{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample-Efficient Value-Based Methods\n",
    "\n",
    "> 그로킹 심층 강화학습 중 10장 내용인 \"샘플 효율적인 가치기반의 학습 방법들\"에 대한 내용입니다.\n",
    "\n",
    "- hide: true\n",
    "- toc: true\n",
    "- badges: true\n",
    "- comments: true\n",
    "- author: Chanseok Kang\n",
    "- categories: [Python, Reinforcement_Learning, Grokking_Deep_Reinforcement_Learning]\n",
    "- permalink: /book/:title:output_ext\n",
    "- search_exclude: false"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note: 실행을 위해 아래의 패키지들을 설치해주기 바랍니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#collapse\n",
    "!pip install tqdm numpy scikit-learn pyglet setuptools && \\\n",
    "!pip install gym asciinema pandas tabulate tornado==5.* PyBullet && \\\n",
    "!pip install git+https://github.com/pybox2d/pybox2d#egg=Box2D && \\\n",
    "!pip install git+https://github.com/mimoralea/gym-bandits#egg=gym-bandits && \\\n",
    "!pip install git+https://github.com/mimoralea/gym-walk#egg=gym-walk && \\\n",
    "!pip install git+https://github.com/mimoralea/gym-aima#egg=gym-aima && \\\n",
    "!pip install gym[atari]\n",
    "!pip install torch torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings ; warnings.filterwarnings('ignore')\n",
    "import os\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "\n",
    "import numpy as np\n",
    "from IPython.display import display\n",
    "from collections import namedtuple, deque\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.pylab as pylab\n",
    "from itertools import cycle, count\n",
    "from textwrap import wrap\n",
    "\n",
    "import matplotlib\n",
    "import subprocess\n",
    "import os.path\n",
    "import tempfile\n",
    "import random\n",
    "import base64\n",
    "import pprint\n",
    "import glob\n",
    "import time\n",
    "import json\n",
    "import sys\n",
    "import gym\n",
    "import io\n",
    "import os\n",
    "import gc\n",
    "import platform\n",
    "\n",
    "from gym import wrappers\n",
    "from subprocess import check_output\n",
    "from IPython.display import HTML\n",
    "\n",
    "LEAVE_PRINT_EVERY_N_SECS = 60\n",
    "ERASE_LINE = '\\x1b[2K'\n",
    "EPS = 1e-6\n",
    "RESULTS_DIR = os.path.join('.', 'gym-results')\n",
    "SEEDS = (12, 34, 56, 78, 90)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "params = {\n",
    "    'figure.figsize': (15, 8),\n",
    "    'font.size': 24,\n",
    "    'legend.fontsize': 20,\n",
    "    'axes.titlesize': 28,\n",
    "    'axes.labelsize': 24,\n",
    "    'xtick.labelsize': 20,\n",
    "    'ytick.labelsize': 20\n",
    "}\n",
    "pylab.rcParams.update(params)\n",
    "np.set_printoptions(suppress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_make_env_fn(**kargs):\n",
    "    def make_env_fn(env_name, seed=None, render=None, record=False,\n",
    "                    unwrapped=False, monitor_mode=None, \n",
    "                    inner_wrappers=None, outer_wrappers=None):\n",
    "        mdir = tempfile.mkdtemp()\n",
    "        env = None\n",
    "        if render:\n",
    "            try:\n",
    "                env = gym.make(env_name, render=render)\n",
    "            except:\n",
    "                pass\n",
    "        if env is None:\n",
    "            env = gym.make(env_name)\n",
    "        if seed is not None: env.seed(seed)\n",
    "        env = env.unwrapped if unwrapped else env\n",
    "        if inner_wrappers:\n",
    "            for wrapper in inner_wrappers:\n",
    "                env = wrapper(env)\n",
    "        env = wrappers.Monitor(\n",
    "            env, mdir, force=True, \n",
    "            mode=monitor_mode, \n",
    "            video_callable=lambda e_idx: record) if monitor_mode else env\n",
    "        if outer_wrappers:\n",
    "            for wrapper in outer_wrappers:\n",
    "                env = wrapper(env)\n",
    "        return env\n",
    "    return make_env_fn, kargs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_videos_html(env_videos, title, max_n_videos=5):\n",
    "    videos = np.array(env_videos)\n",
    "    if len(videos) == 0:\n",
    "        return\n",
    "    \n",
    "    n_videos = max(1, min(max_n_videos, len(videos)))\n",
    "    idxs = np.linspace(0, len(videos) - 1, n_videos).astype(int) if n_videos > 1 else [-1,]\n",
    "    videos = videos[idxs,...]\n",
    "\n",
    "    strm = '<h2>{}</h2>'.format(title)\n",
    "    for video_path, meta_path in videos:\n",
    "        video = io.open(video_path, 'r+b').read()\n",
    "        encoded = base64.b64encode(video)\n",
    "\n",
    "        with open(meta_path) as data_file:    \n",
    "            meta = json.load(data_file)\n",
    "\n",
    "        html_tag = \"\"\"\n",
    "        <h3>{0}</h3>\n",
    "        <video width=\"960\" height=\"540\" controls>\n",
    "            <source src=\"data:video/mp4;base64,{1}\" type=\"video/mp4\" />\n",
    "        </video>\"\"\"\n",
    "        strm += html_tag.format('Episode ' + str(meta['episode_id']), encoded.decode('ascii'))\n",
    "    return strm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Windows'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "platform.system()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_gif_html(env_videos, title, subtitle_eps=None, max_n_videos=4):\n",
    "    videos = np.array(env_videos)\n",
    "    if len(videos) == 0:\n",
    "        return\n",
    "    \n",
    "    n_videos = max(1, min(max_n_videos, len(videos)))\n",
    "    idxs = np.linspace(0, len(videos) - 1, n_videos).astype(int) if n_videos > 1 else [-1,]\n",
    "    videos = videos[idxs,...]\n",
    "\n",
    "    strm = '<h2>{}</h2>'.format(title)\n",
    "    for video_path, meta_path in videos:\n",
    "        basename = os.path.splitext(video_path)[0]\n",
    "        gif_path = basename + '.gif'\n",
    "        if not os.path.exists(gif_path):\n",
    "            if platform.system() == 'Linux':\n",
    "                ps = subprocess.Popen(\n",
    "                    ('ffmpeg', \n",
    "                     '-i', video_path, \n",
    "                     '-r', '7',\n",
    "                     '-f', 'image2pipe', \n",
    "                     '-vcodec', 'ppm',\n",
    "                     '-crf', '20',\n",
    "                     '-vf', 'scale=512:-1',\n",
    "                     '-'), \n",
    "                    stdout=subprocess.PIPE,\n",
    "                    universal_newlines=True)\n",
    "                output = subprocess.check_output(\n",
    "                    ('convert',\n",
    "                     '-coalesce',\n",
    "                     '-delay', '7',\n",
    "                     '-loop', '0',\n",
    "                     '-fuzz', '2%',\n",
    "                     '+dither',\n",
    "                     '-deconstruct',\n",
    "                     '-layers', 'Optimize',\n",
    "                     '-', gif_path), \n",
    "                    stdin=ps.stdout)\n",
    "                ps.wait()\n",
    "            else:\n",
    "                ps = subprocess.Popen('ffmpeg -i {} -r 7 -f image2pipe \\\n",
    "                                      -vcodec ppm -crf 20 -vf scale=512:-1 - | \\\n",
    "                                      convert -coalesce -delay 7 -loop 0 -fuzz 2% \\\n",
    "                                      +dither -deconstruct -layers Optimize \\\n",
    "                                      - {}'.format(video_path, gif_path), \n",
    "                                      stdin=subprocess.PIPE, \n",
    "                                      shell=True)\n",
    "                ps.wait()\n",
    "\n",
    "        gif = io.open(gif_path, 'r+b').read()\n",
    "        encoded = base64.b64encode(gif)\n",
    "            \n",
    "        with open(meta_path) as data_file:    \n",
    "            meta = json.load(data_file)\n",
    "\n",
    "        html_tag = \"\"\"\n",
    "        <h3>{0}</h3>\n",
    "        <img src=\"data:image/gif;base64,{1}\" />\"\"\"\n",
    "        prefix = 'Trial ' if subtitle_eps is None else 'Episode '\n",
    "        sufix = str(meta['episode_id'] if subtitle_eps is None \\\n",
    "                    else subtitle_eps[meta['episode_id']])\n",
    "        strm += html_tag.format(prefix + sufix, encoded.decode('ascii'))\n",
    "    return strm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dueling DDQN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FCQ(nn.Module):\n",
    "    def __init__(self, \n",
    "                 input_dim, \n",
    "                 output_dim, \n",
    "                 hidden_dims=(32,32), \n",
    "                 activation_fc=F.relu):\n",
    "        super(FCQ, self).__init__()\n",
    "        self.activation_fc = activation_fc\n",
    "\n",
    "        self.input_layer = nn.Linear(input_dim, hidden_dims[0])\n",
    "\n",
    "        self.hidden_layers = nn.ModuleList()\n",
    "        for i in range(len(hidden_dims)-1):\n",
    "            hidden_layer = nn.Linear(hidden_dims[i], hidden_dims[i+1])\n",
    "            self.hidden_layers.append(hidden_layer)\n",
    "        self.output_layer = nn.Linear(hidden_dims[-1], output_dim)\n",
    "\n",
    "        device = \"cpu\"\n",
    "        if torch.cuda.is_available():\n",
    "            device = \"cuda:0\"\n",
    "        self.device = torch.device(device)\n",
    "        self.to(self.device)\n",
    "        \n",
    "    def _format(self, state):\n",
    "        x = state\n",
    "        if not isinstance(x, torch.Tensor):\n",
    "            x = torch.tensor(x, \n",
    "                             device=self.device, \n",
    "                             dtype=torch.float32)\n",
    "            x = x.unsqueeze(0)\n",
    "        return x\n",
    "\n",
    "    def forward(self, state):\n",
    "        x = self._format(state)\n",
    "        x = self.activation_fc(self.input_layer(x))\n",
    "        for hidden_layer in self.hidden_layers:\n",
    "            x = self.activation_fc(hidden_layer(x))\n",
    "        x = self.output_layer(x)\n",
    "        return x\n",
    "    \n",
    "    def numpy_float_to_device(self, variable):\n",
    "        variable = torch.from_numpy(variable).float().to(self.device)\n",
    "        return variable\n",
    "    \n",
    "    def load(self, experiences):\n",
    "        states, actions, new_states, rewards, is_terminals = experiences\n",
    "        states = torch.from_numpy(states).float().to(self.device)\n",
    "        actions = torch.from_numpy(actions).long().to(self.device)\n",
    "        new_states = torch.from_numpy(new_states).float().to(self.device)\n",
    "        rewards = torch.from_numpy(rewards).float().to(self.device)\n",
    "        is_terminals = torch.from_numpy(is_terminals).float().to(self.device)\n",
    "        return states, actions, new_states, rewards, is_terminals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GreedyStrategy():\n",
    "    def __init__(self):\n",
    "        self.exploratory_action_taken = False\n",
    "\n",
    "    def select_action(self, model, state):\n",
    "        with torch.no_grad():\n",
    "            q_values = model(state).cpu().detach().data.numpy().squeeze()\n",
    "            return np.argmax(q_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EGreedyStrategy():\n",
    "    def __init__(self, epsilon=0.1):\n",
    "        self.epsilon = epsilon\n",
    "        self.exploratory_action_taken = None\n",
    "\n",
    "    def select_action(self, model, state):\n",
    "        self.exploratory_action_taken = False\n",
    "        with torch.no_grad():\n",
    "            q_values = model(state).cpu().detach().data.numpy().squeeze()\n",
    "\n",
    "        if np.random.rand() > self.epsilon:\n",
    "            action = np.argmax(q_values)\n",
    "        else: \n",
    "            action = np.random.randint(len(q_values))\n",
    "\n",
    "        self.exploratory_action_taken = action != np.argmax(q_values)\n",
    "        return action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EGreedyLinearStrategy():\n",
    "    def __init__(self, init_epsilon=1.0, min_epsilon=0.1, max_steps=20000):\n",
    "        self.t = 0\n",
    "        self.epsilon = init_epsilon\n",
    "        self.init_epsilon = init_epsilon\n",
    "        self.min_epsilon = min_epsilon\n",
    "        self.max_steps = max_steps\n",
    "        self.exploratory_action_taken = None\n",
    "        \n",
    "    def _epsilon_update(self):\n",
    "        epsilon = 1 - self.t / self.max_steps\n",
    "        epsilon = (self.init_epsilon - self.min_epsilon) * epsilon + self.min_epsilon\n",
    "        epsilon = np.clip(epsilon, self.min_epsilon, self.init_epsilon)\n",
    "        self.t += 1\n",
    "        return epsilon\n",
    "\n",
    "    def select_action(self, model, state):\n",
    "        self.exploratory_action_taken = False\n",
    "        with torch.no_grad():\n",
    "            q_values = model(state).cpu().detach().data.numpy().ipynb_checkpoints/squeeze()\n",
    "\n",
    "        if np.random.rand() > self.epsilon:\n",
    "            action = np.argmax(q_values)\n",
    "        else: \n",
    "            action = np.random.randint(len(q_values))\n",
    "\n",
    "        self.epsilon = self._epsilon_update()\n",
    "        self.exploratory_action_taken = action != np.argmax(q_values)\n",
    "        return action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EGreedyExpStrategy():\n",
    "    def __init__(self, init_epsilon=1.0, min_epsilon=0.1, decay_steps=20000):\n",
    "        self.epsilon = init_epsilon\n",
    "        self.init_epsilon = init_epsilon\n",
    "        self.decay_steps = decay_steps\n",
    "        self.min_epsilon = min_epsilon\n",
    "        self.epsilons = 0.01 / np.logspace(-2, 0, decay_steps, endpoint=False) - 0.01\n",
    "        self.epsilons = self.epsilons * (init_epsilon - min_epsilon) + min_epsilon\n",
    "        self.t = 0\n",
    "        self.exploratory_action_taken = None\n",
    "\n",
    "    def _epsilon_update(self):\n",
    "        self.epsilon = self.min_epsilon if self.t >= self.decay_steps else self.epsilons[self.t]\n",
    "        self.t += 1\n",
    "        return self.epsilon\n",
    "\n",
    "    def select_action(self, model, state):\n",
    "        self.exploratory_action_taken = False\n",
    "        with torch.no_grad():\n",
    "            q_values = model(state).detach().cpu().data.numpy().squeeze()\n",
    "\n",
    "        if np.random.rand() > self.epsilon:\n",
    "            action = np.argmax(q_values)\n",
    "        else:\n",
    "            action = np.random.randint(len(q_values))\n",
    "\n",
    "        self._epsilon_update()\n",
    "        self.exploratory_action_taken = action != np.argmax(q_values)\n",
    "        return action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SoftMaxStrategy():\n",
    "    def __init__(self, \n",
    "                 init_temp=1.0, \n",
    "                 min_temp=0.3, \n",
    "                 exploration_ratio=0.8, \n",
    "                 max_steps=25000):\n",
    "        self.t = 0\n",
    "        self.init_temp = init_temp\n",
    "        self.exploration_ratio = exploration_ratio\n",
    "        self.min_temp = min_temp\n",
    "        self.max_steps = max_steps\n",
    "        self.exploratory_action_taken = None\n",
    "        \n",
    "    def _update_temp(self):\n",
    "        temp = 1 - self.t / (self.max_steps * self.exploration_ratio)\n",
    "        temp = (self.init_temp - self.min_temp) * temp + self.min_temp\n",
    "        temp = np.clip(temp, self.min_temp, self.init_temp)\n",
    "        self.t += 1\n",
    "        return temp\n",
    "\n",
    "    def select_action(self, model, state):\n",
    "        self.exploratory_action_taken = False\n",
    "        temp = self._update_temp()\n",
    "\n",
    "        with torch.no_grad():\n",
    "            q_values = model(state).cpu().detach().data.numpy().squeeze()\n",
    "            scaled_qs = q_values/temp\n",
    "            norm_qs = scaled_qs - scaled_qs.max()            \n",
    "            e = np.exp(norm_qs)\n",
    "            probs = e / np.sum(e)\n",
    "            assert np.isclose(probs.sum(), 1.0)\n",
    "\n",
    "        action = np.random.choice(np.arange(len(probs)), size=1, p=probs)[0]\n",
    "        self.exploratory_action_taken = action != np.argmax(q_values)\n",
    "        return action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ReplayBuffer():\n",
    "    def __init__(self, \n",
    "                 max_size=10000, \n",
    "                 batch_size=64):\n",
    "        self.ss_mem = np.empty(shape=(max_size), dtype=np.ndarray)\n",
    "        self.as_mem = np.empty(shape=(max_size), dtype=np.ndarray)\n",
    "        self.rs_mem = np.empty(shape=(max_size), dtype=np.ndarray)\n",
    "        self.ps_mem = np.empty(shape=(max_size), dtype=np.ndarray)\n",
    "        self.ds_mem = np.empty(shape=(max_size), dtype=np.ndarray)\n",
    "\n",
    "        self.max_size = max_size\n",
    "        self.batch_size = batch_size\n",
    "        self._idx = 0\n",
    "        self.size = 0\n",
    "    \n",
    "    def store(self, sample):\n",
    "        s, a, r, p, d = sample\n",
    "        self.ss_mem[self._idx] = s\n",
    "        self.as_mem[self._idx] = a\n",
    "        self.rs_mem[self._idx] = r\n",
    "        self.ps_mem[self._idx] = p\n",
    "        self.ds_mem[self._idx] = d\n",
    "        \n",
    "        self._idx += 1\n",
    "        self._idx = self._idx % self.max_size\n",
    "\n",
    "        self.size += 1\n",
    "        self.size = min(self.size, self.max_size)\n",
    "\n",
    "    def sample(self, batch_size=None):\n",
    "        if batch_size == None:\n",
    "            batch_size = self.batch_size\n",
    "\n",
    "        idxs = np.random.choice(\n",
    "            self.size, batch_size, replace=False)\n",
    "        experiences = np.vstack(self.ss_mem[idxs]), \\\n",
    "                      np.vstack(self.as_mem[idxs]), \\\n",
    "                      np.vstack(self.rs_mem[idxs]), \\\n",
    "                      np.vstack(self.ps_mem[idxs]), \\\n",
    "                      np.vstack(self.ds_mem[idxs])\n",
    "        return experiences\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FCDuelingQ(nn.Module):\n",
    "    def __init__(self, \n",
    "                 input_dim, \n",
    "                 output_dim, \n",
    "                 hidden_dims=(32,32), \n",
    "                 activation_fc=F.relu):\n",
    "        super(FCDuelingQ, self).__init__()\n",
    "        self.activation_fc = activation_fc\n",
    "\n",
    "        self.input_layer = nn.Linear(input_dim, hidden_dims[0])\n",
    "        self.hidden_layers = nn.ModuleList()\n",
    "        for i in range(len(hidden_dims)-1):\n",
    "            hidden_layer = nn.Linear(hidden_dims[i], hidden_dims[i+1])\n",
    "            self.hidden_layers.append(hidden_layer)\n",
    "        self.output_value = nn.Linear(hidden_dims[-1], 1)\n",
    "        self.output_layer = nn.Linear(hidden_dims[-1], output_dim)\n",
    "\n",
    "        device = \"cpu\"\n",
    "        if torch.cuda.is_available():\n",
    "            device = \"cuda:0\"\n",
    "        self.device = torch.device(device)\n",
    "        self.to(self.device)\n",
    "        \n",
    "    def _format(self, state):\n",
    "        x = state\n",
    "        if not isinstance(x, torch.Tensor):\n",
    "            x = torch.tensor(x, \n",
    "                             device=self.device, \n",
    "                             dtype=torch.float32)\n",
    "            x = x.unsqueeze(0)      \n",
    "        return x\n",
    "\n",
    "    def forward(self, state):\n",
    "        x = self._format(state)\n",
    "        x = self.activation_fc(self.input_layer(x))\n",
    "        for hidden_layer in self.hidden_layers:\n",
    "            x = self.activation_fc(hidden_layer(x))\n",
    "        a = self.output_layer(x)\n",
    "        v = self.output_value(x).expand_as(a)\n",
    "        q = v + a - a.mean(1, keepdim=True).expand_as(a)\n",
    "        return q\n",
    "\n",
    "    def numpy_float_to_device(self, variable):\n",
    "        variable = torch.from_numpy(variable).float().to(self.device)\n",
    "        return variable\n",
    "\n",
    "    def load(self, experiences):\n",
    "        states, actions, new_states, rewards, is_terminals = experiences\n",
    "        states = torch.from_numpy(states).float().to(self.device)\n",
    "        actions = torch.from_numpy(actions).long().to(self.device)\n",
    "        new_states = torch.from_numpy(new_states).float().to(self.device)\n",
    "        rewards = torch.from_numpy(rewards).float().to(self.device)\n",
    "        is_terminals = torch.from_numpy(is_terminals).float().to(self.device)\n",
    "        return states, actions, new_states, rewards, is_terminals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DuelingDDQN():\n",
    "    def __init__(self, \n",
    "                 replay_buffer_fn, \n",
    "                 value_model_fn, \n",
    "                 value_optimizer_fn, \n",
    "                 value_optimizer_lr,\n",
    "                 max_gradient_norm,\n",
    "                 training_strategy_fn,\n",
    "                 evaluation_strategy_fn,\n",
    "                 n_warmup_batches,\n",
    "                 update_target_every_steps,\n",
    "                 tau):\n",
    "        self.replay_buffer_fn = replay_buffer_fn\n",
    "        self.value_model_fn = value_model_fn\n",
    "        self.value_optimizer_fn = value_optimizer_fn\n",
    "        self.value_optimizer_lr = value_optimizer_lr\n",
    "        self.max_gradient_norm = max_gradient_norm\n",
    "        self.training_strategy_fn = training_strategy_fn\n",
    "        self.evaluation_strategy_fn = evaluation_strategy_fn\n",
    "        self.n_warmup_batches = n_warmup_batches\n",
    "        self.update_target_every_steps = update_target_every_steps\n",
    "        self.tau = tau\n",
    "\n",
    "    def optimize_model(self, experiences):\n",
    "        states, actions, rewards, next_states, is_terminals = experiences\n",
    "        batch_size = len(is_terminals)\n",
    "\n",
    "        argmax_a_q_sp = self.online_model(next_states).max(1)[1]\n",
    "        q_sp = self.target_model(next_states).detach()\n",
    "        max_a_q_sp = q_sp[\n",
    "            np.arange(batch_size), argmax_a_q_sp].unsqueeze(1)\n",
    "        target_q_sa = rewards + (self.gamma * max_a_q_sp * (1 - is_terminals))\n",
    "        q_sa = self.online_model(states).gather(1, actions)\n",
    "\n",
    "        td_error = q_sa - target_q_sa\n",
    "        value_loss = td_error.pow(2).mul(0.5).mean()\n",
    "        self.value_optimizer.zero_grad()\n",
    "        value_loss.backward()        \n",
    "        torch.nn.utils.clip_grad_norm_(self.online_model.parameters(), \n",
    "                                       self.max_gradient_norm)\n",
    "        self.value_optimizer.step()\n",
    "\n",
    "    def interaction_step(self, state, env):\n",
    "        action = self.training_strategy.select_action(self.online_model, state)\n",
    "        new_state, reward, is_terminal, info = env.step(action)\n",
    "        is_truncated = 'TimeLimit.truncated' in info and info['TimeLimit.truncated']\n",
    "        is_failure = is_terminal and not is_truncated\n",
    "        experience = (state, action, reward, new_state, float(is_failure))\n",
    "        self.replay_buffer.store(experience)\n",
    "        self.episode_reward[-1] += reward\n",
    "        self.episode_timestep[-1] += 1\n",
    "        self.episode_exploration[-1] += int(self.training_strategy.exploratory_action_taken)\n",
    "        return new_state, is_terminal\n",
    "    \n",
    "    def update_network(self, tau=None):\n",
    "        tau = self.tau if tau is None else tau\n",
    "        for target, online in zip(self.target_model.parameters(), \n",
    "                                  self.online_model.parameters()):\n",
    "            target_ratio = (1.0 - self.tau) * target.data\n",
    "            online_ratio = self.tau * online.data\n",
    "            mixed_weights = target_ratio + online_ratio\n",
    "            target.data.copy_(mixed_weights)\n",
    "\n",
    "    def train(self, make_env_fn, make_env_kargs, seed, gamma, \n",
    "              max_minutes, max_episodes, goal_mean_100_reward):\n",
    "        training_start, last_debug_time = time.time(), float('-inf')\n",
    "\n",
    "        self.checkpoint_dir = tempfile.mkdtemp()\n",
    "        self.make_env_fn = make_env_fn\n",
    "        self.make_env_kargs = make_env_kargs\n",
    "        self.seed = seed\n",
    "        self.gamma = gamma\n",
    "        \n",
    "        env = self.make_env_fn(**self.make_env_kargs, seed=self.seed)\n",
    "        torch.manual_seed(self.seed) ; np.random.seed(self.seed) ; random.seed(self.seed)\n",
    "    \n",
    "        nS, nA = env.observation_space.shape[0], env.action_space.n\n",
