01.A2C.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration for Colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "IN_COLAB = \"google.colab\" in sys.modules\n",
    "\n",
    "if IN_COLAB:\n",
    "    !apt install python-opengl\n",
    "    !apt install ffmpeg\n",
    "    !apt install xvfb\n",
    "    !pip install pyvirtualdisplay\n",
    "    from pyvirtualdisplay import Display\n",
    "    \n",
    "    # Start virtual display\n",
    "    dis = Display(visible=0, size=(600, 400))\n",
    "    dis.start()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 01. A2C\n",
    "[Mnih, Volodymyr, et al. \"Asynchronous methods for deep reinforcement learning.\" International conference on machine learning. 2016.](http://proceedings.mlr.press/v48/mniha16.pdf)\n",
    "\n",
    "### Actor-Critic\n",
    "\n",
    "*Actor critic* method is one of the popular *policy optimization* algorithms. This approach maximizes the expected return by pushing up the probabilities of actions that receive higher returns. Let $\\pi_\\theta$ denote a policy with parameters $\\theta$. The policy gradient of performance $\\mathcal{J}(\\pi_\\theta)$ is\n",
    "\n",
    "$$ \\nabla_\\theta \\mathcal{J}(\\pi_\\theta) = \\underset{\\tau\\sim\\pi_\\theta}{\\mathbb{E}}\\left[ \\sum^T_{t=0} \\nabla_\\theta \\log \\pi_\\theta(a_t|s_t)A^{\\pi_\\theta}(s_t, a_t) \\right],$$\n",
    "\n",
    "where $\\tau$ is a trajectory and $A^{\\pi_\\theta}$ is the advantage function for reducing variance of values. The *policy gradient algorithm* updates the parameters by adding this gradient.\n",
    "\n",
    "$$\\theta_{k+1} = \\theta_k + \\alpha \\nabla_\\theta \\mathcal{J}(\\pi_{\\theta_k}),$$\n",
    "\n",
    "where $\\alpha$ is a learning rate. The agent is trained in an on-policy way because the parameters are updated by the current policy. We call the policy *Actor* which predicts probabilities of actions in each state, and call the value function *Critic* that predicts values of all state-action pairs. \n",
    "\n",
    "\n",
    "### Advantage Function\n",
    "\n",
    "The advantage function effectively reduces the variance of values and is defined as follows.\n",
    "\n",
    "$$ A(s,a) = Q(s,a) - V(s) $$\n",
    "\n",
    "From this formula, we can replace Q with $r+\\gamma V(s')$ and redefine Advantage function without using Action-Value function.\n",
    "\n",
    "$$ A(s,a) = r + \\gamma V(s') - V(s) $$\n",
    "\n",
    "\n",
    "### Maximization Entropy\n",
    "\n",
    "Entropy is a measure of unpredictability or a measure of randomness. If we have actions with almost equal probabilities, the entropy over the actions will be the largest because it's completely unpredictable which action will be chosen. In view of the fact, we can encourage exploration by adding entropy maximization term to the loss function. The entropy $H$ with respect to the probability $p$ over actions is\n",
    "\n",
    "$$ H(P) = - \\sum_a p(a) \\log p(a) $$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## import module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "from typing import List, Tuple\n",
    "\n",
    "import gym\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from IPython.display import clear_output\n",
    "from torch.distributions import Normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set random seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "if torch.backends.cudnn.enabled:\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "\n",
    "seed = 777\n",
    "torch.manual_seed(seed)\n",
    "np.random.seed(seed)\n",
    "random.seed(seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network\n",
    "We will use two separated networks for actor and critic respectively. The actor network consists of one fully connected hidden layer with ReLU branched out two fully connected output layers for mean and standard deviation of Normal distribution. Pendulum-v0 has only one action which has a range from -2 to 2. In order to fit the range, the actor outputs the mean value that is multiplied by 2 after tanh. On the one hand, the critic network has two fully connected layers as a hidden layer (ReLU) and an output layer. One thing to note is that we initialize the last layers' weights and biases as uniformly distributed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def initialize_uniformly(layer: nn.Linear, init_w: float = 3e-3):\n",
    "    \"\"\"Initialize the weights and bias in [-init_w, init_w].\"\"\"\n",
    "    layer.weight.data.uniform_(-init_w, init_w)\n",
    "    layer.bias.data.uniform_(-init_w, init_w)\n",
    "\n",
    "\n",
    "class Actor(nn.Module):\n",
    "    def __init__(self, in_dim: int, out_dim: int):\n",
    "        \"\"\"Initialize.\"\"\"\n",
    "        super(Actor, self).__init__()\n",
    "        \n",
    "        self.hidden1 = nn.Linear(in_dim, 128)\n",
    "        self.mu_layer = nn.Linear(128, out_dim)     \n",
    "        self.log_std_layer = nn.Linear(128, out_dim)   \n",
    "        \n",
    "        initialize_uniformly(self.mu_layer)\n",
    "        initialize_uniformly(self.log_std_layer)\n",
    "\n",
    "    def forward(self, state: torch.Tensor) -> torch.Tensor:\n",
    "        \"\"\"Forward method implementation.\"\"\"\n",
    "        x = F.relu(self.hidden1(state))\n",
    "        \n",
    "        mu = torch.tanh(self.mu_layer(x)) * 2\n",
    "        log_std = F.softplus(self.log_std_layer(x))\n",
    "        std = torch.exp(log_std)\n",
    "        \n",
    "        dist = Normal(mu, std)\n",
    "        action = dist.sample()\n",
    "        \n",
    "        return action, dist\n",
    "    \n",
    "class Critic(nn.Module):\n",
    "    def __init__(self, in_dim: int):\n",
    "        \"\"\"Initialize.\"\"\"\n",
    "        super(Critic, self).__init__()\n",
    "        \n",
    "        self.hidden1 = nn.Linear(in_dim, 128)\n",
    "        self.out = nn.Linear(128, 1)\n",
    "        \n",
    "        initialize_uniformly(self.out)\n",
    "\n",
    "    def forward(self, state: torch.Tensor) -> torch.Tensor:\n",
    "        \"\"\"Forward method implementation.\"\"\"\n",
    "        x = F.relu(self.hidden1(state))\n",
    "        value = self.out(x)\n",
    "        \n",
    "        return value"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A2C Agent\n",
    "Here is a summary of A2CAgent class.\n",
    "\n",
    "| Method           | Note                                                 |\n",
    "|---               |---                                                   |\n",
    "|select_action     | select an action from the input state.               |\n",
    "|step              | take an action and return the response of the env.   |\n",
    "|update_model      | update the model by gradient descent.                |\n",
    "|train             | train the agent during num_frames.                   |\n",
    "|test              | test the agent (1 episode).                          |\n",
    "|plot              | plot the training progresses.                        |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class A2CAgent:\n",
    "    \"\"\"A2CAgent interacting with environment.\n",
    "        \n",
    "    Atribute:\n",
    "        env (gym.Env): openAI Gym environment\n",
    "        gamma (float): discount factor\n",
    "        entropy_weight (float): rate of weighting entropy into the loss function\n",
    "        device (torch.device): cpu / gpu\n",
    "        actor (nn.Module): target actor model to select actions\n",
    "        critic (nn.Module): critic model to predict state values\n",
    "        actor_optimizer (optim.Optimizer) : optimizer of actor\n",
    "        critic_optimizer (optim.Optimizer) : optimizer of critic\n",
    "        transition (list): temporory storage for the recent transition\n",
    "        total_step (int): total step numbers\n",
    "        is_test (bool): flag to show the current mode (train / test)\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, env: gym.Env, gamma: float, entropy_weight: float):\n",
    "        \"\"\"Initialize.\"\"\"\n",
    "        self.env = env\n",
    "        self.gamma = gamma\n",
    "        self.entropy_weight = entropy_weight\n",
    "        \n",
    "        # device: cpu / gpu\n",
    "        self.device = torch.device(\n",
    "            \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "        )\n",
    "        print(self.device)\n",
    "        \n",
    "        # networks\n",
    "        obs_dim = env.observation_space.shape[0]\n",
    "        action_dim = env.action_space.shape[0]\n",
    "        self.actor = Actor(obs_dim, action_dim).to(self.device)\n",
    "        self.critic = Critic(obs_dim).to(self.device)\n",
    "        \n",
    "        # optimizer\n",
    "        self.actor_optimizer = optim.Adam(self.actor.parameters(), lr=1e-4)\n",
    "        self.critic_optimizer = optim.Adam(self.critic.parameters(), lr=1e-3)\n",
    "        \n",
    "        # transition (state, log_prob, next_state, reward, done)\n",
    "        self.transition: list = list()\n",
    "        \n",
    "        # total steps count\n",
    "        self.total_step = 0\n",
    "\n",
    "        # mode: train / test\n",
    "        self.is_test = False\n",
    "        \n",
    "    def select_action(self, state: np.ndarray) -> np.ndarray:\n",
    "        \"\"\"Select an action from the input state.\"\"\"\n",
    "        state = torch.FloatTensor(state).to(self.device)\n",
    "        action, dist = self.actor(state)\n",
    "        selected_action = dist.mean if self.is_test else action\n",
    "\n",
    "        if not self.is_test:\n",
    "            log_prob = dist.log_prob(selected_action).sum(dim=-1)\n",
    "            self.transition = [state, log_prob]\n",
    "        \n",
    "        return selected_action.clamp(-2.0, 2.0).cpu().detach().numpy()\n",
    "    \n",
    "    def step(self, action: np.ndarray) -> Tuple[np.ndarray, np.float64, bool]:\n",
    "        \"\"\"Take an action and return the response of the env.\"\"\"\n",
    "        next_state, reward, done, _ = self.env.step(action)\n",
    "        \n",
    "        if not self.is_test:\n",
    "            self.transition.extend([next_state, reward, done])           \n",
    "    \n",
    "        return next_state, reward, done\n",
    "    \n",
    "    def update_model(self) -> Tuple[torch.Tensor, torch.Tensor]:\n",
    "        \"\"\"Update the model by gradient descent.\"\"\"  \n",
    "        state, log_prob, next_state, reward, done = self.transition\n",
    "\n",
    "        # Q_t   = r + gamma * V(s_{t+1})  if state != Terminal\n",
    "        #       = r                       otherwise\n",
    "        mask = 1 - done\n",
    "        next_state = torch.FloatTensor(next_state).to(self.device)\n",
    "        pred_value = self.critic(state)\n",
    "        targ_value = reward + self.gamma * self.critic(next_state) * mask\n",
    "        value_loss = F.smooth_l1_loss(pred_value, targ_value.detach())\n",
    "        \n",
    "        # update value\n",
    "        self.critic_optimizer.zero_grad()\n",
    "        value_loss.backward()\n",
    "        self.critic_optimizer.step()\n",
    "\n",
    "        # advantage = Q_t - V(s_t)\n",
    "        advantage = (targ_value - pred_value).detach()  # not backpropagated\n",
    "        policy_loss = -advantage * log_prob\n",
    "        policy_loss += self.entropy_weight * -log_prob  # entropy maximization\n",
    "\n",
    "        # update policy\n",
    "        self.actor_optimizer.zero_grad()\n",
    "        policy_loss.backward()\n",
    "        self.actor_optimizer.step()\n",
    "\n",
    "        return policy_loss.item(), value_loss.item()\n",
    "    \n",
    "    def train(self, num_frames: int, plotting_interval: int = 200):\n",
    "        \"\"\"Train the agent.\"\"\"\n",
    "        self.is_test = False\n",
    "        \n",
    "        actor_losses, critic_losses, scores = [], [], []\n",
    "        state = self.env.reset()\n",
    "        score = 0\n",
    "        \n",
    "        for self.total_step in range(1, num_frames + 1):\n",
    "            action = self.select_action(state)\n",
    "            next_state, reward, done = self.step(action)\n",
    "            \n",
    "            actor_loss, critic_loss = self.update_model()\n",
    "            actor_losses.append(actor_loss)\n",
    "            critic_losses.append(critic_loss)\n",
    "            \n",
    "            state = next_state\n",
    "            score += reward\n",
    "            \n",
    "            # if episode ends\n",
    "            if done:         \n",
    "                state = env.reset()\n",
    "                scores.append(score)\n",
    "                score = 0                \n",
    "            \n",
    "            # plot\n",
    "            if self.total_step % plotting_interval == 0:\n",
    "                self._plot(self.total_step, scores, actor_losses, critic_losses)\n",
    "        self.env.close()\n",
    "    \n",
    "    def test(self):\n",
    "        \"\"\"Test the agent.\"\"\"\n",
    "        self.is_test = True\n",
    "        \n",
    "        state = self.env.reset()\n",
    "        done = False\n",
    "        score = 0\n",
    "        \n",
    "        frames = []\n",
    "        while not done:\n",
    "            frames.append(self.env.render(mode=\"rgb_array\"))\n",
    "            action = self.select_action(state)\n",
    "            next_state, reward, done = self.step(action)\n",
    "\n",
    "            state = next_state\n",
    "            score += reward\n",
    "        \n",
    "        print(\"score: \", score)\n",
    "        self.env.close()\n",
    "        \n",
    "        return frames\n",
    "    \n",
    "    def _plot(\n",
    "        self, \n",
    "        frame_idx: int, \n",
    "        scores: List[float], \n",
    "        actor_losses: List[float], \n",
    "        critic_losses: List[float], \n",
    "    ):\n",
    "        \"\"\"Plot the training progresses.\"\"\"\n",
    "        def subplot(loc: int, title: str, values: List[float]):\n",
    "            plt.subplot(loc)\n",
    "            plt.title(title)\n",
    "            plt.plot(values)\n",
    "\n",
    "        subplot_params = [\n",
    "            (131, f\"frame {frame_idx}. score: {np.mean(scores[-10:])}\", scores),\n",
    "            (132, \"actor_loss\", actor_losses),\n",
    "            (133, \"critic_loss\", critic_losses),\n",
    "        ]\n",
    "\n",
    "        clear_output(True)\n",
    "        plt.figure(figsize=(30, 5))\n",
    "        for loc, title, values in subplot_params:\n",
    "            subplot(loc, title, values)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Environment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see [the code](https://github.com/openai/gym/blob/master/gym/envs/classic_control/pendulum.py) and [configurations](https://github.com/openai/gym/blob/cedecb35e3428985fd4efad738befeb75b9077f1/gym/envs/__init__.py#L81) of Pendulum-v0 from OpenAI's repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "env_id = \"Pendulum-v0\"\n",
    "env = gym.make(env_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "num_frames = 100000\n",
    "gamma = 0.9\n",
    "entropy_weight = 1e-2\n",
    "\n",
    "agent = A2CAgent(env, gamma, entropy_weight)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "agent.train(num_frames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score:  -135.17415452820998\n"
     ]
    }
   ],
   "source": [
    "# test\n",
    "if IN_COLAB:\n",
    "    agent.env = gym.wrappers.Monitor(agent.env, \"videos\", force=True)\n",
    "frames = agent.test()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Render"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src = this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <img id=\"_anim_imgCCKTXUBQDPLJZZXF\">\n",
       "    <br>\n",
       "    <input id=\"_anim_sliderCCKTXUBQDPLJZZXF\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" onchange=\"animCCKTXUBQDPLJZZXF.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.slower()\">&#8211;</button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.first_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.previous_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgyTCyQ6wAAANRJREFUKM9jYBjO4AiUfgzFGGAp4+yayUvX6jMwMDCsYmBgOCS4OAOrSYmMgcc8/pd5Q3irC+Neh/1AlmeBMVgZmP8yMLD8/c/cqv9r90whzv/MX7Eq/MfAwMDIwCuZdfSV8U8WDgZGRmYGrAoZGRgY/jO8b3sj/J2F6T8j4z80pzEhmIwMjAxsSbqqlkeZGP//Z8SlkJnhPwMjwx/Guoe1NhmRwk+YGH5jV8jOwMPHzcDBysAwh8FrxQwtPU99HrwBXsnAwMDAsJiBgYGBoZ1xmKYqALHhMpn1o7igAAAAAElFTkSuQmCC\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.reverse_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.pause_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkR91DQ2AAAAKtJREFUKM9jYCANTEVib2K4jcRbzQihGWEC00JuNjN8Z2Q0Zo3VYWA4lL005venH9+c3ZK5IfIsMIXMBtc12Bj+MMgxMDAwMPzWe2TBzPCf4SLcZCYY4/9/RgZGBiaYFf8gljFhKiQERhUOeoX/Gf8y/GX4y/APmlj+Mfxj+MfwH64Qnnq0zr9fyfLrPzP3eQYGBobvk5x4GX4xMIij23gdib0cRWYHiVmAAQDK5ircshCbHQAAAABJRU5ErkJggg==\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.play_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.next_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkd/uac8wAAAMhJREFUKM9jYBie4DEUQ8B+fEq3+3UrMzAwMFxjYGBgYJizYubaOUxYFUaXh/6vWfRfEMIL/+//P5gZJoei4/f/7wxnY1PeNUXdE2RgYGZgYoCrY2BBVsjKwMDAwvCS4f3SG/dXxm5gYESSQ1HIwvCPgZmB8f8Pxv+Kxxb/YfiPJIdi9T8GJgaG/38ZFd4Fx0xUYsZt4h8GBgb2D2bLy7KnMTAwMEIxFoVCXIYr1IoDnkF4XAysqNIwUMDAwMDAsADKS2NkGL4AAIARMlfNIfZMAAAAAElFTkSuQmCC\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.last_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCCKTXUBQDPLJZZXF.faster()\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_selectCCKTXUBQDPLJZZXF\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\" value=\"once\" > Once </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"loop\" checked> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"reflect\" > Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgCCKTXUBQDPLJZZXF\";\n",
       "    var slider_id = \"_anim_sliderCCKTXUBQDPLJZZXF\";\n",
       "    var loop_select_id = \"_anim_loop_selectCCKTXUBQDPLJZZXF\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,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\"\n",
       "  frames[1] = \"data:image/png;base64,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\"\n",
       "  frames[2] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACP9JREFUeJzt3UGLXHUWxuHz7zY0gwQCCr1TslJDL9SoY9CFEF0IESTowlG/gyAyoFs3bgJ+BQNDgriQbhAXA0LAoIyELELAMIorJSRGg86gxrqziF2TNFVtJV1Vt9/u54FAikrfOpvil3Pv7arWdV1XABBmoe8BAOB2CBgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgMGMff/99/XRRx/VyspKLSx4y8G03NH3ALCTnD9/vg4cOND3GLArCBhMyeLiYg0Gg+Hj7777rpaXl3ucCHY25zNgixYWFqq1VoPBoF5++eXquq66rhMvmDEbGGxBa23498FgcNNjYLZsYHAbWmvVWqu33npruHGJF8xX67qu63sISLIeqscee6w+++yznqeB3csGBrfgiSeeqKqq1dVV8YKeuQYGE1rfvHbzSYsvnnvupscHV1d7mgQEDCay/gvI7777bs+TzNfGYI16XsToi2tgMIHWWu3bt6+uXLnS9ygz92fRGkXE6IOAwZ9ordX+/fvrq6++6nuUqbudWI0jYsybU4iwiZdeeqmqasfEa5rBgr7ZwGATO+HGjXlFywbGvNnAYIxnnnmmqq5/mnwSWxa7hQ0Mxmit1Z133lk//fRT36OMtJ1CZfuiDzYwGOGBBx6oqqqrV6/2PMnNtlO0oG82MBhhu1z7SgiW7Yu+2MBgjOPHj8/19bYaq0fW1upfR45MaZrxBIvtQsBgjFdeeWWmx5/mdjWY4aYoWGxXAgZzNKtTgk99/HFVVf3j66/rb/v3b/l4okUCAYMNLly4MJPjzvJ61n+uXauqqmPnzt1WwASLRAIGG7z44otTP+Z2uhlDrNgp3IUIG7TW6vHHH6/Tp09P5Xg3xuuRtbWbnpvGTRd//+KL+ue33w4f/2VxsU49++zwsWCxU9nAYITDhw/3PcLEboxXVdV/f/9dtNgVfCMzjPDzzz/3PcJE/v3qq1VV9c4771RV1bU/roXBbmADgxE++eSTvkcY68bt6q933FFd1w1v+V9cXKyu6+qbb76pe++9t68RYS5cA4MNVlZW6ty5c1P9FI6t3MQxyenABx98sM6ePTucueu64aeJwE4lYLDBl19+Wffdd9/UP0Zqkojd7rWr7fLRVzBPAgYjtNZmEoONEZvWzRYCxm4kYDDCrAI2K621evTRR+vzzz/vexSYG3chwhgnTpzoe4Rb8sEHH/Q9AsyVDQxGSDold+3atdqzZ0/ErDBNNjAY4eGHH+57hInt2bOn7rnnnr7HgLmzgcEYrbXat29fXblype9RNpV2vQ6mxQYGYzz99NP1ww8/1I8//tj3KGP5XS92MxsYbGI7Xwu7ePFiLS8v1969e+vq1at9jwNzZwODTRw9erTvEcZaXl6uqhIvdi0Bg02s35p+//339zzJaK/+8WG+sBs5hQgTaK3VXXfdVZcuXep7lKq6Ps8LL7xQ77//ft+jQG9sYDCB1lpdvny5jh071vcow+ty4sVuJ2AwgcFgUFVVr7/+eq9zrMfrjTfe6HUO2A58HxhMqOu6WllZqdZara6u1pEjR+b6+gsL1/+/ORgM3D4P5RoY3LL1eBw6dKg+/fTTub6mtyv8n1OIcIvWI3L69Ol6++23Z/paJ0+eHMbrzTffnOlrQRobGGzBjafypvlW+vDDD+v555+vquu3yr/33ntTOzbsFAIGW3RjxLYam19//bWWlpaGj709YTynEGGLuq6rrutqYWGhjh8/Xq21aq3VxYsXJ/r5y5cvD39mPV6HDx8WL/gTNjCYojNnzmz6VSxLS0v1yy+/jH3+ySefrFOnTs1iNNhxbGAwRQ899NBwI1v/c+nSpVpbW6uDBw/W0tJS3X333fXaa6/VhQsX6rfffrvp34oXTM4GBkAkGxgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAET6H8934ywv7im/AAAAAElFTkSuQmCC\"\n",
       "  frames[3] = \"data:image/png;base64,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\"\n",
       "  frames[4] = \"data:image/png;base64,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\"\n",
       "  frames[5] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACMZJREFUeJzt3c+L1fUex/H3d8YhE2RWMYtwZzQh0qILcvNHgrqQnFUuddFOgruWNnd3+wduLVq0uPvgGlbCDCgo1eC1TQiF6EJpoVAQgyGYnXMXeSadztgZPed859V5PED0HIfv9705PP18vt/ztel2u90CgDBTbQ8AAE9DwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDEbsxo0b9eGHH9ZLL71UU1M+cjAsW9oeAP5Kvvzyy9q7d2/bY8BEEDAYgk6nU9PT04+91+12W5oGJoP9DHhGU1NTq/E6ffp0dbtd8YIxsAKDZ9A0zervnU6n5WlgsliBwVNomqaapqn333+/ut2ueEELmq69DtiQ3qrryJEjtbi42PI0MLlsIcIGzM/PV1XVpUuXat++fS1PA5NNwGBAvZWXTQvYHFwDgwH04nXmzJmWJwF6XAODATRNU3Nzc3X79u22RwEesgKDP9E0Te3Zs0e8YJMRMHiCN954o6qqlpeXW54EWMsWIjyBGzdg87ICg3X0bplfWVlpeRKgHyswWEfTNDU7O1s//fRT26MAfQgY9LF9+/a6e/dudTqd1W1EYHMRMOjDta/ffL2w8Kc/89rZs2OYBP5IwKCPpmnq4sWLtX///rZHGVjTNHXl2LHWzi9kjJtHScE62ozXICufR3U2wb9Dv15YEDHGSsBgjDYapkEdfvhU/H9/+23945VXRnIO2GzcRg9rXLhwYSTHHVW8qqpWfvmlqqr+c+PGyM4Bm42AwRqnTp2qmZmZoR5zlPFa68Em2E6EcbCFCGtcu3atDh8+PLTjPRqvv3366WN/N4ybLv71zTePvf77Z5/V/1q8mQPGxQoM+jh69GjbIwzsv7duPfba+otJIWDQx927d9seYSBXfvyxqqr++eqrVVV1+c03W5vFHYiMm4BBH0tLS22PMJB3lpfryrFjdfNhcKcefhfs6hgff/Xa2bPiRSt8kRnW2LlzZ926davu378/tGOO+iaOd5aX6/IPPwz1i8yixGYnYLDG+fPn69ChQ0N/jNQoI9a7OcTHmUkiYNBH0zQjicGfRexpVz2e3cgkEjDoY1QBG5Wmaerll1+u7777ru1RYGzcxAHr+Oqrr9oeYUM++eSTtkeAsbICgz7StuTSVowwDFZg0McLL7zQ9ggD27p1a83NzbU9BoydFRiso2mampubq9u3b7c9yhM1TeN/jmYiWYHBOubn5+vOnTv1888/tz3KunrREi8mkRUYPMFmvha2srJSs7OztXXr1rp3717b48DYWYHBE7z++uttj7Cu2dnZqirxYmIJGDzBF198UVVVBw4caHmS/g4ePNj2CNAaW4gwgKZp6sUXX6zvv/++7VGq6rd59u/fXxcvXmx7FGiNgMEAetfCPv7443rrrbc2xSw+ukw6W4gwgF4sjh8/3uocvXidOHGi1TlgM9jS9gCQotvt1o4dO6ppmrp06VLt27dvrOefnp6uqqoHDx6s/hkmmS1E2KDeKujo0aP1+eefj/WcPq7wO1uIsEG9iJw7d64++uijkZ5rcXFxNV5vv/32SM8FaazA4Bk8+iSMTqcztONevny59uzZU1VVR44cqcXFxaEdG/4qBAye0aOPcXr33Xfrvffee+pj/frrr7Vly++Xpn08YX0CBkOwNjxVG4vPc889V/fv3199vWvXrrp69erQ5oO/ItfAYAimp6er2+3W0tLS6ntN0/zh17Zt22pqauoP7/fitXv37up2u+IFA7ACgxG7fv16LS0t1QcffFA3b96smZmZWlhYqJMnT9bevXvr+eefb3tEiCRgAESyhQhAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJH+D1rNqf2n0m3TAAAAAElFTkSuQmCC\"\n",
       "  frames[6] = \"data:image/png;base64,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\"\n",
       "  frames[7] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACTtJREFUeJzt3c1rXXUex/HvuZmKKVSQFAS7G3GoUFBMbUEURCk+NAX9E2YhtBs3w6xklk4Xs+nKleBO6KZSbR2IoMXShSFtFrUFQWfjAxaKD1UCtZgzizGZJN40N81NTj7p6wWB3pvm3G8Xt+/8zvnde5u2bdsCgDC9rgcAgDshYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBhvs22+/rZMnT9bevXur1/OUg2H5U9cDwHYyMzNTjz/+eNdjwF1BwGBIer1etW27cHt2drZGR0c7nAi2N+czYJ16vV41TVNt29bRo0erbdtq21a8YINZgcE6NE2z8OfFqy9g41mBwR1omqaapqnjx48vrLiAzdW0nnmwJvOrrqeffro++eSTjqeBu5cVGKzB/A7DyclJ8YKOuQYGA5pfeTlpAVuDFRgMYD5eb7/9dseTAPNcA4MBNE1TY2Njdf369a5HAX5nBQaraJqmHnnkEfGCLUbA4DYmJiaqqurq1asdTwIs5xQi3IaNG7B1WYHBCg4ePFhVVT/++GPHkwD9WIHBCpqmqV27dtWNGze6HgXowwoM+njwwQerquqnn37qeBJgJVZg0IdrX7D1WYHBCt57772uR1iTxe+MD3cDKzDoY/7zvVLMzc3VyMhI1MywXt4LETbRxSNH/nDf+Pvvr/u4999/f1VVvfHGG/X666+v+3iQwAoMlrl06VKNj48PfTXTL14rWWvUfLAmdyMBg2X27dtXV65cGWoI1hKvQSwPnIBxNxIwWKZpmnrqqafq/PnzQzne4njtP3Nmyfemf3+rqvX4x8xM/fubbxZu79ixo3799dd1Hxe2OrsQoY8XXnih6xEGtjheVVW3bt2qi0eODH3VB1uNTRzQxy+//NL1CAM5f+1aVVX9fd+++tdnn9XU4cN14OzZhe+vFrFhbCCBrggY9PHhhx/W8ePHux5jVX+bnq7piYn65+XLVVXVa5qanpio//z8c/15165Vf36jdkXCZnANDJbZu3dvff7551t6E8dyf71woS7/8MPCNbW2qob5smZRYysSMFjm4sWLtX///k630a/V/OaQYWwKWStxoys2ccAy4+PjG3Pcbfofvc0idMU1MNhE/SI2rAD85b77hnKcO3HxyJFtG2i2LqcQoY+maers2bP10ksvdfL4a43a/jNn6vSzz9aenTs3aKLBiBibyQoMVnD48OHO3tVitRAsDtz8hF3HCzabgEEfDz30UH355Zddj7GixYEbGRmpPXv2dDgNdEPAoI8vvviimqap3bt31/Xr17se57bm5ubqq6++6vt5YDZYsJ25BgYrOHjwYE1NTdWNGzdq1wAvCu7Cej85epiBc/2LzSZgcBvrDcRG+v7772tsbKxGR0drdnZ2aMe9k6iJF10QMLiN559/viYnJ7dkwDYzrreLmnjRFQGDVTRNU4899ljNzMx0PcoSTdPUyy+/XO+++27Xo0AnBAwG0DRNPfDAA/Xdd991PUpV/W+eF198sT744IOuR4HOeCspGNC1a9fqrbfe6nqMhVOH4sXdTsBgAPMnKl599dVO55iP17FjxzqdA7YCrwODAbVtWw8//HA1TVOTk5N16NChTX38kZGRqqr67bffqtfzuye4BgZrNL8KeuaZZ+rjjz/e1Mf0dIX/82scrNF8RM6dO1cnTpzY0Mc6ffr0Qrxee+21DX0sSGMFBuuw+O2bhvlU+uijj+q5556rqqpXXnmlTp06NbRjw3YhYLBOiyN27NixevPNN+/4WLdu3ap77rln4banJ6xMwGBIer3ekuDMzs7W6Ojoqj938+bNuvfee5fcd+DAgfr000+HPiNsJ66BwZDMzc3VhQsXFm7v3LmzmqZZ8jU6OvqH+xbH64knnqi2bcULBiBgMERPPvlktW275Ovrr7+ud955px599NHasWNHjY2N1dGjR2t6erpu3ry55O9OTU11/U+AGE4hAhDJCgyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACL9F0KH88YpKIQZAAAAAElFTkSuQmCC\"\n",
       "  frames[8] = \"data:image/png;base64,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\"\n",
       "  frames[9] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACMtJREFUeJzt3TuLVGkex/H/8dbeRUETTVwG8YaJl0CEUZzFRFMDE9lkDRZfwOJbMDAbk00m3NRmAw0MZNBADbxBY6Q2E5gI2nhp0dqotW2rtMqu6qqf/flAB91S5zxBN1//zzmnqmm1Wq0CgDBLhr0AAPgRAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjDos71791bTNB2/gP4QMOiT3bt3V9M09fDhw6qqOn36dLVara++gP5YNuwFQLp9+/bV/fv3q6pq2bJlNTU1VWNjY0NeFfz8BAzmYfaW4OTkZG3dunWIq4HFxRYi/IBNmzZV0zS1bdu2T1uD4gULq2nZlIeezExdy5cvr+np6SGvBhYvExj04Nq1a1VVdfToUfGCIXMNDLq0ZMkSdxLCCDGBQRcOHTrkOheMGNfAoAsz1738ucDoMIHBdzRNUytWrBAvGDECBt/w6NGjqqp69+7dkFcCzGULEb7B1iGMLhMYdPD06dOqqrp48eKQVwK0YwKDDkxfMNpMYNDGnTt3qurzNTBg9JjAoA3TF4w+Exh0sGbNmmEvoSebNm0a9hJgQQkYdDA1NTXsJXTtxo0b9eLFi2EvAxaULURoo2magWwf3jl16ovv91+50pfjzmx5fvjwoZYs8f9SFge/6bBA5sar08/mY+nSpX09HowyExi00e8JrNtQ/ehENvuTof1Js1gIGLSxbt26evXqVV+ONTteB8bHv/i32ydPtn1NLyHbsWNHPX78+NP3J0+erCt92pqEUWYLEdpYv379UM9/59Sprqe22fGqqhqfE0n4WQkYtPHx48dhL6Gqvh+y48ePV1XVkSNHqqrq9evXC7IuGAU+kRnaePny5bCX8IWZiM3dWrx161a1Wq3auHFjVVWtWrXKNTAWDdfAoI1h3cTRjXbXx7xzCIuRgEEbg3gOrN+3zFd9jpmAsRgJGLSxUA8y98uB8fFau3Zt3+6chARu4oAFtP/Klb69+8ZcFy5cGMhxYVQJGHSwYcOGgR17EBH7+59/DmzCg1FkCxHaWOhrSvMJz38eP67fJya+eih6UJMejAoTGLRx7969qqp68uTJgpxvPluLv09M1D937Pjq5708DA2JTGDQwbDu7Os1OgfGxzu+JdVsJjJ+NiYw6ODZs2dVVXXp0qUFPe/MNNZNcOa+t+K3mMj42ZjA4BtG4fmqTtG59tdf9e+7d+tfO3fWP375pefjmshIJ2DwDXfv3q39+/ePxAPCc0M2M311s33YiYiRTMDgO5qmqbGxsXr79u2wl1JVn0N2YHy8/vvrr/W3devmfUwhI5GAQRdGYStxxsePH2vp0qX1v99+qy0rV/b12EJGEgGDLhw8eLBu375dW7durcnJyaGuZW5MB/keizDKBAy6NApT2Mwanj9/Xps3b/7080HdXShkjDIBgx788ccfdfbs2Tp69Ghdv359Qc/dbUBNZCwWAgY9mgnJihUr6t27dwM/35s3b2r16tVV1dv0J2T87DzIDD1qtVq1fv36mp6eru3btw/0XMeOHfsUr6dPn/b02kHExoPQjBITGMzDzDRW9fV1qfk4fPhw3bx5s6qqHjx4UHv27Jn3MQf9qdCw0ExgMA+tVqv27t1bVVVbtmyZ97bi1atXq2maT/FqtVp9iVfVYD+LDIZBwGCe7t+/X61Wq3bt2lXv37+vlStXVtM0debMma5ef/78+WqappqmqRMnTlRV1a1btwZ2t2M/ImYrkVFgCxH6bOfOnTUxMfFDr718+XKdO3euzyvqbD4hMs0xbAIG9Bwy8WIU2EIEXB8jkoABnwgZSWwhAh3N3loUNkaNgAEQyRYiAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMg0v8BbYoPQ4maMs0AAAAASUVORK5CYII=\"\n",
       "  frames[10] = \"data:image/png;base64,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\"\n",
       "  frames[11] = \"data:image/png;base64,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\"\n",
       "  frames[12] = \"data:image/png;base64,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\"\n",
       "  frames[13] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABm1JREFUeJzt3btu1GgAgFEbUYBSUPEG1BTslitqCiIegdejBwnRUi+gSLQ8ARWIREGCeAsUljCZTC4zGX+751RYDh43o0//xZ5xmqZpAICYG9u+AQC4DAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyApJvbvgH4PxrHceH46OhoS3cDTQIGWzBN04njg4ODn1H7/RxwunHybYFZGcdRxOAcrIHBzEzTNIzjONy44esJZ/ENgRmapskoDFYQMJip45EYcDoBgxn79OmTqURYwiYOmDmbOuB0ttHDNXqzu3vi+I/nz1f+n3fv3g0PHz4cXr9+vanbgiQjMFiDt2/fDg8ePDjzb36P17HzRMwoDBYJGKzBqsAsi9exVRETMFgkYLAG4zgOOzs7w5cvXxbO/RqvP1+8OHHu78ePf/77rIgJGCyyvQmu6Hir+/7+/sY+4+nTpxu7NlQJGFzRwcHBMAybfYfh169fN3ZtqBIwuKLbt29v/DOePXu28c+AGmtgsAa3bt0aDg8Pl55ftYnj2LJ1MGtgsMgIDNbg8PDQa5/gmgkYzNyHDx+GJ0+ebPs2YHa8iQPW5P79+1e+xpvd3YVpxHv37pk+hFMYgcGa7O3tDa9evTr13HnetnGaz58/m5qEJQQM1ujRo0fD+/fv13a9O3fuDEdHR2u7HvyXmEKENTr+Da91TPnZeQhnMwKDNVvHD1GaNoTVjMBgA36N2EVHUUZecD4CBhsyTdPw8ePHEyFb9kDz4ffvw18vXw7DcPIFv8ByAgYbdPfu3YWQDcMw7Ny8Oex/+/bzeByECy5KwOAaHIfsvK+UAlaziQNmSOhgNQGDa3TZB5qBRQIGQJKAAZAkYDBT1sHgbAIG18w6GKyHgAGQJGAAJAkYAEkCBkCSgMEWnHcjh52IsJyAAZAkYAAkCRjMnGlEOJ2AwZZ4oBmuRsAASBIwAJIEDAKsg8EiAYMtsg4GlydgACQJGABJAgYR1sHgJAEDIEnAYMts5IDLETAAkgQMgCQBAyBJwGAG/MAlXJyAAZAkYAAkCRjEmEaEHwQMZsLzYHAxAgZAkoABkCRgMCOmEeH8BAyAJAEDIEnAYGZWTSOaZoQfBAxmaFmkxAv+NU7TNG37JgDgoozAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyApH8ApLHyQIm6sPIAAAAASUVORK5CYII=\"\n",
       "  frames[14] = \"data:image/png;base64,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\"\n",
       "  frames[15] = \"data:image/png;base64,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\"\n",
       "  frames[16] = \"data:image/png;base64,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\"\n",
       "  frames[17] = \"data:image/png;base64,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\"\n",
       "  frames[18] = \"data:image/png;base64,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\"\n",
       "  frames[19] = \"data:image/png;base64,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\"\n",
       "  frames[20] = \"data:image/png;base64,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\"\n",
       "  frames[21] = \"data:image/png;base64,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\"\n",
       "  frames[22] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACL1JREFUeJzt3T2MVIUax+H3rGx2CwiRhsJsoTQUdFxotJHibiFbGDtDhYWFiSWaSAsJUpnoFiYQkxs7KtYCY2JlpZjYEDq2obAAQvhIZDebc4ub2Yvrwn4wM2f+e56nm9nMmbeZ/PKec2a2adu2LQAIM9X1AACwGwIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACItK/rAWA3fl9Y2PT540tLY54E6ErTtm3b9RCwEy+K10aTHrOmaTZ9/oMPPqhr166NeRrII2BE2W68njfpIWvbti5cuFBfffVV3bt37x9/AzYnYETZTcAGJj1kA8+ePavZ2dn1x9PT07WystLhRDCZ3MRBb7xK/MZpZmam2rZd375WV1eraZo6e/Zsx5PBZLGBEWWYEUrZyKqqlpeX66233qoqpxVhwAZGb/2+sBCzlb355pvr4Wqapu7cudPxRNA9GxhxRhWdlI1scPeijy59J2BEGvXmNOkx++ijj+rq1av14MGDev3117seBzohYETrc8hsYvSdgLEn9DFkT548qQMHDlSViNFPAsae07eYNU1Tf/75Zx0+fLjrUWCsBIw9qy8hO3fuXF2+fNkWRu8IGHveKEM2KRFrmqY++eST+vrrr7seBcZGwOiNvbyRuaGDPhIwemevhqxpmpqamqq1tbVO3h/GTcDorb0WMlsYfSNg9N5eCdmtW7fq2LFj9ejRo/Xb62EvEzB4zmYxe7y6Wgemp4dy/FHHzBZGnwgYbGIQsn//9FM9XFmpX997b6jHH1XIBIw+ETB4iUEQbp4+PZLjDztkFy5cqPPnzwsYvSBg8BKjDljVcCPWtm1NTU0JGL3g/4HBCwziVVX1nyNH6vjS0khO/Q3zJpLnZ4a9zgYGL7AxBhs/KrsJz79++OFvj5/f7IYVx6ZpbGD0gg0MNnHmzJl/PLfxC8KT8jNS0Ff7uh4AJtH3339f8/Pz9eOPP1ZV1cGDB2vfvn3/2Gw2RmzU3ykD/s8GBptYXl6uGzdurD9++PBhffPNN1u+zlYG4+MaGLzE/v376+nTp7u6prSTbWyY4XMNjL6wgcFLfPrpp7t+7eCuxa3iNOzb6KEvbGCwhWFuNBu3smGfcrx48WJ98cUXQkYvCBhsIemUnJ+Sok+cQoRtuHPnTtcjABsIGGzh6tWrdeTIka7H2NIgso8fP+54EhgPpxBhGxJOIzp9SN/YwGCbTp061fUIW5qa8pGmP2xgsA0nTpyomzdv1tra2kRGwvZFH03eJxEm0G+//VZVVa+99lrHk7zY2bNnux4BxkrAYJvm5+e7HmFTn3/+eVVVXblypeNJYLycQoQdaJqm3n333fr555+7HmVd0zR19+7deuONN7oeBcZKwGCHmqapQ4cO1f379zud4+nTp7V///6qcu2LfnIKEXbhwYMH9fHHH3c6g3jRdwIGOzQIxrffftvZDB9++GFVVd27d6+zGaBr/qEl7ELbtrW4uFhN09TCwkJdv359bO/tlnn4H9fA4BUMYjI1NVVra2tje7/bt2/X0aNHR/5+MMkEDF7R7OxsPXv2rKpGtxXdvXu35ubmRvoekMY1MHhFf/31V7VtW8ePH6+maappmlpcXBzKsQfHm5ubqzNnzogXPMcGBkN06dKl9S8WV1X98ssv9fbbb+/oGCsrKzUzM7P+eHp6ulZWVoY2I+wVNjAYos8++6zatq3vvvuuqqreeeed9S3q/fffr+Xl5U1f9+WXX9bhw4eraZq/xattW/GCF7CBwQj98ccfdfLkyVpdXd32a06fPl1LS0sjnAr2BgEDIJJTiABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIgkYABEEjAAIgkYAJEEDIBIAgZAJAEDIJKAARBJwACIJGAARBIwACIJGACRBAyASAIGQCQBAyCSgAEQScAAiCRgAEQSMAAiCRgAkQQMgEgCBkAkAQMgkoABEEnAAIj0X399IGbjvaMwAAAAAElFTkSuQmCC\"\n",
       "  frames[23] = \"data:image/png;base64,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\"\n",
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       "  frames[27] = \"data:image/png;base64,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\"\n",
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       "  frames[29] = \"data:image/png;base64,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\"\n",
       "  frames[30] = \"data:image/png;base64,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\"\n",
       "  frames[31] = \"data:image/png;base64,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\"\n",
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       "  frames[36] = \"data:image/png;base64,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\"\n",
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       "  frames[38] = \"data:image/png;base64,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\"\n",
       "  frames[39] = \"data:image/png;base64,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\"\n",
       "  frames[40] = \"data:image/png;base64,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\"\n",
       "  frames[41] = \"data:image/png;base64,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\"\n",
       "  frames[42] = \"data:image/png;base64,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\"\n",
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       "  frames[44] = \"data:image/png;base64,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\"\n",
       "  frames[45] = \"data:image/png;base64,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\"\n",
       "  frames[46] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABTRJREFUeJzt3DFOG1EUQFFPREOBS7KQZBmwRTYBy0hW4Sq0LignVSQTwNjWjIdrndPZbl539aynP4zjOK4AIObb0gMAwCkEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASLpaegC4NL/v79989+PxcYFJ4LLZwGBC78Vr3/fA6QQMzkTEYFoCBhM5JFAiBtMRMACSBAyAJAEDIEnAAEgSMACSBAyAJAGDiRz62oZTepiGgAGQJGAAJAkYAEkCBkCSgAGQJGAAJAkYAEkCBkCSgAGQJGAwIa9xwPkIGABJAgZAkoABkCRgACQJGABJAgZAkoDBxJzSw3kIGABJAgZAkoABkCRgACQJGABJAgZAkoDBDJzSw/wEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAYOZeI0D5iVgACQJGABJAgYL+/PysvQIkCRgsLDv19erYRiWHgNyBAy+gHEcRQyOJGDwRYzjuPQIkCJgMKNjT+mfn5/nHAcuytXSA8ClGobhzVb18+np1edfd3evPt/e3s4+F1wKGxgASQIGQJKAwUweHh6WHgEu2jA6fYLZffbe4b9jj+12u7q5uTnHSJBnA4MZrdfr1Wq1/xpx9zfxgsPZwGBmu9eI/29iu/F672oR+JiAwRl8FifxguP5CxHOYN9TUZvNRrzgBDYwAJJsYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAk/QUSMmcy50851wAAAABJRU5ErkJggg==\"\n",
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       "  frames[49] = \"data:image/png;base64,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\"\n",
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       "  frames[64] = \"data:image/png;base64,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\"\n",
       "  frames[65] = \"data:image/png;base64,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\"\n",
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       "  frames[118] = \"data:image/png;base64,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\"\n",
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       "  frames[120] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQRJREFUeJzt3DFO3FAUQFEmiuizFlhCRDVe7UxFtsCs6aciBRJBGNk/1zmntJvXXT3L/5/GGOMOAGK+zR4AANYQMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAGDHdyW5e62LLPHgEM5jTHG7CHgqN6L1sPlsvMkcDw2MNiIjQu2JWCwgY/iJW7wdQIGk4gYfI2AAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRhswG3zsD0BAyBJwGAiF/rCegIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAAZAkYAAkCRgASQIGQJKAwUYeLpfZI8ChCRhMdluW2SNAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgYbcqEvbEfA4B/gQl/4PAEDIEnAYJLH63X2CJAmYDDJy/k8ewRI+z57APifvN26Xs7nu8frVcxgBRsY7OBvnwvFC9YRMNjBr6en2SPA4QgY7ODH/f277/zMAeucxhhj9hBwdB+d83LgGT7PBgY7eA3Uz+fnP89eNy/xgnVsYLCjt5uYeMF6AgZAkk+IACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZA0m9+DUYaFFNQsgAAAABJRU5ErkJggg==\"\n",
       "  frames[121] = \"data:image/png;base64,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\"\n",
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       "  frames[123] = \"data:image/png;base64,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\"\n",
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       "  frames[144] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQNJREFUeJzt3LFO3EAUQFE2osvnwDdEFOuv3e2o0rPfNKlIgUQQRvZwnXNKV6+7eiPPnMYY4w4AYn7MHgAA1hAwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAYMd3Jbl7rYss8eAQzmNMcbsIeCo3ovWw+Wy8yRwPDYw2IiNC7YlYLCBj+IlbvB1AgaTiBh8jYABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGGzAa/OwPQEDIEnAYCIP+sJ6AgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoDBRh4ul9kjwKEJGEx2W5bZI0CSgAGQJGAAJAkYAEkCBkCSgAGQJGAAJAkYAEkCBkCSgAGQJGAAJAkYAEkCBhvyoC9sR8DgG/CgL3yegAGQJGAwyeP1OnsESBMwmOTlfJ49AqTdzx4A/idvt66X8/nu8XoVM1jBBgY7+NdxoXjBOgIGO/j99DR7BDgcAYMd/Lx//7TezxywzmmMMWYPAUf30T0vF57h82xgsIPXQP16fv777XXzEi9YxwYGO3q7iYkXrCdgACQ5QgQgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJL+ALDpRh727lUUAAAAAElFTkSuQmCC\"\n",
       "  frames[145] = \"data:image/png;base64,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\"\n",
       "  frames[146] = \"data:image/png;base64,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\"\n",
       "  frames[147] = \"data:image/png;base64,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\"\n",
       "  frames[148] = \"data:image/png;base64,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\"\n",
       "  frames[149] = \"data:image/png;base64,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\"\n",
       "  frames[150] = \"data:image/png;base64,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\"\n",
       "  frames[151] = \"data:image/png;base64,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\"\n",
       "  frames[152] = \"data:image/png;base64,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\"\n",
       "  frames[153] = \"data:image/png;base64,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\"\n",
       "  frames[154] = \"data:image/png;base64,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\"\n",
       "  frames[155] = \"data:image/png;base64,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\"\n",
       "  frames[156] = \"data:image/png;base64,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\"\n",
       "  frames[157] = \"data:image/png;base64,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\"\n",
       "  frames[158] = \"data:image/png;base64,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\"\n",
       "  frames[159] = \"data:image/png;base64,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\"\n",
       "  frames[160] = \"data:image/png;base64,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\"\n",
       "  frames[161] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[162] = \"data:image/png;base64,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\"\n",
       "  frames[163] = \"data:image/png;base64,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\"\n",
       "  frames[164] = \"data:image/png;base64,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\"\n",
       "  frames[165] = \"data:image/png;base64,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\"\n",
       "  frames[166] = \"data:image/png;base64,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\"\n",
       "  frames[167] = \"data:image/png;base64,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\"\n",
       "  frames[168] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[169] = \"data:image/png;base64,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\"\n",
       "  frames[170] = \"data:image/png;base64,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\"\n",
       "  frames[171] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[172] = \"data:image/png;base64,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\"\n",
       "  frames[173] = \"data:image/png;base64,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\"\n",
       "  frames[174] = \"data:image/png;base64,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\"\n",
       "  frames[175] = \"data:image/png;base64,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\"\n",
       "  frames[176] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[177] = \"data:image/png;base64,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\"\n",
       "  frames[178] = \"data:image/png;base64,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\"\n",
       "  frames[179] = \"data:image/png;base64,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\"\n",
       "  frames[180] = \"data:image/png;base64,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\"\n",
       "  frames[181] = \"data:image/png;base64,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\"\n",
       "  frames[182] = \"data:image/png;base64,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\"\n",
       "  frames[183] = \"data:image/png;base64,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\"\n",
       "  frames[184] = \"data:image/png;base64,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\"\n",
       "  frames[185] = \"data:image/png;base64,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\"\n",
       "  frames[186] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[187] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[188] = \"data:image/png;base64,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\"\n",
       "  frames[189] = \"data:image/png;base64,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\"\n",
       "  frames[190] = \"data:image/png;base64,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\"\n",
       "  frames[191] = \"data:image/png;base64,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\"\n",
       "  frames[192] = \"data:image/png;base64,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\"\n",
       "  frames[193] = \"data:image/png;base64,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\"\n",
       "  frames[194] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABQJJREFUeJzt3DFO3FAUQFEGRdkQbCJovNqZkjoVs6afihRIBGFkf65zTunqNdbVs/z/aYwx7gAg5n72AACwhoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGABJAgZAkoABkCRgACQJGOzgtix3t2WZPQYcymmMMWYPAUf1XrQeLpedJ4HjsYHBRmxcsC0Bgw18FC9xg68TMJhExOBrBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAYANum4ftCRgASQIGE7nQF9YTMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAw28nC5zB4BDk3AYLLbssweAZIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIwAJIEDIAkAQMgScAASBIw2JALfWE7AgbfgAt94fMEDIAkAYNJHq/X2SNAmoDBJC/n8+wRIO3H7AHgf/J263o5n+8er1cxgxVsYLCDf30uFC9YR8BgB7+fnmaPAIcjYLCDn/fvv2p+5oB1TmOMMXsIOLqPznk58AyfZwODHbwG6tfz899nr5uXeME6NjDY0dtNTLxgPQEDIMknRACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIEnAAEgSMACSBAyAJAEDIOkPmN1GI7gqoNkAAAAASUVORK5CYII=\"\n",
       "  frames[195] = \"data:image/png;base64,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\"\n",
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       "  frames[199] = \"data:image/png;base64,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\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animCCKTXUBQDPLJZZXF = new Animation(frames, img_id, slider_id, 50, loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if IN_COLAB:  # for colab\n",
    "    import base64\n",
    "    import glob\n",
    "    import io\n",
    "    import os\n",
    "\n",
    "    from IPython.display import HTML, display\n",
    "\n",
    "    def ipython_show_video(path: str) -> None:\n",
    "        \"\"\"Show a video at `path` within IPython Notebook.\"\"\"\n",
    "        if not os.path.isfile(path):\n",
    "            raise NameError(\"Cannot access: {}\".format(path))\n",
    "\n",
    "        video = io.open(path, \"r+b\").read()\n",
    "        encoded = base64.b64encode(video)\n",
    "\n",
    "        display(HTML(\n",
    "            data=\"\"\"\n",
    "            <video alt=\"test\" controls>\n",
    "            <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\"/>\n",
    "            </video>\n",
    "            \"\"\".format(encoded.decode(\"ascii\"))\n",
    "        ))\n",
    "\n",
    "    list_of_files = glob.glob(\"videos/*.mp4\")\n",
    "    latest_file = max(list_of_files, key=os.path.getctime)\n",
    "    print(latest_file)\n",
    "    ipython_show_video(latest_file)\n",
    "\n",
    "else:  # for jupyter\n",
    "    from matplotlib import animation\n",
    "    from JSAnimation.IPython_display import display_animation\n",
    "    from IPython.display import display\n",
    "\n",
    "\n",
    "    def display_frames_as_gif(frames):\n",
    "        \"\"\"Displays a list of frames as a gif, with controls.\"\"\"\n",
    "        patch = plt.imshow(frames[0])\n",
    "        plt.axis('off')\n",
    "\n",
    "        def animate(i):\n",
    "            patch.set_data(frames[i])\n",
    "\n",
    "        anim = animation.FuncAnimation(\n",
    "            plt.gcf(), animate, frames = len(frames), interval=50\n",
    "        )\n",
    "        display(display_animation(anim, default_mode='loop'))\n",
    "\n",
    "\n",
    "    # display \n",
    "    display_frames_as_gif(frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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