censored_regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Censored regression example\n",
    "\n",
    "Supporting material for a talk at at PyData Global 2024\n",
    "\n",
    "Benjamin T. Vincent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/benjamv/miniforge3/envs/pydata_global_2024_causal_ladder/lib/python3.12/site-packages/pytensor/tensor/random/op.py:83: FutureWarning: ndim_supp is deprecated. Provide signature instead.\n",
      "  warnings.warn(\n",
      "/Users/benjamv/miniforge3/envs/pydata_global_2024_causal_ladder/lib/python3.12/site-packages/pytensor/tensor/random/op.py:93: FutureWarning: ndims_params is deprecated. Provide signature instead.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pymc as pm\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "from pymc_marketing.mmm.transformers import logistic_saturation\n",
    "\n",
    "\n",
    "az.style.use(\"arviz-darkgrid\")\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 7]\n",
    "%config InlineBackend.figure_format = \"retina\"\n",
    "seed: int = sum(map(ord, \"ladder\"))\n",
    "rng: np.random.Generator = np.random.default_rng(seed=seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x15c1f0e30>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 100\n",
    "slope = 0.1\n",
    "x = np.linspace(0, 15, N)\n",
    "mu = logistic_saturation(x, 0.5).eval()\n",
    "y = np.clip(mu + rng.normal(0, 0.1, size=N), 0, np.inf)\n",
    "upper = 0.80\n",
    "sales = y.copy()\n",
    "sales[y > upper] = upper\n",
    "\n",
    "plt.plot(x, mu, \"-\")\n",
    "plt.plot(x, y, \"o\")\n",
    "plt.plot(x, sales, \"o\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [asymptote, lam, sigma]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "374c0723cd494cfcbfe8ef6e18609f45",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n",
      "Sampling: [sales]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "981250405b9a4d27836db88f0e8feb37",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sales ~ media\n",
    "with pm.Model() as regression_model:\n",
    "    asymptote = pm.Normal(\"asymptote\", 1, 1)\n",
    "    lam = pm.Gamma(\"lam\", 1, 1)\n",
    "    sigma = pm.Gamma(\"sigma\", alpha=1, beta=1)\n",
    "    _mu = pm.Deterministic(\"mu\", asymptote * logistic_saturation(x, lam))\n",
    "\n",
    "    censored_normal = pm.Normal(\"sales\", mu=_mu, sigma=sigma, observed=sales)\n",
    "\n",
    "    idata_regression = pm.sample()\n",
    "    idata_regression.extend(pm.sample_posterior_predictive(idata_regression))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [asymptote, lam, sigma]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4895269a4bb4555ab069133165d8b9b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n",
      "There were 13 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "Sampling: [sales]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b20dab8749a74e488a3cc3c53a6a6b7e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pm.Model() as censored_model:\n",
    "    asymptote = pm.Normal(\"asymptote\", 1, 1)\n",
    "    lam = pm.Gamma(\"lam\", 1, 1)\n",
    "    sigma = pm.Gamma(\"sigma\", alpha=1, beta=1)\n",
    "    _mu = pm.Deterministic(\"mu\", asymptote * logistic_saturation(x, lam))\n",
    "\n",
    "    normal_dist = pm.Normal.dist(mu=_mu, sigma=sigma)\n",
    "    censored_normal = pm.Censored(\n",
    "        \"sales\", normal_dist, upper=np.ones(N) * upper, observed=sales\n",
    "    )\n",
    "\n",
    "    idata_censored = pm.sample()\n",
    "    idata_censored.extend(pm.sample_posterior_predictive(idata_censored))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Media spend [$]'),\n",
       " Text(0.5, 1.0, 'Censored regression much better!'),\n",
       " [Text(-2.5, 0, ''),\n",
       "  Text(0.0, 0, ''),\n",
       "  Text(2.5, 0, ''),\n",
       "  Text(5.0, 0, ''),\n",
       "  Text(7.5, 0, ''),\n",
       "  Text(10.0, 0, ''),\n",
       "  Text(12.5, 0, ''),\n",
       "  Text(15.0, 0, ''),\n",
       "  Text(17.5, 0, '')],\n",
