZ/iIG7heR\nveE/d+P6T/IIifzzjqTA8yLyVvgq+URWrqqnAcLfy1yuZ6Gi/vuQtKEvIi+KyP4Zvs53BHYaWKqq\nVwBfAraKiKtrui1wPxxNf+GGOfbn/wK1wOWE/i3+3tVinYvbn/c8fUBVryTUTfVFEbnR7YJSXEx+\nHxyN009Eqvo7C3jOGDAWvv2WiBwF1gCundRayH7gcPoLNzjdHxH5HvCLGJcTLXH7854PVT0V/t4p\nIj8n1G0103mvRNAhIktU9bSILAE63S5ovlS1Y+p2NH8fkvZIfyFExD91wlNEVhKaNqLZ3aoWJCGn\nvwj/ck65ndCJ6kTgZKqSuCYiOSKSN3UbuIXE+fnPJHJqmHuAf3OxlgWJ1e9D0h7pn4+I3A58G/AD\nz4jIO6r6MeBG4EERCRBa6evzqrooJ1cWYrb9SODpL74pIpcT6ho5Dnzu/M3jw2xTlbhc1nyVAz+X\n0LzvPmCrqj7rbknOiMhjwE1AqYi0AV8Fvg48KSL3Ai3MMmNAvJhlH26Kxe+DXZFrjDEpxLp3jDEm\nhVjoG2NMCrHQN8aYFGKhb4wxKcRC3xhjUoiFvjHGpBALfWOMSSEW+sYYk0L+P1OKP0a4ak4NAAAA\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMSaJWOgbY0wSsdA3xpgkYqFvjDFJ5P8Dhz1OmrjtiXgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XmUXGd95vHvr6r3fVVvalmtfceL\nkAwY7GAWmxDEYmMbBjyYxITBE3LIZsIMSUgmCZMMTgacAw4GHEC2GQOODtgYY5vNS0ttybZ2qa2l\n90W9t3qveuePqhZNu1sqqZdbVff5nKOjqnvf6vr1PdVPv/3ee9/XnHOIiIi/BLwuQEREFp/CX0TE\nhxT+IiI+pPAXEfEhhb+IiA8p/EVEfEjhLyLiQwp/EREfUviLiPhQitcFTFdSUuKWL1/udRkiIgnl\nxRdfPOOcK421fdyF//Lly6mrq/O6DBGRhGJmpy+mvYZ9RER8SOEvIuJDCn8RER9S+IuI+JDCX0TE\nhxT+IiI+pPAXEfEhhb+IiA8p/EVEfCju7vAVSWY7axtm3P6h7csWuRLxO/X8RUR8SOEvIuJDCn8R\nER9S+IuI+JDCX0TEh3S1j8gC2VnbwMh4iIMt/exv7uXM4BirSnPYWJnHyiU5BMy8LlF8TOEvskBa\neod54PlTDIxMUJCVSnleBi819rL7VDfba4rYcXmV1yWKjyn8RRbAc/Vn+PdfnSAjNcgfvHkFy4uz\nMDPGQ2GeONjGc692UV2YxZWXFXpdqviUwl9knu0+2c3t39xNYVYaH3tTDfmZqef2pQYD3Lipgra+\nER59qZny/AwqCzI9rFb8Sid8ReZRz9kxPv3QPqoKMvnEW1b+VvBPCgaMW7ctIystyPfqGgk750Gl\n4ncKf5F54pzjz7//CmcGR/nybVeSmRactW1Oego3bCqnY2CU4+2Di1ilSITCX2SefOeF0zx5qJ27\nb1zP5qX5F2y/qSqf3IwUnnv1zCJUJ/LbFP4i86Cxe4h/ePwIb1lTyh1vWh7Ta1ICAbbXFHO8Y5Dj\n7QMLW6DINAp/kTn67gunueNbe5gIOa6uKeLB3Y2zzt453baaIlICxjefO7WwRYpMo/AXmaOXm3o5\n3jHIOzaWUZCVdlGvzUlP4fLqAn6wt4neobEFqlDktRT+InPQc3aMH73SSnVhJlevKL6kr/GGlcWM\njId5dF/zPFcnMjuFv8gc/NNPjzIyHuK9V1Rd8nQNFfmZbKzM45G9TfNcncjsFP4il+jlxl4e3N3A\nG1YUU5E/txu1brpqKQea+znc2j9P1Ymcn8Jf5BKEwo7/8egBSnPSuX592Zy/3o7Lq0gNGo+8qN6/\nLA6Fv8gl+H91jexv7uNzv7uejNTZb+aKVVF2GtevK+PRfc2Mh8LzUKHI+cUU/mZ2g5kdNbN6M7t7\nhv3pZvZwdH+tmS2Pbk81swfMbL+ZHTazz85v+SKLa2dtA//x3Cn+4fEjVBdmMjgyMW9f+6arltJ1\ndoyfH+2ct68pMpsLhr+ZBYF7gRuBDcBtZrZhWrOPAz3OuVXAPcAXo9tvBtKdc5uBq4BPTP5iEElU\ndad76Bse520byrB5nJP/2rWllOSks7P29Lx9TZHZxDKr5zag3jl3AsDMHgJ2AIemtNkB/HX08SPA\nVyzyU+GAbDNLATKBMUBntCRhjYfC/PxoB5cVZ7GqNGdev3ZqMMBHrr6Me352jKNtA6wtz52x3Ww3\nkH1o+7J5rUeSWyzDPlVA45TnTdFtM7Zxzk0AfUAxkV8EZ4FWoAH4Z+dc9xxrFvHM7pPd9I9M8Lb1\n89vrn/TRN1xGZmqQr/3i1Xn/2iJTxRL+M33Cp89BO1ubbUAIqARqgD8xsxWveQOzO82szszqOjs1\n3inxaSIU5lfHO6kpyWblPPf6JxVmp3Hrtmp2vdxCc+/wgryHCMQW/k1A9ZTnS4GW2dpEh3jygW7g\nQ8BPnHPjzrkO4Flg6/Q3cM7d55zb6pzbWlpaevHfhcgi+MWxTvpHJnjDJd7JG6vff3Okf/T1X51Y\n0PcRf4sl/PcAq82sxszSgFuBXdPa7AJujz6+CXjaOeeIDPW81SKygauBI/NTusjienB3IznpKayv\nyFvQ96kqyOQ9l1fy0O5Gjmm2T1kgFwz/6Bj+XcATwGHge865g2b2BTN7T7TZ/UCxmdUDnwEmLwe9\nF8gBDhD5JfJN59wr8/w9iCy49v4RnjnawZXLCgkG5n+sf7o/e+dacjJSuONbe+gaHF3w9xP/iWkN\nX+fcY8Bj07Z9fsrjESKXdU5/3eBM20USzSMvNhEKO16/fHEWXK/Iz+TrH93KB7/2PJ/49ot842Ov\nJy8jsiRkz9AYr3YM0nV2jN6hMZYWZrF9RdGi1CXJw1ycrR+6detWV1dX53UZIueEw45r//kZlhZk\n8Xuvq1zU987LTOGunfsIGKyvyMM5OBSd/ydgkSmh+0cmKMlJ459vfh3XrV2yqPVJ/DCzF51zrzmn\nOpuYev4ifrbnVDeN3cP86TvWcnY0tKjv/e4tlVQWZPLzo53sOdlNyDlu2FjOuvJcinPSCQaMo239\n/Hh/Gx/71h6+fNsVvHvL4v6CksSk8Be5gJ8eaictJcDb1pfxny9Nv9Bt4V25rJArl/1muGn6TV5r\ny/NYUZrDj15p4TMPv0xJTvolry0g/qGJ3UTOwznHk4faedPKYrLT47evlBoM8O8f3cqy4iz+4D/q\ndJWQXFD8fppFPDTZu27rH6Ghe4grlxXGvC7vQtQRi4KsNB64Yxvvu/dZPv7AHnZ96hoKsy9uWUnx\nD4W/yHlMLq6yrmLmeXbiTVVBJl/9yFXc+rUXuOvBvdywsWLGS1M1D5Bo2EfkPA639lNdmHnuMstE\ncOWyQv7+/Zt5tr6Lxw+0el2OxCn1/EVm0Tc8TlPPMO/YMPeVuhbD9CGiN6ws5rlXu6gpyWZjZb5H\nVUm8Us9fZBaTQz4LPZ3DQrlxUzlVBZl8f28TPUNjXpcjcUbhLzKLY+0DFGWnsSQ33etSLklKIMCt\nr6/GOXh4TyOhcHzd0CneUviLzCDsHKe6zrKyNHtB5u1fLMU56ey4vJKG7iFeauzxuhyJIwp/kRm0\n9A4zMh5mRcnCzNu/mF63tIDKggyeOdqp3r+co/AXmcGJzrMA1JRme1zJ3JkZv7N2Cd1nx3ilqdfr\nciROKPxFZnDizCClOekJdYnn+ayvyKMsL52fH+0kHGeTOYo3FP4i04yHwpw6M8SKJOj1TwpEe/+d\ng6McaO7zuhyJAwp/kWleaepjLBRmxQKt0+uVTVX5FGWnUXdKJ35F4S/yGi+c6AKgpiR5ev4Q6f1v\nqsznxJlB+obGvS5HPKbwF5nm+Ve7KMtLJyeOZ/G8VBsr8wg7eOpIu9eliMcU/iJTjE2EqTvdnRSX\neM6kqjCTvIwUnjjY5nUp4jGFv8gUh1r7GRkPszzJhnwmBcxYX5HHL451Mjy2uKuSSXxR+ItMsfd0\n5GTosqIsjytZOBsr8xkZD/PL451elyIeUviLTLG3oYeK/AzyM5Pj+v6Z1JRkk5+ZqqEfn1P4i0yx\nr6GXKy8rvHDDBBYMGNevW8JThzs03YOPKfxFotr6RmjuHf6txdKT1bVrS+kbHj83bbX4j8JfJGpv\nQ2S8/8plBR5XsvC21RQBUHuy2+NKxCsKf5Govad7SEsJ+GLVq4r8TJYVZbH7ZJfXpYhHFP4iUXsb\nethSlU9aij9+LLbVFLH7ZDdOE735kj8+5SIXMDoR4kBzf9Kf7J1qW00RPUPjHO8Y9LoU8YDCXwQ4\n0NzPWCjsi/H+SVfXFAMa9/crhb8IsO/cyV7/9PyrizIpz8tgt8Lfl5Jv5iqRi7SztoFH9zVTkJXK\nzw53eF3OojEztq8o4vlXu3DOJfRaxXLx1PMX33PO0dA9lNRTOky3s7aBnbUNAHQMjPKVp+s9rkgW\nm8JffK9veJz+kQlfhf+kmuLIBHYnz5z1uBJZbAp/8b2G7iEguSdzm01JbjoZqQEae4a9LkUWmcJf\nfK+he4jUoFGRn+l1KYsuYEZ1YRZNPUNelyKLTOEvvtfQPURVQRbBgD9PeC4tzKS9f0Tz+/tMTOFv\nZjeY2VEzqzezu2fYn25mD0f315rZ8in7tpjZ82Z20Mz2m1nG/JUvMjcj4yFae0d8OeQzqbowi7CD\nAy19Xpcii+iC4W9mQeBe4EZgA3CbmW2Y1uzjQI9zbhVwD/DF6GtTgO8Af+ic2whcB2jlaIkb+5v7\nCDnn6/BfGv3eX2ro9bgSWUyx9Py3AfXOuRPOuTHgIWDHtDY7gAeijx8BrrfIRcPvAF5xzr0M4Jzr\ncs7pb0uJG+dW7ir2b/jnpKdQmJXKS00Kfz+JJfyrgMYpz5ui22Zs45ybAPqAYmAN4MzsCTPba2Z/\nPveSRebP3oYeirLTyEn39/2OSwuz1PP3mVjCf6azYNOnAZytTQpwDfDh6P/vM7PrX/MGZneaWZ2Z\n1XV2al1RWRzOOfY29Pp6yGdSdWEmzb3DdA6Mel2KLJJYwr8JqJ7yfCnQMlub6Dh/PtAd3f4L59wZ\n59wQ8Bhw5fQ3cM7d55zb6pzbWlpaevHfhcglmAy7aoU/Swsjx+DlRvX+/SKW8N8DrDazGjNLA24F\ndk1rswu4Pfr4JuBpF5kk/Algi5llRX8pXAscmp/SReZmX3SYQz1/qCzIJBgwXta4v29ccKDTOTdh\nZncRCfIg8A3n3EEz+wJQ55zbBdwPfNvM6on0+G+NvrbHzL5E5BeIAx5zzv14gb4XkYuyt6GHjNQA\n5Xm6+jgtJcDaslxeUs/fN2I6y+Wce4zIkM3UbZ+f8ngEuHmW136HyOWeInFlX0MvW6oKfHtz13Rb\nlubzxME2zfDpE7rDV3xpdCLEoZZ+rrjMP4u3XMjGqnx6hsZp6RvxuhRZBAp/8aWDLZGVu66o9s/i\nLReysTIPgAPNutPXDxT+4kuTN3f5adnGC1lfnkfAIr8YJfkp/MWX9jX2UlWQyRKd7D0nMy3IytIc\nDqrn7wsKf/Gllxp6uUK9/tfYVJWvnr9P+PuedvGl9v4RmnuHueOaGq9LiSs7axsYHQ/R1j/Cfb88\ncW7Kiw9tX+ZxZbIQ1PMX39nXoPH+2VQURBa0aenVyl7JTj1/8Y3JBcsfP9BKMGDsb+rjcOuAx1XF\nl8r834T/mrJcj6uRhaSev/hOY/cQlfkZpAT18Z8uMy1IYVaqrvX3AX36xVdCYUdz77Dm8zmPyoJM\nDfv4gMJffKWtb4TxkNNMnudRWZBJ99kxRsa17lIyU/iLrzT0DAGayfN8KvMj9z60augnqSn8xVca\nu4fIzUghPzPV61LiVnn0pG9bv8I/mSn8xVcauodYVpSlWSvPIy8jhczUIG3q+Sc1hb/4xuDoBN1n\nx6gu1JDP+ZgZZXkZtKvnn9QU/uIbjd2R8X6d7L2w8vwM2vpHCLvpy3VLslD4i280dg8RMKiK3sUq\ns6vIy2BsIkzv0LjXpcgCUfiLb7T0DVOWl0Faij72F1IWveJH4/7JSz8F4hstvSNU5KvXH4uyvHQA\n2vp1s1eyUviLL3QMjDA4OkFFvubvj0V6SpCi7DTa+ke9LkUWiMJffOFQdI76igKFf6zK8zI07JPE\nFP7iC4dao+Gfp2GfWJXnZ9A1OKppHpKUwl984VBLP4VZqWSmBb0uJWGU5WXggOPtg16XIgtA4S++\ncKi1Xyd7L1JFdH3jw21a1jEZKfwl6Q2NTXDyzFmN91+kopw0UoPGES14k5QU/pL0jrQN4NxvVqmS\n2ATMWJKbwdF29fyTkcJfkt65K310medFK8/PUM8/SSn8Jekdau0nPzNV0zhfgvK8DLrOjtE5oOv9\nk43CX5LeoZZ+NlTkaRrnS1Ae/WvpiE76Jh2FvyS1UNhxpK2f9RV5XpeSkMqiV/xo6Cf5KPwlqTV0\nDzEyHmZdRa7XpSSknPQUSnPTOdKm8E82Cn9JakejobW2TOF/qdaV52rYJwkp/CWpHWuPhP/qshyP\nK0lc68pzOd4xyEQo7HUpMo8U/pLUjrUPsKwoi6y0FK9LSVjryvMYmwhzquus16XIPFL4S1I71j7A\nGvX652TyfMlhnfRNKgp/SVpjE2FOdJ5ljcb752TVkhyCATt3/kSSg8JfktbJM2eZCDvWliv85yI9\nJciKkmyd9E0yMYW/md1gZkfNrN7M7p5hf7qZPRzdX2tmy6ftX2Zmg2b2p/NTtsjsdtY2sLO2gW88\nexKA+o5BdtY2eFxVYltXkadhnyRzwfA3syBwL3AjsAG4zcw2TGv2caDHObcKuAf44rT99wCPz71c\nkdi1948QMCjNSfe6lIS3rjyX5t5h+obGvS5F5kksPf9tQL1z7oRzbgx4CNgxrc0O4IHo40eA6y16\nL72ZvRc4ARycn5JFYtPRP0pxTjopQY1uztXmqnwADrT0eVyJzJdYfiqqgMYpz5ui22Zs45ybAPqA\nYjPLBv4C+Ju5lypycdr7RyjLVa9/PkyG//5mhX+yiCX8Z5oNy8XY5m+Ae5xz510HzszuNLM6M6vr\n7OyMoSSR8xubCNN9duzc3DQyN4XZaVQVZCr8k0gsd740AdVTni8FWmZp02RmKUA+0A1sB24ys/8N\nFABhMxtxzn1l6oudc/cB9wFs3bp1+i8WkYvWOTCKA4X/PNpclc8BhX/SiKXnvwdYbWY1ZpYG3Ars\nmtZmF3B79PFNwNMu4s3OueXOueXAvwB/Pz34RRZCe/8IoPCfT5uX5nO6a4i+YZ30TQYXDP/oGP5d\nwBPAYeB7zrmDZvYFM3tPtNn9RMb464HPAK+5HFRkMbX3j5ASMIqy07wuJWlsio77H1TvPynENOGJ\nc+4x4LFp2z4/5fEIcPMFvsZfX0J9IpekfWCE0tx0ggEt4DJfpp70feOqEo+rkbnSbFeSlNr7R6kp\nyfa6jKQw9Qa5gsxUfvRKK7kZqXxo+zIPq5K50gXQknRGxkP0DY/rMs8FUFWYSUvvsNdlyDxQ+EvS\n0cnehVNVkEnX2TFGxkNelyJzpPCXpNPePwoo/BdCZUEmAM3q/Sc8hb8knfb+EdJSAuRnpXpdStJZ\nGg3/xu4hjyuRuVL4S9KZnNYhYLrSZ75lpadQlpfOyTNa1SvRKfwl6bT3j7BEQz4LpqYkm9NdQ4xr\nTd+EpvCXpHJmcJSzYyGN9y+gmpIcxkJhTfWQ4BT+klSOtUcWHCnL02WeC2V5cRYAtSe7Pa5E5kLh\nL0nlWNtk+Kvnv1ByM1IpzUmn9kSX16XIHCj8JakcbR8kMzVIbrpuXl9INSXZ1J3qYULj/glL4S9J\n5WhbP2V56Ziu9FlQNSXZDIxOcKhVi7onKoW/JI2JUJjDrQNURK9Fl4UzOW9S7QmN+ycqhb8kjVc7\nzzI8Hjp3I5IsnLzMVGpKsnlB4/4JS+EvSWNyicEqhf+iuGZVCc+92qV5fhKUwl+Sxv6mXrLTgpRo\nNs9F8bYNZQyPh3j+VfX+E5HCX5LGK819bKzK17QOi+TqFUVkpwX56aF2r0uRS6Dwl6QwHgpzqKX/\n3GpTsvDSU4Jcu7aUpw63Ew47r8uRi6Twl6RwvH2Q0YkwW5Yq/BfT29aX0TEweu58iyQOhb8khcl5\nZtTzX1xvXbeEYMD42WEN/SQahb8khVeae8lNT2F5sdbtXUwFWWlsvayQJzXun3AU/pIU9jf1sakq\nn0BAJ3sXy87aBnbWNlCcncaRtgG+8nS91yXJRVD4S8Ibm4jc2btZ4/2e2FAZOe4HWzTun0gU/pLw\njrT1MxYKa7zfI0XZaVQWZGh+/wSj8JeEtzs6r/y2miKPK/GvTZX5NPYM06KF3ROGwl8S3gsnulhR\nkq05/D20KfpX1+MH2jyuRGKl8JeEFgo7ak92s31Fsdel+FpJTjoV+Rk8vr/V61IkRgp/SWiHW/sZ\nGJng6hUa8vHaxsp86k730NY34nUpEgOFvyS0ySmFr1bP33ObqvIAeOKghn4Sgda6k4T2yItNlOSk\n8dThDq9L8b0luRmsKcvhsf2t3P7G5V6XIxegnr8krFDYcarrLDUlOV6XIlHv2lzB7lPddA6Mel2K\nXIDCXxLW4dZ+RsbDrCjRlA7x4l2bK3BOQz+JQOEvCWtyEZEahX/cWL0kh5Wl2Tx+QFf9xDuN+UvC\n+uXxTkpz0snLTPW6FIl6cHcjy4qy+MWxTu775Qly0iMR86HtyzyuTKZTz18S0uDoBLUnullXnut1\nKTLNpqp8wg4Ot/R7XYqch8JfEtKvj59hLBRmrcI/7pTnZVCcncYBTfQW1xT+kpCePtJObkYKl2n+\n/rhjZmyqyufVzkGGx0JelyOziCn8zewGMztqZvVmdvcM+9PN7OHo/lozWx7d/nYze9HM9kf/f+v8\nli9+FA47njnaybVrSglq/v64tKEij7CDo+0DXpcis7hg+JtZELgXuBHYANxmZhumNfs40OOcWwXc\nA3wxuv0M8HvOuc3A7cC356tw8a8DLX10Doxy/folXpcis6gqzCQ3PYVDrRr3j1ex9Py3AfXOuRPO\nuTHgIWDHtDY7gAeijx8Brjczc87tc861RLcfBDLMLH0+Chf/eupwB2Zw7RqFf7wKmLGuIpdj7QNM\nhMJelyMziCX8q4DGKc+bottmbOOcmwD6gOmTrXwA2Oece82tf2Z2p5nVmVldZ2dnrLWLTz19pIMr\nlxVSlJ3mdSlyHusr8hibCHPizFmvS5EZxBL+Mw2quotpY2YbiQwFfWKmN3DO3eec2+qc21paWhpD\nSeJXLb3D7G/u463r1OuPdytLc0gLBjT0E6diucmrCaie8nwp0DJLmyYzSwHygW4AM1sK/BD4qHPu\n1TlXLL60s7YBgGfrzwCReX0mt0l8Sg0GWF2Ww5HWfsJhR0An5+NKLD3/PcBqM6sxszTgVmDXtDa7\niJzQBbgJeNo558ysAPgx8Fnn3LPzVbT414HmPiryMyjJ0amjRLC+Io/+kQn2a33fuHPB8I+O4d8F\nPAEcBr7nnDtoZl8ws/dEm90PFJtZPfAZYPJy0LuAVcD/NLOXov/097pckr7hcU53D7GxUgu1J4p1\n5bkEDH6iid7iTkxz+zjnHgMem7bt81MejwA3z/C6vwP+bo41igBwKHrH6OSiIRL/stJSWFGaw+P7\nW/nzd67FTEM/8UJ3+ErC2N/cz5LcdJbkaqH2RLKpMp9TXUMcadMNX/FE4S8JYWBknNNdZ9lcpSGf\nRLOhMo+AocXd44zCXxLCgeY+HJEZIyWx5KSnsK2miMcPaNw/nij8JSHsbeilIj+DsjwN+SSid22u\n4HjHIMc110/cUPhL3DvWPkBz7zBXLiv0uhS5RO/cWI4Z6v3HEYW/xL3vv9hEwOB11QVelyKXqCwv\ng62XFbLr5Racmz5BgHhB4S9xbSIU5of7mllblntuSUBJTDddtZT6jkH2NvR6XYqg8Jc496v6M3QM\njHKFhnwS3ru3VJKdFuThPZqWIx4o/CWuPfJiE4VZqayr0HKNiS47PYV3b6nkR6+0Mjg64XU5vqfw\nl7jV3DvMTw608YErl5IS0Ec1GdyyrZqhsRA/enn63JCy2PQTJXHrG78+CcDHrqnxuBKZL1dUF7B6\nSQ4P7Wm8cGNZUAp/iUt9w+M8tLuB39tSQVVBptflyDwxM255fTUvNfZyQDN9ekqXT0hc+m7tac6O\nhbjzLSu9LkXmwdS1FwJmZKQG+PLTx/naR7Z6WJW/qecvcWd0IsS3nj3Fm1eXsKFSM3gmm4zUIG9c\nWcITB9s50qZVvryi8Je4c/+vT9IxMMonr1WvP1m9cWUx2WlBvvJ0vdel+JaGfSSutPWN8C9PHmd9\nRR6nuoY41aVrwpNRVloKH33jcr76i1f5445BVi3J8bok31HPX+LK3z92mLBz/O7mCq9LkQX2+9fU\nkJES5J+eOOJ1Kb6k8Je4UXuii10vt/Dm1aUUZad5XY4ssOKcdP779at44mA7Tx9p97oc31H4S1wY\nGBnnzx55haqCTK5dU+p1ObJIfv+aFaxaksNf7TrI8FjI63J8ReEvceHz/3mQpp4h/vXWy0lL0cfS\nD3bWNvDIi01ct6aUxu5hPvndF3/rklBZWPopE8/9YG8TP9zXzKevX8PW5UVelyOLbEVpDldUF/DL\nY52c7jrrdTm+ofAXz+ysbeBLTx7j7h/sZ3lxNsU5aer5+dS7t1RSkJXGg7sbODM46nU5vqDwF88M\njU3wnRdOk54S4JbXVxMw87ok8UhmWpAPb1/G0FiIP3pwH6GwFnxZaAp/8cREKMxDuxvpGx7nw9sv\nIz8z1euSxGMV+Zm89/Iqnnu1i7/4/iv6BbDAdJOXLDrnHH+16yD1nYO8/4oqlhVleV2SxIkrLyuk\nuiiLe352DAO++IEtBAL6i3AhKPxl0X3l6Xq+W9vAW1aX6gSvvMan37aasHP861PHGQ+F+ccPbCEj\nNeh1WUlH4S+L6uE9DfyfJ4/x/iuquOoyLc0or7WztoGyvAzesaGMR19qoe50Dx/efhmfvE5zPc0n\njfnLotlZ28DdP9jPW9aU8o8f2ILpBK+cx3Vrl/Bfti+jY2CUe5+p5+dHO7wuKako/GVRfOPXJ/nL\nH+7nujWl3PeRq3Qjl8RkQ2U+n7x2JVlpQf7rN/fwPx89oDuB54mGfWRBjYyH+NsfHeK7tQ1srMzj\nd9