    "        self.episode_timestep = []\n",
    "        self.episode_reward = []\n",
    "        self.episode_seconds = []\n",
    "        self.evaluation_scores = []        \n",
    "        self.episode_exploration = []\n",
    "        \n",
    "        self.target_model = self.value_model_fn(nS, nA)\n",
    "        self.online_model = self.value_model_fn(nS, nA)\n",
    "        self.update_network(tau=1.0)\n",
    "\n",
    "        self.value_optimizer = self.value_optimizer_fn(self.online_model, \n",
    "                                                       self.value_optimizer_lr)\n",
    "\n",
    "        self.replay_buffer = self.replay_buffer_fn()\n",
    "        self.training_strategy = training_strategy_fn()\n",
    "        self.evaluation_strategy = evaluation_strategy_fn() \n",
    "                    \n",
    "        result = np.empty((max_episodes, 5))\n",
    "        result[:] = np.nan\n",
    "        training_time = 0\n",
    "        for episode in range(1, max_episodes + 1):\n",
    "            episode_start = time.time()\n",
    "            \n",
    "            state, is_terminal = env.reset(), False\n",
    "            self.episode_reward.append(0.0)\n",
    "            self.episode_timestep.append(0.0)\n",
    "            self.episode_exploration.append(0.0)\n",
    "\n",
    "            for step in count():\n",
    "                state, is_terminal = self.interaction_step(state, env)\n",
    "                \n",
    "                min_samples = self.replay_buffer.batch_size * self.n_warmup_batches\n",
    "                if len(self.replay_buffer) > min_samples:\n",
    "                    experiences = self.replay_buffer.sample()\n",
    "                    experiences = self.online_model.load(experiences)\n",
    "                    self.optimize_model(experiences)\n",
    "                \n",
    "                if np.sum(self.episode_timestep) % self.update_target_every_steps == 0:\n",
    "                    self.update_network()\n",
    "\n",
    "                if is_terminal:\n",
    "                    gc.collect()\n",
    "                    break\n",
    "            \n",
    "            # stats\n",
    "            episode_elapsed = time.time() - episode_start\n",
    "            self.episode_seconds.append(episode_elapsed)\n",
    "            training_time += episode_elapsed\n",
    "            evaluation_score, _ = self.evaluate(self.online_model, env)\n",
    "            self.save_checkpoint(episode-1, self.online_model)\n",
    "            \n",
    "            total_step = int(np.sum(self.episode_timestep))\n",
    "            self.evaluation_scores.append(evaluation_score)\n",
    "            \n",
    "            mean_10_reward = np.mean(self.episode_reward[-10:])\n",
    "            std_10_reward = np.std(self.episode_reward[-10:])\n",
    "            mean_100_reward = np.mean(self.episode_reward[-100:])\n",
    "            std_100_reward = np.std(self.episode_reward[-100:])\n",
    "            mean_100_eval_score = np.mean(self.evaluation_scores[-100:])\n",
    "            std_100_eval_score = np.std(self.evaluation_scores[-100:])\n",
    "            lst_100_exp_rat = np.array(\n",
    "                self.episode_exploration[-100:])/np.array(self.episode_timestep[-100:])\n",
    "            mean_100_exp_rat = np.mean(lst_100_exp_rat)\n",
    "            std_100_exp_rat = np.std(lst_100_exp_rat)\n",
    "            \n",
    "            wallclock_elapsed = time.time() - training_start\n",
    "            result[episode-1] = total_step, mean_100_reward, \\\n",
    "                mean_100_eval_score, training_time, wallclock_elapsed\n",
    "            \n",
    "            reached_debug_time = time.time() - last_debug_time >= LEAVE_PRINT_EVERY_N_SECS\n",
    "            reached_max_minutes = wallclock_elapsed >= max_minutes * 60\n",
    "            reached_max_episodes = episode >= max_episodes\n",
    "            reached_goal_mean_reward = mean_100_eval_score >= goal_mean_100_reward\n",
    "            training_is_over = reached_max_minutes or \\\n",
    "                               reached_max_episodes or \\\n",
    "                               reached_goal_mean_reward\n",
    "\n",
    "            elapsed_str = time.strftime(\"%H:%M:%S\", time.gmtime(time.time() - training_start))\n",
    "            debug_message = 'el {}, ep {:04}, ts {:06}, '\n",
    "            debug_message += 'ar 10 {:05.1f}\\u00B1{:05.1f}, '\n",
    "            debug_message += '100 {:05.1f}\\u00B1{:05.1f}, '\n",
    "            debug_message += 'ex 100 {:02.1f}\\u00B1{:02.1f}, '\n",
    "            debug_message += 'ev {:05.1f}\\u00B1{:05.1f}'\n",
    "            debug_message = debug_message.format(\n",
    "                elapsed_str, episode-1, total_step, mean_10_reward, std_10_reward, \n",
    "                mean_100_reward, std_100_reward, mean_100_exp_rat, std_100_exp_rat,\n",
    "                mean_100_eval_score, std_100_eval_score)\n",
    "            print(debug_message, end='\\r', flush=True)\n",
    "            if reached_debug_time or training_is_over:\n",
    "                print(ERASE_LINE + debug_message, flush=True)\n",
    "                last_debug_time = time.time()\n",
    "            if training_is_over:\n",
    "                if reached_max_minutes: print(u'--> reached_max_minutes \\u2715')\n",
    "                if reached_max_episodes: print(u'--> reached_max_episodes \\u2715')\n",
    "                if reached_goal_mean_reward: print(u'--> reached_goal_mean_reward \\u2713')\n",
    "                break\n",
    "                \n",
    "        final_eval_score, score_std = self.evaluate(self.online_model, env, n_episodes=100)\n",
    "        wallclock_time = time.time() - training_start\n",
    "        print('Training complete.')\n",
    "        print('Final evaluation score {:.2f}\\u00B1{:.2f} in {:.2f}s training time,'\n",
    "              ' {:.2f}s wall-clock time.\\n'.format(\n",
    "                  final_eval_score, score_std, training_time, wallclock_time))\n",
    "        env.close() ; del env\n",
    "        self.get_cleaned_checkpoints()\n",
    "        return result, final_eval_score, training_time, wallclock_time\n",
    "    \n",
    "    def evaluate(self, eval_policy_model, eval_env, n_episodes=1):\n",
    "        rs = []\n",
    "        for _ in range(n_episodes):\n",
    "            s, d = eval_env.reset(), False\n",
    "            rs.append(0)\n",
    "            for _ in count():\n",
    "                a = self.evaluation_strategy.select_action(eval_policy_model, s)\n",
    "                s, r, d, _ = eval_env.step(a)\n",
    "                rs[-1] += r\n",
    "                if d: break\n",
    "        return np.mean(rs), np.std(rs)\n",
    "\n",
    "    def get_cleaned_checkpoints(self, n_checkpoints=5):\n",
    "        try: \n",
    "            return self.checkpoint_paths\n",
    "        except AttributeError:\n",
    "            self.checkpoint_paths = {}\n",
    "\n",
    "        paths = glob.glob(os.path.join(self.checkpoint_dir, '*.tar'))\n",
    "        paths_dic = {int(path.split('.')[-2]):path for path in paths}\n",
    "        last_ep = max(paths_dic.keys())\n",
    "        # checkpoint_idxs = np.geomspace(1, last_ep+1, n_checkpoints, endpoint=True, dtype=np.int)-1\n",
    "        checkpoint_idxs = np.linspace(1, last_ep+1, n_checkpoints, endpoint=True, dtype=np.int)-1\n",
    "\n",
    "        for idx, path in paths_dic.items():\n",
    "            if idx in checkpoint_idxs:\n",
    "                self.checkpoint_paths[idx] = path\n",
    "            else:\n",
    "                os.unlink(path)\n",
    "\n",
    "        return self.checkpoint_paths\n",
    "\n",
    "    def demo_last(self, title='Fully-trained {} Agent', n_episodes=3, max_n_videos=3):\n",
    "        env = self.make_env_fn(**self.make_env_kargs, monitor_mode='evaluation', render=True, record=True)\n",
    "\n",
    "        checkpoint_paths = self.get_cleaned_checkpoints()\n",
    "        last_ep = max(checkpoint_paths.keys())\n",
    "        self.online_model.load_state_dict(torch.load(checkpoint_paths[last_ep]))\n",
    "\n",
    "        self.evaluate(self.online_model, env, n_episodes=n_episodes)\n",
    "        env.close()\n",
    "        data = get_gif_html(env_videos=env.videos, \n",
    "                            title=title.format(self.__class__.__name__),\n",
    "                            max_n_videos=max_n_videos)\n",
    "        del env\n",
    "        return HTML(data=data)\n",
    "\n",
    "    def demo_progression(self, title='{} Agent progression', max_n_videos=5):\n",
    "        env = self.make_env_fn(**self.make_env_kargs, monitor_mode='evaluation', render=True, record=True)\n",
    "\n",
    "        checkpoint_paths = self.get_cleaned_checkpoints()\n",
    "        for i in sorted(checkpoint_paths.keys()):\n",
    "            self.online_model.load_state_dict(torch.load(checkpoint_paths[i]))\n",
    "            self.evaluate(self.online_model, env, n_episodes=1)\n",
    "\n",
    "        env.close()\n",
    "        data = get_gif_html(env_videos=env.videos, \n",
    "                            title=title.format(self.__class__.__name__),\n",
    "                            subtitle_eps=sorted(checkpoint_paths.keys()),\n",
    "                            max_n_videos=max_n_videos)\n",
    "        del env\n",
    "        return HTML(data=data)\n",
    "\n",
    "    def save_checkpoint(self, episode_idx, model):\n",
    "        torch.save(model.state_dict(), \n",
    "                   os.path.join(self.checkpoint_dir, 'model.{}.tar'.format(episode_idx)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[2Kel 00:00:01, ep 0000, ts 000016, ar 10 016.0±000.0, 100 016.0±000.0, ex 100 0.3±0.0, ev 009.0±000.0\n",
      "\u001b[2Kel 00:01:02, ep 0131, ts 010190, ar 10 189.8±108.5, 100 092.9±081.8, ex 100 0.3±0.1, ev 324.9±096.6\n",
      "\u001b[2Kel 00:02:03, ep 0169, ts 022591, ar 10 458.9±101.1, 100 198.1±148.2, ex 100 0.2±0.1, ev 345.4±103.2\n",
      "\u001b[2Kel 00:03:05, ep 0195, ts 035136, ar 10 454.5±089.6, 100 304.9±166.0, ex 100 0.2±0.1, ev 393.3±111.0\n",
      "\u001b[2Kel 00:04:07, ep 0222, ts 046773, ar 10 459.3±081.5, 100 382.7±147.9, ex 100 0.2±0.0, ev 441.4±097.0\n",
      "\u001b[2Kel 00:04:51, ep 0240, ts 055065, ar 10 453.6±070.4, 100 427.2±120.0, ex 100 0.2±0.0, ev 476.1±063.8\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 253.77s training time, 311.37s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000034, ar 10 034.0±000.0, 100 034.0±000.0, ex 100 0.6±0.0, ev 008.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0147, ts 010996, ar 10 184.9±072.3, 100 096.4±085.5, ex 100 0.3±0.1, ev 253.6±099.4\n",
      "\u001b[2Kel 00:02:01, ep 0195, ts 023123, ar 10 356.0±103.3, 100 196.7±106.2, ex 100 0.2±0.1, ev 316.2±113.4\n",
      "\u001b[2Kel 00:03:01, ep 0220, ts 035234, ar 10 500.0±000.0, 100 296.7±138.3, ex 100 0.2±0.0, ev 377.4±119.4\n",
      "\u001b[2Kel 00:04:03, ep 0245, ts 047149, ar 10 449.1±104.8, 100 365.6±139.9, ex 100 0.2±0.0, ev 424.7±110.8\n",
      "\u001b[2Kel 00:05:04, ep 0268, ts 058543, ar 10 489.4±031.8, 100 431.8±114.2, ex 100 0.2±0.0, ev 471.2±071.3\n",
      "\u001b[2Kel 00:05:12, ep 0271, ts 060043, ar 10 489.4±031.8, 100 439.6±109.5, ex 100 0.2±0.0, ev 477.1±063.8\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 277.92s training time, 332.44s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000012, ar 10 012.0±000.0, 100 012.0±000.0, ex 100 0.4±0.0, ev 009.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0149, ts 011372, ar 10 231.7±040.8, 100 100.6±085.6, ex 100 0.3±0.1, ev 224.6±095.8\n",
      "\u001b[2Kel 00:02:01, ep 0186, ts 023906, ar 10 455.9±082.6, 100 214.8±147.6, ex 100 0.2±0.1, ev 309.1±132.2\n",
      "\u001b[2Kel 00:03:01, ep 0214, ts 035806, ar 10 494.5±016.5, 100 308.9±158.8, ex 100 0.2±0.1, ev 395.0±124.4\n",
      "\u001b[2Kel 00:04:03, ep 0241, ts 047454, ar 10 398.6±156.7, 100 379.9±146.5, ex 100 0.2±0.0, ev 449.2±103.6\n",
      "\u001b[2Kel 00:04:34, ep 0254, ts 053255, ar 10 456.3±131.1, 100 410.7±138.4, ex 100 0.2±0.0, ev 475.5±078.4\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 243.35s training time, 294.46s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000012, ar 10 012.0±000.0, 100 012.0±000.0, ex 100 0.2±0.0, ev 011.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0129, ts 011756, ar 10 233.4±107.3, 100 110.2±091.5, ex 100 0.3±0.1, ev 267.4±102.5\n",
      "\u001b[2Kel 00:02:01, ep 0172, ts 024414, ar 10 349.2±138.0, 100 217.6±123.4, ex 100 0.2±0.1, ev 347.5±100.8\n",
      "\u001b[2Kel 00:03:03, ep 0199, ts 036949, ar 10 500.0±000.0, 100 314.9±145.4, ex 100 0.2±0.0, ev 403.5±104.8\n",
      "\u001b[2Kel 00:04:04, ep 0225, ts 048902, ar 10 497.8±006.6, 100 381.8±140.5, ex 100 0.2±0.0, ev 450.1±087.1\n",
      "\u001b[2Kel 00:04:38, ep 0239, ts 055370, ar 10 446.8±108.6, 100 407.1±135.9, ex 100 0.2±0.0, ev 475.0±062.6\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 247.27s training time, 298.50s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000039, ar 10 039.0±000.0, 100 039.0±000.0, ex 100 0.4±0.0, ev 038.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0142, ts 011535, ar 10 184.4±054.1, 100 102.8±083.3, ex 100 0.3±0.1, ev 255.2±095.3\n",
      "\u001b[2Kel 00:02:02, ep 0180, ts 024393, ar 10 485.7±042.9, 100 215.3±148.5, ex 100 0.2±0.1, ev 322.0±119.7\n",
      "\u001b[2Kel 00:03:03, ep 0206, ts 036765, ar 10 457.3±085.5, 100 313.3±162.8, ex 100 0.2±0.1, ev 386.2±124.2\n",
      "\u001b[2Kel 00:04:05, ep 0232, ts 048735, ar 10 439.3±113.1, 100 390.4±143.2, ex 100 0.2±0.0, ev 436.3±105.9\n",
      "\u001b[2Kel 00:04:52, ep 0253, ts 057655, ar 10 422.1±155.8, 100 440.0±113.5, ex 100 0.2±0.0, ev 477.1±071.1\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 259.97s training time, 311.73s wall-clock time.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dueling_ddqn_results = []\n",
    "dueling_ddqn_agents, best_dueling_ddqn_agent_key, best_eval_score = {}, None, float('-inf')\n",
    "for seed in SEEDS:\n",
    "    environment_settings = {\n",
    "        'env_name': 'CartPole-v1',\n",
    "        'gamma': 1.00,\n",
    "        'max_minutes': 20,\n",
    "        'max_episodes': 10000,\n",
    "        'goal_mean_100_reward': 475\n",
    "    }\n",
    "    \n",
    "    # value_model_fn = lambda nS, nA: FCQ(nS, nA, hidden_dims=(512,128))\n",
    "    value_model_fn = lambda nS, nA: FCDuelingQ(nS, nA, hidden_dims=(512,128))\n",
    "    value_optimizer_fn = lambda net, lr: optim.RMSprop(net.parameters(), lr=lr)\n",
    "    value_optimizer_lr = 0.0005\n",
    "    max_gradient_norm = float('inf')\n",
    "\n",
    "    training_strategy_fn = lambda: EGreedyExpStrategy(init_epsilon=1.0,  \n",
    "                                                      min_epsilon=0.3, \n",
    "                                                      decay_steps=20000)\n",
    "    evaluation_strategy_fn = lambda: GreedyStrategy()\n",
    "\n",
    "    replay_buffer_fn = lambda: ReplayBuffer(max_size=50000, batch_size=64)\n",
    "    n_warmup_batches = 5\n",
    "    update_target_every_steps = 1\n",
    "    tau = 0.1\n",
    "\n",
    "    env_name, gamma, max_minutes, \\\n",
    "    max_episodes, goal_mean_100_reward = environment_settings.values()\n",
    "    agent = DuelingDDQN(replay_buffer_fn,\n",
    "                        value_model_fn,\n",
    "                        value_optimizer_fn,\n",
    "                        value_optimizer_lr,\n",
    "                        max_gradient_norm,\n",
    "                        training_strategy_fn,\n",
    "                        evaluation_strategy_fn,\n",
    "                        n_warmup_batches,\n",
    "                        update_target_every_steps,\n",
    "                        tau)\n",
    "\n",
    "    make_env_fn, make_env_kargs = get_make_env_fn(env_name=env_name)\n",
    "    result, final_eval_score, training_time, wallclock_time = agent.train(\n",
    "        make_env_fn, make_env_kargs, seed, gamma, max_minutes, max_episodes, goal_mean_100_reward)\n",
    "    dueling_ddqn_results.append(result)\n",
    "    dueling_ddqn_agents[seed] = agent\n",
    "    if final_eval_score > best_eval_score:\n",
    "        best_eval_score = final_eval_score\n",
    "        best_dueling_ddqn_agent_key = seed\n",
    "dueling_ddqn_results = np.array(dueling_ddqn_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>DuelingDDQN Agent progression</h2>\n",
       "        <h3>Episode 0</h3>\n",
       "        <img 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/>\n",
       "        <h3>Episode 60</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Episode 120</h3>\n",
       "        <img src=\"data:image/gif;base64,R0lGODlhAAJVAfcAAAAAAAUCAQwIBhMSETY0MVFRUVRUVEVFQ3Nyc7mWb5+LcMuWZMqYY8mXac+WZsqYYXt7zWVhlLynj7a2trq6upmMm9a1kN64mPv7+/39/fz9/vf49fz66P3r0sGvwAAAAAMCAwoCAQEACgsKCRMIBQUDFRoaGhcVFRQQDyUXDy0lFxURKSIaKCgnKDMzMzs6OzAqLx4hK0w4J1xKNDUyUDAtX0Q6TUpJSlFRUVpaWllVV1FNUWZZTFFNamdnZ3Nzc3V1dXt5enBrc21lWo51XpBpPZSHdL2TZbyUbLmXbK2VerWWdbWUc7uVc7yZc7WWeraZfLqZerCObreVZ8STXsqVXcyZX8qaXsaYXNGYXsKNXMKTZcWWZsOTY8yXZ8qWY82YYcqZZsyYZcqaYcGWasKUa8yXasWaasKZbsWZbsOba8mZasuZa8SaZtCXY9GaZ8SXccKaccSacsKadcSddcmcc8SbeceQasqifMmid9apetOibOGudnVxjXt5tF9aknx8y3t6xnx903p7125zxYZ8lId8p4V8uJF9qoZ7x4R71ZJ9yXuCz36CsoeGh5eWl5OLk6uYhrabg7ibhqiZl7GPlbuji7miib2okbmmlKmllIqFqJSKqJmVqImFt5SKt5iTt6aarKmnqLS0tLKysrq6urCmr56ijsenh9SshtyyhdyyitWzi8KqlsOumcSok8eyntu2k9q4l9CvkOG4jOO8lsm3pdW7psu5rsunjejCmtbBrc/FuNbFtNnEs9zLvNjHuNjKt+jHqPXTrfvXreXKtunSufXWu/nXt/HPrPXZsIiGx5CKzKiexcPDw8zLzNjKwdzRxdfX18/P0ufXyPndxOfc1OrVyf/my//qy/3jxOzk3O3h0/Pk1v/t0/Xm2fvq2v/w1f/02//53vXpy+3t7erm4/Xr4vrt5f/05P/85f/64/717P/96f/+7v/67fTy7vDw8PX19fz29P/68v/+8f779f/99fr78//++vr///39/f36/Pf6+PDx8od7qiH5BAQHAAAAIf8LTkVUU0NBUEUyLjADAQAAACwAAAAAAAJVAQAI/wD3CRxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gza97MubPnz6BDix5NurTp06hTq17NurXr17Bjy55Nu7bt27hz697Nu7fv38CDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+DDi/8fT768+fPo06tfz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSimqOKKLLbo4oswxijjjDTWaOONOOao44489ujjj0AGKeSQRBZp5JFIJqnkkkw26eSTUEYp5ZRUVmnllVhmqeWWXHbp5ZdghinmmGSWaeaZaKap5ppstunmm3DGKeecdNZp55145qnnnnz26WeQ+eTz51333BPooHrZk0+hiyKaFz3WHHMMOPUY2qijc9WTyRFHzGLMp8UYg+lc7bRShRto0FEHHFKwsg8/o8L/VWoVWXARhhdvHKHKq7G+NSsYYdzqha69ytrKF8AGGwYSqxTblj76lIqssmEc0ayza0ErbbJeDHsttmlpeyy33oKrlrjTCmutueFGO26w3a7L7lnokivvvGXVC2+5+ObrbrrxftuvWPqqK/DAYBUcMMJlbRusGWYwy7BY/PTjjivpQizxxGD1008+sJwKMRsR19KPPhx3Bes+xUwishlscGGHNil7xQ+ssDzhhhsjc4GKNwKtXDNWFe9ziyQ794xHNigPrVXRt0CRNMxcLN2000T3Y7TUbgS7hs/ZYP201rJEAUayYXSBSthiZ72PLE2cHewYWFgCdNtXVaxPLXB8//FFsFfU7Y3QeE+lNy1o+A244LASXvhTevOteBiB2+3440/pczItff9NOeOYT6UPrLE4IYYYi1sSzuWhMzX6PrE0QS0YVViyTutVlT7GGKeL8QUm6uBOVSxJ7B6sG1/YLfxUxBsfBvLKLx9V82Mcn/zd0j9FvfXRZ+/U9s9f7732xVcffvfjLwU+9Ninr9T64ruvfvncty//UfCjf79RxO/L/v5JyZ/9ADgU8PkOeATEH/3CcMDgJbAoBvydAx9YwAU2kIJEiSACMSgUDU6Qgz/xIAiDIsIRhtCCEjThCZ13QRX2pIQu3AkMY5iTGdLwJja8YU1yqMOZ8LCHMfkhEP9fIsQhtqSIRlwJEpOYkiUy8SROfGJJoijFkVCxiiG5IhY/osUtdqSLXtwIGMOYkTGS8SJmPGNF0qjGibCxjRF5IxwfIsc5NqSOdlwIHvOYkD3y8SB+/GNBAinIgRCykLArH8RaiMgvJuFhZvhfIx0JSUlOMiOC6l8YIGbJS14kk4/cZCTj58kyhpKTpCwlGk85Sv2pkiKaRKUrXymRWLZygLSMIys7SUvW6XGXqXzlzfYhj3IY85jINKY//CGPeKTCCZX8XTjk0Y94WPOa2LxmP4aZRx984JvgDOc3QfCBE8CACHnYnd+y4AYlqMAFL0DBB0BAz3ra8wM3EKQLxMn/z3CCAJ1nO93OlJCCfhoUBYJ8gUH5SU4iWKISEK1EJCpB0IXyE6F/VKhFwRmCDwSBEssIBCAA4QdPKIEEGw0nRvmo0ZR+UwicAIRIZboMSNDTpR9YaR5b6tI/eAIQghhpImraUZzq1I48tSg5/7AMQQiCEYwYKiTkadSE4rSjPh3EIEa6jGUYYZ5VzehVQfAHTiTirInwhCe+Sk6XHnWOSd0oEELBibpuAhJ4valbrYrTcprgBCO4gSgooQlH9DWnfHVpW8c5AhKQgKphZc8oJkvZylr2spjNrGY3y9nOevazoA2taEdL2tKKthSlGIUzWnDYxTIUpyNArWlnS9va/9r2trjNrW45i4Pe+va3wA2ucIdL3OIa97jITa5yl8vc5jr3uc59wQ1O0NrDGhQEOHgBdLfL3e5697vgDa94jXueG1j3vPw0wT60NkdYxRW9h8XozeZL3/ra9774za9+98vf/vr3vwAOsIAHTOAC2/c874VvWA3M4AY7+MEQjrCEJ8zN8iRYwSmVr36luLILY9iiGs4vhwXi4Q8fNGgbfmKHTWzdEON3iyVmsThdfF8Yy7ivND4wFmN8428itGIpZuLK9tnjlIJgIEFOIj/ksY9HCOEHUI6ylKdM5SpbWcqOQLKIVbzNlfQ3lxP5MpjDnOQxQ6TMZk6zmtfM5ja7+VXNcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKAHTehCG/rQiE60ohfN6EY7+tGQjrSkJ03pSlv60pjOtKY3zelOe/rToA61qEdN6lKb+tSoTrWq5xgQACH5BAUHAAAALOcAsgArAEQAAAipAAEIHEiwoEBWBhMqXMjwoMJxDSNKNAhxosWIFS9qTJhxo0eBHT9uDCnyIsmSE0+ixLhyZEuNKl8+lEmzps2bOHPq3Mmzp8+fQIMKHUq0qNGjSJMqXcq0qdOnUKNKnUq1qtWrWLM2VCeUa1CvQMH+FOuTbE+zPNHuVKuTbcJ4FuchtCgvYbkXLVzo3cvXhcAPH4okNBLiQ4sXfF+MMHhCo2CDhIMaIXExIAAh+QQFBwAAACzoAKAALABhAAAI/wABCBxIsKDBgXIOKlzIEIC4g3V0NZzYsNglg3W0UdxocJ8sKAZRjeNIUuC+WE3EFHylbl9JkigNYmr3EiYSme5qcox1syCmnDop8pRJMyjDewCG+ixqVCFSpQRnNl341CAXAEynFkRqcM3VrFoHci3oFWtYg2MJlgV7Nu3AtWcpwo1LkB4rg17obmW30Jtegff4KvT7N3CqwX8BGEZcmN3hg4T1LoaceLLByHQtF8QcVzNBzm0dM/4rmnLieY8vJwaAevTq17Bjy55Nu7bt27hz697Nu7fv38CDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr168U/aN/OXbtRF+DDu0hgXuSgkRCvh2hadoggpBOvhTwyWGjF6z6bCA5iVP/1H0/6LdNHCf4VpMgy/a3Wx0CKAJDIMpCYUNsmnFAioW0RYlfdCADcEBAAIfkEBQcAAAAs5QCSAB0AewAACP8AAQgcSLCgQYHU0h1cyHDgklkNIx5MckeixYsYM2rcyLGjx48gQ4ocSbIkQzId2x0ss4qju1YG06hyCbMgmpYb29UkSAanRp0GWdKMOTOjPgAvY/rMCLSgUKMAmhJ8ivGo1IFoilZF6sqgHK0X9wEAh8lgHV0ci00ymCcbR1lQDKIaZ7IuSZV3S+IduVdk35B/QQb+ONhj4ZR6E+ddbLex48eQI0ueTLmy5cuYM2vezLmz58+gQ4seTbq0aZLeSqZGrbo169cjV8d2PVKbaRIlU4AMFEigI9wjC4kQKWhZnxIjjQ/nuMngcY5COBX05GgkpE6QSjr6QDJEXRw6TosLH0++PEcYI8WSDAgAIfkEDQcAAAAs5gCSAC8AewAACP8AAQgcSLAgwXv36rnrVq0aN4MQI0qMeM2Xr2LJUCFBkqndxI8gCc6SkqQJADhs2LRSF7LlxFhN1qxhMxCTR5c4C8I0+Opmzp87C9r8mfMegKAEhxJ1aTQWEoOY3C1levSpUJ9TPza1mhRrVolboXr9CjHsVbJaq4pFO9FsV7Zg1QqVCheivaMmz9aNiLTm2L0CZeUlaGkdYIiymBi85O2wwcQGJzV2TBByQUmTKQuMpbigpXGaB2aLUjCMpVuhBY5DVRrVrNQAxLEmGIaOLti4Jf4loyq0PgDtWhnk7Ru48ILENf8OPrx3auYFyzjXvA86weSU91V3ZRDNqtDarQ//9A6++nGCcL5TN28wfXnxAt2vh39SfXb2BeXfp6/fcfjzA/V32H/t2Zcdfwb6h2Bq+KGXoGMLPgdgfA8eFmFoF2qWIWUbQjhhfbB1aOGHAnpYYIgkVgiYiCumiGJ3Ku5FH3kSdjedhh9ih2NzLxaExo0cfvhjjwQNWaOPQJqIJJHjJTmijUwKZCSGQjrZIpRHFmmljFVGCcCUOy6ZZZNeghkkllSiGaaWXup4pphpIrdlXfS56Zg7H0oHG54GlRFjXe5wF92fcAXaJ6FsGTronoIS5CejwyGKlqIDrbHFnIU2KpClmCaqKQCcLrVPS/7II86Eobokz0D7mOBSCEa49lEQG0W49IELrLraEqwG0WorrgLtc4KtRkwiSSUAIAsFEb/mSmwnnCQCwCEAQAIEACKEdKuzLX3giCeGDATIJn80G6yuIYnQxzJ+ELRMud3CwG26fTASCEHMwKutvOe6pG4i0g6Ur638AtCqrYUcQq1AiXDSB8HzggSCEZ1AsskmnAAQShAQ99vSxJqc8sgNKJhgcscGoxsSCSyTEMIHMOO0LQCjlIJCbgB80IIzAOCAAwg5iZDtUh+cgMMNKf80NFG3jmrwsLnN/DTOUh8cNbBJXx1xalWrzDXWVuNWNdRig002bB8UvM8IOAPQAqsc5yYEJAIFBAAh+QQFBwAAACz3AKYAHgBdAAAI/wABCBwoUAwZgggTKkxocKHDhwDEQJxIsaJDiRYrHsxIsJ1CMqo4DmzXKiFIkQJJmgyJUiXCky1LvmTJcZ9LgmhWobTpKmHOnTcH/hRpUyZBODqJBhWIFKjRgU2VPmWatOZSAFGtTsVaNWPRhFm9Xg1r8StCshXNHu1adixbi25RAogbE+zbinRF5uW4N2NfuFvR4g18l+LfwXblHjZMWPHWoXofF554FQ1NvlthRl7p2Odlv48/A/bcGaHl0jhFIzatmjHpuqxRC21NObRsgadhp74NIPfm2LoHasbMGeW4VwmdyJLLvLnz59CjS2eubjqA6tJfecy+Pbr26d+nY12Xvs56efHWvQGIhxIPQS9eBn6YT79+fesLK1VCGKL5J0MCbbIJJB/I1Ucnh/ghkB+H9CFCc4EEQlAfJUAo4UAUNgdIIhM+KJ0jBUoHCQr4lWjiiRPdMN0+0p0wUEAAIfkEBQcAAAAs+ACSAAsAUAAACIkAAQgEYG2gwYFQABS7tevgQDRlmDhkA0CMGCSrHGrcyLGjx48gQ4ocSbIkSTEmU6pcybKly5cwY8qcSbOmzZs4SYLbmAzALUkO8WSTJyvhQVTjAMhy4vBVOgCxmjRdB1XqwVbqqk7VevAV1ahbYzHtmlRs07JWDXrlqvZr2oFrwXZ1G/atwLUBAQAh+QQFBwAAACzmAJIALgB7AAAI/wABCBxIsCDBfPXq3QNwrVo3cAYjSpwYkZowYcVeSUECRRbFjyALHjmCxAkANiFTphRzUqXLlG9eypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1Ap6ms6NarVq0D3NdXKlOtSr0rBJhWLlOxRs0bRFlWLta3bt3Djyp1Lt67du3jz6t2LtZ1EVUTbtTKIRhXbnIIJAx6auGDhwIMdLxbamOBjxpEtTw5aeeBlypk9bwbaWeBnzqFNj/5ZGsBp0qldr/bZ+jXr2LZp457dszZvnr4hKxZekMzvncExGzROnCDzoe5ilzmuM7rBMquIunN1PTt07gWxa/8HT1D89+7jl3sXur3gmi3Uc7Yn+D4+zvkD6888PNCfPHGp6aeSPALtY4JKIRjhRkF1FKHSBy4UeGBKCRrU4IMRArDPCQ8aAYASlVQiUBQOpgShhCGJAMAHHhqSSCKHHBIJERiiaGIfAgkiyIuc4GhihgaqVEIfjAAgyCACefIHACqC9AEMNoY0pI4CMcLIMkuaCKWGE36k4pCKAICkQJ9kGdKTUVIEAgAgFJKIQIrwKMSDWwaZEghEdMLJIcxwsokoQNCZ5kcgGKFJJJ3sAMIIKaAgKJcIkiDpih9U6tKJo5TiKIUh3PRBC87ggMOaKZVQggioNvnSByfgAGlKqaYvOtOJGnJ4FK0bIoVrl0XtqiuQvBLl663A/lqgrUbhimyvdY6QVAsFBoGUEJAAEBAAIfkEBQcAAAAs9gCSAA4AcAAACJwAAQgcSJBaN4IIByqZlbChw4cQ0UCcSLGixYsYM2rcyLGjx48gQ4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcKXPSwEqVGhrpNHDRooZBPHmCKKLPMoTL/hBsuoyRVYHMpAL4sLXQMj8ABgFgFBWhEU+GxArk1AchEUqQDgHwtClhCCOZJnXqIQJFipIiRCT8wHVgYIqBAwIAIfkEBQcAAAAs+QCSAAsAcAAACI8ArR07Rg1AvoP3AADIhASJElnGigUrqLBMmTlMpEgBMEshgC8Atmxhs8WjyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdyrSp06c+jYBqugzQykMrjZgK9WlTnz6UiAAQkaKsiR+nNGkaohDEhw8eSaBQOGLlW7twQQC46/FtQAAh+QQFBwAAACz5AJIACwBtAAAImQDz1at3D1w1Y9e6AQBATZiwYq+Y2FECayGAIwvnyMHjxKJFNmwAhPRIsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3K9KchAIks/ljYJ1FUk30UAVrIiJHHrIJOFlKk6CSRRVdLEqEE6dOnTZ0AAAHwwcilSJBegEChggSAECQCW/zwYeGHgAAh+QQFBwAAACzoANYALQA3AAAI/wABCBxIsKBAWwYF9kvIsKFDAOsSknH2sGLFdAnRPLPIkSFGg2Q2dhw58B2bNAW58CJJ0p49OnQKdunljmVHl3TQyKRpkyNOnQRn1uxZ8efOoUQdGg3KM6nSl0AHCnX6NOdRqg2XSm2K1aBWgVO7eoV6VWzBrwDCmh14j2zQYEjXAmhrlWk9uWzv1YlDcE0XX3HX5tMLp+/fu3jn6uU70K8vxHgH7zX8ODEAyYwFOoYsFzNlzoIXf7bsufHfwGZLaz5NOt9k04BJ8uvIDt1rzVt2fRwYr6E8AL0rihAYoowcgmH28Oj4IQfwkSGOHBf4xcub5Rw/6HjeEQSASQQnWcnCblE794cfBIIIxUngokWbQpGvaD44xxCbDAkcNOgQs+3ZbWefRSIccghBjDCDQ3rlCTiSCMskgiAzPTDnYHfLHAgAf4n8Z+F5FoXACSKKAKCIIv7h8OGAFZFQSSWIIPKJJ52Y4lyAIFYUghKTRBLJCyOY0MIIDNK33UIdhSAQCST01BwAojCH1Qc3OHMDcyBkmdQHLeCwD5ZUfeBDjpYN9CSLZQp0ZpoG1cdmQW6+aeaFcgIQZ513ypnnm+aVU6eaV/72pxBRBgQAIfkEBQcAAAAs+ADWAAwAJgAACJ8AAbQCQLAgwX0EBxokqAqhwIUMHSpc2DBhFSsUEbZrdTHjvo0dDTb8yBGjyH0kQxYcudGKyYKrUG5885JgzI+Y3lTRYlDXPn7tMO3Zk5Hfumt8wBg8kkfevnXq+PAseASNtKft9kw1+Oypuz1UIHZ9BwAsRGgOAWyBCAyi27dw48qdS7eu3bt480I8pNegIIKM+gIAxGgZM7eKEiUyGBAAIfkEDQcAAAAs6ACSAC0AewAACP8AAQgcSLDgwGrXEr67dy+fwYcQIxq0F4WJxVvFMm6TyLEjAHv27MwBgAZAEwBMeN3zyNLgPXp04hREAqxey5sCQcYkyGaLL5s4W76sI4enT6BBPdKjR5Rnl15Ik3Jc2nQgm6fupCplWtQqVq0dqXYVuOYrWIliCZaFehYtV7VPo7YtmHZg2WBy5w6sS7YLXr0P+QK4mxcwvXdVB25hC9jgW4JcGDcmeC+xwMiF9TK03FPyZABDxwLonFnv4769sn7ea3lt6bmnB8ddLTA0XM+TbdudTRtAbNe9daN+fVa4bNyNjQOn/XKn19TBYcq06lP1antMS9qt3ht7He0Cw3T/8WX9s3fwg7nTPq9W/fXs7cl3h79d/nr6ZN2bx5/e/vvv8ZU3GXv1CdgYgfn5tx+ABc7HYIIGAoZgfxHqNeEa+g3IH4YKavgghQ6ix2GFc12Y4YH8XdUhimSQYRQwJLZlTz5HkPGGVVr81N09eaRB0B5a4NIbaLxo4WJ4etACTju95aOJkQOFwQYt76TTZCY1RrkGLe1YSVs+mZABXhhbVjlkJgWFsdeQbLbp5ptwxinnnHTWaeedeOap55589umnVFXUGegYBKniZhVWzNlKoAShoco+bC6a6EBkPBopogVZOuSiYGQK6aZVdFrop7S508oXogpUxqOkfmYqqgSV/7HKPq1O5o4rsA4kK6293ZqrqrPW2pivqQKwq7CAERtrsL3iWiwZzJbqLEFbPOqQtL8CUO0+166mrGLW4hRPS+KcWmy188DTEqQm3GSEG1kQVEcRH7TkArvuuuGGvPTaC+kJHokgkBEAPEGQE/2ydC8A7XYkgsBGfGKIQIscEskP9SqMb0tBeHKIQIAAskkfGXu0cMMs9THQIAIt80fJHcGwccoGuQwzRzIzfFMhiSRCkM0t5YyyR0Qc8jHLAHAixM0SCe2uKaFI7Mcmp2Ac9MwepaA1Cj6IQokSQzAdkdM3fWD2BySMEAJOC6MgZwvOjAJCSwK3dQIONwzt5sIAxyHJt5wnA4713oO3GbjfhbP5N+IA9A1nziO8DakjckICaUAAIfkEBQcAAAAs+ACSAAwAbgAACP8AAQCodq3gu3v38gkEYC8Kk4e3ikncxtCenTkA0ABoAoAJL4T06MRZKBAJsHr27IkkyWaLr3r36NWRw9JlPXoyaS5k06XXzZwse7rDOTNor6FAF64RSlSnwKU+m5KE+rOo0i7BqjoFsDSr1Kte31lduMUngKQLuZi9N1agWphst7b0GbPt3Hpn20J1l3cr1b5Te8JEy1VwXb+CAV+lS5jq4cCM9RoOOXKn0Jgrd7p0Z0+mRqWbO9f5LDBMF1+cPU8NrRo0atGkubIevfp166ezY6/JXTs1bde+dfMGDrt3ceK3Zdv+jXu5cOfGk++Gbvm1PeZufabEDuDt9tjdtV+xB+99PMnwKFWSF0+H/EvM6wdzLysfPP269o/iP1/W3X6S/f1Hln7JARBggQfOR6CC/iG4YH4NMthZe/xZh51pFsaGIWfmLbThdyR92GFpp3F4YYnffeEhiiMCIOKJGYbI4oUAxHjeawBgt0aNfAkEXo3nBSnkkEQWaeSRSCap5JJMNpnIQpCE0uSUVApJiSigfGKIIY6IwgMAHwCQQgomoBBEKKdo8mWYH7QZ5ggkKBkQACH5BA0HAAAALPkA+QAKAAYAAAg5AFv4AUAIgEFmzGhAAuBHkUGDf0YQQWToIQBDf0A4MgXgk6FCmx4F+ZDCIAofmiid+vHBIgASFgMCACH5BAUHAAAALPoA9QAKAAgAAAg4AAEIHCiQx8BDAzmFGjIwUSKCPQB48kQQALOIng4BAiRw2UURngw5HDRIYA8RAh0S1FGRYA4AAQEAIfkEDQcAAAAs6ACRAC4AfAAACP8AAQgcSLBgQXoA6hlcyLBhw3wA7t1rVw9btWvXzjncyFEgxGLFhCXDI4WJFF4dUzqE8gSJypcwAaSJSbPgl5o4c+rcybOnz59AgwodSrSo0aNIkw4Mo7Sp06dQo0qdSrWq1atYs2rdyrWr169gw4odS7as2bNo06pdy7at27dw48qdS7eu3bt48+pVu2qhK3BHswHYU3DStaPhAFAhuCbSYaPZohAMEyYSNcSSJysxdtQblIJhNiOWBPrJMaP7wn2ebBq16tKni6ZevbS17NesYxOdDds1bYFhbO/GvZQJZ6PEBZpZovtlv47xAMzDRprg8mIqowPYNy3lhw8pUBXVFINKhsoPjrZ3956i+kAxlsx7T8/9JYlMlSoNrJRJfkf06r2EgiifICLQJ5+E8sJ59K333wqcDCRIIomAQgODAXoHISCBCDTIIKDUgGF9GkY4ECOMMCPifBk+2AlBgijyyYr/NXjeCZQQRKGFIzrIEXiUGGLgJpyAYsoNPd5ISSihPOKCCSacEMKI0rwUAgkjjIBCCB/EBGApj5zH0wc5OIMDkk19AINA5jj1ASQtJgUgiUrN6SNSdrppY5p71tmnnH/iGehReaYZxHbmCKHUD0KUAkBAACH5BAUHAAAALPgAkgAMAGoAAAiZAPcBYEcNAABu7wwazAcAXCSDT4QZ/PXNoDdJCg02iXTNYpSMdQAoMWZQG6qMXdZEKghAF56MXABgApexphYA7Wpm1BJMp8+fQIMKHUq0qNEwRpMqXcq0qdOnUKNKnUq1qtWrWLNq3cq1q9evYMOKHUu2rNmzTnnUTFRTrU5AgAzqMPhBpyBmCuvWHIR37yC4d3UqUpQRB4CAACH5BAUHAAAALOgAkAAuAH0AAAj/AAEIHEiwoEGC8+QdXMiwYUF6A+exkzfPocWL+fLdqweg2rVo5uxdHMmw2K9iu1AxkSLFWj6SMAtCAcCkCcFe62LqBGDHYJ1d6XbGtDMHgBmBbLb4cicUJlGDS5tK7SK1apdeVbNq3cq1q9evYMOKHUt2q8iyC1/aiUIwDIBd6sbumzcrypuCssLJ5XdsJgC3f/Fok7tPnF/AYqQMIxzuMIAvYpIsFrtvX2OBiCUz9jvwi2bKljkL9Dw5bOXLBElvLqgaNOrOn02HZh0b7GnRX1rLfv1Yt+3ZqWt/vW1QuFfiBY13RU5QOVfmA51vhS5QulbqAKxnxa69KvfSv3lX/wc/HHhz8sfNR0e/XP341cnZP3fvu7z4+unvd5dKHX97/fJNp15u+/HH2xfZBTjdgQmSNWCDcjFYYFMPTihUhQpeJ2GG3mEI32j+zXdgiAKOaKFO0BHIIX8DknhdiyfGlKKL28G4IoU2fthbjDDNyCNJPt54YY6u4QYhZeIdaVqSPwLJpJAXPumglBGK9l6VxUG5k3tK2kYlklZ2ORyAU+JG43a8jTFGkyPt440kBKnJ5kjhwDnQFVdMkcyUdgqEp558EvTnnhH2CcCggQ6kJqCFEgQGGExoiWKdAqn5KBPHJGoppJmSRelAl3YaUz8XxROPPNhMUukYlxJaqkD7TO4z0gcfpIAKnnhaYQUqMpD0gSMAxDprrZPgCoAVWfDqK7DCkkRCJpNEMtAkmfQ6K7OykoSCKJ8YcsgiiHzyyAvLBpvtRR+c0MkhfggUSCCd0FBusyOtwMm7gQACgCCf1DDvuRfZO1Ag+/b7r6/2JpLIQIAYfK25vp7wyCGHCKRwvAfPKrEhhWzicSei2JAxuihQEkonlLRwggomjDCvNDCFQAIJI4QQwgc6/QpAKY/4qtUHOTiDww1oEfQBDAKZU/RAH0AC8dIA6Exv0VIDjFbVUEeNbdZYQ9310l9TvbXXY4MdRLDmCLH0D0KUAkBAACH5BAUHAAAALPgAkAAMAHAAAAj/AAEIHDhw3z6CAO4RzMdQIDtq164BeHcv30GB4CIxYfJEWLFiv74J9AZgDsJI1EYiBFBGiTEA+7xBWclkmEGZCMEksRlz5sAvYnbe9CkQqNCeBI3yxPkz6FKiAJQORfjlKNOfVqFGzUqV68+qw2CG0wpgp1iyZveFi/qzbFgAa5O6XUkwCd27ePPq3cu3r9+/gAMLHky4sOHDiBMrXsy4sePHkCNLnky5suXLmDNrLmxJBsJDiRIJjOR5YKBABCnZQBho0CBGADqtHiiotiDYsgnWHjQw98DQihQJVD1QVDNQnwwVgpSpdIgULEyYcBQpUvOBH7J/AECCRIiBIkTcAg0IACH5BAUHAAAALOgAkQAvAHwAAAj/AAEIHEiwoMGB+Q4qXMjQoL189yJeu9bNGrqGGDMCSAesWDFhk5g8iXRNo8mD+wBEegKgCQAkAJQYO0lzYMqDTJLV3Mmzp8+fQIMKHUq0qNGjSJMqXcq0qdOnUKNKnUq1qtWrWLNq3cq1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rl237q5tKYgmzTmm974hkUPwzJZu9ZbWE0x44BkyiBV/KwOnMOTEShdTthw58+TKji9L3hy6c1LNoAU+No0UNWfMpz+/Hp0awGrYrWWXxn3U9W7asz2TVi1aeO3bwH8bDx57MPPcRwoiVxp4b+EjrI9Wl35kG2+j2wmq/+n+vWh4x+SXnleNvTzR9QDGZwf/ba8XL+y/Af4WnWCaI/otlQ9/Ao0hUBpbBFhTPyaxYw0ZBSFoDTsaxWMTKSaBoIIeZxC0Rh4qmPQBhgDsQ2JGH6iQR4cDsVFHiBqNKJCJIqrwyiSVVCJQJJa0ICKJNMbYgimcHGIkAJuE4mOMQJ6I0QctgGJIIIEI5McnS6LYZIYxMHMIIYBYuUwMP87oZEMidOkHIGEC4MeYZZZ4JkNQetkmAIcwk+WTWwopZSKJCGRIM3s2JKOcIrbQSSGGcGLIJp2QUiidfaKogimUPAKJCZyecNKh+4xyUggkkDACACF88AFNH4g6SilBiEYYAlAfBFEKADi4ENUHL8x4K1Qf/BrkU6DOudQHppi5qyjKAsssos42S+yzwzr1AbXGKnWttNZS++y0M07jw1M/CDENAAEBACH5BA0HAAAALPoAkgANAGoAAAj/AAEIFHjv2sCDB3dFQXjwCUOEduzIqfOwosWLGDNq3Mixo8ePIB+Ka4Xx3jYkcw6S0ePuHYB735DEObhGCzV2AOrFlHPwzJFv9eLpLAOnJxmgOb8RNdqtXtKlA8+Qafq0aNSpTodaFSiVqlamWZVuBdA1LFSuWKuCVXvVq9i1X9uaHVuWLVqkcdF2c2eX7FS+ef3ifSu3b93AhwnrnQtXsV+3Zx8zLow4bWXIdC07ThyZc2bMjTtrFg2a8ubRnycvNow6dGrWpVdfVi0ZtlMA3wCMBZA2pO/fwIMLH068uPHjyJMrX36wUiWBKhgmmp4IOkNB2AVZJDQIwCBAzACIG0A4qDsA8DFKDAzfvXwiZjHGH1SkCPuhZgMDAgAh+QQFBwAAACz6AJIADABsAAAI/wABCBSYb5/BfQLtoQP2q9i1h9eiwQNQr5uSJwCiTJpkKdI2it2a2IEDB8CcKE8+VkQyR2AXAEmSqPyGJI7AKwDOHPlG8dsRNAMBqDky80iaoEOLHh2YtKdRpESdLhXYtJ7PqUKjWn3KVOtVqErBShV776vAMU3LcgWANqraoG0/viXrM2hWuXXpHrGb1ixVt37vAlCLte9awYT1FgZ8WA0ZnomZPu6JRE7QM2S61bNapuRAzN82f+t8+bFo0p9Nc/YsEHM3d6tLv46dOjTt1plPs86Z+zZvzb5d65Y9PDXw0buFB++NnPjy46hxQ0/OPPrv4tKxX3+uXXlz492rU3Sf7vx7du7ozW9X7916+/HhNQPguRtAbrv48+vfz7+///8ABijggAQWaOCBCCao4IIMKliFf5VUIpAKdiWSyCLLTGiXIBwKIlALdhEyyIj6kQgAIMwAIIJAKQ4CgIn4KSKjIvz1YQgkouD3CACQPPKIKCAGBAAh+QQFBwAAACz8AJIACQBsAAAIagD37QMAwFi1btfm+QIgbFeSJEukmJOy5EiSI0ecJAGQJE6bNgDWyEFCsCQAMSZTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTkolcqjBpaFMnUilNaEUBIiAAIfkEBQcAAAAs+gCRAAwAcAAACKsA+fEDQJAgvYIABqKjRu1aN3f37u0juO+akiVKJgkrVgwaO377jj2ZAwBNGYKR0gHIh4wJQpTp2O3TheQlgEzs2NFbZRMAr3c9g/Y8J7So0aNIkypdyrSp06dQo0qdSrWq1atYs2rdyrWr169gw4odS7as2bNo04bVo1UF1EDMjsYg2KJnXKXNQjH7BMAQJFFuAZBgYWIFi0eUImmqS/CD4w+CSQgNkVQEwYAAIfkEBQcAAAAs6QCSAC4AewAACP8AAQgcSLAgwXr32rUTZ7Chw4cO9wkEVyxZMWHHdgn7BbGjR4kF5wg8AiBSOI8oG4IcyAbAli5cuEjylrLmQH0AJA5rQrAKmJk2gwLQt28nQStZgAqtSXQYkqNWlC5F2fTpQCtRaU6lWtSqQKxSt0KsCjWsWIdkB4L5qfXsw6Y8B4oRY9ZtwaZMCM6ta/dm0bxy6bbte/evXsGEG+I9zNcuzsWBG/fdVzSuwL2DEwuECyZyZs2UjQ4Mg1gzwdCWAZCWbBc1wdWfE7seXdq0wNkCYdseiFt1bdu9de/OWfn1b9PBj4MuTpu12+TOz0KPTXj6cOKi5UYX2xuActnMtVP/nxz+8vat3b9XL+/9/NT07pfCH9+avXry2c3Tf24/vtD51wE4nIC7EQhcf/tJh2CACw7YYIEPHphfewlyFyFyFy434X2OZZgYP+yF4V9QIE4oYoVblZgaAF6MaFN3a7hYU2iADRQjiu8ZRtCNDA5To0A8OuhjQUFCOOSOMqZEI5FJorQkkjjKp6ONTX40JZBVdvQklVH+dyUARUr4I5hZQrRlGGR2GdSZafZYI5phYnikam0K+WadRt4Zp4Z6lvkQm3uCNyecfkY0JaFqvvhloOvNiWWiMy5aqEpfnnhdU0nkBsAYY0yq0pFocgoFpDMeaYYZopKqpDKAnfrFF6Ne/5dTMoB54cWrsQZIK0G4qmrlrgP1Kus+wAq0Vq4DOnpsovKgFI8/8gizBEHHYlNTPLc5UtMHMqBSVgrbSpOTtilx660VX1kBBQnbTjPutjJkIlAlAk0SCbvlursPuSh9YIMonhwiECefPIJCu++WS0MngQQiUCKBcLJCuAn3SwMngBAiECCCbDJxueLuW+4HFwMCyECCePJxvyHz6xHJnRBk8icrv9zytgsnkohAhxzSSc0dfXBzuS88UkghAGzSxyaaHAxyxS+/IMoppxgNCSSa4Msy1BB98AEAI4wQAgAfjOB0uKM4k8NUX4sg1AePAKBDC7Ia9MENOUGyrV0fmDPDdd0f6Oty3WQPTbhAgf8ta+IiH4644I4/rvh1jA8OOOSRMx5E5GQ/k1MpPjgOxA/mBAQAIfkEBQcAAAAs/ACQAAoAbwAACG4AAQgcSJBfQYIC8+2rh5CgMF26hAk0JiVJkiNHAGQEkExKG4EfG4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz5lhfgodSpTomKJIk7akRGLkIxQrBSEEFNOPIU4NRT0K1UnkCIIBAQAh+QQNBwAAACzqAJIALwB7AAAI/wABCBxIsKBBgenEYaP27qDDhxAP6pqVKk8kcBEzajx4BoCkjSAP5jvIJqTJkyhTAgijsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KterQMVZfVovERstAKk2y8QSXqSAVNMkA0NNZD9iWNQTj0LFnj63bkgPnxKFXN2e9Xm/j5uHLFjDcgXIJ+zUcl45inH8DI3bcFzLjyY9vRj4sMHFlzZc7U2brS7LAOYM/26xXmjOAOXgyr25NEDa9ezrd0c4bG3dO3aZf9869+/Tw38WF3yYe3LZvnMBdO2cu/Tj05NORN7d+M3pt7ja98/9err06+evbz3fHDr6meOPqw7OP737+8/Xp78vPT/07fZrvKadfffyV59+AANrX33gIzhRgdtCF9tpgDcr0Vxcs5UUhW8F00YZg/81UT4cfYlZhTH8d0ZGJhanYWIgW9uIii4vNKBqMKMq44o0nwpTijgAk1uNL9wBjY5B03DOkQfuElA4vR8qFDjobyTPQPjmA9AEPe5QoEBpHhASClQBgqSWXXgKQRJhaxiPQPjqc+cpAlVQCgBIhfeBmmVlu9EEOoWwi0CKLQAJJnnua6acOn/ghECCCGCJom2/2qdEHPSzTCCEADDKIH45qSaail2YaqkCMnHrpqJZmhCkzoXp+6oknebKqJaOHCKRIIptwUmultz4i0CabfBJKKL/yeasmAFASxAksmIBCsqSCRAIJI4jwwUnbAjCKMy8A9YEpAOCggwlAgQDADWX6IO6VrfIEQjlvxvmTnsDeS6+y+ubr0wf7VssTwP72RDC//wZsb8Jv4iBuwKK46xMQVgYEACH5BA0HAAAALPoAkAAeAHEAAAj/AAEIBHDvHsGBCBMqXIiwHsOHDM9Rm+gNosWB93pJUSIFlTBhxYpdZFjPF5MoSJwgAbAkysiE/AC484VEDgA2AufYsfcyobtdWxLGqcOz58CfXRLKqUPPoFGZvpIiHNr0KVSpA6k6NToTq0CtVrsKZbq1p9ipZK2WVAj2aUmvANoafTu2qtuodcu+pIvW7ly8ffWOXFu36NxeQQOr7cWWDj3DPesxFuoY8t7JUysvbvx4ceKsmt0iptxZ9OevoQ+fjps68ujMpVWTtjz4NejYrlfHaX1ZN+/aW9bApn1RcvDhnoXfJm7RuHLUuHs/Zx0d+PTd1Ysjvv5b+/HlyZGb3Oaevfl28arJM4foHH1u9eHBj3cvnb51+97hz5efHr/579Ct91B7/L3nH3u+AAjAHHmUh6CCc+Dh4IAJThehX2ZViNCFgl00E4QSdmjRhxaGGJaGA3GoFooC2WGiW8B0MR0AqNBjFQDYvALAc10wgYpV6z1xDJAQjUPkQ9gceSNDAt7Y5JJQRinllFRWaeWVWGap5ZZcdunll2CGKeaYZJZp5plo9mSDKVfS0EmaF9XwSZugXGkDlms2A4onABTCSZQkqMDCCjCEEkkkUn6g6AcAkEDClSDAOdANAQEAIfkEBQcAAAAs6gCSAC8AewAACP8AAQgcSLAgwXPUEoIzyLChw4cA6vWSMmVKHmEAihWDyLEjAHe+ACQhuCSKx5MG9330dQTAlYFz7NhDSXMgyC4F49SZWZOmu104wwzUSe9eT5Q3c9YpevRkUoJEjTbt+HToUqlTIVYVGDUrx60Aunp9WC+kUqZjHZbFCfVqWrW+2FpF+9bg2rNY6xK825au3oF85+b9G9FsX56EBUrcgjcx4F4G49ChhzixxMiTKxO+nDOzY8WQO1P+HLEXY6iePy8WrfnvatSjVZtmTfr10NSObXPFbXk27NZ6dYflvdn37di5Ta/5XVs5c9lblh8HXnex9N3Ie0d/nnz79ObesVP/f2udu/brw7MXD59+fNry36Gjl6zetfP43ecTt8+evvux8IkHnn71BXefgPKZtx6B/3kVYHsDKsgfgxHiZ5kv7M2RR4HVYYjeHHhwSJ6HBIHoF2EgZRjiYH+l+OGKpLlYIoyfyQgTjY7ZKJCJLOqlIwA8xkjijSe2OOSOOCb2Y5A1Hglkkig6yWSOUkJppIpF+lhllnUtaaWWWPbY5ZZivuUll2aSKWSYa76IZlpnlgmnmk2yWaebco4VZ4wHArlhng720oVQMP1ZWzBdtAGVoaohquhxgGYl0RFnwBbpVJNWCmlzlFrKqabYXdpUpp7K1ummn90DzKm73SPqQCqd/5QOL6wOhw46HskDaw4nfcDDHo8KlEZLJ4GgKwD78OqRr8AShAaxy8Yj0D469MpDKwBUkq22SqD0gbTIKtuRr6Bsksi5iUACibfgJtsrDsx4IpAiimyyCbvTisvRB/AyAggjjADQiB/eHuvusvAGQtAyBPdqsL4Q8RuvIIoMMogn8jqcr7XlAkBvvZ8UvPGyQ4wSyieeGGLII4+IHG6vKLDAwgk2UAIAJae4fPCyH/T8wQgkjEDTBwKN4swLTYHQ0wemAICDDiZMRTRNSt+ArA+kGTT1y1kTBEI501bb9UDfjjw2AB+AzfXZaZs9dttrv632znK73TXc1J4tEN446AuN9tyiYH02ELoGBAAh+QQFBwAAACz8AJIADABCAAAI/wDz5esGAMA1dAUTAsg3S8qRI7OGVTu2reC9WE2qVGkDoE4aWO4WrkKSJcsYAFaquGq3b58qMmASplzZ8qXCmSxdkrmpMicthSh7tvzJk+Y+WluK+gSKsyZToUefGiUqE6oqqUuV1txZ1ajNrjmvatU59mvBpmTBbi2Lda1al23hsp37VmzduHbPWt0pRq9Xvn7DAg76F0BfwoINB157GK3NxnsVI2a8mCzkwpcTZ6Y8OW1ls51BO+b6mXRo06Mlp95subRqqERZP668ajAYMCvz7RspOUyYlSKbKFyzxpW6hbGcKExzxjiAi3aWpzHOzp4sO28kp8HUDsC5VE7YSBiu46t7NCRoEu5BAgBcQWAA4hQ8WZAdgIAAIfkEBQcAAAAs6wCTAC4AegAACP8AAQgcSLCgwYHCihW7drChw4cOkyTJBLGiRYNjsGC5yNGimI4gQ4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdyrSp06dQo0qdSrWq1asc9/HUuooMQTFfZnL1OhCs2H1dPwo0K3MfWrJrv7hqi5agF7Cu2sV0u6ogXr0w+cIF8Hfv269yAb8UjDiv4a6NFbtkXDbx48GFAx9Wm3nx4cqONUMGLbkl5bihPY9GXZrlacKWRWOOrXp26smfWV+OvJt0b92ikRAMM8aVusfCfYv2K5euKr9g5j4u+IU27lXJBYL50qr1Sr7ZAWz/746c4HjvKsGb544+pfqB58vDZy9fu1x3IbVa9FdOXqqCbnyBiTgcxSPQPi5w9EEReRCUhRtGhMCRCQcmeNGCDQ6URRZGdHRChQoScQlBkUzSIUcfAoCggn10QtAmn5x4UYorXtjHJooMdMghfXREoYoWWvTBH54IIggAjDCyTB8iTAjihUQeKRAgS5bgJJAsckJQIks2edGPNQrZByeJ6LhMIT4+KWQQpjTzySYAFNKJI2lieeGHLJywQygAUCKjRWAGCdIHAkmY5iiltIATCgDggAOjN4GAg502BYoTjYLSZOlNmOK0aaVq1vSpqKFqWupMNCp60wgHQnKTEEEAAhAQACH5BAUHAAAALOwAkgAuAHsAAAj/AAEIHEiw4EB++xLe+3as2rVvBiNKnEiQHwB61IAVMzbrCBIltiiKHAkgH4B2mZgwOSKnTRsoskjKjGhS3SszZsYAGDPGSayZQAvaLCimyc+gSIcWNIoUabtXBpk2BdoOU9SjU2U+vZp15talWLuKVEpQqtixUMGeHUl2oNm1EtsKfAvXoFwAdOsSvJtXr8CvZcP6HdiuFdfBBQG7FYxY8VzGgx3jhexXct/KaQMjTpx58WaClinrDf2ZcOfHpf+enpz65OrLo1+Lrks6de3Stz/n3ry7sezWvSP/tj0cd3Hdx3kn933YeHPkz5VHZ66W+HTh1zFnj72d9nLs1Z2H/9dtePxmvrPhBvd712fr9jFTw3+/2r38+unXts9/1uaXgvaVth99BgX42YD3FcifWAgKiB+BAC7YVYMHPphghBASZOB5FjqoYIYDbYgYhRx+eKGGEmZF4ogdVmiigFZhKJ9ha2gYn4cA3uhijgTW6Jl8MWoGZHdwqRPkjzBycYaQSS6JpG6YlJEGk1BKSeVMFs0UDiZKlsXKPDPJI9A+J8wUghFrhEEQHkXM9MELY6JgJppqDpRHmzK9GedMIEBSSSQCVVLJJES4CScA+8iZJySfICKQJ55QIoShe8okQh/LHCIQIIFw8geliCpK0qXLBDLIpp58muehic5UQh+MBI8ykCCpAiACSXqGOpMIhSyzjECCCPKJqriyKupIIDgCqUCBdNoHqK3maUQojwCwySagmPLsqpWSBIIRmmhiig4nsGDCCNCWCVQIJJAQAggfBKXnKKOg29pAH7TgDAA43EvQB4qS6a9AuUbrb8HHtobwwAAsPLDDBxvLMMT3UqywxA+zynDDLYwZBMNCQAJAQAAh+QQFBwAAACz+AJIACgBtAAAIkAABWLt2jVq6fPn27Wtn6QiSJKuKFftlbd0rLma6dEGCRAmAjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0hvOoqpSBAgRoIAePrzUVBUAFGnflymqOvIZYcSJRIJqRmoTwAKGQolBIAJFiZQ+KBESdOPjx/yghhBIgSAgAAh+QQFBwAAACzuAJIALQB7AAAI/wABCBxIsKBAfvsSsjPIsKFDh/v4BfNl7Fqxi8Ws3XvIkWNEflGWRJllp0kTKb7cdVzZMGIeNWzYmJl5B1g9ljgJRiRoBoCZLr9yCgWQz17BMGKoQBuas+hRMV+WMmXplGCYMF2kTu1YdeDVrFtXdhX4VWtYh2MBlD3LMe1atmiNWsVqFm5Bt3TtNsQLVq9BvnX9EpXrNa9ggoAPIyZM1rDiwUcdK078eLCXuX0fU9bMWK3kw5snd37LOXJm0aYD+w0NevRnwaxhuz7dOnVlyJhV6429erZuu7x3+74dHPjwysXhJme7/GzzsM+3Rp86nWn1odeFZm96vHRu4t1Rf/9HHr72eO+Facs2+Lo3e/Xuj8IX/v638s5q5xuvD54/ef/oeaXffQCKZ9WAzOHXHn3y2ZdggeYd6KBzCiJIIYTrNdifhv9xGCBZFkJX4YQiYhifhBui2KGKH+ZHonT2sFGQFyHCKKMYA7HBRVCVRaSGGgSxsUUwKj3GDz9qoBHkkEUqdmSSA7khZEqV8TPPj0tS+Zg9VwKZ4xZaKsYlll8SWdmYM3YRzE1bXllQUmtWNo+bBIFRRTAbPZaQlwJ54UYVPObED07ooJOHVX/ykg5L5cQDQDkMfdBQCG0UlMUePOD0gQ+P5hTCEUoCIIYYl2bK0qad4hQCE1BAAkklAEy68oqpK6EKqaqUQAJIIH4AwEkoO2jK6a0sgbDJJoAAIpAhnwR76rCaghAIIwT5wUwPwqa6EgggEFJQINdmS2xHH4Dgx7TUAnBIuM9qW+uxjFCbCLM6iJsTCJEo4Ykhh3gCSSfO1gqtpk44EUonoIBCCSUvZCuPUCSQEAIKIoBAggkjZCvKbZHe4MwNHBv0gQkA7BNyQbaeTFDKKgvEcssvqxzzyTOHXDPHN9+Wc2U7P/ZBvQ+3DIQQGwcEACH5BAUHAAAALP8AkgANAG0AAAi/AAGws3aNmzUACBMi9KYkSZ5JtxD6AodwnzdJadIkhCPlWMKLCgGYYYLsI5SQZpaUBGDxpEIvTzyy9OYyIUyZLUPerEhTZ0yeNRHunBkUwNCcL38S9YmzZ9KmRY86tal0X7ioTGQCGOYkJIBX2LyKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/gAMLHky4sOHDiBMr7huK0idPAA4VAqBDoQkTLE704QTAFA6FH0J/ADACAAmFAQEAIfkEBQcAAAAs7gCjAC4AagAACP8AAQgcSLCgwH3eoBQM8+SYwYcQIxZEqJBgmCUOJWrcCIDiQowcQ0L0aBGkyJMDSQ68mBHlSZUCWbpECROAzJkia97EyVGnSZ4bfbYEKlEo0aAJPw49+tAo04hOnzZNarGh1JEJxRD0YvWqQYpaB3Jd6rVj1q1dy6Y8KzatWrNQwgoc+3ZtXLRkvYLFW/cg27lu1e5tm/fqYMCFpR4GQLfv4sZ1HwcuKznx08p94cplPFnvX86WmWJ2/Bny29GRS3c2rDr0UdSnW2eGLVg26buEZ9tOjRux7t6gfxc0Xbti7tubiVOmepx38tWKmfu+PRz65d2xgSv3rN26aOzFn7v/Jkp7effxRD8zRM9z8frfm98jr8oep3vvr9XjJ6+//sz7/s0EnnkFsQFFgC5Jx9hPdSnIxhLIZAaAgxACcA9vBZnBRIQXZpfhhhZiuBWI1I0YYV/8ZGOcQGJUiKKKBbV4Yl/hrAiAjDP1IxI82qAS4xLJiFSOPB09E9IHH6TgI0FgoCKDSB9AUuSRAJAwSRttDNTkk0c6MuWRKUxSSSSQUFJJJa9wydEHXu5jJJiUfGIIIIIkwowmLkDZ5pshrcBJIH4AAkgggXRCg55f9ukJQYOCUgOibp60QiMCAQLAoMw82mWiHK2wCUGJFHroppGK5CcjjAwySCKJUPICpHxyYXSCKaB8sgwAiBjiKqwngSCQCSsUAkkoprxKqjQSFhQlAKVImexAH/hQCg7GPgvABy0IhKy11z7CabJsfithuKVaS26s4O7J7bXqcnvuuu+626658z5Lrjk+WAuEEM4AEBAAIfkEBQcAAAAsAAGSAAsAZQAACP8A98kDcK2gu3oAEubbJgWJEyYAhBUrxm7hFgB10sQ50kTKt33muCQcyWXLt4VdRiZcs8UcSi8q13QxBxIAzJFsWta8mTAnTXM2VfrcKVQnUJUAhh4t+jMlU5BOcRqN2tMo0qQtF171iRIp121UsboE6zUrWaZd0Z6VOjbsV7dm4bYtO1et3LRs8VYdSwWpl5kL+6oMA3ib4JGE+SJNHHhx4cMJGRt2rHjwY8qNLVdGfFlzZs6bI3cG/Vl0aACSIaMebbr06tOpMU/2PJt07da3X7uOTVt1mC+n/8IGfE71Girn6EW72mYPO3SZrh7RZQ9ApKtIhl3dzr279+/gw4sVH0++vPnz6NOrX8++vfv36DW5ABAQACH5BAUHAAAALO8AkgAtAHsAAAj/AAEIHEiw4MB96K4ZXMiwoUOB+4opMfiL3cOLD/cZe1KwSSRxGEMu3DeMI8E1kryJXHkw2ZKCYSSFY8mSZBOYMmmutGkQykydIXkW9Ak06LCbQ38WzXi0p9KlDYUSJArVodSBVKsyvCowq1aDXAF4/Uow7FiyEJsmRQs2GROnbAvucws3bsu3a+1CpJtX71y8U5/G/VvXL9/AevcCxiqYLeG+dh8jTiyZcWIAlbs2RptZ7Gaync9yRrZY4BOVic/pIWOQ2rvLsGPLnk27tu3buHPr3s27t+/fwIMLH068uPHjyJMrH74t9zYqBruYu5zvOUzp1Jtfn564OnSCYbB3/7cOXrxe79uzfx8Ynvt58uzN20Vf3v18+ALbq08/fn1++XHRF599jgn4H4FsGQiAfv3x955/CwKYIH4RIoiWggw+6OB9EGbI4YYBUuiFhBdu00VBI55z2T7mnEjQiN+siCCMMhpE43g2dhEjjijqmJ2NX1hIVnUGiUGFkF8RWZCRSGq1zzkQivFFOTT1g5E8ALBjTX4DSbnlRfGUY448+4gi0gcw7FEQGHu0cGYpZZ6pgpoEudHmmaPEGdIHKrwySSUAVFIJFK+4uWeeZu6pgimcKAJAIIlAEoqhGH2A6JktfHKIQIAA4scnLOCpJ0YixLCMHwAIkqofzMQgaqIYlYJgaiADCRIIM6EeOupFpS7TiECDDJIIrq9iCoohnSqiiCGgFrsnDM10AsAyAhnxiArOhjSCQCuw4AgkSlyCra6mAAVCCAKRsNIHpZQChG0fBIGDC/C6sM8o8Dqzq2yW7htbv7DOBjC8l9Y2sMEF03awwgkL3DC/pOzzjA+0ASGENAEBACH5BAUHAAAALO8AkgAvAHsAAAj/AAEIHEiwIMF9CPcBoHbtmjV2BiNKnBix269ixYQtSZIkkjiKIEMWVEKFCpc1YdaIXLkySxYrVljKDJkFAJiZOHPq3Mmzp8+fQIMKHUq0qNGjSJMqXcq0qdOnUKNKnUq1qtWrWLMGTTZ1X7IlBiV5U+oVLEEvYsl+LYh2bNKybNO+XXtWLlK4dd3epTuwrVqzfe0exRtY72C+Av3OBZxYsFHCjQ0/RgxA8V1jSuJKLrrPWCSVhcl6ZpNXtBLQiSd9fGtMEmoAbKRUi4d0nj13u7acVQJLqb16vnQTRBUl6bx76W4JH4gKj7yk+drlLkgHj9J86qYTlJPHt/QjaQim/+kO/Xv4geOv4wZPEA15pPzWnxfoXmn8Xsvpvx9crxeVgvW9dQ8v/7W332MDFihQGAHelSBBDB5IFEIPGkhWhQM1OBiG+l1IIIASTsghABoi+KGFAp6YYYhD7TNiiZy9yKJQLqrYYYoK3uigjSTOGFSNOfboYZAwishjkS3KOCSIS6K4I5E+AgUkkzhS+WRB6QnoX0Fs1EEWcFvMx0aXZLnjCxlirrFHmWeKSeZbZoY5kBlreAlncKQJRKedd8U5355sboGaF2/2mdsZfa2RJ3y4bYHogope2MsRZ42p0z7PCZTpc/Js2uk62g3ExpoixVNOOQIhhINAI7jg6quwuv+qAhF7PAqAGGxowdIHIzyn6koffMBDHmoMhGsXu/YKwK8iBTtEK5VEG60kUOwKAm3MhhRsDs1wooggfiwDySPWYrvPqs1+oMMyhwwCQCCAGLJJucuem+4HOCwTiECAAOLHISIAe2296IIU7Ac76CuQIIIEkgi92VJ0cL77AsDwIYdAbG+6OTCTMQCKKGKIIRoXbPAHOXTCCQCfcAKKKZ2UDOwHPphCiSlEjGACADsLbK7JIpEgNAnBzvQBCACMMoozLzh1tCgA7IBDz0wVXa8OTiNNcNa+bly11hErdXTXQCc19tZNnR222SCQzTXaX6fq9VJWI3SD0x90LYoPTAEGAUQQAAQEACH5BAUHAAAALPUAkgAYAG0AAAj/AAEIHEiQYDlr1qiBu3cvX76CEAfm4yVFkhQ8u4QVKxYx4j1eALioIcOkCYBJHSHW61UlixgxcZDYsZOy4EcsBePkqUnwI5WCaerwHOizIJqdQwEUJXg0qVJeP5kiHbp0YNOkVQVepQrV6FSeWQFsBdtVqtOwY2ui/aq2rFW2KdeedasVbke5WOmKtetRb9q4fvlCxMs16tu5husi9rrYbN7EexsffsyYsuPClTFfJgv5793AkhVbnqyZNOfMpze37SzYJujRokvHTm16NWrbqgGzflhz376PED1D3AcA5O2IxIF75U1bq9OnkJ9DDyO9J1Tq1QX6xJ59e/bv4MOLcB9Pvrz58+jTq1/Pvr379/Djy59P3/z18FDF4KeiP3yV/uD9J14VYAxYoH8HOkUcQQSKF91A8SRVRUcfVGjhhRfysIcV4u3xUn0ghijid6F0wokhiBhSSCHPoWCCCSi4EIoooTwinYUghIACCiQAEBAAIfkEBQcAAAAs8QCSAC0AewAACP8AAQgcSLDgwH3bBFJDZ7Chw4cP97lSEkUKql27AFCrB7GjRwD7WDEZmITJklbuPqpsmE8VGQBW2HBBE8dVu5U4D7JyUpCLzZw5Q/Ik6PMm0JVCB4oBUPQo0p1Kmf50+jGpwKVNqXq0CgDrVK0QuXo1CjYi1KtSyZZtKDbtWrNDu7p9y/as3Kx0C7bFm1dn3LF99doFHNhvVL6B934trFht4sFzC4OEjLhvY8kCL2PWLJkzY8qLH/+N/Hl05byeRR8ObdmuwNN0ub5mjdo1adVEace2Dfut7Nut4852HLynbt+8j6/93Xt5cuK1hQOPbhz6bunNyzJXrv055snYuYP/3W4duWnxWlMXR5t9/OA17dODLu/8PP3u9r+rp84ePVXy+s0XYHj3uUfggKsVKF9+mwnYIIOdORghhKUliGB/Cv4nYYUYXniXf07td52FD5I4oYkcfphhiBvipqKHhJ3YYYkzygiAF9ONKBCO8WkonRkgAmXPb0Cqg9mQthV55G9euGKkZEhK1+SThUVZUJMrCklkkDlZSdAXXOKEJBIFgZklUCGRSVAYXO6zEjzzpKLmQGyKs1I5ILWw0gdF5FHQG0SEoNIHeu6j56BE4PGnEXsWCsOeRGQCQCUCVWIJo4OaANKjg/YRCjOJBJLIJp9g+tEHmu7D6al/bJIIAIAAkXBIIkHsmeqqHn3whycEJZJIH7ZuuueuBCmiCLCZCjvorrEKZGytyaq6Zx+uvgqAr0AEK22nnYCyiSEAFAIAtKfeuucJAJgwwg0AiCKKuNHimpOgANCrkgmjlKLpdwadsAMOI/BrUMDbCjyQuQYfrGzC6S6cMMIMQ/ywwwZLXDHFAlucMUj7MowCSI4wLJAjAQEAIfkEBQcAAAAs8gCSAC4AewAACP8AAQgcSLDgwHzbBFJLZ7Chw4cQ62l6AkXKLAC7fl2DyLHjQHWYjgBIM1DJLQD0PKosuA/AulcDxWwBEEUWAHsrcwJoCZJgGABIYunUqQ9Az4E/kdAamrPoUYFJlzJV6RSTT6BSp3aselWpVo9ckWL9utWoVbFeyUIMC3Ws2odsAUR9C9ds16x0C8adm9fgXrd9Cf5NG3jgYLyFDxcWbBct4sCKFwuMLJnyYsuJG7clfFmzXMCdn37mnFk038qeT4c+u/lxX8yQU4MuzXq067ywX8smHdv07N61VdO+K3ny7tt0c+M+XhyA8uTMiz9/O11tdbLXv2bXun1qd6bfh4b/JxodtWiBvHX7Tr98PXLq5VcTlx5/uOPm45vWBz7ffPDf6v3HHnTu4bdfgP3Jdx99BTIo4HvWHZgXT/+RASFZFBIkBgAWNpdhTBxe+NWHAm3YYXEkAmCiiFqluKKHnr2IYowhwiiajJK5WOOMN+6YI40n/uhbGSxO1dJLYBQU5GJHwiQWkc0J9JJBS0o2pZJFanUlQVtkOdWWA3UZpUuvfFGQmFGCKRCUaTpJUJWLqekjk2QaxKZO/Kjkjz/eWGIQGrT041E88cgj0D4jrBSCFARdMUYeRaz0wQ2HJqrSogU9GqlKH7xQqaKRVAKAqKNesqlHnX7KKSTMfCLQIcucrzKEpJ7uZKlHIvRBUCAAQOIDrap6VEIfihS0ya+c1oroSsMOIhAgAh0LrK3M6grtQNImG2xHIhTiySEDJeLrtMuuCkAnmwDgSCFGzKottZyaAIAJI+SgSSSauIuqsrfm9AEAIZBAQgiSUjrKKP2O+QEMzgCww5gFfXDCoShAPNCk2yqsbMUWA5DqThxb/PE+IUM8cskaU9yxxxuvfLLL/MJ86Moeu3BoECsL8QgAAQEAIfkEBQcAAAAs9ACSAC0AewAACP8AAQgcSLCgQH7WrAGwRs+gw4cQIdoTGEUKrFu+fH2LyJHjPgD26MURaAZAEiZMoHVcCZHeOwBr3gBgswXNkV8scxZ0WScNwTM36+kc6pLOyIFruvwSOjRn0aMC12xZ2tTpO6MEpVKtuvJp1qlMuXL0ihSs2I5ko5o9GzEtzLVsH7rVGjauwblw7e68CvXtVr17sZb9C3ggXsKFAbiU05duYoKLG+dNHPkr4sKVB9el/I6x5c2YO0u+DDizWtJ6TfsFXVr058eGXWuGLVC1Y9q2J4f2PBu37NOsU/9eTVvx8Nuwc6O2qzw48+O6W/MGXrx5dejL41r3PZ0499HOtWP/D892e/Lx17sjf2yePfrvr+H3Pq8+uvD62cu/pw8+fX/51AHoHX/xETife/iRd1Z7nCXoX4EI/mdggBMOGCGEDUp44YEZYribhh1yuJscBdn3nBwkiihdihQiyKKFDb64XowerljjfTKaKB6KN56YY34LdvajgmItNmR6PqmI41fFEMkVPezwOBBNTRb3DjsAvAjAFsW4YyWWWnbR5ZdZFiSml7RdKeVAZ34pR5JsVplmlHAKpCNbatZJE5Bi5Vkin1zV05meU90zFD85oQPOmwVxAUw6OckDgDk6hUBGnWHsMUNOH/gwaaVooJGVHpuy1OmnOYUwySQCVVJJJK/wv8Cpp5Sm2kknyySi6yag4DArqit9AMImmyQiUCCHMLPDr7UGC8IhnhCUbA8imEorpyL40YhAgACSCDPUWgtsR8Iasom0yjLLKQicQKKrIooY8skN6uYEwq2gAFBIIURAQq+4za4EgkAmjPCDJpFkUmqwnpbD1QcAhAAACRKbKgQAohT30Ac3OPOvxgV90IIO/YBs0Ac/jGsyAKcGvHLLKxMEc8wCzUyzzTHj/PK1NLPM880/55wDAPH0/IMPGQcEACH5BAUHAAAALPQAkgAuAHsAAAj/AAEIHEiw4EB6A60BqHfPoMOHEA3q0wcuEoAmSgDsAvALXMSPIAFM9Pakipg5AJIkUVItpEuHE7MtyZIFQB0qbZYce8lzYMwlBMeEYYKsZ8+YUAqKIWqUJ9KCYZYUberyKcGoU6mCtDoQq9aQXAV6/foxLICxZCGaRZsWpr5sSa9Kbav2bdyuc+m6hQs1r96Ca/3+9Wm3b9bBAgMfRqwYMcHGjhMXlrt4MOTIlx1nZjwZb+W/my13FiuYM1/KkSWf9pxa5OizpUWvJv1Zb2jQr9mavku79W3buWPjng27Nt3fx4Mbb4ucuXLfz1M3TzudbPWv17Vmp7q9aXej349G/8c8XnP53YahE9ctm3dx9e7ZD48vHPj6+snvL6d+vn166f3N9x95+sE3oHkFApgggfTtZ12A9jVoIGoK8haGfBEeiB6FDGroH4cISlihhwKCuCFrI5r4IYodqlgiiyFC1YSDX+2zTzZRKDVjazbieFUYSBDD4405XhXkkD4aKWRqPRYpFpBLRtbkj0cySeRVYlQp5ZUDjTFGElE6NmWXY+xoZZJdmdkTPy7FIw8yTgLgpRPD9NOmQPs449IHH6SASkFjoCLDSx88AkCee/b5Z1CpDLonJIfqGRIIfWJSyUCVVPKKoyEVGimhJ2jCjCcCHeKJJi4QaiiiL50A6UCB+J7BCQ2qfvrSCpsUFAgzNdTKaqcrFKIrr75K6pKrgAAikCKAfELrnqsaG9IJjxxyiECJJPJIqtDa6pIJogDQiUCFFAIJDMXyJIJAJqDgCACRZMJtp6s+Q9UHA5HAk6elvKtVCEZ94IMzOLzQmkMfoLuPNAcb5OmvDQv0sLQRTxwxQRZfLHG0Gm/s7cUZaxwyyBx3PHLF7y7sg8Y/DAxAQAAh+QQFBwAAACz0AJAALwB9AAAI/wABCBxIsKBBgfMOKlzIsKFAeg4jSgSwb1++fOrWqTtG7VrCiSAJ7oP3K5ouYbGkQFlyLqRLAPm2SYmyhQuZNHScnLv3EuQ9bkjiiPkSBgCaI+Dq9ZxYj9uRgmmQKl0asekWqGSSUq3KbUsagmnI7Nzq0OrXgWHHkmVoFqxYnmsXtkX7Nq7crmcFpoVr1+BcvXX7+sXrVq1ggn8B7D1cMPFixgMdB4YMoOmRvIonQ7aM+TFlzoX5bnbaWTNj0HQNj74cmrJA1IBVnybd2jXszLIP3/a8unRuwbtN66adWvRs1sVdVyYe2/hw5M2VW8b6u+/02p+dUncOXDv21dule/9Pbnt89PJPvx8Pj5599vTk37sHr/75/PX1u8M//943d+vm4fafXcFVRyBzAooHXYLo+aeggw3mB+CCvB0HYX8SHkihcPpdSF98H/K3mTUbfjPVZ9YgQQdBZ2TljnL3pJgHQWtw8c2LrsVIx4wCvcHGGdS8o5w99AgTBYtrZJIOjPsMswSNa0SyZI75JPPkQGecMcmUlNmzTzJMQLmlcvl8GeZAa6wxiTjKVQQmQWGEsWabXyYBZxiSsOmam3YOFGeeyulT552AuiZoMn0K9KeelB2aKACLBjqon3gyCpmjhFrKGKaUFtropIpWKimimY76aKSGggqpqHuqiiplbiL/QZAYYngKWax3ztlqMrJSGkU4dPJ656/B9hoqsbsau6qtjOE6EK3MHuasQGOMgSysXyr76q3ZlurSPvJIFI88umgrJzbixiNQRUBI9MEHM+BB0BVjSEKCux9IQ9E+7Ub07gyotDEQvZfc62+++/brEAjwtlJJJQBUEkklmRjs0Lv6sisRwzuYwswhiSTiiSeUjIBvxvziawMnABwi0CF+cFLCyQlv/EENnxCUSCCbzHwwygo3xHANnujMs88XI6xxRAzTsEnIAoUsM81LJ31DJ4e4rEjWkCDdEMY1H3zDIwIZsgkknZRMdcoHv3DKI484ggIKJ5gwEdgVBRHSCCYzUPxBSO+aM8oozuCgXEHvkr2DDi1QJQLgH9ywr96HD/RuOWFXDgDebGvOedCHf665QKKPXrrnSnde+emrpw66cpz7MPrmqZMie+U//CBEOQEBACH5BAUHAAAALAYBkAAOAHEAAAj/AAEIFLhP4LyBCBHmE2gvocBz1CJye1ev4MB993ApUSIFlTBhvoxdrNeLyRIATo4cYTLportdSfIIvHLFCR6C+15uGThmjBOZAPbl3LVTYM+fOHXy9AlUKMmiAI42HQpValKiS5EGpZp1qlKjTK9WDbv1a1SyQs1aLYsVrE2xA8OEecsWqly6adsCECMmzs26A/n6hStQ8N+8UA0T3tv3MNfCjRcrBgx5MGXGlhEHjnx5smaBcjM/xuz4ZZfNok2jLr3rdGXWrklfje15KG3OeW+nbr16dm+2umH/zj3cdnHVr30nB36c93Liz41HRy6b+XTn1aFnl76dem3vuLl/2cc+Prjy7uTDg99t3jr62ALZC/QSXzhCNDLtFaQuME0eevTsh119ANwjUD0DAjCYgQDwB8AcfwnUjixUJBQFKgiNE0uFCVmCkDapOASAKwgRM4eIKKao4oostujiizDGKOOML67Roo005qjjjjy6CF9CM2BSCQBDRiLiDJowA4AiihgCgCgiJgIAIIAEEohDNSg5JQCCCLJJCQjVsIxAgAAwyCAArJDiIIqUmdANjySSCJMpagKKIZ4YUggkp4yA0AgmsLCCC6JspISfCH3wAQgDhRBCjx8kFBAAIfkEBQcAAAAs9gCQAC8AfQAACP8AAQgcSLCgwYH85h1cyLChQ4EKH0qUmK+bQGrfJmp8mM8VACVSZgkUdm2jSYL3YClxAkANAClJXNU7qXGfwHuzlrgUeKaNLXc0N97blwoJwTFYYAENOnEf0YJXsPxk2nTfKjQEo06l+tDp1aNSl3Jt6BXrQKRbxzIsCzat2oNsz4Z9u9aqWYFoxdItGBfv3L0G+wLQqhewQMGEDfPdp6pgXsUEnaZy/BcyAMl3AYy54lYxZoJgqii1fPgpaNGFDTvVUzALatKX97Em6Ho06dUF3by+LTv3bsu4Ceq2Dby38N+Qgw8cnhqwcoHMYT8HEJ337OXIPRvHTjz5dujZVX//px7e+fjqxa+D765dPXn24t2j9y6//N7p89v7hm++Pv/759lHF34CvkXgfwMGiKCBCjYHoH8OJgihdA1SOKF1+0XI4IXpZWihhxget6BaB2pIYoUhcmfiWCV+KOKKXLWY4nowUiVjhy+6qKKONPL4Xo1MHQhbbP4NKaSPwxmJIo47zvgjkgWeyCF9IDLZo5P5xVcllTliGSWLS3LZpJVPOhnaiGC6J8YXaMY43pqwtENhYwSt6YqcvNE5kJ14FqenQKHdOWdBfPpYqJOHkpmomALZCeRATmkEjzxqiuGKOBPFI09pLUz0wQdFsAHaG0SE4GmnsaH60KehgrYHERp93YCqU6o69CkReFQCQCWVKPGKEbHOuk+tDd1KCTOJKKKIIaAAeyqnnn7QxyeJJAIAIIcs00ew0EoEwgd/LCMQIOQqIgS3qUqEAggghDtuIIAo0ocIz6b7EAqy+uEJQYkE0gO9Esna7ao+dAKJQNUe4sdGAtu7ag6iPAIKAIYY4ogjDAtLLEMfoJCCCSyckIMppzhbL61DEiTwKKOUYsJJHzD1gQml7LADDiOkPNAHOTuccsMo6wwA0MMKPbTGRhO9MWlKJ4200E1D/bTOUVMt7AlJYw0AP/tgLLQQGAcEACH5BAUHAAAALPgAkAAuAH0AAAj/AAEIHEiwoEGB+uQdXMiwoUN8+BxKnCjwHr1q16iBq1ePokeG99jBgSMlli8AvnZt+8hyH4CQIwFwATAFyRRoLD+6tMcOQBqCbajgzPmRZ8Ewao5E60iUIr95ANoMDINGKdOmEp9GZcMGAFUkS7FO1NqGq0A0YK+KZUjWLAC0Ydc2bNv1bVq5c6GWrQtXLd6CdM/e/XswsN24hAHrNfsVceKBgakmcfwYAFkzZrz2rUxQKwDMALzEGcwZQD6oBeWQ5nwawBmCaVZXbl0wDRlj7koLpC0wTBg2W3DrNo269+/guXXz7g1cuPLizJEPX+61efLS1I87xw69uvTnR61P/++u/Tpr8ra3nw//nfvRMF0oP84Opkq04cQN1r8/Xr99/NQBsB+A3Qn4X38FDYggQQqCl+CBDjIIoXsP8hfhQA1SKKGFGmI4IWf7FJghiCJ+WFmI/nFIYor4oVhhiyWqeGKMMLI4nIsb1vjijTTyaKNuOHoo42NBCjTijD+WVqSBQya25JFE9ghkgWKYOF8+BokhFH7uAGMQGXqgg586lxjURC34AbCOJQY5gSZ+a7b55nBxFuRmmnUSdCecbNo5p255DrQnnX3q+WdpgQo0KKCFCnooZ4kCsCiijSr6aGWRTgpppZJe+limniYGKp6caoppqaESFumZpJqZ6l+j8v8pZ6t+0koQq7IWhCuhrto60K6M9prrra/itaYYuhZ7kEseeVNqLAUypBAA/YzgUQhSGIRKER59cINA1XpEghTIErRtt99Say1FISgxySQCVVJJK0OgC+66E30ACSifCBRIIKL4YK+6HolQyDKHCAQIIJwIMXC4FJXgBwCJEOTJHw/jy9AHApXQBwCKDCTIxRlLxPEHHlMskCCCfIIxRd7eC/MHjniSMMiJdOIwzOlCbDLNoHAiUCGFaFIvzzLny7EJJpwgRCaRSMLDwPto/BEIAISgtb2jkIJ1mgN94IIzAOwANkEfnKADAFWfLVDMBLsNt89gz201fna7DUDecvcZfPdwfJ8deN1+6z233nu/IBA/iAvxCAABAQAh+QQFBwAAACz6AJAALQB9AAAI/wABCBxIsGDBe/f0AehnsKHDhxAB7NsHAB++eREzRpyYD961a9TWuaunsaRBihytadGSRBcAX8J8YTRJM6UWAGu4CEwi5RzNn/vyWePCZuCYNkd8/jS5rx63MnIGhmlDRelSjfvccYNTR2CbMGG6WL0aMV89a1wFgg3DZSzZh2bRdgWwtu3bjHHT0gVr9y7EptbKzK3r1m9BwHe6iiFs+CHiuW2+9m188uydgZHZFqYs0TJmyZspI/4cNnTj0Wr5mjaMGueanKv9At5S1HUaMufucT5c79qRNAJfz3ECzt1ugk19Aw8+vPjxgcl/D2TT3PjzzsqnV7/e2Zp0gdSJW/9/Dvg7zjlwnF/fd89aF4Jr0Ksn354KfDlo5h8Pas2+VPz67caff2oBON5+QhFIl4HcDShVGHGggQ5J69VHkBdzNIGObhVWo6AYdjAhDXcSuTPMh6hIYQ6J+4QjS0FiRDELiRJhgwqMUiRD4z7ZLAHjEsjsmM0TPwbJ4pBFCkkkQWIAqWSSRy45UJNGNogkk05GCaWVUgpE5ZNYVrkeNl0C8CWLZG45ZplnNphmmDu+OWWWbrJJ55pqkienl3fqaaeYfua5355m9jnon3Gy+UQ1iQoqIKFt4gknmohS6ihn+0Bq6HGaAipgpkSK4WWk+4Eq6qibigYqk6R+uqcYrWL/uuqUsar6aq2nzYqqp7LemmquvvJqa5ew/sqarmbiemywLCJbrLDAEqusbM5Oe9dEzDZYrbHUZrvettAuK+2izXpLXqY+0srtteiyuu5b2Ka7a7ny7sVEuN3WC9a9JOaTjzZRsEoud/5qgwSrkjDKnT33EKMTrZF0Q6I99hADoxgRk4iQxaxS8s1P/JgEzzl7wPhFL+mYJA8AK5b0QQgFjSHGHjOY9MEPLNsMM4w02yxEziaN4IQTlQwkiSs1u/xzyyWNEEkkigAQ9SbN4GAzzkxn9MEInGwStUB+MHPD1UBrtLUnnigyyCAA+LGMDWRnHREIJSzjh9qCtP123CaBeTCCJ3ezDcAhYvMddCeOKPK1IVUb3rQmj3xyiCGGOGLK2C5jTdMHJgDAggmFiBLJJUmbjXM5NDb0ARAAiJK6QR/g4Azmrw/0QQs6rFy77UGUvfvNvtcOvNyvD7+77ZofD4DxyjN/vPO/J/+89L/7AADqx//gAykABAQAIfkEBQcAAAAs+gCQAC4AfQAACP8AAQgcSLBgwX377gHYZ7Chw4cQCe7TB6Bfv4gYMy60d44aNWsA6mkc+XBfPVtatOQRJrBYMZIwBSbE1QXAmi1HACChExPmTIFfALhxY2ZPz5EI7+ESGIbpGaNHMybF5aXgmTxRpc6sSvBqVoxTAXAV6PUrxLBjAZQ163CqGTNdsbJtOxNu3Ll0lYq9i9dgWDF8+0r8aVWu4IFhCx8erFfxYpmECaLB8xhyY4Fr1sShXBlhvaUDM2+uvNAk6Kphwszh/NjzrioDvXiZg4q0a9gCZdO2bfJ1bC9OanfujRuAGDHBedfzLfD4ZN7umBsXswZq5+jFj1cnvRD7QO3WW3v/b049/OJ946ev0QNd+vE07IenP+4kVfvsb6DAak/le/79nfHjji0EifGGEgC2tg84mBD0xRtS7MIbNZEQRIUWSoTDWzFG9CfQHgeus6ESBYoBhTi8CbNEiZKgWFk++wjDRImTuPgYjMI0waKNi+E443ditEgajjoCKeSLMf5I3pE3JrljikpOx+R5ThrJ42EIyfjkcFpaCeWWCna55JWCZRnlcVNiWeWYX3rJ5ZlBktmXmWBSKaaUcuLlY52H7elmk3eimedcfrKJZKBxDrkmnooimqZghTJ6KJyP9hWpoI1SOihblyY6KZ+QLorpp3/2KKqngGqaKaiWnlqpnq5u/2pWp68Suk8ycNZI2j321IIEQWF4UStb9VxzhBwErXHGLemQ5o6xaQDQFABylJHOO85Sc0S0A8mBBjjuZLstQdWCKy63ArFRBjoKVeaOtugCYMYX6HD37rix0WsvvAV+cc6++DbnL8DxujGws9ASZPC/CAds3MHuJvwdxI8967AYFJcJgMXxYlyvTxHFI1A88aRDzRbosoHxNuxkRHJpj2j0AQgy6HGGf2+kIPMHziAUc0Yz17zGQGGIsYcJO/e8z88YgfCBDK9MUgkAlVQyyStIA82zzxo57YIpnCwCQCKJcNJM1hh9sPXSXX8AAyiGCAQIIIYwg3ZEaivNdEQgiLAAAzOeyA2IH56sIILWemskggg0MJOI4H4sYzjiXGcEAgguMHOIQIoocggzk6e99t4Qqe1CM3GPnYghZydduehfd7IJIoUUAokpOlPOtswjmOB7C5RQEkkkuYueeE8fCBRCCCOp/cwozgjBXUFqO7IDDjBMT5DaLyAkivYDqT3N69rnTf705u8Ofvqkc8c++AK9D7/8648OPwD0l782JPerXQo/+3CGD8D3gx/4QBoBAQAh+QQFBwAAACz7AJAALgB9AAAI/wABCBxIsKDBgvIOKlzIcOE+fQD69WtIsSKAffnsAaD2zZ3Fjw733WPXRAorYQCEFdu1DaTLfSLZoYmzpsuRLUikRLvn8iPMkXXQDHRjpgs1jz0r/mQXJ87AMWeMIk3acGnTgWHOHKFWjypFmPbYyZGDVc3Wrl4ZghVLVmAYs1zTqt0XdmzZs3JD0mOXJs3duHkPWm0LIOsWwIELwswnb84crGmOGGuX2OBieVfFFI48ubLimGj8igkTBo3kqZ4vxhwopjUaJEdTD1zK2jVs1J5p134dW7bqkQRt95a9NLTA1maN4a5c3C+A1loRp9btNswWo2iJi6RH8MuXLlqk5/8W2XLgdy5svmWfvq8eri0AtBQOw4XWu+WJYb7L1AUAlflk6AIAT77B1E4mVRAURoC+DaSPPupkYoWCSNTSoEAPqmOJFVlg1YSFF2YoYYdufXghABlacsWEblV44oPrXLLicWK4GKI+62xYm40NwmhJcDWC2COOP+4opG8+YgUGGDwiSSSQTcqW5HytRZnalGE8F+SLTxrJZY5QHilllzRa6dmUZYp5JZlamsncPmB6eSFM4xRJo4lz7iMOKsF9YQdKeR4TRZ+oIHMiTKgMytoXs6xz6D6oONHnLPhVls8+qUi6KCyUXXhppgp+wemJn2rqlqidNmhPPqBiheqJq7b/euqoF8ZqamGv1srqrWHkququodL6q6y4CutbrHD0aaxsyCqb6rGsJjuQF75Cm4q0x1XLLKtCbfrsttc6C2u0BFG7bGrNTvuFLZUmlq5A5n6bWj7kqnuuZ/dwW+667QZG7x5chOpKv3nlY41BYbBBzYkD2pIgQWvswfCAwBi0hh4T39PLfxBLzHA9uzw8UMQTuyeyQCQzfA8uJwOQ8okrtxyGxzCzXNDMGdusIM0FiqQzVjxrZ3JBL/c8dHVFC/0zaUmzd/R8Fz/qnsUY5+lefxBX3SBM7twCX8ePdr0FGwOx0fR4XZPhHABseBE0e2KTLRAbZrztGb3t3ILeyHXD/2qPOrecIbdAceCxtUD3jHMLAGYQFMUshwOQjzaoBEwQKsfMeREyTGA9ECri9LTPR+iwIwwTX3+ezUfxCLSPEB99MAOfwUVBQuzmXAS7RbLzqZlbl9zOe+6vxz5DKwRFkkkmwlf0AfG7O7+DKMwso4gihnwiSvMUPa977Dt0kkgiAvnhBycl4P69RSD08Mn4AgUSyCbpD79+Re2/v0z889fvPPSxcx/8ADA+9KmveLzrgfgScb1DHCIU/useAHk3PVAAABEAKAQkKMG9hngPgc4bAQBYcIIXiCISKOwgQz74A6p8YCAhAMkHyjEKZ9xgYgX5gCgAoIMW4JAgH7jhPjOA8MOBfCAhIPzhB6OnxAkWcYlFFAgUozjFJzqxiffDYhJx+EEfRBEAHySFF3/4AyGUIyAAIfkEBQcAAAAs/ACQADEAfQAACP8AAQgcSLCgQYL7BPY7yLChw4f7IvZb+LCiRYT78m2jxq1evYsgIfLj586WlDjChBUrBixayJcD9/Hb5w3TmjVbtpSR80QYTJgy9x27BGAPgDdvqthB9jNkxHz7ikER+MYLmzOTxDUFGfHePmFLvAAQIyZNmkvjtl7smg+smLFlz6ZVW5GtMCZvyZq9lI6uxX32vuKFu3eu34YR7bVlItaLl8KHHSZeLBaAlzVsLmmNjFjx3caX12jm3Jmy5cuZN5MuOPmuQMeYs6422JqJQLJhvMiejdGzbbi5d/MWWPu2mOCqhxeHGzs57+Ww2QhXDnjxQDHNh8es7hq4l9HaART/94L7u/PZy8fmBq89/XHz4cVz/12ePXXfxtefX51Y8GvU9j0HmH/MsSHJfqR1RU8tSBh3kyt9hdcVNUekYRwbXKTjTnwR1UPhdWWRgc49HO7jYRcgyoHGiCWemOKKJEpoIjVdrGFcGiLG2N6MKN6YY4s0gogjizK66CORO55oI2E/FhnkkTpSZySTSEr5JJVRCjilXk0meSWXVWr5ZYhhosejkF1a2SOWQK4JZpZmbkkmnPydCWWbaJZZp5xD0pmgnWw66eacLV4zaJ8lumNoikigE5983lhCEFlNDPMoAFBh8wRBji1RzaWZTjWQY098+mimmw4URhilgroPNqIK/7Rqq6e+GisAs5oaX6gE5eoqrL2yqmt4vKoq7K+3+lorsMbSuqutwTpLLLTNDqtdsbIeu2yy2kqILa7dtoftquEKiOp1ynr7aqrqlWvmubelSx287Upr7rroulsnvcfp+ye2/dr77j7ZsCuGGWYIXKdixywx6hpmoIJNifSwg8Qcqq7RhTHtUMxOHHFkvAXHHs+Bsaw4kSxjxSaLrPKOLJ+MKxsjb7gyOy3LSvM1NsOMs8yYbUFNz9TFrCrNxhAtoNE6b6y0mUzPXHPJModhxtQ3t2yGY0g/zVlCERm9tVVYPydfxXHI8V/X7cl3z8chg8v2SxHJ9FA88fjjDzrfgP8sq1Vc/BKhQ3jHIw9xEUlj0QcfgEACHWrDxYYeMyzOeBCI76N4RYw7Dvltb0xeOeeMA5H55gd9MBDjH5CQySSVxF5JJK7cYPkHpsun+e0jhMLJIoskkoghzexwe+51o+4Q6yN8YkgggQASiB/L2HD86Q+pzrgIJXjiCQCJCCII9TSIQDru2C8PwPYlLOPJMssIAsghzJR/PvKJW849M4co4r8i9LPd/dKXPcahABSGEJ7wiGe8AepOeQ1hXig6wYlNFKIQkChFAwuIvgfeDgQmCOEJjKAJShiBBNfTnTlAorr1MW4gIbgI6zA3ihqO4hF0GQELGacDZ+zghzgQ4KVJWNcCHeiuHJcSCOscQcBHzbCJ8XmiB5PIOvztjoqlg2J4qqhF7XBxikPMIhidKMbkJdGFH8DcGKPIOCFkrhxuvNQPfuCDUQAgIAAh+QQFBwAAACwAAZAAMQB9AAAI/wABCBxIsKDBgfsOKlzIsCHChA4jSiS4ryI7adTSTdzIsGLFbkqkyCpGshgwdBxTetyHTUmdMlvKlIGjpFpKjiuxSQLwpueXL09s3pyYE4pAM2y8eAk6lKhHbE8ErlmjlGnThglXaosKQGlVoVex7su3b6tAr0vBhl1YkexWpWHCfF0r1i3XqXPpsh1b9i7VtHr32pX612pgg237Es57uGBiswDwAm7smC9kyYYpC3zM1YwZxpoBJIZ61LMZJmo1t82XzMlZL2zMvPIW+mE+eFQGihFz5gi1erU3j4X3RTfvLb+Dix5OcPcZ5O6Ut4XX/Di16MGnV39+XTpz49yx1//WDh6699vbzWf/LtC5+vHsAbjvHnol+vL065NvLybNe8r2UdeVF7ul4Rtw+pGnVIHIIaiaR/ct2F+D8ClI4ITJJfidhP5l+KCFDHoIIIQCckihhhFe2KGDI4KIIYuNBfhaiDAeJuOANFa4oYonfrhjjijKM2N/ZOTX4j73sDMkGz0eSQ87aMgh4RpNxuhRPenAEYeEYXRBzXoVYakll16CuY+YW14YBhVf6ogml2ya+eSYF4pBRTRmvtNNGmnsVmAd1pi5zk7y+dmEMN5VNM4l/O22BKJmLtqoGIcmuo+khe5WaaSM4kgppDpiKuGmoXY6KqgainohqamauiqqPqr/qimsR8r6qaW2shqrq7PiyuutnA6pa62/DmulosXSeuylyfoqrLI2epQrtIGtNK2znhobLbLPYnuqt6+C22uw2VKrl7XNkvuthtzKFS67+6xjCQBh+AmsjxXJS29c4+Ib77xx1UupLjrmk483k0TGrxhRmBvWSvTcg4prAXdpyz06ulNPKq4VGgYXuJjpzj0c87cGF7bUWK1HI5ccMBsoq3wuyyRTvBvMKWdcM727nZyzhi27tsbNMevscs9FA72zwD7LTNdK9excqM83rdRQPFjHk046E5t8hi0aXY21kCvtY0JDH6QdwgdS5DHGGGCAscYeRDiUdtouLOfR2Qzd/w0C226PccUVatBt990w6F0R3wv5/YERmVQiueSZ1I024oqbffkHfxfSySKgJ2JIM4UcnnbiZTOu0N1p97FJIokoIogfiQhh+geor6S6Qaz/3YcniigyyCCw27457pnvXhDrIoDgB/DCE7+M8X1jnvrxHzwffPCJMEN949brjv0mr8euyCHL9HF77ntj70gnnxgifyGhBLF+8refYIIJKAwhCiWU+MH9rjeRDwjEgCEAQAJvl7dROHAUpUBBSgzIEda1oBQ72AEONjgC5Rzwbh0koHJYlzcRBod17FucBwGAQvx5sIUmrA0MxffC8LWvhqdz4QhtqEIcIi+GoZmhRxI66MMWZM4RHvyBEn8gBEgAICAAIfkEBQcAAAAsBQGRADAAfAAACP8AAQgcSLCgwYMIEypcCGCfw333rFH7do+hxYsP97GLJAVVsmTFigHjdrFkwYzpJtEBsKVMmTpKdpmc2fBhOkts6rx54+XLEmE0TaK8JNCLUS8/g5bMOG6SQDFijCZVajHjOqIAjEJtApQqQ4f8+oWTxCarl51MgFb0mhDsvmJOzYYJg0obAHps2+7Ltw8VlKJewnS5pc6evbwIHfJFJQUwny+y1CHWay8fqiiABcOSPPmgw8qonAicG+aLrXadPUPMh0c0ANKm3aU26PAea9ewbcmeTbD27dFzY/Puvbo18NK6hw/0nSrOceHKH967VysO1Ny7h0unbl0MduU1IXL/vx48efTa472Xz857e3XyyNnPdt/9+3nx79XHB08fPnTt6OVnH4D41bcefwEauN990wl4IIP3xKLgf+0l6J95BDY4IYYVFnihfKn1px+F81k4IoclengiiJ2JOGCHGn6I4GoOLphhPtV9seKM9+yzCh17fEGaFrCwOJl0+8QCpJBzadGKkYhJRw8taOg41xpr3IIag9EcocceUXmhRxrfvHPfPvXYUkYaAIQZRyrumEngPu7YskVZYc6Ryj1ydkinnXgapeddZ9Z5Z5tQDXrYnIbimWgqACzqZ51rIiqGooWqyeZRmDJqCxlpQCUopJKWmE8+hpr1KABrTQqoVpdC/9pqin/eCeugs4b4UJ1cqBorq5kCBtWb4IX351NQiUHsjH9WYamyehSbUZ3OzgVVGtEym2a1YUB1RraZcnstuJ6KKwa20u5qi7Owossstb66G2685LrKrhfjpusQvO3WSyu/+J7rr677rutrHAO3qC4VZo2q77ENezHou3aaZYYZE593aqpQXZwxgBsD2rEZdpCqMaoii+GxySDnk+adokrMcoUhrxmzHaike+o6sJTBBnlRzJKubcI8ARyWlqSTLj35CLPE0WtcojSC7tzjNNRSL93006+FwQYbWSPI9NVdsxH11OeNzfVcZofdXk1qA7DGlWefGXfXWLo9H9xbA//3td4h8k0223VrJzjXULWN9t4O3Q1V3osH3njfiCoe3eHIWm745GQnDnbkLdZENOJi/L3OTBktFM/q8aDDzi2k/+3NQfEQxHrtGeXA0AcfhPDBDDmHAQYYZ6wRCQkL8a58Obnv/gEIv+fcxhhjHKFGJCEkr/wHzD+ku/bQ85BJJeSXT0n2Cm3PffPgf5BDKIvEn8ghi4QigvbLs5++8j18kkgiihDE/zhRAvzxrnsO+d7+oNc/gQxiEIkIhCEKuL/8eS99AOCdCD7QQAAoYhCAAMQEDbi+CxqwgYpI4QApmBD1IXAfCmwh/zrxvxQe4hCdYCFCXKg/GfIuB6IAhSF+hlgITlDCeRZMIBI/MAITmOAELxAFJSgBiSWW0CE+mMkHMkgQ9FWQd/IYhRidcYNiDUR9otgBDnCgAxOYUSDqM1YW3xjHHoKHhyY0Ix6VSMftvTCGd/SjHZWzRxi+MYOCzGOxCglIQiaSj3p85D5wcMhCimKOxfqBJjUpj4AAACH5BAUHAAAALAgBkAAxAH0AAAj/AAEIHEiwoMGD/Q4qXMiwocOHEAvum7hPIDVr9e5F3KhwYj9++agxiSIsWbFivq5xXDmRH796tgRu2VKmDhNUKzlS5PfOFpc6bt68qQInVc6NO9vFBODFi5gvcYwehUhRn1KBTcWIiTqVKkV3S7Nuldq1IcV9YL+EEcu1rNmvYZ2Odft2IlgAa+WiIUv34Nm0TPXy7SsRLl6xewl3NBxYa2LFBv/GdTwYMgDJWAVbLmx3spjHmwVibizGSWXIZ9fBEqhVq2kAGkOfBeeKdevXsTdPzLdPXO01rUsbpRf68j7evsuw0dr0NXHZx3u7Us7ci/Piu6VTF9N8OHaK6VYD/xcTJkwUnLktn0U2yXb5KMmKi6ZYC4n7MKjWyTc+UZd9AFqVZ8k4+53l332W6Cefgf8FGMaABVJ0IIDkPUjgghI2WCGEGPb3X3kCXvidhwKVBwYYHI64z4QmoigidCTiFcaJKcK44oczuhhhjC3WqFuGJeboo3pAykjjiz/yKCSSRCp55I43Atgjk4RVxKCUS3aoT5RG6mijhw4KqGCS+9iTjzBNgBjGGmskqCI9Z6YZhlZsWpLOm3GWpxUbbEzCjor1fIOHE8GlkcY17wBKzRFpnKiVHHGw8xyZ9SzaKBhazRHppE3uUymjjoqh6Z+KMhocpKTa+Gkap0baoaeWtv+aKqWxtoYqp6hRtKqsuCp21q62bloqq8FKWuoZasqBhrGqUtOFjI8um16uE1X6LF7RztqptSVm+yq32IqhrLbUwvqsnuIu+62z0KZLrq+6sovuuOueO6e79bZLr6L2esuvvtL+Oy8S71ZJUTaXZFaeE8NEuKU2TFxxhRlmlAcFNg7vo80SAlFc3hLaQLlxx2ZoBbLISowxBpsmh/yqNkoIxObHLqsIs8xr0IyyQHyu+UTNNt4MQM9r/IwdfxrHPDQbayoBNGpIC+3xGk4ffZbUFYdRtWxRK+2x1k/72jXOOnN9Ncftnmw2RSPL6IYbTVSjnmjGPbyEg2/HPfdldWv/fLfbcMsNNd8T2S1Gl0YPbiXbaKMLheBiEw7SPsg0EaRWkkBeJd1b3nMPMjiG0UUkGCtuHJza/NcUG2YooZLp+/STDzqrwJHZGlzgcqdOLTUUz+/+pLMNGnGU6AUbXFCzO0O/xyPPfPtM89AHIIBAQh3FU8iGHjJM/8EHjkAvvUPfW1+HHI6+sX335H8fPn/jN/R9CChkUkklANxfCSwveA+++N4DwQlAwYlEGDAQhmiGDfz3PorEjyHf+8AJPrEJQFgQEH5gBg0YCMD2iWAFnvAEIxgxiEH4YRkbbN//4Cc/AHzvg8toxAhLGAgUcpCFHlwBM/xAwhIyQoM3dKD/m07QDD9YUBCCOIQCgziRBy4kgicIRSc2YYgqQsIU/VNhA5voPxCY4IspgAQlxphF+bkPetLoSgjWCJEIhm8UcCzFI/ZDkAj6wBk72AEOcHADOg4kgi3QAX/M4UeBRBASHfSjGxNJx0XiUJFnfGQjIynEQjqykpBcISYnqUkuWpKSnszkFvfxjEK68HtBgJ45hFDIH/zAB6UAQEAAACH5BAUHAAAALAsBkAAzAH0AAAj/AAEIHEiwoEGC+wj2O8iwocOHECNKZJhwn8WE26hN3AjxosV7pJQIK0ayGLBrHFPy87ivnis4TcrIrMMEVUqOLPe5s1Wnzps9bqrMSQXA3k2JOdvBAsDGixcxX4YWPRoxKSwua8RoFeOEqFGqD1nyc3d1jVOtXaeCdZhzHSasZ7kSXRuWpTFJcJ+KsZONHl22F/PtsxWJqVOneMbRe/eXYuB9wiQZPoxqHAC/jQ16FCxryZo1Zsw4tbQus2OL9vbpavI5riV1pg9u3leryVYxYcKQjq35ce3buV/zLji7NhgwWoPDHj6weJPjyXUvZw7AOXTc0qkLtI4cu3Dt3KN//6ce3vt05uWVa6/u+3l39eDbX4dPXv573aXjWxS8en52/fvkY48sTcQVXH71ocaOLFF8ptUaZ2TSznoe1ZMOK044KIYccmTCGID1UOPEHK15wWEv7lB4kTvUIBHHYV7EEcc7KYJIzRFo3CZjOjUmuM89N6px3HEyslOPih/diMaQYMwxh5FI/qgkk05CCSCQSCzZXZVHXtliHNdxGSWWcdwmppdZUvlklz5iqeVxZ7Z5DY5qWuljPXO+2eSaY+ZZJ5voXXSPn0PGGahFeLpoJp/osYfoNYpuZWhsFQWYT4iR5mYHo8NVmk8+LCIBQHR22GEnb5uBaoyopJqKWaeBqf/Kqhif2REFOwDakw82ko1K6xpRVBOlrtU8wQYbD64BBTbD5lPsGr5+tmyzz2YlxhlnTJurs09oKC2z21abrLY+EtvtGrl9S223AKSrLLjlcgutu+Qeuo+5AtELr734thuGuuE+ke+/7647MMDxFntwwQEvXC+sqHHr8L4Q3yuxvwjze7G+BmPMcLzaCOzrGWkoQTGqgr4jixO5OZUGGraIE2U96CQRR8sxIlENoBXTbDPOcSBBDc8oo4aOEzeH4dQcSFiznqP3Hp20U3Ek4XSU9EidW2hzWP20R1kjjXPXVwMY9tRekP31RVm7OLbXWKPjdhihOQG32XKjXXXZd6L/g0aZW8nR9NqI+g24G24Izre9NP+tFeJylLF4z4Y/nrjkhLfktxyWp3HE5EVrjgbnYiDuOeiUXtQ46aZ/nvnqnbs+8+aWK565O+CMjjjiQaNumkfpXCIQ4lo1IczTUI/TK/FiPHH82p+KI9kaiDvlPIXs2WOPOJMM74b1zzcq6D3jdA9A9V5cf5NH/DgUz/vxoIOON+ajD0X4DMH/vjzbeVTOQx8IIAhAQAIoAGANWciCVlAxAwAGMIA+6N9F/ueQBwawgAA4gxWyMIYwvKKBFbRgBKG2Dwo2xIIfCAElAFCJFraQFDxw4ANHyBITMgSFJejEJxCRiEQc4hCh6IEM6SEoQYvY8CA43MQh/ACIQATCD58QYghnWMQSTvEDAyzBJgBwCEYIghGB8IQUTyjCKh6xIBbM4hYZ4UVAAEKMQ/wADf13xQBqEQBeFIQbQTHGG5aRhGdEowVzCABPuNGHfIzjHCcYRxF0ohOcMEQhCgEJU+hAkWaESBpNwEkUEEETlKDEDjBJwnhw5AMECYEqQ4DJUbjylaJAHgpv4AwA7GAHOMjlDWRpQRNcUiy8fKAQMvk0FC7SiMEkIiCTKUdirseYztQONJdZzD/WkJnHtGI1qUjNZ1rTI+ZgZg6qaMr1/OCc5/RBLAMCACH5BAUHAAAALBEBkAA0AH0AAAj/AAEIHEiwoMGB+w4qXMiwocOHECMK3Jdw4DZq3SRqZEix4zdNS1AJK0byV8aNGjt25JapDpwjZcqkgSIMZUqV+7C9MlPnzRs3X6LUtBkR5z5dTtiw8eLFTRVL64gWxUkLiZcwWMGAwaROKkSjtciIGStGK1evD8GKJWvFylm0DdVqHdv2LdyFcsHQddv1Ll6cYeeKqdvX78G8e+0aLoh4MN/FhwGXEUwYskGwk/U6VmwZAGbKjzsjlAyas+XPmiuLnkg6dejVqBMXFh178+zOtVXDbi17NWuVtTL39p37NW3etn17Rq4bN1gApW8vNkqxFnTXpg0b1bfPOuUr2f1S/++OBPQl6dpx5rNWBwBZMWfOWHtHXGW9X0fOvI8jh969+h3dl99YWqEhBzv1AEiRgGdopZUcBya4W4D46UcWhOz8N+GCFb6HoYbHUTjghQeC6JyIFo71oYL7MOhhiSy6WBYYK4aIooM0wmgjh/nhWOOJIqrho45A8tiggz+ehhODY4yBFX8ZbmgkVk8SqaR9FVIZBpQmQmYUg1pyKWWLWVIp5o5k5hemlV4uWWaVUaIJpplsTuemmnTGWWSaZ6yp55Uo+tmlnVjiCeeg6RXaZ570jMmgYHPMwQ6LLVLTo2Z2NDHpmN5gwsUabWEVxTHKGVWNEliFGkYU3pSKUzVPZP8FhqjYuEoRd8c8QeCsq9aqIHfILDFWk2GIEYWvGwLLxFhYjXWsrfsoy2yxxiJrI7BNTOustUBiq2210HorRrNiQMEtoR0pq2WTUGQzprLEhsGuu2jC66S8Y7T77j7IALBuvvTuCax74+Krb738EozVvPv2++3BAif8cMCAqtSvVuRCXHFHF/M6lsZtGtVvW01qBTK6FPGTMMljWAHGyenpw90+KiPThFYlv0xxmzKnzO/NYBBb7s529kzzz2N98QVWMIuHU83ZksVFGJK0iqY99hCDBllfxDcJOGPSQw8xADClNBlpaAI2mmKTbfYXaqhBydp72oOOHnIwxRQaR/z/Qt/V6CAhx1h7I8GNhHvWgw7a+yFhDaJO24dOGYOTFYfjkN9llDvgIBGHh44jvjHnno/lhhtyYD4m503McfrpqVuDklH8HBTP7bjfLk43cMxhOupoUJOOQrnfXs5vKjmz0AfMNx9CCnnE4XJbdODhwvLNN//Icjgpr1D2zIMAvRNXlH9F9dd/D/4H21Pn/UHri59JJJXUX0kksKQP//rtG/W+Qev7QAoAwIlFGDARhmjGC7AHvv51j4HZMwEzDgEIQAQiEH5ghv4AyD/uJQ+CzBPBCpiRCEaYkBGBWAYMRKC+BnqwI/8ryPpEyAxAnBCFzFhhC7PnwA/usHkS9AMjvARBxEZoEITM6yEMkfgBE4CiD0Ss4CZAsUEZdtB9TDSBKTrhCUQUohCOEEUVCRJAJVIkhlbMXghYwEYWQIISSpAEDJhoxn08Y3kAYJ5AmgcAFobgjyFgSBkBMIpCGrIUjvBNAIXgDBw4cgc7cOQCVxNAGOjghfuYhiLXJwpM7gONixkkFil5Rf9t0oWjFI0oTUlKVLJSlaV8YCt56ElQGmaVsoSlK3FSilNmDxKelIYPRPODYhrzBz5QXkAAACH5BAUHAAAALBcBkgA0AHsAAAj/AAEIHEiwoEEA+xIOlGfNGriDECNKPJiw4r585iJNeiVMWLFiwqxNHDnSYsJ75wBYglPmTpkyR3jdI0mTosl66FDNecOTZ5de9WoKHWhyXztYcuSYMePFC5xV9+gNHVq0nSsua5o2dcJq6tSqV9eIGSuGK4CZXmmCxUq2bFe0aUuatMqWrFm4cSVazJePrli7b/PKTcjXb9u7gifu7Rv2cODEEdf+HYsYMkTJjs9avjy3MWDNmw1i/ow3tMDRlB+bJtq5bmrQq0+3nuwWdmzUtUubxl05NsLZmXWH5q36NnDSvmVbNIw8OXHbq03ys+qFtlmpzivy26fO81g7XbH7/7Zob583S2nYtMXT9V3y3wnt2TM2KX1bVMkAiDdOuNwsKGvQhoo378F3kj2yPBEgWV+gMs57RZUnSxNthTEGKutAaFI++0xYYRiYqKPhXh02AQYYY4UBoojZkTjhiSmuOGJFHL6IohgqhjgjYSXCiKOMLdLY4405sjjehkPGqGOQPNqopJH8Cenkj0se6aKJRAJpZUUSUkhWkTvu02WFXFQZZXwlkmlmdCaN+WWZULJJXj4TqqjiGmdk0k6Y9tDZhJ1hpJFGJu4xKaafgKaBRibu8ImonYoy6midYYwlqKSG0vOopYM2aug7j6ooRxyYbnmSNXkAAGgccljjqan71P/zSxKq2jkHHe8UCqusSNSqoh12sLOfnBXJegQAMd7Kjq5nxvrLscnaMSyxCRmbRrQFGljts9f+OIcd2RZlLaDfhnsTt+SCW6C46NpKh7kWjesuvMW2q+Kt9G57RBrkvrvuufv2m6+zAc/7b7z2hoHvwcUWs2+MwA5cj8P82hkxwwm5QzGgF4epccG/qjsjXx93GzK9JG9ssciGlgwxy7CW3FSAHbdcDBJyzLxGzVvytc4uZKShcxSo2MNwn9VIIqjOUGRDb5/HKLG0F2ywAQWBR+dzjIJrLFX11U9rzXWAX2M98j5bB7jUGlabHeR2yCyx1NpWO83wdlvPbUYYXjT/HSbcS+jMdxR2w5pQ3G64UXUYa/ht6OFLJF41244bvg/ibtAN9uOXR565GZS7TW1FmK/duOi7FXU5E4mbvrnlyLD++VKvNwt54k3RjjpJRfUDUTzAx+OPP/DMM8wTuHthxhuTVBNR8NArZ9EjEH1g/fXWy4BK4velEBH21zujbULUVw/+B9r7qOIr3psPvviql38Q+CCgn0kl+OefSfvznw9/UfIzyPk+8IJQfOIQiUjEIQ5hChZ8z3/j20cACzJAGoAiEYHIoB/8AIoVPPB9EZzgQM4nAhDUwBOAAAQjABEIP2zCg+7D3v9MIkKBkPADNfBDIJaxwg0aAob9A2H8tz54PRH0YBOBAIQgBLHBZtCAiOELIRQ/YAJTQGKBiQDEAntQgil+YIbTm2IVTbEJQyDCEI4wxQskMkAwVqSGNqQfC+a4AhhQQhOZuEEIvOhG8k3EenH8wEBCQAIS/PF8zxiFIhc5Cmf4oEADhAQAcEDJSuoABpA83xqH+J4BSkOKnYQgJ5PTRlCSUpQAzKQQUxnKVdJQlTI0pW9KOcpZovKVrYyl6hwByyiqzpHJ+YEwh/kDH0gjIAAh+QQFBwAAACweAZIANAB7AAAI/wABCBxIsKDBfQj3EYQnjR2AewYjSpw4MaHFd9aM2DJWjGM0YA4pihxpMWG9bk1QwUGykgmTcyNjSiyZMJ0rOHDMmPHiBUmtexBlChVIE6E4SWvW6BTzhcmwoVABFN3nTVKYMDzFgFnyNKrQqd6giBlL1qnXr0XDkiXL9axMsGLJgtna1a1IuGvHtrV7N23ctXv5VvSbV0xgwRHx5j2MuCBYSYUZNx74OHLdyQQrL76MmWhayJs7O/68dq5kzJrnWrFyenJqMFbois5MWits2bM906wGWjWYJ8Zy6y5ZLa5vKMeESy0qLMpY1VZeYVNelB8A57atVCnmjjpNfnawq//e3l149fDPYVfxpc57SetO0mv31c69Rfjy19fPPZUfnTlXjTXffrP1R0ccWWm1XnkFVldHGmtp10s99iXEDxtryEfFhBUidGGGtoFBBS/KLfcehumJSGKH+3yY4oglVociWWOMGBR/JeWTDxtnrBUGFcDc2KBF9tjDo49AxljSPfSkoQZPPP0YZIf00KPGk17o1EYXU5pXUpVyoKGTllwKKRpN7tRTB5Y6nXEEMEpa5A4ubbTBk05qHLGilxap00oXYYzFExKqlGhiQu208kWgZDXBiqE0JfqFXGA4EQukJUlKqROPmncoQpqmxyl1n+4Tqm2jehqpopt2yl+pp87/ZSmpqy66lhOz0JqpooyONSufu3IB4lhRXAqsRYkKO9ZVUMjCoqmtCHsVs84ei2i0a0wbRrPPJqvtttXiuCoX33JrLajRhjHGGFdFEe6QCeno7RVXtPvumTnm42cbZ9DLbK7W2pMPNpacocZqV00iTIcC3wLFGWcg3MYr7QWcjyxQXLVuGBNXLG5C91yc8bR1tuIxvAiFjLG2JZ+Mr0Uqj3xVyx2q/ITGY9Bsrc3fttEKgSjvo/IS34aBCdAvJySwLEvUufEYRzOcTyxNQLzuGFdEbTHVdV61mtYfIyQw1dpakbXLndE0dhP0rksvJmijVtLabWN9NpVTs32F21kj/5323HnzrW4mDAa9tuBcEI432WHMBbHi1r5zjyxNXOX4GZlQaK077MzihOVgPK552PvUQ80cADKaRh3ojA4vP/zUAwwScqwlBx1Vdig7GWlEGYYccrxDj+7AbLFGlF7cLnzNxY+5Bhu302MP8104Dz3u0+/cvE5sXC8981+Y8cYbz0cfJ8jAVD++TuYTX/2dZkSfPemybyH+G+zjfj5C9fxi//g8oUMd5jcUmkwkHghEoD/8kQ5f/O8NAWQdOiSSwAoOJyE+mMgHNsjBD/BAD2ZwgxvGQocyhECDHdxgOUq1jwxKJIUb5MEevACGsYyBDk444QthuMKiuDAiMPTgK/8mUYkiVmISl9AhEHnIwh8aJIg6AMUmFpGIKnIiFBQJYg9p4sSCwBAEPWDGIQQBiEAAwhCeyCITfQhEAMCwBGFchiDmCAg/HEKNKdxiSbookA+4sYMgEEEcGTFHQRzCEyJAYR6buMMUrqAPzPDDIAYxR0/8AY8d1KNF+NhHGN5gFJ/wgyIUYcUSYJKDmsRgIzv4AlKEohCIMEQhIEGJE5xShYxc5QZHYAIWrAAGlIiEMElwyw+kEiGc9OMTlQmAEDhTibrcoDxGQc1qjsIZNyhREEWBg256Ewc6MIE2PZlL4QTxgsgc5yLZqBwtljM37mSnOdfIRXVm8p2ziWc920kbzz3aE5X4FI0+S6KDf+KyKKJQzg8WytCFyiMgACH5BA0HAAAALB4BkQA6AHwAAAj/AAEIHEiwoMGDCA3iW4gvocOHD/dJBLDP4DYA7upphMixI0WJICXmy3cPwCVfwlIK87XroseXBUOGHHmPXpQoXbpsIcNECjSYQAXKDMkPADs7dty4efMGzZGfQWEOBcnvHTo2bMSIYcqFCtSoHqdK5OcuU5gwXrxo5cLGGtiXYiWqw3RWq1Yktd7CjbuObhi7YprE0hs27ty6dpvIItwx7r7Df+06WcwYomPIgCdXtmzYb2bKmxNe9iwZdOiDl18h1qr5NELH4SytFtPatUHH3mRHZm3a9kDH1XQDFuz7dtxZURCDATMpWfGYcVUlOXt2Oax6zwk6VnWEepjlrtxl//8dnYx38OLHfxSryjx19OrXT1VVRmv1KuHjb68vpu6X/OqJpc8+9Nn313/pjScggWQYCAZ+CWa3YIH9hTHGFQAqWJ53F2YoYVyruHfWGFVg0o5+U91zjh5nALbGGr9E+JxY9exCRWTLoZEHACUFOFU9vnSBIxhx7BiffCHV04uQWi1X5JFIgqQkk2I4aSSKQ0055JNH0rjkllf6mOWXTRIZpoZjUqkVl2KmuZsYbH5IY5BDznFmcY65Q2eZTsyB5VTezPKFXctFIcyfIQ2YDBOALQeFOIiCNOAwTSynlRVWSBJOpBIpioSlYmCqKaf7TJoEqKJu2mai+1CKaqaqov85VTKVglHmqKvKRCuoWuEq61C0AtYrpLmGNAyjdp0lCbG/gpRPq8impSyzcsr07DBJaCVtGJFQO2OK7EinrRdrcLFLOqTew80RLYqR1hlbgINdsfvU080WawAG7zfzNiuRvfgClsYW33T5471ZVQnGwPySCnDCy6VBRsP0ApyvGGOMocbE/Vab5L1rLJfxvh1/myXImF5xRRtdUOxvvQinfIUaR7jssZQgi6xxzSXj+eM3+C53Fh1JFExqOrZwsYZ3k9ETYJQSgRPJi94tgYx+UO8jtXdnLXEM1kPpo8/WXHsNtkxik13110+LFU4kXIdhdttThSNJ3HNH+qw3d3P//QTbeufjDRTVgXHW31AOZY/ghH9neBiI0x2SPfcMfhamZykBuIRR3nNPNlC8KPQaShhz9uT01JJcZOXa4i2eUdpDD1KIwVuMjLArPvscaWkFry+4+1aR4vPUIce2a2wRTPC2DS+TPcUfT+6LW/zSs/CxR8/Ui2xsAcz1zU8FvfFMYdX996TSE71SLw5sPaf80MNOHWkopZUcSHzVLD9VpVMHG/YTA/6mYTCi8CMd4sBKAOfgBAJGin/pSMcbzBBAOzTBgfRqxy3MQEE3sCYViZtKOzLBwQAqJoRDaQcmvNBBrRCngDJR4Re8YMLBwDAk78jEF8KgFEwlYRUolMk7/1oxQ6ZkwQ0/DGJI3EFELxjRDUgAol6mkpB4WPGK/vCHOFboxDcoJQ6rkAdCrkjG1wzFBQn5gBrVCAIQhMAIbxCDUrKQhTwUIY1rVKMJzCgTNCIkj2x84xvGsBQsYMGOeMzjCfgYEj8eBJBqDIEjKkHJSkRiEpgYQiLXuEfUnHGTaxRBEPywCEUo4hPMIIUQQPmBThqnj6z8QA82AYhaAiIQy+jDCljpSujA8pGQ/MAflqGIQQhCEMzIZQl4yUiQOLIgwRTmMgahiGPisg8iYKYnf2mQaP7BE9QcxCCu6RBI9lI7nwQmJPvACUAkwpSe8IQjygnIc5KHm9AMZh9CAZ8KQ/izEJSYpzZf2cg/BvMELGDBCXiQiUhEwgj0zKM9hZJOaOZTjQQJgUYfYs6DlOKjIC2FM1qQHUii4AYuSKlKV6rSG6CgpIAEAQDKQdOa2rSm+3gBTCXaTIk80zaQXOQ2C/qcjg7VmTvlZE/38VPXGJWgSC1qPZfa1NM81ZdELc5V0YlPoE71qD5Nqh6XSlKp5nEES4VEdn7A1rY6IiAAIfkEBQcAAAAsJQGRAD4AfAAACP8AAQgcSLCgwYMIE+JbiC+hw4cF90kEsA/iQHPv7tWrd++exY8HJYocOTEhLljCUqYM9gukS4okSSa8h6tJky5bkCBRcuklyJgxEbrDVaaOGzdhwkRB5fMjUJEO6xFNI6aqmDh4mlp8WhJhvV1k0oAZCwarVohcKyb8SkYN2bJZzzpMGxWsW7Jm5Saku9buWzhZ7ekNydWhu11dwvwNPNggX4TrbCUea8WKkzyNCT91KExJUspWosjK7LhwQmFLqoKeNI50RNMIUasGkyWLJHGuCT4+KFvM2Nq3cw/cbbA3ZTCTcAuHufk0E6tiKgdfTrygsCbQx04XXp3g9aqfwWz/z9194Hcx4ce7Li9QGBLwYcaMUU+aPYBkSeAnpZ/Zvi4kYyWVVCvpLMccUAjdY80Ra4xV1RlkoOOOgeXVY00Xa8yWBhnneEQdbAVZuEWGvoGhBocecgciQSI2SNaGHVK44kAtvgVjiuTNKFCNL6IoY3MG8TjWjT8ieBCPVRH5IZAhWjOig2IoqSKTLF5I4pAcGnigTAi1c01is8WBxDla6igQNlBkB4YTqMBTJpUEZZOmVWMxoY2WW3JpEDZPQFkZE8jgWR42S/hpxRKBFhkUQnxCORaiihq5Z59gzAbpkmaiCWVVl06Z6ZzQdZqjmQDwCV1VTxwTqZ6TQpfUE9Ws/wpVQtmkJoYXXiSlRKyYLooQMk5UZYYZSV1CjqxdGcROEnFUhesaXRgzYa+sFsQOGmg46wW0v9SDrFoHsZMGVVZBG4231I6UEDtyyAGdueh66quy477bxbnfrltvuVvgm+6sBt0jrlhgCNjFL9PKWy1BA48lXxgHJzyqpPSmUZl8bUScL0INgyHfGUf4q7C6B9GDDhtswIfGEdDguJ6Z7mSyBolJOUGHNW/CKdA7Mq8hYBhO6AKAy/WZyfMZPgvoxGg5U0zQ0UnXzPTGBkH98xJT/5ssQe1kgvTPSwtqZtdIPwx01iMDXNA6mMxsNtZi6wzAOq/MHGAYcFOXJ8kG0f+NdGVJQYF2fXurTZA6ryB99xOD91f41gLRgw0qdhccBhTCUPg4uAzLEsXMVa3BBSzqaN4dO6hEkVToo7djuo7wpP5zGmfA4nrT8w4Uu+oCnlH77VQTtPvPvtset9MCDS/ghsbrfbrsy5MBi8TrbR4u9EltaAv1hFd3DzrQJ0nG9q/DWU86qDixepTjx0ue9QW5gz7vVWFri/vVV/cOOOmvH0ccvcBf92ZUD2DAYQ7QmUNW3lE+5EkFCe5CTxgUWA8Gas1wAKiHL8qQBlyFwQsUtGDa+EajW3BwWGtggwLpQY9vQe4eJmQDClWIBxa6kHM7usUWZGiGFCoQAIK5IOT/3HELLrDBgyBkjBBxCIB2FPGIuZqgEkeIwXU8ET5OmOLE4GTFL5gBi3Fx4UHEIYsveAE+UZjF8ZB3nyfgCj5QCMcakZcMN3rhKIGTI+5yJ5BkLGFYR6kKf4qmIz++4Q2BFMMg55KWmPQjHpCMpCQLIg9hPOGQgXyDJLAhyU56Mh4CaWRMHgGCD5jylKY8yAxQcZSjaIcEqIylLD8gjc0BhZSz/IAqUYFJN2BhDJOAZS5nWUtRksQRw1TlJSrBzEooIRKZCMEwiWnLmPwglwh5wSMSkYhABMIQnzhFKacZy2IaUyRAwOZBaMAJRQgCEIDwgydOMQJylrOaJEnnLBHS/4NPKEIRjPBmIE6BAlOCYJzTNOc596HPfRrkD/5UBDf/GQR73nOhEmloLA/iglJs4p/cTAQzCmrRUyr0nBpF5UFaIIpHHOKlh/hEM1hQUpPicyQpPeVBYCAKUWxiE4UoxCNIYYKamvKkxsxpKg0yAhM4tQWUoMQpIlFUoyJVlEEYiEohEoKuhgAARv2AOUZB1rKa9axkdQYOGhPWR+DgrXCNq1zfqoMWsNWoN7ipSLI6GIRatBx6zWhj/GrPqzYSCIO1amAZeteaGjYtiB1MWB/LlcjqZbKLtaxcMItRxkpWsZ3V7Fk4i1HRaoW0C/VBY0tK2aeMQrV6+YFsZ0vb2gb+QAjlCAgAIfkEBQcAAAAsNgGRADgAfAAACP8AAQgcSLCgwYP7Eu47CACfQ3wMI0qUqDChQXr0BNard+/exI8gAVQcOTDarmLCUgoLRi2ky4IjSQq01aTJkS1Ijiix9LKnyJgKBbq7xaaOGzdhwkRB5fMl0KAA1sHisgaMVTBRZjV1+dQigF1Kklq1YmWSuK0huy4EIOyJGDFjy55F+1GtwLZv416aS5diV5HCluQFkyXLpXF9J9rdJ6zJ27eFLaVL7PfpXcePj16aTJmhXbaY32rm3Nng58aP4YLZXBrhXwC6kKS2yro1zNe6yqR+e2md7duWraVJkzppJt+/B9qltoVN6jVc0LlLrvwv8zWp05BJl5H6z6f1rmf/R5POo3e14bdUvSoHDTvvAtFT67Leavv38OXTvwrmPvzvQIVH32D+UadWQgJip1oc7p13oDvXdBHGYHHAgV9yaumjTziufOHFYHMgAY+DT+mzDzZuPWZVE8Pk15WJKM4GRhPauFjiPtqkONgS1dgIlInaCKYiGDz6GBOQQqa2RI0k/ohjko8taeRI+gAQ5G5iSNnkkVYKmdRbWhr4YpdvfZklk2JaBkA2UCalRI9bkmRPLE4U98UtfGHY1T3sHJGGVW+t0cU108VZEZ9k/AlGoF1QU8+UFQHADhqKWiWoo5AGNamijGJqqKaUAirGGlt4miZQkoa66KilPvqpRZuK/8pGqf+pRQ87icpKa6YIskOVqGkcEQ2vCb1DjRkKWoVGHtvwqmE6k8iIhC61lqjPOpZIS62z11py1GBJbPuqhth++1i41XaFLZbovqrQurs1Ie6pQMGbWhPCpPtUOtmK4cW/XiyRL7H7jHNJUv8mJTCx+QDgzSQIe5EUFAPTO1LDqDjxb5lfwKIOsQKlUudjYXT8sbshj8yxxyADkEocdsLSTsupwGGnLTOj7LLNJH9hS6EWR7pzcV38TDMcViUVBhdG61xzmUkxDbSeaqaCBtRqkGGLq0EHxQulUKNBBi5c/3YgALg0B3UceNTzjrsLpe2cGEnNgco93VFtWdprKP8dht0A2AM32ur5Dbh5eqPKt+FMEXzP4kqzre/F+QylXtJhONH4q/lUfot6ZI0xhuaTV2SPPep8vkboo2+e+Ej25FMNKlSRlZQTeDDM2BNrrG5FUlGg+XpF+ezeu+1K5Wl2V/zsbmZSZoHMGBNY7kUwY6E9JonytqnVfGNHJRzG9tKD78a/fZOPcj7mo7/GYcQKbn6ga2Ry4fAKZVRLGeaywQYlb0OZNTwEMC+0JxoB7JpFrKGF8wGsPeko2/KCUwU3QK096BCcAD10QTSgo3QJ4Qc/AMCNL5iQbmGggxM+mCkR1uMbXvgC1JywQhDuo3nv6IYZvnCUCUXBCSMiVjv/sMEGLhxFdFFYQjya0pV+FCQeUIxiFOdRjnZUYwtbOAoY3BAFKJhDHgSRohjLUZ2nlMIgH0ijGtMYAhCEYAZ6+EIW3FCYpZigIGvM4wdEEZ+unBGPelQjCYbAhi4UxgpYkQIKABnIPfbRjGhs5AdScIlKWPKSrVBBJBvJRwDF5I8EkSQAUpCJZSRiGYo4xCEyAYNNBrKTagHlQCT5ARZQAhCAGMQgAhGIULSSka98JFBkKZA1giCPMQCFLhnBzF7SwJV6hKUfXXlMNQJgBZtgJjNx2YlnAjOawvzkN/N4zU0IQhC6BAQjOPHLUEpSmpB0ZyMBEANOJCIR5zyEJzoRswNo5hGewxznGukpClBsYhOGKMQmHtECf64RoOKUZyABIAIWmOCijxDFKERxR4GqEaIjcYZEBmqQEIRgBB31aBr5OIqWuvSlpXBEYkZwEFoCoRQ4yKlOd4qDF1CHli4I50ie8VNJkkKoFSFmaWgJ0qQWlZNIVYhSO8PUqCZkqpSpqidHgtXEaDWWTw3mVp2anK9Os6zvtOo+utoXsz5lFGHV4yPUKg0fJOcHeM1rXn1A1IAAACH5BAUHAAAALEABkQA6AHwAAAj/AAEIHEiwoMGDAvcp3IcQn0N8CCNKnKgw4UKD9AbWqzexo8eBC0NWHEitl7CTxXz5svax5UGRIQVmvPUEDZIjZZgwocTSpU+YMQfWisLGjBgxcsrgeufzJ9CRAlHNOXp0zRZcTZ0+JYhnKlUvX7BmbfkUKgA8caiKASt2rMeyDAfikaNWTNh7bt+W5ZqmbhVcePNS3Dswzxq/gAUP3lr4sFoqiRVHhCuwHrg9RqmeYRNNskTKANy54uL4KJpUnj8Tbgfrixe1TlCnRgiatWvYsmcXhBvXna0vdWPrNshboG/guIfvrt06eG7lvOPapgoGjJNZykGCBtBuFnIx1aGg/8pukTCAZFHUVreUjTyA4gJrNVEPxpI69/AByKdvH//2Wkjwdx95+QEooH/mGajWF/0RaJ5+AS7YYHbbAaBLhEeFEcYlA1JoHj20lKHWGmvY0g6CQA0UzRGlicFGGu+4gyJMlVHTRYtppMFORg4yVg81W+CIBjuBeegjkC3KEQc77r1H2I9BqqUkkzOKVGOUVMWxZJOguYOkWlpSaSRjXt54lBdezDGHmMNFJxA2lpCmlh1OzNMjYdUwoeFR1S2BDJegVbMEmkdZYcUS2ACK5xN7ggfGE9ooylg1jIbB56ORVmklAJQ2Gl6iml4kUJ6EUgUFqGOmKBAyTNQlxqmhiv8KwDDzfeVFJKhCBxo6TXhV3RpcZCJOrHEBgE4ZdFG1RhfWcHQnjQIdm2xVW1DjbKqb3iOtWmxUe62ujBmLLLdbWFMkuKpqiyyaaKZxhLnEVoYOGnKw64UcSMD77KbupFNGGmaYgWYc+UoK7Tu2pFGUwGkWHC8A6UTCBhv2NlHLuW2Cls4kJJ7pBRPCAICxbhpP0iiaIBsM7calotlEyCoHxfJrYmi4BMwPz5xhGDc36SRjOtccxhM47yszx46RSLTPgU4SMJokXnIM04Th4YS9wN4iY8yiSjUiF1pTzVhXO1sVNrFxoTXiFmcbHRQecKgVRhdtY7sp3NVpOHfd6Fr/mbYceWvYBS7f9h3TPnjpkayGahxhS+EZqwoALznujAYe6Wxtt6y2kJGG3mHEgZrmhgcFQOdngC7cyLNtZwtpqj+3+Uj1vL5G7GKr6htpgQvH9Ujt2G6ohr4/zBppw4fhxHi/xxXOLFyEkXwUsuQO7X5UaYjKONZvqkutO1/CffMCfe+GG2hqaMn4FP6s6oXnB6yh+Pi5Dy386HtxO/1uB4V/VRtiX+k2BaDzVWUNllhHzPTBQH2UD0NiIFEmmKKpBjqQHaogw85yNMEFNhAA0dCCF0AnBzR8g0dG+yAIqyA0DdEBDemAHMlCYkEH/ogKLQwDHZwADhmmBiYW5IfI/66BQ9DtUF/YCiIA6nGNLtBMQ3lwQk/cxkCGuKOJZjCgGFAhxazwph8CiQcA4kHGMpLRH/4oBwDA4YsuZNENYniDFKTAjm2E0Yx4JKN24CIKgXwAAB8IpCAH+UcAzGAPYjjfGK6QB1SgIAR+JKQkSVGesvRxIJIcJAgAoIJMaKg6WMBCFIoAyUhmUpCUtB9QLmnKTAqkk5WIZSUiUYlWpIAgpxxkKqPDSkDm8pWZWEYiFJGIQyQiEyrAZS4DuUve9HKZAoFBKAABCEEIIhCBCEULlLnMZvKRm4IEgSAFEgNQDGIQjGAEILIJA3Ce0puWdOcHxBlIcm4inelcJydiIODPSVbyKc/8JQBisAlBMOKcgWDEPvtJSHgClKH1BAAMOBGIRFjzEMvoBD8xucwPOHSVEC2kNEGxiU0YohCcEMVGW/nOf4KUo6cUyAhYwAITsOARlNDEDQrSUY+6FCapPMggJVLKkAZyFAAYhVKXylSlliIIHSlkS3oahFIAAAdYzapWseqC4fT0BT8VCVJ101NnhDUkvfRMTz8Kk7RKZq1nXYhbFQNXVbbVqx1lq0jmKpi68hKv3YyrQviaF786E7C51CtaEdtSu+6VsZm8ZHSm4YPZ/OCymM3sZX0gDQAEBAAh+QQFBwAAACxMAZEAPAB8AAAI/wABCBxIsKDBgwL3KdyHUCA+fA0jSpzIMGHFiRgzYlzIUaHBbcKEFSsG7BcwdhpTDmTYsWNBaEfKIEGiRFIkW/ZU6mzJseCvL2bYsLFjZ9IkADl1auTpkeA9YGXYiBGzZg1RevSULmVasB5UOVOnzqHzLqvWjVwJ1iu2RWrYOXbo3TuLNq1Ab664rJkaJowdJ3LpUmR6EYAxJUKnVo2CTHBdngSrPamqeA0Ub44H2wVw7IkXL5UvZ25IuOnAzp+nfhY9+mBpg6hBh2XduuDrgsiYhJ2NubZtwgaRNdndl7Zvi5sFDhsetuokcMcJ3h54rsmc3Wy2dHMXfSXwgfW+If8BGzYNkm3dvW8OP363nPPpkUMGL5781Pfo408HwN6+mPfmxAfAfv25h0SA+n0nkDvflJHGbnEcKOB+7YDT1m5zJJFfevuls0tQuznBijwTKgiAOJFQFlYTwwg4oInhSNLXbky0WOJm3kiy21RMJHMjjjru2OOP890V5G5L+MhhaYXFuNtnSSa4XzhRPOnFE8ZImdwsVTa3BpZaFnnPPXZc19wWu7QTZksDYVUmdlv4wt2SCrpp5lRplCHnmi4JZOduefpSD589+UkPHnN89pkcZfQyKJ1FAuCOO3kkqiijjhJqmqT11BGHol5g+mh3+zFYh3/v8UJknwLVk4mDGOL/wc2qhbbqChoPhuXEKi4S6EpUU4EBhoi9mljPr24JSyytC6mFbLDDssJsswO586yu0mq6qbXAhhXFLNNum9deYvT1BLiQbiaMJCr2ZUlv6bI5kCyTkVvVK+pou6ksUcxI1RqY5BuvvALJ0kRq/wasb0EGI1yVwgPXWvDBsrEBsMCkTjeXwWaYgWcamagZsUcVZVVLEx1/nMk72qrFDitOIJwGGriwPHJhXh0Rh3tytCNyxuv9ckSuU8UhBzs2Ax2pO0KfIWzRcyDdcrVNPy3GWGVNveAvW6whrLBjmXUzQUx3/fWwdIitNMH8seU1GH05EYXa0e3nTSt6CdtXFEvM/xMuQdQoUVVfxR1T7GbXpLhGX1UZtzarACROeBiNZ3N4pNUoMfkZZzhet4mZ+8u5JPDW/eJmoYdRGenhFobMEqKfEUnpn0NWMgC5bS477ccBV5E74Fg3eRogizMt2cHPMTwS3Yxae6TvgINEHJNHyM2cj0sc/fTVI8GN872buD31hFsPvm/7RY8G+X2ZrzUA73xDBhrdf/++Ot4ggYbeYbg/9kDeuAXxpnKFK9AhCdb420CqAQWLEfAKSdDF5dhWDXat4TMFTIKS3lfBdoVhSAoUSAX9RbknFGOCkGOg7pRwwhACoBr9CsMYxsC5SGRpYQCYxzzEEcMZnoENkWjhzf+a1MMxtEENUBBi9gqFlVnYYXJtaMMuMPa8zcwCD5NTwxnSpK+L0OOKn+mLGpKwC+xVkW3scGIYwzBGXJgxfCZKox06pro8JAEX59MMk+QRjz768Y9+FMg5tlGLKKTsDWpQQy/SEQ9/APKR8SDR6Zi0jxYI5AOYzKQmPyCQEISACHaYyhj2kIQ8DAEAINikKjFpyUkyyZKr1GRBpBCFGWKhDU4wJQBiqcpWUnIhsORlQV5ACUpU4piVmEQkVLBLXmrSl7+sZDNjWRBHgGITilBEIhLRiUJc0pmZhOYvg0lNgvRhGYcQhCACEYhNeHOa4BQnJcm5SoKI4JyMGMQgGAHsiE344Zvg/IA8XwlPVdpTCIxI6CAAAQhP9AEAIggoK+VDUGcedBl+YCg7N/EHgMaToqWhp0EJIgRPHOKkJ+XEQwvKy4GGlKWyNCcoOsEJdxYiFD3wqDNdShiRxpQgJ2ABC07gAkhAYhQ00GlLQdpThHBSIiEAwAgGIlGBAmAUWM2qVrdaChO0pqomKAUAcEDWspr1rFMdTVXTGk1pqlWiPGVKKzNT1bjyZK6OqStT5fpVuO71rn0NqF1bglfB6NWVL32rYP9K2MB+FLFNVexj21pYuhy2rSdwrDMzC1mmOGI0PwitaEc7WiF8NiAAIfkEBQcAAAAsWwGRAD0AfAAACP8AAQgcSLCgwYMA9u1DiBAfw4cQI0qcSLGiQIUYMyLsBqyYR1+/wFkcmTCjyYPFpCCB00SKkle42JGkaFLjwoLJlphhU6eOHTuR0s2UWLOmwWRPzJjx4kWOnElCh0IsehKnTjNixKxZM0mc1KlUMRoc1kRpVjZsun59GFYsQXSzmjDNmiZN0LUM2x60hsTOXDFpylx7hxehXoPbmsz5K6cMOMKFDR4uuA2JnKxZGz+OLDnsXsuYxWimx7ng5IH3uG1JE7rxuXulCZ4WWE81m9ZlXsceOBuAu2pb1uDWvbskVYPhLpkRjnmOk3PFjR8v6A3K1qxMmSCL3vYmdShhwmD/97LkGPfeAKqHzxr+ifni3Q+qFy+m/fvd8Q3OZx/G/XnPBmUTxV/tVfPfdAUJSGAYShgIH3rJRBHaGly8gs2BRRk0TxN2TLiFMfVgWFVB9Ngxh4e/hPggggSVeCJma2yRoogaGUQPHS9mFeOMK2Zoo1MoqogfgATdQw+QYjDFhoxCxtYbPUdelqQXaTBJo1sEvbNLGrdNKQcSv0QnnVEFqWPJdVM2sQqUQ/amDiZoMtWELADA5mR+BKnzSpxezHlljXm+slNWSkVBZ48sCrSOoGwwVeihbRI50KKDarXGE5De2ds4gjK3FaZ/YjmQLNZ5uoYku4TqHUGzgEdfGF+4/+KOqge1SmCs7YSK0CwDesEerrrW2uuvsgZrEK8EclEsoiMWFIsTEyo7K7OAooZOKtBilgYZmTRZWm/38IJEjqLJQc20kZJJUD29lCFlVnHUAQBk6TZLmy9lsNZcHu6gq6mP6+Krb1Zz5MEmtaIK5A6+XTLlBB4H11utwgKPFwUe99gpccK+7ZIvf1GgkrGxAy28RZfhRREFd2PaC0A1kqCZsjYs92bMEjKHEUU4qq4K2zBMrGepJN70XCQAQIcHBhjhSeIVwtX+HHQYVljR9NMbV0ta0lRbsVUkWP/L4tZMZFX1GWeATWuL9wjThNJgqHFGJlFlrVBBqTHhhNBoHP8Bjr/fzlbPNknsHV4YaCDxDeCc4Ukb4YaHF4fijEfW2+BJzHF4GJMvTjJt3WS+eeeVF9abO90gEcfoSXzjbeOSKgyO6qy7/jkA6Xisb3hztC5mb+BEUhd/S9Qyz++xAwCOJGgxFd4S28HX8sTpQdG8F89Hb/fd312fvdHURSHzpfeJDXCdAAiIZl2SOLj9qvTcE474zMmRRvvgCwTlLHZsxZRT+IOaqN7xjp9sJTyN8QW9zKeueRVwMdgLw5eKUTq8dGdV72AHHaSEQCRQcG0DyeAG+fMlX1RwLb3JYB3ksLQOmvB270jHCpe2tDQcARgn/EoK2bHCLGRhaXK44ev/LJe8dnSjLj4kGJiGaLoiZuIMa3CDG7LiBFa8g4kWLGIruLCGqonHCXQiDQNdpo4tdtFqOosFAMRoN4O04xVeOGPKwvg+g4jDEuHxos7oKED9TMJsXlsDFPg4Ro55449iONsZoFCMNQpwVQLBBiLPxgYlNBKEAxEGFJjiwzOwIRKXpMkFMSKPeJjylKiMR0HkIQtJcDILaJHELfABD3/4I5W4vMgoFZKDD/jyl8A8CBHgyIaqtUEPQwhBCEAAAmA605cgUOUueQmAZ/5SmK4gAxmO0AU16IEH1gznB6Q5zV6K8yBBoAQk1gmJSFDiB+K0Jjl3aU5rIuQPm1jGMgIR/4hNbAII8XzmPEdZz2fe0xOCSKggPLEMR4wgoMAc6AUL6syD3MATngAEIBKaCGYAQQQQ/aVEu0PRYH6gIDlghicUAQhFDKKjJwipSKcXlpJe0yA6aMYnFBEIRShiGcz4QDNlOtK22NSXFgUFKBJxiKZuwhBDJSpNqXLUkxpkB6EIBSg4UYhCQKITMp3pNPdR1YOggAUmOIELHkGJRzwirL4sak0LclKrQkSZISABXD/Qj1H49a+ADewonPECvOxVFADAgWIXy9jG6sAEhoWrLnfpg8iGdbIEtaxUx5oDzYZUrlT1LERBW5TOrmWvpK2Jab+C2qmWVrQBTa1JViuV1iZyFrbxlG1GaDsU205zB7gVZzlcWxNRVPYrP0iucpfL3B8AQR4BAQAh+QQFBwAAACxrAZEAQQB8AAAI/wABCBxIsKDBgwP3IVwoEB/DhxAjSpxIkeK+ixgvPpxXrGMxX76o1atIUmDGkwoRwovCpAycJ1ImuYpWsiLKjAvR1YFjhg2dOVBQWWNXc+JNjAtxlWEjRoyXMHNSAbBXVOJRjQhxcVnTtGkaPVWNXk36xUtXMV/DRryK1eA9XGXPogGr9iHblAbr2fpyVgwcunUX3kXo7hbfs3FQBWY4+GA6WIedeokSa7FgtgiFPTkbJsykcZYP3sVbUNgSzp5Bhy44OnMT1JfSrWbd2KCwJmDANO0cezbB2rZx6xbDW7Zvk2MX3s7d1IuXTESPA8Cs/HXXNWugS5+e/CC8VHOce/9NE8n4ceoHpSEJb1aMHDTU2m1Hb1D9nLPv07mb370+Ejn4waEff0ctJE0ZAEo2RxzpjCQdfQVZs0UazXkxh4AO+gZchBM2ZYYZc8zR4IMQEiQhU2J8aIcT6dBDYn8EgZPJGihit2KLLxZ4EDaRYNcUG2wsgQwA9+R4E0LYPOGjGEA+UQ2BMA6UJJBNYfeENlDqaFCSSzaJpZEoLaSNklwxyQYU2GR55EFjdlblGk+kCSZOpBGkzRJuioGdEl+eFyVByeAZRm7YYeKNmjghxA4TUXRmhRVrdHHNfnMipagTUTT16BlHUEOpn1oaxI4Tc+S2aacZavinQKOWCsapIiH/aqlB9LRqqhVpoCprWwXVk44TcdyaKzXbcRcqQe+wA0ewuYEhBxLE7lrnQO/4EkeCTc0BbbElCrTOJGlQ2FUTsbDjYqW8ErSOJVSOq8tU0iI0ziVLdtaEMNKmO9A4lmCXW2dL4IvurAXx29m/YTwhMKhHTiuQwYOC0ZnC+ToMgDio5DnxLhUjFE7GYewWhiTFdHwQKo2GrCcXsMg3sL4CoZznGiyrY7JBMqt8xhm2uMxwmAvl3FkaZPQc70FFCh0G0UYPjFCRqTjR2dBo2PLpagp1C4CLUeeJRtWphpb1qvd8gwd7TcWBhC0PGrvmQbisJ54YaORhTZEaug20W0rJ/+FcbkngsfV5ep+EUD19/w1GEnkQ+fPbvSbenhOC4z1bawcVttSHTTmhmOVYbzhQO7dwwcbcnt9cUGFboPhhFIq9bDHrZQI5ySuqE2SMJF2yMcmhsmf2BOdmTiJO7gNp9qFzth//snJPOPchjZeo9rjhmTHhnHPhVn+0a8t7oYYalzh/PcEEFZlME+F3b72qx6ZfSxPbeyGHHJOYBz/kESJhh/Rm+AkufIa1wiXKLdZYz4c+RAcBXU1sohPIPRLIHuxcCBwPtAzmEPgf53RmDk7A4PkOWJAJ/kdk2hLh/uInQWsg6CwgBAcBIai1elADCeLqzIrA8Y4Rom8g9ZBQGv/c4AYdNoGHPoQZAMDRijOwgYg0Ctg7erhC/klJCUCCIhuuNLgq7q0g2IACdrToJOQJJIz+AsOenhS8HUUvYjSKBBt9OB2EVOONuQmXHONlsTs+xQpgGN8enWaxbDBBU7hKgxLm6EWkOIwdUbBDU/KIhkwAj46PnIMdmoUWMhTDZoSkFTvi4KqQ5coYMwwdCwHwDnSEaJJgOGUqaWhFgbgjHZqEpRyOYIwM2mU0N4mHMIc5zIN8Ix12sAMRxfAFOhzhFt7whz+ISc1hygM5wMyIPEDwgW56s5sGGQEASECqLGTBClXIQx5k8AFufvOd3twBNrN5kW3CcyEkkIETkoD/hX5iwQmpmAE8B9pNeRpwNPZ8Jz6VQIlIVOKhlbCEEVJA0IEalJ7adOc3GWIETmxiEYtIRCJEMYR2VvSdF8VoPTW60YOIwBGHOMQyABGIQGyiByeFZ0pVmtCWHqQEhlhGIpbBCEAAYhl/yClK50nPnnpzISLog1BnalRmJFWp8WRqNp36gYc4YhmHECkgEvEJnGK1oFoFJlcfcgpOcEKkMX1EDs6K1oPeZa0MeUQnQuHRQvTBFD6g6wd2ilG8LsQEiD2BECAhiiCMQLCExahAfAqREIwgBILtJg4AMIrOevazoAUtKcKS2W6+wBk4SK1qV8ta1hq0KKX9gAl0YNcIVVIktput7VWuWZXYRnarpC3tb9Ua3MwOF6HFhWxakdtb4S73rsml63Gh21zjPpctvIWtc3V7lOzWxLfX3W10z3qD8B6lH2H5gXrXy972rlcIjwBAQAAAIfkEBQcAAAAsfwGRAEcAfAAACP8AAQgcSLCgwYMD9yFcyLChw4cQI0qc+HCfxYsXJRbbWMxXMWDUrFEcibGkQoiTnjSB80TKJEm8RlI0WdIhPXp25rCpU2eOpSi9ZE6kaRHASYbv2NWB48XLmjV2nEATKpHo0Yb1XJ1hI6arGCesqFYlCtGdVq5eo8wSC9HqVaSuuKzxKkYt24pWIbaLOzft2rsN3ep1ZQZtV7uAGQp+uNcpXcSJES52uLdw16ZQ/kY+OLlh476YNW8u2Jlhu1lezFz2Ikn06IR5Hxab1HQ1Km+vDZZeKOtJbTFmzLxql5t0bIeyovxmI3xdcYK7EcpqQpf5K3XPBbp9y5u6V+vYs2//hzi9uhlMxMVHP1jLe1fm6LMbXW+wvflM7+SPt7lqzmo2bOCnH30EQYPEHE01xUYavbgz4HEMQVOGHF0FJ4cc9OSnHoQI3fPLhKvNQQc79GzI4UEegihGU3PYQaKJJhnlUD2/bJFGiHbQYw+MNT3kTjE24lgijxiVBSRaLNoxz4M0GblFX12JKN98ZPlYTBdQijHHHFMSSFA1kzwFBhhR2tHliQhV80QYYYw5ZhTanFmlQ2qyaYUVY0KRDZNNPlRnGHfmiRuRRT50zJqA3mkFFIM+t59Dh3alqBWSNFrcow0daieeYFRKaKGQPiGpFV156qiXAu2IDBNdjcnmJOB8/1qUTezI4gRdT0US66loHvQNE3bgyoUv6cg6K0P1gNOEf99tsQ2fNXFnkDvKzjFmV2mU8aysZVV7rRjZbstrnw69Aw4ScbgJRhpkiHtprwa1A46KY7Lrbm6oCiQvvesice9r+QKwL4VeyeEvtKA29E43KnYVx8HcPpTOJGmkwabDdZiDcEYPiTMJgBeLgcQwcpLbkDiSPMUmm00kU3KMHae8xsphtCwelSYzhLLKK9vsKM4wOxSOzDT7fCnQPTq088wrL+HyuDnrLAmAXbHp9MYcO7TOx2ix+YQx3Ep70C1cVx1GJMWEDREeUQTX1RhY3BLeu2SJbRAezHZ1BRa91P+j9kN4u+HG21Tw4jfUSQMeB11hdGF4xGsv7lXjvNwD+UN5SN7VGWRUfrlDeRDclRxlxPR5Q3jcWHDpWNtdUD3f1JEl6aYjnjCycRkmRhx4cNM6ROnwRRcaqwAwJN1RI6SO8F6hkQoAluOL9O0LmSVXq2Ag8fzh+Aa8l1xj4plEWNwDHPDyX7QJBp5gAVD+Ztu5ThD66o/ZfvTmB7zOLOmPOcYY7bNd4hgyDtT05X+ZMZb8BqILJzzlbVewhDgUSJ4kuE0MY7gCJubWvYDFwoKqweAYMsHB/MGrIB/8zf9ISMGHpNALd1phepAXowUKhBZJaMqY2tCGTMywg8lbyAf/JQUGHvrwdB26ByuaMKYrWEENSNCEhmg4wIXkpxZIuNMVroCGKE4RiEHDyjfwgAYtXkENaqDGD00YRobcAxhHkEMMx4DGdKxxNAGj0RHSMMc6fhGPeawRG+aIBjSkw0FUrCJC3PELMgzSCmP4ShIOmUhFHoSRW3jk//KQBHbgD5ABwyQfrcCmKLhIgNRb5JFcFYYoyOKTbYlf/PpRjng4RB7ySAcwtpCH9bWhlag4Bzz84Y94GPOYyDSmdmQZv0d8ICIkGMIeBpkFLIwhCkYIAQg+wM1uetObzpgeM0vizIioABZozEI1qYCKFHxgm9+MJzfDOc7tlBMiMNBEJfZZ/4lITAIT7pSnQOlZT6s8QiIwCMUymKEIRSDiE7BQgUAHKs6C7uOgEaHBJxLR0EEk4hCPYMFE5UlQi5oEoxCpAUMVsYyGAqITIoXnSOdZ0YKi9CEaXekgBAEITqzgnTPtZklNipGbOoQGm0gERxWRiEBs4qdBFWpN62nUhrigE4c4REOXcQhOxCCqUiXqSSXiAlOAohOb8MMmOPGIFoCVpmIlp0RGYIK6niAIongEDkYwgreGc6rMFIVEvokCFIQAqH4VyCgWy9jGOvaxjHWGEAYrUJlG1RGlAAAONsvZznr2s511AWXfOtEXLDOu+xBsREg70mkAlplVZQgIZkvb2WKy9gNDjWtsF8LN2tqWtbkV624RcluKovYiwz1IcUn6Wlkm1yDLjWdwifrcgkT3m9M1aXUJcl1wNreZo+1udi263YF0N6zHvWh4r5vZ77rlGT6AyA/mS9/62ve+9vWBNAAQEAAh+QQFBwAAACyYAZMARQB6AAAI/wABCBxIsKDBg/sSKlR48KC9YhAjchNor6HFiw0XasQ4kN2TJ02aKJEyyZY1APE4qkSocSNHeuzszGFTx44dKE+irdxZsKVLjO/QyZHjxQubNVGiUOPJFIBPhirfZVrDRoxVMU1qNWX6NOHKdpjWrLkqZomsrTy77lu5LuzYq09uod2plu0rM2+tQpE7V2Vdlenu5hWzt6/frisD4yUria/hi385qkO1WEzRxo8xRsZYzVJRq2bMxM0MGbFKVFE+izHj5RU20hY3X5wVhawZLrDcwc5omiNt27jb7Wb5dOWsOWTZ4H433KBsi6mQX1XuSndzgs8bRk+O2/p1gdkPrv+SbpWNGVvev4c3mAqO1aJsysCq933geoLA4EgvKieNLfr1qbUWR72UIQdoZsBRRz3MBXifQPfgUkYdCM6BBwAVOdibRfXcUkZVq5lhIYYabtiQO7dsAWJoI9bnlIAcoahiUSxe6KKAA14k41tFtViiTyq5s0sXPHoxhx0uvmhiQ97AwsVgUeiS5IMDFfNEGGGAAYZVkowz5ZINGXNlllqCIYk4XxankphWlWkmmjeCeRCbYmhp1SRw/vgTRsk80eaWYuCZJpAqJdOEbWZMks6gLXFU0TCHTseGoozuadE3qDiRHBuRLBqnmhfdYw0S5ImRRhnc0FPpQhzdw00TpZ7/es6NShJ6UT3ckEqWHGWU86mcBLlTDRIHXiUHGr7+aqtFwhK7a6/KNhrjsMVadWyy6lEJgLBHpEHWHHBgex2MHLVzDRneXjUHEuI2Ry5G3kTCBog9pgJPtJYyKYlY73nRBDKrssqRN1CIhWVR/wYMFbwFr4EllgnjKzBG2TRsFZZLACzxwhdVzK8YWD5xjMI5MvxxyNWQvFI4UMx7cRhKXKOySrJM4jLIXeDiqZ4TYxSFHaFZNQYV0dwzM0cyqRYGFb8YvXHJF9FR6hlb/AIgzxxbZM8cU1d9dbagWnQPPUl7YVUaR1h9tEX0vGNT0GLEgUTTazdUT0xAs+aF3NAk/1mrtBeBkwnXcMcRh051HyQ4HESZjVUsfv+dr0GCU6WaWZFTKbgZIGLpxFl+az7VWxiDrrBK3mTCuVVUFRZ62BZ5Y0ll87qOddZMUvbWvE+YDjbsYU4C9xpmWJLy0075tsTwXFSnMtQFGU2bams0r87zoQLwW51gVO/K9chDT5CqrGjKvffg376W+APpVv6fZ7TxPfbMAvA+92ec4YpwyGOk2ypo+JMa9Mc/9XHkHfcAYFG0lAY0oCdxBqlHMNCAhgWCIQ55eEd6xgWsgdSjF+iCGx3yAACnGdB/IDwD3OZAwtcBzyDu6MUWzvCnEWaugwIR0gyFNgYntBCCBdEhDf/FMIYe/rB/OtrFDLWEpaSQzCv+G9IamBiGKKDiHiZ0l+R61pBqTIILYbACGJoIsCwOB0ccKYYSsCTGNrQBCuEoofqgeBExsREMboRCNp7IPoLYMYxWWMMbvcFHjvQJS1pSgxqUQMin0dEiYrJgGtLAyEJiBBlLuJgY0CAHRsrDkRxBxyzMhyU6IMEW6pgHKDFiDSnsZ29S+AVacKSWfsTjlre8CDuocYRiiWUOSfiFOHBJzGLi0j607IooPsDMD3BEBXpYQxay4Lk8pAAEzcymNps5CvAk8ynLZKZKoMmGaTYRD9fcpjqZ2c0tfnMf4XTmM18xiUrYsxKSwEQK1rn/zna+0yfxVEkLmsGJRSwiEYmghCn2yc9t+vOfGgkoR2LAjEMo4qKK4MRCQcDRhnLTmxBViEQvIgIYMGMZzMAoJ5phAo9q86EhTchILbKCThwipRj1hCFMIAJsuvQDMI3pTBuyglAYwqIYZUYNPlCCn7ITpEJtJkdMYIpNGAKhCG3GUn3606CGdKgHoWooOrGJPmxiE6agwQe46lKvQhQA2cSICExAVxQ4QhSPEMUNnPpRd37TFPLkyQdQMIIQsNWppQDAKEZRisY69rGOXaxkJVsKIGyFr+t0RGJv4ILOevaznr0BDkZL2tG64LKY3eYLwFOO1rr2ta7tSjuZktptZDoDql/dCkc7Wlu3/lMUut1tbYGKW4gCtynDzaZv33lc2ib3qX5NZnMF+1ziRpeW091Jda0bU5Gi9rnL/WZ2V7Ld8Er3u8k1L3bRO1xSFPefz/ABU35A3/ra9774pa8PpAGAgAAAOw==\" />\n",
       "        <h3>Episode 180</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Episode 240</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dueling_ddqn_agents[best_dueling_ddqn_agent_key].demo_progression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Fully-trained DuelingDDQN Agent</h2>\n",
       "        <h3>Trial 0</h3>\n",
       "        <img 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\" />\n",
       "        <h3>Trial 1</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Trial 2</h3>\n",
       "        <img src=\"data:image/gif;base64,R0lGODlhAAJVAfcAAAAAAAMCBAgEBRMSEjExM1JSUlZWVklISHZ2dryVbaaPaM6ZWdGZXcqbZMyZaceYZdGYYcmdcNGofHRypIV+y3uC0La2trm5ua6iqKmXmcaqltm0j+K2itG6pf/65f39/f37/fj29O/u7fvs08GvuQAAAAQDAwsDAgEBCwsLCwsIBBQHAwUDFhkXGBUQDCgYDS0lGBsXJg0KKyMbJiMjIysrKzk5OTMsMRwgC1ExEkc2LV5LMzEuTikmWUY8UEhISFNTVFNLTWtra2VkZXNzc3t7e3Vrb2RZXj9CaY18bZh0UYpiO7qPWo6Fcr2SZbWUbruTa7aXareScrSUdLuUc7yZdbSWerWZfbmYea+OcL2gdcePWcSRXMuWX8qUXMyYXMWYXNGZX8iPYMKTZsOTY8qXYc2XYMqXZcuVZc2YYcqZZc2ZZcqZYcGWasGWbcOUasqXacKZbcSZbsSZacmZacqabcWZZNGZZsKZcsSbcsibdM+gbsuiZc2gc8mie8WifNakcnJwkXx4tVhZkHx8yXx81Y18lIh8qYZ8uZJ9rIV8x4R905F+yn2Czn+BvIqIiZKSkpyam5OIlLWdhLmbgrWYiqiYl62Sj7umjbyljbijiLmnlq2mloqGqZSKp5uUqImFt5SJt5mTtqaapqmas6elpri4uLSprsSmidqtg9OuidSthtu0jsSvmsWqlMWxnsexl9u3ltKukeK5i+W1heS8kuG6mMOypM25qtO9ss+8r8mlj8vBs9zLvNXFttrCq+zKqenGqPTMrPPHo/bQruTMuPvWtPzcvPfXtenTvOvHoYiFx5GLzaWcycPDw8vLy9rQw97VzNvb29PT09zNxeHSwevZy+vWx/bbxebe1ure0ebc1vHd0P/lxP/pzP7my+zj1//s0vrp3PXn2P/x2v/02v/03v/02O3p5ejo6PXt5fvu5PXt6f/74v/95f/75P717P/+7v/96v305PX19fr29f/+8f/+9f/68v/++vr+//7//v76+/f5+/Dx84xyViH5BAQHAAAAIf8LTkVUU0NBUEUyLjADAQAAACwAAAAAAAJVAQAI/wD3CRxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gza97MubPnz6BDix5NurTp06hTq17NurXr17Bjy55Nu7bt27hz697Nu7fv38CDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+DDi/8fT768+fPo06tfz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSimqOKKLLbo4oswxijjjDTWaOONOOao44489ujjj0AGKeSQRBZp5JFIJqnkkkw26eSTUEYp5ZRUVmnllVhmqeWWXHbp5ZdghinmmGSWaeaZaKap5ppstunmm3DGKeecdNZp55145qnnnnzCxA8/BumjT595/fknQYISapehhia6j6P55KNoXIwGOug+kU4KV6UFOeqopm0dus894GBzzTqZRvopqG/JswkTTKD/EkwwxRSTzKqstuVOK1984YQTUEDxhCq5yiUPr2GAwcYaazgxS7FxHftFGHaoUYcazkILl7TUWktHttq6xW21dXz7bLhtjestuOiupW657Lab1rvmyususuTWa++8+K577r5n0RsvwGQJ/C/BBfcL78EIi2Vww2U9DPFY78KRLaATgyXtF2xYC8cYz2KcsVcbs8FGHWeAvI/II3NVMht0pBxyyyTzyjHMMq9Mc1cvx6wyyztj1XPOQAdt1dA/G60V0jMrLbTNJvvctNNHQ41z0lRX3WvURGet9c0oY+31VCV7LPbYUVV8MdpkK1xv0Wwz9TDccSs1d91Q3Y23U3rv/y2322v7/fe0+QYuuN2AT304Un0vflTjjhcFeeRDTU55UGorfrlQZddhseabA1U2HR+DHrpPL8PR9emcWy21zqxj7vrqsf80tBOsrEx37Tf1XDrsvPcUTiZbn3xGHcSIGnxO/aSzDy6TFI9yH90Av/xN/dDzfPRgwwHIOdZfXxM//Wwvvffg7y7+S+Sb/4UaHn8f/voytQ99GGHAH/Mq5cxPv5/li8UV8Ae/NZyBf4/63/jqsY9YVAF/dKCDAVXRv0spMCb64AcDHZiGNETQgK4wB64u2JIMbrAKHfzgGVzRjhGScCUmbCAKPSjBFbbQgi8soQZlmMIastCFOURJDP85SEMQ3jCILhniDFX4QxwiMSVK7KERgfhEkkSxiDakYhVFckUmHnGLUNwhEb2oRTB+pIs+/KIZTYLGKTpxjVwUYxXucAcyvhGOIFEiHZnlRjyWRI934GMW7+jHjgDSjoUcySHTWMZEXmSRfXRkHuVIR0RK8oyUrCMjCXnJR2bSkp3kCCQHGUpDfnKTpRTlKSOZyoyM0hXzaGQrHWLCfLBijoFk1grnkcBZYkRQ+aDHKnBZQDVsQhy99KVFgClMYsLPmMhU5i/1Ecxh0vGZ0JTmNKvpTPgdU5uPpGYzr/nMb4KzIsy05h2wuYlwnBOd4lQnNjPhzndOJJ3dVAM97Xn/z3jiMoLw2yc/J5KPeqjin3SAnyvqyc9DZY8eEI2oRCOKDnTcspIJ1ec3+tEPf3j0oyD9KD3UB8chlOCkKE3pSW9gAxqUQAl+wJ/J0nCHLJwgBjEogQl2ytOe7rQFA1EeHNtnA5UaVaUwxR8f72CFF6AABUc1qgt0JlQzGmofRY3qUZVAiUt49atZWIEJoKpVlE4VYyTN4VWzWtaTnqAERpCEIhSxiEWAAhRN0KkJ2nrSszpyrXxNaSA8sYxlNKIRhQ1EYM3qP6seiq2BDUQoDkvZRgRCBostwVQlCdjMDgIUlS2EZVmw18Bu9q+PzWwJAgFaytY1ECzI7GkT2dnA/5ogEJ0ghG4JMdci6HSxsy1kbdu6VyKQQhSi8EQnJCGJJvDUtJccbln36oIWtMAFQSjFFSbRhBPsFLqlhKxqS6CC8o43uOkxhXrXy972uve98I2vfOdL3/ra9774za9+98tf/jrDpbYdr1ZT0N8CG/jACE6wghfM4PoC4cEQjrCEJ0zhClv4whjOsIY3zOEOe/jDIA5xhX9wgxKbuMQ2AMIPgOAC1X4XpS/OrAmCkOIK28AGJF6xiHfM4x77+MdADrKPtxNSkQ7kBwJOckqBykCE+ANQzgsixsSrZNW6AFD9YBSnqjjlKiv5yrpL6xOp7GXTAkrMVSRzmdsKZjSPeanN5xWIm5GoZjhHdbNzDmKd7SzVVO6ZzylFrx9TC2i+piCVNSg0X03Q2DUCKhJEKIKkJ03pSlv60piedKR1x9k8byTLA+1IVUNN6lKb+tSoTrWqV83qVrv61bCOtaxnTeta2/rWuM61rnfN6177+tfADrawh03sYhv72MhOtrKXzexmO/vZ0I62tKdN7Wpb+9rYzra2t83tbnv72+AOt7jHTe5ym/vcnQwIACH5BAUHAAAALNoAuwBIAEgAAAj/AAEIHEiwoMGDCAcCSsiwocOHB/Mh1AOxosWL5hDWusixI8JglAw+6eaxZMlYVQyiamey5UVWVAy6cuey5kNWbmTStMkTIU6dPYMW/FlwptCjAGDKZIk0KEqZGZv2fFrU3D6pNesBoErQVVSsLbVyHegVrEuxKauaDbs1bdeM+taaHCtQ1le5ePPq3cu3r9+/gAMLHky4sOHDiBMrXsy4sePHkCNLnky5suXLmDNrxrsvFsJ3jfex+hx69EF5pRGiZixadeqDoFmbNhh7ceuDTG3PLphbcWeEvRPTS0jOH18bNGwoX87cBoAaKhI2AYACBeUmJyw3KbG5u/fv4MOLIx9PPi+Q8+iBBDkP4Edf9wjTAwGwr759+3+vItSv36HzxAEBACH5BAUHAAAALOgAkgAaAGIAAAj/AAEIHEiwIIBx1wwqXDhQVRQmTmQBSwYgGj6GCllB4cNnDwA8ADK9w2iQFUiCZFy1I1mQlZuCZGCZY0nQJUxYK2kKtIkSp86dL3vm1MlzYMyhNIsKPPoTgFIATH8+jUo0qFGfUq0uxVr1JlKWU7km1QpVLFiyVMcadOWu6VMAbN2Shds269q6XQvGtasXr9q+cu8GBsyX4N68hv2eFVx44OG/iQdHbizw8WLCiB0rJvnWMue5njF23iwaNGmGoyVrVl359MLUlOn+rLcKQJqCqMLNrr1mTUHdOmnbNgicpvDbv3cPTx68NnKCxVkexx2dpHCDuZVjr84w33Xq2sHTQvRe22Am7gvJKzzvtgr2c03jy59Pv779+/jz69/Pv7///wAGKOCABBZo4IEIJqjgggw26KBO/rBUwoQUVkihCSwFBAAh+QQFBwAAACzvAJIAJQB5AAAI/wABCBw4MN++g/OufcOWjaDDhxAfXvPlq5itKXiqbJIXsaNHWVmi5AEQRyAsjygjQlHDhyCqcCljEkxD8IwrmTgf2szJU+DOnjl/ApUpdGjKokY9Ik0acSlTnU+PRkWp5ubUiHRccbz6sCpXgTQHnvkKluzDsGYHok0LYG1at2bhkpX7lS5Xu1fxTtUble9Tv2wDCx5MuLDhw4gTK17M2Ow+VhBduZv6OOLkqJUhXn6a+eFmpp0dfk4amuBoo6UFSqYM2e1qzJAfvuYc2+HspAZrE7xNWvdA3qh9qz5Ntl3j48iTK1/OvLnz59CjS59Ovbr169iza9/OvftiG+DD10PwflyRok6dyBOUoV47EUidJAEI5cnTI65CJlniNMQFDhwrlFDCVCqokIILKQg4YHtAARGYCx2hgAKDFFZoIVAQAhAQACH5BAUHAAAALOUAkgAtAHsAAAj/AAEIHEiwIMFx1q5925eP4T6DECNKNKgqChM+wYIVKxYN38SPIAWyqvIFjBMAJzeFXAkyDUFY7VjKnEmzps2bOHPq3Mmzp8+fQIMKHUq0qFGQ9wa6LChv6L11qQzK8RXPqa+TANQIzKPHHlF7vcYI1AoAjx54XoXGCztWIJ4/8JKqZZvV7Vm5QdeKrVv27lC9bfvG/UuXrNnBc/ca9ps48GG8QAHzfUxYsVu4kH+CHUNnMuOgYMl0JssVX2afoemoIStHj+mhYMusUT2wDr58sHt1mU1WID/cQsHupj3wd+7hvQEYD66bN8HloJsT9w08OvLn1YEKd148u2bpyaFr/weP/Th36uanK/eOmrzAOuK/7+YLAD77ntsL2jdPfz/z+b35Z90a/cXXHoC1GYhfcwXex1N+ASrYU3OrJeggTxRGeOFOGVpIVIfvSYjhbhWG+NB/a5RYHz8nCgXiii0GxSBB8MUI1IwJ2vgTjiZ+OB+NLPpIIJA6+sQjjELqF+RQR9aYJJFP5hhlj0z+KGWVQ17popVUbplllzJyiSSWShY5oZhOkgmlmlqG+eWYXpY5JZxuyominXGu6aIXd9BYRz1mYsinn/VsqFMvgw6khxyFfpioQIs2yuSjAERqaE6I9lkbo5filCkdndUnx22O3gEqQaROamqoAqXqohmrov/aKUH10LPSPL7AeupA7LBjED3ABguscgAMUQJEJSSrbLI7AJLGGkPWQYYJJgBAgwsCuWDDttxy688+QBy7UrN3QPvetMeK+xE6xaoLUhCuWHHJJQJZYYW47krErrErlQAEKZ4ssogiADwSSbUs7ZvvREEwg0ghhQgECigoyKQwSz8ws0hBhMRQ8UoXh4RCxhsTVAgLH4cUMkgjM6NIxAAUgggiKKQM0sofoQAEKIcQQojAnXRygsXtsnTEKZKE0skhAEQSydAJF71SCjjg0IINo0ASCScz4RySsiqosIIKM9HjzA8LF1UKEDSkTdQPABDh9lAP8fv13ETbfZRAXhsg1XdRfxMV+FCDC1V4UOyGu/dAieMdVDoAnCLE4gLRExAAIfkEBQcAAAAs9gCSABsAbQAACP8AAQDYRxDfNWzcuAlcyLAhQ3C/fBULhufJFCz4HGpcaM9Xlidx8sgB4MYPvowbHcbr5WSPwDUC65xM6fBeLzIw18CcU4cfP5oNbXrRqXOhT6AMhRKFCaDnT6QClRKNeRQqAKlFm1aFipWpU6tXew2dqvUpV7FLqeYD2zVmvbVW2zZ9yxYtWQD89tXlklYgP7hWb+Zc2BMw1Jt0ADAViO8eWKD2HkueTLmy5cuYM2vezLmz58+gQ4seTbq06dOoU6tezbq169ewY8ueTbu27du4c+vezbu379/Agwsf/tjfZhMmBJoowbx5c9xBiEvnPOrRoU6hRFUGwulSqSIuWuALcFGCsooWKZxLDggAIfkEBQcAAAAs5ACSAC4AewAACP8AAQgcSLAgQXXXrlkbt6/hPoMQI0o0GM8XkyhR/gQrxpHfxI8gCTrZs8cOFCdSsIRc+ZHOHIJu/MBjSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdyrSp06dQo0qdSrWq1atYsxaUo7Wr169gw4odS7as2bNo06pdy7at27dw48qdS/epOFx3CAIiQwuptUp5B5KR0w1psiR698Q5hxRZFoNVwjXGsqYgFslHjVGpTJASZqOaOQ/0jDR0QdKZN5/+XNR0Z9ZEXY+GPVS2QNSgVb8urXs2b9G3aQu1DQB3697BS1cBDuBKuIe5mXuGfpy5c+qxkQOw8jy19e7RC17/916QO/ba2s2TJ2jF2/nhVQyqJ8oOALH44rvRW+nPI4BHJbCUAyppFKTJCwCosNIzDwEoICpssEHQgTQx+F+AK+ngyiWXCMShJitU2CCGIdlwSiihMMIIKKBY4oKIF7LEgyiKKCJQjZ7IQCJIFjq4Ug+hEFIQKD2UsONEPR45UQ/MNDKkjkpGlCRLPYCyiECFCAmKDDD6GBIPoSCCyI2KeBJDl1FG9MMpnnjSySGefDJKC2lCNOVKKrSgZw2RQBJJKS3ACEmdERkZoAqI1jTNPs4MQehQkJgCwA2PCvUDEACUUmlQ0gjkpVJ3LhUqqCM2NWpSpyKV6lGrGtVqUa8SC2WhM0IwJUQ6+wQEACH5BAUHAAAALPYAkgAMAG4AAAj/AAHsy5fvHoBr2LTBAwBAHIBiv4DJykKlUjiGybJEieKE4RhK4fgBQDaFoZ09DK+EHFmSoUuVDEm6fHmR5cyUNWXehGlzZ86WM3nqDPrzJgChQF2C3NdzJiVvTIfSjJkUJ1WjSNf4jDpljVaa+/aR9Eo07NivOM12RXs0nFqyYMWuLSsXbtq6bFW+zesWL92zf7turbu1KVjDZwAsNZyWcVuuWN061jtZstTGlx9Xhlw4M2XPlqtqNkaFrWLJpE0vTn1zdenWqF87ja2aNmymrGfjlq3Utm4AuXvvrj0cNsPgDEEe5528JvLTy2tHNw6cOfTq0rFTf65c++zp36vfSFzTnfT48ry9oldttL379/Djy59Pv779+/jz69/Pv7///wAGKOB7pUhiCAChGKUDJ5Zw8ogLLbTgQgkuqZCCCxOWoOFMKsAXEAAh+QQFBwAAACz3AJIACABtAAAIYgABCASgrSCAa8mw4cpi5QqASX/+RImSp8rAgXLmXNzIsaPHjyBDihxJsuTFOiZTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6dPk3bs4CREqKSikZ0AkDol0NJAGDgAqFBR4mJAACH5BAUHAAAALOUAkgAbAHEAAAj/AAEIHEiwoEFtA+HdM8hwIL1kyQD8siJwCrh4DRuiq6IFQJQoALAAGIcvI0N0TuYYHLfQZEF0Y+gUJAPOnsuXZGQS3FLzJkF0OQuKAdfSJwCgOgcOLeoTqVCiRgU6Jbg06tGgVKFGnapUq1GuAqtuxdqV6U2wAMR+JRvWa1O2aNS+TQogrtuzbNPedQnWrlm+cOXipevXal/BgAkjNnl4L+PAjjM2/vtYcWSNkClLDppGYOGxljVjDm047+LNpEET/Lw2devVp0fDvnwyc2nXc2eLro17sO7bv1UPZJ17eGzewV8bp21wMvDlu5vbFu75uPTeiZMXr84cJ/bKs21ugB2jkiBNjFuh5DEI7p1Vdn/wACgzcE+yclYBKGMIK3/GKf4FKOCABBZo4IEIJqjgggw26OCDEEYo4YQUVmjhhRhmqOGGHBpETz0+3WDDiCSWOCINE0aC4CkpHMiiiy0a+KKMMRY4o4013vRDRjcSaEqOAxZhwoE2IOgMkAL2OGBAACH5BAUHAAAALOMAzAAuAEEAAAj/AAEIHEiwoMGCZA4qXMhwILoxdRCCi9ewYsWHEQmSmWixo0KMEil6HOkQYkiSKEFq5IhypMqBG0W27PhSYMyZHmsCuInTok6ePRv+ZBmUIcY0K2UW/Wgy6VKjTWESfWpwqFKqBK1iPah1a8GuXktmlHrVK9iwAM6GVWs2qs2pa93uhNt27NuyW9nmHSPnJFqBD+n4/YuOyxqJ9/4KHOflMEEu4BL/tTfOcEHIktFStgyAjuCNmcNuduwZAGbFowWWPj25smOpob2mXpkPtWvEiu/dXhm7Iz16Fudpa4xw2zyBwBn6qyfQVAmBJaJLnx7dBAxASAkCgvHcxPOGpfYB53Du8foXgY63f7cYfvz6ijBcURJ4CYAVVNw9tnf+niENUp4wwsgyjHRCSg39MbRfdB3FwEwnBIHCDIL6icdfg8sIQtAyy/DAQoXuJaiQg8sAUIhAijBzw4cdLSjiQS1wOBAhiDAzAwogXmhRDKEcgmKBotDw4kEudkRDKY8A0Eknnoxiyg1DGlSkRTRwYgkAkLTQAgwAnDDSlBapIJAJOJ0i3iMMehSlRUSYAoANa3plAxAAPJOmYgSZYuGdeAq0YJ8F/QnoQIIOCkChgyIKqKJ9Moqno4q1d0qcW7UnjRBEGCrEM/sEBAAh+QQNBwAAACziAJIALwB7AAAI/wABCBxIsCDBetesWdN2L9++hwYjSpwYMV2WKFGqBAtWrNg6gfwoihxJcE+dNk6mPOFGsqVINwTVCBwnz6XNmzhz6tzJs6fPn0CDChWqb+jNokaTKl3KtKnTpySRQp1KtarVq1izat3KtatXp1Kvhv1KtqzZs2jTql3LFiq+UxHhPJ1XySAUYfmckqu0pqAUYfv0TupL8G/gpuQG+wUsmPBAw40XH2aa2LFAyIgVF2ac2TIAzJQ1P+Yc2jPopZUl660kszCxvIgr0anjOt+9zHQEEpbyWnDu2r799sYtHHbo34+HHy8eHDhx58uho56E/LLy6dU/X1eaODtv49iZP/9PDp47dfHRyTdXP956+aTd0YeXbt77dvjn6eO3/95ofP3+5cdeeu4J1tpo/Q1FDiWmkYYag34BM9mDpkmoF4QETWEhYhgOpOGE3HV42YaUiQjAhxd6hiKHKpK41DkmrogTPS59Q4lBUwQDT0v+0HOYNCW49AIlaRSESg4lnNBSET8G2dIKmnxhJJIuMSkQkC6tYEldAFzS5SY6OEmSlQBg2ZIMn4QSikCggDKKD2KORKaZJMnQiSLLCKSIIqLwEKdIc/5JkZ2ENEIQKEigIKhEgbpk5zKEELQMEiUsGlGjZ96pCACFbBqKn1U26RILnyCCyJ4AKPIJnKFeaWlEKZRp8oknoRziCQCl/PCqQZi61MKvj0QSySm6tgpAOrtGVGkJKQCgwgo3PXJYJMlOhIJOQDhjyg/FUkUDEALRU+1Q0rpaVa9QofuUuk6x25S7TMG7lLxK0ZsUmdOMKxQRh6FDBBFTCWFKYAEBACH5BAUHAAAALPQAkgAQAGwAAAj/AAEAuCcQnEAA6/gdFAgPmsBikwBcAZCMIACFAOZdEhgFAB4Ak5LlE7hPILlJdg7WmWNFJEmTk9YsBCCF2MiFJ2XeOVjz5sGcM6UIK4kzZtChM4EuFEr0p9GlSIvKhNoU5lSeUZ1eFcg06VOsVQEoBetV5tWuUgGczWr1aNixXNmK/Rr3LV2acuHitbt1b1m3f6kGJptWcGHCWgEfrjuYMQB9bQ0nlhwZcWXHky3P7Ys2M+bLfheH9jwadGfTee+e3qyY9Gq9r1Wn5jy7NWq+tllT1q0Zdu3dvvluZYrR6vChxTebrZs85/F9zWM+j75mulTrWrEbp0pdu3Lu18Fnfxe/HSx1t9HVBLXplc56nzDdL2VfVD5P+k7tc8Uf/317//UBmJ+A/c0H31z60cQfggTOVUeD5mCi3kJQDGPRQfaIM9OGHHbo4YcghijiiCSWaOKJKG6oAohkpAiiJKO4CKINKAiEQo0e1oAjADu62MknIR4SyoecRATADDF0GBAAIfkEBQcAAAAs4gCSAC8AewAACP8AAQgcSLDgQHzbrlnTZm+fw30GI0qcGHHepShRqtgKVqyXOAD8KIocSVBOnzptoETJUgwfyZci68CcSbOmzZs4c+rcybOnz59AJeoLOnMo0aNIkypdyrRpQaNOo0qdSrWq1atYs2rdyrWr169gw4odS7as2bNo06pdy7at27dw48qdS7eu3bt48+rdy7ev37+AAxucFFEYU3KU1hSUIgyiUsSKCUoB5jgp5MWUl14mOCXz48QFO1dGunng5NFHSwsUrRk0Z8+WXQ9krfSc7NWwadKD+Y2SwSnB4L30R8+xtBIwX1BKUxBVjhInXhYxjvzlCk1fmj+HOV3gcZgrOFXUukQewKVNOqqT7A7g+8sUo5iFYsZI4Kgf6keyd09ShidFiiyyCICe8JCfSPsdSJEMnRCiCACFCAQKEiVUVyFFCcLE4DIRDhQKhQQpSFCGLzEoIISLABCKgSJGRCJJLHiCCCInAvCJDy26SB1MKZzyiSehHOKJJ6Xgx92OM7Wg5COQQHJKEDkaxF46UUZUYQkqZLkCTY84FkmVQQHhjCk/GBkVDUAIRA+YQHXpHZs/vdiUnEzRuZSdSuGZlJ5I8XmUn0SxNw2cPhHhGDpEEOGUEKZAFBAAIfkEBQcAAAAs8gCSAA4AbQAACP8AAQi8dy/fPXDWtKkTyLDYr2vXik2yksXXPYYAqjzR8idKFDwAfsnD+EeLHYxOfrnDuGcORgBcRLJU83KLTH4C95zEGHMkQ50ve7LcyVDoT6ICjeZEClPm0aBOl0L1KZVnVABArVLFylQp16kzocYLy9OXPQD6ctLkyetsWqxri7ZFqzbo3Ld74ia9W5et275yL+LVC5OXYMACtximC7emRcZ5HR9ujHHL48GSIes1Y3lyZIacLyMO7XlzZ80YSaMGfRoza9GUBap2Lbv1aNuxAcy+Dftz7d6mgWemnVh4ZeMMcfsuXno4YgDKCUd3nhs6cuark1+3fvGn9MfeM4fVP979+enx2stXP28efHv1y7mTTT8fO3r778OuoR9+P3bM/skHIH0D/ldXgNMhKJyCzTGImoMFCngggRMaCEAfdAAQIBeLvdWHHHbdo89bfoBUlmD44KOHiQKpwSGKKrIIgIsdprjiS07UGGOIaKX4h4ww5XIYPn+81NRY+wiEipExrcTQki+VoRIA9AjUjZEAYHElllj6w+WXYIYpJgDLWPLDmGEWUkiaaoK5JpoCRWJkKZIYcsghAIhyShAYrWDJn5bU0MIMMKjwkgsqqGBCCYyWwFBAACH5BAUHAAAALOIAkgAuAHsAAAj/AAEIHEiw4MB8A9VpM8iwocOHxQD0AgDLysOLGBtOiZKlikGEGUOKHEmy4ZqSKFOqXMmypcuXMGPKnEmzps2bOHPq3Mmzp8+fQIMKHUq0qNGjSJMqXcq0qdOnUKNKnUq1qtWrWLNq3cq1q9evYMOKHUu2rNmzaNOqXcu2bdF9++rQ+QlXz1yfde8ORJMzb0G+OP3StWvQl07CBX3Zy4mYoGIA+m42FojG1z3IJOmNrFPHIK95/jKG3geAnomRZDoTBHSkBAATpy8CIU3PtUgmcwruaS1yNoB6sUNeqkSwUibeIX0DH+lJFDNmAj2RQp5RefCMh0AtWiQQFDMgtquTnl6eEQUKQYIKAVCvaBn43uOvPzQvaJl6gYq+h8dofaQgUAQh4t5+ssU3UieHKKKIQJ2E8l5yBor0iSQAdCLQJ6cIQeBD/YkECQCWWOJDCzMA4MKGDvn22kguqCAQiuIBcIp8OdngjClA0IhTC0AAAUAKPvlmWpC06XiTkEbahCSRpSVZ05I9QcmTlDsJCaOStF1Z0w+kAVBET0KUQlpAACH5BAUHAAAALPIAkgAMACAAAAi/AAEIFLhOm8Bx+wRG+wUgGS4rAl/lA2Bv0xMATKoAqGJFFj4A8VrNmQOAjkAoqu4BkNfKzsCTq1S6a/kSgJtUMmkKXAMACk4AM13u7Pkz6ECePnMKBYC0qE6mRJUejQr0aVOpQ5NWXXp1a02tRl+CfXoy5cpWar6qmsgy7csoa8+6HfgkbtuaddmixWt378u8ctUmvCtW1WC/A1EmnDn3JKvBm8rgfQyyF0+xq9hRFAeAy0s3eaIJ/FhzDhmBAQEAIfkEBQcAAAAs4QCuAC4AXwAACP8AAQgcSLDgwFYGoagyyLChQ4YIDara97CixYNq1BSceLFjQ3mtNApcA0AhRY8oB4IUCYCkyZQwVw50yREmSpkjS9a02RFnS50neV70STOo0IpEgR4dGnKm0qVIm+Z8CfVhUqpVP0r9iTWrwas7vRYEa1Ssyq1FzX7dKrCrWgA+24Z9G/fpW4F13arNO3cvW7t3+Zb1y1LuYLOC754tDJjuX72IH/eNzBiy2MSK4Uo+fHlzZs2VJ3cOzdkrZsWnA3vOnNox6c+tCRe0bHo1atuqX7PG7Xq26Nq6bwfP7bt01tiUi8PmLZsg7ePMkzv/Df1MQSrUq4K0TrBKdqgg0ZD/HOjduPZWaApWYWUePHr135eGV89+efru9XffJ88qn336/ulHX3vyvYdfgIrFYyAAcABQhSwEGkSPR/O8N56DqtTDzkX+AHBSCx6dkMQdBfmhRAke1fAhSk3cUQZBepyY4ooeNZFJJZdcItAkSaDYkYoCgVgjAJ0oYiQAkRTh40VAAiBkR00sIwhBnQSypEVNPmlRCUUwQ4hAjTQCyiBXVpSlRyUQ4SVBy5A5Y5AsellIIQJ14uaPNEK5DCIEeSJEmQ+dWaMnRHYCgCilPAKoQ4J2lIQlAJQSRAszOLloQ41e5IIKAKRwKZZ5fjZQC6aYAkQKohaUAhBAAEDDp2/dKXDSq6kOlGmqt4qa62e7ZtarYr/eFexbw6rVJKq1BnnSI0QkK8QjFAUEACH5BA0HAAAALOAAkgAuAHsAAAj/AAEIHEiwIEFw165pA5Av3759BiNKnGjQ3qYpU56oAgas2jWKIEMWlCNnzhwoULIM5CeyJUU1LmPKNMhyps2bOEPqy8lzJ0+cPn/aDCpUJtGiLo8iFal0KcimTidCjRpxKtWCVq8OzKq1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/gAMLHky4sOHDiBMrXsy4aywsBjOZ64oPQKwqBe1gcvf1cuZMnL16JmgHdGfMpE1rrTx64JxM7wDUvOp5DUHTs6nWgmIQVTsAELXWcgPgDkHfALjmHF78+G/lOJkbH+gqNvSb0glWT941+0DkXr0L/0R+3aZ4ANvLzzxPvjvxgq44B3dJz2U/Vu+Ph/PnL2T/mjaU4NISftwxnUBZnOCSC8EFOKAfZhSUoEspNChgS0ugcsklAFxSSSVNmEChhS4ZcckyywgESiiPXChShQI52JIRnhBCiEAoBoLCiDG6GNIgohRSCEGBsMAjADKKNAQoQgrUSCNFHplkSIF80iQAhEC5Y0swIukjSEZYQsiQi4CyTCBfUtTllGCW0kwohxziySctSpnmRC3QMEMLQYwCiSWQ3ClRlz8IKlEJiJqgggouqBATjM7UYChVKZhiCgAtTCoSClu2BIRAhY5FqKZOrUnqUqaKSqJYqbK6alitwhT6Klix0hrcDacuFVwkRIxVBEQBAQAh+QQNBwAAACzyAJEADABwAAAI/wABCASAb6BBg+GQXeMGLp9Aa74AFKsFZcqUTfIExsrixk0dOnjcuHpHsJabNXcMompHcJYbAGUGdlkJgN+sNga/eMn0Tp++mwd39vyJ06BQn0CN8kRadOBRokGXQjWKaWhSp1WZBs06FavVpgK9cL0atiqArmVJov3yBZO7s2TZuoULVu7btW3vxs1LNydfvHMB6637d29gw4NzAjhMmLFfxwPt9o1cuHFiypAFShY8WXPlx5c9ZwawGTHcMaDPxoICgIvTTCz5BcsCiMlAJn/OCfw2qfVALnmMHRxOvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+CJPz7adMm4oWahiqMIBABRcRaBCBmHzwxAI+Lrlx0P5H5R8UcASHIIAJ0AUEoTBlki0A8mtACDC8OZgB0KKAgUEAAh+QQFBwAAACzgAJIALgB7AAAI/wABCBxIsODAcdeuWVuXb5/DfQYjSpxoMFaWN2NUBStW7No9gRApihRZy82aO3KcSJGC6R0AfCFHyjRY8swaOGcEomr3EkDMmUBnuQFQhuBOAPx8Al0KYFYbgl++ZOKZlOlSpwW9ZHqnT59SqzKxEtTK1etPsBPFDiTb9StaimoFsjX7VmRcAHPd1o1410vLtmf3Euz7l65gvk/HFtZ7eCDhsowbN028dnHgxo8BGJbsmLLclpojY/YcFZO70JwLxi192mvqwaS/mEb9WuBq2a1rd4aKm3bt27Nd6waeW/dk3sGNHx/I2vdr4s5TQxf+mzSA5ManK9eePTb24d6Lg/9HLr46+eicuY9n3pv68/DoJas3z/47fYHN3UuHrz89/+3/dXdef/IFuB5+7QE4oIL1lffeggI2GN9oEB4IQH4MImjfgxISSGGHGQrUBWgeHiZUVltNaOJQBaVYomAntujSi3vFSJCL27F444w5GoRjdjoO9ONwQQo05G9FAnDkc0kuKV2TPALpY5RETqkijFBeWWOWNNZlo5BUImlll299aWSYTI7Zo4xaesnlmju2WeabUrJJJlpmKonmk2pKeUecd4JVEgB/giknWoMWdFSgVg1aqE48McqUo0ZFqhylA7myJ2eYCqTpoYIO9SgARykHQKekWmocqp9KuhSqi17/mqQrp11GET1A9cNKkqiE448/IwFblQ0lALWEH3eMmsUJQLkQErHG+mFGQcsClcKzxc60BCqXXALAJZVU0oQJ1mILlBGXLLOMQKCE8ki2Ml0rELQzGeEJIYQIpG4gKJQ7L7wjDSJKIYUQFAgL/gJAr0xDgEKwQI00cnDCC48UyCcPA0CIxP3OJK/CAItkhCWEFLwIKMsEEjJFH1cscinNhHLIIZ588i7FK0/UAg0ztBDEKJBYAknOEn38A9ESlaC0CSqo4IIKS8nrTA1I15aCKaYA0ELVMqHQ8UxACHS0qQUZzXVqLZ/NWdpkE8R22wK9DbfcbdNNtt2m4q3cxzeoDM1ZSJEQAbdARUAUEAAh+QQNBwAAACzyAJEACgBvAAAIgwABCASAb6DAfPnu3QuX7Bo3cACs+QoGrBaUKVM2yYuVxQ0UAHTwUDFIsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl16chAzQo1KDgIFNacSK4cODSQVCcCRSZYsDTHhAkYLACvSrgBQom2JgSdOlAwIACH5BAUHAAAALN8AkgAtAHsAAAj/AAEIHEiw4EB21wBYE5fPoMOHEB/e6+XEDQA/wYAJbBixo8eJb+oUrAIPHwB+HlManDjGYB549vihVEkTgL1eZNQQnAMAXryaQG+SKThnjk+gNYUWjBOnJFKaSgkydfo0ZdSBU01W9XhVYNatXHEubaoVLMSuAL6aPStWKtm1bIe6pQrXIFq1dQvefZtXb1usfPsO3EtXsM2/XgMbJlx2MeK0igUzNjz4MV7HcgEXlmw5ct/JlA9nTrz5c+fSeUFTVo15LOq6rDmPhvwabmzTsy/Ldt1499zeuHmHFi089O3Up4Ejz+15efHVyYcfhx3deHXozGuvnW77euvf0r37/9asnHr28t3Ph1dvnT3255jhgLc+ho5UPNrNCrWPFT/67Tjx55V/6wmYFoHtGRgHgtgpyCBmDuYH1n73SbgVhf1ZWBWGA2r4FIcHeogUiAuKGFSAFf6nn2UPjtehihOyaGJSMsJ4YY3rLdVicCnm2GN7Os4IFY5A/viekd9laOOGvbREEB475jURGQbi8dJPoU1Z5ZXDsSTSQHlwmWWTXwqkhx5HjTlGmQCcmSZlXhIU5lH7wEmmnGLauSZBcsjxpmFxgvnSkk8FKtCchApED03z+LKnoOusQxNKQpRA0w6AGChHGyvUlA4AldIURKZSceopAENYqtIOrlRyySUCXcAxyQmnpnopKZ4ssohAkERCK02f2qpSEMwIQshAnXRigqopBcusR0AwQ8i0AjkiCAooAIvqsx39IC0AhRCErbbCpgREM4gQhAgoy5LLbURBoFtIuAAka0Kt70IUhCmegALAIQBEEokK+NLUAg0tpGBDKZZYwsmvKn0aqln5QuSPMz9UPFwpANCgcWg/AEDEx5T1AyrJhkmMsmAqD/dQyy4bBHPMBM1Ms0A235wzzc7eXDMAQKzc16enCOGzQETQExAAIfkEBQcAAAAs8QCRAAoAbwAACHwAAQgcSHBfvoP5xF3jxg0Aul+/il1j9WTKlHkAslChgmcMAD14CNapQ7CkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdyjRpkFGGDh3qJOpTKQBBNl2CZESFCxg4AKhYQfYEgBJoB55YWzIgACH5BAUHAAAALPUAkgAFAGwAAAg7AOElA0CwGBSCVgDUeXOQoMOHECNKnEixosWLGDNq3Mixo8ePIEOKHEmypMmTKFOqBNmsWSmCLloQDAgAIfkEBQcAAAAs8ACSAAwAZQAACP8AAQgcCAAbAHwCxfUCUAxZLIFWwuUDcC0LFQB4Bl7xNvGYlTp1CFrhCMAYFTUEAYzcp88YlDVlBrJZ2ZLKmTMyaZq8mdMby504Bc70WZOnUJ02gwIY+jNpz6ZGlyKNyrSo0qpAn1rVmvUo0a5Svzr1CvXqVLNiqZ7lOjZsWbZq06J9S3ZrXbAANuqzKxALx3x4/U7EO3JwW5Uc+RFOvDif4sOFH0dF7LixZKWUL4tkfBHlwMgmAXiGyFiK6M2VL8b8zPgJgNWkHSNzDTvz7Neo+d2uHXl3bt+sZdP+PTy47uKxj+M2Djw5MilnePvUPWVNypWPUwKY4o3fY+sEue+j+359uknwrMefL6+eCnrS7d8jjs+e/Gb69+2n1w+f//zv7620z3kBfrPPgO4VeCCBIhmI4BoKPhghg585SCFEFibY4IIaVsghhBtKGGJo702RIYgDmfhhSuI9mJJfKxIEY03yzbiejGLVmOOLO8poII0v/njjQDAOqId2WBBDDz05PHFHSpTkUEIJL+xwRxlccAGAF1goYUIJK+yg3ZgEMUNQQAAh+QQFBwAAACzeAJIALgB7AAAI/wABCBxIsKBBAPi0YTsIYB/DhxAPBrvChcsUgfoaRtzIEYobL14G6nPIsaRJABlPqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt+7cev5OUlljcGFJf/0EQiphMgeqgy9OOnM4uDCqMgVRJTa5GEDjkjlcXbokcDOlF4RLVr7MUccoRIgEggJlCTRlxqE58hAliJBARQA8xVAM2ySPZrYJgpIRe+Po4hF7iLIdHMDwEsgfHvdNilBw651k8LYc/aGNUYpwA29YtkxSi+2kN+qwZMgQgGaiRHFy0Z3h9JI6Nm02dB4ADhPbRVLfQSesIBCALT2zjzNCDMjQCQI5CNEjpgBwg4Q32QAEAKVgaNM0vQV1H1Aj/lSiTyf2lCJPK+7Uok4v5lTZIx7WVBmDRAAlhDT7BAQAIfkEBQcAAAAs7gCSAAwAFgAACJwAAQgcCMAaNwD19gGA5wtAMQC2oDhhou0eAHVZrACAAqDOGzIV8amjgucMHDICx4C7F09cGzkE4zjRZq/lGDoE58ysKW7MnJxOwPH0CVSozZ8DdRrtiVSg0qFNATw9WhRqVapJg1rNupQoV3v2XEbVSfNinDgEAZCxJg+APzx4CHLhgs2cW7hyuRyz669K3IFzj5UTSCytQC0AAgIAIfkEBQcAAAAs3gCSAC4AewAACP8AAQgcSLCgwHrWrlnjBuBevn37DEqcSNGgOilUqOgJBqxYMXgVQ4okiEdPnToAxkDJMrKlSwBoXsqcSbPmxIg2c+rcybOnz59AgwodSrSo0aNIkxa0J3GOQKZE44kbU9ApOKhDpY5xOnCOk6tFtdIh6BVs1KlcBZbFKlRrWgBrw6Il+5VtULd0zWad27Wu3K157QLF21dvW75q/Z4FXFjwT8IC4zjR5tin1DdyCLYBMO5eUXviMGvuM46pvqGgRQ9sQ9o06tCZV7f+DHt0adqqBbK+TTR1bN2ze9eWzft1bgC7K/f0bVs5T+bEne/0fSY6bjnVgRcXCrpNnOzIg7//HhOnOW0n5a0LJ29+fXrt0nWCZq9+/Pvw24POv5+cNn34/vEnHndTCZgfUPu1Z58a9RH4H37x5ZRgg3fNxQaAi73VX4YAXAjhX055uOFegIk4YIUlYkhiiCoeluKHHJp44GMWtogiizCu2KGNg9WYo4santgjYwMJSSORAhlpGWJJzrgkkgAo2RNkTUZoE5VROjklk1laWROWUvIEppZiMhlHmDuN6SVNUjkRJJlpcqkHnDpJ1cZvAMgxhmEV3klQHWNQJpefAwHKzZoz2YlnHW8IehahAjHq6F6QAiApojIp+ucYhw6KZ0qTHlYpqJi+1N2nnJbqT0vzgDPqG9bM/9OSP/UIZEoJLr3Qx1gD0QEIDCa4VEpEt+baB1de3AHHr8G2FAmxuLb0giuVXCLQJVagAkO0Iz0LQLEttUCKJ4ooIpAkpdzArUjegjtSDM0IQoi5AHQiiroutbtuRSjEwIwjBDWyTA0o5AttS/0uIwgAhAjUCDM3FOzswS3Bi4hAhGQM8b4V6evSDKIcgvEih4SC78TfckzRDKd8UjIAh0hCysndUjySCjO00EIMkYxyyS03vOStMypTVMLRuKqwwgoyDQvAI0UTRYQzptgQtUxHj3QDEABMc7VQp9iclMdKAUC2UmePLTZSabO99lFtw/22UXHTHZE0QhChlBDPRAIUEAAh+QQNBwAAACzvAJIACgBtAAAIwgD3CdyXj5s1btzqwfPVq1gxKk+cONEGIIsVPFQAAGjjRKNHAHXqfBxJsqTJkyhTqlzJsqXLlzBjypxJs2bKiSZxltRJkudInx+BehSqkSgAo0gp7lTak+lPp0GhDpValOpRq0lzYt2qtetSr03BPhUblexUs1XRXlWb9avbsG/Hxi0792zdtHfX5rXJt69fvpdKIvLoidRJZhoRL/tLslkNAKMMAUgEKlSkUwBebLpkydKMFjhwnADgYsWK0SVSAwgIACH5BAUHAAAALN0AowAuAGoAAAj/AAEIHEiw4EBxBgG8AZcvocOHEN2FA8CFIB4q6fZB3MgRQDtvFAd2wYMnY8eTCT+GFDgSo0aUMAWWy5TGC0Eqw/bpixmz3KSaBKEI08kTps80Zm4O3Vn05NGkA6ksber0J1SBUolS5fhUqdatELtGnQo2rFWvTMs6FIuVrNqEbAFkTfu2YNy5deGeHfs178C7bv3K3Nu2r2DAhv0ipnuYsNzAjZGiFUxwMeW/jvFeBmB5c+fLR8tM9jxpjWi+jBWXZnMG9WbOpdW0Lpw6r881sl2TVpOb9uvbvR8nth17tvDadYEb1wy6uO7muJdDVh39OWXl1hvjHg1dDffrsb9r/y/IHPwa8tOJnxdPHf3w5KXdI397W/7v+OzV2ye9Pnv7/PD159tu+0FXoHkHjgcgfT+xsaBaRznoH3FpSDhgcxU+WFaEGoLF4YTwZQgigyJeCF6Jx92HYnnaWSjcS9C5mBWMlJFDCW9eNbSZjTimUdhrAPDo3XpUAKPjjjcOKRAWwhx5mZAArMekkzUmGSVWRgIJpY+PUSnYlljSWCWORAIj5mFW8lWUPyh9k+aSweDDzkn0aCRNCSitcKNAXwiEyg54nkSEnYF2pKcdYHABBgBf/FkoR4MCcGeelVRyiUCVOopSpJOelMIoiSTCCAChhDJKEI9uxGmqELEgiiCCLKgCwDLLfOIDqw+tipIMoixTUChI4OqQrifJ0Akhvwa7KaG7iqKIIAQBK2xCxHbEwieIICLQMop4cuuykk5rUAqliNIJKJ0c4smp4hZULUcmzNCCQI9YYskpqIKbTrsPnbCCQCfAVIRGkfD7kMEGAeGMKT8gXBcNQABAj8NvDQzAvkAa9G7GAGycscdAgvyayJuRfJnJlKEsmMp+CaGRP0QQwbFAQpiiUUAAIfkEBQcAAAAs6gCSABAAbAAACP8AAQgEgG+bQG7wBiocOO/SQFvAABQTt0+fwnmV6tQBMEdgFmAVL1aiQ0chFWEhB5abtKaMwDsATqYUuDKNGYE3ZVpUOSlNF5Mod9Ls+XOgToU1iwo8ytMn0JkAkj4VGrXnTaNBkVqdqtUpVqhSv1INuzRrU6UxzQ71WnbfwppXB6J823OhTLppFgKYu3CS3r+AAwseTLiw4cOIEytezLix48eQI0ueTLmy5cuYM2uu7NJw58KfCYcePFpw6cCnAaf+u1pv64WvFcYeOFtgbQC3N+vezbv3ZbeG+R0WHny4ccPACyfXuwZAXoHLAfgV2Lw5gH7+/rI5vCbN88IOL6Et2hH4kCIAiBBxIq/X00JCgTsBWKaQmcASh/EPDjWYEHwAkfxg2HqGYUIeCgEBACH5BAUHAAAALO4AkgAIAG0AAAiKAAHsu3cvXz4AAPBR+/WrVzGHAC49gfKk4hOEGDNq3IjRDMePIEOKHEmypMmTKFOqXMmypcuXMGPKnEmzps2bOHPq3MmzJ8hJKy8BUGGpE4BFixQpQigIQKGnhGSAatTo6VOpVRtl7ETIKsIUkRAtxbiCkyRDiQ4B+LTiUqVKliy9PbGibl0AKwICACH5BAUHAAAALNwAkgAuAHsAAAj/AAEIHEiw4EBw166Ni2ewocOHEAG4ykIFjy1gxYqByxexo0dZV/TUeTMGChRd9zyqfCgLC0E6AHjZG8hvpU0Af6oYzDXzpk8/eAqS4enzZ9CCRIuqxAcA6M6eSlU6RQo1asepBJNavXo0a9WtD7EO1Aq2IVOxAsmWLXi269ivawe2fRo3rNu0cOsKRAtArd69d/vm1cvX71+nZbz+NVh4cN3GiwtCjjxwMuWmgQ0Tzuw4rmXKnyOHXjz68N2hndeW3kz3MubWl1c/5uz6NdXasj3Tdp1b9e7Yv0EHFz2cdHHTsIUnJ77ceHPkt3kfZx0d+HPqiqVfn71dd3ff38v2/xY/nXt15eeZp3e+Hnp26+2xv8Vd3nt88+/R54+cU6hm/PPxlkd4YPkx4H2eHbgfaQoGGFuDeOEGoWASEriVgRZahSGCqk34X4IZRoXWGB+CRxCJqYk3oS8pWnUWhGP80mJUc51YInkFoUhfjjcWeJeO2tk4o4Y/9nhhkUOKWGRKPtGj0jzw/HHXG7rM449K9OwjkAo2OdFgHYAcYcJKP2gJwJgrebnGQHSEWQKZWtKDpkqXAHBJnXa6csSbKpUJgJw2eeIJIooIdAgpe8IJQD1zetRJJ4QUCoAgzAzBp0d+MmqTIAURwswRKCiq6UqCgEIIQcsgEWqfWo6qUigFKYyyTKKsLtpoR54cokihiyASiqWi3hrRJ6SAEgooh0gyyp6rdpSpsBDN0EIMLBRRCgCbWNpsRH4CwOVKJYRbggkpCHTCpc5qeQq0KqG7kg3OmHLmVtt61AIQQABQbm0EAWHmvvwK1C27lA0c8EAGHwxAwgczHLDD/EJc27MKLxynu7XZYGYRCgsRiZYBAQAh+QQFBwAAACzuAJIACQBtAAAIlgD37buXb9w1btbUFesVDJgfJ1Kk6JoEwA0UAACqUAGACg9GjHg2fvxYZ8zIkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KFCcZlUeLKl3KtKlTKxQBWBopSZLLQh8FLWuEdSShZYUaAegKQJCgQmRHLlp0smqiRABCfTplRJIlS6d8uHABY++KvwBMlBgcEAAh+QQNBwAAACzcAJIALQB7AAAI/wABCBxIsOBAbdqurbt3b1++fQYjSpxoEBWlJ6qAAavWKxvFjyAHogJQp47AK1NCqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KterPe7rUqCkI6F6+nvZueflC0E2qffrAijVT9mxanmG9sB1oFq1auW3twl2b9+3OsF3mCqzrVyfgLn3VdkFM161ixoMd712ceDJkAIQfV/57i3JjvZw9RwZtuPPlzJY3lxaNWXLo065Xwyad87Dq2qZv47T9uTBu1qhf677Je7Tv3bl7a1aemrlw57KH2yzemjbywATfxMZdpkz27ci7f/+3TvyW+IHayU837x09+PLnBaY/Dr+9/Pfr4wOYr1Y//73+4VdTWAGqNyB749GXn337CUgTgQz+x5l+wekUj3ls5OWTO7BoRVAVqkDUE4d2bDUQiF+NCEuJH6qSIk8k2tHiizuROMeMG65444mq3JOjHTsKBKKPKgKJY5FBAoDij0ku2RI9IbHDTjmuGMkjPCxBREMJKp2QRB0mCvSHElyqVIOWLCXBR5gAjFlmSDRo+SZISWRyiUB3YpLEnB/FCcCWKyUhyiGKFKrIKIbwSZGfNLAUyDKCFFIIAISEEoiiEzG6EguPLkMQKJdiGpGmKnHKzKQDgTJICaIaRGpIKASEQgghAhFSCKituormSoGAgohAhXpy6UqvhvRIM56AAsohnViyJwC5DlQsSDPE0AILR5RiCSdNcMkqSIxGWxCrJZigwgoqqMCSny3EJG5ELZhiSgpFpQAEEDW8e9OZf+prU7hEATyUwEIRHJTBQCH8k8I+TZswRO0S1QJEjxAxFBGPQBQQACH5BAUHAAAALOwAkgAOAGwAAAj/AAEIHDgQ3L6B8aD9+kUQgKyDAuNtmtIQgKp9+iK2ooKHIJWLEO3dKrOGoJtU+0Le6vKF4BuUEOOt7GIS5sCZNVNGxDnwpE4AIrvQ7GkTKE+BPmOubEn0J4ClOSE+FRr1JtWmSq8iLRp06NafXasa9WImZ8axZZueFUkWgJqva2+1VSuQbVq4deXeBeAz7ly8aM3m/csXpd+9fQcjNqxYcGC6jwHbdTwZcmXJeilntrwZM+HEkQtjbMz5M+PQoC+Ljttl8WijWlfnjZ36qGzYXm+H5Uz79G7MvV//1m27dnDWuY0n912c+fHZy4U3l/4ct+bqw5Vfj458+/W9L6WX0ynjkvn48uLJDwwf9/x68+oFss/rXj589O3jA5hvtP7++++lhx99+vEnkn8GjqRfUvSV1BQ/Eb1SxlsEoTSQPBI6OFAq+VyYYUMcIiQhhRt2GOGEIJoIQDwjpughihWqiCGMAwGiojuwdMFGQza+SKJAPQpUTis0AgkPOwMlcceOBClRAkFKptGQk1D+QcVAllSSxJMDNbFJFgAwAsAioQTCpUAvfCIJIYUMtEwQDYECSkPMDHEmAIIsUxEQd1YkEBANCTJnQ4ASJImfAvWJaAklBAQAIfkEBQcAAAAs2gCRAC8AfAAACP8AAQgcSLCgwYL69B1cyLAhQXDYsF0Tly/fvn0OM2oUuInJGCepiBkLlmyjyYZe0qxBA6COk1UnYxr0EkbgHQBnAMncCaCVly88gw5sJbSo0aNIkypdyrSp06dQo0qdStUg0apWsWbVSvAqV4Fev4blOlZrWaxnq6alunZqW6lvo8aFOvdpXad3m+ZlundpX6V/kwZGOvhoYaOHiyYWujhoY56Pv0qeTLmy5cuYM2vezLmz58+gQ4seTbq06dOoU6tezbq169ewYzNUOJm2ZNtfcXPVrZU3Vt9VgVMVPhVjTHr0NPYb6OUgPX8b+fETGKREiYwokvYz/uO60D5KTKr72C6wu/eMMC5VusS+UiUrOUymIA/A/EYjlhAhIkTokKhH52U0H3cBOoREJ4QosggAiCgSCAoFMjRgeREyNMgyhWS4IACBsFDhQRPW9+FBF2bIHwCFdDhiQSF2Z9IgoPBn4iIqbtTiigUd4UmCGSrCjCQQ2kifixsNcUoooCByiCGWQHICjgPdaFILMcQggw+jWEFJFk8KSSCUBFl33QonxJTCRQA4cwOYC7FJkAmmxAlAC24i9UMQQYhYZ1FnflnVjXsKNd90ev7ZD6H2UTUohYEGtWihih7KqKGIWkcphVg9akOjQkkKQCRCEOEQEaSWauqpqKYKgHQABAQAIfkEDQcAAAAs2gCRAC4AfAAACP8AAQgcSLCgwYL7DipcyJDgvnv57gHQZm1bw4sYAVjzFUyYMgBUqHCKl7HkwVhZnDghA6AOgE3vTMocGEvKnjUEUbWbOTPWE5wEM+3kabIWFINCiRY9WjCp0oxGkQ59ejFq06lUGVoNijWrwq0DnXpdCFag2LEHywLQiZYsU65tv74N2zWuQFtzzda1a+uJVLsGfSJ1B7ggqyxISRYe2Ncgpr1xg00xqCnc4oHG/hTcMwnbZYHdUBHkssdKsc8AvKkqCGjKL9TmYG2WEgv1QZe2c+vezbu379/AgwsfTry48ePIkytfzry58+fQo0ufTr269evYs2vfzr279+/gw4v/H0++/HU3wNH/Vu+bfW/3vOHvlq+bfm77tvE3TEg1jkx6Au1TA1V9yERDgC1kpURJJRwIwD4OYlRCEqhYIdAll/yxYEYNBhjhRSU08YkkAgmiyCVJMOgghAwKgYggAhFCSCeBqOhhSSjUONAiiywziI0PftgQC4E0MpCMPgLJYkY5LkMQIcvoKOGKQjJUghGIICJQIYWIIiWIVDJIxCeGCAQKM5YUoWSVC4W4ySWkHMFCDDi4sKZJKqyQ5wkllCBTh6aYkqBuJbRgCgBApCATCig8pWiQu5UwIKQMMYpWh5TmhumSmoZJqKed3vipqKFmatumbC626aC6DbrPI7sJAwFrQAAh+QQFBwAAACzoAJEADwBrAAAI/wABCBxIUOC+ggDGXRMo7h7CgbGyvAHgZxiAYNTiFYxFRSAaAHXGTHpXsBaUNQUztSsJJU3KlQRNIlTJcibMgTJf1tQZE4rNnQRp9vw5tCCqmwJzBkUKQOlAoTh98oxKlOrUpFKXAn3K1KlAqFirhr3aNCvXrV+7mk2LFgDYsmLhkvXqVm1cum/x2p27tm7bvH0B3w28V2tRw1YRj1UMwBbhgo7jRiZrqyNly4wrS8Z8lqDmy5tDgx6dmTNbz6b9ohZdmnXngZ9bk34tMDbtxqnf2j4NOzfT3ap7u+Zd2zdk46tnE8c9PHjx5rqRC1funDn16NB/S39+XXv249+Ty0kO6g4AOgDsAMSSUqYgpnD0BJoAsMRPmIJZThSsf59g/oJHuILQfwQJ8VAT+j00ECGEGDKfggQFwgKEEU5IYSEAGIIChQM9ol9AACH5BA0HAAAALOwAkgAKAG0AAAiHAPPtu3cPHjdt1rYBsOYrWLBaTqhQ4QQgVhYnTgBorLNJo8YyHkOKHEmypMmTKFOqXMmypcuXMGPKnEmzps2bOHPq3Mmzp8+fQIMKHUq0qNGjSHk+IokIUSAUJQOxiDpVJCEAUktKQnHEUqJEGj+JglRiyCZLloykaNHCRQkVK06sAFCirsaAACH5BAUHAAAALNkAuwAuAFIAAAj/AAEIHEiwoEFABJlMMsiwoUOGygAgHMgky8OLGAmyMlinVcaPDsE50TNRIhlu4kCqJAgNSh6CcuTMk7dypb1qY+oQzJMHnr2aKuMVy0kQDx6fQEEKJTrQKNKkGZfqbHr0J1SMUotWvYp16FSBTq1ydZiV6tOxDcuC3Yo2rVetZ9sWVAsgrFyGdO3enfvWrNi9AvOyBRy479q4gAUj3qv4b2LDdQcTbkx4IOXKAC5X1jwZst7NniU/ZnrYMePQi+9yHv01cmq5q0+Tdm1aNerasG9jzqwbc2zbsz93Di5admvhrOHibvs7N/HXzHuDfr4cbfPo1Hdfty59+PHiwL9D/+ee3Xd3wPbOZ6y3HsC8Xk7kaBW3DmQ/gUJKgNwBiM7OPCuolA5++n3EX2s8BQjSgADkB1IQrlRyySUAXLKQgh8x6OBHQZDSiSKKCCKIJKOcUGBGGp6IEQ+gCFJIIQId0okKAgpEhIoPocADM4QQhIggLKCwoI04OoQCEjz6iEiQQwJwI0g/MKOIkinU6GSRDvkQyiGF9AhAKKHQ2OSTH/3QjCcxHnKJJSdYSWZGKcTQAgA8WGIhAG2OiWVGGK40oDNA7IlZKQLRIGhlPwhUxKGE+UPkbgylCKlBkk5KUDr7NMgoYJhqaumlmW74KQCdivppp2+emmmqlnY6xKZ7SQuT6SlCEDEqAI4GBAAh+QQFBwAAACzaAJIAHABtAAAI/wABCBxIsODAfPnu5ZtnTZs2fgYjFgQXrJgtYaygXLkCT6JHAL2yAGDiBEAdPXrmfYxor5eTNgDU3LlTB8C8eCsNQuOiJibBevdyFtzZxWC9fEIJ7ixz5sxPpEkFLlXTc+DRqFK5MHVqFWrUpU2fYgWw1KjXpGULXsWa9idEtlrNjm1rdd/cuAX72YVbxujer3h//kXLxYzfu4bVDha6M7FgxAOr1lucs3FkgZMhK9b8GK7jupxBez48enPpzoA/Y6a80rLp1KRhvyasGkDm06Jlo6Ydm/dsxoV7A699OzUbgmqK0z4eWflw4ZULM4+ZnPXK4JGrjwWAXSBV59E/f/+37tG1d+24x4dWnx69burgW3eHT16iefrr3fs+H//jffbvAbgffu31V958Aj6XnYH2IaifgvzVF9F/D4aHXIXyiYehfw4yOGGHEuoEYn4eiqhhiUONWGCIKZ7IolIqBrjhgS6S+OJAFKIIY40r2pifXljlQxcddOgoEFI8EUTkWknlQ02SAxG5nZNQCiTlWFRWZSUdUz6pJQBXBumlklxiOWaUZYpZJZhpRpWllmG6eeaW2wHw5HRsYoUCCgAEAQieVAFgAhFjAfLFhQCUUKdEJizq6EeEPCrppJRWKtQPo0iSyCGHhPLJKHXucAsnoxiSQguolqAoViesoMIKJ6gFqqpAAQEAIfkEDQcAAAAs6wCSAAoAbQAACJcA1V2zhu1bvnv59gGgloXKGz3ChBX7hQ8AFDxnyAAAUEUKvI0g16wBSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdutLVFZJYsKCEZIklM0IbC5VkphVAoa4bmSk6+cOkJ08bm3kCBQrAoUuXAKSI0ULGDUuXJk06UaJvCQArVpw4ASAgACH5BA0HAAAALOwAkgAJAGoAAAhiAAEInIctmcCDwGK5OXhQzpuDeeAxPLNGoESGGDNq3Mixo8ePIEOKHEmypMmTKFOqXMmypcuXMGPKnEmzps2bOHPq3LnT1RWGWLBohGSpIzNCAgsxZKYUQKGmAI6C9PQJQEAAIfkEBQcAAAAs2ACSAC4AewAACP8AAQgcSLDgwHXWsGHjBiBfvn37DEqcSNEgtixuMg4TJszXPIcVQ4oEgG0KHTpo0MiRkyUcyJEwDR6boqaOQDhwrnzLdy+mz4Ez1xTUGfHnz5llBKoRSNTo0SlJCV7xVtQpTKRDqVqNiVWq1q0jZ57JWhVsRaxnlgKYWtbsxK4D2boNCVeglZ1zz0Ilm5di3bVf+8rc67WtYIF/5R4umDjwYsSE4zp+3Njw4cqPCWLODDmqZMuCN3MWnZk05chMJy82vRo1YNB9WV92rXg0bdWzPaeGnVd26Nu85/qODZxzZ77Gh/cunpy5bd2vjQNQLtx5aeunode+rh337+7B3VL/F4+9NXjp482mB7t+a3ur753GNzr/6fnm958j118Yffnc+3EXYHYDmlcggP3hd+B3CxKXn4AJ8veZfw8SGCGEEyp4oYUZSrgbhQ0uV6GBG5LYIYYfangihynaptZAd4WnnhUv2vXNPvkkR2NBMeY42o4E9ahjjQAI+SORRpYGJIw3+qgkkk0OyWOUnGGzpI0QGUXPSFsS4xoW2NDjD0z9CBRJCTCVkAMqbBSEygtowuRMRGfGtGabYAz0ZpwjzQlAnTDp0Eollwh0SSWZwBmTn4COZEMpiCCiCACHhGKJonLSyadIPHSiyKQAfOpJDJuGxGipFfWwDCEFdSIDqhSdoBpTD8ywShAory6q6ayhEEJIIYUI5CqsE8kKEw+efCqQIsuMQqqufxIr0Q2niNIJKAAY4gknmPa5K0wptBBDCzOMcsklm7zgk5+lSCtRCfCWkMIKJ5zw05zOCOHuY4+YAsAN+y5mAxAAtCudQc98e/BApii8MADGPgyxwws3HK3EAlnc6MMaB3xYxxgDADLGFkPisWAWOzMEERILIc0+AQEAIfkEDQcAAAAs6gCRAAoAbgAACHgAAQgcSDDfvnz55mG7dm0bvHW+ihWzhQcKlUvhAGRxg4cgJYIgQ4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSoUZqXSCo6avKGpUSGABzyJKpUixunNlmS5MJFixYmAKw4MbaE2RIAAgIAIfkEBQcAAAAs2ADoAC4AJQAACP8AAQgcSLDgQGJkDFpaZ7Chw4cGh3ExyEkdxIsYAeADgFAhw4wgG8IDpKZgF2obQ6ocqI5LSYJctN1bSVMdmZcDY86kqdImToE6efa8WTCoUJA+i8o8ipQozKU06YGcB46MnYJers0LWU+gsxIhX+y5ShCQDhMhI+0D8DUkjrEAJoIBA+gGWJBq2d7NiANVlUuXBFpBZTft2rYgcWySBAqUQEmkCuM9vBdjC0+GCCJiJjljXsQZWzBDZPAGCsN6Q8YYLbBRIwCcT09ODbKFqEMACAlUxBls5Yeff0Ns8cmQbgCFQDXrjDF4yBanPjnGLekU84vOVcd4bAnApusQ8z5QEw7yhNC8j8gzxSjEmSkb6nnGJ1gDCIBp89c7zK4/JCTK/anEX4DNAUigZwYeiF2CCgLHYIMNDQihQRJOSFCFFgr0HwDSCEFEhgUN4cxaAQEAIfkEBQcAAAAs5wCSAA0AbQAACP8AAQjMl+/ePQDXkiWrJxAAPF++ggXTIyVKlG35ANgTlwUAFCh16thxghFAPHFQ8DQEAIaJtoz21o2hsxIAl5IA1JE5A4CmQDLZMuYkA6cmgGwHhxatiVSgzqUrmyo1KvWpUW1JdfJcyQWr0501u2YFW9Pr0K1RhWqlqpZs2q9oGwaFG3bu2bpt49q0u5YrX7cCufzVKzgvXrp+DSdG3LAw48CDD99dPLlxZMp9LSvW/HjvZsifPXd2XBn06MucS4tWfTQ06cymVb8GvBp2bdqzCaOObTu35N67b+t2zZeLXqBqvWyFUxS5QHZeyghkLtAudDPTl1r3gh0A9dbPuWejry70+njwAMx7115e/Hry4bt/3y6fffzz9HtCzc+0ffe3ObkHoDoCypXcfwY6VSB8ASLIIIEOogchWwpGyNeCEmJ4oYUH/saFdJiRoUZYZuk0IlclikjiWEYBoE2LMMYo44w01mgjjDWccOOONAoyIyGN8CikQEHSSEghLbZgiSSHHAJAKJ+QckNDLZyyiSWWzOBCCy2osNIKKqxwQglkkglAQAAh+QQEBwAAACznAPMAAQABAAAIBABLBAQAIfkEBQcAAAAs6ACSAAsACwAACFEAAQgUKO4agGvi9sHrNRAVFABZgu2bd0mKwDwCpwDbV26SnIECpUgsR4kOSABSNpI8CUAjR0oDTbZUCVOgTJcrbWZUeSXmzn3tMvkEAEVZvoAAIfkEBQcAAAAs1wCSAC4AewAACP8AAQgcSLCgQHzarCmEly/fvnwGI0qcGPESFTxSbAUL5mscxY8gCU6SI+fNGyhQrBQLyRJknZYwY8qcSbOmzZs4c+rcyTNmuSsRgfWMWI6SQSrAIA4lWPRo0qVMjRZEqhQqgKYFpQDbZ1UgVoJTtna9KhWs2K5fB4bliras2rNWi8IpuHasXLpwod41yzYupbl87f7F21fv4MBtAb8tvHTvYsGKBdZNTBhyZcqI/UYGMFnzZc+ZDW/uLPpz6dCNDz/GvBp069OvU4/OK9t0bdRD00qmndvtbsa9DZJOLZx3T92cjfNEPjy4bee4j/tODlx68erLpze3/pw7Qa3YdyL/By/YaXidPw2SRws0q3Lx7b+/Rx9/4Pq49QXe15sfwP7G/f2XW4Dz5ZSee+cZSGCCOB0oH4M3OWhfgQ0uaNcVZSB4YYYPbqghexxOCKFNP4WoH4URYvghfib6hyKJKnYI4or8tSjgcTGK6KGMfqlBY2pnTPViTcghNSKRlPhIkJF2TaLkQEyi5aSQR9JUzpRLDmklllBqOdOVTwoUZVxciumlTGBS2WSYAIwJEz0teTPJUcHUw05LXKVTQksrTGJHQajssCdLQuQ5aEgraPInFwKlEeihIBUKgJ58YlKJFQBcckklmQjakqSUsrQCJ554oggzhyRiSRCQfgRqqxSxtSAJIogUsowiinjiA6wTvdqSDJ3gCkAjywAAChIl8BqRrywBK2wjAh2bLKGGtsSCJ7QCUAghhISC7KfVspSCJIccUkghuI7CKriTKhuRCaOQ4kknABjiCSfrAuDuQMyy1MK/LiSh6Sb5hiSpP/tGlOyeK5xwQkxEcFVKwkMF4YwpP1DcEw1AAECPxjxF3O5YBvVLskAmn5wyySuP1XJXL1sVM1QzL1XzUENw5Y8QRJyM8ilcBQQAIfkEBQcAAAAs6ACSAAoAbQAACKQAAeS7ly/fuGsIxQHoFaxYMFRPnmQJBmCSFClQoMyZMwUYgI8gQ4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnT5l2TAYtOZRk0ZFHRSYNuRRk049PAUSN+rOq1atYs8qEI7MMyU2XSHIKhaikIkUpl7FchFbkCQCM2oZcAcmTIQCHPIkqFeREqU2WRt1I0aJFCgAqVqxQUaJxCQABAQAh+QQFBwAAACzXAJIALQB7AAAI/wABCBxIsOBAbdasrbN3716+ewYjSpxYcF4lKlRYDQMWzBc4iiBDDqSkRw8cLk6gZAkmsqXIMy5jypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKlTiqgI0hFYjOi3qAPp1JmEjagtrALpkMHljigqPADIhGXyKx/RWFWkjnn17m3crGNgtXsrRW6reWbvClQz1h7RP4IFgskFcSjigosbC31MMPLhxAAsO8aseTJnxpchg94sWnJQygM7n/5sGihqxaM9G4wd1A9mALpa/7RtMDdR3gV9DwVOkJdun8QHGv99e/nw5sd7JhfoXOh0ANVrQ2duMDvQ69533/8Wbt1N7+g8/cTpjn5nnzYFvYT3qedN/Pk9+8y5316nfv5E/UeQfP3lJOBABAa434D48XSgQAkO9SAAEQo1YYVBXdjgTvWxFyB8BW2okx/mFUTbdyUSdOJuVMxWIE5+tGjiizfF6OJvMqpIo002zojjjcPlONCKyAkpEJHSGQkAkukpyeRO1+Xi1nApCkTGk/6tF5xhEs4RRhgE6cKlhVqGhduYGZY5kJgA8ENmb2gCNeGZCsJZ55Z3hhnnT3ssGOaOA9ET05y4zOOPS/sAkEJMTExF0B5DlODSD4ku6lKjAKQBwBoAABLppJXGlEUmlwBQqhWofNoSpYrG9IknjCCgsgwihpCiqkisWtpSIJ0QJOutIeUakyCgEKTIMkegAGqrLhFbELLKrhqqS4cUO5Ag0C6rq0iHdKKIIgKBwsytklIkrEuekNJJJ4ccIskowIJ0bkstxNBCCkZYcskmQpSL67QulSAwACqccIJMrKqg1A3OmGKCUi4AEcS2Rs17lMUVA3yxxhkzixTGRYFMlMhDkSwUq/4eZUOiRSgVSaIBAQAh+QQFBwAAACzoAJIACgAgAAAIlwCtWQNAsCBBLFMAOCH4C8C2e6iqwDkDgMyTJ7js+cGz5g5BOW10xesTB8AagnbI6LKn500ag1x03WtpxiAAmTRt4nxT0+DOngV32gSzk6LBXPf6zDEa1J5SpgSRPtWZdKnOfFN9VoV6cytVpTa7gv06J6zMsVrRBq1qlq1Bom7TlmVKFIBaNl1bGsR71s1euH7CAsgFICAAIfkEBQcAAAAs7AD2AAUABgAACBQAAQgEMGTRQACFlg1sdLDQwYcBAQAh+QQFBwAAACzmAJIACwBtAAAI/wABAIhnLx5BgQi3BQM2bFiwYL6q8QNwyokbMlzGALCCKp+9W2/qIARQRdW9eLc0jiyZL94rMiNJqtrnEuZKVS1fxmRZcyfOnjdz2kTI8xWanavyyTMak0pSl0dXPmUqNWdUojOh+qSpUyrNVkMFVlnFNSxJslpvcr0qNitVrGu3poU7t21ctUvZyty31GzJu3SNwlHrcszgwGQO262peC9jwi8b/32MWLLbxJAxV85suWxnyosjcx69uXRozac/izbteHVq0qHH0PEab5NstQCgzR4Zpw+6mMCDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr168svVUJ4KeahUIyYIURCZGkUQkGICi1SpOj7eUWFGgEohAjU+/gCBY0UBL9QIYH25ZfeIoQs04koCHnSCQCHCBSJeQJ9Usoon1gSnAoppBBTQAAh+QQFBwAAACzVAJIALgB7AAAI/wABCBxIsOBAcNe4XQtnsKHDhxDtbcpCBcoqiBgzNox3yw2AMxpDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRozv5IV3KtKnTp1CjSp1KtarVq1izat3K9Wi8VwDggBRYRdU+m1/JFCx7tuZXNB8HskX7Si3BuW7rrjVL165cvnn9kgVMM+3etoX13iU80/BixI0V/4Us0/FkunAf9z1MdwwczYE/Xw4NOjEZ0YMpx0yLGgBe061fRz5denZsxpXr3lYNk3Xt3LRHw/69+pVn4r11I3+Zls6av/nojoUuXc3i6HnPWKeefftg7Imnf+y3Ke+VeNeqwEc+X1a9zPLs00vf6z4kPZHmWrFfBY+dyLY1lCBSEncUpIcSAoZEA4AJakQgAM8J9AeCIi0oUIADujLQJQBgkkSDGVkIAIYhNSFKQaMYAiJGIpKokRDLGBTIihC1SONDgcRY0CA3OmRjSCjkWBAoM1bIoEhEMDNkkQoeGRIROg7kCZMa/VhiMwR1AsCHRl7YY0MtzNBCCkAAYAknTXxpkJUilVCCCSdZaEoLasbUgimmAJACT2R6uRObOLXgZE4i0lAnTIUe+lKif7ZlaKMCPaoToDdRapOILfDkQluPCLHTI2cFBAAh+QQFBwAAACzmAJEACgBuAAAIkgABCBxIEMC+fAgBXFuoDUC1X8WKwZqSxYorAJueSHECRY6cggLVgBxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRozYrjSwiqpMiZiMREewEgEUggo0EDrKKteAykkRCHRK4iCCRSI8EImJ2ShKAIpssjTrCIkaLFgBU6E0BoITfEgEBACH5BAUHAAAALNQAkgAuAHsAAAj/AAEIHEiwIEFw166Fs3fvXr58BiNKnBhxExQoq4j9SnatGsWPIAneeiNnTp0neCaFXMkSQB05LWPKnEmzps2bOHPq3Mmzp8+fQIMKHUq0qNGjSJMqXcq0qdOnUKNKnUq1qtWrWLNq3cq1q9evR/kJfQeLaTtUBOXIuZKpHr2haAeqnQSL3b6g+Ij9SStHkzd69YTGqkKQzhxM7gAEDmpLSuHD7wDcZex4oGFMkYc2foyZ6GbLkD1XFng5s1BbUzibZpwadGfNVAx2ngy0FhQAa9QM7KxPqG3cBHn7vl1QeNDfxSP3Pk48uPLhsp8zjw5gee3mu6Vfp279J3Ln1aEn/w8/fQ347j5/m89Ofvt49D2/724nWXxw+vB5yheICb/9+e15hx1//k1XXIHu3RdgegMC0N+C8TWnm4PaCTjQhMYliGGFDBqUyWpA2dLghxDyJKKHz9HWky2xsaHGhCT2pqKJsRWUiX/55cSihwj+tKONPfq044QC3RhejjgNSZCRvSF5049L4hhijVEeOSWKJVL0FktQDpRJOP74A8CWFIkFQBAlsLSEH2wUlMUKKKCw0pZoqulHGgDYMVAWJ7REZ5orHYHKJYQCUEkll/TJ0p8sHTEKKIgso8ghokBigp8C1bnSEKIooohAiIAiiZyLZgroR3IisUwhhAi0DCGBsJQAwKkfMQqSnIMw0+pAjcQ665ymNhoKqwIRAquspZ5J60dHfOKpQKCISiqwyrJkhCmedCKQJJ9Asmytwa7kwgwtuODDKJZY4i2mAADxLUUlxGtCCiqcoChLdzljw7tCnWIKAC3wG9QPArmb1GSaHmWrwgL9IDBQWzqcVMQP/0TxxA1X7NPCRnFc1MVIbRmJEEn1A0BAACH5BA0HAAAALOQAkgAOAG0AAAj/AAEIzHcvHzxw1q5twydQoDVfv4rFojQlSyV5DQHEylIlixMAcuJkegeAn0BbUOS0sQNAjRpN5koKrAWlZUZMMffNrLnmZjsA+nYC6NkQE8mgAGjaLHpUqJqbTZPWfFr0J1KlLqsCFUpUICarQjMC+LpVqtixYM2KJXu15tqfDZW+LSvXJ123dtueZRs2b1+teucG9quWcF3Af72mPaw4I2O0d4caxou4sNa4lBsPrvyYr2XNiSFvBv1ZdGjPnRdnNl0a9WrXAqmyliubLObYnN0+TZPmq77Au3u3Q7qPNgDeAIYDP56m4XLkYo1Dj2xz+vPmAq8739kz+Hap3Zl/WD9Lvrz58+jTq1/Pvr379/Djy59Pv779+/jz69/Pv79/91+wd0l5R3BSXwnqIdhQIfIpuN4Rl3RiyCEAiNLMJ2IdsQknnBDBQgwxtCCWCSuosAIAJaToYEAAIfkEBQcAAAAs5QCSAA0AOgAACOAAAYy7BqCgQQD4DMbKcrCgNXkGbUFpCGDTOwD8ANSCoqYhJnMYNU5cc/AjgH0iAZAs2AVTOwD6Uq4siOlizI0AOhqsCTOlTpo2fZZ8eXOimp8ue+KcCSBpUYpOU3okKnWo0olTDeLM+pRr1Z1Ut1rtOvYrzbBYy4oFexUqWrdtva49qzUt26dMo85t+jZrwb167dIle9cs37hqBR8mPNhwYLiMFzvum7gg0r6X61ouvLVjmjQu9XX1DLpdzH2dAXwGYHq06jQGXa8+mHp2XNKxpeIuKBs2b5Ekd18N/jp2QAAh+QQFBwAAACzkAJIADABtAAAI5AABAMhHMN44a9es4RMI7lexYrlQWcliBd5CaFkAZMkIoAqAefjsVXMiB4AdgQLnxYtXjQwdNSjlyLEYLxkZNWtQxokD7x5LlzAF5pnpsyUdlACG9vx5FKXSoi6RKrXHFGlJeFSNWp2ZNWpMrlWdgtUqFmtNr0LB9mISNC3We+DqIAVAh461eHPz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gza97MubNnyF8AX8p7hNPhEn5Royw0+cilToYOARDV7BPKI5s4cSLCIkaMFihNrFCxAkCJ46gDAgAh+QQFBwAAACzkAKMADgBYAAAI/wABVCNDB4DBg/AOxhtY8GAeOfDsGVxI8CCAhxEnMrSIUSIAig0NdtRY0SFEjyA5niQZ8uLKjxtNZoRZUuTLlDJRxrQ5EydPnTVd9twpFGjLkTSP3iSK1GdRliqHBm3KdOlUq0qlZjUalWtOqDLxgf059mnSrmWpXtWK9uxXt2ThmnWqduvEZGtR4rULwB60oHHiwBPb928di3PmzPPoN6gciITj7Y167+7aynIxYqYLcXNVeJ4vp+1sOevmyTJDHwUAenRruY9fO42t2iLtsrdhk9b92l61MYcPxiZM2KLBOa6Mx5pivGXx5hafW3Ru/CD16gBaYt8OIBgW7uDDiy4fTz689PLosdtizn1dQugG/bEzuAPVdhMm6Nu3nr6/RUWKiLfMMuIR0oh/AAQEACH5BAUHAAAALNMA4QAuACwAAAj/AAEIHEiw4MBqZOgQlAMA3j2DECNKJBgPocKBDB1O3MhRoMWFDR92HAnxI8aQJFMSNCkwo0iVKVkCcAkzpT2ZcuRorDny5hiGGOPAw8ezZzUnQFvqJFq049GkM5c2dYp0odSpG59aHYp14s2qGK92jag1LNexEL9CzXkWbUG1W+25LQlW6c6U9VL2qtty3DqS/AQWKUFyB6CLAufUWXGCpLR9AAYXBlSnoJwVJhxDljxyh6tKly4BuFQJwArCIx9HRt1RRzNPipYtQ+SJ1IqUqjl3/MEMUcFQKVhzzC18Iw9miggVZIFC82qSx5U3EqicuXPdHI8rIogIlPXUm4tPfvzRLFGhRYsIdQIuXiJxkjpGSTp0CEAoUqRS4A5P8scmTpY8kkILAmV2XXsSraACAAbWlA4AzgCB4FwERWIKADRMSKFAPwj0iIYbPvjchu7xR2JE750IkWpEgEghiy7OBaOKK5pII0Ep3jhQjjoCoJoQMbqlmilCENGjQA8GBAAh+QQNBwAAACzSAJIALgB7AAAI/wABCBxIsCBBddescQOwLx+/ffsMSpxI0SC1LFSoBBMG7FexiiBDDrQHwIkcO0xKPnkisqVIMF/AAIgTxaXNmzhz6tx5Ux/Pnz5/7gwqtKjRo0iT8oyotKnTp1CjSp1KtarVq1izat3KtavXr2BvukumBtCagU+ySHWHjU7BKWqjhou1J+VAK7GkHpsCaA/BK8jwRd2rpuAVb/cGTyn891s+xYwHXnEM2TBlqIQtP8a8WHPlxpufZgb9WfJl0Z0bM0UdWWCVbvuINh098HVszq0B2JatlLZr2LyT+tYNHHfB3cYJImd9vDhz5c6dDl8uPXXt6LOt/779/Dr36rmpz/+WEh577yflv89+wqa5+vPtob8Xzt59cKTH6su/fzR/fO/8GeWffZjpB2CB/20XYFED7ldgGmk4KNoTEEooHYURHjhhhRpeyKGCD2YI4oYiEjcffhQSSKKF631o4oJC5eeieOfNaB59Np7YH4Ys9ibFWT0KNwWQA2FxI35YrEEkAEbqKOCQS1pxZH9QEiSlkwwu1tqVMP60l5JWTvkkmHeJmSWZAjXZJU9fLkkFbKtlp0ZrtsWpFDZaEvQmRDjR4xIyedZmDD3+tNSPQKWU4FIOqCwJACovlGBCS6ZElOiiqLgIqaKUWsqpSDCgUslAlVSSSaQuVQrApS3BwEkoiDDAA8AhoXCCw6chqcqqSDd8oogiBH0SA64g6UpsRT2EsohAyyxSCCgylHDsRMa61IMohQxUyLPRTitRtS31ugiwA3UyrLcGgStSDZYogkiww6bqqUs3mCJKJ6AAIIknnKDa6aroGqQCDTG0MMMnlliyyQs2qduStCWkoMIJJ9zkzD6mEBFwU4+YAoANG4eEAgo22QAEAKeEnNTFAF/l8FQvSxVzVDNDVfNTNzuVc1M7K6VqJCojpeozQhBRlRDS7BMQACH5BAUHAAAALOQAkgAMAGwAAAj/AAEIFDjOmkB4/ACI81UMQDBUV7Jk+ZYPALYsUAS6wYPnyrd7AI5NUbNmIAArFO+JVGMSwJRu+/Jhs8LS5Mt9+mbWHIgFZk6aLXvixDYyqE+iOwUKzVnU5FKkRvftg+oU5tSmPGHKxKpUK9WsMVdGzSeyZNWwU8yCJStFbdewUtKkOctWLt1jceeuxWt3b967f/32fVtXL2G+hgEILQx4sGKtiBsnXhxZ8GTIgQ9nfgzXMeXNnz1jFt35cmnJJqtYLdtStVSxqX3CHuha32yBtW8DyM11t+zevJP6xqk7eOvfwo3HJg4c+XHmyWVLiU78CXXbT9g8x659Offtx7KDoRfvPXx32rLJo69+Hnf69sOxO879ZH56+9Xxy09MX394//WNB+CA/N1XYH4H7ldeW+ClFZVtWKzh1lJluWXFbxKadCF0SW1oW1oWYhgicxmC9WGJAlGx2khJuXaVGkmpKBUyLKZmDD3+5ICKWwD48UIJKOQgSxkt/fEjACsksctAlQCAyREmCKSDQIwwAwAiAJDS0pZcdunll2CG6SUnXQYEACH5BA0HAAAALNIAkgAuAHsAAAj/AAEIHEiw4MB51rBhG3dvXz6HBiNKnGgQWxYoUPAEAxas1zyKIEMOPCalTBo7ZKA4ySKyZcgwX2KCATDFpc2bOHPq3IlzH8+fPn/uDCq0qNGjSJPyJKq0qdOnUKNKnUq1qtWrWLNq3cq1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/gAMLHky4sOHDiBPvpYfV57MSJXCm2Qlp377HkVvmQAUgDRmCL1xWvgxZpAoAMDZduiTwCiVMoVuOxhzytApDnxgxYoZI0ikgJzKHnF1aZItmhxQpWgQAEaIYJUzItkw7JIoWzBQRArBomUAeKExImB9OvTjI69m3D2QG3jxF4sJBYkdESD0hZjcgR44fEX7LFqIkp4hAoODn3nvl8TdRC6Z8AgooAklSig0HTuRfSzO0EEMMklhiySYUimbZNBWCBJkKKQBwwk2jQVLiU0M4YwqFCkJVAxBBSPOiU5EkaFVl/FRH1YVD+lgVkVMhKZWSUTEJlZNPjebMjk09Ylk6QhBBBFUxWhYQACH5BA0HAAAALNIAkgAuAHsAAAj/AAEIHEiwoEEAx7BduzYP38GHECMCqOerGIBgcaBMyXItnsSPH9k9oQKAiR07AKJ0BJAPpEuD69zgAYASwBwnK1/qHBgzT0En1jzu1HlvXRs5BOUAtTeUaM+kSwvuawqxqBufAOgAUGqNKcGpVA9axaqVq9eBYMMWHCuwbFS1Etlm3TqmK9y4TwfKqXv2rti8Avfa/ep3oNzAdYUWNniYbtDFf68m5QuZMWAAdShXJlgUClK9mjcL7Bxn8mDRAEgXDC1aNUHWm10PhF3ZnjrPq0+LxscOykyCZHRvrgfOd0Eu1+6hFkhPGp4qBZkgc7eceSyDXIIB6Ff94sGZ/rqL/x9Pvrz58+jTq1/Pvr379/Djy59Pv779+/jz69/Pv7///wAGKOCABBZo4IEIJqjgggw26OCDEEYo4YQUAkDPedwBUEoJ55ky1YY6oQJAGgW9oJOHGnLoEgyuVDJQJZVkYuJLKIK4IiehIAIAM4eEwgkOKoJUY5Af8SCKIooQ9EkMREo05Es9gLKIQMssUggoMpTQJERPutQDM4UMVMiVWW75UJcgGbnIlAN1wqSZB6H50Q2jIDmQIkvCGeeHehoEgyWeGIJIj82cQkOfBckpEQyblGLJkjLEgIMJJ/KpkwoCoRCWM/uYQgSimz1iCgA2gDoQCprCZQMQAJxiKmScpibYoaXmKSqerd3hWp2uy/GKmq+iAbsZipG8uhiKzwhBRHlCSLNPQAAh+QQFBwAAACzSAJIALgB7AAAI/wABCBxIsKDAetesWeMGIN++ffn4GZxIsWJBdlmoQMETTFixYuvsWRxJUuC6N3LWlBnT5kmWa/FKyqS4jkydLwLBzHFyTd7MnwPvrWsjp6ATazGB/rQ3tOjAOmOsiVQ6kylRgnKOTh24j2pFq07pAMgqtWBXrxPBChRLdqvAs2gLqgXAVmtcknPZRnV7N21TrHv7WpwrUE5ggnAFEx4bNalgv1cHGkb6mOLiyXwrC5yrBgDUspoLCo1c+HDooH8lmz4NQCiUOAVXn3YNm6Ds0LRjg2bdet1r3Zk157a9m/XwgbeF+66NvPjs5cB5CzwuMHll6gCsP8auXfBop82DX/9PHV66SdLVKZsnn96xcfbZneOG373v9+jS7xMXv52+fOXoxcefd/4NaF+B5gHgn3usreMGHrH1lKCDEBYk4XoP4scbPkMxN9B/lXHYhocCqbdhhwaZyJqIJAKg4mkspshgaDEW9CKNKNo4o2Y1EnQjjzn6uGOIQX445GM9fmjgXUmWuGRcTdZ3l1UkShkXlRqyhuVTVqK1pUCfPellkWGa96VnXXp1ZpnSrZkmVW6C+FicYqpJ5ptK0WnmnXIqxmedcP6554gEscmbnm0KmiihXPbZF6KHKhopo2DiCdSaLgKaJ5mZDuphHZ1KF6WjfSG4Hh55FGopUA6mut+Ebrj/Wh6GsqanqVKtZtlgrLriyOurtBZEBqlQ5krQsLey+utAyFJFj0zrgLPsQNWs81NXz5RQgkwv6AGeQIDocMJMkDyU7bYlueAtAGUMFC66JZW7z7kyueBKJZdcItAVrugAL0ny0psuKZ4owggziEhyig3ayhRwwyW10Mwhiigi0CHM3AAxwOZuPFILyyxDCAAhW6yxxxU9/K9FLTCjyMgDZaztyhSpLFPLiLwskCIyN0xzQTZHLArFFSsCSjMnO9zxzxO1YMonoIAikCSlMMy0QUGXNEMLMcQgSSSWbMIwuQ9NgzJJDacAwLg/yQvJ2eYN4YwpVidYUA1ABCEN3NJFLrK03QSVy4/AgAOQNeCH2514goub17h0j/MWOWvyOsM3b488lI4QRBBRuNwPBQQAIfkEDQcAAAAs4wCSAAoAbQAACHoA9+UbmO8YNmzX5tXzVQxYsDhtpmS5BuAJFShMAADAE0WjRjV2PIocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkw5dVHQRU4+WHh1KdIiZKFM2XHDiNGrUDBktWqgAoKKsChQlAKQNCAAh+QQNBwAAACzRAKMALgBqAAAI/wABCBxIsCBBJwXxQBFIz6DDhxAHyiPHpKCeJ9QANIzIkaM7bHQKVvmzraPJiO6KARJp6566kzALttMUkiAVYPti6hRoblLNgVWC5dwZs5xPkcHyES16lGBQpUtPGv0p8GlUqU2BJr1qcipSqFwjenW6NazYrFWFmj1r0Orahz3bln1rcF4lg1jm0iUYt2BesHsH9iX4N3DBwQMLGxY8Ca9ew4gFKl4MIDKAyYstY4bc2O/jwJo/77XslvI8tABKLz5tkIpounYJhlTNWXbq128Rz8a9VvdtwLUH7gYOurPA4ZR5GgeAPLlv2sVtQx+9vDnl57zNks4edjtx6nKHUv8uR0nud7rkzScHkP7r+vZkz7+Fr1X+Wvpp7ZvF//t9effJ8Tcdev/F5596ARZY34EAjqdgfgwamCCCDlK4mIDccYWhfmFtGOGCEzZ44YP9hShhhSIGd+JqywnkmnirZWLQFGolZ1cdBMFBI4dcsVbQjuv5SBCQNrYIAJGmGYkkiwZJkeFVQg7kJI9QGjllkJPgSJCTMMK0kUnh3FUQFcrAE1NO6ZQA0wqoobKDmicNgSacJrGppUB2uElnR3ICkOaal4gJQCWVuPImTH3+edIJloSSCCPMHJLIKUHsyVGilkbEwieIICJQp6IgkSlEmMLEwiEGgSIqonPCJAMoihR/pOqoD5V6EgudxEpQKKvG2eqtnnT6qSKh0uqQrSadcAopngBwiCGelFIpq34a61ALArEQiCUAcDKtrxpZG5EJSwmRUyniBvaDM6b8kO5eLQAh0Lt0mVvtegYhi69A+u7bL77/rhdwcgNTVvBiBxuWcGBA5EQPEUTsK5AQpeQUEAA7\" />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dueling_ddqn_agents[best_dueling_ddqn_agent_key].demo_last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddqn_root_dir = os.path.join(RESULTS_DIR, 'ddqn')\n",
    "ddqn_x = np.load(os.path.join(ddqn_root_dir, 'x.npy'))\n",
    "\n",
    "ddqn_max_r = np.load(os.path.join(ddqn_root_dir, 'max_r.npy'))\n",
    "ddqn_min_r = np.load(os.path.join(ddqn_root_dir, 'min_r.npy'))\n",
    "ddqn_mean_r = np.load(os.path.join(ddqn_root_dir, 'mean_r.npy'))\n",
    "\n",
    "ddqn_max_s = np.load(os.path.join(ddqn_root_dir, 'max_s.npy'))\n",
    "ddqn_min_s = np.load(os.path.join(ddqn_root_dir, 'min_s.npy'))\n",
    "ddqn_mean_s = np.load(os.path.join(ddqn_root_dir, 'mean_s.npy'))\n",
    "\n",
    "ddqn_max_t = np.load(os.path.join(ddqn_root_dir, 'max_t.npy'))\n",
    "ddqn_min_t = np.load(os.path.join(ddqn_root_dir, 'min_t.npy'))\n",
    "ddqn_mean_t = np.load(os.path.join(ddqn_root_dir, 'mean_t.npy'))\n",
    "\n",
    "ddqn_max_sec = np.load(os.path.join(ddqn_root_dir, 'max_sec.npy'))\n",
    "ddqn_min_sec = np.load(os.path.join(ddqn_root_dir, 'min_sec.npy'))\n",
    "ddqn_mean_sec = np.load(os.path.join(ddqn_root_dir, 'mean_sec.npy'))\n",
    "\n",
    "ddqn_max_rt = np.load(os.path.join(ddqn_root_dir, 'max_rt.npy'))\n",
    "ddqn_min_rt = np.load(os.path.join(ddqn_root_dir, 'min_rt.npy'))\n",
    "ddqn_mean_rt = np.load(os.path.join(ddqn_root_dir, 'mean_rt.npy'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dueling_ddqn_max_t, dueling_ddqn_max_r, dueling_ddqn_max_s, \\\n",
    "dueling_ddqn_max_sec, dueling_ddqn_max_rt = np.max(dueling_ddqn_results, axis=0).T\n",
    "dueling_ddqn_min_t, dueling_ddqn_min_r, dueling_ddqn_min_s, \\\n",
    "dueling_ddqn_min_sec, dueling_ddqn_min_rt = np.min(dueling_ddqn_results, axis=0).T\n",
    "dueling_ddqn_mean_t, dueling_ddqn_mean_r, dueling_ddqn_mean_s, \\\n",
    "dueling_ddqn_mean_sec, dueling_ddqn_mean_rt = np.mean(dueling_ddqn_results, axis=0).T\n",
    "dueling_ddqn_x = np.arange(np.max(\n",
    "    (len(dueling_ddqn_mean_s), len(ddqn_mean_s))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5, 1, figsize=(15,30), sharey=False, sharex=True)\n",
    "\n",
    "# DDQN\n",
    "axs[0].plot(ddqn_max_r, 'g', linewidth=1)\n",
    "axs[0].plot(ddqn_min_r, 'g', linewidth=1)\n",
    "axs[0].plot(ddqn_mean_r, 'g-.', label='DDQN', linewidth=2)\n",
    "axs[0].fill_between(ddqn_x, ddqn_min_r, ddqn_max_r, facecolor='g', alpha=0.3)\n",
    "\n",
    "axs[1].plot(ddqn_max_s, 'g', linewidth=1)\n",
    "axs[1].plot(ddqn_min_s, 'g', linewidth=1)\n",
    "axs[1].plot(ddqn_mean_s, 'g-.', label='DDQN', linewidth=2)\n",
    "axs[1].fill_between(ddqn_x, ddqn_min_s, ddqn_max_s, facecolor='g', alpha=0.3)\n",
    "\n",
    "axs[2].plot(ddqn_max_t, 'g', linewidth=1)\n",
    "axs[2].plot(ddqn_min_t, 'g', linewidth=1)\n",
    "axs[2].plot(ddqn_mean_t, 'g-.', label='DDQN', linewidth=2)\n",
    "axs[2].fill_between(ddqn_x, ddqn_min_t, ddqn_max_t, facecolor='g', alpha=0.3)\n",
    "\n",
    "axs[3].plot(ddqn_max_sec, 'g', linewidth=1)\n",
    "axs[3].plot(ddqn_min_sec, 'g', linewidth=1)\n",
    "axs[3].plot(ddqn_mean_sec, 'g-.', label='DDQN', linewidth=2)\n",
    "axs[3].fill_between(ddqn_x, ddqn_min_sec, ddqn_max_sec, facecolor='g', alpha=0.3)\n",
    "\n",
    "axs[4].plot(ddqn_max_rt, 'g', linewidth=1)\n",
    "axs[4].plot(ddqn_min_rt, 'g', linewidth=1)\n",
    "axs[4].plot(ddqn_mean_rt, 'g-.', label='DDQN', linewidth=2)\n",
    "axs[4].fill_between(ddqn_x, ddqn_min_rt, ddqn_max_rt, facecolor='g', alpha=0.3)\n",
    "\n",
    "# Dueling DDQN\n",
    "axs[0].plot(dueling_ddqn_max_r, 'r', linewidth=1)\n",
    "axs[0].plot(dueling_ddqn_min_r, 'r', linewidth=1)\n",
    "axs[0].plot(dueling_ddqn_mean_r, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[0].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_r, dueling_ddqn_max_r, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[1].plot(dueling_ddqn_max_s, 'r', linewidth=1)\n",
    "axs[1].plot(dueling_ddqn_min_s, 'r', linewidth=1)\n",
    "axs[1].plot(dueling_ddqn_mean_s, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[1].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_s, dueling_ddqn_max_s, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[2].plot(dueling_ddqn_max_t, 'r', linewidth=1)\n",
    "axs[2].plot(dueling_ddqn_min_t, 'r', linewidth=1)\n",
    "axs[2].plot(dueling_ddqn_mean_t, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[2].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_t, dueling_ddqn_max_t, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[3].plot(dueling_ddqn_max_sec, 'r', linewidth=1)\n",
    "axs[3].plot(dueling_ddqn_min_sec, 'r', linewidth=1)\n",
    "axs[3].plot(dueling_ddqn_mean_sec, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[3].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_sec, dueling_ddqn_max_sec, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[4].plot(dueling_ddqn_max_rt, 'r', linewidth=1)\n",
    "axs[4].plot(dueling_ddqn_min_rt, 'r', linewidth=1)\n",
    "axs[4].plot(dueling_ddqn_mean_rt, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[4].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_rt, dueling_ddqn_max_rt, facecolor='r', alpha=0.3)\n",
    "\n",
    "# ALL\n",
    "axs[0].set_title('Moving Avg Reward (Training)')\n",
    "axs[1].set_title('Moving Avg Reward (Evaluation)')\n",
    "axs[2].set_title('Total Steps')\n",
    "axs[3].set_title('Training Time')\n",
    "axs[4].set_title('Wall-clock Time')\n",
    "plt.xlabel('Episodes')\n",
    "axs[0].legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "dueling_ddqn_root_dir = os.path.join(RESULTS_DIR, 'dueling_ddqn')\n",
    "not os.path.exists(dueling_ddqn_root_dir) and os.makedirs(dueling_ddqn_root_dir)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'x'), dueling_ddqn_x)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'max_r'), dueling_ddqn_max_r)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'min_r'), dueling_ddqn_min_r)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'mean_r'), dueling_ddqn_mean_r)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'max_s'), dueling_ddqn_max_s)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'min_s'), dueling_ddqn_min_s )\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'mean_s'), dueling_ddqn_mean_s)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'max_t'), dueling_ddqn_max_t)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'min_t'), dueling_ddqn_min_t)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'mean_t'), dueling_ddqn_mean_t)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'max_sec'), dueling_ddqn_max_sec)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'min_sec'), dueling_ddqn_min_sec)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'mean_sec'), dueling_ddqn_mean_sec)\n",
    "\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'max_rt'), dueling_ddqn_max_rt)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'min_rt'), dueling_ddqn_min_rt)\n",
    "np.save(os.path.join(dueling_ddqn_root_dir, 'mean_rt'), dueling_ddqn_mean_rt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.02078762 -0.01301236 -0.0209893  -0.03935255]\n"
     ]
    }
   ],
   "source": [
    "env = make_env_fn(**make_env_kargs, seed=123, monitor_mode='evaluation')\n",
    "state = env.reset()\n",
    "img = env.render(mode='rgb_array')\n",
    "env.close()\n",
    "del env\n",
    "print(state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "plt.title(\"State s=\" + str(np.round(state,2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1850956.5 1843644. ]\n"
     ]
    }
   ],
   "source": [
    "q_values = dueling_ddqn_agents[best_dueling_ddqn_agent_key].online_model(state).detach().cpu().numpy()[0]\n",
    "print(q_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "q_s = q_values\n",
    "v_s = q_values.mean()\n",
    "a_s = q_values - q_values.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(('Left (idx=0)','Right (idx=1)'), q_s)\n",
    "plt.xlabel('Action')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"Action-value function, Q(\" + str(np.round(state,2)) + \")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar('s='+str(np.round(state,2)), v_s, width=0.1)\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"State-value function, V(\"+str(np.round(state,2))+\")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(('Left (idx=0)','Right (idx=1)'), a_s)\n",
    "plt.xlabel('Action')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"Advantage function, (\" + str(np.round(state,2)) + \")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = make_env_fn(**make_env_kargs, seed=123, monitor_mode='evaluation')\n",
    "\n",
    "state, states, imgs, t = env.reset(), [], [], False\n",
    "while not t:\n",
    "    states.append(state)\n",
    "    state, r, t, _ = env.step(0)\n",
    "    imgs.append(env.render(mode='rgb_array'))\n",
    "\n",
    "env.close()\n",
    "del env"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.09048686, -1.57504301,  0.13510693,  2.34025535])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states[-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(imgs[-2])\n",
    "plt.axis('off')\n",
    "plt.title(\"State s=\" + str(np.round(state,2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[683447.06 838859.2 ]\n"
     ]
    }
   ],
   "source": [
    "q_values = dueling_ddqn_agents[best_dueling_ddqn_agent_key].online_model(state).detach().cpu().numpy()[0]\n",
    "print(q_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "q_s = q_values\n",
    "v_s = q_values.mean()\n",
    "a_s = q_values - q_values.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(('Left (idx=0)','Right (idx=1)'), q_s)\n",
    "plt.xlabel('Action')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"Action-value function, Q(\" + str(np.round(state,2)) + \")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar('s='+str(np.round(state,2)), v_s, width=0.1)\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"State-value function, V(\"+str(np.round(state,2))+\")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(('Left (idx=0)','Right (idx=1)'), a_s)\n",
    "plt.xlabel('Action')\n",
    "plt.ylabel('Estimate')\n",
    "plt.title(\"Advantage function, (\" + str(np.round(state,2)) + \")\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = make_env_fn(**make_env_kargs, seed=123, monitor_mode='evaluation')\n",
    "\n",
    "states = []\n",
    "for agent in dueling_ddqn_agents.values():\n",
    "    for episode in range(100):\n",
    "        state, done = env.reset(), False\n",
    "        while not done:\n",
    "            states.append(state)\n",
    "            action = agent.evaluation_strategy.select_action(agent.online_model, state)\n",
    "            state, _, done, _ = env.step(action)\n",
    "env.close()\n",
    "del env\n",
    "\n",
    "x = np.array(states)[:,0]\n",
    "xd = np.array(states)[:,1]\n",
    "a = np.array(states)[:,2]\n",
    "ad = np.array(states)[:,3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parts = plt.violinplot((x, xd, a, ad), \n",
    "                       vert=False, showmeans=False, showmedians=False, showextrema=False)\n",
    "\n",
    "colors = ['red','green','yellow','blue']\n",
    "for i, pc in enumerate(parts['bodies']):\n",
    "    pc.set_facecolor(colors[i])\n",
    "    pc.set_edgecolor(colors[i])\n",
    "    pc.set_alpha(0.5)\n",
    "\n",
    "plt.yticks(range(1,5), [\"cart position\", \"cart velocity\", \"pole angle\", \"pole velocity\"])\n",
    "plt.yticks(rotation=45)\n",
    "plt.title('Range of state-variable values for ' + str(\n",
    "    dueling_ddqn_agents[best_dueling_ddqn_agent_key].__class__.__name__))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prioritized Experience Replay (PER)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PrioritizedReplayBuffer():\n",
    "    def __init__(self, \n",
    "                 max_samples=10000, \n",
    "                 batch_size=64, \n",
    "                 rank_based=False,\n",
    "                 alpha=0.6, \n",
    "                 beta0=0.1, \n",
    "                 beta_rate=0.99992):\n",
    "        self.max_samples = max_samples\n",
    "        self.memory = np.empty(shape=(self.max_samples, 2), dtype=np.ndarray)\n",
    "        self.batch_size = batch_size\n",
    "        self.n_entries = 0\n",
    "        self.next_index = 0\n",
    "        self.td_error_index = 0\n",
    "        self.sample_index = 1\n",
    "        self.rank_based = rank_based # if not rank_based, then proportional\n",
    "        self.alpha = alpha # how much prioritization to use 0 is uniform (no priority), 1 is full priority\n",
    "        self.beta = beta0 # bias correction 0 is no correction 1 is full correction\n",
    "        self.beta0 = beta0 # beta0 is just beta's initial value\n",
    "        self.beta_rate = beta_rate\n",
    "\n",
    "    def update(self, idxs, td_errors):\n",
    "        self.memory[idxs, self.td_error_index] = np.abs(td_errors)\n",
    "        if self.rank_based:\n",
    "            sorted_arg = self.memory[:self.n_entries, self.td_error_index].argsort()[::-1]\n",
    "            self.memory[:self.n_entries] = self.memory[sorted_arg]\n",
    "\n",
    "    def store(self, sample):\n",
    "        priority = 1.0\n",
    "        if self.n_entries > 0:\n",
    "            priority = self.memory[\n",
    "                :self.n_entries, \n",
    "                self.td_error_index].max()\n",
    "        self.memory[self.next_index, \n",
    "                    self.td_error_index] = priority\n",
    "        self.memory[self.next_index, \n",
    "                    self.sample_index] = np.array(sample)\n",
    "        self.n_entries = min(self.n_entries + 1, self.max_samples)\n",
    "        self.next_index += 1\n",
    "        self.next_index = self.next_index % self.max_samples\n",
    "\n",
    "    def _update_beta(self):\n",
    "        self.beta = min(1.0, self.beta * self.beta_rate**-1)\n",
    "        return self.beta\n",
    "\n",
    "    def sample(self, batch_size=None):\n",
    "        batch_size = self.batch_size if batch_size == None else batch_size\n",
    "        self._update_beta()\n",
    "        entries = self.memory[:self.n_entries]\n",
    "\n",
    "        if self.rank_based:\n",
    "            priorities = 1/(np.arange(self.n_entries) + 1)\n",
    "        else: # proportional\n",
    "            priorities = entries[:, self.td_error_index] + EPS\n",
    "        scaled_priorities = priorities**self.alpha        \n",
    "        probs = np.array(scaled_priorities/np.sum(scaled_priorities), dtype=np.float64)\n",
    "\n",
    "        weights = (self.n_entries * probs)**-self.beta\n",
    "        normalized_weights = weights/weights.max()\n",
    "        idxs = np.random.choice(self.n_entries, batch_size, replace=False, p=probs)\n",
    "        samples = np.array([entries[idx] for idx in idxs])\n",
    "        \n",
    "        samples_stacks = [np.vstack(batch_type) for batch_type in np.vstack(samples[:, self.sample_index]).T]\n",
    "        idxs_stack = np.vstack(idxs)\n",
    "        weights_stack = np.vstack(normalized_weights[idxs])\n",
    "        return idxs_stack, weights_stack, samples_stacks\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.n_entries\n",
    "    \n",
    "    def __repr__(self):\n",
    "        return str(self.memory[:self.n_entries])\n",
    "    \n",
    "    def __str__(self):\n",
    "        return str(self.memory[:self.n_entries])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = PrioritizedReplayBuffer()\n",
    "plt.plot([b._update_beta() for _ in range(100000)])\n",
    "plt.title('PER Beta')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PER():\n",
    "    def __init__(self, \n",
    "                 replay_buffer_fn, \n",
    "                 value_model_fn, \n",
    "                 value_optimizer_fn, \n",
    "                 value_optimizer_lr,\n",
    "                 max_gradient_norm,\n",
    "                 training_strategy_fn,\n",
    "                 evaluation_strategy_fn,\n",
    "                 n_warmup_batches,\n",
    "                 update_target_every_steps,\n",
    "                 tau):\n",
    "        self.replay_buffer_fn = replay_buffer_fn\n",
    "        self.value_model_fn = value_model_fn\n",
    "        self.value_optimizer_fn = value_optimizer_fn\n",
    "        self.value_optimizer_lr = value_optimizer_lr\n",
    "        self.max_gradient_norm = max_gradient_norm\n",
    "        self.training_strategy_fn = training_strategy_fn\n",
    "        self.evaluation_strategy_fn = evaluation_strategy_fn\n",
    "        self.n_warmup_batches = n_warmup_batches\n",
    "        self.update_target_every_steps = update_target_every_steps\n",
    "        self.tau = tau\n",
    "\n",
    "    def optimize_model(self, experiences):\n",
    "        idxs, weights, \\\n",
    "        (states, actions, rewards, next_states, is_terminals) = experiences\n",
    "        weights = self.online_model.numpy_float_to_device(weights)\n",
    "        batch_size = len(is_terminals)\n",
    "        \n",
    "        argmax_a_q_sp = self.online_model(next_states).max(1)[1]\n",
    "        q_sp = self.target_model(next_states).detach()\n",
    "        max_a_q_sp = q_sp[\n",
    "            np.arange(batch_size), argmax_a_q_sp].unsqueeze(1)\n",
    "        target_q_sa = rewards + (self.gamma * max_a_q_sp * (1 - is_terminals))\n",
    "        q_sa = self.online_model(states).gather(1, actions)\n",
    "\n",
    "        td_error = q_sa - target_q_sa\n",
    "        value_loss = (weights * td_error).pow(2).mul(0.5).mean()\n",
    "        self.value_optimizer.zero_grad()\n",
    "        value_loss.backward()        \n",
    "        torch.nn.utils.clip_grad_norm_(self.online_model.parameters(), \n",
    "                                       self.max_gradient_norm)\n",
    "        self.value_optimizer.step()\n",
    "\n",
    "        priorities = np.abs(td_error.detach().cpu().numpy())\n",
    "        self.replay_buffer.update(idxs, priorities)\n",
    "\n",
    "    def interaction_step(self, state, env):\n",
    "        action = self.training_strategy.select_action(self.online_model, state)\n",
    "        new_state, reward, is_terminal, info = env.step(action)\n",
    "        is_truncated = 'TimeLimit.truncated' in info and info['TimeLimit.truncated']\n",
    "        is_failure = is_terminal and not is_truncated\n",
    "        experience = (state, action, reward, new_state, float(is_failure))\n",
    "\n",
    "        self.replay_buffer.store(experience)\n",
    "        self.episode_reward[-1] += reward\n",
    "        self.episode_timestep[-1] += 1\n",
    "        self.episode_exploration[-1] += int(self.training_strategy.exploratory_action_taken)\n",
    "        return new_state, is_terminal\n",
    "    \n",
    "    def update_network(self, tau=None):\n",
    "        tau = self.tau if tau is None else tau\n",
    "        for target, online in zip(self.target_model.parameters(), \n",
    "                                  self.online_model.parameters()):\n",
    "            target_ratio = (1.0 - self.tau) * target.data\n",
    "            online_ratio = self.tau * online.data\n",
    "            mixed_weights = target_ratio + online_ratio\n",
    "            target.data.copy_(mixed_weights)\n",
    "\n",
    "    def train(self, make_env_fn, make_env_kargs, seed, gamma, \n",
    "              max_minutes, max_episodes, goal_mean_100_reward):\n",
    "        training_start, last_debug_time = time.time(), float('-inf')\n",
    "\n",
    "        self.checkpoint_dir = tempfile.mkdtemp()\n",
    "        self.make_env_fn = make_env_fn\n",
    "        self.make_env_kargs = make_env_kargs\n",
    "        self.seed = seed\n",
    "        self.gamma = gamma\n",
    "        \n",
    "        env = self.make_env_fn(**self.make_env_kargs, seed=self.seed)\n",
    "        torch.manual_seed(self.seed) ; np.random.seed(self.seed) ; random.seed(self.seed)\n",
    "    \n",
    "        nS, nA = env.observation_space.shape[0], env.action_space.n\n",
    "        self.episode_timestep = []\n",
    "        self.episode_reward = []\n",
    "        self.episode_seconds = []\n",
    "        self.evaluation_scores = []        \n",
    "        self.episode_exploration = []\n",
    "        \n",
    "        self.target_model = self.value_model_fn(nS, nA)\n",
    "        self.online_model = self.value_model_fn(nS, nA)\n",
    "        self.update_network(tau=1.0)\n",
    "\n",
    "        self.value_optimizer = self.value_optimizer_fn(self.online_model, \n",
    "                                                       self.value_optimizer_lr)\n",
    "\n",
    "        self.replay_buffer = self.replay_buffer_fn()\n",
    "        self.training_strategy = training_strategy_fn()\n",
    "        self.evaluation_strategy = evaluation_strategy_fn() \n",
    "                    \n",
    "        result = np.empty((max_episodes, 5))\n",
    "        result[:] = np.nan\n",
    "        training_time = 0\n",
    "        for episode in range(1, max_episodes + 1):\n",
    "            episode_start = time.time()\n",
    "            \n",
    "            state, is_terminal = env.reset(), False\n",
    "            self.episode_reward.append(0.0)\n",
    "            self.episode_timestep.append(0.0)\n",
    "            self.episode_exploration.append(0.0)\n",
    "\n",
    "            for step in count():\n",
    "                state, is_terminal = self.interaction_step(state, env)\n",
    "                \n",
    "                min_samples = self.replay_buffer.batch_size * self.n_warmup_batches\n",
    "                if len(self.replay_buffer) > min_samples:\n",
    "                    experiences = self.replay_buffer.sample()\n",
    "                    idxs, weights, samples = experiences\n",
    "                    experiences = self.online_model.load(samples)\n",
    "                    experiences = (idxs, weights) + (experiences,)\n",
    "                    self.optimize_model(experiences)\n",
    "                \n",
    "                if np.sum(self.episode_timestep) % self.update_target_every_steps == 0:\n",
    "                    self.update_network()\n",
    "\n",
    "                if is_terminal:\n",
    "                    gc.collect()\n",
    "                    break\n",
    "            \n",
    "            # stats\n",
    "            episode_elapsed = time.time() - episode_start\n",
    "            self.episode_seconds.append(episode_elapsed)\n",
    "            training_time += episode_elapsed\n",
    "            evaluation_score, _ = self.evaluate(self.online_model, env)\n",
    "            self.save_checkpoint(episode-1, self.online_model)\n",
    "\n",
    "            total_step = int(np.sum(self.episode_timestep))\n",
    "            self.evaluation_scores.append(evaluation_score)\n",
    "            \n",
    "            mean_10_reward = np.mean(self.episode_reward[-10:])\n",
    "            std_10_reward = np.std(self.episode_reward[-10:])\n",
    "            mean_100_reward = np.mean(self.episode_reward[-100:])\n",
    "            std_100_reward = np.std(self.episode_reward[-100:])\n",
    "            mean_100_eval_score = np.mean(self.evaluation_scores[-100:])\n",
    "            std_100_eval_score = np.std(self.evaluation_scores[-100:])\n",
    "            lst_100_exp_rat = np.array(\n",
    "                self.episode_exploration[-100:])/np.array(self.episode_timestep[-100:])\n",
    "            mean_100_exp_rat = np.mean(lst_100_exp_rat)\n",
    "            std_100_exp_rat = np.std(lst_100_exp_rat)\n",
    "            \n",
    "            wallclock_elapsed = time.time() - training_start\n",
    "            result[episode-1] = total_step, mean_100_reward, \\\n",
    "                mean_100_eval_score, training_time, wallclock_elapsed\n",
    "            \n",
    "            reached_debug_time = time.time() - last_debug_time >= LEAVE_PRINT_EVERY_N_SECS\n",
    "            reached_max_minutes = wallclock_elapsed >= max_minutes * 60\n",
    "            reached_max_episodes = episode >= max_episodes\n",
    "            reached_goal_mean_reward = mean_100_eval_score >= goal_mean_100_reward\n",
    "            training_is_over = reached_max_minutes or \\\n",
    "                               reached_max_episodes or \\\n",
    "                               reached_goal_mean_reward\n",
    "\n",
    "            elapsed_str = time.strftime(\"%H:%M:%S\", time.gmtime(time.time() - training_start))\n",
    "            debug_message = 'el {}, ep {:04}, ts {:06}, '\n",
    "            debug_message += 'ar 10 {:05.1f}\\u00B1{:05.1f}, '\n",
    "            debug_message += '100 {:05.1f}\\u00B1{:05.1f}, '\n",
    "            debug_message += 'ex 100 {:02.1f}\\u00B1{:02.1f}, '\n",
    "            debug_message += 'ev {:05.1f}\\u00B1{:05.1f}'\n",
    "            debug_message = debug_message.format(\n",
    "                elapsed_str, episode-1, total_step, mean_10_reward, std_10_reward, \n",
    "                mean_100_reward, std_100_reward, mean_100_exp_rat, std_100_exp_rat,\n",
    "                mean_100_eval_score, std_100_eval_score)\n",
    "            print(debug_message, end='\\r', flush=True)\n",
    "            if reached_debug_time or training_is_over:\n",
    "                print(ERASE_LINE + debug_message, flush=True)\n",
    "                last_debug_time = time.time()\n",
    "            if training_is_over:\n",
    "                if reached_max_minutes: print(u'--> reached_max_minutes \\u2715')\n",
    "                if reached_max_episodes: print(u'--> reached_max_episodes \\u2715')\n",
    "                if reached_goal_mean_reward: print(u'--> reached_goal_mean_reward \\u2713')\n",
    "                break\n",
    "                \n",
    "        final_eval_score, score_std = self.evaluate(self.online_model, env, n_episodes=100)\n",
    "        wallclock_time = time.time() - training_start\n",
    "        print('Training complete.')\n",
    "        print('Final evaluation score {:.2f}\\u00B1{:.2f} in {:.2f}s training time,'\n",
    "              ' {:.2f}s wall-clock time.\\n'.format(\n",
    "                  final_eval_score, score_std, training_time, wallclock_time))\n",
    "        env.close() ; del env\n",
    "        self.get_cleaned_checkpoints()\n",
    "        return result, final_eval_score, training_time, wallclock_time\n",
    "    \n",
    "    def evaluate(self, eval_policy_model, eval_env, n_episodes=1):\n",
    "        rs = []\n",
    "        for _ in range(n_episodes):\n",
    "            s, d = eval_env.reset(), False\n",
    "            rs.append(0)\n",
    "            for _ in count():\n",
    "                a = self.evaluation_strategy.select_action(eval_policy_model, s)\n",
    "                s, r, d, _ = eval_env.step(a)\n",
    "                rs[-1] += r\n",
    "                if d: break\n",
    "        return np.mean(rs), np.std(rs)\n",
    "\n",
    "    def get_cleaned_checkpoints(self, n_checkpoints=5):\n",
    "        try: \n",
    "            return self.checkpoint_paths\n",
    "        except AttributeError:\n",
    "            self.checkpoint_paths = {}\n",
    "\n",
    "        paths = glob.glob(os.path.join(self.checkpoint_dir, '*.tar'))\n",
    "        paths_dic = {int(path.split('.')[-2]):path for path in paths}\n",
    "        last_ep = max(paths_dic.keys())\n",
    "        # checkpoint_idxs = np.geomspace(1, last_ep+1, n_checkpoints, endpoint=True, dtype=np.int)-1\n",
    "        checkpoint_idxs = np.linspace(1, last_ep+1, n_checkpoints, endpoint=True, dtype=np.int)-1\n",
    "\n",
    "        for idx, path in paths_dic.items():\n",
    "            if idx in checkpoint_idxs:\n",
    "                self.checkpoint_paths[idx] = path\n",
    "            else:\n",
    "                os.unlink(path)\n",
    "\n",
    "        return self.checkpoint_paths\n",
    "\n",
    "    def demo_last(self, title='Fully-trained {} Agent', n_episodes=3, max_n_videos=3):\n",
    "        env = self.make_env_fn(**self.make_env_kargs, monitor_mode='evaluation', render=True, record=True)\n",
    "\n",
    "        checkpoint_paths = self.get_cleaned_checkpoints()\n",
    "        last_ep = max(checkpoint_paths.keys())\n",
    "        self.online_model.load_state_dict(torch.load(checkpoint_paths[last_ep]))\n",
    "\n",
    "        self.evaluate(self.online_model, env, n_episodes=n_episodes)\n",
    "        env.close()\n",
    "        data = get_gif_html(env_videos=env.videos, \n",
    "                            title=title.format(self.__class__.__name__),\n",
    "                            max_n_videos=max_n_videos)\n",
    "        del env\n",
    "        return HTML(data=data)\n",
    "\n",
    "    def demo_progression(self, title='{} Agent progression', max_n_videos=5):\n",
    "        env = self.make_env_fn(**self.make_env_kargs, monitor_mode='evaluation', render=True, record=True)\n",
    "\n",
    "        checkpoint_paths = self.get_cleaned_checkpoints()\n",
    "        for i in sorted(checkpoint_paths.keys()):\n",
    "            self.online_model.load_state_dict(torch.load(checkpoint_paths[i]))\n",
    "            self.evaluate(self.online_model, env, n_episodes=1)\n",
    "\n",
    "        env.close()\n",
    "        data = get_gif_html(env_videos=env.videos, \n",
    "                            title=title.format(self.__class__.__name__),\n",
    "                            subtitle_eps=sorted(checkpoint_paths.keys()),\n",
    "                            max_n_videos=max_n_videos)\n",
    "        del env\n",
    "        return HTML(data=data)\n",
    "\n",
    "    def save_checkpoint(self, episode_idx, model):\n",
    "        torch.save(model.state_dict(), \n",
    "                   os.path.join(self.checkpoint_dir, 'model.{}.tar'.format(episode_idx)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[2Kel 00:00:00, ep 0000, ts 000016, ar 10 016.0±000.0, 100 016.0±000.0, ex 100 0.3±0.0, ev 009.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0114, ts 008195, ar 10 201.3±077.3, 100 077.5±074.4, ex 100 0.4±0.1, ev 249.5±092.0\n",
      "\u001b[2Kel 00:02:01, ep 0147, ts 015589, ar 10 214.1±041.9, 100 139.9±098.4, ex 100 0.3±0.1, ev 274.4±088.5\n",
      "\u001b[2Kel 00:03:02, ep 0172, ts 021758, ar 10 331.9±141.8, 100 188.4±107.7, ex 100 0.2±0.1, ev 312.0±108.1\n",
      "\u001b[2Kel 00:04:02, ep 0185, ts 027603, ar 10 477.6±053.6, 100 237.3±133.0, ex 100 0.2±0.1, ev 345.2±119.8\n",
      "\u001b[2Kel 00:05:04, ep 0197, ts 033460, ar 10 500.0±000.0, 100 284.9±142.2, ex 100 0.2±0.0, ev 367.5±124.7\n",
      "\u001b[2Kel 00:06:09, ep 0210, ts 039626, ar 10 500.0±000.0, 100 321.6±149.6, ex 100 0.2±0.0, ev 389.6±126.9\n",
      "\u001b[2Kel 00:07:12, ep 0222, ts 045626, ar 10 500.0±000.0, 100 356.6±151.1, ex 100 0.2±0.0, ev 409.6±125.3\n",
      "\u001b[2Kel 00:08:12, ep 0234, ts 051599, ar 10 497.3±008.1, 100 386.5±148.6, ex 100 0.1±0.0, ev 435.8±112.1\n",
      "\u001b[2Kel 00:09:14, ep 0250, ts 057696, ar 10 434.3±133.0, 100 415.7±143.2, ex 100 0.2±0.0, ev 472.2±083.6\n",
      "\u001b[2Kel 00:09:29, ep 0253, ts 059187, ar 10 433.4±132.5, 100 422.4±141.5, ex 100 0.2±0.0, ev 476.0±080.4\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 535.72s training time, 589.28s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000034, ar 10 034.0±000.0, 100 034.0±000.0, ex 100 0.6±0.0, ev 008.0±000.0\n",
      "\u001b[2Kel 00:01:02, ep 0122, ts 008486, ar 10 198.0±084.3, 100 079.3±070.4, ex 100 0.4±0.1, ev 247.9±093.5\n",
      "\u001b[2Kel 00:02:02, ep 0158, ts 015616, ar 10 185.6±058.9, 100 135.0±088.8, ex 100 0.3±0.1, ev 255.4±091.9\n",
      "\u001b[2Kel 00:03:03, ep 0186, ts 021644, ar 10 228.0±051.7, 100 179.8±082.1, ex 100 0.2±0.1, ev 270.1±098.8\n",
      "\u001b[2Kel 00:04:06, ep 0199, ts 027497, ar 10 464.1±071.6, 100 228.1±114.9, ex 100 0.2±0.1, ev 303.3±115.3\n",
      "\u001b[2Kel 00:05:08, ep 0213, ts 033219, ar 10 418.5±146.4, 100 265.1±136.0, ex 100 0.2±0.0, ev 338.4±128.6\n",
      "\u001b[2Kel 00:06:08, ep 0249, ts 038526, ar 10 018.2±003.3, 100 246.4±181.8, ex 100 0.2±0.0, ev 309.2±191.7\n",
      "\u001b[2Kel 00:07:09, ep 0313, ts 043396, ar 10 053.2±034.6, 100 101.8±163.0, ex 100 0.2±0.1, ev 240.6±238.8\n",
      "\u001b[2Kel 00:08:09, ep 0524, ts 048111, ar 10 017.8±004.7, 100 018.3±004.4, ex 100 0.1±0.1, ev 019.1±003.1\n",
      "\u001b[2Kel 00:09:09, ep 0701, ts 053099, ar 10 024.6±006.0, 100 027.2±017.9, ex 100 0.1±0.1, ev 030.8±024.7\n",
      "\u001b[2Kel 00:10:09, ep 0931, ts 057875, ar 10 015.5±002.6, 100 015.6±003.3, ex 100 0.1±0.1, ev 015.0±002.0\n",
      "\u001b[2Kel 00:11:09, ep 1171, ts 062577, ar 10 040.2±017.0, 100 024.2±009.0, ex 100 0.1±0.1, ev 027.0±011.4\n",
      "\u001b[2Kel 00:12:09, ep 1303, ts 067680, ar 10 034.4±011.4, 100 041.0±020.5, ex 100 0.2±0.1, ev 054.0±016.7\n",
      "\u001b[2Kel 00:13:09, ep 1573, ts 072256, ar 10 011.5±002.2, 100 011.8±002.6, ex 100 0.1±0.1, ev 010.3±001.4\n",
      "\u001b[2Kel 00:14:09, ep 1940, ts 076402, ar 10 011.3±001.7, 100 011.4±002.7, ex 100 0.1±0.1, ev 009.4±000.7\n",
      "\u001b[2Kel 00:15:09, ep 2308, ts 080536, ar 10 011.7±002.5, 100 011.2±002.1, ex 100 0.1±0.1, ev 009.3±000.8\n",
      "\u001b[2Kel 00:16:09, ep 2675, ts 084680, ar 10 010.1±001.6, 100 011.4±002.6, ex 100 0.1±0.1, ev 009.3±000.7\n",
      "\u001b[2Kel 00:17:09, ep 3045, ts 088810, ar 10 010.9±002.3, 100 011.2±002.1, ex 100 0.1±0.1, ev 009.3±000.8\n",
      "\u001b[2Kel 00:18:10, ep 3382, ts 093083, ar 10 011.3±003.2, 100 015.8±011.8, ex 100 0.1±0.1, ev 013.6±008.3\n",
      "\u001b[2Kel 00:19:10, ep 3741, ts 097242, ar 10 012.6±003.7, 100 011.7±002.8, ex 100 0.1±0.1, ev 009.4±000.7\n",
      "\u001b[2Kel 00:20:10, ep 4106, ts 101354, ar 10 010.7±001.6, 100 011.4±002.3, ex 100 0.1±0.1, ev 009.5±000.7\n",
      "\u001b[2Kel 00:21:10, ep 4439, ts 105573, ar 10 016.1±002.6, 100 014.2±003.0, ex 100 0.1±0.1, ev 012.7±001.5\n",
      "\u001b[2Kel 00:22:10, ep 4573, ts 110637, ar 10 084.0±021.5, 100 045.4±027.2, ex 100 0.2±0.1, ev 052.0±049.0\n",
      "\u001b[2Kel 00:23:10, ep 4745, ts 115531, ar 10 027.4±005.5, 100 027.3±008.9, ex 100 0.2±0.1, ev 025.9±005.4\n",
      "\u001b[2Kel 00:24:11, ep 4856, ts 120737, ar 10 061.3±012.7, 100 048.9±016.5, ex 100 0.2±0.1, ev 051.9±019.3\n",
      "\u001b[2Kel 00:25:11, ep 4917, ts 126095, ar 10 088.6±028.7, 100 077.0±030.3, ex 100 0.1±0.0, ev 084.7±034.7\n",
      "\u001b[2Kel 00:26:11, ep 4981, ts 131018, ar 10 097.2±053.8, 100 083.2±037.1, ex 100 0.2±0.1, ev 103.6±039.7\n",
      "\u001b[2Kel 00:27:12, ep 5043, ts 136095, ar 10 067.0±023.8, 100 079.6±035.5, ex 100 0.2±0.0, ev 090.9±036.6\n",
      "\u001b[2Kel 00:28:12, ep 5113, ts 141154, ar 10 071.8±021.8, 100 073.7±019.7, ex 100 0.2±0.0, ev 078.1±014.0\n",
      "\u001b[2Kel 00:29:17, ep 5160, ts 146794, ar 10 277.7±133.1, 100 093.7±077.0, ex 100 0.2±0.0, ev 107.9±091.7\n",
      "\u001b[2Kel 00:30:02, ep 5170, ts 150923, ar 10 412.9±115.2, 100 127.0±127.6, ex 100 0.2±0.0, ev 142.8±138.0\n",
      "--> reached_max_minutes ✕\n",
      "Training complete.\n",
      "Final evaluation score 467.15±82.72 in 1709.67s training time, 1820.96s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000012, ar 10 012.0±000.0, 100 012.0±000.0, ex 100 0.4±0.0, ev 009.0±000.0\n",
      "\u001b[2Kel 00:01:01, ep 0122, ts 008475, ar 10 172.6±071.1, 100 079.5±075.3, ex 100 0.4±0.1, ev 199.4±102.0\n",
      "\u001b[2Kel 00:02:01, ep 0154, ts 015513, ar 10 220.0±056.3, 100 138.7±103.9, ex 100 0.3±0.1, ev 258.6±094.6\n",
      "\u001b[2Kel 00:03:01, ep 0175, ts 021061, ar 10 297.5±062.6, 100 186.7±104.0, ex 100 0.2±0.1, ev 282.1±090.5\n",
      "\u001b[2Kel 00:04:02, ep 0197, ts 026345, ar 10 233.9±065.7, 100 219.9±091.3, ex 100 0.2±0.1, ev 301.6±084.4\n",
      "\u001b[2Kel 00:05:06, ep 0213, ts 031711, ar 10 401.5±080.4, 100 247.4±098.5, ex 100 0.2±0.0, ev 324.6±095.0\n",
      "\u001b[2Kel 00:06:07, ep 0225, ts 037142, ar 10 443.1±116.9, 100 283.5±114.6, ex 100 0.2±0.0, ev 345.8±107.3\n",
      "\u001b[2Kel 00:07:10, ep 0241, ts 042511, ar 10 414.3±144.6, 100 300.6±126.7, ex 100 0.2±0.0, ev 373.6±116.9\n",
      "\u001b[2Kel 00:08:10, ep 0254, ts 047785, ar 10 387.5±124.9, 100 322.7±132.8, ex 100 0.2±0.0, ev 398.0±118.3\n",
      "\u001b[2Kel 00:09:12, ep 0267, ts 053628, ar 10 435.5±108.0, 100 350.6±135.8, ex 100 0.2±0.0, ev 421.4±112.3\n",
      "\u001b[2Kel 00:10:15, ep 0280, ts 059545, ar 10 456.8±091.1, 100 372.7±138.6, ex 100 0.2±0.0, ev 449.5±096.9\n",
      "\u001b[2Kel 00:11:10, ep 0293, ts 064692, ar 10 406.2±150.4, 100 394.2±138.7, ex 100 0.2±0.0, ev 475.4±071.7\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 632.94s training time, 690.34s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000012, ar 10 012.0±000.0, 100 012.0±000.0, ex 100 0.2±0.0, ev 011.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0131, ts 007898, ar 10 166.4±056.3, 100 071.7±058.6, ex 100 0.4±0.1, ev 212.9±086.7\n",
      "\u001b[2Kel 00:02:01, ep 0174, ts 015106, ar 10 214.9±084.9, 100 127.0±074.3, ex 100 0.3±0.1, ev 214.6±078.4\n",
      "\u001b[2Kel 00:03:03, ep 0195, ts 021079, ar 10 307.3±124.0, 100 174.3±102.1, ex 100 0.2±0.1, ev 259.2±117.2\n",
      "\u001b[2Kel 00:04:03, ep 0207, ts 026571, ar 10 494.5±016.5, 100 219.2±136.3, ex 100 0.2±0.1, ev 291.1±137.0\n",
      "\u001b[2Kel 00:05:06, ep 0219, ts 032133, ar 10 460.0±120.0, 100 261.9±152.7, ex 100 0.2±0.0, ev 326.6±146.2\n",
      "\u001b[2Kel 00:06:10, ep 0232, ts 037842, ar 10 436.4±138.2, 100 298.6±161.9, ex 100 0.2±0.0, ev 361.5±144.8\n",
      "\u001b[2Kel 00:07:13, ep 0244, ts 043290, ar 10 479.8±060.6, 100 337.3±159.9, ex 100 0.2±0.0, ev 396.6±137.7\n",
      "\u001b[2Kel 00:08:17, ep 0256, ts 049040, ar 10 500.0±000.0, 100 374.6±153.1, ex 100 0.2±0.0, ev 429.5±121.0\n",
      "\u001b[2Kel 00:09:21, ep 0268, ts 054925, ar 10 488.5±034.5, 100 412.8±135.5, ex 100 0.2±0.0, ev 463.3±091.1\n",
      "\u001b[2Kel 00:09:44, ep 0272, ts 056925, ar 10 500.0±000.0, 100 422.8±130.7, ex 100 0.2±0.0, ev 475.1±074.2\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 551.45s training time, 604.56s wall-clock time.\n",
      "\n",
      "\u001b[2Kel 00:00:00, ep 0000, ts 000039, ar 10 039.0±000.0, 100 039.0±000.0, ex 100 0.4±0.0, ev 038.0±000.0\n",
      "\u001b[2Kel 00:01:00, ep 0121, ts 008058, ar 10 162.4±078.2, 100 075.3±065.9, ex 100 0.4±0.1, ev 216.7±089.3\n",
      "\u001b[2Kel 00:02:04, ep 0162, ts 015542, ar 10 243.1±131.8, 100 135.6±089.3, ex 100 0.3±0.1, ev 219.5±083.3\n",
      "\u001b[2Kel 00:03:08, ep 0182, ts 021733, ar 10 343.2±163.8, 100 188.8±117.0, ex 100 0.2±0.1, ev 274.5±127.8\n",
      "\u001b[2Kel 00:04:12, ep 0198, ts 027564, ar 10 407.8±161.2, 100 229.7±139.8, ex 100 0.2±0.0, ev 317.1±146.5\n",
      "\u001b[2Kel 00:05:15, ep 0211, ts 033310, ar 10 424.6±151.1, 100 268.8±157.8, ex 100 0.2±0.0, ev 345.7±155.8\n",
      "\u001b[2Kel 00:06:16, ep 0225, ts 038808, ar 10 414.1±137.0, 100 301.9±163.2, ex 100 0.2±0.0, ev 390.4±146.7\n",
      "\u001b[2Kel 00:07:19, ep 0237, ts 044502, ar 10 469.4±063.8, 100 340.3±161.9, ex 100 0.2±0.0, ev 430.2±123.4\n",
      "\u001b[2Kel 00:08:19, ep 0250, ts 050042, ar 10 404.0±146.7, 100 372.1±156.6, ex 100 0.2±0.0, ev 465.9±092.4\n",
      "\u001b[2Kel 00:08:35, ep 0253, ts 051542, ar 10 435.3±129.4, 100 382.8±152.7, ex 100 0.2±0.0, ev 475.2±078.2\n",
      "--> reached_goal_mean_reward ✓\n",
      "Training complete.\n",
      "Final evaluation score 500.00±0.00 in 483.03s training time, 535.03s wall-clock time.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "per_results = []\n",
    "best_agent, best_eval_score = None, float('-inf')\n",
    "for seed in SEEDS:\n",
    "    environment_settings = {\n",
    "        'env_name': 'CartPole-v1',\n",
    "        'gamma': 1.00,\n",
    "        'max_minutes': 30,\n",
    "        'max_episodes': 10000,\n",
    "        'goal_mean_100_reward': 475\n",
    "    }\n",
    "\n",
    "    value_model_fn = lambda nS, nA: FCDuelingQ(nS, nA, hidden_dims=(512,128))\n",
    "    value_optimizer_fn = lambda net, lr: optim.RMSprop(net.parameters(), lr=lr)\n",
    "    value_optimizer_lr = 0.0005\n",
    "    max_gradient_norm = float('inf')\n",
    "\n",
    "    training_strategy_fn = lambda: EGreedyExpStrategy(init_epsilon=1.0,  \n",
    "                                                      min_epsilon=0.3, \n",
    "                                                      decay_steps=20000)\n",
    "    evaluation_strategy_fn = lambda: GreedyStrategy()\n",
    "\n",
    "    # replay_buffer_fn = lambda: ReplayBuffer(max_size=10000, batch_size=64)\n",
    "    # replay_buffer_fn = lambda: PrioritizedReplayBuffer(\n",
    "    #     max_samples=10000, batch_size=64, rank_based=True, \n",
    "    #     alpha=0.6, beta0=0.1, beta_rate=0.99995)\n",
    "    replay_buffer_fn = lambda: PrioritizedReplayBuffer(\n",
    "        max_samples=20000, batch_size=64, rank_based=False,\n",
    "        alpha=0.6, beta0=0.1, beta_rate=0.99995)\n",
    "    n_warmup_batches = 5\n",
    "    update_target_every_steps = 1\n",
    "    tau = 0.1\n",
    "\n",
    "    env_name, gamma, max_minutes, \\\n",
    "    max_episodes, goal_mean_100_reward = environment_settings.values()\n",
    "    agent = PER(replay_buffer_fn, \n",
    "                value_model_fn, \n",
    "                value_optimizer_fn, \n",
    "                value_optimizer_lr,\n",
    "                max_gradient_norm,\n",
    "                training_strategy_fn,\n",
    "                evaluation_strategy_fn,\n",
    "                n_warmup_batches,\n",
    "                update_target_every_steps,\n",
    "                tau)\n",
    "\n",
    "    make_env_fn, make_env_kargs = get_make_env_fn(env_name=env_name)\n",
    "    result, final_eval_score, training_time, wallclock_time = agent.train(\n",
    "        make_env_fn, make_env_kargs, seed, gamma, max_minutes, max_episodes, goal_mean_100_reward)\n",
    "    per_results.append(result)\n",
    "    if final_eval_score > best_eval_score:\n",
    "        best_eval_score = final_eval_score\n",
    "        best_agent = agent\n",
    "per_results = np.array(per_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>PER Agent progression</h2>\n",
       "        <h3>Episode 0</h3>\n",
       "        <img 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/>\n",
       "        <h3>Episode 63</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Episode 126</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Episode 189</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Episode 253</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_agent.demo_progression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Fully-trained PER Agent</h2>\n",
       "        <h3>Trial 0</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Trial 1</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />\n",
       "        <h3>Trial 2</h3>\n",
       "        <img src=\"data:image/gif;base64,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\" />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_agent.demo_last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "per_max_t, per_max_r, per_max_s, per_max_sec, per_max_rt = np.max(per_results, axis=0).T\n",
    "per_min_t, per_min_r, per_min_s, per_min_sec, per_min_rt = np.min(per_results, axis=0).T\n",
    "per_mean_t, per_mean_r, per_mean_s, per_mean_sec, per_mean_rt = np.mean(per_results, axis=0).T\n",
    "per_x = np.arange(np.max(\n",
    "    (len(per_mean_s), len(dueling_ddqn_mean_s))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2160 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5, 1, figsize=(15,30), sharey=False, sharex=True)\n",
    "\n",
    "# Dueling DDQN\n",
    "axs[0].plot(dueling_ddqn_max_r, 'r', linewidth=1)\n",
    "axs[0].plot(dueling_ddqn_min_r, 'r', linewidth=1)\n",
    "axs[0].plot(dueling_ddqn_mean_r, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[0].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_r, dueling_ddqn_max_r, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[1].plot(dueling_ddqn_max_s, 'r', linewidth=1)\n",
    "axs[1].plot(dueling_ddqn_min_s, 'r', linewidth=1)\n",
    "axs[1].plot(dueling_ddqn_mean_s, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[1].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_s, dueling_ddqn_max_s, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[2].plot(dueling_ddqn_max_t, 'r', linewidth=1)\n",
    "axs[2].plot(dueling_ddqn_min_t, 'r', linewidth=1)\n",
    "axs[2].plot(dueling_ddqn_mean_t, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[2].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_t, dueling_ddqn_max_t, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[3].plot(dueling_ddqn_max_sec, 'r', linewidth=1)\n",
    "axs[3].plot(dueling_ddqn_min_sec, 'r', linewidth=1)\n",
    "axs[3].plot(dueling_ddqn_mean_sec, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[3].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_sec, dueling_ddqn_max_sec, facecolor='r', alpha=0.3)\n",
    "\n",
    "axs[4].plot(dueling_ddqn_max_rt, 'r', linewidth=1)\n",
    "axs[4].plot(dueling_ddqn_min_rt, 'r', linewidth=1)\n",
    "axs[4].plot(dueling_ddqn_mean_rt, 'r:', label='Dueling DDQN', linewidth=2)\n",
    "axs[4].fill_between(\n",
    "    dueling_ddqn_x, dueling_ddqn_min_rt, dueling_ddqn_max_rt, facecolor='r', alpha=0.3)\n",
    "\n",
    "# PER\n",
    "axs[0].plot(per_max_r, 'k', linewidth=1)\n",
    "axs[0].plot(per_min_r, 'k', linewidth=1)\n",
    "axs[0].plot(per_mean_r, 'k', label='PER', linewidth=2)\n",
    "axs[0].fill_between(per_x, per_min_r, per_max_r, facecolor='k', alpha=0.3)\n",
    "\n",
    "axs[1].plot(per_max_s, 'k', linewidth=1)\n",
    "axs[1].plot(per_min_s, 'k', linewidth=1)\n",
    "axs[1].plot(per_mean_s, 'k', label='PER', linewidth=2)\n",
    "axs[1].fill_between(per_x, per_min_s, per_max_s, facecolor='k', alpha=0.3)\n",
    "\n",
    "axs[2].plot(per_max_t, 'k', linewidth=1)\n",
    "axs[2].plot(per_min_t, 'k', linewidth=1)\n",
    "axs[2].plot(per_mean_t, 'k', label='PER', linewidth=2)\n",
    "axs[2].fill_between(per_x, per_min_t, per_max_t, facecolor='k', alpha=0.3)\n",
    "\n",
    "axs[3].plot(per_max_sec, 'k', linewidth=1)\n",
    "axs[3].plot(per_min_sec, 'k', linewidth=1)\n",
    "axs[3].plot(per_mean_sec, 'k', label='PER', linewidth=2)\n",
    "axs[3].fill_between(per_x, per_min_sec, per_max_sec, facecolor='k', alpha=0.3)\n",
    "\n",
    "axs[4].plot(per_max_rt, 'k', linewidth=1)\n",
    "axs[4].plot(per_min_rt, 'k', linewidth=1)\n",
    "axs[4].plot(per_mean_rt, 'k', label='PER', linewidth=2)\n",
    "axs[4].fill_between(per_x, per_min_rt, per_max_rt, facecolor='k', alpha=0.3)\n",
    "\n",
    "# ALL\n",
    "axs[0].set_title('Moving Avg Reward (Training)')\n",
    "axs[1].set_title('Moving Avg Reward (Evaluation)')\n",
    "axs[2].set_title('Total Steps')\n",
    "axs[3].set_title('Training Time')\n",
    "axs[4].set_title('Wall-clock Time')\n",
    "plt.xlabel('Episodes')\n",
    "axs[0].legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "per_root_dir = os.path.join(RESULTS_DIR, 'per')\n",
    "not os.path.exists(per_root_dir) and os.makedirs(per_root_dir)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'x'), per_x)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'max_r'), per_max_r)\n",
    "np.save(os.path.join(per_root_dir, 'min_r'), per_min_r)\n",
    "np.save(os.path.join(per_root_dir, 'mean_r'), per_mean_r)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'max_s'), per_max_s)\n",
    "np.save(os.path.join(per_root_dir, 'min_s'), per_min_s )\n",
    "np.save(os.path.join(per_root_dir, 'mean_s'), per_mean_s)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'max_t'), per_max_t)\n",
    "np.save(os.path.join(per_root_dir, 'min_t'), per_min_t)\n",
    "np.save(os.path.join(per_root_dir, 'mean_t'), per_mean_t)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'max_sec'), per_max_sec)\n",
    "np.save(os.path.join(per_root_dir, 'min_sec'), per_min_sec)\n",
    "np.save(os.path.join(per_root_dir, 'mean_sec'), per_mean_sec)\n",
    "\n",
    "np.save(os.path.join(per_root_dir, 'max_rt'), per_max_rt)\n",
    "np.save(os.path.join(per_root_dir, 'min_rt'), per_min_rt)\n",
    "np.save(os.path.join(per_root_dir, 'mean_rt'), per_mean_rt)"
   ]
  }
 ],
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