       " []]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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c9a2srFCjRg3UqFEDgwcPRkREhExQk7QKFSpg1apVaNOmDUxMTBSuV6xYMXTq1AmdOnXC4cOH8fvvv0uCn44cOYLRo0ejVKlSGnxKxb5+/YqpU6cKAhPr16+P5cuXo2jRojLrOzg4oFOnTmjfvj0WLlyIvXv3AsgIPpwxYwYuX74sCObM5O/vL5gpzt7eHocOHUKZMmXk5svOzk4S4DRy5Ei8fftWELimTTExMYLgPl1zd3fXanBiuXLlUK5cOUn68+fPguDEatWqYcCAASrtS/q77OrqmuP8PXv2TLKvrVu3ynyvLC0t0bFjR9SvXx+9e/fGx48fAWQEwC1ZsgR37twBAHTt2hWLFi2SCTYsWLAgRowYgerVq8PLy0vymwkPD8f169fRunVrpflbsmSJ4HPb2trizz//RIsWLWTWNTU1RZ06dVCnTh107twZkyZNkgQ2nz17Fu3atUP79u0VHmvz5s0ICgoSLJsyZQrGjRsnWGZsbAxXV1f873//Q6dOnTB8+HB8/fpVL8F63bt3R6tWrVCxYkWF65iamsLNzQ1ubm7w9PTEtGnTcPXqVQBAeno6Vq1ahd27d6t97EqVKgnST548UXsfREREREREREREREREeYFxbmeAiIiIiIiIiIiIiIiIcu758+cQi8WSdNu2bRUGJspTpEgRuUFMWbVs2RLt27dXGpgorU+fPoKAJZFIhP3796u8vap27NiBDx8+SNJVq1bF5s2b5QYmZmViYoLZs2ejZcuWkmVfvnzB0aNH5a4vHfTWr18/hYGJ8pQuXRqNGjVSeX3STNYAUgBwdnbWyn4dHBzkBiZmVbhwYUydOlWw7Pr160hJSUG9evWwdOlSpbMguru7o1u3boJl586dU5qv0NBQwe/K1NQUGzduzPY3DQCNGzfGkiVLBMs2b96scP3ExETs3LlTsKxv374ygYnSqlWrhrVr10pmLdS1sWPHKg1MlGZjY4PVq1ejbNmykmW+vr4ICQlR+9jS37d3794hJSVF7f0QEREREREREREREREZOgYnEhERERERERERERER5QOxsbGCdMmSJXMpJ7K8vLwEwVg+Pj5a3X9CQoIgMMvIyAgLFiyAlZWVStsbGRlh+vTpgqDLgwcPyl3XkM8z/R/p2SmLFSumlf2OGzcu24BXAGjXrh0sLCxkls+aNQvGxtm/ou3atasgnd2sptu3b4dIJJKkBw4ciHr16mV7nExt27aFu7u74HiKjnn27FnB78De3h7Tpk1T6Tju7u7o0qWLyvnSN3NzcwwZMkSwTJP7lfT3TSQSCYKniYiIiIiIiIiIiIiI8gvT3M4AERERERERERERERER5ZydnZ0g/fTp01zKiSxbW1uUK1cOQUFBAICgoCAkJyfLDd7SxM2bNxETEyNJ161bF1WqVFFrHy4uLqhWrRoeP34MAHjx4gWio6Ph6OgoWM/W1laQfvr0Kfr166dZxrWsZMmSknP8vYuIiBCkCxYsmON9mpiYoGfPniqta2lpiQoVKggC/KpVq4bKlSurtH316tUF6dDQUIhEIrmBjSKRCGfPnhUs8/T0VOk4WXXs2BG+vr6S9L1791C1alWZ9a5cuSJId+rUCfb29iofZ9CgQTh58qTa+dOXWrVqCdKPHz/G4MGD1dqHlZUVLC0tkZiYKFkWEREBFxcXbWSRiIiIiIiIiIiIiIjIYDA4kYiIiIiIiIiIiIiIKB+oXr06jIyMIBaLAQC3bt3CypUrMX78eJibm+vsuGlpaQgNDUV4eDji4uIQHx+P9PR0mfWSk5MF20RERKBUqVJaycO9e/cE6SZNmmi0nypVqkiCE8ViMfz9/eHh4SFYp0aNGoL00aNH4ebmhgEDBqg0Ix7pR0JCgiCtjUBYV1dXmSBgZYoXLy4ITlRnJkMbGxvY2dlJZigUiUSIi4uTe/znz5/j27dvkrSLiwtKly6t8rEySQciPnr0CF5eXjLrZf5GMrVq1Uqt49SqVQuFCxdGZGSk2nnMqW/fvuHFixeIiopCXFwckpKSJPfMTFkDnQFoPONhgQIFBMGJ0t9JIiIiIiIiIiIiIiKi/IDBiURERERERERERERERPmAk5MT2rZti/Pnz0uWbdiwAYcOHULHjh3h4eGBOnXqwNraOsfHSkxMxKlTp3D69Gk8fPgQqampau8jazBVTkkHS4WFhWH//v1q7ycsLEyQlp59D8gIAq1WrZpkZsr09HTMnz8f27ZtQ6dOndCsWTPUrFlTpwGhlL2kpCRBWhvBiSVKlFBrfSsrqxxvnxmcCADx8fFygxOlv/9mZmYaff+/fPkiSMsLHoyKipJZru4spQBQuXJlvQUnvn79Gt7e3jh//jzevHmj9vZZr4E6ChQoIEhnDVQkIiIiIiIiIiIiIiLKLxicSERERERERERERERElE/Mnj0bT58+RXh4uGTZly9fsHv3buzevRumpqZwdXVFnTp14O7ujkaNGqk1ExwAXLlyBfPnz9d4NrFM8fHxOdo+q8+fPwvSR44cwZEjR3K8369fv8pdvnTpUgwcOFDw9/DwcGzevBmbN2+Gubk5qlSpgjp16qBBgwZo0KABLC0tc5wfUp2pqfA1qLzZPNVla2ur1vomJiaCtI2NTY62V/QZpL//ISEhmDt3rlrHkkfe9z86OlqQtrS0hJOTk9r7dnZ21jhfqkpJScHy5cuxZ88epKWlabwfTe9V0seU/k4SERERERERERERERHlB8a5nQEiIiIiIiIiIiIiIiLSjsKFC+Pw4cNo06aN3L+npaXh2bNn2LNnD3788Uf88MMPmDBhAu7fv6/S/o8dO4YJEybkODARAEQiUY73kSkmJkZr+8pKeva9TBUqVMDhw4fh7u4u9+8pKSnw8/PD9u3bMWbMGPzwww/45ZdfEBQUpJN8kizpYFBF11IdRkZGubq9IoqCaHNK3kx/0jOeqhtwmUndQE91paSkYMKECdi5c2eOAhMBQCwWa7Sd9PmTnkmTiIiIiIiIiIiIiIgoP+DwjERERERERERERERERPlIwYIFsXbtWgQGBsLb2xvXr19HaGio3HVTU1Nx6dIlXLp0CZ07d8a8efMUBhu9efMGc+bMEQQVmpiYoFmzZmjcuDEqV66MokWLwtHREebm5jA3Nxds7+npCV9fX619TunPoQvKgpJcXFywe/du3L9/HydOnMDNmzcVBm0mJCTg5MmTOHXqFIYMGYJffvkFZmZmWs9vXFwcTp06pfX9KlKkSBG0atVKb8dTh4ODgyAtHVSXn+jq+69Lmgb8qWrz5s24ceOGYJmjoyM6deqEunXrwsXFBUWLFoWVlRUsLCwEs1SGhYXl+HstEolkghPt7e1ztE8iIiIiIiIiIiIiIiJDxOBEIiIiIiIiIiIiIiKifMjNzQ0zZ87EzJkzERERgfv37+Phw4d48OABnj9/LhMcdPr0aURGRmLHjh2CQJ1M69atQ0pKiiRdokQJbNiwAW5ubirlJz4+PmcfSAkHBwdERkZK0nv37kW9evV0drys6tWrJzlWWFiY5Dzfv38fL1++FKwrFouxa9cuxMTEYNmyZVrPS0xMDObOnav1/Sri7u5usMGJJUqUEKQ/ffqUSznRPemgt969e2PhwoU6OZb0jIdxcXEa7UfT7VQRHx+PLVu2CJZ17twZCxYskJlRU56EhIQc5yEyMhLp6emCZc7OzjneLxERERERERERERERkaFhcCIREREREREREREREVE+V6RIEXTs2BEdO3YEAHz+/Bn//vsvduzYgfDwcMl6d+/ehbe3N/r06SPYPi0tDVevXhUsW7JkicqBiUBG4JyuODo6CoITw8LC9BacmFXJkiVRsmRJdO/eHQAQHh6OU6dOYefOnYiOjpasd+LECfTo0QONGjXSex6/F6VKlRKkP378mEs50T0nJydB+t27dzo7lqOjoyCdmJiIqKgomTxkJ+t9R9tu3ryJpKQkSbpMmTJYvHixzGyuimT9rWpKOhjWxsZGZjZPIiIiIiIiIiIiIiKi/MA4tzNARERERERERERERERE+lWoUCF4enri9OnTqFGjhuBvJ0+elFn/w4cPiI2NlaSLFSuGBg0aqHy8L1++6DQYqXLlyoL0vXv3dHYsdTg7O2Ps2LE4ffo0SpYsKfibvPNM2iP9nZCexTI/kQ4SfvLkCZKTk3VyLCcnJxQuXFiw7NmzZ2rv5/nz59rKkoygoCBBun379ioHJgIZ5y+nXrx4IUhXqVIlx/skIiIiIiIiIiIiIiIyRJw5kYiIiIiIiIiIiIiI6DtlZWWFSZMmYdSoUZJlwcHBMut9+fJFkC5evLhax5GedVHbfvjhB5w4cUKSvnLlCpKTk2FhYaHT46qqUKFCGDlyJObOnStZJh1ApQ0lS5bUyX7zourVqwvSb968MajvhDbVrVsXlpaWSExMBAAkJCTg+vXraNu2rU6OV7NmTVy6dEmSvnz5Mpo0aaLy9n5+foKZTrVN+n5VokQJtbbXxv1K+nco/X0kIiIiIiIiIiIiIiLKLzhzIhERERERERERERER0XdMeka/hIQEmXXMzMwE6ayzKGYnPT0du3bt0ixzKmrWrBksLS0l6aioKOzZs0enx1SXKueZtMfJyQnlypWTpNPT0zWa4S8vMDc3R/PmzQXL1q5dC5FIpJPjSR/rzJkz+Pr1q8rb7927V8s5EpKeJVGd+9Xjx49x//79HOchICBAkK5fv36O90lERERERERERERERGSIGJxIRERERERERERERESUD6SlpWm03atXrwTpwoULy6xTrFgxmW3evXun0v7Xrl0rdzZGbXJycsKAAQMEy1atWgU/Pz+N9ykWi+Uu1+V5Ju1q1qyZIH337t1cyonujR8/HkZGRpJ0UFAQlixZovH+FH3/AaBz586wtbWVpL9+/Yq//vpLpf36+vri1KlTGudLFUWLFhWkr1+/rtJ2CQkJmD59eo6Pn5SUhMePH0vSFhYWaNiwYY73S0REREREREREREREZIgYnEhERERERERERERERJQPLF++HD///LMgKCY70dHRWLlypWBZgwYNZNYrWLAgypcvL0mLxWL89ttvSElJUbhvsViMjRs3Yv369SrnJydGjRqFIkWKSNLJyckYOXIkzp49q9Z+Xr16hXnz5ikMtvrf//6HOXPmICQkROV9hoWFYcuWLYJl8s4zaVeLFi0E6Tt37uRSTnTP1dUVffr0ESzbtWsXfvvtNyQmJqq8n/j4eOzduxc9e/ZUuI6lpSW8vLwEyw4dOoRNmzYp3XdAQAAmTpyoNPBRG6R/W/fu3cPBgweVbhMVFYXhw4fLBBFr4sGDB0hNTZWkGzZsKJjZlYiIiIiIiIiIiIiIKD9hcCIREREREREREREREVE+kJaWhtOnT6Nv375o3bo1li5dikuXLiE8PBwikUiyXnp6Ol69eoXt27eja9euePHiheRvJiYmGDhwoNz99+/fX5C+e/cuevXqhXPnziEuLk6y/OvXrzh79iz69OmDFStWAAAcHR1RoUIFbX5cGU5OTli3bh0sLCwky759+4apU6eiX79+OHLkCN68eSMIjBKJRPj48SOuX7+O1atXo1u3bujQoQP27dunMKArMTERBw8eRKdOndClSxesWrUK169fx6dPnwT7Tk1NRWBgINauXYsePXogMjJS8jcrKyv06tVLB2eBsnJ3dxfM+vngwQN8/fo1F3OkW7Nnz0bt2rUFy44cOYKWLVti1apVePjwIZKTkwV/j4uLw6NHj7Bv3z6MHTsWjRo1wvz58xEaGqr0WKNHj0bFihUFy/7++28MGzYMN27ckAQui8VivHjxAkuXLkW/fv0k579mzZo5/LSKVa9eHVWrVhUsmzNnDmbMmIGnT58iPT1dkreXL19iw4YNaN++PR49egQg43uTExcvXhSku3btmqP9ERERERERERERERERGTLT3M4AERERERERERERERERade7d++wfft2bN++HQBgZGQEGxsbmJiYID4+XjCrV1aTJ09G9erV5f6tf//+OH78OAICAiTLgoODMXnyZBgZGcHW1hZpaWlISEgQbGdmZoa//vor21nVtKFGjRpYv349fvrpJ0EQmp+fH/z8/AAAxsbGsLOzQ1paGuLj43M0i1twcDCCg4MlaWNjY9ja2gLICPrKDILKytjYGHPnzkXx4sU1Pi6pxtjYGF27dsXmzZsBZASMXr58WemsgHmZubk51q9fj8mTJ8PX11eyPCoqCuvXr5fMYmplZQVzc3Ol9wJVjrVmzRp4enoKAm9v376N27dvw8jICHZ2doiPj0daWppgW09PT9jb26s1y6s6jIyMMGvWLAwZMkTw+by9veHt7Q0zMzNYW1sjLi5OJm+urq747bff0K1bN42OLRKJcOnSJUna2toarVu31uyDEBERERERERERERER5QGcOZGIiIiIiIiIiIiIiCgfMDIyUvg3sViMb9++ISYmRm4wkpWVFX7//XeMGTNG4T7Mzc2xYcMGVKpUSe7+Y2NjZQITbWxssHbtWjRp0kSNT5IzTZo0wdGjR1G/fn25fxeJRIiJiUFcXJzCwEQLCwuUK1dO7t+UnWeRSISvX7/i69evcgMTHR0dJTM0kn707dsXxsb/90r01KlTuZgb3XNycsKOHTswevRomJuby10nISFB4b0gU+XKlbM9VtmyZfHPP/+gTJkyMn8Ti8X4+vWrTPBf//79MWPGjGz3nVN16tTBn3/+iQIFCsj8LTU1FTExMTJ5q127Nnbu3AkbGxuNj+vj4yMI1uzZs6fcPBAREREREREREREREeUXnDmRiIiIiIiIiIiIiIgoH5g2bRqaNWuGa9eu4d69e3jx4oXcALmsihYtik6dOsHLywtFixbN9hhFixbFoUOHsGXLFuzZswcxMTFy17OyskKXLl0wYcIElfarbaVKlcKePXvg6+uLXbt2wcfHB3FxcUq3sbe3h7u7Ozw8PNC+fXvJDIjS/vrrL9y6dQvXr1/H/fv38fr162xnXyxTpgy6dOmCIUOGwM7OTuPPReorVaoU2rRpg/PnzwMA7ty5g7dv36J06dK5nDPdMTU1xc8//wxPT0/s3LkTFy9exNu3b5VuY2JigurVq+OHH35Ax44dUbFiRZWOVa5cOZw6dQqbN2/GgQMHBIF5WVWtWhUTJ05Ey5Yt1f48murQoQMqVqyIlStX4vLlyxCJRHLXc3FxwdChQ9G/f3+YmJggLCxM42MeOHBA8n9jY2MMGTJE430RERERERERERERERHlBUbi7N6WEhERERERERERERERUZ4THx+Ply9f4t27d/j8+TMSExNhZGQEGxsbFC5cGJUqVULp0qWVzgSoTGpqKp4+fYrg4GB8/foVYrEYDg4OKF++PGrUqKFw1rbckJ6ejmfPnuHt27eIiYlBbGwszM3NYW1tjWLFiqFcuXIoWbKkYIY9VX39+hUvX75EWFgYoqKikJiYCBMTE1hbW6NEiRKoVKkSSpQooYNPRap6/Pgx+vbtK0mPHDkSv/zySy7mSP8+fPiAgIAAREdHIzo6GmKxGNbW1nB0dESZMmVQrlw5WFpa5ugYIpEIjx49QmhoKD5//gwTExMULVoUNWrUgIuLi5Y+iWZiYmJw//59vH//HnFxcbCwsEDRokVRuXJllC9fXivHiIyMRIsWLSQzUrZr1w6rV6/Wyr6JiIiIiIiIiIiIiIgMFYMTiYiIiIiIiIiIiIiIiChfGzt2LK5evQoAsLW1xbVr12BjY5PLuaL8ZNmyZdi2bRuAjFkTT506hQoVKuRyroiIiIiIiIiIiIiIiHRL/eFfiYiIiIiIiIiIiIiIiIjykClTpkhmCf327Rv27duXyzmi/CQ2NhYHDhyQpLt06cLARCIiIiIiIiIiIiIi+i4wOJGIiIiIiIiIiIiIiIiI8jU3Nzf06tVLkt6+fTvi4uJyMUeUn2zbtg3x8fEAACsrK0ydOjWXc0RERERERERERERERKQfDE4kIiIiIiIiIiIiIiIionzv559/hoODAwAgOjoaW7Zsyd0MUb7w6dMn7Nq1S5IeN24cihcvnos5IiIiIiIiIiIiIiIi0h/T3M4AEREREREREREREREREZGuOTk54a+//oKfnx8AwNLSMnczRPnCu3fvMGLECACAiYkJvLy8cjdDREREREREREREREREemQkFovFuZ0JIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiyjuMczsDRERERERERERERERERERERERERERERERERERElLcwOJGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUwuBEIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiUguDE4mIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEgtDE4kIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIitTA4kYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiNTC4EQiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJSC4MTiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiISC2muZ0BIiJ1TJ8+HceOHZOkFy9ejJ49e+Zijr5PlSpVEqSDgoL0evxv377h6dOneP/+Pb59+4aEhAQUKFAAVlZWKFKkCJydnVGmTBlYWFjoNV/q8Pb2xowZMyTpHj16YMmSJbmYIyLdePbsGby9vfHw4UN8+PABsbGxSEtLk/x94sSJmDRpUi7mkOTJ7fs85dzdu3dx+vRp+Pn5ISIiAt++fUN6errk7yxDGbY1a9Zg7dq1knR290qWKyiv43OHiIiIKOfCwsLQqlUrSdrZ2RlXrlzJxRzlTfmlfqXvMranpyd8fX0l6X/++QcNGjTQ6TFJfbxORERERLrz9u1bvHz5Eh8+fEBcXBzS09NhZ2cHW1tblChRAlWqVIGVlVVuZ5Mox+7evYshQ4ZI0u7u7ti9e3cu5ohI9/i9p/wgr7QLqdtfhoiIDAeDE79D0sFd8hgZGcHc3BwWFhZwcHBAwYIFUbp0aZQvXx41a9ZEzZo1YWlpqaccExEB8fHxOHHiBI4cOYJnz55BLBYrXd/U1BQVK1ZEjRo10LRpUzRq1Ag2NjZ6yi0RJScnY+7cufD29s7trBB9V75+/YpffvkF169fz+2sEBEREREREREREREREeVb9+/fx/Hjx3H16lV8/vxZ6brGxsaoUKECWrduja5du6Js2bJ6yiURERERUf4jHQ/DwHGi3MfgRJJLLBYjOTkZycnJiI2Nxdu3b/Ho0SPJ3y0sLNCsWTP07NkTLVq0gJGRUS7mlojyu2vXrmH27NmIiIhQeZu0tDQ8f/4cz58/x8GDB1GkSBHcvHlTh7kkoqxmzZqFkydP5nY2vjvPnz/HpUuXJOnKlSujdevWuZgj0ieRSISJEycKRjojIiIiIiIiIiIiIiIiIu15/PgxFi1aBD8/P5W3EYlECA4ORnBwMNavX4+GDRvi559/Ro0aNXSXUSIiIiIyKN7e3ggPD5eke/TogZIlS6q1j7CwMEFQnrOzM3r27Km1PBIRaYrBiaSR5ORkXLx4ERcvXkSFChUwc+ZMNG7cOLezRUT50M6dO7F48WKFfzczM4O1tTVSUlKQkJCgcD2RSKSL7BGRHPfv35cJTKxSpQo8PDxQuHBhGBsbS5ZXq1ZN39nL154/f461a9dK0j169GBw4nfk5MmTMoGJ9evXR8OGDeHo6Cj47dWqVUvPuSMiIiIiIiIiIiIiIiLKu0QiEVavXo2NGzdCLBYrXM/Y2Bh2dnZK+7H4+Pigb9++mDJlCsaOHaurLBMRERGRATl27Jigb5e7u7vawYnh4eGC/oHu7u4MTiQig8DgREKZMmXg5eUlszwlJQWxsbGIjY3Fhw8f8PjxY7mzloWEhGD48OEYOHAgZs6cCTMzMz3kmoi+B//++69MYKKRkRFatWqFzp07o2bNmihRooTkb6mpqXj79i2ePHmCe/fu4fLly4iOjtZ3tom+e4cPHxaku3fvjiVLlnCmZSIdO3LkiCA9btw4TJkyJXcyQ0RERERERERERERERJRPpKWlYdq0afj3339l/ubs7Ix27dqhWbNmqFSpEhwcHCSDhsbFxSEkJAQ+Pj44c+YMgoODJduJxWKEhobq6yMQERERERER6QyDEwlFihTBgAEDVFr3/fv3OHnyJPbu3SsTqLhv3z58/PgRq1evZoAiEeVYfHw8Fi5cKFjm5OSENWvWoF69enK3MTMzQ/ny5VG+fHl0794d8+bNw+3bt7F79248f/5cH9kmIgAPHjwQpMePH8/AxDwmKCgot7NAakpLS4O/v78kbW5ujlGjRuVijkifevbsyVHQiIiIiIi+cyVLlmR9XgtYv9LM7t27czsLREREREQ69dtvv8kEJtrb22P8+PEYNGiQwr5yNjY2qFWrFmrVqoWxY8fCx8cHK1euxKNHj/SRbSIi0oIGDRqw3Y2IiIgoG8a5nQHKW0qUKIGxY8fiypUrmDhxomSUp0xXrlyRmeWMiEgTp0+fRmRkpCRtbGyMDRs2KAxMlMfU1BTNmjXDli1bcPDgQV1kk4ikpKSk4N27d5K0tbU1XFxccjFHRN+HsLAwJCcnS9JlypSBtbV1LuaIiIiIiIiIiIiIiIiIKO/bu3cvjh8/LlhWrFgx7N+/H15eXmoN4t+wYUPs378fv//+OywsLLScUyIiIiIiIqLcweBE0oiZmRkmTZqEjRs3wtzcXPC3vXv34tatW7mUMyLKL65cuSJIe3h4oFatWhrvz9nZOYc5IiJVxMXFCdJ2dna5lBOi70tsbKwgzd8eERERERERERERERERUc68f/8ef/31l2CZg4MD9u3bh/Lly2u0TyMjIwwcOBAHDhxAkSJFtJFNIiIiIiIiolzF4ETKEQ8PD0yfPl1m+ZIlSyAWi3MhR0SUX7x48UKQVmfGRCLKPYmJiYK09CzLRKQbSUlJgjR/e0REREREREREREREREQ5s2bNGiQkJAiWzZ49WysDZFepUgVTpkzJ8X6IiIiIiIiIcptpbmeA8r5Bgwbh6tWruHnzpmRZcHAwbt++jcaNG2u0z7CwMDx//hxfvnxBTEwMrK2tUbBgQbi5uaFcuXLayrpAZGQkHj16hPDwcCQlJcHW1haVKlVC7dq1YWqa/U/lzZs38Pf3R0REBNLT01GwYEFUq1YNlSpVynHe4uLi8PLlS7x+/RoxMTFITEyEtbU17O3tUbZsWVSpUkWlPGpCJBLhyZMnCAoKQlRUFCwsLODo6Ijq1atrPAKYtNTUVDx48ABhYWH4/PkzzM3NUaJECdSuXRtFixbVyjG04cOHDwgJCUF4eDi+ffsGkUgEe3t7yfkoUaKEzo4dGxuLBw8e4M2bN0hMTISdnR2KFi0Kd3d3rc2M9PnzZzx69AifPn3Ct2/fYGdnh3LlyqFOnTqwsLDQyjHU8eXLF0E6N2aAEovFePfuHV6+fIn3798jPj4eQMYoeAULFkTNmjVRqFAhvedLWkpKCvz8/PDhwwdER0cjJSUFTk5OKFasGOrWrQtLS8scH+Pjx48IDAzE+/fvERcXh/T0dFhaWsLe3h7Ozs4oV66c3s+FPq9PfHw8goKC8OrVK3z79g2JiYmwsLCAlZUVihcvjlKlSqFs2bJ6DwaKiYlBSEgI3rx5g9jYWMnzy97eHq6urnB1dYWRkZFe85TfBidITEzEw4cP8fr1a3z79g02NjYoXLgw6tWrp9XvvFgsRnBwMF69eoXo6GjExsbC3NwcDg4OKFu2LFxdXWFtba214+lLTEwM/Pz8EBkZiejoaJibm8PJyQkuLi6oVq0aTExMdHLc8PBwPH78GB8+fEBaWhocHR1RunRp1KlTR2bWb30Ti8V49uwZXr9+jaioKCQmJsLR0RFOTk6oXbs2ChYsqPF+DZEhl7Ezpaen48mTJwgLC8OXL1+QlJQER0dHFClSBHXq1NFaGUQkEsHPzw9v3rxBZGQkjI2NUaxYMVSvXh0uLi5aOUZOGOIzRdq7d+8QGBiIiIgIxMXFQSwWw9LSEo6OjnB2dkb58uXh4OCglWOlpaXh8ePHePHiBWJiYlCgQAEULVoUNWrU0PqM3LlR//0e6xdERES5JS0tDU+fPsWLFy8QHR2N9PR0ODk5oWPHjrC1tc12e32VFd68eYOAgABEREQgOTkZDg4OqFixImrUqKGztudMycnJePz4MV69eoWvX78CAAoWLIhu3brBzMws2+1fvnyJFy9eICoqCrGxsbC1tUXBggVRo0YNrbTZ6rJdKDk5GcHBwXj58iViYmKQkJAAMzMzWFlZoWjRoihZsiTKly+v0nnQpoiICPj7+0u+d1ZWVnByckK5cuXg5uams7rBq1ev8OTJE0REREAsFsPR0REVKlRAjRo1dNaGoG2pqamS72R0dDTi4+NhYmICKysrFC5cGCVLlkSFChVyvUycnJyMhw8f4tWrV5LfTdGiRVGnTh2N2yZyIj+29cbHx8PPzw8RERGIioqCWCyGk5MTSpYsiVq1ammtjSopKQm+vr6S9wMFChRAqVKlULt2bTg5OWnlGERERETfqy9fvuDUqVOCZQ0aNEDnzp21dgxNyp1isRjPnz9HaGgooqKiEBcXB3t7exQuXDhH7xuzo8t3sPoop+vqPW12DL3dI+txAgMD8enTJ8n1dXNzQ7Vq1XL9HaEieeXcBgUFITg4WPLO28nJCW5ubqhatarOz21cXBweP36M0NBQfPv2DcbGxihRooRK9zF93GtiY2Px/PlzvHnzBt++fUNycjIKFCgAGxsbFC9eHC4uLihdurRG+zbUvl7v3r3Ds2fP8OXLF8n3zsnJCZUqVdLZu2EACAwMREBAAL58+QJjY2PJ97By5coG9Rt/+fIlnj59KugjUr16dbi5uWW7rVgsxtOnTxEYGIjo6GiYmZmhcOHCqF+/vkH1Q1ZXeno6AgIC8O7dO0RHR+Pbt2+wtLSEg4MDypcvj0qVKmmtnSmvtM++efMGT548wcePHyESiVC4cGGUKVMGNWvW1OpvWl/te4Ymt8qa7969w9OnT/Hx40ckJibCysoK9evXR9WqVXVyPCLSPgYnklaMGDFCEJwIAMePH1crODEuLg47d+7EqVOnEBoaqnC9kiVLol+/fhgyZAgKFCig0r69vb0xY8YMSbpHjx5YsmQJAODp06dYsWIFbt26JbdTd+HChTF+/HgMGDBAbiH88uXLWLduHQICAuQeu0KFCpg+fTqaNm2qUl4z+fv749y5c/Dx8cHz588hEokUrmtlZYWWLVti9OjRanfUll4/KCgIQEaw086dO/HPP/8gMjJS7rZlypTB5MmT0bFjR7WOmSkuLg6rV6/GiRMnEBMTI3cdd3d3TJ48OVdmzUtMTMTVq1dx5coV3L17FxEREUrXd3Z2Rv/+/TFgwACVOhZlUvb9fPv2LVauXIkLFy4gNTVVZlsTExO0bNkSP/30k8aV06dPn2L58uW4e/cu0tPTZf5uZWWFnj17YuLEiXB0dNToGJqQ/r19+vRJL8eNjY3FhQsXcP36dfj6+ir8bmYqX748Bg8ejF69eum9Q8m9e/ewbds2+Pj4yMxWl8nc3ByNGzfGxIkTUa1aNbX2n5qaiv379+Pw4cMIDg7Odn1nZ2f88MMP6Nq1K9zd3dU6lqr0fX3u37+P7du348aNG3J/g1lZW1ujdu3aaNu2Lbp166byM0odIpEIvr6+uHjxInx8fBASEqJ0fTs7O3Tq1AkjRoxAqVKltJ6fTMqePeHh4Qr/vnjxYvTs2VOSnj59Oo4dO6bw79m5e/cuhgwZIkm7u7tj9+7dGq3/+fNnrFmzBsePH5eZkQ7IuEe5u7tj2rRpqFGjhsp5lPby5Uts3boV169flwnKzsrMzAy1atVChw4d0K1bN9jY2Ej+Jv0cyerYsWOCcypN0TlSVD5Q1blz57Bz5048fvxYYRnGwcEBLVu2xIQJE1CyZEmV963se3Lnzh2sWbMGDx48kLutlZUV+vfvj7Fjx8Le3l6NT5RzERER2LBhA86fP6/wWhsZGaFKlSrw9PREt27dlDaYhYWFoVWrVgr/7uvrq/C3988//6BBgwbqfQA58mIZO6vAwEBs2rQJN2/exLdv3+SuY2Jigrp162L8+PFo1KiRRsdJSUnB5s2bcfDgQYXlyapVq2LChAlKr6kyyq6FIob6TJEWHx+PnTt34tixY3j37p3SdY2MjODi4oKmTZuiR48eShsoW7ZsifDwcEn68uXLKFmyJBITE7Fp0ybs379fYTmjVq1a+PHHHzUejAfIvfrv91y/ICIi0hVF9aeYmBhs3LgRR48eRWxsrMx2NWrUQOXKleXuU5dlBWnnzp3Dhg0bEBgYKPfvDg4OGDRoEEaNGgVLS0uZuoizszOuXLmicP/K1v/w4QPWrl2LM2fOyG3batu2rcKOZJ8/f8aWLVtw4cIFvH//XuHxK1SogCFDhqB3795qd57QZbtQUFAQtmzZgsuXL8vMwCGtQIECqF69Olq3bo0ePXoorM+qe22kpaen4+jRo9i3bx+eP3+ucL3ChQujQ4cOGDdunFqBT56envD19ZWks9ZNz507h/Xr1ytsf3BwcMCwYcPg5eWlkza3rDSpXwEZbWCbNm3CuXPnJB0iFTEzM0PlypXRsmVL9OzZU6+do6Kjo7F27Vp4e3vL/e6ZmJigQYMG+Pnnn9VqT1Z2fRXJr229ly5dwj///IOHDx8qPE7me71JkyahTJky6nwMicjISPz99984d+6cwmvp4eGBqVOnwtXVVaNjEBEREX3vTp48KVOmGzhwYC7lJqPD9qZNm3DlyhWl7xurVq2KUaNGoX379irvO7feweqjnK7t97RZ5eV2j0xnzpzBxo0bFfYLKlq0KIYNGwZPT0+dD2CVVV4/tyKRCAcPHsTOnTsVtu8VK1YMw4YNw+DBg2FqaqrVPi8hISFYs2YNLl++LPPbsrW1VRqcqMt7TaYrV65g9+7d8PHxUdovFshoF6pXrx7atWuHzp07Z/v71MV9Rd1rIy0pKQm7d+/G0aNH8fr1a4XrlSxZEt26dcPw4cMF/YKyo+jdt0gkwuHDh7FlyxaF79qLFi2KsWPHom/fvjr/jSt71pw9exbr16/Hixcv5G7r5uaG6dOny+23kZqair1792L79u1y+5gaGRmhSZMmmDlzpsrvwPXdh02ex48fY9u2bbh9+7bCPi1ARvtxvXr10KVLF3To0EGjdjNDap9VJru+REWKFEG/fv0wevToHAUOart9T7rtNKus3xN5Mr970t+prJT1EQNUf1eQW2XNEydOYNu2bXK/f0OGDGFwIlEewuBE0opGjRqhXLlyePXqlWTZjRs3IBKJVKqsHz9+HIsXL872xSOQUfFcvnw59u3bh7Vr16odbJPVrl27sHTpUrkdJjNFRkZi3rx5uH//Pv78809JZTM1NRVz5syBt7e30mOEhIRg5MiRmDFjBry8vFTK19SpU3H27FmVP0dCQgJOnz6NM2fOYOzYsZg8eXKORjMJDw/H+PHjFXZIyRQaGoqpU6fi9u3bmD9/vlojTvj5+eHHH3/MNuDM19cXgwcPxqRJkzBhwgSV959T0dHRaNGihcKAL3nCw8OxfPly7Nq1C6tXr0bdunVzlIfTp0/jt99+kxsUkyk9PR0XL17Ef//9hzVr1qjdQX/NmjXYsGGD0t9AQkIC9uzZg/Pnz2PDhg2oXr26WsfQVMGCBREWFiZJX7hwARMnTtTpSD2BgYHo3bt3tg0TWb18+RLz5s3Drl27sH79eq3NKKpMVFQUZsyYgWvXrmW7bkpKCq5evYpr165h4MCB+O2331RqNHv79i3Gjh2Lly9fqpyv8PBwHD58GE+ePMGJEydU3k5V+rw+6enpmD9/Pg4cOKDyseLj4/Hff//hv//+U9rBMCf69++Px48fq7x+bGws9u/fjyNHjmDmzJm5+qIkL7lz5w6mTJmitFwiFotx9+5d9O/fHwsWLFCrAQrIuLf+8ccfOH78eLYNrUBGuePevXu4d+8enj59isWLF6t1PH35+PEjJk+eDD8/v2zXjYmJgbe3N06dOoXx48dj/PjxGh9XJBJh6dKl2Llzp9L1EhISsH37dly6dAk7duxQKygyJ3bv3o3ly5dnW64Qi8UICAjA9OnTsWPHDqxevVrjDmq5yVDL2JkSExMxb948HD9+PNsZJ9PT0+Hr6wtfX1+0a9cOS5cuVWtG4tDQUIwbN05QT5InICAA48ePR79+/fD777+rvP+cyAvPFH9/f0ycOFHlQSrEYjFCQ0MRGhqK9+/fY/369Wod7+3btxg1apTSAAAgoy4zfPhw9O3bF3PnzlX7hWRu1X+/9/oFERGRPj169AgTJ07E58+f1d5WX2WFpKQk/PTTT7h8+bLS9WJiYrBu3TqcPXsWW7Zs0Vrb3OXLlzFt2rRsA/Pk2bp1K9atW6fStiEhIZgzZw52796NDRs2qDTQhq7bhdatW4d169YpLTNllZSUJGkTKFmyJFq3bq1yvlT14sUL/Pjjj9nWXYCM+tw///yDo0ePYsaMGejTp4/Gx01KSsLMmTNx5swZpevFxMRgxYoVuHTpErZs2WJwg1wcPnwYCxYsUFrWzio1NRX+/v7w9/eHpaWl2vVaTT158gTjxo1TOCAlkPH9v337Nu7evYuxY8fixx9/1Ele8mNb79u3b/HLL7+o1C6W+V7v3LlzmDhxIsaNG6dy3oCMe+j06dPlBr9nSk9Px5UrV3Dz5k3MmzcPvXr1UusYRERERASZTtwODg4aDzSZE+np6fjrr7+we/fubMvQmbNGZQ4Ev2bNGo1n1NblO1h9ldNz6z2tIbd7ZEpMTMTUqVNx9epVpet9+vQJS5YskQxwldvywrmNiorC+PHj8ejRI6Xrffz4EYsXL5YEBWnLwYMH8ccff6hV5wb0c69JTEzEtGnTcOnSJZXzFRMTg0uXLuHSpUto3rw57OzsFObfEPt6+fr64pdffsHHjx+zXTcsLAzr1q3D/v37sWjRIrRo0ULj48bExGDy5Mnw8fFRut6nT58wb948XL9+HatWrdJ74FlKSgpmzpwpM1OxtMDAQAwfPhwzZ86Ep6enZPmnT58wfvx4PH36VOG2YrEYN2/eRK9evbBly5ZcmShFHVFRUZg5c2a29+dMSUlJku9xWFgYJk6cqPKx8kr7bHp6OubNm4eDBw8qXS8iIgJr1qzBmTNnsH79epQtW1at4+izfc+Q5FZZMy4uDj///LNK/aCJKG/Q73zUlK9Jz5IVExODN2/eKN1GLBZjxYoV+N///ie3s4WJiQkcHBzkjmDw4cMHeHp64s6dOxrld+/evVi0aJGgA4CZmRns7e3ldrA4c+YMVq5cKcn3Tz/9JNNp2tLSUuGIJYsXL1b5AaroZaKRkRFsbGxgb28vtwOsWCzGhg0bMGfOHJWOI8+nT5/g6ekpE5hobW0NKysrudscPnwYa9euVfkYjx8/xogRIxSOUmJvby8IdBSLxVi9ejW2b9+u8jFyKi0tTWHDlJmZGRwcHBSej8+fP2Po0KG4e/euxsc/fvw4pk2bJujMYGxsDHt7e7kjOyUmJmL8+PFqBZL9+eefWLt2rdxOMObm5jLf5cjISIwYMSLbztraIj0TWXBwcLaBDjmVlJSksHCded0VBSSEhoaib9++al0DTbx69Qp9+/ZVeD+xtLSEnZ2dzH1MLBZj7969mDBhAtLS0pQeIzo6GoMGDVL4WaysrODo6Kj3xgh9Xp958+YpbKzKPJaNjY1aQdnaoOj5YGxsDFtbW9jZ2cnNU2pqKubNm4eNGzfqOot53p07dzB69GhBuSTz2SSvPJKeno6ZM2eqVR55//49BgwYAG9vb7mBiUZGRrCzs1P4nMkumCq3vHz5Ev3791fYQGNjYyP3GZaamopVq1Zh5syZKgVqyjNnzhyZl2LKynVv377FyJEjkZycrNHx1LF06VIsWLBAbrnCzMxMYcN5UFAQBgwYAH9/f11nUasMuYwNZJRnBg0ahGPHjsn9LVlYWMiURTOdP38eQ4YMQVxcnErHevPmDYYMGaKwc6+dnZ3MyIMHDx7EokWLVNp/Thn6M+XVq1fw8vJSGJhobW0NR0fHHI12l1VUVBS8vLxkyrrW1tYKRxY8dOgQfv31V5XLp7lZ/2X9goiISH8CAwMxYsQImcBEa2trpW0p+iwrJCUlYcyYMQoDEy0tLWXqpK9fv4aXlxeio6NVOoYyt27dwo8//ijTEczW1lZp+S41NRUzZszAn3/+KbcTWWabjbzyzYsXL9CvX79sB+QDdNsutGnTJqxevVpumcnU1BT29vYK2/915f79+xg4cKBadRcgo/PWrFmzsGbNGo2Om56ejokTJ8p0fDE3N1dYV37y5Al+/PFHg2obOXXqFGbNmiU3MNHExAR2dnYKv5f6FBoaihEjRsgEJtra2srNW3p6OtatW4c///xTJ/nJb229Dx8+RN++fRW2i1lZWclt20hLS8PKlSvVeq93+fJlTJ48WW693sTERKYNJjU1Fb/99hvOnTun8jGIiIiIKKMcJV2+q127tt7L9nFxcRgzZgy2b98utwydWaaVV4+8f/8++vfvr1JAjDy6fAerj3J6br2nNfR2DyDjPdCYMWMUBr5YWVnJvB/z8/PD6NGj9fKOXZG8cG6joqIwdOhQhYGJ8toIHz16pLVze/ToUcyZM0dwv8jsg6JsVjx93WsmTpyoMDDRwsICjo6OsLa21miANEPs63X+/HmMGDFC7rmR1082U1RUFCZMmIDDhw9rdNz4+HgMGzZMJjBRWd+La9eu6W0g5UxisRi//vqrTGCipaUlrK2tZdYXiURYuHAhrl+/DiCjj6Onp6dMYKKtra3ctviEhASMHTtW5cGRc0PmgF6K7s/GxsZwcHBQ+K5BnXbTvNQ+u3DhQpnARDMzM9ja2spd/9WrVxg6dGi2MQxZ6bN9z5DkVlkz8/sn3edLWRmNiAwfZ04kralVq5ZM4T4wMFDpyAPbtm2T6dRaqlQpDB48GE2bNkW5cuUkFY2wsDBcunQJW7dulbw8TUhIwJQpU3DixAkUK1ZM5bwGBQXh9OnTAAB7e3uMGDEC7du3h4uLC4CMCvjVq1fx119/CaY73759O3r06IELFy7gwoULAICyZctizJgx8PDwkET/f/nyBcePH8fatWsFFdr58+ejcePGKjdUlS9fHh4eHnB3d0fFihXh7OwsOR8ikQivX7/GrVu3sHfvXkGHzkOHDsHd3R1dunRR+Zxkmjx5suQzN2nSBIMHD0b9+vUlharIyEicOXMGa9euFUwVvnnzZnTp0iXbkSZiY2MxYcIEmU7d7du3x6BBgyQNeenp6QgICMDBgwdx9OhRiMVi/P3333B1dVX7M+WEmZkZ3N3d0axZM1SrVg2urq6Cgk9CQgKePXuGf//9F4cPH5Y0EqSmpuLnn3/GqVOn1B4lJDg4GGfOnIFYLIalpSUGDx6Mjh07ws3NDcbGxpLRunbs2CH5HgMZo8j8/vvv2LNnT7bHOHv2LLZu3SpYZmNjg9GjR6Njx46S0Z7i4uJw48YNbNq0CYGBgfj69St+/fVXtT6Pptq2bSszg+iOHTtw584dDB06FC1btoSDg4NOjm1paYlGjRrBw8MDVapUQfny5QUV3tjYWDx58gQnT57EqVOnJJ2J4uLiMGXKFBw9elRrHeWziomJwYgRI/D+/XvJMhMTE7Rv3x7du3dHnTp1JL/V5ORkPHz4EHv27BE06ly9ehUrV67EtGnTFB5nxYoViIiIkKSNjY3RvXt3dOvWDdWqVRNUspKTk/Hy5UsEBATgxo0buHnzpjY/sly6vj6PHj2SqcxWqVIFQ4cORYMGDVCsWDHJvVgsFiM8PBzBwcG4ffs2rly5Inhu6ErVqlXRvHlz1K5dG66urihSpIgkT2lpaQgJCcHVq1exd+9eQYej1atXo169elofAWru3LmS/8fExEgCjYCM0SOnTJkid7tatWppNR85FRkZiSlTpiAlJQVmZmbo1asXunXrhurVq0ue3SEhIThw4AD27t0rCaQTi8WYPXs2zp8/n23nwYSEBIwePRovXrwQLC9cuDCGDBmCZs2aoUKFCpJG4aSkJAQGBuLBgwc4d+6c3BcgtWrVklwDPz8/HD9+XPC37t27K8xPkSJFsjstKklISMD48ePx4cMHwfLatWtj+PDhaNKkCaysrCAWixEWFoYzZ85g8+bNiI+Pl6x79OhRlC5dGmPHjlXr2IcOHZI07BcrVgwjR45EixYtJCNypqSkwMfHB6tXr8aTJ08k271+/RqbNm3S2QwAQEagmfTgCgUKFMCwYcPQpUsXSVk3KSkJPj4+2Llzp6AzcWaD84kTJ2RGmXJwcBD89kJDQwUvB8uUKaNw5gVdzcZo6GXslJQUjBkzBgEBAYLlzZs3R+/evVG3bl3JsdLS0uDv74/Dhw/jxIkTkmeJv78/Zs+ejRUrVig9VmpqKiZNmiTTqP3DDz/Ay8sLDRs2hIWFBUQiEUJCQnDs2DHJCGR79uxBzZo1le5fmwztmZJp4cKFgnuEubk5BgwYgA4dOsDNzU3QSTUhIQEhISHw9/fHtWvXsh39UZ4FCxZIvpdlypTBuHHj0KJFC9jb2wPI6PB/9uxZbNq0CV+/fpVsd/r0abi5uWHUqFHZHiO36r+sXxAREenXzz//LCnHNGzYEEOGDEHDhg0lbRdRUVG4dOmSTLuWPssKf/31l0yZydnZGePGjUPLli1RsGBBAMDXr19x48YNbN68GcHBwQgLC8Mff/yh2Yn5/+Lj4/Hrr79KBs9q164d+vXrh3r16sHCwgJisRgRERH4999/Zcr4ixYtkhnMpFKlShg8eDAaNWokGMH+5cuX+Pfff7Fz505JO/aXL1/w448/wtvbW2EnHF22C4WHh8sE8rm4uMDLywtNmjSBs7OzoF3h06dPCA4Oxt27d3H16lWEhIQo3LemPn36hAkTJsgEOXl4eGDw4MFo2LAhzM3NIRKJ8PLlSxw/fhy7du0SdFJYu3YtypYti86dO6t17NWrV0vq8+XKlcPIkSPRtGlTSVtFfHw8bty4gZUrVwref/j6+sLb29sgZoGLj4/HggULBMsKFy4MLy8vNG/eHC4uLoLvcVRUFF68eIF79+7h2rVrgnYKXfv1118ldZnq1atj1KhRaNq0qaS9JjQ0FCdPnsT27dsFgZZbt25F1apV0bFjR53kKz+09b59+xajRo0SvPeysLBA9+7d0blzZ1SvXl1Sh42Pj8fdu3exY8cO+Pr6StY/ePAgKleujAEDBig91rt37/Dzzz8LfoPGxsbo06cP+vTpgypVqsDExASpqal48OAB9uzZg4sXL0IsFmPWrFkoVKhQtp+HiIiIiDK8fPkSKSkpgmXVqlXTax7EYjGmTZsm0w+jbt26GDBgANzd3VG0aFEAGf3Inj9/jhMnTuDAgQOS/ktv3rzB1KlTsXv3bqWBSdJ0+Q5WH+V0Xb6nVcbQ2z0yLVmyRGbQfRcXF8n7scx2q0+fPuHcuXPYuHEjoqKi8OTJE7UmMNCmvHJuZ82aheDgYJljjR49Gs2aNZP0O/z8+TOuXLmCDRs24P3791o5t+/fv8f8+fMBZPQn69mzJ7p3746aNWvCzMwMIpEIYWFhMgOW6etec/r0afz333+CZe7u7hg0aBDq1asnqLOmp6fj7du3CAoKwn///YerV6/KDAaXlSH29QoKCsK0adNkniVdu3ZFv379UKtWLZiamkr6yR45cgSHDx+W9EVKT0/H77//jrJly6r9Tv7333/Hs2fPAGRMEDFs2DD88MMPkt/2169fcfHiRaxcuVLQB+D48ePo3r07GjVqlINPrroDBw5I+kGVKVMGY8eOFfQR+fz5M44fPy6Y8VQsFmP+/Pk4d+4cpk2bJgk+a9KkCYYMGQJ3d3dJO8yrV6+wa9cuQb/2b9++YdmyZVi+fLlePqM6IiIiMHLkSJnBxVxcXODp6YkmTZqgdOnSkjbkuLg4PH/+HHfv3sX58+dl7j3ZySvtszdv3sTjx48BZPQbGTZsGLp16yZ5licmJuLWrVvYunWrIDD806dPmDRpEo4ePZptfyJdt+95eXlJ2ld37twpOJ9eXl5K+3Fl9q8sU6aMpJ+YOn3EAMgN9gVyt6y5c+dOyTuPwoULY9SoUWjVqpWkrJmcnAw/Pz9BnAIRGT4jsSENL0p6MX36dBw7dkySdnd3x+7du3O832fPnqFHjx6CZb/++itGjBghd30/Pz8MGjRIMIPXoEGDMH36dKUvEjMr/w8fPpQsa968OTZt2qRwG29vb8yYMUNmuaurK7Zu3Sp5eEqLjIxE7969BVH9Hh4euHPnDlJSUtC1a1csWrRIYcHF19cXXl5eglGQ161bh9atWyvMKwDs3r0b1apVQ+3atZWulyklJQV//PEHDh06JFlWunRpnD9/PtuRXipVqiSzzNTUFPPmzUPv3r0VbhcYGIiBAwcKOgx7eXnJPc9ZzZw5E0ePHpWkjY2NsXjxYqWBE9evX8fEiRNlKmpAxmw5PXv2VHpMTXz9+hW7d+/GgAEDJJ1xshMaGopRo0bh7du3kmWTJk3Kdpp0Rd/PMmXKYMuWLShdurTCbdesWSPTMHHixAm4ubkp3CYmJgYdOnRAVFSUZFnp0qWxa9culChRQu42aWlpmDNnjuDaZRUUFKTweJoSiUTo0aOHwpGnTExM4Obmhpo1a6JmzZqoXr26oJOWJl69eoUbN26gd+/e2TYmZfL398fo0aMFo8YvWbJE5n4oTfq69+jRA0uWLFG6zdixYwWj4hQrVgyrVq3KNsDrxIkTmDlzpuR+a2RkhEOHDsnMTglk3E8aNWokqGitXr0a7dq1U3qMTF+/fsWdO3fQvn17ldZXh76uz++//y5olGjTpg1WrlypUuVJLBbjxo0bqFy5staCvrLauHEjWrVqhYoVK6q0flxcHKZNmyb43mjrua9IWFgYWrVqJUk7OzvjypUrKm0rXUZR9x5/9+5dDBkyRJLO7rNKr5+pUKFC2LBhg9zfSCZ59+7169cLPrs806ZNkxnxq2fPnpgzZ47C0eCzCggIwMuXL9G1a1eV8qXKvUUe6fJBdvf5OXPmyDT0jhkzBlOmTFFYFvnw4YPMLGWmpqY4fPgwqlSpovBY0t+TTC1atMDff/+tcMbJlJQUjBs3TtDYXbBgQVy/fl0nI5y+ffsWXbt2FYzEWbx4cezcuVNpo9LmzZtlGkHbtm2b7UwU6n7/tSGvlbHnz5+PvXv3StK2trb4888/0aJFC6Xb3bp1C5MmTRKUe1etWqX0Wbdu3TqsXr1asGzKlCkYN26cwm2ePn2K4cOHCwLfMk2cOBGTJk1SuK0mv31DfqZERESgWbNmktH2zMzMsHv3bpXrRxEREQgICFB6bVu2bCn3JVObNm2wfPlyhbMlRkREwMvLSzBDh4WFBU6dOiUJxJXHEOq/33v9goiISFfkta8aGRlh5syZcuuc8uizrODn54cBAwYIZq5v2rQp1qxZo7BempqailmzZgkGw8mUXb1fup0gk5mZGZYvX65ym9O5c+cwefJkSdrIyAiTJ0/GmDFjlLaBv3v3DqNHjxbMCjho0CCFoxjrsl1Iur5Xq1Yt7NixQ2E9Vtr9+/fh6OiI8uXLy/27Jm0yI0aMENSTjYyMMHv2bAwaNEjhNoGBgRg+fDi+fPkiWWZjY4OzZ88qrAcCgKenp6CzRqZ+/fphzpw5Cs9xbGwsPD09Be3EVapUkds2oA3q1K/Onj2LqVOnStKlSpXCoUOHVO64GhgYiJSUFKVtUJqSd28CMr7/v/32m8IBtl6+fImhQ4cKOkEVLFgQZ8+eVTpYoPT1/eeff9CgQQOF6+eXtt6UlBT0799fMBBSxYoVsWrVKoW/1UzS9wQLCwucP38exYsXV7jN0KFDBcHlBQoUwIYNG/DDDz8o3Obw4cOYPXu23BHts7tORERERN+zCxcuyLybUeV9lDZt27YNy5Ytk6TNzMwwd+5cpf25gIx3ymPGjBGU65X14QP0+w5W1+V0fb6nzWvtHgBw7949eHp6CuoILVu2xIoVKxTOxBUVFYWRI0fKDAIL6O59YV48t9LtBADQq1cvzJ8/X+H3OyEhARMnTsStW7dk/qZpnxdbW1ts3LhR5YA2fd1