Yt4Qd7m70uSxJIWV4Gn/qdVTR2D/H1X5/k2foz3HPL5byuusDr0hKaul+yYE6eOcvNX33+3Mnd\nW1+/TAuxyyVJDQZYUZrDx6+poevsGO/7t2e541t7GJsIe11awtJPosy7gZFx/uHxw7zjnl9wquss\n//7RrdywqZygLtmTOVpZmsMfvXU1W5YW8PSRDt71f3/FnlPdXpeVkDTsI/OmsXuIz/1wP3Wnexga\nC3HVskLevrGMzgHdri/zJzMtyAe3VvO6pfn87HAHN3/1ed7zukr+7J1rqdY9IzFT+MucdPSP8PiB\nNn68v5U9p7oxYH1FHteuKWVpoX4QZeGsLc/jL25cx73P1HP/r0/ykwNt3PL6au64poaakmyvy4t7\n5lx83UK9detWV1dX53UZch7t/SP87Y8OcaC5j9NdQzhgSW46m5fms/WyIk3VIIuub3icpw63s6+x\nl3DYcd3aUnZcXsX165eQm+FyxuoDAAAGwElEQVSPz6OZveic2xpre/X8JSbt/SM8vr+VH+9vpe50\nD85BWV46b12/hM2V+SzJy/C6RPGx/MxU3n/lUt6+oYzak90cbOnjmaOdpAUDbF9RxJtWlXDNqhI2\nVORpuoiomHr+ZnYD8K9AEPi6c+4fp+1PB/4DuAroAm5xzp2K7vss8HEgBPyRc+6J872Xev7eGw+F\naeoZ5nj7AC+e7qH2ZDcvN/XiHKwty+VdmytwzinwJW6FnaOxe4iDLf0cax+gI3reqTg7jTeuKuGa\nVcVcs7qUqoJMjyudPxfb879g+JtZEDgGvB1oAvYAtznnDk1p89+ALc65PzSzW4H3OeduMbMNwIPA\nNqAS+Bmwxjk3610aCv+FNTwWomdojI6BUdr6hmntG6Gtb4TWvhFeaeqlb3icvuFxJidUDAaMqoJM\n1pTlsKkqnyW5CnxJPP3D47zaOUh9xyD1nYMMjEwAUJKTxo2bKnjjymI2VeWztDAzYe88X4hhn21A\nvXPuRPQNHgJ2AIemtNkB/HX08SPAVyxyBHcADznnRoGTZlYf/XrPx1rgYnDO4Ry4ycfntoMjsm/G\n51PaOxfZMLnfTf3aU17LufeJPgcmQo6xUJixiTCjE5H/xybCjIVCjE04QmFHyDlC4TChcKRX89s1\nw+hEiKGxEMNj0f/HJ+gdGqdnaIzeofFzj0dnuC46LSVAeV4GATOWFWVRkJVGSU46pTlpVBRkkhrU\nFcGS2PIyU7liWSFXLCvEOUfHwGjkF0HHIN/f28S3XzgNQG56ClWFmZTlZVCcnUZWepCstBSy0oLR\nf699nJYSICUQIDVoBANGajBAStDObUsJBkiJbo+ny51jCf8qoHHK8yZg+2xtnHMTZtYHFEe3vzDt\ntVWXXO157G/q44Nfi/xO+a0AnhbIk3/pnAvsJGNAakqAtGCAzNTguQ9qVUEmq5fknPvQ5makkJeZ\nSn5mKllpwYTt7YhcLDOjLC+DsrwM3rSqhIlwmNbeyF+/bf3D9A6NU98xyMtjE4xNhBkPhRkPzU9Y\nmEHADIs+NgwMAtHHN24u50sfvHxe3utCYgn/mVJh+pGYrU0sr8XM7gTujD4dNLOjMdQVb0qAM14X\nEcd0fM5Px+f8fHF8jgD33HJJLy0BLruYF8QS/k1A9ZTnS4GWWdo0mVkKkA90x/hanHP3AffFXnb8\nMbO6ixlv8xsdn/PT8Tk/HZ/zix6f5RfzmlgGc/cAq82sxszSgFuBXdPa7AJujz6+CXjaRcZXdgG3\nmlm6mdUAq4HdF1OgiIjMvwv2/KNj+HcBTxC51PMbzrmDZvYFoM45twu4H/h29IRuN5FfEETbfY/I\nyeEJ4FPnu9JHREQWR9zd4ZuozOzO6PCVzEDH5/x0fM5Px+f8LuX4KPxFRHxIF3CLiPiQwn8OzOyf\nzOyImb1iZj80s4Ip+z5rZvVmdtTM3ullnV4xs5vN7KCZhc1s67R9vj8+EJk6JXoM6s3sbq/riQdm\n9g0z6zCzA1O2FZnZk2Z2PPp/oZc1esXMqs3sGTM7HP3Z+nR0+0UfH4X/3DwJbHLObSEyBcZnAaLT\nWtwKbARuAP4tOk2G3xwA3g/8cupGHZ+I6Pd8L3AjsAG4LXps/O5bRD4XU90NPOWcWw08FX3uRxPA\nnzjn1gNXA5+KfmYu+vgo/OfAOfdT59xE9OkLRO5jgCnTWjjnTgKT01r4inPusHNuphv2dHwizk2d\n4pwbAyanTvE159wviVw1ONUO4IHo4weA9y5qUXHCOdfqnNsbfTwAHCYya8JFHx+F//y5A3g8+nim\nKTEWZFqLBKXjE6HjELsy51wrRAIQWOJxPZ4zs+XAFUAtl3B8NJ//BZjZz4DyGXZ9zjn3n9E2nyPy\n59h3J182Q/ukvKwqluMz08tm2JaUx+cCdBzkkphZDvB94I+dc/2XMjeXwv8CnHNvO99+M7sdeDdw\nvfvNdbMxTWuRDC50fGbhm+NzAToOsWs3swrnXKuZVQAdXhfkFTNLJRL833XO/SC6+aKPj4Z95iC6\nyM1fAO9xzg1N2aVpLc5PxycilqlTJGLqFDK3A7P9VZnUolPl3w8cds59acquiz4+uslrDqLTWaQT\nWb0M4AXn3B9G932OyHmACSJ/mj0+81dJXmb2PuDLQCnQC7zknHtndJ/vjw+Amb0L+Bd+M3XK//K4\nJM+Z2YPAdURmqmwH/gp4FPgesAxoAG52zk0/KZz0zOwa4FfAfmBycY6/JDLuf1HHR+EvIuJDGvYR\nEfEhhb+IiA8p/EVEfEjhLyLiQwp/EREfUviLiPiQwl9ExIcU/iIiPvT/AUEdAajXAE4hAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xl8XOV97/HPbzZpRttot6zF8iIb\njLExNjYQQkIIYblNCAkEQxZyS0qaXJr2prktaZq0JUlb2t6QZulNuU1SwoUGAiQ4QELYQwDb2GAb\nr7IsW7Ksfd/Xee4fc+QIWbLG0sycOTO/9+ull8+ceWbmd8D+6pnnPOc5YoxBKaVUanDZXYBSSqn4\n0dBXSqkUoqGvlFIpRENfKaVSiIa+UkqlEA19pZRKIRr6SimVQjT0lVIqhWjoK6VUCvHYXcB0BQUF\nprKy0u4ylFLKUXbt2tVujCmcq13ChX5lZSU7d+60uwyllHIUEamLpF1Ewzsico2IHBaRGhG5a4bn\n00TkYev57SJSae2vFJEhEdlt/fzgbA5CKaVUdM3Z0xcRN/B94CqgAXhDRLYaYw5MaXY70GWMWSEi\nW4B7gJut544aYy6Ict1KKaXmIZKe/iagxhhTa4wZBX4KXD+tzfXA/db2o8CVIiLRK1MppVQ0RBL6\npcCJKY8brH0ztjHGjAM9QL713FIReUtEXhaRdy+wXqWUUgsQyYncmXrs0xfhn61NE1BhjOkQkQ3A\nL0TkPGNM7zteLHIHcAdARUVFBCUppZSaj0h6+g1A+ZTHZUDjbG1ExAPkAJ3GmBFjTAeAMWYXcBRY\nOf0DjDH3GWM2GmM2FhbOOeNIKaXUPEUS+m8AVSKyVER8wBZg67Q2W4HbrO0bgReMMUZECq0TwYjI\nMqAKqI1O6Uoppc7WnMM7xphxEbkTeAZwAz8yxuwXkbuBncaYrcAPgQdEpAboJPyLAeBy4G4RGQcm\ngD82xnTG4kCUUkrNTRLtHrkbN240enGWUkqdHRHZZYzZOFe7hLsiVykV9tD2+hn337pZJzuo+dMF\n15RSKoVo6CulVArR4R2lHGamYR8d8lGR0p6+UkqlEA19pZRKITq8o9QC6Swb5STa01dKqRSiPX3l\naNrLVursaE9fKaVSiPb0lUpgxhhq2vpxu4SyYACfR/tpamE09JVKYC8ebuW5g60AuAQ2Vubx4Qum\n38NIqchpt0GpBLWttoPnDrayvjzIpy5ewprSHHYc66SuY8Du0pSDaegrlYCePdDCL/c0cu6iLD5y\nYRnnlGTzkfVlZKZ5ePZAi93lKQfT4R3lGLPN1Ek2vcNjfOXnb1OSk86WTRW4XeG7kfo8Lt6zspCn\n3m7iaFs/ywszba5UOZH29JVKMP/yzGHa+0f48PpSvO53/hPdtDSP7HQPzx1oIdHuhaGcQUNfOZ4x\nhp6hMUJJEIK7T3TzwLY6PnVJJWW5gdOe97pdvHdVEXWdg5zoHLShQuV0GvrK0ToHRvnJ63Xc8+tD\nfPeFI+w72ePY8B8em+Cux/ZSnJXOn39g5azt1pUFcQkcau6LY3UqWeiYvnKsPSe6eezNBlwu4d0r\nCjjY3MdDO+pZszibj2+uQERsre9sl0D++pMHONTcx48/fRFZ6d5Z2/l9biryMjjc0scHzlsUlVpV\n6tDQV47UPzLOE3tOsjjo55ZNFeT4vVy9ZhEvHGrlhUOtPLLzBDdfZO9SDG19I/zmQDPGwAXlQVYt\nypq17ZN7G3lwez2fvXwZV5xTNOd7r1qUxTP7m+kZGiPHP/svCKWm09BXjvTsgRZGx0PcsL70VOi5\nRHjfOUUcbx/g7l8e4JJlBVTknz4uHmshY3j+YAu/rW7H6xG8LhcHmnoJ+NxAuLc/9QTtS4dbueux\nt1lfEeRLV6+K6DNWFYdD/0hLHxsr82JyHCo5aegrx2nsHmLn8U4uWZ5PcXb6O55ziXDjhjL+z0tH\n+eIju3nks5fgcsV3mGdXXRcvHm7jgvIg165ZREaah6Ot/bx8pI2/2bqfB7bVcfV5xVTmZ/BSdRtP\n7W1iWWEG371l/WmzdWZTnJ1Gjt/LYQ19dZY09JWjGGN4cm8jfp+bK88pnrFNMODjqx9czV88updf\n72/muvNL4lbfRMjwcnUbpUE/N20oO3Veoao4ixVFmRRlp3Pvs9X84OVaJkKGNI+LP79qJXe8Zxlp\nHnfEnyMirCzOYm9DN+OhUKwORyUhDX3lKI09wxzvGOQP1pbg980ekh+9sIwfvHSU775Qw7VrFsXt\npO6+kz10DozOeCJZRLhqdTFXrS5mbCJEQ9cQmWkeCrPS5vVZq4qzeON4J3UdOnVTRU5DXznKm3Vd\neFzC+vLcM7Zzu4TPX7GCL/1sDy8cauXKc2f+VhBNIWN4qbqVwqw0zi3JnrFNNNf/X16UgVuEap26\nqc6CztNXjjE+EWL3iW7OLck+Yy9/0vUXLKY8z893X6iJy9Wrh5v7aOkd4b0rC3HF4ZtFmsdNRX6A\n2nZdgE1FTkNfOcbB5j6GxibYsOTMvXwI96h/trOBDRV57D7Rzd1PHoh5fTuOdZLj97K2LBjzz5pU\nmR+gqWeI/pHxuH2mcjYNfeUYb9Z1kZ3uYUVR5AuNXVgRJCvdw6s17TGsDEbHQxxt62f14uxTC6TF\nQ2VBBiET/m+jVCQ09JUjtPYOU93Sx/qK3LMaOvG4XWxemk91Sz9H2/pjVl9tez/jIcM5xbNfgBUL\nFXkBXBL+lqFUJDT0lSM8ubcJA1xYMffQznSblubhdgk/ee141OuadKi5D5/bxdKCjJh9xkzSPG4W\nB/0a+ipiGvrKEZ4/1EJRVtq8pjdmpnlYV5bDo7sa6B0ei3ptxhgON/exoigTT4QXV0VTZX4Guxu6\nGR6biPtnK+fRKZsq4fUOj7G9tpNLl+fP+z0uWVbAm/XdPLqzgT+8bGkUq4OW3hF6hsZ4XwRr5sxm\nITeIqczP4Hc17ext6GHTUr06V52Z9vRVwnuluj08Xr5o5rnvkSjN9bNhSS73v36cUCi60zcPN/cC\n4Yul7FBprS+041iHLZ+vnEVDXyW85w+2EAx4Kc9b2OJpn760krqOQV6qbo1SZWGHWvpYnJNOtk2r\nXQbSPKwszmTHcZ3Bo+YWUeiLyDUiclhEakTkrhmeTxORh63nt4tI5bTnK0SkX0S+FJ2yVaqYCBle\nPNzKFauKFjwV8po1iyjOTuPHrx6PTnFAz9AY9R2DZ1w2OR42Lc1j1/FOxid0HR51ZnOGvoi4ge8D\n1wKrgVtEZPW0ZrcDXcaYFcC9wD3Tnr8X+NXCy1Wp5q36LroGx7jy3PmPl0/yul188uIlvHKknZrW\n6CxdsK22AwOsKLI39C9els/A6AR7GnpsrUMlvkh6+puAGmNMrTFmFPgpcP20NtcD91vbjwJXirXa\nlIh8GKgF9kenZJVKnjvYisclXL6yMCrvd8umCnweF/e/VheV93u1ph2vWyjP80fl/ebr0uUFALwW\n44vQlPNFEvqlwIkpjxusfTO2McaMAz1AvohkAH8J/N2ZPkBE7hCRnSKys62tLdLaVQp46XArF1Xm\nkX2G2weejfzMND60bjGPvdlAz9DCp2++WtPO0oIMPC57T4/lZfhYXZLNq0c19NWZRfI3daaB1OnT\nH2Zr83fAvcaYM14KaYy5zxiz0RizsbAwOj065Xzt/SMcau7jsqqCqLzfQ9vreWh7PcXZ6QyOTvDl\nx99e0FTJ5p5hjrYNsLww8mUhYumyqgLerOtmaFTn66vZRRL6DUD5lMdlQONsbUTEA+QAncBm4J9E\n5DjwZ8BficidC6xZpYhtteEpiAuZnz+T0qCfJfkBttV2EFrA6puvWb3qRAn9S5fnMzoR4o3jenWu\nml0kof8GUCUiS0XEB2wBtk5rsxW4zdq+EXjBhL3bGFNpjKkEvg38vTHme1GqXSW5V2s6yEzzcH5p\nTtTf+9LlBXQOjHJ4AWvRv1rTQW7Ay6Kc9Lkbx8GmpXl43aJDPOqM5rwi1xgzbvXOnwHcwI+MMftF\n5G5gpzFmK/BD4AERqSHcw98Sy6JVanj9aDubl+bFZGmD1SXZ5Pi9vF47vwuajDG8drSdS5cXxGXt\n/EgEfB7WV+TGfEVR5WwRLcNgjHkaeHravq9N2R4GbprjPf52HvWpFHWye4jjHYN88pLKmLy/2yVs\nXprHbw60cKSlj6qzvJq2tn2App5hLl0R3aGnhXrX8gK+/Xw13YOjBAM+u8tRCUivyFUJaXLqYbTH\n86e6qDIPj0v40Twu1vrdkXB971oenZPM0XJZVT7GhIeelJqJhr5KSK8f7SAvwxfT9Wwy0jxcWJHL\nY7saaOweOqvX/npfMyuKMqmM81LKc1lXFiQ/w8dTb0+fa6FUmIa+Sjjh8fIOLlmejyvGd6F676pC\nDIZ/e6km4te094+w/VgH161ZFMPK5sfjdvHBdYt57kArPYPRX0ZaOZ+Gvko4332+hubeYTwuOTW3\nfiHz6c8kGPDxsY3lPPzGiYh7+8/sbyZk4Lq1JTGpaaE+emEZoxMhntTevpqBhr5KOHWdg0B4nfh4\n+PwVKwD4/ouR9fZ/9XYzywoybFtKeS5rSrOpKsrk8TdP2l2KSkAa+irh1HcOkO51zesuWfNRGvRz\n80XlPLLzBLVz3Ee3c2CU12s7uPb8RUiCTNWcTkT4yIVl7Krr4nj7gN3lqASjoa8STn3nIOW5gbjO\nf//ClVWke9189Yl9mDNcpfvsgWYmQoZr1yTm0M6kD69fjAj8/C3t7at30tBXCaV3eIzW3hEq8hd2\nw5SzVZSVzl9cvYpXazp4YvfsY+FP7G6kIi/AeYvnfxeveCjJ8fOu5QU8uL2O7sFRu8tRCURDXyWU\n3fXdGKBigXfJmo9bNy9hXXmQbzx1YMaZL7/e18xrRzv4+OaKhB3amequa8+ha3CMbz510O5SVALR\n0FcJZVddFwKU58Y/9N0u4e9vWEPX4Bife3DXO1ar7Bka42tP7OPckuyo31g9VtaU5vDZy5fxs10N\nvHJElyxXYRr6KqG8Wd9FcXY66V533D5z6rTQPSd6+Mj6UrbVdvDf/3MHAyPjGGP4x18dor1/hHs+\nej7eGKwFFCtfuLKKZQUZfPnxt2nvH7G7HJUAIlp7R6lYmTr/PmQMO451sq4saGNFsL4il8uqCvif\nD+/m4r9/npHxEKMTIf7o3UtZa3Nts5npOoZbN1eQ7nXzzzet5db/u50/+M7v+N6t66luOX2G0q2b\nK+JRpkoAGvoqYbT2jTAyHrJlPH+66y8oJdvv5Tf7m8nx+ygNpnPTxvK5X5iANizJ4/HPX8rnH3yT\nLfdt4wOri3nXigJHnJdQ0aehrxLGiY7wRVmJEPoAV6wq4opVC78heyI4b3EOv/yTy/hfP9vD0/ua\nOd4xyI0byuI6jKYSg3MGJ1XSO9E1iN/rJj9TlwSOhex0Lz/4xAauW7OIQ829/NtLR/XWiilIe/oq\nYTT1DLM4mJ4Qww6zrfXj9LFvEeGyqkJKgn5+/OoxHn+rgVs3OfuY1NnR0FcJYSJkaOkd5pJliXVT\nEic70yJ1ywszufq8RfxqXzPbajv4+MVL4liZspMO76iE0NY/wnjIUBJMjPvNpoJ3rShgVXEWT+9r\n5mBTr93lqDjRnr5KCE3WssYlOX6bK0kdLhFu3FDGv/zmMHc9tpebLzp9mMfpw1nqdNrTVwmhqSe8\nfn5BZnxW1lRhGWkeLlySy76TvfQN601XUoGGvkoITT1DFGen447xnbLU6S5ems+EMeys67K7FBUH\nOryjbGeMoalnmNUlib1yJZz55KhTFWalsaIwkx3HOrm8qlB/8SY57ekr2/UOjzM4OsHioI7n2+Xi\nZfn0DI1xqFlP6CY7DX1lu9+fxNWZO3Y5pySLoN/LjmOddpeiYkxDX9musWcYARZla+jbxSXC2rIc\natsGGBnTq3STmYa+sl1TzxB5GT7SdB0YW1UVZzFhDEfb9L66yUxDX9muqWeYEh3Pt92S/AA+j4vq\n1j67S1ExpKGvbDU6HqJzYJRF2To/324el4sVhZlUt/Sd8ebwytk09JWtJu/mVJil4/mJoKo4k+7B\nMdr69C5byUpDX9lqMlwKs7SnnwhWFmcBUN16+t21VHLQ0Fe2ausfQYD8DF1DPxHkBnwUZqVR3aLj\n+slKQ1/Zqq1vhNwMn6NuNp7sVhVncax9gNHxkN2lqBjQf2nKVm19IxTqImsJZUVRJhMhQ12nTt1M\nRhGFvohcIyKHRaRGRO6a4fk0EXnYen67iFRa+zeJyG7rZ4+I3BDd8pWTTYQM7f0jOp6fYCryAghQ\n3zlodykqBuYMfRFxA98HrgVWA7eIyOppzW4HuowxK4B7gXus/fuAjcaYC4BrgH8XEV3kTQHQ2D3E\neMho6CeYdK+b4ux06js09JNRJD39TUCNMabWGDMK/BS4flqb64H7re1HgStFRIwxg8aYcWt/OqCT\nf9UpNW3hGSJFGvoJpyI/QH3nIBMh/SebbCIJ/VLgxJTHDda+GdtYId8D5AOIyGYR2Q+8DfzxlF8C\nKsUdtaYF6ph+4lmSF2BkPMQRvTo36UQS+jMtrj391/+sbYwx240x5wEXAV8WkdOuwhGRO0Rkp4js\nbGtri6AklQyOtg0Q8LkJpOmIX6KpyAsAsEtvrJJ0Ign9BqB8yuMyoHG2NtaYfQ7wjjVajTEHgQFg\nzfQPMMbcZ4zZaIzZWFhYGHn1ytGOtvXreH6CysvwkZnm0dBPQpGE/htAlYgsFREfsAXYOq3NVuA2\na/tG4AVjjLFe4wEQkSXAKuB4VCpXjlfb1q9DOwlKRKjIC2joJ6E5Q98ag78TeAY4CDxijNkvIneL\nyIesZj8E8kWkBvgiMDmt8zJgj4jsBn4OfN4Y0x7tg1DO0z04Snv/qPb0E9iS/AB1HYO6Dk+SiWgw\n1RjzNPD0tH1fm7I9DNw0w+seAB5YYI0qCU2u2a6hn7gmx/XfrO/i6vMW2VyNiha9IlfZotaarlmg\nwzsJa3HQj8/t4k0d4kkqGvrKFvWdg7gkvMCXSkxet4vVi7PZfaLb7lJUFGnoK1vUdw6yOOjH7Zpp\ntq9KFOvKcth3skcv0koiGvrKFvWdgyzJD9hdhprD2rIgA6MTHG3T9fWThYa+skV9x+CpE4Uqca0r\nzwFgjw7xJA0NfRV3/SPjdAyMUq6hn/CWFWSSmeZhb0OP3aWoKNHQV3F3wlqyd0lehs2VqLm4XML5\npTnsbdCefrLQ0FdxV2ct2avDO86wtjyHA029jIxP2F2KigINfRV3kz19DX1nWFcWZGzCcKhJV9xM\nBhr6Ku7qOwfJTveQE/DaXYqKwNqy8MlcHeJJDhr6Ku7C0zV1PN8pSoN+8jN87NGTuUlBFzJXcfPQ\n9noA9p3soSToP/VYJTYRYV15UHv6SUJ7+iquQsbQPThGni6/4Chry3I40tpP/4je+M7pNPRVXPUO\njTFhDHkZGvpO8ND2eh7aXk/XwCjGwLefq7a7JLVAGvoqrjoGRgE09B2mNDc80+pk15DNlaiF0tBX\ncdWloe9ImWkeggEvDRr6jqehr+Kqc2AUl0COX6drOk1ZboCGrkG7y1ALpKGv4qpzcJRgwKdLKjtQ\nWdBP1+AYHf16+0Qn09BXcdU5MKpDOw5VlusHYO9Jna/vZBr6Kq46B0Z1uqZDlQb9CLD3hIa+k2no\nq7gZHptgcHRCe/oOleZ1U5CVphdpOZyGvoqbTp2543jluX72NPRgjN4+0ak09FXcaOg7X2lugPb+\nERp7hu0uRc2Thr6KGw195ysLWidz9faJjqWhr+Kmc3AUv9dNutdtdylqnkpy0vG6RVfcdDANfRU3\nnQOj5GdqL9/JPG4X5yzK1pO5Dqahr+Kmc2CUXJ2u6XjrynN4u6GHUEhP5jqRhr6Ki/GJEN2DemFW\nMlhbFqRvZJza9gG7S1HzoKGv4qKpZ5iQ0ZO4yWBdWRDQ2yc6lYa+iot662boGvrOt6Iok4DPzV49\nmetIertEFRca+snj4TdOUJSVxvMHW1hZnHVq/62bK2ysSkVKe/oqLuo7B3GL6JLKSaIsN0BTzzDj\noZDdpaizpKGv4qK+Y5BgwItLdEnlZFCW62c8ZGjp1WWWnSai0BeRa0TksIjUiMhdMzyfJiIPW89v\nF5FKa/9VIrJLRN62/nxfdMtXTlHfOahDO0mkzLp9ot5UxXnmDH0RcQPfB64FVgO3iMjqac1uB7qM\nMSuAe4F7rP3twAeNMecDtwEPRKtw5Swa+sklN+Al4HPrPXMdKJKe/iagxhhTa4wZBX4KXD+tzfXA\n/db2o8CVIiLGmLeMMY3W/v1AuoikRaNw5Rw9g2P0DI1p6CcREaE06Nd75jpQJKFfCpyY8rjB2jdj\nG2PMONAD5E9r81HgLWOMDgKmmMmZO3o1bnIpyw3Q0jvM6LiezHWSSEJ/pjNv06+/PmMbETmP8JDP\nZ2f8AJE7RGSniOxsa2uLoCTlJMc7wlduFmTql7xkUpbrxwCN3drbd5JIQr8BKJ/yuAxonK2NiHiA\nHKDTelwG/Bz4lDHm6EwfYIy5zxiz0RizsbCw8OyOQCW8Oiv0dXgnuUzeM7dBQ99RIgn9N4AqEVkq\nIj5gC7B1WputhE/UAtwIvGCMMSISBJ4CvmyMeTVaRStnOd4xSHF2Gj6PzhBOJlnpXnL8Xp3B4zBz\n/iu0xujvBJ4BDgKPGGP2i8jdIvIhq9kPgXwRqQG+CExO67wTWAF8VUR2Wz9FUT8KldDqOgZYkp9h\ndxkqBkqDfp3B4zARLcNgjHkaeHravq9N2R4Gbprhdd8AvrHAGpXDHe8Y5IpVOmyXjMpz/Rxo6mVw\ndNzuUlSE9Pu2iqmBkXHa+ka0p5+kSq2LtLS37xwa+iqm6jrC472VGvpJqTSoJ3OdRkNfxdTkzJ0l\n+QGbK1Gx4Pe5Kcj06UVaDqKhr2LquNXT19BPXmW5AU7qDB7H0NBXMVXXMUBBpo+sdF1SOVmV5frp\nHR6nuWfY7lJUBDT0VUwd1+maSa/MGtffo7dPdAQNfRVTdR2DLMnToZ1kVhL04xK9Z65TaOirmBke\nm6CpZ1h7+knO63ZRnJ2u98x1CA19FTOTq2tWFmhPP9mV5frZc6IbY6avxagSjYa+ipnj7ZPTNbWn\nn+zKcgP0Do+fmq2lEpeGvoqZ31+YpT39ZDe54qaO6yc+DX0VM7XtAwQDXoJ685SkV5SVTrrXxZ4T\nOq6f6DT0VcwcaemjqijT7jJUHLhdwnmLc7Sn7wAa+iomjDEcae2nqjjL7lJUnKwty2FfYw/jE3r7\nxESmoa9ioq1vhJ6hMVZqTz9lXFAeZHgsRHVLv92lqDPQ0FcxcaQ1/A9fe/qpY21ZENCTuYlOQ1/F\nRHVLHwBVxdrTTxWV+QGy0z3s0Yu0EpqGvoqJ6pZ+ggEvhZlpdpei4kREWFsW1J5+gtPQVzFR0xqe\nuSMidpei4mhtWQ6HmvsYHpuwuxQ1Cw19FXXGGKpbdOZOKlpXHmQiZNjf2Gt3KWoWGvoq6nTmTupa\npydzE56Gvoo6nbmTuhblpFOUlaYrbiYwDX0VdTpzJ7WtLQvqDVUSmIa+ijqduZPa1pXlUNs2QM/Q\nmN2lqBlo6Kuoq2ntY2VRls7cSTEPba/noe31dA6MAvCvzx2xuSI1Ew19FVWTM3dW6NBOyiq1llk+\n2aVr6ycij90FqORS1zFIz9AYQyMTPLS93u5ylA0CPg95GT4auofsLkXNQHv6KqomT+CV5fltrkTZ\nqSzXT0OXhn4i0tBXUfVWfTdet1CUlW53KcpG5bkBeobGaNTefsLR0FdRtftEN6XBAG6XnsRNZZUF\n4fsiv3G80+ZK1HQa+ipqRsdDHGjspTxXh3ZSXUlOOmkeFzuOaegnGg19FTUHm3oZnQhRlqc3Qk91\nLhEq8gLa009AGvoqaiZP4mpPX0F4iKe6pZ8ua96+Sgwa+ipqdtd3U5iVRo7fa3cpKgFU5ofH9XfW\nddlciZoqotAXkWtE5LCI1IjIXTM8nyYiD1vPbxeRSmt/voi8KCL9IvK96JauEs3uE91cUB7UK3EV\nEJ626XO72HGsw+5S1BRzhr6IuIHvA9cCq4FbRGT1tGa3A13GmBXAvcA91v5h4KvAl6JWsUpIPYNj\n1LYPcEF50O5SVILwul2sK89hx3Ht6SeSSHr6m4AaY0ytMWYU+Clw/bQ21wP3W9uPAleKiBhjBowx\nvyMc/iqJTY7na+irqS6qzGP/yR4GR8ftLkVZIgn9UuDElMcN1r4Z2xhjxoEeID/SIkTkDhHZKSI7\n29raIn2ZSiCvHm3H6xbWaeirKS5amsd4yPBWvS61nCgiCf2ZBmjNPNrMyhhznzFmozFmY2FhYaQv\nUwnkt9XtbFiSS2aaLuekfm/jklw8LuF3Ne12l6IskYR+A1A+5XEZ0DhbGxHxADmATtBNEa29wxxs\n6uXylfoLW71TVrqXDUtyeemwfoNPFJGE/htAlYgsFREfsAXYOq3NVuA2a/tG4AVjTMQ9feVsvz0S\n7sVdXqWhr0733lVFHGzqpaVXT+0lgjlD3xqjvxN4BjgIPGKM2S8id4vIh6xmPwTyRaQG+CJwalqn\niBwHvgV8WkQaZpj5oxzut9VtFGSmsbok2+5SVAJ6j/UN8GXt7SeEiAZgjTFPA09P2/e1KdvDwE2z\nvLZyAfWpBDcRMrxypI0rVhXh0kXW1AzOLcmiODuNl6vb+NhF5XO/QMWUXpGrFmTfyR66Bsd0PF/N\nSkR4z8pCXjnSxvhEyO5yUp6GvlqQ775QA0Br38ipe6QqNd17VhbROzzOWyd06qbdNPTVghxq7qU0\n6NepmuqMLqsqwO0SXjrcancpKU9DX81bXccADV1DrCnNsbsUleBy/F42VOTy3AENfbtp6Kt5e2J3\n+HKNdWUa+mpu152/iMMtfRxu7rO7lJSm38nVvBhj+MXuk1TmZxAM+OwuRyWoqed4RsZDCPAPTx/k\nP/9wk31FpTjt6at52d/YS22brqqpIpeV7mV5USZ7GrrRazfto6Gv5uUXb53E6xbWlOoFWSpy68qC\ndA2O6SweG2noq7M2ETL8cm8j71lZRMCnI4QqcuctzsbjErbunr58l4oXDX111l6ubqWld4Qb1k9f\nYVupM0v3ulm1KIsn9zbphVok0lLoAAALvElEQVQ20dBXZ+3Hrx6nODuND5xXbHcpyoHWlQVp7x/h\nRV2LxxYa+uqs1LT28cqRdj558RK8bv3ro87euSXZlOSk8+NXj9ldSkrSf7XqrNz/Wh0+t4stmyrs\nLkU5lNslfPKSJbx2tEPn7NtAQ19FrHd4jMfebOCD6xZTkJlmdznKwW65qIJ0r4v/fE17+/GmUy9U\nRB7aXs/vjrQxODrBoux0XVhNLUhuho8b1pfy+Jsn+YurzyE3Qy/wixft6auIjI6H+O2RdpYVZFCa\n67e7HJUEbru0kpHxEA9ur7O7lJSiPX0VkW21HfSPjPPxzTqWrxZu8pviquIsvvdiDeleN5959zKb\nq0oN2tNXc+ofGee3R9qoKspkSX6G3eWoJHL1eYsYGQvxcrVO34wXDX01p/tfO87g6ATvP1fn5avo\nWpSTzgXlQV4/2kFj95Dd5aQEDX11Rm19I/z7y0c5Z1EW5XkBu8tRSej9q4sxwLeerba7lJSgoa/O\n6OtPHmB4LMS1a0rsLkUlqdyAj0uX5fPorgZeq2m3u5ykp6GvZvVydRtb9zTy+SuWU5il8/JV7Fx5\nbjHLCjP485/toWdwzO5ykpqGvprR0OgEf/2Lt1lWkMHn3rvc7nJUkvN5XHz75gto6xvhr5/YZ3c5\nSU1DX53GGMNXn9jHic4hvnnD+aR53HaXpFLA2rIgf3plFb/c08h/vFJrdzlJS+fpq9P85PU6Ht3V\nwBeurOKS5fl2l6NSyOfeu5z9jb1846mDADp3Pwa0p6/eYVttB19/8gDvP7eIP7uyyu5yVIrxuF18\n99b1XLtmEd946iD3PlvNmK67H1Ua+uqUHcc6+cz9O6nID/Ctmy/A5RK7S1IpyOt28Z1b1nPD+lL+\n9fkj/LfvvMLrRzv0vrpRIon2H3Ljxo1m586ddpeRcl450sYf/WQni4N+btpQTo7fa3dJSnGwqZcX\nDrVysnuIFUWZfHDtYq5aXcxb9V2InN4puTWFlwkRkV3GmI1ztdMx/RRnjOGBbXV848mDLCvM4P99\nZjO/2d9id1lKAeEbrvzVdefy2JsNbN3TyLefr+be56rJSPOwojCDFUVZrCjK1E7KWdDQT2E/+t0x\nHn/rJPtO9rCqOIubNpRr4KuE4/e5+cTFS/jExUto6R3mlSPtPPD6cWraBtjT0APA0oIMNi/N48YN\nZfg8Omp9Jjq8k4KMMTz9djN3Pb6XgZFxPrB6EZdVFeCa4euyUokqZAwtvcMcbOpjV10nXYNjLMpO\n547Ll3HLpgr8vtSaahzp8I6GforZ29DNPz9zmFeOtLM4J50Pry+lLFfX1FHOFjKGIy39HG7pZVtt\nJ/kZPm5/91I+efESstJTY+hHQ1+dEgoZXq/t4MevHuO5g60EA17+5H1V+Nwu3DpDRyWZ4+0DvFTd\nSnVLP+leF7ddWsknNi9J+gUDoxr6InIN8K+AG/gPY8w/Tns+DfgJsAHoAG42xhy3nvsycDswAXzB\nGPPMmT5LQz86RsdD7Krr4pUjbfxybyMnOofI8Xv5zGVL+fS7KslK9+otD1VSa+ga5OXqNg429WKA\nd1cVct2aRVy1upj8JLzHc9RCX0TcQDVwFdAAvAHcYow5MKXN54G1xpg/FpEtwA3GmJtFZDXwX8Am\nYDHwHLDSGDMx2+dp6EfOGEPnwCjNvcM0dA1R3zFIbXs/Bxp7OdTcx8h4CLdLuHhZHqXBAOctzsbr\n1pNcKrW8d1Uh/7Wjnp+/dZKGriFEwnfs2liZy9qyICuKMllekEm23zPjNFCniGboXwL8rTHmauvx\nlwGMMf8wpc0zVpvXRcQDNAOFwF1T205tN9vnxSv0jTEYA2ZyG6zH4f1Me3xauxleHwoZJoxhIvT7\nn5AxjE9uh2A8FCJkDBOT2yGs14SYCPH71xpDKGQYGZ+ge3CM7qGx8J+Do7T3j9DcO0xT9zDjoXf+\n/wv43CzKSackO52lBZksK8wg3ZtaJ7SUmokxhqaeYQ4291LXMUhT9xADo7/vf/o8Lgoz0yjI9FGQ\nmUYw4CPgc+P3uUn3uvF73fi9Lvw+N36fx3rsxudx4fO48LqFNI8Ln9t96vGp51wuRIjpL5VoztMv\nBU5MedwAbJ6tjTFmXER6gHxr/7Zpry2N4DPP2tsNPXzs319/R0hzhtB2GpdAwOfB73OT4fOQF/BR\nmZ9Bjt9LdrqXYMBLfkZays1YUCpSIsLioJ/FQT8QPvnbNTBKa98IHf0j9I2M0z88Tv/IOAeaehka\nnWB0IsTYRIixieiFhssKf5eAINYvA3CJcO2aEv73x9ZF7bNmEknoz/Srafp/gdnaRPJaROQO4A7r\nYb+IHI6grmgpAJLhzg16HIkjGY4BkuM4HHUMB4Fv3TzjU5Ecx5JIPiOS0G8Ayqc8LgMaZ2nTYA3v\n5ACdEb4WY8x9wH2RFBxtIrIzkq9EiU6PI3EkwzFAchxHMhwDRPc4Ijmr9wZQJSJLRcQHbAG2Tmuz\nFbjN2r4ReMGETxZsBbaISJqILAWqgB3RKFwppdTZm7Onb43R3wk8Q3jK5o+MMftF5G5gpzFmK/BD\n4AERqSHcw99ivXa/iDwCHADGgf9xppk7SimlYiuitXeMMU8DT0/b97Up28PATbO89pvANxdQY6zZ\nMqwUA3ociSMZjgGS4ziS4RggiseRcFfkKqWUih29UkcppVJIyoa+iHxdRPaKyG4R+Y2ILLb2i4h8\nR0RqrOcvtLvWMxGRfxaRQ1atPxeR4JTnvmwdx2ERudrOOs9ERG4Skf0iEhKRjdOec8QxTBKRa6xa\na0TkLrvriZSI/EhEWkVk35R9eSLyrIgcsf7MtbPGuYhIuYi8KCIHrb9Pf2rtd9pxpIvIDhHZYx3H\n31n7l4rIdus4HrYm1py98JWlqfcDZE/Z/gLwA2v7OuBXhK8xuBjYbnetcxzHBwCPtX0PcI+1vRrY\nA6QBS4GjgNvuemc5hnOBVcBLwMYp+x1zDFa9bqvGZYDPqn213XVFWPvlwIXAvin7/gm4y9q+a/Lv\nVqL+ACXAhdZ2FuHlY1Y78DgEyLS2vcB2K4seAbZY+38AfG4+75+yPX1jTO+Uhxn8/qKx64GfmLBt\nQFBESuJeYISMMb8xxoxbD7cRvhYCwsfxU2PMiDHmGFBDeA2khGOMOWiMmemCPMccg2UTUGOMqTXG\njAI/JXwMCc8Y81vCM++muh6439q+H/hwXIs6S8aYJmPMm9Z2H+FrnUpx3nEYY0y/9dBr/RjgfcCj\n1v55H0fKhj6AiHxTRE4AHwcmZyPNtOxETJaOiIE/JPwtBZx9HJOcdgxOq3cuxcaYJggHKlBkcz0R\nE5FKYD3hXrLjjkNE3CKyG2gFniX8DbJ7Sgdv3n+3kjr0ReQ5Edk3w8/1AMaYrxhjyoEHgTsnXzbD\nW9k6xWmu47DafIXwtRAPTu6a4a1sO45IjmGml82wL5Gnmzmt3qQkIpnAY8CfTftG7xjGmAljzAWE\nv7lvIjwEelqz+bx3Ut8j1xjz/gibPgQ8BfwNES4dEU9zHYeI3Ab8AXClsQb8SLDjOIv/F1Ml1DFE\nwGn1zqVFREqMMU3WEGer3QXNRUS8hAP/QWPM49Zuxx3HJGNMt4i8RHhMPygiHqu3P++/W0nd0z8T\nEama8vBDwCFreyvwKWsWz8VAz+RXw0Qk4Rvc/CXwIWPM4JSnkmEJDKcdQyRLljjJ1OVVbgOesLGW\nOYmIEF4d4KAx5ltTnnLacRROzsITET/wfsLnJ14kvMwNLOQ47D5TbeMZ8seAfcBe4JdA6ZQz598n\nPIb2NlNmkyTiD+GTmyeA3dbPD6Y89xXrOA4D19pd6xmO4QbCveQRoAV4xmnHMKXe6wjPGjkKfMXu\nes6i7v8CmoAx6//F7YSXR38eOGL9mWd3nXMcw2WEhzz2Tvn3cJ0Dj2Mt8JZ1HPuAr1n7lxHu9NQA\nPwPS5vP+ekWuUkqlkJQd3lFKqVSkoa+UUilEQ18ppVKIhr5SSqUQDX2llEohGvpKKZVCNPSVUiqF\naOgrpVQK+f+yQJUv/X0g8gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p1'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAp9EZEEotAXEUkgCn0RkQTy/wFOv9DQafIveAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlFIRRENfKaUiyP8HT3X+XNnLlKcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xl8VfWZ+PHPk9zs+8YWQhIIi0EQ\nJAQVa+taXCp21BFsKx2d0lrtrJ1Wf53ajrO0dhan09qFqq1aUVzGERWkWtzRQFhkkS0bEBIgISEb\nZL3P7497Yq8xIReynHuT5/3qfeXcc7/n3OdbL/e53/NdjqgqxhhjTJjbARhjjAkOlhCMMcYAlhCM\nMcY4LCEYY4wBLCEYY4xxWEIwxhgDWEIwxhjjsIRgjDEGsIRgjDHG4XE7gDORnp6uOTk5bodhjDEh\nZfPmzbWqmtFfuZBKCDk5ORQXF7sdhjHGhBQRORBIObtkZIwxBrCEYIwxxmEJwRhjDGAJwRhjjMMS\ngjHGGMASgjHGGIclBGOMMYAlBGOMMQ5LCMYYY4AAZyqLyCLgp0A48LCq/rjH61HA48A84Dhwi6pW\n+L0+CfgI+KGq/kcg5zTGbSuLDva6/9YFk4Y5EmOGR78tBBEJBx4CrgbygaUikt+j2B1AvarmAQ8C\nD/R4/UFg7Rme0xhjzDAK5JJRIVCiqmWq2g48DSzuUWYx8Jiz/RxwuYgIgIjcAJQBu87wnMYYY4ZR\nIAkhEzjk97zS2ddrGVXtBBqANBGJA74L/NNZnBMAEVkuIsUiUlxTUxNAuMYYY85GIH0I0ss+DbDM\nPwEPqmqz02A4k3P6dqquAFYAFBQU9FrGmOHUW9+C9SuYkSCQhFAJZPk9nwhU9VGmUkQ8QBJQBywA\nbhKRnwDJgFdEWoHNAZzTGGPMMAokIWwCpopILnAYWALc2qPMamAZ8D5wE7BeVRX4THcBEfkh0Kyq\nP3eSRn/nNMYYM4z6TQiq2ikidwPr8A0RfVRVd4nI/UCxqq4GHgGeEJESfC2DJWdzzgHWxZghdby5\njU6vMjYx2u1QjBkSAc1DUNU1wJoe++7z224Fbu7nHD/s75zGBKPd1Y28V1JLWW0LADMnJHJV/jgy\nEqJcjsyYwRVSt9A0ZrjtqW7kiQ8OkBIbwVX5Y+lS5Z39teyu3sdXLshm+rhEt0M0ZtBYQjCmD42t\nHTy3pZLxSdHc+dkpeMJ9o7QX5Kbxu/fKWVV8iLsvnUpqXKTLkRozOCwhGMOnh5J6VXl+cyUdXV7+\nvCDr42QAEB/l4dYF2fz8jf08WXSAb3x2ynCHa8yQsMXtjOnFlgP17D/WzDWzxvfaiZwaF8mfF2RR\n3dDKmh3VLkRozOCzhGBMD15V3t5fS2ZyDIU5qX2WmzEukQunpLGxvI5dVQ3DGKExQ8MSgjE97D/a\nRG1zGwvz0ukxw/5TrpgxlpjIcO5/6SN8U2+MCV2WEIzp4d2SWhKjPczKTOq3bExkOFfmj6WovI5X\ndx4ZhuiMGTqWEIzxU91witKaFi6ckk542OlbB90KslOZMS6Bf12zm9aOriGO0JihYwnBGD8bSo4T\nES6n7TvoKTxM+Mdr86msP8WTfdxUx5hQYAnBGEd7p5fth08wJyuFmMjwMzr24qnpXJyXzkNvlNDU\n2jFEERoztCwhGOPYc6SRji7lvKz++w56851F06lraec375QPcmTGDA9LCMY4tlc2kBDtISct7qyO\nnz0xmWtnjefhd8qobW4b5OiMGXqWEIwBWju62He0iXMzkwjrZ6hpb1YWHWRl0UGmj02gtaOLu57c\nMgRRGjO0LCEYg29F006vMjuAoaank54QRWFuKpsq6th/tGmQojNmeNhaRsbgu1yUHBNBVmrsgM91\n2YyxbDt0grtXbmXZRTmfet1ut2mClbUQzKjXcLKDkmPNzDrLy0U9xUd5uHT6GPYebbJWggkpASUE\nEVkkIntFpERE7unl9SgRWeW8XiQiOc7+QhHZ5jw+FJEv+h1TISI7nNeKB6tCxpypdbuO0KXKrIkD\nu1zk78LJaaTERvDKjmo6u7yDdl5jhlK/CUFEwoGHgKuBfGCpiOT3KHYHUK+qecCDwAPO/p1AgarO\nARYBv3bup9ztUlWdo6oFA6yHMWftpe1VpMZFkpkcM2jn9ISHcf15EzjW1MYbe2sG7bzGDKVAWgiF\nQImqlqlqO/A0sLhHmcXAY872c8DlIiKqelJVO5390YCt/mWCyvHmNjaUHmd2ZlK/C9mdqenjEpmb\nlcxb+45RdeLUoJ7bmKEQSELIBA75Pa909vVaxkkADUAagIgsEJFdwA7gG34JQoE/iMhmEVl+9lUw\n5uyt3XmELu/gXi7yd+3s8cRGenh+SyVdXvs9ZIJbIAmht59NPT/ZfZZR1SJVnQnMB+4Vke67jSxU\n1fPxXYq6S0Qu6fXNRZaLSLGIFNfUWNPbDK6Xt1cxJSOOcb3cBGcwxEZ6WDxnAtUNrby8vWpI3sOY\nwRJIQqgEsvyeTwR6frI/LuP0ESQBdf4FVHU30AKc6zyvcv4eA17Ad2nqU1R1haoWqGpBRkZGAOEa\nE5ijja0Ulddx3ewJg365yN/MCUl8Zmo6ReV1fFB2fMjex5iBCiQhbAKmikiuiEQCS4DVPcqsBpY5\n2zcB61VVnWM8ACKSDUwHKkQkTkQSnP1xwFX4OqCNGTZrdlSjCl84b/yQv9fnZ45j+tgEXt5exbv7\na4f8/Yw5G/0mBOea/93AOmA38Iyq7hKR+0XkeqfYI0CaiJQAfwd0D029GPhQRLbhawV8U1VrgbHA\nuyLyIbAReEVVXx3MihnTn5e3VzNjXAJ5YxKG/L3CRLhlfhbp8VHc8dgm/rj76JC/pzFnSkLptn8F\nBQVaXGxTFszAHT5xioU/Xs8/fH46d12ax8phuo9Bc1snL2+vYldVIz+5cTY3zps4LO9rRjcR2RzI\n8H6bqWxGpVecDt7rZg/95SJ/8VEeVn7tAhbkpvL3z37I917Ywal2u8uaCQ6WEMyo9PL2amZlJpF9\nlktdD0R8lIff/UUhX79kMk8WHeS6n73DloP1wx6HMT1ZQjCjTkVtC9srG4alM7kvkZ4w7r3mHJ78\nywW0tHXxZ7/YwL3/u536lnbXYjLGEoIZdV7ZUQ3AtbMnuBwJLMxL5/W//yxf+0wuzxRXcvl/vcUz\nxYfw2iQ24wJb/tqMOk+8f4BJqbG8FSRrDMVHefjetfncOG8i//jCTr7z3Hae2XSIB26azZSMeLfD\nM6OIJQQzquyqauBIY+uwdyb3p3uU0w1zM8lOi2PNjmoW/ffbLJo5jgWT0z6xLLfdT8EMFbtkZEaV\npzcewhMmzMlKdjuUXoWJMC87hb++Yiq56XG8tL2a339wgNYOG4lkhp61EMyocaq9i//bdphzM5OI\njXTvox/InIfE6AiWXZjD+2XHWbOjml+8WcptF2STnhA1DBGa0cpaCGbUeGVHNU2tnRTkpLgdSkBE\nhIumpHP7wlxOtnfyi7dKKK9tcTssM4JZQjCjxtMbDzI5PY5cF+YeDMTkjHju+lwe8VER/Pa9cl77\nyJa9MEPDEoIZFUqONVF8oJ5b5mcN6cqmQyUlLpKvXzKZcUnRfP2JYp7ZdKj/g4w5Q5YQzKjw8Dvl\nRIaHhfTaQXFRHu64OJeFeel85/nt/OLNEkJpLTIT/CwhmBHvUN1JnttcyZJC32qjoSzKE84jy+Zz\n/XkT+Mmre/nnl3fbJDYzaGyUkRnxfvFmKWEi3Pm5KW6HMigiPWH89y1zSI2L5NH3yqlraeMnN51H\npMd+35mBsYRgRrTDJ07x3OZD3DI/i/FJMW6HM2jCwoQffCGfjIQo/n3dXupOdvCrL5/v6nBaE/rs\n02NGtIfeKAHgzs/luRzJ4PGfx5ASG8kX52by4rbD3PqbIn771fmkxEW6GJ0JZdbGNCPW5gN1PLXx\nILcWTiIzeeS0Dnqan5PKL788j4+qG7npVxs4fOKU2yGZEBVQQhCRRSKyV0RKROSeXl6PEpFVzutF\nIpLj7C8UkW3O40MR+WKg5zRmIE61d/HtZ7czISmGf1g0w+1whtzx5naWXZjD4ROnuOrBt/m3V3a7\nHZIJQf0mBBEJBx4CrgbygaUikt+j2B1AvarmAQ8CDzj7dwIFqjoHWAT8WkQ8AZ7TmLP2H3/YS3lt\nC/9+02zio0bHldHc9Di+cckUoj1hPPJu+bDdFtSMHIH8SykESlS1DEBEngYWAx/5lVkM/NDZfg74\nuYiIqp70KxMNdI+PC+ScxvT6pdbfap/rdh3h0ffK+fIFk7goL32oQgtKYxKj+ebn8lhVfJD/98IO\nPqpu4L7rZtoIJBOQQD4lmYD/tMhKZ1+vZVS1E2gA0gBEZIGI7AJ2AN9wXg/knDjHLxeRYhEprqkJ\njvXrTfB6e18N31q5lTlZyfy/a85xOxxXxESGc9uFOXz9s5P5/QcH+fIjRdQ2t7kdlgkBgSSE3ub5\n95wJ02cZVS1S1ZnAfOBeEYkO8Jw4x69Q1QJVLcjIyAggXDNabSitZfkTxeSNied3Xy0c1UMww0TI\nTo3jloIsthyo5/L/fIt/X7fXLiOZ0wokIVQCWX7PJwJVfZUREQ+QBNT5F1DV3UALcG6A5zQmIKrK\nnb/fzJcfLiIhOoIb5mbyyo5q+/IDzstK5uuX+CbkrXi7lA8rT7gckQlmgSSETcBUEckVkUhgCbC6\nR5nVwDJn+yZgvaqqc4wHQESygelARYDnNKZfJ062c+fvt7B25xFmjEvkzs9OGTWdyIHKTInhrkvz\nyEyOYdWmQ/x47R66bLkL04t+/+WoaqeI3A2sA8KBR1V1l4jcDxSr6mrgEeAJESnB1zJY4hx+MXCP\niHQAXuCbqloL0Ns5B7luZoR7Z38N3372Q443t3P1ueO4OC/9UyuZWivBJz7Kw+0X5/LK9mp+9VYp\ne4408tMlc0mKiXA7NBNEJJRWSywoKNDi4mK3wzDDqLcv9KWFWfz36/v56R/3kzcmnv++ZQ7bKxtc\niC50/WD1TiamxPKb2wrIGxPvdjhmiInIZlUt6K+cjUUzIaWjy8vfrNrGT/+4n5vmTeTlb13MuZlJ\nbocVUm5dMImVX7uAptYOvvjQe7y9z0bvGR9LCCZkdHq9PPH+AV7cVsVV+WOZm5XM/245bJeFztDK\nooPsP9rM7QtziY/2cPvvNrGhpNbtsEwQsN43ExJUldXbqiipaebG8zOZl53qdkghLzk2kjsW5vKb\nd8v46m838RcLc8j2u71ofxMAzchjLQQTEt4tqaX4QD2fm5ZhyWAQxUZ5uH1hLokxHh57v4LaJpvA\nNppZQjBBr6K2hVd3HmHmhESuyB/rdjgjTkJ0BH+xMJcwEZ744ACtHV1uh2RcYgnBBLXOLi8vbD1M\nUmwEN82bSJj0NsndDFRKbCS3LpjE8ZY2nik+hDeERh+awWMJwQS1N/fVUNPcxg1zMonyhLsdzog2\nOT2ea2dPYM+RJt7Ye8ztcIwLLCGYoLX3SBNv7a1hTlYy08YmuB3OqHBBbipzspJZv/sY75cedzsc\nM8wsIZigpKr8YPVOoiLCuHbWeLfDGTVEhMXnTSAtPpK/fnorx22V1FHFEoIJSuv3HOODsjouP2cs\ncbY20bCKighnaeEkTpzq4G+f+RCvrXs0alhCMEGns8vLj9buYXJ6HIU5NsTUDeOTYrjvunze3lfD\nr98uczscM0wsIZigs6r4ECXHmvnu1TMID7NRRW750oJJXDtrPP/xh71sPlDX/wEm5FlCMEGlua2T\nB1/bz/ycFK6yOQeuemrjIeZlp5AUE8Htvyvm12+V2jIhI5xdnDVBZcVbpdQ2t/Gb2+Z9ailrM/yi\nI8JZOn8SK94p5bENFfzlZyb3Wu5s7n1tgo+1EEzQONLQyop3yrhu9njmTkpxOxzjyEyJ4dbCbI40\ntvL7ogO0ddpM5pHKWggmaPzXa3vxeuG7i2a4HYrpYfq4BG48fyLPbq5k2aMb+Z+lcxmTEH3aY6zV\nEHoCaiGIyCIR2SsiJSJyTy+vR4nIKuf1IhHJcfZfKSKbRWSH8/cyv2PedM65zXmMGaxKmdCzu7qR\nZzdXctuF2WSlxrodjunF3Ekp3DxvItsOneCan77Lu/ttyeyRpt+EICLhwEPA1UA+sFRE8nsUuwOo\nV9U84EHgAWd/LfAFVZ2F757LT/Q47kuqOsd52Fz5UcrrVf7x/3aSHBPB3ZfluR2OOY25k1J48a6L\nSYzx8OVHivjSwx+woaSWULrzoulbIC2EQqBEVctUtR14Gljco8xi4DFn+zngchERVd2qqlXO/l1A\ntIhEDUbgZuR4atNBNh+o53vX5pMcG+l2OKYf08cl8PK3LuZ715zDvqPN3PpwET9bX8Km8jraO71u\nh2cGIJCEkAkc8nte6ezrtYyqdgINQFqPMjcCW1XVfy78b53LRd8XG1IyKh1rbOXHa/dw4eQ0bjy/\n58fKBKvYSA9fu2Qy73znUn70Z7MQgRe2HebB1/ex/2iT2+GZsxRIp3JvX9Q924enLSMiM/FdRrrK\n7/UvqephEUkAnge+Ajz+qTcXWQ4sB5g0yTqkRhJV5b4Xd9HW6eXCyWk8tfFQ/weZoBLtLHPh9Srl\nx1t4cVsVv91QwfycFL5w3gQ8YTaQMZQE8l+rEsjyez4RqOqrjIh4gCSgznk+EXgBuE1VS7sPUNXD\nzt8mYCW+S1OfoqorVLVAVQsyMjICqZMJEY+8W86ru47w91dOIz3BriSGMhFhcno8d1+ax2emprOp\nop6XPqyyvoUQE0hC2ARMFZFcEYkElgCre5RZja/TGOAmYL2qqogkA68A96rqe92FRcQjIunOdgRw\nHbBzYFUxoeT90uP8aO0ePj9zLMsv6X2ykwk9EeFhXH3ueD47LYNNFfW8Z0toh5R+E4LTJ3A3sA7Y\nDTyjqrtE5H4Rud4p9giQJiIlwN8B3UNT7wbygO/3GF4aBawTke3ANuAw8JvBrJgJXhW1LXzrqS1k\np8XyHzefZzOSR6Ar88cyc0Iia3dUs8/6FEJGQBPTVHUNsKbHvvv8tluBm3s57l+Af+njtPMCD9OM\nFBW1LSz9zQd0eZUVX5lHQnSE2yGZIRAmws3zsnioqYSXPqzib66YZgsVhgDr8THDpjsZtHZ0sfJr\nF5A3xu6CNpJFesJYNHMcx1vaKbbVUkOCJQQzLLYdOsGNv9zwcTI4Z3yi2yGZYTBjXALZqbGs333M\n5iiEAFvLyAy51z46yree2kJGQhS/+4tCisrq2HrwhNthmWEgIiw6dxy/fruMDaW1fHVhjtshmdOw\nhGAGRV/r5MdFhfO3q7YxKzOJh5fNJyMhiqIyu3wQys70ngjZaXHMGJfA2/trONneSWykfe0EK/sv\nY4bMlgP1PL+lkpz0OG6Ym8lrHx11OyTjkounprPnSBNrdhzhpnkT3Q7H9MH6EMyQ2Hm4gee3VDIl\nI55lF+YQ5Ql3OyTjoty0ONLjI3l6o91xLZhZQjCDrra5jee3VDIxJYavXJhNpMc+ZqOdiFCQnUrx\ngXpb6yiI2b9UM6g6urw8tfEgYSIsLZxERLh9xIzP+dkpRIQLqzbZmlXByvoQzBk7Xafimh3VVDe0\nsuzCbFvK2nxCfJSHK/PH8vyWSv5h0XS7jBiE7OebGTRHG1vZWF7HhZPTmD7O5hmYT1syfxL1Jzv4\n4267H1YwsoRgBs1rHx0l0hPGZTPsbqimdwvz0kmLi2TtziNuh2J6YQnBDIpDdSf5qLqRz0xNJy7K\nrkSa3oWHCVfNHMv63Udp7ehyOxzTgyUEM2Cqyqu7jhAX5WFhXrrb4Zgg9/mZ42hp72JDaa3boZge\nLCGYATtUd5Ly2hYunZ5hHYWmXxdNSSch2sPaHXbZKNhYQjADtulAPZHhYczLTnE7FBMCIj1hXHHO\nWF7bfZTOLlvwLpjYxV4zIG0dXeyobGDWxCRrHZh+dQ9Zjo0M58TJDn60dg9TMuK5dYHdLz0YBNRC\nEJFFIrJXREpE5J5eXo8SkVXO60UikuPsv1JENovIDufvZX7HzHP2l4jI/4jdNisk7TjcQHuXlwJr\nHZgzMHVMAhHhws7DDW6HYvz0mxBEJBx4CLgayAeWikh+j2J3APWqmgc8CDzg7K8FvqCqs/Ddc/kJ\nv2N+CSwHpjqPRQOoh3FJ8YF6MuKjmJQa63YoJoREesLIG5PA3iNNqKrb4RhHIC2EQqBEVctUtR14\nGljco8xi4DFn+zngchERVd2qqlXO/l1AtNOaGA8kqur76vs0PA7cMODamGF1rLGVg3UnmZedYvdF\nNmds2th4TpzqoKapze1QjCOQhJAJ+C8+Uuns67WMqnYCDUBajzI3AltVtc0pX9nPOU2Q23roBGEC\ncyclux2KCUHTxvpuobrvWLPLkZhugXQq9/bTr2cb77RlRGQmvstIV53BObuPXY7v0hKTJlnHUzD5\nqKqRyenxJERHuB2KCUEpsZFkJETZ6qdBJJAWQiWQ5fd8IlDVVxkR8QBJQJ3zfCLwAnCbqpb6lfe/\nS0Zv5wRAVVeoaoGqFmRkZAQQrhkOtc1t1DS3MWN8gtuhmBA2bUw85bUtnGq3WcvBIJCEsAmYKiK5\nIhIJLAFW9yizGl+nMcBNwHpVVRFJBl4B7lXV97oLq2o10CQiFziji24DXhxgXcww2lPdCMAMW8TO\nDMC0sQl0epUPyo+7HYohgITg9AncDawDdgPPqOouEblfRK53ij0CpIlICfB3QPfQ1LuBPOD7IrLN\neXSvfHYn8DBQApQCawerUmbo7T7SxNjEKFLjbIlrc/Zy0uOICBfe2lvjdiiGACemqeoaYE2Pfff5\nbbcCN/dy3L8A/9LHOYuBc88kWBMcTrV3ceB4C5+ZapfwzMBEhIeRmx7H2/ssIQQDW7rCnLG9R5vw\nKpwzzvoPzMBNG5tAWW0Lh+pOuh3KqGcJwZyxPUcaiYvyMNEmo5lBMCUjHsBWPw0ClhDMGens8rLv\naBMzxiYQZpPRzCAYkxBFRkIU75VYx7LbbHE7c0Z2VTXS2uElb2y826GYEUJEmJAUzfo9x3jygwMf\nz3q3Be+Gn7UQzBnZUOr7FTc5Pc7lSMxIMiUjnua2To7ZMhausoRgzsj7ZccZkxBls5PNoOruRyit\nsWUs3GQJwQSsvdPLpvI6JmfY5SIzuFLiIkmJjaCspsXtUEY1SwgmYB9WnuBURxdTMuxykRl8UzLi\nKattxmvLYbvGEoIJ2IaS44hArvUfmCEwJSOe1g4vVSdOuR3KqGUJwQRsQ2ktMyckEhtpg9PM4Jvs\ntDxL7bKRaywhmIC0dnSx9eAJLpzc8zYXxgyOhOgIMhKiqKi1hOAWSwgmIJsP1NPe5eWiKeluh2JG\nsNy0OCqOt1g/gkssIZiAFJXXESZQkJPidihmBMtJj6Ot08uRhla3QxmVLCGYgGwqryN/QqLNPzBD\nqnvAQrldNnKFJQTTr/ZOL1sP1VOQnep2KGaES4qJIDUu0hKCSywhmH7tqmqgtcNLYa4lBDP0cpx+\nBLV+hGFnCcH0a1NFHWD9B2Z45KbHcrK9i5JjtozFcAsoIYjIIhHZKyIlInJPL69Hicgq5/UiEclx\n9qeJyBsi0iwiP+9xzJvOOXveWtMEmY3l9eSkxTImIdrtUMwokJPm60coKq9zOZLRp9+EICLhwEPA\n1UA+sFRE8nsUuwOoV9U84EHgAWd/K/B94Nt9nP5LqjrHeRw7mwqYoeX1KsUH6pifY5eLzPBIjYsk\nMdpjCcEFgbQQCoESVS1T1XbgaWBxjzKLgcec7eeAy0VEVLVFVd/FlxhMCCqtaebEyQ7mW/+BGSYi\nQk56HBvLj1s/wjALJCFkAof8nlc6+3oto6qdQAMQyJTW3zqXi74vYrffCkYbnf4DayGY4ZSbHsfR\nxjYO2n2Wh1Ugi9L09kXdM20HUqanL6nqYRFJAJ4HvgI8/qk3F1kOLAeYNMnuoDTcni2uJD7Kw4aS\nWt4vtVscmuHh34+QnWaLKQ6XQFoIlUCW3/OJQFVfZUTEAyQBp70AqKqHnb9NwEp8l6Z6K7dCVQtU\ntSAjIyOAcM1gqqhtITstFmvAmeE0JiGK1LhINlo/wrAKJCFsAqaKSK6IRAJLgNU9yqwGljnbNwHr\n9TQX/0TEIyLpznYEcB2w80yDN0Pr8IlTnDjVYctdm2EnIhTmpFJUbq3S4dTvJSNV7RSRu4F1QDjw\nqKruEpH7gWJVXQ08AjwhIiX4WgZLuo8XkQogEYgUkRuAq4ADwDonGYQDrwO/GdSamQHb5Pw6y7Em\nu3FBYW4qr+46QtWJU0xIjnE7nFEhoIXtVXUNsKbHvvv8tluBm/s4NqeP084LLETjlo0VdUR5whiX\nZPMPzPDrnhm/qaKOxXN6jmMxQ8FmKps+bSqvIzstljDrPzAuOGd8IglRNh9hOFlCML2qa2ln/7Fm\nu1xkXBMeJhTkpFBUZv0Iw8USgulV9/pFlhCMmwpz0yitaaG2uc3tUEYFSwimV5vK64j0hDExxTrz\njHsWTPb1I9jw0+FhCcH0alNFHXOykvGE20fEuOfcCUnERIRbQhgm9q/dfEpLWyc7qxoptOUqjItW\nFh3kuc2VTEiOZt2uI6wsOuh2SCOeJQTzKVsO1tPlVVvQzgSFnPQ4jjS0cqq9y+1QRjxLCOZTNpXX\nESZw/qRkt0Mxhty0OBQ4UGe31RxqlhDMp2ysqGPmhCQSoiPcDsUYslJjCRehwu6zPOQsIZhPaO/0\nsvXgCVvu2gSNiHDfaLdySwhDzhKC+YQdh0/Q1umlMNfun2yCR056HIdPnOJke6fboYxoAa1lZEa+\n7hEcb+2rAeBg3Skb1WGCRm56HG/tq2HrwRMszEt3O5wRy1oI5hMqalvIiI8iPsp+K5jgMSk1FgFb\n12iIWUIwH/OqcqCuhZz0WLdDMeYToiPCmZAcw0a7P8KQsoRgPna0sZXWDq+tX2SCUk5aLFsPnqCt\n0+YjDBVLCOZj3cP6LCGYYJSbHkdbp5cdlQ1uhzJiBZQQRGSRiOwVkRIRuaeX16NEZJXzepGI5Dj7\n00TkDRFpFpGf9zhmnojscI75H7Gb9rqurLaF5JgIkmNt/oEJPtnODxXrRxg6/SYEEQkHHgKuBvKB\npSKS36PYHUC9quYBDwIPOPuMHflzAAARA0lEQVRbge8D3+7l1L8ElgNTnceis6mAGRxeVUprmskb\nE4/lZhOM4qI8TBsbbwvdDaFAWgiFQImqlqlqO/A0sLhHmcXAY872c8DlIiKq2qKq7+JLDB8TkfFA\noqq+r6oKPA7cMJCKmIE5XH+K1g4vU8bEux2KMX0qzE1l8wHfWltm8AWSEDKBQ37PK519vZZR1U6g\nAUjr55yV/ZzTDKPSmmYApmRYQjDBqzA3jea2TnZXN7odyogUSELo7fpBz/QcSJmzKi8iy0WkWESK\na2pqTnNKMxAlx5oZnxRt8w9MUOtekt36EYZGIAmhEsjyez4RqOqrjIh4gCTgdP/FKp3znO6cAKjq\nClUtUNWCjIyMAMI1Z+pUexcH6k6SZ60DE+TGJUWTnRZr8xGGSCAJYRMwVURyRSQSWAKs7lFmNbDM\n2b4JWO/0DfRKVauBJhG5wBlddBvw4hlHbwbFxoo6urxKnvUfmBBQmJPKxvI6TvMVY85SvwnB6RO4\nG1gH7AaeUdVdInK/iFzvFHsESBOREuDvgI+HpopIBfBfwFdFpNJvhNKdwMNACVAKrB2cKpkz9V5J\nLeFh8vGwPmOCWWFuKvUnO9h7tMntUEacgC4Yq+oaYE2Pfff5bbcCN/dxbE4f+4uBcwMN1Aydd/bX\nkp0aS6TH5ima4HfhFN94lQ0lx5kxLtHlaEYW+wYY5aobTrG7upGpYxPcDsWYgExMiSU7LZYNpbVu\nhzLiWEIY5f64+xgA54yzhGBCx0VT0ikqq6Ozy+t2KCOKjTEc5V7ffZTstFgyEqLcDsWYfnXfo0NV\naWrr5D//sI+s1FhuXTDJ5chGBmshjGItbZ1sKD3OFeeMteUqTEiZ7AyR7p5QaQaHJYRR7J39tbR3\nern8nDFuh2LMGYmP8jAuMZoSSwiDyhLCKPb67qMkRnuY78z+NCaUTMmI4+Dxk3RYP8KgsYQwSnV5\nlTf2HOPSGWOICLePgQk9UzLi6fQqB+tOuh3KiGHfBKPU1oP1HG9p5/JzxrodijFnJSc9jjDxrcNl\nBoclhFHq5e3VRHrC+Nx0Wx/KhKboiHAmpcaxz2YsDxpLCKNQR5eXlz6s4opzxpAYbXdHM6Fr+rgE\nqhtaOdLQ2n9h0y9LCKPQuyW1HG9pZ/EcuwWFCW3TxvqGn76175jLkYwMlhBGoRe3HiYx2mOXi0zI\nG5cYTWK0hzf32r1SBoMlhFHmZHsnf/joKNfOHk+UJ9ztcIwZEBFh+rgE3tlfa8NPB4ElhFHmtY+O\ncrK9yy4XmRFj2tgEmts6Ka6odzuUkGdrGY0yz285TFJMBCXHmimraXE7HGMGbEpGPBHhwpv7jn28\nNLY5O9ZCGEXKapp5e18NBdkphNnaRWaEiI4IZ35OKm/ssY7lgbKEMIo8/v4BIsKFwlxbqsKMLJef\nM5Z9R5sps7WNBiSghCAii0Rkr4iUiMg9vbweJSKrnNeLRCTH77V7nf17ReTzfvsrRGSHiGwTkeLB\nqIzpW3NbJ89truSaWeNJsLkHZoS5ZtY4ANbuPOJyJKGt34QgIuHAQ8DVQD6w1O++yN3uAOpVNQ94\nEHjAOTYfWALMBBYBv3DO1+1SVZ2jqgUDrok5rf/dUklzWyfLLspxOxRjBt34pBjOn5TMK9ur3Q4l\npAXSQigESlS1TFXbgaeBxT3KLAYec7afAy4X3wL7i4GnVbVNVcuBEud8ZhipKo9tqGD2xCTmZiW7\nHY4xQ+KaWeP5qLqRilobLHG2AkkImcAhv+eVzr5ey6hqJ9AApPVzrAJ/EJHNIrK8rzcXkeUiUiwi\nxTU1NvnkbLz20VFKa1r46kU5diMcM2JdPWs8AK/ssFbC2QokIfT2DaIBljndsQtV9Xx8l6LuEpFL\nentzVV2hqgWqWpCRYTNrz5TXqzz4+n5y0mK5/rwJbodjzJDJTI5hTlYya3daQjhbgSSESiDL7/lE\noKqvMiLiAZKAutMdq6rdf48BL2CXkobEul1H2F3dyF9fMRWP3ffAjHDXzhrPzsONHDhul43ORiDf\nEJuAqSKSKyKR+DqJV/cosxpY5mzfBKxXVXX2L3FGIeUCU4GNIhInIgkAIhIHXAXsHHh1jD9f62Af\nUzLiuP48m5lsRr5rZo9HxDcB05y5fmcqq2qniNwNrAPCgUdVdZeI3A8Uq+pq4BHgCREpwdcyWOIc\nu0tEngE+AjqBu1S1S0TGAi8417M9wEpVfXUI6jeqvbS9in1Hm1kyP4tVmw71f4AxIS4zOYbPTstg\n1aaD/NVledYqPkMBLV2hqmuANT323ee33Qrc3Mex/wr8a499ZcB5ZxqsCVxLWyc/XruH8UnRnJuZ\n5HY4xgybpYWT+PoTm3ljbw1X5tsdAc+Epc8R6mfrS6huaOX68ybYMhVmVLlsxhjGJETx1MaDbocS\ncmxxuxGo5FgTD79Txs3zJpKdFud2OMYMuZVFn/zynzkhkTf3HuPwiVNkJse4FFXosRbCCKOq3Pfi\nLmIjw/nu1TPcDscYVxTkpKJgfWdnyBLCCPP4+wfYUHqc7149g/T4KLfDMcYVKbGRXD5jDI+/X0FT\na4fb4YQMSwgjSMmxJv5tzW4unZ7BrYWT3A7HGFd967KpnDjZwWMbKtwOJWRYH8II8fj7FfzqrVLC\nw4QLJqfx1EZrKpvR7bysZK44Zwwr3i7jtotySLRVfvtlLYQRYs2OaqpOtPLFuZm2vLUxjr+5YhqN\nrZ389t0Kt0MJCZYQRoCnNh7kg7I6Ls5LZ+YEm3NgTLdzM5O4Kn8sD79bRm1zm9vhBD1LCCGuuKKO\n+17cydQx8Sw6d5zb4RgTdL6zaDptHV6+/3878a2oY/piCSGE7TzcwO2/28TElFiWzJ9kE9CM6UXe\nmAT+9spprN15hJfsBjqnZQkhRO050shXHikiITqCx28vJCYyvP+DjBmlvvaZXOZkJXPfizs51tTq\ndjhBy0YZhaDNB+pZ/ngxkZ4wVn5tAVmpsW6HZEzQ6Tl7+dLpY/jFmyUsf3wzT/7lAuKi7OuvJ2sh\nhJjnNleydMUHxEV5eOprF9jSFMYEKCMhip8tncuOww0sf6KYts4ut0MKOpYQQkTDyQ6++9x2vv3s\nhxTkpPDiXQuZnBHvdljGhJSrZo7jJzfO5r2S43zz91totFnMn2BtpiDX2eXlxW1V/GjtbupPdvCN\nz04hMzmGtTuPuB2aMSHpxnkTOdXRxQ9W7+ILP3uXny89n1kTbbg2WAshaDW1dvDEBwe47D/f4u+f\n/ZDM5BhW372Qe66eQXiYjSYyZiC+fEE2z3z9Ajo6vfzZL9/jn17aZZ3NgAQyLldEFgE/xXfHtIdV\n9cc9Xo8CHgfmAceBW1S1wnntXuAOoAv4K1VdF8g5e1NQUKDFxcUBVy7UHG1sZUNpLet2HmX93mO0\nd3qZmBLD56ZlMGN8og0rNWaAbl3wyTW+6lva+dHa3Ty/5TAR4cIX507kC+eNZ0Fu2oj64SUim1W1\noN9y/SUEEQkH9gFXApX47rG8VFU/8ivzTWC2qn5DRJYAX1TVW0QkH3gKKAQmAK8D05zDTnvO3oyU\nhNDS1kll/Skq609SVtPCzqoGdlQ2UFbruzF4enwU180ez/VzJrC7qhGxRGDMkLpoShoPvVHCy9ur\nOdXRRVpcJPNzUinISSF/QiJ5Y+LJiI8K2X+LgSaEQPoQCoES57aXiMjTwGJ890nuthj4obP9HPBz\n8f0/txh4WlXbgHLnnsuFTrn+zjlsVBWv/umv10mSXr/n6oX2Li/tXV7aOrqcv17aOr20d3pp6+yi\nvdPLqY4umlo7aTzVQVOb87e1k8bWDk6c7ODwiVPUtbR/4v3HJ0Uzc0IS08clMDkjnvFJ0YSJsKe6\nKWQ/gMaEkg2lx5k7KYWZE5LYe7SJ3dWN7Kpu4NVdf+qri4sMZ0xiNBnxUWQkRjEmIYrkmEjiosKJ\njfT86W9kOLFRHqIjwvCEhREZHoYnXPCEi7MdhifMtx0WZK2QQBJCJuC/dGYlsKCvMqraKSINQJqz\n/4Mex2Y62/2dc9Bc//N32X+02ffFzqcTwFCJCBeiPeFER4QTHRFGTGQ4UzLimZ8dQXJcJKmxkaTG\nRdp4aGOCRKQnjFmZScxy7kPe2NrB0cZWapraqGtpp6m1k2NNbZTVNtPU2klbp3dA7xcmECZC9+8+\nQXD+53suvn0isOX7VxIdMbQTUAP5JuothfX8Gu2rTF/7e+vM7vWrWUSWA8udp80isrePOAdbOlA7\nTO81FEI9frA6BAurQxCI+ecB1SE7kEKBJIRKIMvv+USgqo8ylSLiAZKAun6O7e+cAKjqCmBFAHEO\nKhEpDuSaW7AK9fjB6hAsrA7BYTjqEMiw003AVBHJFZFIYAmwukeZ1cAyZ/smYL36eqtXA0tEJEpE\ncoGpwMYAz2mMMWYY9dtCcPoE7gbW4Rsi+qiq7hKR+4FiVV0NPAI84XQa1+H7gscp9wy+zuJO4C5V\n7QLo7ZyDXz1jjDGBCmgewmgkIsudy1UhKdTjB6tDsLA6BIfhqIMlBGOMMYAtXWGMMcZhCcGPiPyz\niGwXkW0i8gcRmeDsFxH5HxEpcV4/3+1Y+yIi/y4ie5w4XxCRZL/X7nXqsFdEPu9mnKcjIjeLyC4R\n8YpIQY/XQqIO4FuexYmzRETucTueQIjIoyJyTER2+u1LFZHXRGS/8zfFzRhPR0SyROQNEdntfIb+\n2tkfSnWIFpGNIvKhU4d/cvbnikiRU4dVzoCcwaWq9nAeQKLf9l8Bv3K2rwHW4ptXcQFQ5Hasp6nD\nVYDH2X4AeMDZzgc+BKKAXKAUCHc73j7qcA4wHXgTKPDbH0p1CHfimwxEOnHnux1XAHFfApwP7PTb\n9xPgHmf7nu7PVDA+gPHA+c52Ar4lcvJDrA4CxDvbEUCR873zDLDE2f8r4M7Bfm9rIfhR1Ua/p3H8\nabLcYuBx9fkASBaR8cMeYABU9Q+q2uk8/QDfHA/wW0ZEVcsB/2VEgoqq7lbV3iYghkwd8FvyRVXb\nge7lWYKaqr6Nb6Sgv8XAY872Y8ANwxrUGVDValXd4mw3AbvxrY4QSnVQVW12nkY4DwUuw7c0EAxR\nHSwh9CAi/yoih4AvAfc5u3tbviOz57FB6HZ8LRsI3Tr4C6U6hFKs/RmrqtXg+8IFxrgcT0BEJAeY\ni+8XdkjVQUTCRWQbcAx4DV9r84Tfj70h+TyNuoQgIq+LyM5eHosBVPV7qpoFPAnc3X1YL6dybXhW\nf3VwynwP39yPJ7t39XKqoK5Db4f1si9Yh8mFUqwjjojEA88Df9Oj5R8SVLVLVefga+EX4ruM+qli\ng/2+o25VNVW9IsCiK4FXgB8Q2PIdw6a/OojIMuA64HJ1LjgSYnXoQ1DVoR+hFGt/jorIeFWtdi6V\nHnM7oNMRkQh8yeBJVf1fZ3dI1aGbqp4QkTfx9SEki4jHaSUMyedp1LUQTkdEpvo9vR7Y42yvBm5z\nRhtdADR0Nz+DjfhuPPRd4HpVPen3Ul/LiISSUKrDSFqexX9pmmXAiy7GcloiIvhWTtitqv/l91Io\n1SGje3SgiMQAV+DrC3kD39JAMFR1cLtHPZge+H5V7AS2Ay8BmfqnXv+H8F3H24HfyJdge+DraD0E\nbHMev/J77XtOHfYCV7sd62nq8EV8v7DbgKPAulCrgxPrNfhGuZQC33M7ngBjfgqoBjqc/wZ34FvK\n/o/Afudvqttxnib+i/FdStnu92/gmhCrw2xgq1OHncB9zv7J+H4AlQDPAlGD/d42U9kYYwxgl4yM\nMcY4LCEYY4wBLCEYY4xxWEIwxhgDWEIwxhjjsIRgjDEGsIRgjDHGYQnBGGMMAP8f58hyEYaA1r8A\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njDEGsIJgjDHGYQXBGGMMAP8f6ZsiogFOYaoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npZRSAPx/4itCvtccWPYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XmcXFWZ8PHfU1W973unt3R3urOH\nQPYQQJaAQZDgsBhAQcRBGRl1HN8RdVBfl/mMOiO+DOiIohIQwg4RkIAQSALZ9z3pdLbe932vOu8f\nfRM7ne50ddLdt5bn+0l9uurWubef26mqp865ZxFjDEoppZTD7gCUUkr5Bk0ISimlAE0ISimlLJoQ\nlFJKAZoQlFJKWTQhKKWUAjQhKKWUsmhCUEopBWhCUEopZXHZHcBwJCcnm9zcXLvDUEopv7J169Ya\nY0zKUOX8KiHk5uayZcsWu8NQSim/IiLHvSmnTUZKKaUATQhKKaUsmhCUUkoBmhCUUkpZNCEopZQC\nNCEopZSyaEJQSikFaEJQSill0YSglFIK8LORykoFkmc3nhhw+53zc8Y4EqV6aQ1BKaUUoAlBKaWU\nRROCUkopQBOCUkopiyYEpZRSgCYEpZRSFu12qoLCQF08tXunUmfShKCClo4DUOpM2mSklFIK0ISg\nlFLKoglBKaUUoAlBKaWURS8qKzUGBruArZQv0RqCUkopQGsISnlFxzGoYKA1BKWUUoDWEJSyhTGG\n5s4ePB6DwyHEhofYHZJSmhCUGmsd3W5e3HKS/RXNp7ddkh3PP8zKwukQGyNTwU4TglJjqLKpg2c2\nHKe+rYurJqWSEBlCVXMn64pqaOns0esSylaaEJQaIw1tXfxubTEOEe67LJ+85KjTz6XEhPHa9lKe\nXn+cexbm4tCagrKBXlRWagz0uD08u+kEbo/h/svPTAYAc3MTWXpxJsU1rbyyvdSmKFWw0xqCCjqN\n7d3sLm1kT2kjrZ095CVHUZAazbSMuFFrw39jdzkl9e3cNT+H5JiwAcvMyU1g24l6fvD6HhrbuokI\ndZ5+TpuS1FjQGoIKKvvKGvnvdw7y1u5yut0eUmPC2FPWyIrNJ/nfD49Q0dQx4r/z5a0lbDpaxxWF\nyUzLiBu0nEOEm2Zm0Nbl5t39lSMeh1JD0RqCChobj9ayckcZWQkR3DY7+/Q3dY8x7CltZOXOMh5f\nXURsuIv7LstD5MJrC/vKmvjuq7vJT47i2qnpQ5bPiI9gfn4SG4trmZeXSHps+AXHoJS3tIaggsKG\n4lpe31HGxLQY7rss/4xmG4cIF2XF843FE5mUFsNP3tzPvzy/g45u9wX9zsb2bh7481biI0P47Nxs\nr5ujFk9JJdTlYPWBqgv6/UoNlyYEFfA2Ftfyxq4yJqfH8LkF4wl1Dfyyjw5zcdf8HP712om8tqOM\n2/53PSdq287rd3b2uHnw2W2U1rfz67tmETOMgWeRoS4W5iexp7SRylFowlJqMJoQVEArb2znq89u\nIzEqlNvnDP0tXUT452sK+d3dczhW28oNj67lLzvLhvU7e9wevvbcdtYeruE//mEGs8cnDjvuRQXJ\nhDgdrD6otQQ1drxKCCKyREQOikiRiDw0wPNhIvK89fxGEcm1tl8rIltFZLf18+o++8y2theJyKMy\nEg22SvXR1ePhgWe20d7l5nPzxxMe4hx6J8u1U9N462uXU5gWzT8/t51nNhynpqVzyP3au9x884Wd\nrNpbyQ8/PZXb52SfV+xRYS4W5Cexu6SRqmatJaixMWRCEBEn8DhwPTAVuENEpvYrdh9Qb4wpAB4B\nfmZtrwE+bYyZAdwDPN1nn98A9wOF1m3JBZyHUmf52dsH2HGygV/cNpPU87g4m50YyfNfXsi3rptI\nUVULv/rbIV7ZVsKxmlY8xpxVfvXBKq595ENW7izj35ZM4guL8i4o/ssKk3E5hQ8OVl/QcZTylje9\njOYBRcaYYgARWQEsBfb1KbMU+KF1/yXgMRERY8z2PmX2AuEiEgYkArHGmPXWMZcDNwN/vYBzUeq0\nd/ZW8OS6o9yzcDyfmjHuvBeoCXE6ePDqQkKcDt47UMX2E/VsOV5PXEQI7+6rJCM+gvrWLnaXNlLa\n0M6ElCiev38B8/OTLvgcosNczM9L4qOiGo7WtJ41mE2pkeZNQsgETvZ5XALMH6yMMaZHRBqBJHpr\nCKfcAmw3xnSKSKZ1nL7HzBxm7EoN6GRdG996cSfTM2P57g1TRuSYMeEh3HxxJtdPS2dfeRP7K5qp\nsxJBbLiLWeMT+Mon8rl9bjZhLu+bpoZyeWEyG4preez9Iv779pkjdlylBuJNQhiobb9/ffmcZURk\nGr3NSNcN45in9r2f3qYlcnJ0tKb6u4G+9Xf1eFixuXf7Y3fMGtEPZ4CwECeX5CRwSU7CmIwejgkP\nYX5eIq/tKOVr1xQwPklrCWr0eJMQSoC+V8aygP7dLk6VKRERFxAH1AGISBbwKnC3MeZIn/JZQxwT\nAGPME8ATAHPmzBkwaajA502TjzGGl7eVcLCymT9+YS65AdLEcvnEFDYfr+fx1UX8/FatJajR401C\n2AwUikgeUAosA+7sV2YlvReN1wO3Au8bY4yIxANvAt8xxnx0qrAxplxEmkVkAbARuBv4nws+GxXU\n1h6uYXdpI99eMpkrJ6XaHc6IiQ0P4c55OTy94Tj3XJp7zukvQJf7VOdvyF5Gxpge4EFgFbAfeMEY\ns1dEfiQiN1nFngSSRKQI+CZwqmvqg0AB8LCI7LBup96pDwC/B4qAI+gFZXUBDlU2s2pvBTMy4/jK\nJ/LtDmfEfWNxIQmRIXz75V30uD12h6MClFdzGRlj3gLe6rft+33udwC3DbDfT4CfDHLMLcD04QSr\n1EBqWzpZsfkEabHh3DIra0TmIPI18ZGh/N+bpvPVZ7fx5LqjfPkTE+wOSQUgndxO+bWuHg/PbDyO\nIOecliIQfGpGOtdNTeOX7x7i6smpFKbFeL3vYNdgtClJ9RW47x4V8IwxvL6jlKqmTpbNyyYxKtTu\nkEaViPDjm6cTHeZi2RMb2FXSYHdIKsBoDUH5rS3H6tl+soFrpqRSmOr9t+XRdr6D4LyRFhvOi19Z\nyN1/2MSyJzZw08wMpo6LxeU887tdW1cPLZ09hDgdhLkcRIbqW10NTV8lyi+VN7bzl11lFKZGc1UA\n9SjyRn5KNK88cCn3/HEzKzafJNTlIC8pCo8xtHW5qW/roq3rzKm7M+MjmJubyMysOMKGMaeTCi6a\nEJTf6fF4eHFLCREhTm6bk40jAC8iDyU1NpzXv7qIn765n/3lTRyvayXU6SAqzElGfBzJ0aHEhofQ\n4/HQ0tHDzpJGXttRyvsHKrlz/nhyEiPtPgXlgzQhKL+z+kAVFU0dfH7BeKLDgvclHOpyMCk9hknp\nQzeXXTExhWO1bby09SS/W1PMpy4ax4K84U/LrQJb8L6blF8qrW/nw0PVzMqJZ8q4WFtjGc1rBSNN\nRMhLjuLBqwp5YctJ/rKzjB63h7sWjLc7NOVDtJeR8htuT+/UFNFhLm6YkWF3OH4pItTJ5xeOZ0Zm\nHH/dU8Gr20uG3kkFDU0Iym98VFRDRVMHSy/OJCJUL4yeL4cIt83OIi85iv/z4i7WHa4ZeicVFLTJ\nSPmFutYu3jtQydRxsaPeVORPTUHny+V08PkF41mx+QRfX7Gdv3798vNaREgFFk0IyucZY1i5sxQR\n4caLxtkdTsAID3Hy+J2z+PRj6/jmCztZ/sV5OByik+MFMW0yUj7v9R1lHKps4dopacRHBvZo5LFW\nmBbDDz49jXVFNTyxttjucJTNtIagRtxIfsOsaurgByv3kpMYycIJF74spTrbsrnZrD1czX+tOsjV\nk4NrkJ86k9YQlM8yxvDdV/fQ0e3mlllZQTkAbSyICD9eOp2YcBffeWU3HqPrUAUrrSEo2ww1A+dL\nW0v42/5KvvepKUQNYwBaMFwUHmlJ0WF874apfOvFnWQlRDA/T2tjwUhrCMonbT5Wx/de3cP8vES+\neFme3eEEhVtmZXLphCRW7a2gqaPb7nCUDbSGoHzOkeoW/nH5FrISIvjfz83G6dCmotHSvza1ID+J\njUfreHdvJbfMzhpkLxWotIagfMqJ2lbufnITThH+dO88EgJ8jQNfkxwdxqUTkth2op6yhna7w1Fj\nTBOC8gkd3W7e2VfBb9f0dn38073zyEnSGTntcOXEVCJCnby1uxyjF5iDijYZKVtUNnVwqLKZisYO\njlS3UFzditsYZuck8KcvziUmPMTuEINWRKiTa6ak8ZedZRyoaLZ9EkE1djQhqDFT39rFi1tP8sau\ncnaVNJ7enhQVyqUTkpiWGUdOYqQmAx8wLzeRDUdqeXtPhVfTa6vAoAlBjYnNx+p48NltVDZ1clFW\nHA9dP5nali7SYsN0eUcf5HQIi6em8dymE9bazTpNdjDQd6IadR8V1fDvr+0mITKUr15VQGZ8BACx\nWhPwadMyYkmPDee9/VX0uD1nrdusAo/+D6tRtaukgTd3lzM5PfaMZKB8n0OExVNSqW3t4rUdZXaH\no8aA1hDUqKlu7uSV7aXkJEZyx7wcHU9wAewafT1lXCwZceE8+t5hll6cQYjWEgKa/u+qUdHV4+G5\nTSdwOYRlc7M1GfgpEWHxlDRO1LXxyjZdXS3QaUJQo+KDQ1VUNHVw+5xsnbLaz01Kj2FmVhyPvldE\nV4/H7nDUKNKEoEZcY3s3HxXVcFFWHBPTtMuivxMR/uXaiZQ2tPPi1pN2h6NGkV5DUCPuvf2VeDxw\n3dR0u0NRI6S0vp2cxEh+/vZB3G5zuseRrqQWWLSGoEbU4cpmth6vZ0F+Iok6D1HAOHUtobG9m83H\n6+0OR40STQhqRP1i1UFCXQ6unKQrbwWaCSlR5CZF8uHBKrrdei0hEGlCUCOmqKqFd/ZVsqggeVgL\n2ij/cKqW0NTRw6ajdXaHo0aBJgQ1Yp5cV0yYy8GCfF1tK1Dlp0STnxzFh4eqtcdRANKEoEZEdXMn\nL28r5ZbZWURr7SCgXTMljZbOHjYerbU7FDXCNCGoEbF8/TG63R6+pMtdBry85CgKUqL58FA1je26\n1GYg8SohiMgSETkoIkUi8tAAz4eJyPPW8xtFJNfaniQiq0WkRUQe67fPB9Yxd1g3vQrpp9q6enh6\nw3GunZJGfkq03eGoMbBkejrtXW4eefeQV+Wf3XhiwJvyLUMmBBFxAo8D1wNTgTtEZGq/YvcB9caY\nAuAR4GfW9g7gYeBbgxz+LmPMxdat6nxOQNnvte1lNLR186XL8+0ORY2RjPgI5uUlsnz9MfaVNdkd\njhoh3jT2zgOKjDHFACKyAlgK7OtTZinwQ+v+S8BjIiLGmFZgnYgUjFzIypcYY1i+/hhTxsUyNzdh\nRI6p3xz9w3VT0zlc1cIPVu7hhS8vRETnq/J33jQZZQJ9x6uXWNsGLGOM6QEaAW+6mvzRai56WPTV\n5Jc2Hq3jQEUzX7h0vH4gBJmIUCffXjKJzcfq+bMm8YDgTUIY6F3ef+Vtb8r0d5cxZgZwuXX7/IC/\nXOR+EdkiIluqq6uHDFaNreXrjxEXEcJNM/t/R1DB4LbZ2VwxMYUf/WUfu/ssi6r8kzcJoQTI7vM4\nC+i/WsbpMiLiAuKAc45cMcaUWj+bgWfpbZoaqNwTxpg5xpg5KSkpXoSrxkpZQzur9laybG42EaFO\nu8NRNnA4hF999mKSo0N54M9baWzTXkf+zJuEsBkoFJE8EQkFlgEr+5VZCdxj3b8VeN8YM2gNQURc\nIpJs3Q8BbgT2DDd4Za8/bzyOxxg+t0DX2w1miVGhPHbXLCqbOnjwuW10dLvtDkmdpyETgnVN4EFg\nFbAfeMEYs1dEfiQiN1nFngSSRKQI+CZwumuqiBwDfgl8QURKrB5KYcAqEdkF7ABKgd+N3Gmp0dbe\n5ebZjSdYPCWN7MRIu8NRNpuVk8BPPzODtYdr+MflWzQp+CmvhpQaY94C3uq37ft97ncAtw2yb+4g\nh53tXYjKF722o5T6tm7GJ0VqryAFwO1zssHAt1/exY2PruOuBTmEubQp0Z/oSGU1bMYY/rDuKBlx\n4eQlRdkdjvIht8/N5pZZWRypbuF3a4tp7tBrCv5EE4IatrWHazhc1cKlBcna1VSdZdb4BD6/YDzV\nzZ385sMjVDV32B2S8pImBDVsf/joKMnRYVyUGWd3KMpHTR4Xyz9enk+32/Dk2qPUNHfaHZLygiYE\nNSxFVc18cLCauxeOP72MolIDyUqI5EuX5eExht+vK6a2RZOCr9N3tBqWP350jFCXQ9fSVV5Jiw3n\nvsvy6fEY/vDRUdq7tPeRL9OEoLzW0NbFy9tK+MzFmSRHh9kdjvIT6XHh3L0wl8b2bl7bUco5higp\nm2lCUF57dtMJOro93HtZrt2hKD+TkxjJ4ilp7C5tZPuJBrvDUYPQhKC80u32sPzj4ywqSGJyeqzd\n4Sg/dMXEFPKSo1i5s4y61i67w1ED0ISgvPLvr+6hoqmDCcnRuriJOi8OEW6bnYXB8M6+CrvDUQPQ\nhKCGZIxhbVE1ydFhTEyPsTsc5cfiI0NZVJDMrpJGyhra7Q5H9aMJQQ1pQ3EdZQ0dXFaQjEMHoqkL\ndHlBChEhTq0l+CCv5jJSwaV/c9Dy9ceICnVySU68PQGpgBIR6uQTE1N4e28FG4prWZDvzVpaaixo\nDUGdU1VzBwcqmpmfn0SIDkRTI2ThhCRiw1088u4hu0NRfeg7XJ3TR0W1uByi3+LUiApxOrh0QrK1\nBGuT3eEoizYZqUG1dPaw/UQ9l+TEEx2mLxV1tgvpbTZnfAKrD1axfP1x/uMzM0YwKnW+tIagBrWh\nuJYej2FRQbLdoagAFBnm4qaZGby6rZTGdp0m2xdoQlAD6nZ72FBcy+T0GFJjwu0ORwWoey7Npb3b\nzUtbS+wORaEJQQ1i+4kG2rrcXKa1AzWKpmfGMSsnnmc2HMfj0TmO7KYJQZ3FYwzrimrIiA8nL1lX\nRFOj6/MLx3O0ppWNR+vsDiXoaUJQZzlS3UJNSyeX6YpoagwsmTaOqFAnr+8otTuUoKcJQZ1l87F6\nIkOdTM/QFdHU6IsIdfLJaem8ubucjm5dL8FOmhDUGWpbOtlf1sQl2fG6IpoaMzdfkklzRw8fHKyy\nO5Sgpu94dYZXtpXiNoY5uYl2h6KCyKUTkkiODuPV7dpsZCdNCOo0YwzPbT5BTmIkabHa1VSNHZfT\nwU0zM1h9oJrGNh2TYBcdfqpO23ysnuLqVm6ZlWV3KCpI9B3pHB7ioMvt4a095dwxT9fstoMmhCDW\nf9qBl7eVEOZyMCNTLyarsZcZH0FSVChv7daEYBdtMlIA9Hg87C1rZOq4WEJd+rJQY09EmJYRy/oj\ntTqVhU20hqAAKKpqoaPbw4wsrR0o+0zLiGPN4Rp+8sY+LslJOL39zvlaYxgL+lVQAbCrpJGIECcF\nqdF2h6KCWGZCBLHhLvaW6ZTYdtCEoOh2e9hf3sTUjFhcDn1JKPs4RJiaEcvhqma6ejx2hxN09N2v\nOFTZTGePh4v0YrLyAdMy4uh2Gw5VNtsdStDRhKDYVdJIZKiT/BRtLlL2y02KIiLEyb5ybTYaa5oQ\ngly328PBimamZ8ThdOhEdsp+TocwZVwsByqacOuU2GNKE0KQK65upcvtYcq4WLtDUeq0KeNi6Oj2\ncLy21e5QgoomhCB3oKKJEKeQn6LrHijfUZASjdMhHKjQ6whjyauEICJLROSgiBSJyEMDPB8mIs9b\nz28UkVxre5KIrBaRFhF5rN8+s0Vkt7XPo6IT7485YwwHKpopSI0hRGc2VT4kLMRJfnKUJoQxNuSn\ngIg4gceB64GpwB0iMrVfsfuAemNMAfAI8DNrewfwMPCtAQ79G+B+oNC6LTmfE1Dnr6Kpg8b2bqak\nx9gdilJnmZQeQ01LJ7UtnXaHEjS8+Vo4DygyxhQbY7qAFcDSfmWWAk9Z918CrhERMca0GmPW0ZsY\nThORcUCsMWa9McYAy4GbL+RE1PCd+vY1SROC8kGT03uva2ktYex4kxAygZN9HpdY2wYsY4zpARqB\npCGOWTLEMQEQkftFZIuIbKmurvYiXOWtA+VNZCVEEBMeYncoSp0lMSqUlJgwDmpCGDPeJISB2vb7\n9wXzpsx5lTfGPGGMmWOMmZOSknKOQ6rhqG7upKS+nclaO1A+bHJ6DEdrWmnu0MnuxoI3CaEEyO7z\nOAsoG6yMiLiAOKBuiGP2nXR/oGOqUbTmUDUGmJSu3U2V75qcHovbGNYdrrE7lKDgTULYDBSKSJ6I\nhALLgJX9yqwE7rHu3wq8b10bGJAxphxoFpEFVu+iu4HXhx29Om8fH6klMtTJuDhdGU35rpzESMJc\nDtYc1ubisTDk9NfGmB4ReRBYBTiBPxhj9orIj4AtxpiVwJPA0yJSRG/NYNmp/UXkGBALhIrIzcB1\nxph9wAPAn4AI4K/WTY0BYwzrj9SQnxKNQ3v7Kh/mdAgTUqJZc6gGYwzaO310ebUegjHmLeCtftu+\n3+d+B3DbIPvmDrJ9CzDd20DVyDle20ZZYwdz8xLtDkWpIRWmRfP6jjKKa1qZoPNtjSodjRSEPjrS\n2x47IVnfXMr3Fab2dnxYc0ibjUabJoQg9PGRWtJjw0mKDrU7FKWGlBgVSl5ylCaEMaAJIch4PIYN\nR2q5dEKStscqv3FFYTIbiuvo7HHbHUpA04QQZA5VNVPb2sXCCecaN6iUb7liYgrt3W62HKu3O5SA\npgkhyHxcVAugCUH5lQX5SYQ4RZuNRpkmhCDz8ZFaxidFkpUQaXcoSnktKszFnPGJfKgJYVRpQggi\nPW4PG4t7rx8o5W+umJjCgYpmqpo6hi6szosmhCCyt6yJ5s4eLp2QbHcoSg3bFRN7X7drdBqLUaMJ\nIYicGn+wIF9rCMr/TEmPJTk6VK8jjCKvRiqrwLD+SC2T0mJIiQmzOxSlhuXZjScAyEqI5G/7K3lm\nw3EcItw5P8fmyAKL1hCCRGePm83H6rR3kfJrhanRtHW5KWtotzuUgKQJIUjsONFAR7dHLygrv1aY\n1juNRVFVi82RBCZtMgoSv11TjAAn69pPV7+V8jfRYS4y4sI5VNnClZNS7Q4n4GgNIUgUV7eQER9B\nRKjT7lCUuiCFaTGcqGulo1unsRhpmhCCQFtXDyfr2pmQEmV3KEpdsMLUaDwGjta02h1KwNGEEAS2\nHKvHbQz5Ope8CgA5iZGEOIXDeh1hxGlCCAIfHanBKUJuktYQlP9zOR3kJUdRVNVsdygBRxNCEFh/\npJbsxAhCXfrfrQJDYWoMNS1dlGr30xGlnxABrrGtmz2ljdpcpAJKQWrv63ndYR21PJI0IQS4jUdr\n8Rh0LVoVUFJjwogNd+m8RiNME0KA+/hILeEhDrITIuwORakRIyIUpEbzUVENbo+xO5yAoQkhwK0/\nUsvc3ERcTv2vVoGlIDWahrZu9pY12h1KwNBPiQBW3dzJwcpmnb9IBaRTzaBrtdloxGhCCGDri3uX\ny9T1D1QgigkPYcq4WNZpQhgxmhAC2PojNcSEuZieEWt3KEqNiisKk9lyvI62rh67QwkIOrldADo1\ned2qvZVkJkTwwpYSmyNSanR0uT10uw0/++tBJqX3zoSqayScP60hBKj6ti7qWru0u6kKaLlJUbgc\noqOWR4gmhABVXN078ZcmBBXIQpwOcpOjdF6jEaIJIUAVV7cQFeokNVaXy1SBrSAlmqrmTprau+0O\nxe9pQghAxhiOVLeQnxKNQ8TucJQaVYVpvbVgXUXtwmlCCEC1LV00dfSQr+sfqCCQFhtOVJiLompN\nCBdKE0IAOvXG0OsHKhg4RChMjeZwVQseo9NYXAhNCAGouLqFuIgQkqJC7Q5FqTFRmBpNa2cP5Y0d\ndofi1zQhBBiPx1Bc00p+chSi1w9UkDg1HfbhSu1+eiG8SggiskREDopIkYg8NMDzYSLyvPX8RhHJ\n7fPcd6ztB0Xkk322HxOR3SKyQ0S2jMTJKNhX3kRbl/v0G0SpYBATHkJGfDgHNSFckCETgog4gceB\n64GpwB0iMrVfsfuAemNMAfAI8DNr36nAMmAasAT4tXW8U64yxlxsjJlzwWeigL9P9DVBE4IKMhPT\nYjhZ10ajdj89b97UEOYBRcaYYmNMF7ACWNqvzFLgKev+S8A10ttesRRYYYzpNMYcBYqs46lRsq6o\nmrTYMGLDQ+wORakxNTE1Bo+Bj4t0srvz5U1CyARO9nlcYm0bsIwxpgdoBJKG2NcA74jIVhG5f/ih\nq/46ut1sPlZPgfYuUkEoOzGS8BAHHxzUZTXPlzeT2w10ZbJ/367Bypxr30XGmDIRSQXeFZEDxpg1\nZ/3y3mRxP0BOjk5adS6bj9XR1eOhIDXG7lCUGnNOhzAhJZoPD1VjjNFOFefBmxpCCZDd53EWUDZY\nGRFxAXFA3bn2Ncac+lkFvMogTUnGmCeMMXOMMXNSUlK8CDd4rTtcQ4hTyEvWAWkqOE1Mi6GiqUMv\nLp8nbxLCZqBQRPJEJJTei8Qr+5VZCdxj3b8VeN8YY6zty6xeSHlAIbBJRKJEJAZARKKA64A9F346\nwW1dUQ2zchIIdWlvYhWcJqb11o7fP1BlcyT+achPDuuawIPAKmA/8IIxZq+I/EhEbrKKPQkkiUgR\n8E3gIWvfvcALwD7gbeCrxhg3kAasE5GdwCbgTWPM2yN7asGltqWTvWVNXF6oq6Op4BUXEcL0zFje\n268J4Xx4tUCOMeYt4K1+277f534HcNsg+/4U+Gm/bcXAzOEGqwa3zupZcVlhCvvKmmyORin7XDM5\njUffP0xNSyfJ0Trb73Bo20KAWH2giqSoUC7KjLM7FKVsde3UNIzpfU+o4dGEEADcHsMHh6r5xKQU\nHA7tWaGC27SMWNJjw7XZ6DxoQggA20/U09DWzTWT0+wORSnbiQjXTEllzeFqOrrddofjVzQhBID3\nD1ThcgiXT9QLykoBLJ6SRluXmw3FtXaH4lc0IQSA9w9UMSc3QaerUMqycEISESFO/ra/0u5Q/Iom\nBD9X2tDOgYpmrp6cancoSvmM8BAnV05KYdXeStweXTTHW5oQ/NypnhRX6/UDpc5ww0XjqG7uZNPR\nOrtD8RuaEPzce/sryUmMZILr0TR7AAALAElEQVSun6zUGa6enEpEiJM3d/efaUcNRhOCH2ts62Zd\nUQ1LpqfrRF5K9RMZ6uLqKan8dXcFPW6P3eH4BU0IfuydfRV0uw03zBhndyhK+aQbZ4yjtrWLjdps\n5BVNCH7szd3lZCVEcFGWjk5WaiBXTU4lMtTJG7vK7Q7FL3g1l5HyPQ1tXaw5VM1lBck8t+nk0Dso\nFYTCQ5wsnpLG23vK+dHSaYQ49Tvwuehfx0+9s7cSj4EZmfF2h6KUT7tpZgb1bd06JbYXtIbgp97Y\nXU5iVCgZ8eF2h6KUT3l244kzHrs9hrTYMJ7ffJJPTku3KSr/oDUEP1Tb0slHRTXMyIzT3kVKDcHp\nEG6bnc0HB6sob2y3OxyfpgnBD720tQS3x3BxtjYXKeWNz87NxmPghc0ldofi0zQh+BmPx/DcphPM\nzU0gLVabi5TyRnZiJJcVJPPClpM6lcU5aELwMxuKazlW28ad83PsDkUpv7JsXjalDe2nVxdUZ9OE\n4Gf+vOkEcREhXD9dB6MpNRzXTk0jOTqM368ttjsUn6UJwY/UtHTyzt4KbpmVRXiI0+5wlPIrYS4n\nX7o8j7WHa9h5ssHucHySJgQ/8vzmk3S7DXfOz7Y7FKX80l3zc4gNd/HrD4rsDsUnaULwEy2dPfxu\nbTFXTkqhIDXG7nCU8ksx4SF8YVEeq/ZWcqiy2e5wfI4mBD/x1MfHaGjr5huLJ9odilJ+7d5Lc4kM\ndfLr1VpL6E9HKvuB5o5unlhTzNWTU3XsgVLnof/o5TnjE3h9Rxn3Lspjpr6nTtMagh946uNjNLZ3\n843FhXaHolRAuHJSKtFhLh5+fY+OS+hDE4KPq2js4LdrirlmcioXZek3GaVGQniIk+tnjGNXSSMr\nNp8YeocgoQnBhxlj+N6ru+l2e3j4xql2h6NUQJmZFceC/ER+/vZBalo67Q7HJ+g1BB/22o5S3jtQ\nxb/fMIWPj9Ty8ZFau0NSKmCICD9eOp0b/mcd31ixg6e+OA+nI7gni9Qago+qaOzghyv3MSsnnnsX\n5dkdjlIBqTAthp8snc66ohp++e5Bu8OxnSYEH9TU0c29f9pMt9vDz2+dGfTfWpQaTbfPzWbZ3Gwe\nX32EVXsr7A7HVpoQfExnj5svL9/K4cpmfvO52RSkRtsdklIB74c3TWNmVhz//Ox23j9QaXc4ttGE\n4EOaOrp54JltrC+u5ee3XsQnJqbYHZJSQSE8xMlTX5zH5HExfPnprUFbU9CLyj7icGUzX356K8fr\n2vjJzdP5h1lZdoekVMDrP2Dt5oszcTqEB57Zyr8snsg/XVUQVE22mhBs1mrNUfTbD4uJCnPyxUV5\nOETOeqEqpUZfeIiTp++bz/de3c1/v3uI9cW1/OK2mWTGR9gd2pjQhGCTyqYOXt5Wwh8/OkZ1cyef\nmpHOwzdOZfWBartDUyqoRYe5+NVnL2ZRQTI/eH0vV/3XB9y7KJd/urKAuIgQu8MbVWLM0MO2RWQJ\n8P8AJ/B7Y8x/9ns+DFgOzAZqgc8aY45Zz30HuA9wA18zxqzy5pgDmTNnjtmyZYvXJ+dLetweDlY2\n81FRDWsO1fDxkRo8BhbmJ/GtT05i9vgE4OwqrFLKPg1tXby7r5IdJQ1Ehbq4+ZIM7pw3ninjYhDx\nn6YkEdlqjJkzZLmhEoKIOIFDwLVACbAZuMMYs69PmX8CLjLGfEVElgGfMcZ8VkSmAs8B84AM4G/A\nqek6z3nMgfhDQujodlPW0E5JfTuHKpvZX97MgYomDle10NXjAaAgNZpPTksjzOUkOTrM5oiVUkOZ\nmR3Hk+uO8uaucjp7PIxPiuSqSaksnJDEzKx40uN8e31zbxOCN01G84AiY0yxdeAVwFKg74f3UuCH\n1v2XgMekN30uBVYYYzqBoyJSZB0PL445powxGAPGut/l9tDR7aG92017l5uObjft3b0/m9p7qGvt\npKali7rWLmpbOylr6KC0oZ3q5jOHwMeEu0iPDWd+biLpceHkp0QHfLVTqUAzLSOOX95+Md+/cSpv\n7Crn/QNVPLfpBH/6+BgASVGhZCVGkhkfTmZ8BJnxEaTGhhMV5iLaukWFOQkPceJyCC6no/enQ3A6\nxGdqG94khEzgZJ/HJcD8wcoYY3pEpBFIsrZv6LdvpnV/qGOOmE//zzoOVzWf8YF/6r7Hun++EiJD\nSIwKJT0unKsnpVLb2klCZCjxkaGkxIQRHaaXaZTyd32bch0iLJ6SxicmplDe0E5JQzsVjR00tHez\n6WgdzR09dFqtAd5yOQSHCPT+A6D3oZy+v+3ha0d96VxvPq0GSl39P0IHKzPY9oHGPwz4sSwi9wP3\nWw9bRMSnxpcfP3tTMlAz5oH4lmD/GwT7+YP+DUb8/CN+fEG7j/emkDcJoQTou4hvFlA2SJkSEXEB\ncUDdEPsOdUwAjDFPAE94EadPEJEt3rTVBbJg/xsE+/mD/g389fy9Gam8GSgUkTwRCQWWASv7lVkJ\n3GPdvxV43/RerV4JLBORMBHJAwqBTV4eUyml1BgasoZgXRN4EFhFbxfRPxhj9orIj4AtxpiVwJPA\n09ZF4zp6P+Cxyr1A78XiHuCrxhg3wEDHHPnTU0op5S2vxiEo74nI/VYzV9AK9r9BsJ8/6N/AX89f\nE4JSSilAZztVSill0YQwwkTkWyJiRCTZeiwi8qiIFInILhGZZXeMo0FEfiEiB6xzfFVE4vs89x3r\n/A+KyCftjHO0icgS6zyLROQhu+MZbSKSLSKrRWS/iOwVka9b2xNF5F0ROWz9TLA71tEkIk4R2S4i\nb1iP80Rko3X+z1udZ3yeJoQRJCLZ9E7H0XdCouvp7V1VSO94it/YENpYeBeYboy5iN5pSb4DYE1f\nsgyYBiwBfm1NhxJwrPN6nN7/86nAHdb5B7Ie4F+NMVOABcBXrXN+CHjPGFMIvGc9DmRfB/b3efwz\n4BHr/Ovpnc/N52lCGFmPAP/GmYPslgLLTa8NQLyIjLMlulFkjHnHGNNjPdxA79gS6DN9iTHmKNB3\n+pJAc3qaF2NMF3BqSpaAZYwpN8Zss+430/uhmEnveT9lFXsKuNmeCEefiGQBNwC/tx4LcDW90/iA\nH52/JoQRIiI3AaXGmJ39nhpo6o9MAtsXgb9a94Pp/IPpXM8iIrnAJcBGIM0YUw69SQNItS+yUfcr\ner8InpqvIglo6PMFyW9eBzrRzjCIyN+A9AGe+h7wXeC6gXYbYJtfdu061/kbY163ynyP3maEP5/a\nbYDyfnn+Xgimcz2DiEQDLwPfMMY0+cpkbaNNRG4EqowxW0XkylObByjqF68DTQjDYIxZPNB2EZkB\n5AE7rTdCFrBNRObh3dQffmGw8z9FRO4BbgSuMX/vzxww5++FYDrX00QkhN5k8GdjzCvW5koRGWeM\nKbeaSKvsi3BULQJuEpFPAeFALL01hngRcVm1BL95HWiT0Qgwxuw2xqQaY3KNMbn0fjDMMsZU0Dsl\nx91Wb6MFQOOpqnQgsRY8+jZwkzGmrc9Tg01fEoiCbkoWq738SWC/MeaXfZ7qO53NPcDrYx3bWDDG\nfMcYk2W975fRO23PXcBqeqfxAT86f60hjL63gE/RezG1DbjX3nBGzWNAGPCuVUvaYIz5yrmmLwk0\ng03zYnNYo20R8Hlgt4jssLZ9F/hP4AURuY/eXne32RSfXb4NrBCRnwDb6U2aPk9HKiullAK0yUgp\npZRFE4JSSilAE4JSSimLJgSllFKAJgSllFIWTQhKKaUATQhKKaUsmhCUUkoB8P8BB0w4p8LIcjYA\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxidLFMYYY3yyRGGMMcan/wdf1DNFJOspWQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p2'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVIzTRK+UUjFOE71SSsW4/w/o9/EP9DIloAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9JVSKoL8f1DLWl3IB6M5AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKQXA/wfIBRP/rCQMbgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSik3TQhKKaUA+P89IpdZIoY+EAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwBKCMcYYhyUEY4wxAPx/et1ayWu3dsQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD8CAYAAAB3u9PLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhyUEY4wxgCUEY4wxDksIxhhjAPj/iJtLzb3ZFngAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p3'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nogsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfEShLyLiIwp9EREfUeiLiPjI/wdiYYb5yB/plgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8v8BbuEmXnIEXXEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEREP+f/VYPFNtaGYNAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xl4XPV97/H3Vxrt+77bkndkjA1W\nsNnDGkgTTBIghKShWS7daJMmfRpyc2/a0KYpbW9oe8NzE55AQtqShJAFJzhxIITFNhiEMd4XWRa2\nbFnWvu/zu3/M2AghobE90szofF7Po0dnzvxm5juj0WfO/M7v/I455xAREW+Ii3QBIiIyexT6IiIe\notAXEfEQhb6IiIco9EVEPEShLyLiIQp9EREPUeiLiHiIQl9ExEN8kS5govz8fFdZWRnpMkREYspr\nr73W6pwrmK5d1IV+ZWUltbW1kS5DRCSmmNmbobRT946IiIco9EVEPEShLyLiIQp9EREPUeiLiHiI\nQl9ExEMU+iIiHqLQFxHxEIW+iIiHRN0RufJOj209MuOPceeaeTP+GCISedrSFxHxEIW+iIiHKPRF\nRDxEoS8i4iEKfRERD1Hoi4h4iEJfRMRDFPoiIh6i0BcR8RCFvoiIhyj0RUQ8RKEvIuIhCn0REQ9R\n6IuIeIhCX0TEQxT6IiIeotAXEfEQhb6IiIeEFPpmdqOZ7TezOjO7d5LrrzSzbWY2ama3TrjuLjM7\nGPy5K1yFi4jImZs29M0sHngQuAmoBj5mZtUTmh0B/gh4bMJtc4G/BdYAFwN/a2Y55162iIicjVC2\n9C8G6pxz9c65YeBHwLrxDZxzDc65HYB/wm3fBzztnGt3znUATwM3hqFuERE5C6GEfhlwdNzlxuC6\nUJzLbUVEJMxCCX2bZJ0L8f5Duq2Z3W1mtWZW29LSEuJdi4jImQol9BuBinGXy4HjId5/SLd1zj3k\nnKtxztUUFBSEeNciInKmQgn9V4HFZlZlZonAHcD6EO9/I3CDmeUEd+DeEFwnIiIRMG3oO+dGgXsI\nhPVe4HHn3G4zu8/MbgYws/eYWSNwG/AdM9sdvG078PcEPjheBe4LrhMRkQjwhdLIObcB2DBh3VfH\nLb9KoOtmsts+AjxyDjWKiEiY6IhcEREPUeiLiHiIQl9ExEMU+iIiHqLQFxHxEIW+iIiHKPRFRDxE\noS8i4iEKfRERD1Hoi4h4iEJfRMRDFPoiIh6i0BcR8RCFvoiIhyj0RUQ8RKEvIuIhCn0REQ9R6IuI\neIhCX0TEQxT6IiIeotAXEfEQhb6IiIco9EVEPEShLyLiIQp9EREPUeiLiHiIQl9ExEMU+iIiHhJS\n6JvZjWa238zqzOzeSa5PMrMfB6/famaVwfUJZvaome00s71m9uXwli8iImdi2tA3s3jgQeAmoBr4\nmJlVT2j2GaDDObcIeAC4P7j+NiDJObcCWA388akPBBERmX2hbOlfDNQ55+qdc8PAj4B1E9qsAx4N\nLj8BXGtmBjggzcx8QAowDHSHpXIRETljoYR+GXB03OXG4LpJ2zjnRoEuII/AB0Af0AQcAf7VOdd+\njjWLiMhZCiX0bZJ1LsQ2FwNjQClQBXzRzBa84wHM7jazWjOrbWlpCaEkERE5G6GEfiNQMe5yOXB8\nqjbBrpwsoB24E/iNc27EOXcS2AzUTHwA59xDzrka51xNQUHBmT8LEREJSSih/yqw2MyqzCwRuANY\nP6HNeuCu4PKtwLPOOUegS+caC0gD1gL7wlO6iIicqWlDP9hHfw+wEdgLPO6c221m95nZzcFmDwN5\nZlYHfAE4NazzQSAd2EXgw+N7zrkdYX4OIiISIl8ojZxzG4ANE9Z9ddzyIIHhmRNv1zvZehERiQwd\nkSsi4iEKfRERD1Hoi4h4iEJfRMRDFPoiIh6i0BcR8RCFvoiIhyj0RUQ8RKEvIuIhCn0REQ9R6IuI\neIhCX0TEQxT6IiIeotAXEfEQhb6IiIco9EVEPEShLyLiIQp9EREPUeiLiHhISOfIldjS2NHP60c6\nyUj2MS8vlYqcVBLi9fkuIgr9OaWpa4Bf7WjicGsfvjhj1O8AyE1L5K5LKinISIpwhSISaQr9OaK9\nb5jvbW4A4P3nF1NTmYvf76hv7ePJN47z7ecP8Ym186nKT4tsoSISUfrOPwf0D43y/S0NjPr9fPby\nKi5fXEByQjypST7OL8viT69aSFqSj0c2H6axoz/S5YpIBCn0Y5xzjv9+5Qgd/cP84dpKCjOT39Em\nNy2RP7lyAelJPh6vbWR41B+BSkUkGij0Y9yOxi4Ot/Zx8wWl79p1k5rk4yMXldPaO8TGPSdmsUIR\niSYK/Rg2MuZn4+4TlGQls7oyZ9r2iwrTuWRBHi8daqPuZO8sVCgi0UahH8O21LXSOTDC+1eUEGcW\n0m3et7yY3LREntp5HL9zM1yhiEQbhX6M6h0a5bkDLSwrzmBhQXrIt0v0xXH9eUU0dw+x81jXDFYo\nItEopNA3sxvNbL+Z1ZnZvZNcn2RmPw5ev9XMKsddd4GZvWRmu81sp5m9c0+jnLGt9W0Mjfq5cXnx\nGd92RXkWRZlJ/G7vScb82toX8ZJpQ9/M4oEHgZuAauBjZlY9odlngA7n3CLgAeD+4G19wH8Bf+Kc\nWw68FxgJW/UeNer388rhdpYUpU86Wmc6cWZcd14Rrb1DvHG0cwYqFJFoFcqW/sVAnXOu3jk3DPwI\nWDehzTrg0eDyE8C1ZmbADcAO59wbAM65NufcWHhK9649x7vpGRpl7YK8s76P6pJMSrOT+d2+Zm3t\ni3hIKKFfBhwdd7kxuG7SNs65UaALyAOWAM7MNprZNjP7m8kewMzuNrNaM6ttaWk50+fgOS/Xt5Gb\nlsiSooyzvg8z4+qlhXT0j7C3qTuM1YlINAsl9CcbFjJx03CqNj7gcuDjwd8fMrNr39HQuYecczXO\nuZqCgoIQSvKupq4BGtr6WVOVG/KInaksK84kOzWBl+rbwlSdiES7UEK/EagYd7kcOD5Vm2A/fhbQ\nHlz/vHOu1TnXD2wALjrXor1sa307CfHG6vnTj8ufTnycsbYqj8Otfew7oa19ES8IJfRfBRabWZWZ\nJQJ3AOsntFkP3BVcvhV41jnngI3ABWaWGvwwuArYE57SvWd0zM+OY50sL80iNTE8c+XVzM/BF2c8\nuqUhLPcnItFt2tAP9tHfQyDA9wKPO+d2m9l9ZnZzsNnDQJ6Z1QFfAO4N3rYD+CaBD47twDbn3FPh\nfxrecPBkL4MjflaWZ4XtPlOTfKyqyObnrx+js384bPcrItEppM1F59wGAl0z49d9ddzyIHDbFLf9\nLwLDNuUcvdHYSUpCPIsKz34H7mQuWZhH7ZsdPPFaI5+9YkFY71tEoouOyI0Rw6N+9jZ1c35ZFvFx\n57YDd6KSrBRWVmTzk9pGnKZmEJnTFPoxYu+JbkbGXFi7dsa7vaac/c09mppBZI5T6MeIHUc7yUz2\nUTlDZ7764MpSknxxPF57dPrGIhKzFPoxYHBkjAPNvawoyzrnsflTyUxO4Kbzi3ly+3EGR3TQtMhc\npdCPAQeaexhzjuWlM9O1c8rtNRX0DI6ycbdOsiIyVyn0Y8Depm5SE+OZl5c6o4+zdkEe5Tkp/KS2\ncUYfR0QiR6Ef5UbG/Oxv7mFZceaMde2cEhdnfPjCMrYcaqW5e3BGH0tEIkOhH+VebWhncMTPeSXh\nHZs/lXUXluF38Ms3Js60ISJzgUI/yj2z5yS+OGNRYehnxzoXCwvSWVGWxS+2H5uVxxOR2aXQj2LO\nOZ7ee4KFBekk+eJn7XHXrSpl17FunTxdZA5S6Eexgyd7Odo+wLJZ6to55eaVpcQZPKmtfZE5R6Ef\nxZ7Z2wwE5r2fTYWZyVy2KJ8ntx/XtAwic4xCP4o9v7+F6pJMslISZv2x160q40h7P9uO6By6InOJ\nQj9K9QyO8NqbHVy5JDJnEnvf8iKSfHHq4hGZYxT6UeqlQ22M+h1XRSj0M5ITuK66iF/taGJkzB+R\nGkQk/BT6Uer5Ay2kJcaH5bSIZ+uWVWW09w2z6WBrxGoQkfBS6Ech5xzPH2jh0kX5JPoi9ye6akkB\n2akJ/Px1dfGIzBUK/Sh0uLWPxo6BiPXnn5Loi+P9K0p4ek8zfUOjEa1FRMJDoR+Fnj/QAsBViyMb\n+hDo4hkYGeO3ezTzpshcoNCPQi8caGFBftqMz6oZipr5OZRlp/CL1zUXj8hcoNCPMkOjY7xc3x7x\nrp1T4uKMdatK2VTXSmvvUKTLEZFzpNCPMtve7GRgZIzLF+VHupTTbrmwjDG/41eaeVMk5in0o8zm\nulbi44w1C3IjXcppS4oyOK8kk19sV+iLxDqFfpTZVNfKqopsMpJnf+qFd3PLqlK2H+2kobUv0qWI\nyDlQ6EeRrv4RdjR2clkUde2ccvOqUszgSW3ti8Q0hX4Ueam+Db+DKxZHX+iXZKWwpiqXX2w/ppk3\nRWKYQj+KbK5rJS0xnlUV2ZEuZVK3rCrjcGsfOxq7Il2KiJwlhX4U2VzXypoFeSTER+ef5aYVJSTG\nx+lUiiIxLKR0MbMbzWy/mdWZ2b2TXJ9kZj8OXr/VzConXD/PzHrN7K/DU/bcc6xzgPrWvqgaqjlR\nVkoCVy8r4JdvNDGqmTdFYtK0oW9m8cCDwE1ANfAxM6ue0OwzQIdzbhHwAHD/hOsfAH597uXOXZuD\nM1leHoX9+ePdsqqM1t4hthxqi3QpInIWQtnSvxioc87VO+eGgR8B6ya0WQc8Glx+ArjWzAzAzG4B\n6oHd4Sl5btpU10pBRhKLC9MjXcq7unpZIRnJPnXxiMSoUEK/DDg67nJjcN2kbZxzo0AXkGdmacCX\ngK+92wOY2d1mVmtmtS0tLaHWPmf4/Y7Nda1cviif4Gdl1EpOiOf955ewcdcJBobHIl2OiJyhUEJ/\nshSaOGZvqjZfAx5wzvW+2wM45x5yztU452oKCqJjzpnZtO9ED219w1Hdnz/eugtL6RvWzJsisSiU\n0G8EKsZdLgcmHqFzuo2Z+YAsoB1YA/yzmTUAnwf+p5ndc441zzmb6wL9+dF4UNZk1lblUZadwk9q\nGyNdioicoVBC/1VgsZlVmVkicAewfkKb9cBdweVbgWddwBXOuUrnXCXwb8A/Oue+Faba54xNda0s\nKkynOCs50qWEJC7OuK2mnE11rRxt7490OSJyBqYN/WAf/T3ARmAv8LhzbreZ3WdmNwebPUygD78O\n+ALwjmGdMrmh0TG2Hm6Lma6dU26rqcAMfvKatvZFYokvlEbOuQ3AhgnrvjpueRC4bZr7+LuzqG/O\n2/ZmJ4Mj/pgL/bLsFK5YXMATtUf53LWLiY+L7h3QIhIQnYd+ekg0TqUcqo/WVHC8a5AXD3pvxJVI\nrFLoR9iLB1uicirlUFxXXUhOagI/fvXo9I1FJCoo9COovW+YHce6uDIKToB+NpJ88dy6upyn9zRz\nomsw0uWISAgU+hG0qa4V5+DKJbHVnz/eJ9bOZ8w5HnvlSKRLEZEQKPQj6IUDLWSnJnBBeXROpRyK\n+XlpXL20kMe2HmF4VJOwiUQ7hX6EOOd48WALly3Kj/mRL5+8ZD6tvUP8ZreO0BWJdgr9CDnQ3Etz\n9xBXxWh//nhXLi6gMi+VH2xpiHQpIjINhX6EvHAgMMzxihjuzz8lLs74xNr51L7ZwU6dVUskqin0\nI+SFgy0sLkynJCsl0qWExe3vqSAjyce3nz8U6VJE5F0o9CNgYHiMrYfbuXJJ7HftnJKZnMDH187n\n17uaaGjti3Q5IjIFhX4EvNLQzvCof06FPsCnL6vEFxfHQy/WR7oUEZmCQj8CXjjQQpIvjjVVsTf1\nwrspzEzmI6vLeOK1Rk726GAtkWik0I+AFw60cHFVLskJ8ZEuJezuvnIhI2N+Ht50ONKliMgkFPqz\n7HjnAAdP9sbs1AvTqcpP4+aVpTy6pUFb+yJRSKE/y07NSDnX+vPH+6vrljAy5njw2bpIlyIiEyj0\nZ9kLB1opzkxmSVF6pEuZMZX5adxeU85jrxyhsUNn1hKJJiGdREXCY8zv2FTXyg3VRZhF19QLj20N\n74RpFTmpOAef++F2PrK6nDvXzAvr/YvI2dGW/iza0dhJ18DInO7aOSU7NZE1VblsO9LB8c6BSJcj\nIkEK/Vn03P4WzIi5UyOerWuWFZGaGM/6N47jnIt0OSKCQn9W/W5fM6vn5ZCTlhjpUmZFSmI871te\nzJH2fn7++rFIlyMiKPRnTVPXALuOdXNddVGkS5lVF83PoTwnhX/csI+ewZFIlyPieQr9WfLM3pMA\nXHeet0I/zoybV5bS1jfEN369L9LliHieQn+WPLOnmar8NBYWpEW6lFlXnpPK/7hiAY9tPcJz+09G\nuhwRT1Poz4LeoVFeOtTGdecVRt1QzdnyheuXsLgwnS/9dAdd/ermEYkUhf4sePFAC8Njfs917YyX\nnBDPN29fRWvvMF/5xU6N5hGJEIX+LHh6bzNZKQmsnp8T6VIiakV5Fl+4fgm/2tHE93VqRZGIUOjP\nsJExP8/uO8k1ywrxxevl/tOrFnLdeUV8/am9vHK4PdLliHhOSClkZjea2X4zqzOzeye5PsnMfhy8\nfquZVQbXX29mr5nZzuDva8JbfvTbcqiNzv4R3r+iJNKlRIW4OOObH11JRW4qf/bf2zQ3j8gsmzb0\nzSweeBC4CagGPmZm1ROafQbocM4tAh4A7g+ubwU+6JxbAdwF/Ge4Co8VT+04TnqSjysWe+Mo3FBk\nJifwnT9czdDoGJ985BXa+4YjXZKIZ4SypX8xUOecq3fODQM/AtZNaLMOeDS4/ARwrZmZc+5159zx\n4PrdQLKZJYWj8FgwMuZn4+5mrq8umpMnTDkXS4oyePiu93CsY4BPfe8V+oZGI12SiCeEEvplwNFx\nlxuD6yZt45wbBbqAvAltPgK87pwbOrtSY8/mula6Bkb4A3XtTOriqly+dedF7Drezae+96qO2BWZ\nBaGE/mQDyyeOt3vXNma2nECXzx9P+gBmd5tZrZnVtrS0hFBSbNiws4mMJB9XLFHXzlSury7i3+9Y\nxbYjHXz8u1vpUFePyIwKJfQbgYpxl8uB41O1MTMfkAW0By+XAz8HPumcOzTZAzjnHnLO1TjnagoK\n5sa0w+O7dpJ86tp5Nx+4oJSHPrmafSd6uO07L/FmW1+kSxKZs0IJ/VeBxWZWZWaJwB3A+glt1hPY\nUQtwK/Csc86ZWTbwFPBl59zmcBUdC1482ELXgEbthOqaZUX84NMX09o7xLoHN7O5rjXSJYnMSdOG\nfrCP/h5gI7AXeNw5t9vM7jOzm4PNHgbyzKwO+AJwaljnPcAi4H+b2fbgT2HYn0UUeuK1RnLTEj1x\nwpRwWbsgjyf//DIKM5L45COv8ODv6xjz68hdkXAK6XSJzrkNwIYJ6746bnkQuG2S2/0D8A/nWGPM\n6egb5pk9J/nE2vkk+nRA1pmYn5fGz/7sMu796Q7+ZeN+nt/fwjc/upLynNRIlyYyJyiRZsAvdxxn\neMzPravLI11KTEpP8vF/P3Yh37x9JXuaurnhgRf47ov1jI75I12aSMxT6M+An9Q2Ul2SSXVpZqRL\niVlmxocvKuc3n7+CSxbk8Q9P7eWD39rMpoPq6xc5FyF170jo9p3oZuexLv72gxMPWva2x7YeOevb\nXrOskKLMZDbsauITD29lUWE6159XREXu27t87lwz71zLFJnzFPph9kRtIwnxxrpVE49fk7NlZpxf\nlsWy4gxePtzO7/ed5P89f4iFBWlcuaSARQXpnj1PgciZUuiHUf/wKI/XHuWG6mJyPXLy89nki4/j\n8kX5vGd+Dq80tLOprpXvbW4gPz2JNVW53LC8iPx0z8zyIXJWFPph9LNtx+geHOVTl1VGupQ5LSkh\nnisWF7B2QR67jnXxcn0bT+1s4te7mrhkYR4fuKCU9y3XB6/IZBT6YeKc4/tbGji/LNPzJ0uZLQnx\ncVw4L4cL5+VwomsQv3P8asdxvvyznfyvX+zi0oV5XLYon0sX5rG8NIv4OHUBiSj0w2RTXSt1J3v5\nP7etVP9yBBRnJXPnmnl88YYl7D7ezVM7m/jt7hP806/3AZCR7GNNVR5rqnK5oDyL5WVZpCfp7S/e\no3d9mHx/cwP56Yl8YKWmXYikUzt9zy/L4ks3LuNk9yAv1bfxcn0bWw618cze5mA7WJCfxopg21ND\nbLNT1SUkc5tCPwwONPfw7P6T/MU1izW5WpQpzExm3aqy06OpWnuH2Hmsi52NXew81sXL9e38Yvtb\n8weWZiVTXZp5+kOguiSLitwUfXuTOUOhHwb//sxBUhPi+dSllZEuRaaRn57E1UsLuXrpW1NAtfUO\nsbephz1NXew53s3u4908u+8kp6b9yUjycV5JJqvmZdM3NMq83FQykhNmpD4dayAzTaF/jvY2BfqP\n/+KaReRotEhMyktP4vLFSVw+7pSWgyNj7D/Rw56mbvYc72bX8S6+v7mB4eBUEDmpCczPS2NBfhoL\nC9PJUbeQxAiF/jn6t2cOkJHk47OXL4h0KRJGyQnxrKzIZmVF9ul1Q6NjPPDbAxxp7+fN9n4Onuxl\n+9FOAHLTEllYkMbCgnQWFKRrJ7FELb0zz8GuY11s3N3M569bTFbqzHzdl+iR5ItnXl4a8/LSuJzA\nMN3mniHqW3o5dLKXHY1dvNrQAUBxZvLpD4HK/DSdI1mihkL/LDnnuO+Xe8hOTeDTl1dFuhyJADOj\nODOZ4sxkLl2Yz5jfcbxzgEMtvdS19LL1cDubD7VhQGl2ClX5aVTmpVGZn0pqov71JDL0zjtLP9t2\njFca2vmnD68gc4Z26klsiY8zKnJTqchN5b1LCxkZ83OkvZ/6lj4a2vp4ub6NTXWtGFCUmUxVfhrz\n81Ipz0klJzVBI4RkVij0z0JX/wjf+PVeLpyXze01FdPfQDwpIT6OhQXpLCxIBwLnTW7sGOBwax8N\nrX3UvtnOS/VtAKQkxFOWncLRjn6Wl2ZyXkkmlXlpOopYwk6hfxb+5bf7aO8b5vufupg4/VNGjXOZ\nvnk2JMTHUZWfRlV+GgCjfj/N3UMc6xjgWOcAxzr7+c7zh04PFU2IN4qC3UfFWcmUZKVQnJlMSuK5\n7R+YjWGhs/G30PDWs6PQP0O/29vMf718hE9fVsX5ZVmRLkdimC8ujrLsFMqyU06vGx3zc7JniKau\nQU50DdDUPciepm5q3+w43SY7JYHirLc+CEoyk8lNTyRO3UMSAoX+GWjqGuCLP3mD6pJM/ubGpZEu\nR+YgX3wcpdkplGanAIGJ+5xz9AyOvu2D4ETXIAeae972raA4M5nK/DSq8tKYn5d2zt8IZG5S6Ido\ndMzPX/7wdUZG/Xzrzgs1BE9mjZmRmZJAZkoCS4szTq8fCX4rONE1wImuQRo7BthyqI0XD761s3hB\nQRpLizKozE8jIV5nRxWFfkj8fseXfrqTVxs6+LePrmJBcMecSCQlxL+ze2hkzM/Rjn4aWvtpaO3j\nlcPtbDnURkK8sbAgnaXFGVy5JJ/ynNR3uWeZyxT603DO8Y8b9vLTbY18/rrF3HKhToMo0SshPo4F\n+eksyH9rxFB9Sx/7m3vYf6KbfSd6eHL7cZYUpfPepYW8d2kBNfNzSfRF97eA4VE/w2N+RkYD02DE\nxRkdfcNkpiRohNMZUui/C+cc33z6AN/ddJg/urSSz127ONIliZyRhPg4lhZnsLQ4A3dBCa29w6Ql\nxfPc/ha+t/kwD71QT3qSj8sW5Z3+ECjJSpn+jsPM7xwdfcOc6B6kuXuQzv4Rugbe+hkKhv149/8m\ncK6ErJQESrNTKM9JYUF+GsvLsji/NDDkVaPr3kmhP4Wh0THu/elOfv76MW6vKeerH6jWwTMS08yM\ngowk7lwzj89esYDeoVG21LXy3IEWntt3ko27A+caWFacwVVLClg9P4dV87IpzEgOax0Dw2M0dw9y\nIrhD+kRweXhcsGck+chKTSA/PYmFhelkJvlITIgnIc4wA78fVpRn0TUwQnvfME1dAxxp6+f5/S2n\nJ8VLS4ynujSTi+bncMmCPN5TmUua5kRS6E/maHs/f/Xj7dS+2cFf37CEP796kQJf5pz0JB83LC/m\nhuXFOOc4eLKX3+87yXP7W3h402G+80I9AGXZKayqyGZFedbp4wyKMpLJTPFN+n/h9zt6h0bpHhih\nZ3CEroFRWnoGae4Z4mT3IN2Do6fbpiTEU5yVzOr5OZQEj0cozEgOqbtpsnH6w6N+6k72sut4F7uP\nBc6Z8Mimw3zn+Xp8ccbKimwuWZDHpYvyWD0/x5PnvzDnXKRreJuamhpXW1sbkcf2+x0/eKmB+3+z\nn/g44xsfXsEHV5ZGpJbxov2gI4ktoRzUNDgyxq5jXWw/2snrRzvZfqSTY50Db2uTGB9HZoqPJF88\nCfHGyJhjaNRPZ/8wo/6350pCvFGYkUxhRhJFmckUZiZRkpVCZvLkHxzheh4A/cOjvPZmB1sOtfHS\noTZ2HutizO9ITojjPZW5XLYon8sX5VNdkhnT3UFm9ppzrma6dtrSJxD2G3Y18R+/O8iB5l6uWlLA\nNz68IjhWWsR7khPiqanMpaYy9/S6roERGloD8wi19AzR2jtMz2Cgv31kzI8vLo5EXxw5qQkcae8n\nMzmBzGQfGSkJZKUkROzgsdREH1csLuCKxQUA9AyOsLW+nc2HWtlc13r6PMrZqQlcujCPSxcGPgTm\n56XOyW/4IYW+md0I/DsQD3zXOfdPE65PAn4ArAbagI865xqC130Z+AwwBvylc25j2Ko/R40d/fx8\n2zF+uq2RhrZ+Fhem8607L+QPVpTMyT+2yLnISkl4xzkGphLN304zkhO4rrqI66qLADjZPciWQ21s\nrgt8CGzYeQIITI+9Kvh8V1ZksaIsa8bOmDabpg19M4sHHgSuBxqBV81svXNuz7hmnwE6nHOLzOwO\n4H7go2ZWDdwBLAdKgWfMbIlzbizcT2Q6zjkaOwbYfTww5/mmg63sb+4BYO2CXL54w1Lev6JEw79E\nPKYwM5lbLizjlgvLcM7R0NbPprpWahvaeeNoJ7/ZHfgQMIP5uaksKgxMorcw+LsiJ4W89KSYyY5Q\ntvQvBuqcc/UAZvYjYB0wPvSWPcDSAAAGOUlEQVTXAX8XXH4C+JYFNpXXAT9yzg0Bh82sLnh/L4Wn\n/Ld0DYzw2pvtdPSN0DkwQmf/MB39w7T2DHO0o58jbf30DAV2ICX64nhPZQ4fumgZf7CihIpcHagi\nIoERTqd2Vv/h2vkAdPQNs+NYF28c7WT/iR7qTvbywoHW06OEIDCtdlFGEkVZgQnyslMDR1BnJge6\ntjKSA/s+knxxgZ+EOOLj4ji1T/XUHpCc1MTTE/LNlFBCvww4Ou5yI7BmqjbOuVEz6wLygutfnnDb\nGTm6qaG1j09//60dwHEW+Dqam5bIvNxUaubnsKQ4g+WlWSwrztA0CiISkpy0RK5aUsBVSwpOrxvz\nO46293OopZfjnQOc6B6kqStwjMGB5h66BgKjl8Z/MITiAxeU8K07Lwr3U3ibUEJ/su8sE4f8TNUm\nlNtiZncDdwcv9prZ/hDqOlP5QOsM3O9sUf2RE8u1w4T6Px7BQs7ClK99jDyPM3rvPAg8ePZPbH4o\njUIJ/UZg/JlCyoHjU7RpNDMfkAW0h3hbnHMPAQ+FUvDZMrPaUIYzRSvVHzmxXDvEdv2xXDtEZ/2h\nTLjxKrDYzKrMLJHAjtn1E9qsB+4KLt8KPOsCnVXrgTvMLMnMqoDFwCvhKV1ERM7UtFv6wT76e4CN\nBIZsPuKc221m9wG1zrn1wMPAfwZ31LYT+GAg2O5xAjt9R4E/j8TIHRERCQhpnL5zbgOwYcK6r45b\nHgRum+K2Xwe+fg41hsuMdh/NAtUfObFcO8R2/bFcO0Rh/VE3DYOIiMyc6J5EW0REwmpOhr6ZLTWz\n7eN+us3s82aWa2ZPm9nB4O+cSNc6GTP7KzPbbWa7zOyHZpYc3JG+NVj7j4M71aOSmX0uWPtuM/t8\ncF3UvvZm9oiZnTSzXePWTVqvBfyHmdWZ2Q4zm9lB1dOYovbbgq+938xqJrT/crD2/Wb2vtmv+O2m\nqP9fzGxf8PX9uZllj7suFur/+2Dt283st2ZWGlwfHe8d59yc/iGw8/kEgTGs/wzcG1x/L3B/pOub\npN4y4DCQErz8OPBHwd93BNd9G/jTSNc6Rf3nA7uAVAL7jJ4hMGoral974ErgImDXuHWT1gu8H/g1\ngWNQ1gJbo7D284ClwHNAzbj11cAbQBJQBRwC4qOw/hsAX3D5/nGvfazUnzlu+S+Bb0fTe2dObulP\ncC1wyDn3JoFpIR4Nrn8UuCViVb07H5ASPOYhFWgCriEwxQVEd+3nAS875/qdc6PA88CHiOLX3jn3\nAoFRZ+NNVe864Acu4GUg28xKZqfSd5qsdufcXufcZAc4np4WxTl3GDg1LUrETFH/b4PvHQgc0V8e\nXI6V+rvHXUzjrQNSo+K944XQvwP4YXC5yDnXBBD8XRixqqbgnDsG/CtwhEDYdwGvAZ3j/hFmbDqL\nMNgFXGlmeWaWSmDrpoIYeO0nmKreyaYlida/xUSxWPunCWwdQwzVb2ZfN7OjBA4cPjXSMSrqn9Oh\nH+z3vhn4SaRrCVWw73gdga+vpQS2FG6apGlUDrtyzu0l8JX8aeA3BL6Oj77rjWJLSFOLRKmYqt3M\nvkLgvfPfp1ZN0iwq63fOfcU5V0Gg9nuCq6Oi/jkd+gTCcptzrjl4ufnU16ng75MRq2xq1wGHnXMt\nzrkR4GfApQS+Cp46rmLS6SyihXPuYefcRc65Kwl89T1IbLz2401Vb0hTi0SpmKndzO4CPgB83AU7\nxImh+sd5DPhIcDkq6p/rof8x3uragbdPF3EX8OSsVzS9I8BaM0s1MyOwT2IP8HsCU1xA9NYOgJkV\nBn/PAz5M4G8QC6/9eFPVux74ZHAkxlqg61Q3UAyIiWlRLHDSpi8BNzvn+sddFSv1Lx538WZgX3A5\nOt47kdzzPZM/BHaAtgFZ49blAb8jsOX5OyA30nVOUfvXCLxRdgH/SWC0wgICb/A6At1VSZGu813q\nf5HAB9UbwLXR/toT+FBqAkYIbI19Zqp6CXxFf5DAyJGdjBsdE0W1fyi4PAQ0AxvHtf9KsPb9wE1R\n+trXEej73h78+XaM1f/T4P/uDuCXQFk0vXd0RK6IiIfM9e4dEREZR6EvIuIhCn0REQ9R6IuIeIhC\nX0TEQxT6IiIeotAXEfEQhb6IiIf8f5osf4hYllABAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['bp3'].data.numpy().ravel())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectre" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTgAOh8Oxo3ACcDgcjh3F/weR62a4CjnbGQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEKCAYAAADq59mMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmqCa3nhZJS4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEKCAYAAAA8QgPpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wM6bELwg3E85AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEKCAYAAAASByJ7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXB+deD4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD8CAYAAACSCdTiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEKCAYAAAASByJ7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghAygIhBBCAAD/HxfUOj5IBOWAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dWs = []\n", "for iters, trial in enumerate(np.arange(0, 301, 100)):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " game.net.h2o = nn.Parameter(torch.randn(512, 4) * 1 * np.sqrt(2.0/(512+4)))\n", " if iters == 0:\n", " W0 = game.net.h2h \n", " W = game.net.h2h \n", " dWs.append(W - W0)\n", " Weff = game.net.h2h + game.net.h2o.matmul(game.net.a2h)\n", " plt.figure()\n", " plt.scatter (W.eig()[0][:,0].data.numpy(), W.eig()[0][:,1].data.numpy(), label = trial, color = 'r')\n", " plt.figure()\n", " plt.scatter (Weff.eig()[0][:,0].data.numpy(), Weff.eig()[0][:,1].data.numpy(), label = trial, color = 'b')\n", " \n", " plt.legend()\n", "# plt.xlim(-2, 2)\n", "# plt.ylim(-3, 3)\n", "\n", " plt.xlabel('eigen real')\n", " plt.ylabel('eigen img')\n", " plt.savefig('eigen{}'.format(trial))\n", "# print (Weff)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 0.390879 -0.00775833 -0.0230338\n", "100 -0.350959 -0.00495475 -0.0230338\n", "100 -0.368603 0.0661997 -0.0230338\n", "100 0.412384 0.0319959 -0.0230338\n", "200 -0.181775 -0.0804341 0.0372348\n", "200 0.324336 -0.00319426 0.0372348\n", "200 0.225949 0.0447154 0.0372348\n", "200 -0.271854 0.0162901 0.0372348\n", "300 -0.0355017 0.0226062 0.0362271\n", "300 0.188981 0.0746615 0.0362271\n", "300 0.0940341 0.0427294 0.0362271\n", "300 -0.128741 0.0033626 0.0362271\n" ] } ], "source": [ "trial = np.arange(0, 301, 100)\n", "for dW, trial in zip(dWs[1:], trial[1:]):\n", " dW = dW.data.numpy()\n", " dW_shuffle = np.random.permutation(dW.ravel()).reshape(512, 512)\n", " u, s, vh = np.linalg.svd(dW)\n", " u_shuffle, s_shuffle, vh_shuffle = np.linalg.svd(dW_shuffle)\n", "\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " for i in range(4):\n", " wah0 = game.net.state_dict()['a2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[2])/(np.linalg.norm(vh[2]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[2])/(np.linalg.norm(u[2]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[2], vh[2])/(np.linalg.norm(u[2]) * np.linalg.norm(vh[2]))\n", " print (trial, theta1, theta2, theta3)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'wah pre1')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAENCAYAAAD6/JlzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ax = subplot(1, 1, 1)\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['right'].set_visible(False)\n", "for r in np.arange(80):\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(300)))\n", " theta = 0\n", " for i in range(4):\n", " wah0 = game.net.state_dict()['a2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[r])/(np.linalg.norm(vh[r]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[r])/(np.linalg.norm(u[r]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[0], vh[r])/(np.linalg.norm(u[r]) * np.linalg.norm(vh[0]))\n", " theta += np.abs(theta1)\n", " plt.scatter(r, theta/4, color = 'r')\n", "# print (trial, theta1, theta2, theta3)\n", "plt.xticks(size = 15)\n", "plt.yticks(size = 15)\n", "plt.title('wah pre1')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'wih pre1')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAENCAYAAAD6/JlzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wG3yJWkLeo2SwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ax = subplot(1, 1, 1)\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['right'].set_visible(False)\n", "for r in np.arange(80):\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(300)))\n", " theta = np.zeros(9)\n", " for i in range(9):\n", " wah0 = game.net.state_dict()['i2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[r])/(np.linalg.norm(vh[r]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[r])/(np.linalg.norm(u[r]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[0], vh[r])/(np.linalg.norm(u[r]) * np.linalg.norm(vh[0]))\n", " theta [i] = np.abs(theta1)\n", " plt.scatter(r, np.mean(theta), color = 'k')\n", "# print (trial, theta1, theta2, theta3)\n", "plt.xticks(size = 15)\n", "plt.yticks(size = 15)\n", "plt.title('wih pre1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If look carefully, the slow timescale here is a very long transient, it will not return to baseline in a very long run of game, that is different from gru, which maintains a baseline. If the system is a true integrator, it should not loose the baseline, because there is no concept of return in this case. \n", "\n", "The very slow timescale could make the system harder to reset, except I use a strong input. So reset upon input and remember is always contradictory. If I design a task also need to pay attention to fast timescale , this will fail more throughly " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Timescale, Spatial Information & Performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**There is change associate with the pretraining, but if coupling all factors and use short stimlus pulses, there is no big effect**\n", "\n", "**charaterize the system by timescale in this case, and input - output correlation with random action, use these two parameters to predict learning** \n", "\n", "**Another approach is the random readout compare, the specific readout is related to one network, if we look at things statistically, something related to Whh will truly reveal. The distribution also permits us to give continouse number as probability of bi-stability**\n", "\n", "**Characterize the limit cycle by period and shape/complexity/dimension of wave**" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njRvvjQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfzOzAjn8zcwK5PA3MyvQ3zaRfPQ6K+WzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(268, 271):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(4):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/pqmaTb0/93zbXJMwbZyAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUCT/EEJooEj+IYTQQD8BZLrjpS78xH4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(240, 242):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(4):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00359258777337 0.111252153752 0.19845988994\n", "[ 0.20793619 0.14652154 0.11355265 0.0986721 0.08997102 0.08340002\n", " 0.07902051 0.07094319]\n", "0.00528027953828 0.114984945027 0.249586715543\n", "[ 0.27966282 0.17961043 0.1275874 0.09754212 0.07494862 0.06061726\n", " 0.05284483 0.04706607]\n" ] } ], "source": [ "for i in range(240, 242):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00493505710333 0.152222948441 0.202392665923\n", "[ 0.26879487 0.22103227 0.17590467 0.15035506 0.12497558 0.10606365\n", " 0.09189658 0.0787609 ]\n", "0.00390331959992 0.141510585976 0.201703635868\n", "[ 0.28059016 0.23068032 0.17510214 0.13389911 0.10428355 0.08201929\n", " 0.06904923 0.05646089]\n" ] } ], "source": [ "for i in range(270, 272):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00401941463355 0.143619246206 0.241519813308\n", "[ 0.28156884 0.23252155 0.17156794 0.13090115 0.10672754 0.0881687\n", " 0.07412084 0.06337742]\n", "0.0045640745585 0.209057559742 0.24842383187\n", "[ 0.33300248 0.29455858 0.25045958 0.2088597 0.17731414 0.15464258\n", " 0.13579732 0.1178261 ]\n" ] } ], "source": [ "for i in range(300, 302):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00423414300718 0.175707821548 0.200672547185\n", "[ 0.31543965 0.28271846 0.22428782 0.17213538 0.13264326 0.10799478\n", " 0.09109669 0.07934652]\n" ] } ], "source": [ "for i in range(350, 351):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decoding" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2388983808\n", "0 4.13954935638\n", "clear session data 49 2393575424\n", "1 4.1975040369\n", "decode train finish 4.16852669664\n" ] } ], "source": [ "for trial in [0]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec0, prec_matrix0 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2381803520\n", "0 2.83543073845\n", "clear session data 49 2381803520\n", "1 3.46578978323\n", "decode train finish 3.15061026084\n" ] } ], "source": [ "for trial in [100]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1.2583233754344303" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAD0CAYAAAB0BvjdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix - prec_matrix0)\n", "plt.colorbar()\n", "np.mean(prec_matrix - prec_matrix0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2377691136\n", "0 3.11454423924\n", "clear session data 49 2377641984\n", "1 3.37589635441\n", "decode train finish 3.24522029683\n" ] } ], "source": [ "# Not distinguish the context, then train decoder, ** the middle increase of decoding error reflects appearence of context separation**\n", "\n", "for trial in [200]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2381996032\n", "0 3.04251318011\n", "clear session data 49 2381996032\n", "1 3.38092027645\n", "decode train finish 3.21171672828\n" ] } ], "source": [ "for trial in [300]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec3, prec_matrix3 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.061106467439978662" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAD0CAYAAAB0BvjdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzBrMCcCswZwAzBrMCcCswZwAzBrs/wH6ovsklw9COAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix3 - prec_matrix)\n", "plt.colorbar()\n", "np.mean(prec_matrix3 - prec_matrix)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2377641984\n", "0 2.63301043751\n", "clear session data 49 2377641984\n", "1 3.67791863292\n", "decode train finish 3.15546453522\n" ] } ], "source": [ "for trial in [359]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2393829376\n", "0 2.86177376697\n", "clear session data 49 2398154752\n", "1 3.28660322884\n", "decode train finish 3.07418849791\n" ] }, { "ename": "NameError", "evalue": "name 'prec_matrix' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mweight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'weights_cpu/rnn_1515tanh512_checkpoint{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mPrec4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprec_matrix4\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPretest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize_range\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize_test\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepsilon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Dist{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprec_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'prec_matrix' is not defined" ] } ], "source": [ "for trial in [399]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec4, prec_matrix4 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.079249917670852973" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAD0CAYAAAB0BvjdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix4 - prec_matrix)\n", "plt.colorbar()\n", "np.mean(prec_matrix4 - prec_matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**If increasing gain of action, then directions will be strongly represented, good for obstacles tasks**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary\n", "\n", "**0 The strategy is directly reflecting the internal dynamics**\n", "\n", "**1 The ability to model the external world lies in richness of internal dynamics, for example the distribution of timescales forms during the pretraining**\n", "\n", "**2 To characterize the rich internal timescales , there are 5 features, 1, the ratio limit cycle/fix point 2, the mean of relaxation time to fix point 3, the variance of relaxation timescale to fix point 4, the distribution of timescales of limit cycles 5, The multi-stablity from stimulus**\n", "\n", "**3 The performance are : extrapolation performance(small, large), intrapolation performance(small , middle , large), learning speed, learning stability, Try to to connect the 5 features of dynamics to the performance metrix**\n", "\n", "**4, Until now ratio limit cycle/fix point during the close loop form seems to indicates best the performance but with noise.** \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**what is the relation between close loop and open loop analysis?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "longer time, there is no pheonmean associate with multi-stability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here with action feedback, dynamics shift to a totally different regime which is around hopf bifurcation, but it is not hugely shaped by the stimulus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this graph of PC, we will see that the representation states of trajectory (3,5) and (14,5) are actually qutie close to each other , reflecting symmetry in real space, it is in spirit of predictive decoding, using least number of interal states to play well. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "**Internal dynamics rather than decoding performance influences more the performance in uncertain enviroments**\n", "\n", "**Consider to think in global loops rather than separated system, thus the coupled dynamical system. This system, which has its genome on its internal weights, will have quite different different pheno-types from the global loops, richness of internal dynamics turns into extenable phenotypes which supports behaviours across scales. The different types of attractors, fix point, limit cycle becomes substrate of strategy in different size rooms. Thus generalization can be done until certain size, which offers complicate behaviour with a \"simple mind\"**\n", "\n", "**The triangle between decoding, dynamics and navigation should be like: 1, dynamics coded by internal weight is most fundamental, it gives rise to different representations(phenotypes). 2, The relation between decoding and navigation are reciprocal. not random behaviour gives better enviromental prediction(complement the free energy principle) 2, we should distinguish internal dynamics and global dynamics**" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "759px", "left": "0px", "right": "1228px", "top": "67px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }