{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "title-cell",
   "metadata": {},
   "source": "# Wilson-Cowan Model: Limit Cycle Oscillations\n\nThis notebook demonstrates **limit cycle** behavior in the Wilson-Cowan model.\n\n## What are Limit Cycles?\n\nA **limit cycle** is a closed trajectory in phase space that represents stable, self-sustained oscillations. Unlike damped oscillations that decay to a fixed point, limit cycles persist indefinitely without external periodic forcing.\n\n## Neuroscience Relevance\n\nLimit cycles in neural models can represent:\n- **Cortical rhythms**: Alpha (8-12 Hz), beta (15-30 Hz), gamma (30-80 Hz) oscillations\n- **Central pattern generators**: Rhythmic motor patterns (breathing, walking)\n- **Oscillatory working memory**: Persistent activity patterns\n\n## Key Mechanism for Limit Cycles\n\nThe Wilson-Cowan model exhibits limit cycles through **gain asymmetry**:\n\n1. **Low excitatory gain (a_E)**: Makes E respond slowly and smoothly to inputs\n2. **High inhibitory gain (a_I)**: Makes I respond sharply and sensitively to E\n3. **High initial conditions**: Places system in oscillatory regime (not fixed point basin)\n4. **No external drive**: Allows free oscillation without being clamped to fixed point\n\n### The Oscillation Cycle:\n1. E rises slowly (low gain) → drives I\n2. I responds sharply (high gain) → strongly suppresses E\n3. E drops → I decays\n4. Cycle repeats\n\nThis gain asymmetry creates the phase lag needed for sustained oscillations, even with equal time constants (τ_E = τ_I)."
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:48.317259200Z",
     "start_time": "2026-03-21T13:51:45.618175500Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Imports and environment setup\n",
    "import brainmass\n",
    "import brainstate\n",
    "import braintools\n",
    "import brainunit as u\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Set integration time step\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ],
   "id": "4ee91f6677dd9790",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:48.331422Z",
     "start_time": "2026-03-21T13:51:48.318613900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def simulate(\n",
    "    tau_E=12.0 * u.ms,\n",
    "    tau_I=10.0 * u.ms,\n",
    "    a_E=1.3,\n",
    "    theta_E=2.6,\n",
    "    a_I=1.0,\n",
    "    theta_I=4.0,\n",
    "    P=1.5,\n",
    "    Q=0.0,\n",
    "    rE0=1.0,\n",
    "    rI0=1.0,\n",
    "    duration=5e2 * u.ms,\n",
    "    **kwargs\n",
    "):\n",
    "    # Configure Wilson-Cowan model for limit cycle behavior\n",
    "    model = brainmass.WilsonCowanNoSaturationStep(\n",
    "        1,  # Single node\n",
    "        tau_E=tau_E,  # Excitation time constant\n",
    "        tau_I=tau_I,  # Inhibition time constant (equal timescales)\n",
    "\n",
    "        # CRITICAL: Gain asymmetry creates oscillations\n",
    "        a_E=a_E,  # Low gain for E (sluggish, smooth response)\n",
    "        a_I=a_I,  # High gain for I (sharp, sensitive response)\n",
    "        theta_E=theta_E,  # E threshold\n",
    "        theta_I=theta_I,  # I threshold\n",
    "\n",
    "        # CRITICAL: Start in high activity state\n",
    "        rE_init=braintools.init.Constant(rE0),\n",
    "        rI_init=braintools.init.Constant(rI0),\n",
    "        # method='rk4',\n",
    "        **kwargs\n",
    "    )\n",
    "\n",
    "    # Initialize state variables\n",
    "    model.init_all_states()\n",
    "\n",
    "    # Run simulation\n",
    "    def step_run(i):\n",
    "        \"\"\"Single simulation step with NO external drive - free oscillation\"\"\"\n",
    "        rE_inp = P(i * brainstate.environ.get_dt()) if callable(P) else P\n",
    "        rI_inp = Q(i * brainstate.environ.get_dt()) if callable(Q) else Q\n",
    "        model.update(rE_inp=rE_inp, rI_inp=rI_inp)  # No external input - system oscillates freely\n",
    "        return model.rE.value, model.rI.value\n",
    "\n",
    "    # Simulate for 500 ms (5000 steps at dt=0.1 ms)\n",
    "    n_steps = int(duration / brainstate.environ.get_dt())\n",
    "    indices = np.arange(n_steps)\n",
    "    rE_trace, rI_trace = brainstate.transform.for_loop(step_run, indices)\n",
    "\n",
    "    # Time array for plotting\n",
    "    time = indices * brainstate.environ.get_dt()\n",
    "\n",
    "    # Visualization: Time series and phase portrait\n",
    "    fig, gs = braintools.visualize.get_figure(1, 1, 4, 6)\n",
    "    ax1 = fig.add_subplot(gs[0, 0])\n",
    "    ax1.plot(time, rE_trace[:, 0], 'b-', linewidth=2, label='Excitation (E)', alpha=0.8)\n",
    "    ax1.plot(time, rI_trace[:, 0], 'r-', linewidth=2, label='Inhibition (I)', alpha=0.8)\n",
    "    ax1.set_xlabel('Time (ms)', fontsize=12)\n",
    "    ax1.set_ylabel('Activity', fontsize=12)\n",
    "    ax1.set_title('Limit Cycle: Time Series', fontsize=14, fontweight='bold')\n",
    "    ax1.legend(fontsize=11)\n",
    "    ax1.grid(True, alpha=0.3)\n",
    "\n",
    "    plt.show()\n"
   ],
   "id": "c9d3ce23521e3bea",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:48.341973700Z",
     "start_time": "2026-03-21T13:51:48.332777900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "base = dict(\n",
    "    tau_E=12.0 * u.ms,\n",
    "    tau_I=10.0 * u.ms,\n",
    "    a_E=1.3,\n",
    "    theta_E=2.6,\n",
    "    a_I=1.0,\n",
    "    theta_I=4.0,\n",
    "    P=1.5,\n",
    "    Q=0.0,\n",
    ")"
   ],
   "id": "137c6788eb56ef0",
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "simulation-cell",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:48.699805200Z",
     "start_time": "2026-03-21T13:51:48.342961200Z"
    }
   },
   "source": [
    "stable_fixed_point = dict(base, wEE=10.0, wEI=12.0, wIE=10.0, wII=2.0, P=1.0, rI0=0.05, rE0=0.05, duration=1e3 * u.ms)\n",
    "simulate(**stable_fixed_point)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "visualization-cell",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:48.947455100Z",
     "start_time": "2026-03-21T13:51:48.708775500Z"
    }
   },
   "source": [
    "damped_oscillations = dict(base, wEE=12.0, wEI=10.0, wIE=12.0, wII=2.0, P=1.2)\n",
    "simulate(**damped_oscillations)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:49.186059500Z",
     "start_time": "2026-03-21T13:51:48.956458200Z"
    }
   },
   "cell_type": "code",
   "source": [
    "limit_cycle = dict(base, wEE=16.0, wEI=12.0, wIE=15.0, wII=3.0, P=1.7)\n",
    "simulate(**limit_cycle)"
   ],
   "id": "3ce148be6e4e209f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:49.475699600Z",
     "start_time": "2026-03-21T13:51:49.193065400Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Quasi-entrained oscillations via periodic drive\n",
    "def P_drive(t):\n",
    "    # baseline + sinusoidal drive\n",
    "    return 1.4 + 0.35 * u.math.sin(2 * u.math.pi * 0.015 * u.Hz * t)  # slow modulation\n",
    "\n",
    "\n",
    "periodic_drive = dict(base, wEE=15.0, wEI=12.0, wIE=14.0, wII=3.0, P=P_drive)\n",
    "simulate(**periodic_drive)"
   ],
   "id": "a8b05bcd612862c9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:49.924180500Z",
     "start_time": "2026-03-21T13:51:49.477072Z"
    }
   },
   "cell_type": "code",
   "source": [
    "dt = u.get_magnitude(brainstate.environ.get_dt())\n",
    "noisy_near_threshold = dict(\n",
    "    base,\n",
    "    wEE=14.0, wEI=12.0, wIE=13.0, wII=3.0,\n",
    "    P=1.35,\n",
    "    noise_E=brainmass.GaussianNoise(1, sigma=2),\n",
    "    noise_I=brainmass.GaussianNoise(1, sigma=2),\n",
    ")\n",
    "simulate(**noisy_near_threshold)"
   ],
   "id": "93a6e6d955db1f50",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ],
      "image/png": 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R0RFr1qwR9Zz98ssv6NChA65evQqlUok9e/Zgz549RmmLNpUqVcKvv/6KgQMHIj09HQkJCVixYoVBj71w4QIuXLggu69Hjx4mWXqMlE0UjBFSyq1evRru7u7Yv38/4uPji5T8P378ePTu3RurVq3C4cOHcfv2bbx69Qr29vaoWLEiWrdujT59+qBixYoaj3377bdRpUoV3Lt3DwAQGRmJiIgI2dcZPnw4mjVrhiVLluDYsWN49OgR8vPz4e/vj8jISIN7S5o1a4br169j6dKl2Lt3L+7evYv09HS4ubmhcuXKaNq0Kbp27YrXX3+90L+Lkig8PBz//vsvVq5ciZ07d+LmzZtISUmBs7MzwsLC0LhxY3Tq1Elj6FibAwcO4PDhwzh69Cju3LmDuLg4JCYmwsHBARUrVsQbb7yBjz/+GFWqVBE9zt/fH+fOncPatWuxfft2/Pvvv3j16hUcHR0REhKChg0bomPHjujatatRf/5u3brhv//+w5IlS3Do0CFER0cjMzMTnp6eCA8PR4sWLdCtWzd+tmq1atWwYMEC/PPPP/jvv/8QGxuLtLQ0uLu7IyIiAu+++67sECshRcWwhZkeRQghRfDWW2/xvWMrV67Ehx9+aOEWEUKI9aCeMUKISdy6dQtPnz7F2bNncfDgQQBcjs2AAQMs3DJCCLEuFIwRQkxi7ty52LBhg2jbN998Q6UACCFEgoIxQohJOTg4oEqVKpgwYQKGDx9u6eYQQojVoZwxQgghhBALouWQCCGEEEIsiIIxQgghhBALKvM5Y0qlEs+ePYObm5vGsh6EEEIIIUXFsixSU1MRHBwMhUJ7/1eZD8aePXtWIhYLJoQQQkjJ9PjxY5QvX17r/jIfjLm5uQHgflHu7u4meQ2lUon4+Hj4+fnpjIyJ6dA5sA50HiyPzoF1oPNgeeY4BykpKQgJCeFjDW3KfDCmGpp0d3c3aTCWlZUFd3d3+qOzEDoH1oHOg+XRObAOdB4sz5znQF8aFL0DCCGEEEIsiIIxQgghhBALomCMEEIIIcSCynzOGCGEkNInPz8fubm5lm6GVkqlErm5ucjKyqKcMQsp7jmws7ODjY2NUdpCwRghhJBSg2VZvHjxAklJSZZuik4sy0KpVCI1NZVqXFqIMc6Bp6cnAgMDi30OKRgjhBBSaqgCMX9/fzg7O1ttoMOyLPLy8mBra2u1bSztinMOWJZFRkYG4uLiAABBQUHFagsFY4QQQkqF/Px8PhDz8fGxdHN0omDM8op7DpycnAAAcXFx8Pf3L9aQpVUNVJ88eRJdunRBcHAwGIbBzp079T7m+PHjqF+/PhwcHFClShWsX7/e5O0khBBifVQ5Ys7OzhZuCSkrVO+14uYnWlUwlp6ejrp162LZsmUGHR8dHY1OnTrhjTfewNWrV/Hxxx/j/fffx4EDB0zcUkIIIdaKepqIuRjrvWZVw5QdO3ZEx44dDT5+5cqVCAsLw4IFCwAANWrUwKlTp/D999+jQ4cOpmpm4SiVwC+/AK+/bumWEEIIIcQKWVUwVlhnzpxB27ZtRds6dOiAjz/+WOtjsrOzkZ2dzd9PSUkBwE1xVSqVxm/kihVg1q6Fx44dUK5dC3h4GP81iF5KpZKfOUMsh86D5ZXmc6D62VT/rJ2qjSWhraVVcc+B6r2mLYYw9O+sRAdjL168QEBAgGhbQEAAUlJSkJmZySfXCc2ZMwczZ87U2B4fH4+srCyjto959QpeP/8M5OUBd+8iY948ZHz0kVFfgxhGqVQiOTkZLMtSTR8LovNgeaX5HOTm5kKpVCIvLw95eXmWbo5OLMsiPz8fAA2rWooxzkFeXh6USiVevnwJOzs7jf2pqakGPU+JDsaKYsqUKZg4cSJ/X7Wiup+fn/EXCvf3x+9vLEHjNaOQl2+DSqdOwfXTTwEvL+O+DtFLqVSCYRj4+fmVui+gkoTOg+WV5nOQlZWF1NRU2Nrawta2ZHy9yX2BA8CMGTMwa9Ys2X2zZ8/G559/brQ2vPHGG3B1dcWePXsAcBPjTp8+jS+++KLQz5WUlIRFixbh3XffRUREBL89JiYGlSpVwrZt29CrVy+jtV2fa9euoXnz5rh//z78/PwAQOv73sHBAZmZmQCAb775BidOnMDBgwd1Pr+trS0UCgV8fHzg6OiosV9um+zzGHSUlQoMDERsbKxoW2xsLNzd3WV7xQDul+3g4KCxXaFQmOSDac/TRrDBa6iWdRnK9EzYLFsGTJ9u9Nch+jEMY7LzTAxH58HySus5UCgUYBiG/2fNWJbl2yjXVoZh4OTkhKNHj2rsq1ChglF/vuXLl8PGxoZ/zhMnTuC7777D1KlTC/1cycnJmDVrFmrXro2aNWvy24ODg3HmzBmEh4eb9dxMmzYNQ4cOhb+/v2j7uHHj0K9fP+Tn5/M/u+r9AwBjx47F/Pnzcfz4cbzxxhtan1/1XtP292To31iJDsaaNm2KvXv3irYdOnQITZs2tVCLNFWvDvx0dRrm3euO7CzA+cQJLqm/lH0IEkIIMS6FQoEmTZqY/HWEPVim4uDgYJafRejBgwfYs2cPLl26pLGvQoUKaNKkidY6Y56enujZsycWL16sMxgzFquKCNLS0nD16lVcvXoVAFe64urVq3j06BEAbohx8ODB/PEjR47EgwcP8Nlnn+HWrVtYvnw5tm3bhgkTJlii+bLKlQNi7UNwxaU5cvMAJCcDBT8fIYQQUlQ7d+4EwzD4888/+W2JiYkoV64c+vXrx29LSkrCuHHjUL58eTg4OCAsLAxTpkzh97du3RqdO3cGwA2Pzpw5E+np6XyvT+vWrQEAt27dQt++fRESEgJnZ2dERERgwYIFfJJ6TEwMwsLCAAC9e/fmHx8TE4OYmBgwDIPffvuNf12lUomvv/4aoaGhcHBwQPXq1fHjjz+KfsYZM2bA1dUV165dQ4sWLeDs7IxatWoZVMJq48aNqFSpEl577bVC/mbB/wx//fUXEhISivT4wrCqnrGLFy+KIlBVbteQIUOwfv16PH/+nA/MACAsLAx//fUXJkyYgMWLF6N8+fJYs2aN9ZS1AFAwRI0bTvXRIec0d+fIEaB+fcs1ihBCypBBg4CXLy3bBh8f4OefC/84uYkIqny4bt26YfDgwXj//ffx33//wdfXF6NHjwbADT0CXAWBNm3aICYmBlFRUahduzYeP36MU6dOyb7e+++/jydPnmDz5s38EKkqn/rp06eoVq0aBgwYADc3N1y9ehVRUVFIS0tDVFQUgoKC8Mcff6BHjx6YPXs2/30eFBSE58+fa7zWpEmTsHjxYnz55Zdo1qwZ/vzzT4wcORK5ubkYO3Ysf1xubi4GDBiA8ePHY9q0afj222/Rs2dPPHz4UOdKC4cPH0azZs1k90knesgNNTZt2hT5+fk4fvy4yfPcrCoYa926tc7ppXLV9Vu3bo0rV66YsFXFExzM/X/BpRVy05YDUAI7dgCjRwMuLhZtGyGElAUvXwIFSwiWKOnp6bIJ/n///TdatGgBAPjhhx9Qu3ZtjBgxAr1798bWrVuxf/9+eBVMFNu4cSOuXLmC06dPi1J4hgwZIvua5cuXR/ny5WWHSN988028+eabALictxYtWiAjIwNLly5FVFQUHBwc+F6oqlWr6hyWTEhIwJIlSzBp0iTMmDEDANC+fXskJCRg1qxZGDVqFL+8UE5ODubOnYu3334bAFCtWjWEhYVh3759GDhwoOzzsyyLixcvolu3brL7J0+ejMmTJ2v8fIcPH+bve3p6okKFCjh37lzZCsZKI09P7v84+/K4VbkTgtP2ADk5wP37QJ06Fm0bIYSUBdawTGVR2uDk5ISTJ09qbK9evTp/28PDA+vXr0fbtm2xd+9ejBo1SjQ6dOTIEdSoUcMoudRZWVmYM2cONm3ahEePHomWAEpLS4Orq6vBz3Xu3Dnk5uaid+/eou19+vTBr7/+ijt37qBGjRoAuNw5YU3R0NBQODk54cmTJ1qf/9WrV8jOzuZnUEp99NFHGDBggCiBX66igq+vr2yvnrFRMGZiws6vBPtg9Z3kZPM3hhBCyqCiDA9aA4VCgYYNG+o9rkWLFqhQoQIePnwoGt4DgJcvXyI4OFjLIwtn8uTJWL16NaKiotCgQQN4enpi165d+Prrr5GVlVWoYOzVq1cAIFsrFOBy31ScnJxgb28vOs7e3l5nbVDVPrnqCQDXA9iwYUO9C4ULy12YklUl8JdGwmAslRW8UdPSzN8YQgghpc706dPx8uVLVK1aFWPGjBGl+/j4+ODZs2dGeZ3t27fjww8/xOTJk9G2bVs0bNiwyPXcvL29AQBxkvFjVbkq1f6iUj0+KSmpWM+TlJSkMy/NWCgYMzEnJ0AVcCflCYKxs2ct0yBCCCGlxunTpzF//nwsWLAAmzdvxqlTp7B48WJ+f9u2bXHz5k2cO3fO4Oe0t7cXLRuokpmZKeqhys/Px5YtWzQeC0DvijaNGzeGnZ0dtm/fLtq+bds2+Pv7Izw83OD2ynF0dESFChUQHR1d5OdQKpV49OgRqlWrVqy2GIKGKU2MYbjesZwcID5fEOn/9RcwY4Y6UiOEEEIElEolzspcuPv7+6NSpUpIT0/H4MGD0aFDB4wYMQIAMHXqVEyZMgVvvfUWqlevjkGDBmH58uXo1KkToqKiUKtWLTx9+hQnT57EqlWrZF+3Ro0ayMvLw+LFi9GsWTO4u7ujWrVqaNeuHVavXo2IiAj4+vpi+fLlGkFbYGAgPD098euvvyIsLAwODg6oI5Mf7evri3HjxmH+/PlwdHREkyZNsHfvXmzevBlLlizhk/eLo3nz5rI1xgDg0aNHOHv2rChnDADq16/PB5S3b99GWloaWrZsWey26MWWccnJySwANjk52WSv0bGjkq1TJ4ft+GYWyzZooP63YYPJXpOI5efns8+fP2fz8/Mt3ZQyjc6D5ZXmc5CZmcneuHGDzczMtHRT9FIqlWxOTg6rVCpl90dFRbEAZP8NHz6cZVmW/fDDD1lvb2/22bNn/ONyc3PZhg0bsg0bNmRzc3NZlmXZxMREdtSoUWxgYCBrb2/PVqpUiZ06dSr/mFatWrGdOnUSPcfo0aPZgIAAlmEYtlWrVizLsuyLFy/Ybt26sW5ubmxAQAA7efJkdvXq1SwANj4+nn/8jh072Bo1arAODg4sADY6OpqNjo5mAbDbt2/nj8vPz2dnzZrFVqhQgbWzs2OrVq3Krly5UuP34OLiovH78fDwYKOionT+jn///XfW0dGRTUlJEW3X9nsFwD5+/Jg/bsGCBWzFihW1niOW1f+eMzTGYAoaVmalpKTAw8MDycnJxl+bssC777K4fTsPrq62+CfyE0A1O+add2hpJDNRKpWIi4uDv79/qVsCpiSh82B5pfkcZGVlITo6GmFhYQavCWgpLMvqTR4nxZObm4sKFSrg22+/FRWMV9F3Dho1aoQuXbpguo7vaX3vOUNjjNL1l2ilVBNMsrOBvJGCmS4pKZZpECGEEFLK2dnZ4fPPPxfl0Bnq5MmTuH//PsaPH2+ClmminDEzEM6oTHcNgIfqTkaGJZpDCCGElAkjR45ESkoKEhIS4Ovra/DjUlJSsHHjRniqioWaGAVjZiAsvZKW76QOxsxQu4QQQggpqxwcHDBt2rRCP061Vqe50DClGbi6qtPy0jMVgGpcOT3dQi0ihBBCiLWgYMwMXKW1Xp2duTs0TEkIIYSUeRSMmYEwZ+z5c6ijs4QEQKm0SJsIIYQQYh0oGDODgrVOAQA3bgAIDOTu5OVR3hghhBBSxlEwZgYhIerbSUkQ54oVrMNFCCGEkLKJgjEzEA5TZmQAEC6M+vix2dtDCCGEEOtBwZgZiOqMpQMYNky9YdMms7eHEEKIdZsxYwZchbO/jPy40NBQjB2rLkI+dOhQ1KpVq9CP27lzJ5YvX65xnKHPZ2y9e/fGpEmT+PvS30dMTAxcXFwQExNj9rbpQnXGzMDODrCx4cpbpKcDqFRJvdPPzzKNIoQQUmbt2LEDXl5exX7czp07cfHiRYwePVp03LRp05Bu5vJNly9fxp49e/DgwQOtx4SGhqJXr16IiorC+vXrzdc4PSgYMwOGAZydWWRlFQxTVq+u3vnqlcXaRQghpGx67bXXTPq4ypUrF+n5i2Px4sXo0KEDgoODdR43fPhwtG3bFvPnzy9SQGoKNExpJk5Ogp4xFxfAxobbkZxsuUYRQggpEWJiYsAwDH755ReMHTsWXl5eCAoKwqeffoq8vDyN469du4YWLVrA2dkZtWrVwoEDB0T7pcONKvv27UOtWrXg6OiIBg0a4OzZs1ofN3ToUGzYsAHXr18HwzBgGAZDhw7l90mHKa9du4YOHTrAxcUFHh4e6NWrFx49eiQ6hmEYzJs3DzNmzEBAQAB8fX0xbNgwvb1s6enp+P3339GrVy+dxwFAixYt4OPjg82bN+s91lwoGDMTVTCWkQGuq0y13tXt21RrjBBCiEGmTp0KhUKBbdu2YeTIkViwYAHWrFkjOiY3NxcDBgzA0KFDsWPHDvj7+6Nnz554+fKlzud+/vw5Ro8ejUmTJmHbtm1wcHBAhw4dECecdCYwbdo0vP3226hUqRLOnDmDM2fOaF166PHjx3j99dfx8uVL/PLLL1i5ciUuX76MVq1aITU1VXTs0qVLcffuXWzYsAHTp0/H5s2b8dVXX+ls+5kzZ5Ceno7mzZvrPA4AFAoFmjRpgsOHD+s91lxomNJM3N1ZPHsGZGVxVfhdhVcy584BTZtarnGEEFKaDRoE6AlETM7HB/j552I/TWRkJH744QcAQLt27XDs2DH89ttvGDlyJH9MTk4O5s6di7fffhsAUK1aNYSFhWHfvn0YOHCg1udOTEzE9u3b0aZNGwBAq1atEBISgu+//x5z5szROL5y5crw8/PDw4cP0aRJE53t/v7775Gbm4uDBw/C29sbADfkGRERgfXr12PcuHH8sUFBQdhUMLntrbfewuXLl/Hbb79h7ty5Wp//woULcHV1RSVhTrYOdevWxbJlyww61hwoGDMTb29171dKCuAqLPZ68SIFY4QQYiovX4pLCpVg7du3F92PiIjA0aNHRdsUCgXatm3L3w8NDYWTkxOePHmi87k9PDz4QEx1v23btjh37lyx2/3333+jTZs2fCAGANWrV0fdunVx6tQpUTDWrl070WMjIiKwZcsWnc///Plz+Pr6GtweX19fJCQkIDc3F7a2lg+FLN+CMsLRUb1YeGYmgLlzgYkTuQ0bNgCCNyIhhBAj8vGxdAuM1gZPVYpLAXt7e2RlZYm2OTk5wd7eXu9xUn4ys/sDAgJw8+bNojVW4NWrV6hXr57s8ycmJoq2yf2M2dnZOp8/KysLDg4OBrdHdWxWVhacnJwMfpypUDBmJqqcMaAgGKta1XKNIYSQssQIw4NlQXx8vMa22NhYBAUFFfu5vb29ZXPPYmNjER4ebpTnT0pKMvj4pKQk2Nvbw83NrdivbQyUwG8mjo7q25mZAKRv7vx8s7aHEEIIEUpOThYNeSYnJ+Pw4cOIjIzU+hhDetwAbgbjkSNH8EpQzun27dv4999/0aJFi+I1HFxeXHx8vMG1zWJiYowSBBoLBWNmojFMKaWjSB0hhBBiat7e3hg+fDg2btyI3bt3o2PHjmBZFh9//LHWx9SoUQMxMTH49ddfcfHiRa2V7SdMmAA7Ozu0b98eO3fuxJYtW9CpUydUqFCBL4dRHM2bN4dSqcSVK1cMOv7ixYtGCQKNhYIxM3FwkAnGhOPUesbDCSGEEFMKCgrC0qVLMXfuXPTu3RtZWVk4cOAAAgICtD5m+PDh6N27N8aNG4dGjRphxowZsseFhITgxIkT8PLywoABAzBixAjUrVsXx48fN8pQYXh4OGrXro19+/bpPTYuLg6XLl0yqCaZuTAsy7L6Dyu9UlJS4OHhgeTkZLi7u5vkNZRKJTZsSMayZZ4AGHz5JdCtG4DFi9W5DJ9+CvTta5LXJ9w5iIuLg7+/PxQKugaxFDoPlleaz0FWVhaio6MRFhYGR2FuiBViWRZ5eXmwtbUFwzCWbk6psGTJEixevBh3797V+TtdtmwZvv/+e9y5cwf5+fnFOgf63nOGxhil6y/RiskOUz59qj5AMvOFEEIIIYZ7//33kZmZiT179mg9RqlUYvHixZg+fbpVBcEUjJmJbDAmqAPDleYnhBBCSFE4OTlh/fr1yMnJ0XrMs2fPMHToUJ3Fby2BSluYibOzOhhLSyu44eKiPkBPMT5CCCGE6CYtGCtVvnx5fPHFFwC4oWJrQT1jZuLiIhOMCceXz583b4MIIYQQYhUoGDMTV1eZYExYa0yycj0hhJCisaYeD1K6Geu9RsGYmcj2jFnDEh2EEFJK2NnZAQAyKAeXmInqvaZ67xUV5YyZiWzOmHQdraws8dAlIYQQg9nY2MDT05NfdsfZ2dmqZswJUWkLyyvOOWBZFhkZGYiLi4OnpydsbGyK1RYKxszExoar8ZqZKQjGAKBTJ+Cvv7jbjx4BVrQ8AyGElDSBgYEAILsOojVhWRZKpRIKhYKCMQsxxjnw9PTk33PFQcGYGbm4cMFYaqpgY2io+nZMDAVjhBBSDAzDICgoCP7+/sjNzbV0c7RSKpV4+fIlfHx8Sl3x3ZKiuOfAzs6u2D1iKhSMmZGrK5CQAIjWMRUGYw8fmrtJhBBSKtnY2Bjti9IUlEol7Ozs4OjoSMGYhVjTOaB3gBmpyoplZABKZcFGf3/1AUlJ5m4SIYQQQiyMgjEzcnVV3+Yn+wgLv4q6zAghhBBSFlAwZkbCuEu2Cv+ff5q1PYQQQgixPArGzEhY+JXvBNOxijshhBBCSj8KxsxItmdMWmuMEEIIIWUKBWNm5OGhvv3ypWBHlSrc//b2Zm0PIYQQQiyPgjEz8vVV3371SrBDldmfk8P9I4QQQkiZQcGYGbm5qW+LCr8Kp1lSeQtCCCGkTKFgzIy0BmPe3urbL16YrT2EEEIIsTwKxsxIGIyJ1qcUFn6lWmOEEEJImULBmBkJRyNFPWPOzurbmZlmaw8hhBBCLI+CMTPSWmyfqvATQgghZRYFY2Yk7ADjl0MCACcn9W3qGSOEEELKFArGzMjeHrCz425TzxghhBBCAArGzE7VOyaKuahnjBBCCCmzKBgzM1UnmGiY0tFRffvOHbO2hxBCCCGWZXXB2LJlyxAaGgpHR0dERkbi/PnzOo9ftGgRqlWrBicnJ4SEhGDChAnIysoyU2sLT7ZnjFUvII5Tp8zaHkIIIYRYllUFY1u3bsXEiRMRFRWFy5cvo27duujQoQPi4uJkj9+8eTM+//xzREVF4ebNm/jpp5+wdetWfPHFF2ZuueFUPWM5OUBeXsHGypXFB4m6zQghhBBSmllVMLZw4UJ88MEHGDZsGCIiIrBy5Uo4Oztj7dq1ssefPn0azZs3R//+/REaGor27dujX79+envTLEmYq8/HXMICZIBk4UpCCCGElGa2lm6ASk5ODi5duoQpU6bw2xQKBdq2bYszZ87IPqZZs2b45ZdfcP78eTRu3BgPHjzA3r17MWjQIK2vk52djezsbP5+SkoKAECpVEKpVBrppxFTKpVgWRZKpRJOTgy/PTWVVcdhXbqA2bMHAMAmJwNBQSZpS1klPAfEcug8WB6dA+tA58HyzHEODH1uqwnGEhISkJ+fj4CAANH2gIAA3Lp1S/Yx/fv3R0JCAlq0aAGWZZGXl4eRI0fqHKacM2cOZs6cqbE9Pj7eZLlmSqUSycnJYFkWLOuG3FwuYf/RoyTY2OQDAJzt7OCUmwsASH70CHnC9SpJsQnPgUJhVR3CZQqdB8ujc2Ad6DxYnjnOQapouR3trCYYK4rjx49j9uzZWL58OSIjI3Hv3j189NFH+OqrrzBt2jTZx0yZMgUTJ07k76ekpCAkJAR+fn5wd3c3STuVSiUYhoGfnx8CAhSws+N6x5ycfNTLUgYFgSkoQuZtayter5IUm/Ac0Aef5dB5sDw6B9aBzoPlmeMcOAqrJehgNcGYr68vbGxsEBsbK9oeGxuLwMBA2cdMmzYNgwYNwvvvvw8AqF27NtLT0zFixAhMnTpV9pfr4OAABwcHje0KhcKkfxAMw0ChUMDFRf0amZkM+Jf09FQf+/IlQH+cRqc6B/TBZ1l0HiyPzoF1oPNgeaY+B4Y+r9W8A+zt7dGgQQMcOXKE36ZUKnHkyBE0bdpU9jEZGRkaP6iNjQ0AgBWWi7AiwiWRROUtypVT305IMFt7CCGEEGJZVhOMAcDEiROxevVqbNiwATdv3sSoUaOQnp6OYcOGAQAGDx4sSvDv0qULVqxYgS1btiA6OhqHDh3CtGnT0KVLFz4os2aieQnCGZW0JBIhhBBSZljNMCUA9OnTB/Hx8Zg+fTpevHiBevXqYf/+/XxS/6NHj0Q9YV9++SUYhsGXX36Jp0+fws/PD126dME333xjqR9BL2Gn18GDAJ/aJqx5kZZm1jYRQgghxHKsKhgDgLFjx2Ls2LGy+44fPy66b2tri6ioKERFRZmhZcbRpg2weTN3u1EjwQ5aLJwQQggpk6xqmLIs8PFR3xbmj1EwRgghhJRNFIyZmWwFfoBbLFw1BEvBGCGEEFJmUDBmZk5O6tuiYIxh1En8lDNGCCGElBkUjJmZgwMXdwEy64Grus2oZ4wQQggpMygYMzOFQt07lpkp2akKxqhnjBBCCCkzKBizAFXivkbPmGqYMicHKFinkhBCCCGlGwVjFqA1GNOa3U8IIYSQ0oqCMQtQDVNmZACiVZuo8CshhBBS5lAwZgGqnrH8fMlopIeH+nZSkjmbRAghhBALoWDMAoTFXkVJ/H5+6ttxcWZrDyGEEEIsh4IxCxAGY6IqFt7e6tvUM0YIIYSUCRSMWYCw8KuoZ0w1mxKgnDFCCCGkjKBgzAK0TpoUBmOpqWZrDyGEEEIsh4IxC9DaM+burr5Nw5SEEEJImUDBmAVozRnz9VXffvXKbO0hhBBCiOVQMGYBWmdTCocpaX1KQgghpEygYMwChMGYKGfMyUm9ijgl8BNCCCFlAgVjFqA1GGMYdXY/9YwRQgghZQIFYxagNYEfUAdj1DNGCCGElAkUjFmA1gR+gHrGCCGEkDKGgjEL0JrAD6iT+LOyuMUrCSGEEFKqUTBmAVpzxgCaUUkIIYSUMRSMWYBBOWMABWOEEEJIGUDBmAXojLdu31bfvnnTLO0hhBBCiOVQMGYB9vaAouA3r9Ez9uiR+vbOneZqEiGEEEIshIIxC2AY9VClRs7YyJHq27Vqma1NhBBCCLEMCsYsRJXErxGMNWmivk2LhRNCCCGlHgVjFqK1nJi3t/p2YqLZ2kMIIYQQy6BgzEJUwVhGBqBUCnZ4eqpvJyebs0mEEEIIsQAKxixEFYyxrCSJ38kJsLPjbtMwJSGEEFLqUTBmIVpruwoXC9dIKCOEEEJIaUPBmIUIgzGNNcFVUy016l4QQgghpLShYMxCdBZ+pWCMEEIIKTMoGLMQg4MxUXY/IYQQQkobCsYsRLhYuEYwFh+vvk3lLQghhJBSjYIxC9GawA8AcXHq29u3m6U9hBBCCLEMCsYsROcwpbDbTDVkSQghhJBSiYIxC9EZjI0Zo75NwRghhBBSqlEwZiE6c8YCA3XsJIQQQkhpQsGYhejMGRNGalT4lRBCCCnVKBizEJ3DlMKdFIwRQgghpRoFYxZicAI/DVMSQgghpRoFYxaiM94S7qQq/IQQQkipRsGYhdjbA3Z23G3qGSOEEELKLgrGLEg1VEkJ/IQQQkjZVaRgbNSoUTh9+rSx21LmaA3GFArA0VHLTkIIIYSUJkUKxjZv3oyWLVuicuXKiIqKwt27d43drjJBazAGqHvHqGeMEEIIKdWKFIzFxcVhy5YtqFWrFubOnYvq1asjMjISy5YtQ0JCgrHbWGqpgrHcXCAnR7KTgjFCCCGkTChSMObg4IDevXtj165dePHiBZYvXw4HBweMHz8e5cqVQ+fOnbFt2zZkZWUZu72likHlLSgYI4QQQkq1Yifwe3l54cMPP8TJkycRHR2Nbt26Ye/evejXrx8CAwPx/vvv499//zVGW0sdnbVdk5K4//PyZLrNCCGEEFJaGGU25ePHjzF37lx06tQJ27dvh4+PD0aNGoX33nsPu3fvRv369bFixQpjvFSporNnLC5Offv6dbO0hxBCCCHmV+RgLCkpCatWrUKrVq0QFhaGGTNmIDw8HH/88QeePXuGpUuXYuHChXj8+DHeeecdzJo1y5jtLhWEwVhammSnu7uOnYQQQggpLYoUjHXv3h2BgYEYOXIkcnJysGTJEjx//hy///47unXrBjtVNVNw+WW9evVCbGys0RpdWri5qW9rxFsjRqhvp6aapT2EEEIIMT/bojzoypUrmDRpEgYPHoyqVavqPb5du3Y4duxYUV6qVBN2fiUnS3Z6ealvv3pllvYQQgghxPyKFIzFxMQU6ng/Pz+0atWqKC9VqgmDMY3OLwrGCCGEkDKhSMOUNjY2+PXXX7Xu37p1K2xsbIrUoGXLliE0NBSOjo6IjIzE+fPndR6flJSEMWPGICgoCA4ODggPD8fevXuL9Nrm5uqqvq0RjHl6qm9TMEYIIYSUWkXqGWNZFizLat2fn58PhmEK/bxbt27FxIkTsXLlSkRGRmLRokXo0KEDbt++DX9/f43jc3Jy0K5dO/j7++O3335DuXLl8PDhQ3gKAxkrpjNnjHrGCCGEkDKhSMEYAK3BVkpKCg4cOABfX99CP+fChQvxwQcfYNiwYQCAlStX4q+//sLatWvx+eefaxy/du1aJCYm4vTp0/ykgdDQ0EK/rqUY3DOmqjlGCCGEkFLH4GBs5syZfHkKhmEwcOBADBw4UPZYlmUxfvz4QjUkJycHly5dwpQpU/htCoUCbdu2xZkzZ2Qfs3v3bjRt2hRjxozBrl274Ofnh/79+2Py5Mlah0mzs7ORnZ3N309JSQEAKJVKKJXKQrXZUEqlEizLajw/V9qCC2pTUwGlUtDbaGMDxs2N25GYCNZEbSsrtJ0DYl50HiyPzoF1oPNgeeY4B4Y+t8HBWOPGjTF69GiwLIvly5ejXbt2CA8PFx3DMAxcXFzQoEED9OjRo1ANTkhIQH5+PgICAkTbAwICcOvWLdnHPHjwAEePHsWAAQOwd+9e3Lt3D6NHj0Zubi6ioqJkHzNnzhzMnDlTY3t8fLzJlm9SKpVITk4Gy7JQKNRpellZQG6uDwAgLi4XcXEposd5OjnBJjERbGwsEoVFYEmhaTsHxLzoPFgenQPrQOfB8sxxDlINLE1lcDDWsWNHdOzYEQCQnp6OkSNHIjIysmitMxKlUgl/f3+sWrUKNjY2aNCgAZ4+fYr58+drDcamTJmCiRMn8vdTUlIQEhICPz8/uAunNxq5nQzDwM/PT3TCWRZwcmKQlwfk59vC399R9DgmIICrxJ+bC39PT8De3iTtKwu0nQNiXnQeLI/OgXWg82B55jgHjo6O+g9CEXPG1q1bV5SH6eTr6wsbGxuN4rCxsbEIDAyUfUxQUBDs7OxEQ5I1atTAixcvkJOTA3uZ4MXBwQEODg4a2xUKhUn/IBiGkX0NV1cuJSwtDVAoJHl43t7qx6ekADKTGIjhtJ0DYl50HiyPzoF1oPNgeaY+B4Y+r0HB2MaNGwEAgwYNAsMw/H19Bg8ebNBxAGBvb48GDRrgyJEj6NatGwAuaj1y5AjGjh0r+5jmzZtj8+bNUCqV/A98584dBAUFyQZi1kgYjGkQzqhMSqJgjBBCCCmFDArGhg4dCoZh0LdvX9jb22Po0KF6H8MwTKGCMQCYOHEihgwZgoYNG6Jx48ZYtGgR0tPT+dmVgwcPRrly5TBnzhwAwKhRo7B06VJ89NFHGDduHO7evYvZs2cXevKAJanKW6SlccOWokmq0mCMEEIIIaWOQcFYdHQ0APC9Tar7xtanTx/Ex8dj+vTpePHiBerVq4f9+/fzSf2PHj0SdfmFhITgwIEDmDBhAurUqYNy5crho48+wuTJk03SPlNQlbdQKoHMTMDZWbBTGID9/TfQuLE5m0YIIYQQMzAoGKtYsaLO+8Y0duxYrcOSx48f19jWtGlTnD171mTtMTVp4VdRMCZYcB23b5utTYQQQggxnyJlrH322We4cuWKsdtSJgkLv2rkjbVvr75twgCYEEIIIZZTpGBsyZIlaNiwIapWrYpp06bh2rVrxm5XmaEzGAsOVt+mnDFCCCGkVCpSMBYXF4d169YhPDwc8+bNQ7169VCzZk189dVXuE3DaYWic0kkLy9AlSP36JHZ2kQIIYQQ8ylSMObm5obBgwfjr7/+QmxsLFatWoXy5cvjq6++QkREBOrVq4e5c+cau62lks6eMTs7QFUw7v59s7WJEEIIIeZT7Cpnnp6eGD58OA4cOIDnz59jwYIFiI6OxtSpU43RvlJPmMAvu2pCRob69tOnJm8PIYQQQsyrSBX4pXJzc7Fv3z5s3boVe/bsQVpaGkJCQozx1KWezp4xqYcPgXLlTNoeQgghhJhXkXvG8vLysHfvXgwZMgR+fn7o1q0bjh8/jmHDhuHUqVN4+PChMdtZauntGRs9Wn371SuTt4cQQggh5lWknrHhw4dj586dePXqFXx9fdGvXz/07dsXr7/+OhiG0f8EhKe3Z0zYw/jypcnbQwghhBDzKlIwtnPnTnTv3h19+vRBmzZtRAt1k8LR2zPm46O+nZho8vYQQgghxLyKFIzFxsbC1tYo6WZlnt6eMWEwFhdn8vYQQgghxLyKlDNGgZjx6KwzBgBBQVRrjBBCCCnFDIqqwsLCoFAocOvWLdjZ2SEsLExvbhjDMLhPtbH0srEBXFyA9HQgOVnmAHt7IDAQePaM+0cIIYSQUsWgYKxVq1ZgGAaKgh4a1X1iHO7uXDAm2zMGAJ6eXCCWmgooleqeMkIIIYSUeAYFY+vXr9d5nxSPuzvw/DmQkgKwLKAR56qy/FmWKwIrHNskhBBCSIlWpC6WjRs3IiYmRuv+hw8fYuPGjUVtU5nj7s79n58PZGbqOADgIjZCCCGElBpFCsaGDRuG06dPa91/9uxZDBs2rMiNKmuE5S1kYy3hAXrL9BNCCCGkJClSMMayrM796enpNOOyEDw81Lf1BmNUa4wQQggpVQyOmP79919cvXqVv//3338jLy9P47ikpCSsXLkS4eHhRmlgWaC3Zyw+Xn1782agSROTt4kQQggh5mFwMLZjxw7MnDkTAFe24scff8SPP/4oe6ynpyfljBWC3pSws2fVt3UMDxNCCCGk5DE4GBsxYgQ6d+4MlmXRuHFjzJo1Cx07dhQdwzAMXFxcULlyZRqmLARhMCZb3uKzz4DPP+duU48jIYQQUqoYHDEFBQUhKCgIAHDs2DFERETAz8/PZA0rS4TBmGzh1zp11LfLlzd5ewghhBBiPkVK4K9duzaeP3+udf+1a9fw6tWrIjeqrNHbM6Z3AUtCCCGElFRFCsYmTJiAESNGaN3/4Ycf4tNPPy1yo8oavTljTk7q2+fPm7w9hBBCCDGfIgVjR48exTvvvKN1f5cuXXD48OEiN6qs0RuMSUvy6yktQgghhJCSo0jBWHx8PHx9fbXu9/HxQVxcXJEbVdYUusC+bJl+QgghhJRERQrGgoKCcOXKFa37L126RMn9heDsrF77W+ti4ZUrq2/TkkiEEEJIqVGkYKxbt2746aefsHv3bo19u3btwrp169C9e/diN66sUCjUOfqysykB8YxKCsYIIYSQUqNIxcBmzJiBw4cPo3v37qhbty5q1aoFAPjvv/9w9epVRERE8AViiWE8PLgYS2vPGK1PSQghhJRKReoZ8/DwwNmzZ/Hll18iNzcXv/32G3777Tfk5uZi+vTpOH/+vN71K4mYKtZKTQWUSh0HANQzRgghhJQiRQrGAMDFxQUzZ87EtWvXkJGRgYyMDFy4cAE1a9ZE//79+QKxxDCqJH6W1dLxVegsf0JIaZOaCtDcKEJKn2KvWcSyLI4cOYJNmzZhx44dSE1Nha+vL/r372+M9pUZ0sKvwvsAaJiSkDIuJQVo04a7vWwZEBlp2fYQQoynyMHYpUuXsGnTJmzZsgUvXrwAwzDo27cvxo4diyZNmoCR1sYiOkk7vsqVkxxAw5SElGlz5qhvjxkDXLxoubYQQoyrUMHYgwcPsGnTJmzatAl3795FuXLlMGDAADRu3Bh9+vRBz5490bRpU1O1tVTTOwpJw5SElGn371u6BYQQUzE4GGvatCnOnz8PX19f9OrVC2vWrEGLFi0AAPfpU6LY9MZaNExJSJkmXKIWAPr3Bz7/XFz1hhBSMhkcjJ07dw5hYWFYuHAhOnXqBFvbYqebEYFC9YxpLUZGCCmN8vKAf/8Vb7tzB3jvPeDoUZkcU0JIiWLwbMqlS5ciKCgI3bt3R2BgID788EMcO3aMSlgYSaF6xigYI6RM2bNH+742bbhgjadUArNnc91m1ItOSIlgcPfW6NGjMXr0aERHR2PTpk3YvHkzVq9ejcDAQLzxxhtgGIaS9otBOptSg40NF5ClplIwRkgZ8/ix7v379yrR2XY/t7bay5fAH39wOzw8gClTTN9AQkixFLrOWFhYGL788kvcuHEDFy5cQN++fXH8+HGwLIvRo0djxIgR+PPPP5GVlWWK9pZaBnV8eXjoOYAQUtqwLLBxo+5jbD54D5g+Hfj0U/G0y99/N23jCCFGUeSirwDQoEEDLFy4EI8fP8bBgwfRoUMHbN26Fe+88w58fX2N1cYyQRVnATomS3p6qg/Izzd1kwghFpSYCCxeDOzYofs4O2U2ajH/madRhBCTMEoWvkKhQNu2bdG2bVusXLkSu3btwubNm43x1GWGKs4CgKQkAw5KSQG8vEzXIEKIRb31lpal0QRc8lMw4fFEpGYCLABKFCGkZCpWz5gcR0dH9OnTB7t27TL2U5dq9vZcugfAXRHLMihiI4SUdCdPag/Eli4FFAWf3CvutEF45lUAwJMnWp4sIcHo7SOEGJfRgzFSdN7e3P+vXmk5oLQEY0uWAA0bAjt3WrolhFidS5eAiRPl90VFAU2aAOfPA/v2iffJTvwBuC42rVd4hBBrQMGYFVGNOqakSKaqqwgTy0pQMCb6WTIygA0buNtffw3cumWRNhFirT78UPu+Dh3Ut/18NLvOkrXlm7ZvX7xGEUJMioIxKyJMAZONtUpgz1jv3tyVfMOGwO7dwIGP9uLZMy6/BQAwcKAlm0eIVdFXttHeXnAnKQkh5cX7nz41epMIIWZAwZgVEQZjskOVJSwYy8gAoqPV92fNAny2LENSMvDokeDAiRO5cuKElHGZmdr3RUVJNsTH8yVx/nNpgsHVL2BwjYvcCuLr1mk+AeWOETNYs4a7+F60yNItKVkoGLMiqpwxwIBgzMprjWVlyaeEJdgFAQDS0wUbT57kFtqj2nSkDMvP54rma9Opk2RDfDwAILQicNepDlBQdPvlSwD+/ppP8OKFcRpKiBYbNwIrV3K3f/kFePjQsu0pSSgYsyLCnjHZfNsS1DM2axawcKF4G8MqUSFbRw9YwcLzhJRFu3YBp0+Lty1fDvTtC/z4o3oGJe/nnwFws7BTbNVXch06APDzA4KCxMdnZxu/0YQI/PCD+P7z55ZpR0lEwZgVKS3DlCwLHDyoud0zTz1MonXlLNH4JSFlx+zZ4vsTJwKNG3NF9Rs0kHnApUv8zUyFi3ifQsFFcMJ11qy8N52UPtQZazgKxqyI3mFKd3d1FGPFwdiZM/Lb33m5lr/NsoIkfiGtdT0IKVv695fZePcut+xRw4aizaN+bia6/+ABgOBg4OOP1Rut+DODlHz37mlu+/pr4MYN87elJKJgzIro7RmzsVFXhv3Pepc/WbBAfrtPbqzofl6uzEGCq31CygqtNcKk+vUD9u7V2Fwj0l10//jxghvCcjizZ3PjnvrK+hNSBEePym8fPNi87SipKBizInpzxgDx3Hcr6wNWKrl1ibUlbd5zqs3f3uE7Av+6NNU8aPlyE7WuZHjwAHjjDW5oir4zy46C9C+e7GpyL19qfwKGweuvq+/6+BTcEKY2AMDatYJIjRDj2bNH+z76LNOPgjErIvzc1DpaJ6ygWjCbylocPQrMmSO/b9MmYFgv9eX/DZeGGJ/1LZfx+e23Zmqh9Xv3Xa6X5Phx7VeapPS5eFF9u1YtIDxc5iDpjBiVefMAAF26qDfxcZsw90FFOkuAECPQlazfuLH52lFSUTBmRezswNcN0hqMvfee+raV5YDITctv1Yq76q+2ZCxCjv/MfzekK9yRrXAGmjXTnPX100+mb2wJcPKkpVtAzOHmTeDff9X3x4/XcqAqRUGqIH+M7w2DoINZpsQF8/ffhW8kIRLLlwNDhhg+xJ6RYdr2lHQUjFkZ1VBlSVssXNus+fnzgRoOD4CzZwEAvr7c9iwF98WiVAIIDBQ/aMUK4MABE7XU+qSmch9s/FAVy6LTyw3wWrcAc6ZlIFcut46UePn5wLBhwKBB4u0hIYI7qalcZjTLivO/hApmTArTHICCvy0HB83jaZIMKaa1a7l/169zaRWS+SQ4eZK7zhai1SF0s7V0A4iYlxdX3SE9HcjJkSx/Ahg4lmleLAs0by6/T6EA91dbwNaG+/+VHXfFnpQEeMsNpUydKl6IrxSbOlU8clQv7RT6xC0BAGz72QdHWwxV/yr++49bJbpbN/khKFJiHDsGXLumuZ3v4crJ4dYTS0jgAjG50hTTp/M3pdc0L19y5cagUGgm7cgufkuIbqmpwJIlwB9/aD8mMJDrxP1hMYuNQZ8hNOs2FpX/DvHx4aha1XxtLWmssmds2bJlCA0NhaOjIyIjI3H+/HmDHrdlyxYwDINu3bqZtoEmJPx+le34EtYNklbYs4DLlw2ImSRzm1NsvJHPcNcBT54UbBQEbGWNNIVn4pMJ/O2eCStxefNN7sv09m1g6FCuG23mTPM2khid3BfaO+8IirtevapewkhbjTBHR/6mnR1Qo4Z6F5/Dc/iwuku6AGNFveqk5FizRncgBgjmlZ0/j1bKY/DNfYavo/vjxXM9C6+WcVYXjG3duhUTJ05EVFQULl++jLp166JDhw6Ii4vT+biYmBh8+umnaNmypZlaahp6y1vYWldn5ty5OoZUVSSFXLcNUk+74dcvq1NHc+ZXGXD/vu79Nmweuv42CNdrvouXHQeod/zzD3DoEE1TKsHkegmmThXcKcLifu3aqW/z1W/c3YG//hKtp6SwcK96ZiY3TEtKlk2bCnFwfDx8BJ0LNyauMXp7ShOrC8YWLlyIDz74AMOGDUNERARWrlwJZ2dnrNXRc5Kfn48BAwZg5syZqFSpkhlba3x6y1vUqye+b+FPtAcPtO/buFFm408/oXZDdR6LMHEZf/4pPvbKlWK1rST44APDjmMexSA2VrJ855QpwJEj3O3UVG74khLMSgzpF5ubG1dKEADw7BlwR8fSYSo1a4ruCvP1RZMvbWxEE2UsGYzduAG0bAlERgKrV9P1RGnz3Xfq27Z26ts9En7EP/+Yvz0lhVV1s+Tk5ODSpUuYMmUKv02hUKBt27Y4o62sO4BZs2bB398fw4cPx996ZgplZ2cjW5BtnpKSAgBQKpVQmuhTQalUgmVZg56f6xxSLfjLyn5QCVcSYuPigIAAYzSziDTXNVqxgoWzM1C9OqCMeSRub1gYelVSYtky9daLF1nUrw/A3h6Mr696aOaDD8AaOEStT2HOgTmlpIh/fxWydH8BP4jmyh7wX9ozZoB1cwMzdiwAgO3dG5g0yRRNNQprPQ/mxpULFJ/76dPVf++MtsrJANCkCdjKlYFq1bgAS/C75EYj1c+rVAqGhjw9uT0sCyYpyWLn4KOP1O378Udg3Trg1KmyN4RVMv8WtK1jx1m6lEXjxtxbkpkxA3aSCGPWLBb79lnPuTbHOTD0ua0qGEtISEB+fj4CJMFFQEAAbt26JfuYU6dO4aeffsLVq1cNeo05c+Zgpky+TXx8PLJE3Q7Go1QqkZycDJZlodBY7VeMYeyRm8vVt3j4MB1xcZptcn77bTjt2gUASL5xA3laF3o0rRs3bJGbqznDKySEK3IUf/sVvPv2Fe17mZYGKDKQm6ueh//33xkoXz4TAOAeEAA7QcGal3qGpw1VmHNgTjVruuPqVfXlY/fYFWBZ3R9W8XFK+Ppyf+Asw0A5axZsVD1imzfj5ZAhJmtvcVnreTC3jAyI/ga++SYF1avnIi4OQG4ufA4f1vrY5F69kFe9OndH8vcRHCx+3tjYl/wKavYA3HJzwQLIfP4cWXFxFjkHcXE+ovu5ucDt24nw8rKeL2lzKIl/C15enoiLs5Hdt2PHSzg7F7wllUr4FHwmsaw6zIh/noW4OOtZI9Uc5yDVwNofVhWMFVZqaioGDRqE1atXw1eSoKrNlClTMHHiRP5+SkoKQkJC4OfnB3dhcrwRKZVKMAwDPz8/vSc8LAyws+M+PfPz3eHvL9Om8HAwdtwXuHd0NDe32AI6d2ZgZyfeNmwYC/+CsRKmRw9ID/AvmPI1cybw9dfcz5mV5QZ//4ICa59/DkYw19/fy0vjOYqiMOfAnK5fF/8OG2ScQsWKDF69AlK0/A1nZNrA1q7gA5FluU8/wZP4y9SWshbFOQ9KpSC5vYS7c0f9dw4Ab78tzk9gtL3nw8Ph3bKleo1aGc2bM1B1KDOMv3roMjSUe16WhWtuLlz8/c32t7BqFbBmDYPvv2dFP7fKvn1+omU0ywJr/UzSJTtb8zNfJTRU8Lmzaxf/Hg6vCtwtWLfSl0nGjz/6Y9o0EzfUQOY4B46CSTa6WFUw5uvrCxsbG8TGitcwjI2NRaB03jaA+/fvIyYmBl0EpadVXYK2tra4ffs2KleuLHqMg4MDHGRq7ygUCpP+QTAMY9BrCGPKpCRG/stHUN2R2bULeP99I7Wy+IYNE7Q5J0e8s3lzMAU7GzVSb/79dwbvvFOQ/iKcDgaA+fhjru6YERh6DsxF+oF05gygiARsFICLC7eQ+s2b8o/V1RfK5OcbJYA1lcKeh/x8Lr8IAGbNAt5+24SNMxNh7kzFioBCITijcr3Bu3dz3V7QN1Ak/gy5eJFB584Fdwo+N1iGgSIlxWx/CxkZ3Cw8AJgwQb71z55p+awr5aztM0mXnBxx4dbt27n7q1cDEydK3sPffMPfFOaN+eU+h/NP25G+eQNX4PzoUXGFAAsw9Tkw9Hmt6h1gb2+PBg0a4IgqKRlccHXkyBE0baq5jmH16tVx7do1XL16lf/3zjvv4I033sDVq1cRIqqeWDLonU0JcLkiKhYaopQuffHee1yJBm1FwgFwCxUXkBaoHDIE4GNwG0E3+IULxWqnNdu3T3zfzo4LxFQYAJMq79B4nN5TXsoK5gqXKxWU1SrRhNcXGh9tz56J70+fzgdihhAuPTljhmCHYLayoxnfI5LJ1LJ0fm4QqyD8PmrThhvFqVmTm/RboYL2xwk/rqY+/ACdXm7A4yfcxSbatDFNY7XQkwFiUVYVjAHAxIkTsXr1amzYsAE3b97EqFGjkJ6ejmHDhgEABg8ezCf4Ozo6olatWqJ/np6ecHNzQ61atWCvUTHV+nl4qL9stZaMCA1V33ZxMXWTZIk+5AGMHi0pUCutY3TunKitch++/Mx7i05IMA/ZNALpJ8W336JBN80LikPl39PYJvLVV0VvmBX69VdLt8C4pMvCCHuJZQ/o2LFQzz90qJYd0tIxuhYTNCK9pW9gVYuJEC2E51FnFSLpiAgAT5nFI14mFLtJBmNZbpWARo2AX36xzhm8VheM9enTB9999x2mT5+OevXq4erVq9i/fz+f1P/o0SM8N9OHiCXY2Kh7bbX2jCkU6itlyZCuuVy6pOeApUvF923kkz6llEpoRnqlcFEzaZrfmDHgii+pVKgAvPkmZswAEqYuQnAQd4W5y3c4VtuNhs4LvNq1jd5eS7l9W/OznV8Eu4RKSxPf18iaEB7wzTeFHnLWWoRZ+jx6/4iNI0HLl+7q1erbp0/TWqzWTpgyoTNFm6/6qhYYpHlYXHzBjYkTTR4d/fKL+vaiRcDrrwPbtpn0JQvN6oIxABg7diwePnyI7OxsnDt3DpGqhBEAx48fx/r167U+dv369di5c6fpG2lCqir8OksBqbJyU1IkxadMT9qB06ePzEEGnIPwcM1tv/0GoH59ICJCvVHbp3kJVVBNRWRI64fAAEFR17AwAFzc/fqU5vD8Yy0+q/QbfvcbBQD4OFkyI1j4jW7NffGFtHmz5rb//c/87TAmaa+oRkqJMBhzdS3080tXydL2dmBmzTLLskjaPgpeew0Ay+Lb+72w8WZDLBv1n/yBxCoIP4a1LZMKADh1Snx/4UIoGK7UkRA/UHLyJLB3rzGaqNXixeL7WVnAvHncdb61fFxaZTBW1qnyqTIzdcRZwhlzRir/YChhBw4AfPSRzEG1aqlvv/OO7PMIr4xVtmwpuCEsbmvIOEcJIpeUr+jdE3j8WL3hxAn1bYYB6tTBc4dQftM/Hp2Qli54gn/+UXeplqLgVa4XTOPt/scfQJcukgrC1ktaOk9Ux/nJE27qoUoRgjEnJ/F90Z/PqFHindJCyyag67TMjBmCoJwYAEBUzFDk51rh+FFJk5JikiBbeBFZcK2oae9ecbVhR0egRQugY0coGKCKYD5dTrbgcTNmcCuKmLmIeevWDCZNcreKgIyCMStkUBK/MK/KzEOVwiUxmzeX5IqxLDfz6z/BVa6W2Z4uLprfBY8eFeSfC38Jt28Xu83WRLrM4KIZSZoHyUyHfk+SKjbitYvc+M7Fi9wG1dhBQoL1XO4V09mz6ttVMv7FkBdzkXjuLgDg2rkM3KrUEWlfzObyn1S/oBs3uKtza0wMASCs59qqleDvJz+fWwBeqAjBGCCeoDZhgmCHNEFN33pcxaTtFMyZA+DFCzRwlqxbO/5Lk7an1Bs+nEuKb9LE6Okdws8tvrgBy3Jrnx49Cty6pTnDJiqK6/r18wMg/q7IzQPSM4CYh0BGJrgVRSIjzT4B6do1Oxw6ZNaXlEXBmBUSDjNoDcaEpT7MHIz99pv6tsaKRZcvc/UHhNzctD5XYKDmUNTUqQBiYtQb5s8vSjOtljBZ+YsvgBY1ZU6yzPjcyJHi+46OEH+6qYKx7OwSm2d34gSXJsUvIC8w/eF7ePPVb2i9qh8WfMfiRI/FUMbG49Fj4NlzIDoaeHrhGTB4MPDxx8CyZfIvwrJmGZ4zhCg2kg7vAEUOxoS9GDeE8Y40n9DEPRHCEdegIG6m5+7dBWtovveexnBX4taDUO7cjbNnNSeVEj1ycsRj+Pwwg3EIgzH+vI0aBXz+OfDZZ8DAgZoPUnWhSWYDP7cPBQA8fMh9VMXEQJ0HK1qg1TjKldO9/8svLVOVQIiCMStU6J4xmYRJU5F+h2l8V8hNfdMz41O2Rqn0r8fAKsYWcf48sGSJwcPFwnMaGAhxLQIVmbniCgX3uaeiMfwjqD9XEocqk5KATz4Bduzg4ilhr0pY5g0IyxhF/3gQbZJ+Fz02MwvIfkswJL5hA9d1K1zjUakEPvwQaNsWMHDVDmMTXkf16iXY8cknmgcXMRjTWotNWhclO1v+OCNISxNfR9WpA7i6sAj2L/gQiYuDk6O4SdnZwP2hszB2LJfdIJ3sQHSQBvOqHnMjUV1EMkzB9XVCgv7XUL3ZBZ9nrq7AH34jcM+pjuhQ0bK6Ru7Vlns6n9zn2HizETbfbYLyWfeM+npFQcGYFdK7WDgg/kTXtVq3kUmnoBcsiagmnenq7Ky3bLpsMqhkGSX8+KMhzTO/rCyurseGDcDXX+s8lGW5USFhrpynJ7T34MiQVjkQfcgIpziVwGDsiy/Ut1NSgP371fcXJAyGcJnFhqnHZJ9DI8cyO5sLvlT+/pvrvU1Lk3nzmofqz8HTE7DVV3ZbmgBmoC8lo33CDjBWmDZgwqmprVura+nZsHl4/dYqriuwSRPRH4G0kk1uLnc8wPWiIT+/VAy7P33KBd+DB3Of69Lc22LZsUNzRMJI6/qqqHpb3dwK3sNySb9SqosJwYWijw+QauOFWaFrsSlAvRpOnHCA5z/jTeb480/5Ki7f31MXi18U289or1dUFIxZIYOGKYWfYAcPmi0/Rppi8tZbgjtKpWZ+lwHDZXJFTPOcJEObRu5yL6zERK5OTcOGktmQPXoAKFiVaNdpfPGF+mo+OxuIj1cf2qiR5sxTT0+Ie7QAYPJkre2QdjKKgnXh85Sw+g+Jidx3R0DOY0x9+AGGvPgW06epv4ClQYuzshA9pamp3Kfx6NHi3iczz0IGuPeJ6pxJZz3KKmJVcHt7cTFZ0ftEGIyZaPKP9H3eK345ap0WTEwQXFzJ1aDyyo0DWBYOH43k8ogaNZKtX1WSLFvGDcfduAG0bw+0a8fg3DkjrJTRsCE3tm/ibkRV6gD/+adv2TVhlr/gze7kBDx05AqXH/BSB0Gi5d+kORnFIKyU5OwM/PWXeH/58vmwhvrwFIxZIYOGKaVV9/74w1TNEREWxG/SRPJdYcShxISXjPjbqlIloz13UXz6qfo2XzT6yhX+yyw5meuM8vt5Ifo1jUHzpko0b871ZJ0+rX16f2AgxIHT3r1A79462yL8jBNOpiipPWP5+dyXEwAMfTEH1TKu4M1X21E7ncved1BmwM4WcBCkx9VKP6f1+fLk0qC6dDF6T0FRJCaqY0BRj5BojKaAsKuwCIIEtZ1EsblCgfyChGrExpqk10l60dbp5UY4a8lWUCg0A9NWybux8VYj1Mi4qM4f3LCheI1KSuJ6QwcNEg9dm8nBg+L7OTnA9OnFXAooPV33fm3rqRWS7Ip0uoa4W7QQz6r08gJ69gQAKD6ZiHSbgp+bYXDQqy9Y6SJfJgq8MzK4v7s33uDqNgYFAc5OrFUsxWUFTSBSBg1TSruT5s41WXuEhN/xr78u2VmMD8uoKPH9+HgAv6tzgsw5FCt1+rRmftaNGwC+/56//6ygG7xD4mZ8+6AXZt5Sdw2MH699BFORJik6ZkB3iTBA37tX0ClaQnPGhAnmNdPVAdOkx+MAAIE5j6GwATy9pI9Ue2avjlALNfxz+nQhDi4+YVDEB2Msq7km0unTfK9rUemKzfNVXQHJyUafACTNK62QxQU+Wqu2N24Mj0Hi8jddE9bwt1NSC773Vb1pRQ0eFy3ipufevAn071+05ygifTFToQgDlZ9+0n2s8CqyGGRfZofmUm0AuG7ZRYug0d00ZQqXYyb53f8S+ClGVDuBvz26IF04kGLCntD53ypRrZr6Pcme035xZy4UjFkhg3rGAPGbWmbxc1MQLmMkLCWG/Hxg48YiP2+XLtysbJX4eGjOwrx7t8jPX1QXLnDBlNS499KBGzeQlKQOxISCc6K1f2mwLGqmn8epLU8kdQdgQBIRN9omxK9xWUKDsYKVzmTNftAHb776Dcp8zbeD6i3/TcVVmBamLrH9+HEhltcZPx5o1gy4dq1QbS4qYbv4v3NpzRJAUi+maITBmHTUOl84QcTIwZg0j7xJ8COUC9axwPn778NpslyxQrVXSQU39u7llhgoRA4p3+lohppq2miLW4Ti41goPxzJDTtqm0q6ezf3fi3ImchftxHx8TomBxshMU1r27V9ObVtq/c5580T389WOOOwV288fCjYaISJadLJwnzJy+Rkvjcsp3Fji63xLETBmBVyd1cP/+lM/RkxQn1buHi4CQmXkBB9OQp7sYSkkYMOer8fvvnG4OcyhpwczRqZAGCvzML8+z2QmsYFYtq++F205DW1TtqJ5RgNx77dilROXlqK6syZghsldJhSjm3B6lnls++jddIOeHsD9nbgZ1S6uQGVK3H5J7edXkOuwgHfVlBPhBhjv6og+9sAOTm6I0IjEuY8e3mBu8AwUSCoK4WQFfbAGjm/UNoZ81noNt0V2+vWBTw8cGjifq2HJCYCDx8BKROmc3dWr1ZHIHl5XGmF1as1LoA++wxYXG05Uqo11HxSM04K0FWmg2W5ySrTWh5HzPaLXImHgqjh5Uvg22+5ms4ANJL0b98B4hOAO8LrVGEva926xWr32rWaH7uTJskcKJxFL518JaNFC81BgGinCPGGYvYMA5pfS2PGFNwQBJJKnQttmo/+y3BidgoFl0v07JmetXxdXbnILSVFnCluItLPbD4YY1nNSx2AW++oEMMBeuvY1qkjs9F0hKXOhFol7YKf4qWoYL6cypn/IZ+xQeeXG3DYqzcuuXELUs4L/h4KuQtWaZSlhTS/gc+jdXPjio9lZZl9VQZjqlYNsFEALxO594Gnp3pp0+DezZB74jRf1NTFBfxV7XWXSAyuoZ5q/yQrB+XN23Sd5s8X1+WztYV8EGikRfOEsfnTp+J9SmH3u5EC96dP+dqeYpcvi+9Xraru5XZw4E+uZxVfnHdri8aph2WfPz2d+1e1KmBnCy4nqXdvbgmQZ8+4wqP79nEByCef4EmSK44dUWJD7Fo8ARBRQ/KEycl6Vrw2HmmhZ6EffwQ2r07HqieTkAUgI109UWfwYO5vYPt2YO+efPiDq8fFAKLZxQCQufoXONWsxL2xmjTh8heK+TmwfLnmtt69oTlhrGpV7qqQZQ3q1bW352q7Mgz3u3nzTW77nz5D4RS9HqFhOnpSC2G/JL7nL1DuqUtZsO7FzNszEuoZs1KqMlspKfJrGfJUO58/N3kBR2lg6OoK7o9SOqUaAFauBDZtkq0kr40wGOOvJIWLipmpUOfFi1wFBG1x5MDY75CqZ+KSpwfw6ePxmPxoDGqmn8dHTyaBYZX45x9Aka1lFt/EifLbZQhnsfL5KAyjjsxMlJhtbMKcSI+8BETU4AIxAPDx5tazCxYkoru/1Rw+3gVfxgA8Qty1rkG/e3/xh/qMZeRIYOtW8bbwcGjO6Kxf32iTVYSl+nbtEu9TCrslpN9YRfDXX0DXrpqdIhpf5qtWcb0o06ZxPTiCrsLevYFHIc2gYLhJKto6+/lshW3buAcJu50ePQL27AG++w6PHgFrbrfgd+UrBYVFAbP1Hmdk6F4Efe1aBp0S1SkewrkcwovSf8evQVwcl/J2/wFX8F7ouUd1LsoRVLwvzhC03MdHhQoFF4PCmZvNmnH/29kVanhdNTLo4aGewHPUswcyswSjDcUsXl2livo23yuWkiKaHMMaISXAGCgYs1LCgsUGV6I20swZbaRVK2xtwSWI7Nkj3mFvz32pFHIcXjhT+ujRgi9q4ReTics1ZGVxy7SMHKmZyqVSU3ETDDQ/pc66c58mDvbcFXhwMBBaUXzMaOf1XJ6TXBkSGxtxQp4ewvZFRwt2qOrPZWZad6HcAqoPYQAY+kJzEopC+hbq1El012H5IvzyC/elP3iw+NB16yBecP7dd3U3xkRJvBcuyNfGFK1JqaKnVl1hSIcGhV+uomDs33+LfaGjmoDz6JF4e+NGkr+V117j/u/alSuULDg/zs7A1NVhqBoOODlyQflvfqPxY7DmxV6mvqokf/6J+/cBO1adBH77NvBUuLKDGYKx/HxuopMwdUs6WQkAuiaoM+SfPS9YwPp/4llD4Ve2IqHgI1A6kTEqdCPmzBEMZ6qubJOSuPyyIqz3I1cpo7JqbUnhdFkjrB1sV1DhI8E+GM/sw5CkGkUs5jkSFhno0KHghmSlAMaosyuKjoIxKyW8qpUOMYgIgxWdXWjFt369zEa53pxDh4pUH0k6B6F9e5g1KX30aO2pbwDwyy/AlBuDNLb/5xKJ5eVmY0qlrQgQ1OKVxla9E5ZrH68o5Kw+Hx/1MLGox1LYvSi3vI4Va5B6XP9Brq5cdLOqICesTh1UrQo0bszl4gs/fENCwB03aRJX5GnSJO7+0qXygRd/6WxccnmHsiPuK1bor91UCAwj7qgQfrmKhimBQsx40KRzkpHwM6lpU70XaDZVwvieUQCoP7ktYhyraxwXHQ2ZSyK1tHTgh0WaFz0pqdyaiADMsnKJXAWNLl3Ea67KiXkIPJkmnqSwN6O17LGvbP0Q7RSBK1e4Edtz56BZLHjKFMMbrXpemfPK/4kI18STdtEVgXDFiH9dm6nPrRE/8/m3vKR3g7GSNWwpGLNS5QXJLjqDMWF1RRPnCQm/9HWOqBWih0efbNZeHXUY0DOWkMCtVVuYTsKLF4EPPpBZXkhg4ZR4VJ/cVSNPAwDWBnJrqT11qAz738TLQVWvBni4c0Ntri4AOnfWfIJJk6B1rE0HVefG8+eCzjZhMCZdtNfKSK/uy7UOV9+RC0pUvSgMw/W8Sta7A7hhFFUKyKNH4IbJ+/ThCoeqHtekCff7NvJyMdpolICBlu+vYiZbyxH2PAo/Hlhpt5nMWqiGatdOx05hLqswiU0bV1ege3fu9uuvo9PICnjqID9sq60zLyeHO/ctkv+S3R+risHMsPiltrrCtraaq2lIXT+lPcpdH6gOrlYFzxTtmzkT8p/BhSwVIYzP27Th1o0NDS3YIBxLNUKB1saNBa9r64usLG5Y2ZjBmJMTZIc9Mw3M1TU1CsaslMHrgAszZs2YtB0cDM0xCYCrd2bEacLPn0MddTx5orfK9FtvcbPfBw0y/IJtzBiZBc8F5o2KxutzOgJPn8Jb0qHw30/nEfAaFxQMHgzY16wq2q9QcL2cfJ6w3FRzfcNnWgjfI5cuFdyQZlCbqWr5zp3c5Ke9ew1/jHTKvEcLwSLWwpnCANeVJNs1q0kYjx44oOdg6aLEJhiykFvZ5bvvoFno1QS5K8KYVvQ5Iu25LkJZGpYVrzQlNW8exFeSwjesLlOncgV6Fy4Ew3D5VnITA3K1vLXvF5Qk/OC5OkiJcayOwTUuYmrYr+pK72YYppTOaxIOpQcEFFzZacntfOYQinLZ9+GgzARYFq8nq2cHX3VtgZHhxzCx8m5cd2kselxcHOSDscPyEyO0EfaMVasmWf3j6FH17YYyM1ULiWHU10ZJtlzQfvs2uPL5Rcx9FX4dhquu8xYtEh3DrlwJZXnrmOZDwZiVEn6h6IyxhJ+2Zixn0LgxJOXfwSVyGlBjRhdhvj7AreWW/1TQJTd9Ojf8plqbSJAXJe1tHjjQsELb+uY9tDqh/lAXDkMqK1XBu30VWL+e+8Lg65EVJriaNKnIwavww5Gf2Vm7tvggfVM+jeTrr7nYvDCdccIR20qVIA6EKkoS7tauNXjoW1iObupUYMAAHSXqVL0wKkYeuhIufwRwMeXo0QU5z9qWZTAi4eeIdMI1Kx2WLeSX3vHjgosAGc08roujkcKsOSM4187OgN/siaLSNwCQI4xlg4P5UiZyP8Zt5/oA1F/0APQMORQfy2q+78aOBfdhMX06wlguavTNlZ8y3yTlIOY86IOvogdi461Gon2ZChdk2LghwV6zdxiA/Erxhcwhla2JJ0e6uGgxJdsK8hlzcoqU7waIfwX894B0pZr69Yv03KZAwZiV8vFRfx7p7BkTBmMm7BmTBjrOztCskSUNzoqgeXMuABOKvi24BD55Evj4Y/V9wayYLup1X3n6Kmvo+/7x9ARsbqi7NhgA1cKBchGeCD/OzQRjGMmF6GefcdPXBBX6ZR05ormIXyEI4wh+xCU8XL04L6C9PocRST/fDK0zKRxm+uQTiHs9hcFYMaee376tZ01wYdFVwZR3Y5CWSvrxR8HLLVli1NeSI+xRWrVKslP63itkzqlsvSkAjvnp2HizIRw+HCL+8JIG2IXx7rtwdRFft6h6xjIygVnZk7FydzBY4XtfQLXcTpqNR8F9cJHk22+bbF1faeyzYwegSH7F5Xjs3YtmG7lkwtZJO3U+T2DOQ41tWQruA+fttwVJ9QK3PCKBzz8Xbzx2zOC2A8DPP6tv66wAIlx3q5gGDQJe2qqveFkWmtOQjUVuJoUFUTBmpWxt1bnrOmMsYREmEwZj334r2cCy4n5suTpjRSQNoPa66Ohp4iueag9adaXD6Kq5um4dcPCAZrRmYwN4nD8Eex83mUcVKFeOq2w4dar2YEJnJUz9hJM8ROkvn32mvv1EOH3MNKSn3tAOB2EKoLc3xD1jrq7cYn4LFxa69IK0jIPqtbTGGsJvTY03etG9eKHZMamaNQZAkIADwYKnxiUcGdQYgZWWnSlEz7pcTqadMhu+Oc+w6k4r+HjL1IkSLqpaWLa2wKlT8Fg4A1MqbcOkyn9gZpsTwODB2OwzHrsTmmHNGqDbS811eypWBMaPyETLlgDLcF95/AhxXJw4YcmIpHNEQkIg+jByyXmFdkm/4Z2X6/hthozkKstXAMsowDBcmbotWzSPGT8e3FWt8MOvkDmSwus4jfeOKugtToAtY+xY4IWD+jlzcqH+kM7M5K6sijBsyU8OE6YC8NMrrQMFY1ZM1en18qWOmecKhTox1oSFXzVmGUpnXwm/WIpJmpd9saH+BFFdf5/C9Wql3n9ffvsHH3AjfopdMmuB/PSTYUOLDMN1X8kFE0YoNin84BYFY8LeUlNdVQpI35v9+ijxx+8sVq/IReKfp7kxgvXrgbt3oVQCjx7ZgGXFBfJ9fCBO3LO35yK0118vdC6VMEgV0loYXDj+lZJitBIqenMWhUPKkun2xlJVkMIo+xkyZIj6diF+bmG8DwAOykzsS22OrZnvoEplLSNXxZ3Y4+gIz4Gd8dShEmLtK+DsNRfsDh2PlRmD+b/Hpw7ibqIaNQAXZ8A2OEDUgZMpzeO+d48bChculFpMwkCcr+CxTh142dkCw+K/4++XCwa8p44WTSCXE3jqd2zYwJVrCwvjfvQjR8R/JnyOlJFq1rVoIbijVKp7saVrlBWTjQ23LN6ycrMBCFJe//4baNmSyzkwYA1kaWfnwoXgInDVE9apY5IczeKgYMyKqT7QWFZPnKX68n31yiwJ23XrQrO2mBG7qm1txasoJea5qwsLgqs8/egxtzxKTg6AZ8+Q/iIVLZL+hHdu8dbZW7WKu4DkE5NnzxYfsGBB4We92dtrJlMVY1F14dOqhqFEwZjwAzgursg1pPLzubqaqiX90tO5DzXhrHbhjHnn/FRsvNkQG241RvXBjWAzKwoJ/ceD7d8fWLoUyuHvo0kk8MEHnpg0SRzMeroat6Cv4O3C09pxLM0b69DBKAuIS5cZ1cgTPnhQfVvL8FpxMYz67ZCVJTMiJxzHLETPmLQA9NddL8DDg+vsNeV3nDSek6s3vSFQPTzHv8v69eN7Jf/xeFudxK/St6+6WJ2RiksLC97KXghIruecnAAMGAC3P8STKezsuKCyfHku+PL1Y1CzprigqYeH+IKZ7/S0tVV/NtvbG9yrJH2fiHLGhOkERg7GAK6z7YIbV5Kf/zorKKzIAmCXLtX7HMJe8Dp1gMi6WVwhchUrWQJJiIIxK2ZwEn8RP1CLasUKaI75SOvaFNN776mvJmNjgdxh3Ow6FlyPQ1oaFxzExgF4+hTsG29gxPMZmH+/u3gB84IPH22fr8JjFywwIJ+zVaui/DjcWnMXL3KzxM6d0959U0iqp0lMFCSKSxd9kxvH0OPXX7lqEPPmcROazpzhfvTNm7kJs3fvcqW7hLm145+Iu0uapBxEXj53/vLygFuX0rHxVmOEZd3UqEiuuFP8WkVC0okgKg0bFrx/heRWiRg/vtgrGEiHdnr2FNzJyREP85soGJO2QxhIAzBKHb/WrYE36rzUvXyNEdYZVJEm8ksd9+wKQNB5vXcv4OzML9n4wr4C8nXFW4as6l1ISiVkx3ZdXNTvMXt7AA4OcG4YgferncIVV64mirsbF7e5uwFOLbTPXPT3V+cZi+ahqCZO5OTonY2uIpxco1FBRvgHZIJgrEIFQMlwqTfCvoV8JVdr9s4d/ROzhNkZ5cuDW09KeAFsJUsgCVEwZsW0TkvXdaCJhipV791y5Qo+NIR5NvoS1YtIFWiwLHDtBRdwvpR8X6SmArh1i89TsmNz8OB/qdi9i0XbxG3YeKsRZj/og2dP5b9YhWUHWrYE96mp+hKWfhkbYYICFIoi1RTTpoZgvT2tuefSgl56pKdzganQuHHi+/36iUZcAAARGRdkny8xEYgTvC0nPBcXoCxXDsDQoYVqoz6qkmJyfvpJpqac3ExNVZdgEUmvV0T58tIvRSPW5pMSVtDQSO0U1v764QeDA1DhwzQmX8iRq69XRPrKQuUzdhhXdT8cB73LrXJd8PmoKrR7xv0t3QsfGiFvUNqzFBaGgnomYoGB+QgKAqpWEW+vXs8R34csxLrAL2ArzDOUWyyygI2NllWQinCxvn27+rao133vXvFOEwVjADCl0jZRMBYXxwVn+fnAwX7ruFnre/ZolIjJzRV/nJw5A82rMwrGSGEIe8Z0zrg3cTDGsuovFj4RUhiMGSkvQUp49TPqSx+wkK8Knfz3/0Qffq8n7UbwoQ2YmM9985TPvo/8xequbdWx0l+VIj6WS+Zt1IjLQpcOJZp5oXJDCIe+pk0T7Fi2TH27kD1jovcaywW1HRI3g2GLPutMmGLomyd+M7/fTJKnoy9pxkCrVnHlkORmmwknUALg6jRIyRUIKwThn8iCBZLhO2lmv6iIk3FJ5waIvrukhViPHDHoOVXf6b6+BaNgcl2R8+ZxPX5vvCHugi4mQ8paJdv6gp30mShJ29mZ+w6Osy+PFeGLBLVojO+C5LqkZk1IZm9wbBTciJl016xZ3NDg3Vrd4fzVF8CXX3JPqqe8iyqP9NUrwTWY8BxrrfEiJhzFE80zkqZbmGCCkLs79/pP7cO40Y9Y7gJR+Nnf5tYy5N97wFW4ffNNUVeedJKybFmOIqwQY2rW1yLCE6Zh6QzGhH9sa9YYvR3C2XEPVbOshd80Jrg6AoAGDdS38xlbPH0iWMpE4L+t4i/zT22/B5Yuhb3gA85z98+wP3IEW7Zw+UQNG8pUwJ4/X327a1du2RwhE/ZeFJWwSaL8a+Gb59WrQg25CSaoom76PxgcOw8DYhdiw63G2HizIVzyNacl2rB5hVrJZ82tlnxw558vSUASLB5dXO7u2r9zRX9Tcuf28uVivbbOPxHhc0dEGLVQspQo+RqSOFAa+J4/r/f5hJPydHa0vPEGFw3Pn2/ULz/hcqO6yNXyVL1Hj2S3QP6Awdo/u4q5Tumvv8psFKZyDBum+TsR9HqVL88VLP5jBwOnAT247kAD3iPCST38mrXCcyxN9tNCuDSdtklOAPSshVV0SUngf96XiVx+sBRfczwjQ3ThLJ09P2kSNFf0kCZ0WgEKxqyY8A/L4GBMmi9kBMJSAXyBVOEYjInyXaRlcnoH/yN7nFeeOKFO9flqL/hAyc4Csj/7DgsXMrL5YxUqQL53RMgKr6Zatxbf52MuacnyQhQzFRap/uTxxxr7V9xpgybJB+CalwSA60xc+fZueHsbXr3Ans1CZAqXcPZaI8kHo76koEKSS+YHZEbOqkjGikQrsBeeMBgT/YmcPy/uuVQlM5lI8+bi+8I1njWCUAOKxOld/ea994C//uK+TE30NyO3HNu2beL7chMJhD/e9evQvjC7dFy+kITLwjZS1Wv9+2/1xl69wAp7mYKDNUpsKBSF//UJA9CCnHfx+3rJEq43S08QJSz5w8dyctWxi1nkWxtVb/acCiu1HiN6q27cyCeY8TNJC3h7QzPp2ojD5sZifd8uhCcs/KozgV84fCaz9lZxJCaKc4P4te5U3zSurib7wJU+ba7CAbH2+qt4qx4nzMtOSgYSX2lv58cf6ek50pGrYUlubuLC5vxwoHRCxcyZ3KWkvh4yloUNy41j+eZoX7tv9LOpGP90MgAuAHtt32woGMDJkZuyb4jRz7iliOxzBRnm0poJRmBwp9Ps2ZpX0MUoCCq8XhGlqAinCgMmLUkDcD+/MFdMZ4y5b1/RloQSfgOOGmX0quxSPXpwI5BvvcWtjblwIZct8fffXGFd6TChSr166ttPn0J7pG7Ez7RBg6C5SKW3N/D220jctg3s55/LzCopGmGHOP+2kpYd6taN+6VpyYG9ckVcdoa/eJUr1DdoUBFbqptqVPueU22dx924CTx/wc2wV73JhektNjZAufuS2UL79hm1FJOxUDBmxRQKdQeHzmDM0VHdHSRce8UIrl4V3+eH9lR9xAbOzikq6ay7qNCNWFZuNsZWPSj/AKhzcxWFGPnxctTTI2CiwpDGwF95QzIKIUwWuniR+wb78UfZ53j2DFi1NAdJb/fD8jvtUDHrFpqmHNBYizNY8GFfPeMSgrJjIF1Vx31Uf4BRwLZgnsL/XJtjSqVtOOveXiNv+pNGJ7npmSomyp369FPuf+mKPKJYq1IlrkdH2L1XjEBJY5iSZeXz0KTdmyYgzJt78EByFqRfqIWYMbx2bcEN1eeAl5dJh1xVHB253PyvvwbmzFEvxu7kxKU3aGuCsJdw2jQgN4/heir37hXXnzAkDzYtTbYnUTpfpmlTaE7/K0gSYz08uL9LI82uluZH5uRA+wLtGzfKXpx98IH4Pt+rKw3Gzp+XzYMzBtXCKrkKB90Hguvku3ULYHfuREayOJl/6VLA8QtJN6rcQqdWgIIxK6e6QEtM1FNCTPXJ/+yZ0erkCJ9Wxd8fhV42pTikoygZNm44594eKbbeGjOQAP3pa7ZK9S9RweZj8It5+OjldNQ8oyNPyYRlB4xBODQhWgdX2gMDcDmF0hpx4DqFbi46gGcn78FJmYavogeid/wyBARyF5HVqgERNTTL8yx81AvO0ddF2wI6NUJo3HmE3jmIUeFHsCBkMZ46VMLycrMxpuoB+PpwEZCjI9D3wkRxb660B8FI+vblvjt27BB/Fj+Tdv4xDFC9uvr+vn1Ffk1VL6WtbcH7+Isv5GeNSpO6TKB8efX3pkbPmFxS3T/yKQHS726+U1417GWi/FFjkVa4X7cO3Iesvz8XscsW7lO7fJk7jbu+u4tntdrjWf1OYF9yF8AvX3IXr7dvix/DMCj2ZBBDSedJfP89dPfyGXDxzr89hfUuOnc2adqGjQ3Xu+npCWwInAwWDP51aYZqnapozU29eRP4vZc4WU94oQrAKuuLqVAwZuWEvf0G5xPLfNkWlbQod9WqMhtNTO4qd84cwGaW5tpi0gvMO9/twTn3dvx9/1z1bISmKQcw0nsbBvrsheKXn6FVMUscmJowGLt8WfCFqa0rfuZMjYD97Fng9eTdGocyAJyduFlfKm6C2LRyFYiruANAixZwdgbsA72RbiNe8umrZV7w8legRnWgUphMhQETDh+ovjveeUe9bdMmmQOF0VoRv0RTUtQT1/LyACb6gfyCx6dPmyUX0cZGHYjExkqCKrk/sI8+4oJkyTCtRurhZ59xs2FUPUQm7ikvLmlt6lWrJKMOquV90tK42Qn5+Vz0yrJ4/BgYMYKr1auY+w2S4nOQ9CgFD6u3R3ZaLvr04ZLdhR29POH7aNgwY/9YPIYRZ63wVSi0leV58EB0V5oW9sYbgrfn0aPqHWaoXs8w3LXjEa/eGB1+GLdHL4ZNhfKiNIinDuIezAan1T9ntWoyT6o34dFyKBizcsKJMAbnYMtO5SkaYZ7nmjUFf5jCKyR9K3EbwV9/ie83a8aNwCm6dsGpBh8DADIUbgh7cBSKnYKCjSEhaDsoCM756i+IXvFc7lfz8g/xreN02NvrLjkEwOp7xqQJq6LcXG1TCQXjmSwLdI9fhWoZV0SHiOaC2Nvz09gCA7mRj7AwLUPBgi936QIGTZsC6R9/rP2XbuhUuWIQFrEUlkzivfGG+nYRa8IJv7cAaF8X0IxLsqgCkYwMIC1NcgLeflvzAa+/zg3PC6anCdPJ6lbL0vxBjZwmYWxyVVNEOfzCN8fIkVzl4969gfnzRXlUlTLVvcEZGcD3DX7he0KFI5L8x6NwtQUT17iSTm7IyAD3hyf9oAA01uySTqadMUNw55df1LeFMxRMKDSUm5ixdKMHomYwgKcnXAWdr1MqbdP6WL7IsvCc8knP1oeCMSsnLHCos6TL1Knq20Yc6hHmjPEfZMKlYgpZULQo/P25JckALiXlu+/U35EjTg5ERPpFNEw9BqcAdy4p6Px54NgxYMcOuLpydYVUGqYeR8eIh1hcZQkc9acjaLnMtS7SKfzt2wuGorTlojx9ykVhjx7h7s9n0T1hlcYhAcLhgJ07+aKVdnaAvx+XrK9BEn21a8dNrmvfXv29na1rWM7IKznIkab/aSxHKEy8KeLUfenwvjFTB4pKOER3+rQkCJw2jVtYWo5gcVdhMNa0sq5EVuukUGj+SYtWvhLmVwlXyt62Db4zx/FdivmMeJbKO0+WQY6wLBAvMtLwBheBdFLw06fgLpB+/lmzoC1fH4IjXYNYlMLZpIn69qhRxW6noSpVEizj6uMDGwVQuRK3IkGrVsDi8uJiunbKbARnRyMksyAqFp5TE9bzKy4KxqycMOFYWidSpFMn9W0t+Q6FlZsrXsGDD8YuXVJvNEMwBnBrRc6YwZWg0tuZoFCIcld2+4iHBT482FN3GQvV0kWnTpls6raxSQOy3r0LbmhbM/TTT7mEkh494PzZWNlDRKNX/v7cvwsXuN+NRtdPgXbtRHcZhktdmz1b0CFghoBLF+mvZPJkyQHCRMXLl4s0o1IYe02aBJnoDOorDDMRxpULF0p6e+3sNGvJCEVxKQHCP303W5mZ29KuUCskLYILcLnsGRmA0lO+NBDLArXTzyAgl/sQzlQY1lveoAE03z/SaMnIHB3FC8Tz3xs2NlyBVGEvnWRiAV9HEjJzloTJWjVrGqWthVYwu8DBASjfrgYWLAAuubVGnJ36A7B+2gnMefAuas/pz9XoEC63YcTVT4yNgjErFxSkfv/oDMakEUoxC1YCmj3R/Heo8MtU7pPNBJyduZzRoqQUrfhNPHtG72Qa1ZeS3JqFVkrrmprSjGWVrCx++Elj0WRIPrOE9ZBUEZq7u/xwi4Ez6VjRQo0Ftm416LHGICxlpncUuggFQIV/q1WqQLOQbfv2xa5lVVgGjbYLv6iF/voL6eniCi8p/1zTPM4MM0OLS6EAhg8Xb/vhB25UdsDXNWQLS2cVXHPOu98LUTFD4Zav2WMqVwz5rbdQsF6UpAEmNnCg+rZGtRhvb3VZesmXirD0x4gRkscJ894s1cNka8t1Ze7cyfX0get5v+aq7rUb8/QLMGBhYwvuKr6EoGDMytnYqIe8nzwpRCF1bcUMC0E62sl/z549q95oxbNTVKpUZRAWBvj5KVG5sri6tIbz582ax2MscqlhWVnQshaIds5OBVedqtHNIUPEGe9C0tUe5BLUtZk8Wf2NUa4cN2tRbt0iExGu3qM3hUe4lpOBhPlFGhMMV63iepDMXAVcGv/Kdvh5e2sNqC5dED+g7UWZNRxLyN+OtlG2u051cPcuN0cps+Dzj4V62J+BEpUz1UGJ8LNkxR3NC1Nvb4iLvZqJh3jejGYTVH9rKSl8r+2ff4rXSBeVgbl5U5zsb8nhPnt70VDA6NHAsM8DNRL2bWxgFekBhqJgrARQpf1kZOj5XhBeymirLVMIwjXsRIscCxnhdczBYct6eHkq5b8rdu7kLq/WrbPKKvuGkIuJHz0CF0HPnYv0dOBLh/mIjeO+XF684IL7DEmZpNA7B1G5kuCzVteHbqVKXPD6ww9cj0ohAz98/DE35Llrl9lr/4SEqIfdL12SWSVm0iT17ULWGpNexGgEY8LuBzOSvqzwmkpEpkeYBfDzh4KucpZFoHQE/NixYrTOSjAMdvu8h9g4LmVMyWqeTw8P7gLZ21uzp16jd0w6PVEaJZmIML0L4Krxiy7khUntBWktomR9SP6cpbXorGxpONeRA2GjUBectrWRmVz01ltmb1dhlMxvnjJGmIMtmxCqIux7L8LVvJRwUqbsNGFA/EdtzSIi8Gr9es3tzZtzV1mjRwuyREumKEmlD35mVNu2aOd1Efuz38CPitF4/hxIfMUNTwpzlAFwUV2PHur70rV0pBQKbnqrCZbhMjXhF2mXLpKdwoJNOv/oNEknFLq5QR2RBQdbNOAXTqjTWolfY3wKyM8DQrLv8fdru8WIJ3B89pnV1xiTWqU5ZwUA8MSB6zViWW4ZtafDvhTtz8sFPD2AwABxyRcAmP1ActUqDeTNVCbH1lazx1c0Ai1MMn36FNdkRpx1vk2t7aK1oJe5QgUuiCwnsy6psQrrmoqV/UaJHOF7SGduvo2NunL048fya4kVgqpOEiCI7VhWfVWkqslTQiiDgjTntvMLuJV8XboAs2ap7wsLwKoKBh/37KY1TrfzcOY+ZD/8kBuanDRJRxRe8t27J74vKqps8BWQGMtqljJytc1SJ/CboTq9LsIOP62fJRUqcKtU797NL9OTnQ1RnlSXZpJag8Jp3yVE/fr8BGGRc+7t8K8Lt0zSl9nT0PfXbrjuos5m9xeu9GRvL+o89spTB19t20JcILt5c7NOXpHGffv3C+4IL6KfPpWdX6IVvwyL9XFwAIICARe5jjsrz2ekYKwEkPzd6KYa6M/N5YoWFoOws4NPG0pOVldMN/H6cyYhLVhrhWuUFYd0FZd//hEPwaXYaB9KvLKgYJjJx4dL2tc6Nl06CCcgA5LSMR4e6ouOs2e1J7ZL3L4tDnKa1csQV9gvZC+bsQlXeoqJ0REY+vhwHzwFb6jERKBDorqrPOC8oLB0584lJldMqmVLzW0so8B3FX7A4OoXcMKzKwDgp0B175ioR/Drr+H2xXjYKLjOmfCqwHc9z2DAAODLLyGuDWTmQFznGvCSYUqdAynCKZYAVzTaGq1fr7vHTriyhhWiYKwEEP7daOS2SAkDpNjYYr2uKh3M1laQ6iD8qy0h+WJCrGqRQsBsM0HNSTpr/qOPJKWyGEajUOIXYVvwQbW/4eFtvdO+TWGspKKH6DuHYcS9Y198Ic7K10I4iw0AhjAbi95AE/D0VP8tX7igZ81bgL8iU6WR2SpzYKvMQb2ngkrMVpY/VBg2NlyJNVmC4CnBnvsQ1pjsUb8+vMcPRNVw7m/P1hZo/fs4TPhIyc1eFVYVFtYFMRPhW/biRUEesGSYUjhhGhDPmhV1pwLWN0SpUqsWN/P54kXNGU0LF1q8V1ofK/2tEqFCjZgISxkcOFCs11XllHh4CN7HwmCssAnb1qBnTy4n6vXXS0RNpMKytdW8cF26VHz/qUMlPLcPBQD85xKJJ45VkK2wbO0vS7C3F78FpB0AGt+8wjFgA9W7KJlxutHywZnwx5oyRc/BBX/4qtzvgNzH+NJuLpyF8zpKSC0+bd55h1vGSLjwgpxR4Udht3QRNxNYoeB6PD09AYUCijfbiBPGVculCHtF5daKNTFpZZsLFwpueHkB9vZgWSBu12nRMb16SWqMSZZMsmqqL6quXcXbNYqmWR8KxkoAd3f1xafeeq7CYkLFqNv08qX6Kko0sifsZikBZS002NhwvRwLF5q9tIC5SIffpEucAMDcCsuxLvAL/BisDjDkhmxKO2G9MUkxcvlJCfy3mSbheucA1/GqUWPSDMs96SMsx/C//4kv8PLyxKmmz58D118fxS85GZ7xP7TL3C1ezUpumZ0ShGG4PL/587layNqk27gjoGcLrqLykSMFq3AXkNYSU0X2wl9mjRrGa7SBpJ1YfFkxhgFychCfwGWzhGSpE4QHDzZf+0zGw0M9Jh8aWiJqRlIwVgIwjHqo8vlzPQXBdS01UwiyCygD4p6xkhiMlRH6ygC9svPHMa8eSLZVT2gowaNNRSYMxjSKKsuVoBg1SuvEmC1bxPe//RbaV0CwoG7dxMUKu3blrrESE7leoo4dgTNnuNrHXboAy/6syJd3GPZituY1jJWv3VoYfftyo1xyQZloqSA3N/GwV0CAONB++JAr2iVY19NSs027d1ffnj9ffXEtTCse8kJdM07nBPmTJ43fQFPZto07B9u0r19pTSgYKyFUfyB5eXrKHgmXrCjG2L7WgE+4SDgFY1ZLX3rEiBGiJQc1q3SXEc7O6sD1yhXJzu7d5RPTteQKiPJsUHAOhFnT2paQMjO5xQ9+/ZVbBzoujgvKxo0DDh/m9r2wryA6VvSx8tdfKI3efZdLO+rbl5uEN2+eAZPHhb1j69YB33wj3m+hoFVaqUS1POW9NPUYZnjmVYx/MgmdO0seLCw2CZSsKzaG4Sa0WWuOm0TJaCUpXN5Yo0bc/0ql/Jp4BhDGWcNUSztmZ4svD81UwJAUnnAERUih4CYVDR/Opc3t3cvVXH33XfO2z5oIF78WLRptb89tkHYVaBRn0xQUBK7Ohaq0QbVqBpT6Nw8bG2DwYPGYamqq9nS2xw7iWSF8nL9uXcmcUW0AhYIbrvv0U678hUFzfYTdrNJZ24DFgjHpPCvVNcHnzj+ItjdKO4bpvW+KDxaW5rDAMGtZQsFYCSH8PhBNwZcjHBrRO/1SnvCzpEkTcF8szZuLn89KvlyIptdeA+rWFW9jGK63Y+NGdS6Tv7/V10I0qyNHZDbOnSu+P3GixiHSkZDJk8FFeaouZiv7W6lQQTzUKpz0J8UyWr4mSlidQZPTN1JgxhpjQgyjGTM3bMhN5BGqXh1QDBkErF2r3igsj2TiBc7LOgrGSghhOSytlbNVhEOVRVyjUlh9390dwI0bmgdZ2RcMEfvpJ/GE1969uVNWQnrtzWbqVPVt2c6LiAjulykkuCjJzOSGsYSaN4d6Rh1gdT1IzZvnoEEDw48fW1WmzlopyhUzCl25AQ0aWPQP748/dO+vXl3Q47l8uXo5j4KivwCsvjRESUcfyyWEsJinxhR8KWHXmVwQpUN2NtCvn3ibszO4IQkpGqa0egcPcqsVNWsmu8oNgXjFJ40ZlSrSgpH79vE35TqfGQbifAIru3BRKIDly1n9BxZIsfXGe9VOi8pTUVQvQ67cz5dfihM0LUA4g1ZoUwCX56axjuNff3HFjk8J1iO9ft00jSMAKBgrMfz81H9QeoMx6aKurOEfuvv2iZdBAgqGSI8f1zxY2184sRoMw63j/cMPNN9CG19f9cx3rX9bDg7i2kXLl/PJZhcvig/dtQvc8KQwoVuVDW9FGEbzo0LKxgb4+2+ug33Tdnu492zP7WjXzvQNLIl++EFzW7du+qc3m4F0dQ4AOOT1LhaELJZ/gLQq8gcfGL9RhEfBWAmhUKjzQ5880bPspHQ9wdOn5Y+Tcf++5jbqnSalmfBv6+lTHX9bkyeL7xcs/imcefxa6kkE922pWWTSSpfdEi6PJCcqikt1eustoHJlcBWFN24scvpDqVejhuYsSiuxWCbmUjI2mLq3ObBypf4nKIUrllgTCsZKENUXRn6+AcVfhUQFcnSTzlzWWvJAutwEISWYaknX/Hwds5WlZS527ADADe0DgJ0yG9/mTQQjWgSwgJXWDpGLEXv1AurUAdq354IwETs7LodOo5ot4bVvz82gAbhibVYiKIi7Lv/mG3UK43ffFfSYNWzIdfFWrqz9CWhY2qRKZwnyUko4eenRI/UXiKzp09XLt/zvf3qfm2XVFTGEWrcG+IqPKnv2WGUxS0KKqnJl9UzKe/fEVQr0WbKE+79Zyj7N3BsVK+0Zk2tW8+ZWFUOUPAwDrFrFlYWwsrxae3ugQwfun6xff5VfOsjHR3MbMSoKdUsQ4ReE3rwx4UJrycl6C05evqy5rXHjgomZ0qt6CsRIKSOctX/vno4DJUVOn91I4m8Pf/417GRqxGpfzsLy5OYVNG1q/naUOgxjdYGYQRQKoGZNze3CWZXEJCgYK0F0rqMnJV16Q88wybFjmtv4JUEKkXNGSElUtar69qpVOlagCAjgIzcWwHejxYsou0gLlI8fr5nDaeVK6ZKtxFByMz/lsv+JUVEwVoJIhykLLS5O6y65Qv3u7gDu3BFvHDq0CC9MiHWTFr6VG6nh9eoFAMhIB+weFwRj0hnLCgUwe3aJWHV5wwb1bZogTTSGJDXWSCKmYJXB2LJlyxAaGgpHR0dERkbi/PnzWo9dvXo1WrZsCS8vL3h5eaFt27Y6jy/JPDzUwwrnz2suG6ZBeol7+7bWQ+XycT09AfTvL95YAr5cCCksudxk4TKsIgW9BGnpwNsvfwYAjHg+Q/wddv48l8hdAtSsyRWtHTgQOHTI0q0hVuHvv7n/fXy4OmnE5KwuGNu6dSsmTpyIqKgoXL58GXXr1kWHDh0Qp6VX5/jx4+jXrx+OHTuGM2fOICQkBO3bt8dTvQs4lkzCWlF66whKy4Jr6U5jWWD3bvX9t99SYmuPrbBt0lB8YKVKVle8khBT0VovOTwcAHcBk8fYAQBaJP8lW++zpGjTBvj445K1DjQxIScnbnblgQM0bm0mVheMLVy4EB988AGGDRuGiIgIrFy5Es7OzlgrXC9LYNOmTRg9ejTq1auH6tWrY82aNVAqlTgiu8hcyZeTo769fbueeq4tW4qHFR88kD1Mmrw/rfXfqPzHfM0DpWv0EVKKrFkjvn/zpvxxqmWAlPlAUE4MusWvBsBVfSCEkKKwqpA3JycHly5dwpQpU/htCoUCbdu2xZkzZwx6joyMDOTm5sLb21t2f3Z2NrJVhYEApBSsSq9UKqHUmrVbPEqlEizLGuX5IyOBXbvU8+ePHWO58hPaDB0KZv167vauXWDHjdPo3frlF/F8fNuf10IuxmNDQ3VkNls3Y54DUnTWfB7q1AG+/RaYPJn7e7h+HVAq5a92mGrVkP+CG/bvkfAjP0TJAmCjoqz678Saz0FZQufB8sxxDgx9bqsKxhISEpCfn48AyaK6AQEBuHXrlkHPMXnyZAQHB6Nt27ay++fMmYOZM2dqbI+Pj0eWtJ6WkSiVSiQnJ4NlWSiKWThv6FDgt9/UySlXrmQgIkKmyKSAl6MjFKoM/Vat8PLAAdF+d3dn5OY68fcz7OxgL0lIy27ZEmk6JgBYO2OeA1J01n4eatQAbG29kZnJ4OpVJeLiXske5+Lnh8RE9WeSm2s+8nK5wO3la6/pnCxjadZ+DsoKOg+WZ45zkCo3O06GVQVjxTV37lxs2bIFx48fh6NqsTmJKVOmYOLEifz9lJQUhISEwM/PD+4myodSKpVgGAZ+fn5GOeFz5gDTp3NX7/n5bvD3d9N5PBMUJCrc6u/rK8pY3r+fgZ0tiyqZ15AbXBHOHh6iMRe2e3c4T5mCkpxOYuxzQIqmJJyHOnUYXL7MJfDb2PjL1rv8r9cM2K5WX/DZO9hyk2CaN4d/cLD5GlsEJeEclAV0HizPHOdAWywiZVXBmK+vL2xsbBAbGyvaHhsbi8DAQJ2P/e677zB37lwcPnwYderU0Xqcg4MDHGTmbysUCpP+QTAMY7TXEBZl3LaNwaRJetaPDAsDoqPVbTl6VDTTKz8f6PxyA96NX4oAjwAwJwS//337wPj5FbvN1sCY54AUnbWfh1q11HmU//sfA7lO9hNXPPEsYBIGxXK5lTY2AAMAs2aBsdKfS8jaz0FZQefB8kx9Dgx9Xqt6B9jb26NBgwai5HtVMn5THWWh582bh6+++gr79+9Hw4YNtR5XWkhnbd29q+cBM2aI7//6Kzf1PjkZiYmAgs3Hu/FLAQCe2eJAWJWsTEhZUaOG+vbUqfLH5OYCD5wiAACODgWB2NatJbPqOiHE4qwqGAOAiRMnYvXq1diwYQNu3ryJUaNGIT09HcOGDQMADB48WJTg/+2332LatGlYu3YtQkND8eLFC7x48QJpaWmW+hHM7v59PQc4OwN//KG+f+0aMHo0MHIk3n9PiQ+eq3PoNIJ4A7tYCSktVGs8A1yvsbTuMcBdzzy15+qN8QVjy5c3feMIIaWS1QVjffr0wXfffYfp06ejXr16uHr1Kvbv388n9T969AjPnz/nj1+xYgVycnLQq1cvBAUF8f++++47S/0IZiGsw6dzLT2VChU0F527exduty+iefJefpNotLNePT3jn4SUPr6+4vurVonv//cfV1Imy8YFt5zrQ2EDoEkTKl9PCCkyq8oZUxk7dizGjh0ru+/48eOi+zExMaZvkBVq0kR926BgDADq1gUkJUImPxqt/fioqMI3jJBSoH9/YPNm7vbx49xyYW5uwE8/iddMnlthBTr+8hh21SvKPg8hhBjC6nrGiGGE1T/++UdcDFarsDDRXWkFpRDpKEtISFGaRkiJ99FH4vtvvAH89ps4EAMAJWMDx+qh1INMCCkWCsZKKOln//LlBjyoShXR3YwM8W5XNwCbNnH5ZL/9Vqz2EVKS2diIL3gA+QUoKlakOIwQUnwUjJVgwkUGDFqKs2JF4IMPuNsuLhDWomMAMHXrAtWqAe+9B4SGGrGlhJQ8336r/5h160zfDkJI6UfBWAkm7Lw6dgxITzfgQR9+yC0Ae+IEkiuo67EFBIJbKZgQAgCIiNB/jJvuesuEEGIQCsZKMOmCAa1aAZm6V0YS+abST9jqPx4nPLsice0uoHZt4zaQkBJMoQAaNNC+/9tvaYiSEGIcVjmbkhTd0KFc7Ul9lErgxk0GN3wGAwD6UBxGiIYffgC6dQPi48XbL160SHMIIaUU9YyVcPXri+/rLQBbQFoT19PTKM0hpFRxcAD27gUiI9Xbdu+2XHsIIaUT9YyVcN98A3TsKN6mVMpU0i8QF8f1nEkXkqel0QiRxzDAsmWWbgUhpDSjYKyE8/MDTp0CWrRQb4uJASpVkj9+0SLg4EHxNkpCJoQQQiyH+kNKAUdHYPx49X1d+SzSQAzgyooRQgghxDIoGCslhLljGzdqP05uOLIireRCCCGEWAwFY6WEsCZSXJxmgj4AZGVx+WRSQUGmaxchhBBCdKNgrJRQKIC2bbnbSiVw/rzmMbNnyz+WlqAkhBBCLIeCsVLknXfUt0+e5HrHPvkE+OILbiHxvXs1H/PVV+ZrHyGEEEI00WzKUqRhQ8DZmVsA/ORJIDwcOHGC2ydd9HjQIC7pnyqIE0IIIZZFPWOliL090LQpdzslBVi4UL3v55/Fxw4cSIEYIYQQYg0oGCtlGjY07DgfH9O2gxBCCCGGoWCslHn9df3HVKhg+nYQQgghxDAUjJUy0twwOVOnmr4dhBBCCDEMBWOlUMuW4vuqkhcAEBamubg4IYQQQiyHZlOWQtOmAe3bq+/PmgUMGQL4+1OuGCGEEGJtqGesFPL2VveOhYRwsyxr1KBAjBBCCLFG1DNWSk2fzi0Krip1QQghhBDrRMFYKeXlBfTpY+lWEEIIIUQfGqYkhBBCCLEgCsYIIYQQQiyIgjFCCCGEEAuiYIwQQgghxIIoGCOEEEIIsSAKxgghhBBCLIiCMUIIIYQQC6JgjBBCCCHEgigYI4QQQgixIArGCCGEEEIsiIIxQgghhBALKvNrU7IsCwBISUkx2WsolUqkpqbC0dERCgXFv5ZA58A60HmwPDoH1oHOg+WZ4xyoYgtVrKFNmQ/GUlNTAQAhISEWbgkhhBBCSqPU1FR4eHho3c+w+sK1Uk6pVOLZs2dwc3MDwzAmeY2UlBSEhITg8ePHcHd3N8lrEN3oHFgHOg+WR+fAOtB5sDxznAOWZZGamorg4GCdvW9lvmdMoVCgfPnyZnktd3d3+qOzMDoH1oHOg+XRObAOdB4sz9TnQFePmAoNVBNCCCGEWBAFY4QQQgghFkTBmBk4ODggKioKDg4Olm5KmUXnwDrQebA8OgfWgc6D5VnTOSjzCfyEEEIIIZZEPWOEEEIIIRZEwRghhBBCiAVRMEYIIYQQYkEUjBFCCCGEWBAFYya2bNkyhIaGwtHREZGRkTh//rylm1SqnDx5El26dEFwcDAYhsHOnTtF+1mWxfTp0xEUFAQnJye0bdsWd+/eFR2TmJiIAQMGwN3dHZ6enhg+fDjS0tLM+FOUbHPmzEGjRo3g5uYGf39/dOvWDbdv3xYdk5WVhTFjxsDHxweurq7o2bMnYmNjRcc8evQInTp1grOzM/z9/TFp0iTk5eWZ80cpsVasWIE6derwxSubNm2Kffv28fvp929+c+fOBcMw+Pjjj/ltdB5Mb8aMGWAYRvSvevXq/H5rPQcUjJnQ1q1bMXHiRERFReHy5cuoW7cuOnTogLi4OEs3rdRIT09H3bp1sWzZMtn98+bNww8//ICVK1fi3LlzcHFxQYcOHZCVlcUfM2DAAFy/fh2HDh3Cn3/+iZMnT2LEiBHm+hFKvBMnTmDMmDE4e/YsDh06hNzcXLRv3x7p6en8MRMmTMCePXuwfft2nDhxAs+ePUOPHj34/fn5+ejUqRNycnJw+vRpbNiwAevXr8f06dMt8SOVOOXLl8fcuXNx6dIlXLx4EW3atEHXrl1x/fp1APT7N7cLFy7gxx9/RJ06dUTb6TyYR82aNfH8+XP+36lTp/h9VnsOWGIyjRs3ZseMGcPfz8/PZ4ODg9k5c+ZYsFWlFwB2x44d/H2lUskGBgay8+fP57clJSWxDg4O7K+//sqyLMveuHGDBcBeuHCBP2bfvn0swzDs06dPzdb20iQuLo4FwJ44cYJlWe53bmdnx27fvp0/5ubNmywA9syZMyzLsuzevXtZhULBvnjxgj9mxYoVrLu7O5udnW3eH6CU8PLyYtesWUO/fzNLTU1lq1atyh46dIht1aoV+9FHH7EsS38H5hIVFcXWrVtXdp81nwPqGTORnJwcXLp0CW3btuW3KRQKtG3bFmfOnLFgy8qO6OhovHjxQnQOPDw8EBkZyZ+DM2fOwNPTEw0bNuSPadu2LRQKBc6dO2f2NpcGycnJAABvb28AwKVLl5Cbmys6D9WrV0eFChVE56F27doICAjgj+nQoQNSUlL43h1imPz8fGzZsgXp6elo2rQp/f7NbMyYMejUqZPo9w3Q34E53b17F8HBwahUqRIGDBiAR48eAbDuc1DmFwo3lYSEBOTn54tOKAAEBATg1q1bFmpV2fLixQsAkD0Hqn0vXryAv7+/aL+trS28vb35Y4jhlEolPv74YzRv3hy1atUCwP2O7e3t4enpKTpWeh7kzpNqH9Hv2rVraNq0KbKysuDq6oodO3YgIiICV69epd+/mWzZsgWXL1/GhQsXNPbR34F5REZGYv369ahWrRqeP3+OmTNnomXLlvjvv/+s+hxQMEYIMZoxY8bgv//+E+VoEPOoVq0arl69iuTkZPz2228YMmQITpw4YelmlRmPHz/GRx99hEOHDsHR0dHSzSmzOnbsyN+uU6cOIiMjUbFiRWzbtg1OTk4WbJluNExpIr6+vrCxsdGYpREbG4vAwEALtapsUf2edZ2DwMBAjQkVeXl5SExMpPNUSGPHjsWff/6JY8eOoXz58vz2wMBA5OTkICkpSXS89DzInSfVPqKfvb09qlSpggYNGmDOnDmoW7cuFi9eTL9/M7l06RLi4uJQv3592NrawtbWFidOnMAPP/wAW1tbBAQE0HmwAE9PT4SHh+PevXtW/bdAwZiJ2Nvbo0GDBjhy5Ai/TalU4siRI2jatKkFW1Z2hIWFITAwUHQOUlJScO7cOf4cNG3aFElJSbh06RJ/zNGjR6FUKhEZGWn2NpdELMti7Nix2LFjB44ePYqwsDDR/gYNGsDOzk50Hm7fvo1Hjx6JzsO1a9dEgfGhQ4fg7u6OiIgI8/wgpYxSqUR2djb9/s3kzTffxLVr13D16lX+X8OGDTFgwAD+Np0H80tLS8P9+/cRFBRk3X8LJpsaQNgtW7awDg4O7Pr169kbN26wI0aMYD09PUWzNEjxpKamsleuXGGvXLnCAmAXLlzIXrlyhX348CHLsiw7d+5c1tPTk921axf777//sl27dmXDwsLYzMxM/jneeust9rXXXmPPnTvHnjp1iq1atSrbr18/S/1IJc6oUaNYDw8P9vjx4+zz58/5fxkZGfwxI0eOZCtUqMAePXqUvXjxItu0aVO2adOm/P68vDy2Vq1abPv27dmrV6+y+/fvZ/38/NgpU6ZY4kcqcT7//HP2xIkTbHR0NPvvv/+yn3/+OcswDHvw4EGWZen3bynC2ZQsS+fBHD755BP2+PHjbHR0NPvPP/+wbdu2ZX19fdm4uDiWZa33HFAwZmJLlixhK1SowNrb27ONGzdmz549a+kmlSrHjh1jAWj8GzJkCMuyXHmLadOmsQEBAayDgwP75ptvsrdv3xY9x8uXL9l+/fqxrq6urLu7Ozts2DA2NTXVAj9NyST3+wfArlu3jj8mMzOTHT16NOvl5cU6Ozuz3bt3Z58/fy56npiYGLZjx46sk5MT6+vry37yySdsbm6umX+akum9995jK1asyNrb27N+fn7sm2++yQdiLEu/f0uRBmN0HkyvT58+bFBQEGtvb8+WK1eO7dOnD3vv3j1+v7WeA4ZlWdZ0/W6EEEIIIUQXyhkjhBBCCLEgCsYIIYQQQiyIgjFCCCGEEAuiYIwQQgghxIIoGCOEEEIIsSAKxgghhBBCLIiCMUIIIYQQC6JgjBBCCCHEgigYI4SUOEOHDkVoaKilm6Fh27Zt8Pb2RlpamtleMzc3FyEhIVi+fLnZXpMQYlwUjBFCrALDMAb9O378uKWbKis/Px9RUVEYN24cXF1dzfa6dnZ2mDhxIr755htkZWWZ7XUJIcZDyyERQqzCL7/8Irq/ceNGHDp0CD///LNoe7t27eDt7Q2lUgkHBwdzNlGnnTt3okePHnj8+DHKlStn1tdOSkpCQEAAVqxYgffee8+sr00IKT4KxgghVmns2LFYtmwZSspHVNeuXZGYmIi///7bIq/fpUsXJCcn4+TJkxZ5fUJI0dEwJSGkxJHmjMXExIBhGHz33XdYtmwZKlWqBGdnZ7Rv3x6PHz8Gy7L46quvUL58eTg5OfGBk9S+ffvQsmVLuLi4wM3NDZ06dcL169f1ticrKwv79+9H27ZtNfYxDIOxY8di+/btiIiIgJOTE5o2bYpr164BAH788UdUqVIFjo6OaN26NWJiYkSPv3v3Lnr27InAwEA4OjqifPny6Nu3L5KTk0XHtWvXDqdOnZL9uQgh1s3W0g0ghBBj2bRpE3JycjBu3DgkJiZi3rx5ePfdd9GmTRscP34ckydPxr1797BkyRJ8+umnWLt2Lf/Yn3/+GUOGDEGHDh3w7bffIiMjAytWrECLFi1w5coVnRMGLl26hJycHNSvX192/99//43du3djzJgxAIA5c+agc+fO+Oyzz7B8+XKMHj0ar169wrx58/Dee+/h6NGjAICcnBx06NAB2dnZGDduHAIDA/H06VP8+eefSEpKgoeHB/8aDRo0AMuyOH36NDp37myE3yYhxFwoGCOElBpPnz7F3bt3+SAlPz8fc+bMQWZmJi5evAhbW+4jLz4+Hps2bcKKFSvg4OCAtLQ0jB8/Hu+//z5WrVrFP9+QIUNQrVo1zJ49W7Rd6tatWwCAsLAw2f23b9/GrVu3+IDOy8sLH374Ib7++mvcuXMHbm5uovbGxMQgNDQUN27cQHR0NLZv345evXrxzzd9+nSN16hUqRIA4MaNGxSMEVLC0DAlIaTU6N27t6i3KDIyEgAwcOBAPhBTbc/JycHTp08BAIcOHUJSUhL69euHhIQE/p+NjQ0iIyNx7Ngxna/78uVLAFyQJefNN98U9ayp2tWzZ08+EBNuf/DgAQDwP8uBAweQkZGhsw2q105ISNB5HCHE+lDPGCGk1KhQoYLoviqYCQkJkd3+6tUrAFxeFgC0adNG9nnd3d0Nen1tkw2K2q6wsDBMnDgRCxcuxKZNm9CyZUu88847GDhwoCjoFL42wzAGtZUQYj0oGCOElBo2NjaF2q4KYJRKJQAubywwMFDjOGGvmhwfHx8AXBBVvnx5o7ULABYsWIChQ4di165dOHjwIMaPH485c+bg7NmzotdSBXC+vr4620oIsT4UjBFCyrzKlSsDAPz9/WVnROpTvXp1AEB0dDRq165t1LYBQO3atVG7dm18+eWXOH36NJo3b46VK1fi66+/5o+Jjo4GANSoUcPor08IMS3KGSOElHkdOnSAu7s7Zs+ejdzcXI398fHxOh/foEED2Nvb4+LFi0ZtV0pKCvLy8kTbateuDYVCgezsbNH2S5cugWEYNG3a1KhtIISYHvWMEULKPHd3d6xYsQKDBg1C/fr10bdvX/j5+eHRo0f466+/0Lx5cyxdulTr4x0dHdG+fXscPnwYs2bNMlq7jh49irFjx6J3794IDw9HXl4efv75Z9jY2KBnz56iYw8dOoTmzZvzQ6aEkJKDgjFCCAHQv39/BAcHY+7cuZg/fz6ys7NRrlw5tGzZEsOGDdP7+Pfeew89e/bE48ePNRLzi6pu3bro0KED9uzZg6dPn8LZ2Rl169bFvn370KRJE/645ORkHDx4kBYLJ6SEouWQCCHECPLz8xEREYF3330XX331lVlfe9GiRZg3bx7u378PJycns742IaT4KGeMEEKMwMbGBrNmzcKyZcuQlpZmttfNzc3FwoUL8eWXX1IgRkgJRT1jhBBCCCEWRD1jhBBCCCEWRMEYIYQQQogFUTBGCCGEEGJBFIwRQgghhFgQBWOEEEIIIRZEwRghhBBCiAVRMEYIIYQQYkEUjBFCCCGEWBAFY4QQQgghFkTBGCH/3ygYBaNgFIyCUTCAAAC8Vi3y7SZC+QAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