rRo4cKQiA8fT0xKxZs1TKY2pqKi5cuIBWrVrJ/Z7q+r6ibn+MtLQ0dO/eXTBwuZmZGVatWqW0X9GdO3cwbtw4wf2rRIkSOHPmjNI2REXvvrPru/rhwweZWc/atGmjsyBkRc+azp07Y8mSJWr1EWnTpg0uXrwIY2NjzJo1S2l75oYNGwQD7ZuZmeHGjRtK2/D03YdNLBZj0KBBePDggWD52LFjMWnSJJW+yz4+PkhISEDLli3l/j2vtM/K67MAAE5OTti5c6fCdk+RSIRly5Zhx44dguWTJ0/G+PHjFR5P3+176rajyqOtPmKGUNZs0KAB1q9fr3IbsbJ96qOvHBEpp7/5qSnfkzeNrrLRSpYtWybobJFZwMlutjEnJyds2LABzs7OkmXXrl1Tu/Oig4OD0k7TQEY0vnSF8fr160hJSUG9evWwdOlSpZ3Z3d3d0a1bN8Gyc+fOZZs3T09PlTveAhmjQcyfPx/u7u6SZW/fvtV4BrNffvkl28KFm5sbJkyYIFiW3Wf78OGDTAeWyZMnKw1MBDI6q+d0RG512dvbY+LEiSoHJgIZnX03bdok+A7v379f0NFHVba2tti6davSjsMAMGHCBJnCdnbX4cCBA4KOwwUKFMDWrVsVdhwGMoJFFixYoPQFt7YZGxtj9erVCmeezBw1aN++ffjf//6Hjh07omHDhhg/fjz++ecfpfcfRcqVKwcvLy+1Cro1atQQVF4BCAIftOXOnTuCYABbW1vs2LFDpZnnunXrJpgpUSwWy8xsk+ndu3eCwMRatWqp3KAHZPx2dBGYCOjv+mSOHJXpp59+UnlUFyMjI3h4eOgkMBHIaHBQNYgEyOgYtnr1asGstr6+vjoZaT+/MDMzw/r167PtFNazZ080b95csCy7+++zZ89kAhP79OmDxYsXqxSYCGTMcKYoMDG3fPr0SWaUwR49euCnn35S2phfvHhx7NixQ/CbTktLk5kpRBXVqlXD6tWrlTbGmpubY9GiRYLn9JcvX3D//n21j6eK7du3CxqMLSwssG3btmxnLRw9ejSGDh0qWHbhwgWZ2TYNlaGWsUNDQ7F//35J2tTUFBs3bsw2MBEAGjduLNMRdfPmzQrXT0xMFIxQBgB9+/ZVGpgIZHyP165dm6OBFtRhyM+U58+fC16Itm3bVq36UZEiRVS6ttIqV66Mv//+W2FgYua+t23bJjOT9LZt25TuO7frv6xfEBER6dfIkSNVDkwE9FtW2Lp1q6C9smzZsli3bp3SeqmZmRkWLVqE+vXrq/JxVPLbb7+p3OaUnp4ueEEOZLTXjBs3LtvB+UqVKoXNmzfD1tZWsuzIkSOC8ktWumwXkt73xIkTVQ5MBIB69epl2xlCHf7+/jKj1U+YMEFpRx4g493A5s2bBeclLi5Oph6kipYtWyrtoAdkvHuSnp3w2bNngkECc4t0p8yRI0eqNaOGm5ubTgITFWnevDlmz56tMDARAMqXL49NmzYJ1vny5YtgcExtyC9tvSdOnBB8D5ydnbFz506VfqujR4+Gp6enJJ2cnIx//vlH4foPHz6UmfVWlXpVnz59sh1Ek4iIiIhkRUREyCyzt7fX2/FjY2Oxbt06wbKlS5dm258LyHinvG7dOkHZd+fOnXIHhVdGV+9gdV1ON4T3tIba7gFkBOlkfQ/n6uqKlStXKgxMBDLaoLZu3apWPzpdMeRzK90Xq0GDBliwYIHS77eVlRXWrVuX7fdTHcuXL1c5MFGf95qsv30zMzNMmTJFpTxmrt+pUyeF31ND6+sl794xf/78bAc8b9SoEf766y/Bsvfv32sUBObp6Zlte0Dx4sVlBr29du2aZEY0fahduzaWLVumdh+RixcvAsi4d2fXnjl69GjBQMOpqakyM4jmtkuXLskEJk6ZMgVTp05V+bvcsGFDhYGJiuSV9lljY2Ns2LBBYWBi5jrTp09H27ZtBct37NiBpKQkhdvps33PkBhCWbNUqVLYuHGjRoGJAGS+t+rM3EhEusHgRNIaecGJmVNpS3v06JGgIFW0aFFMnz5d5WM5ODjIFJwPHz6s8vYAMG7cOKWdpjO1a9dObufUWbNmZVtJBSATQCBvBCFtMDIywsiRIwXLpF9SqqJChQoyDS2K9OrVS/Aw//jxo9KAsMOHDwtGLylTpozSkRKy6t69O+rWravSurmpXLlygkrk58+fNeqwPWbMGJQqVSrb9YyNjdGnTx/BsqdPnypcXyQSyXQiGDlypNJZXrIea86cOUo7Lmibi4sLjhw5gurVq6u0fkxMDC5fvoyFCxfCw8MDkyZNEsxqoysNGzYUdCIJCAgQBPhpg3QD1sSJE1GuXDmVt/f09BR0Rr948aLcBjPp2Zoyp0nPy9S9PrGxsYJ0Xj8H5ubmMh0iNXk+fC969+6NmjVrqrRuv379BGll919ANpjJxcVF5VHgDNn+/fuRmpoqSdvb26tcritRogR+/PFHwbJLly7hw4cPauVBlU67QEaZUzqo9MmTJ2odSxVxcXE4ceKEYNmoUaNU7kQ6ZcoUmXJqXhnZyVDL2Nu3bxd0wB44cKDKL2SAjOC4rAOBBAQEKDzm2bNnBc8Se3t7wSAByri7u6NLly4q50vf9PVMya1n8axZs1S6lxQvXlxmZL1Tp04pLF8YQv2X9QsiIiL9KViwoNJZr6Xps6wQEREhGPwKAGbMmKF0cIZMJiYmmD17tsr5UqZy5cro37+/yuv/+++/gpG/q1atKtMWrkypUqUEbd7JyckydbZMuiyLGlqbk3Q9s0yZMhgzZoxK21arVk2m08+RI0cEnT+zY2Zmht9//12ldatXr46qVasKlmXXDqMPhnZNlTE1NcWsWbNUGhCnatWqMr/RAwcOaDQQo7YZUluvWCzG9u3bBctmzpyJQoUKqbyPH3/8Uaaja9b3aFkdPHhQkFanDWH06NEq1QmJiIiI6P/I6/OWteyma/v370d8fLwk3apVK3Tq1Enl7WvWrCkoL0ZERODatWtq5UFX72B1WU43hPe0htzu8fbtW9y+fVuwbNasWSq1DTk5OckMQKtvhnxunzx5Inh/bGRkhDlz5qj07tvS0lKt9kBlWrZsCQ8PD5XX1+e9Jutv38HBQeNglOz2DeR+G82ePXsEaXd3d5Vn3WvdurXMLL3qBjs5ODjg559/VmndNm3aCAKPU1NTBTPk6Vp2A2llkjeQe6FChWQmWJHHxMRE5nttCG2LWUn3Katbt67KbbWaykvtsz179lRpEg8gI4g963MtNjYWZ86ckbuuvtv3DIkhlDX/97//qTWAozTp54g2nytEpBkGJ5LWyHtAZO2ontXp06cF6V69eqn9gGnbtq0gME7edNOKmJiYqFzYt7S0RIUKFQTLqlWrhsqVK6u0vXRQVWhoqM5e4EoXvh4/fqz2Pvr27avybC0ODg4ywVGvXr1SuP6VK1cE6T59+igd8URadiOcGIqcXgd5HYKVqVOnjiCt7BoEBwcLGl1MTExkgmuUKVu2LBo1aqTy+tpQsmRJHD58GMuXL5ep4CiTlpaGCxcuoGvXrjIjfOhC1mAmkUik1WCXqKgo3Lp1S5IuUKCAWt8RIKPzSdaRw0QikcxoO4BsoPmzZ88MotNJTqlzfaRfKBhaY4QmtPF8+F6o05Atff9V9oxPSUmR6QDq5eWldPTBvOLGjRuCdJcuXeDg4KDy9r179xaUA9PT02VmblCmcuXKKgeUArLX7fXr1ypvqypfX1/BC0tTU1MMGDBA5e2trKxk7vPXr1/XWv50xVDL2CKRCGfPnhUsyzpymao6duwoSN+7d0/uetJl3k6dOqk1kq6hl3n18UyRLo/o41lcsWJFtQJWe/fuLXghn5CQoLBOmtv1X9YviIiI9Ktbt24qdejKpM+ygo+Pj2CGxhIlSqBZs2YqH6dSpUpqzWitSO/evdWaMVz6HA0cOFCljl1ZSZfnFZ0jXbYLGVqbk3R9vl+/fip1Os3k6ekpuI6xsbHw8/NTeXsPDw8UK1ZM5fXVKafqi6FdU2WaNGmiVnDawIEDBenw8HCNZgvRBUNp6w0ICBB8D0uUKJHtDAjS7Ozs0LRpU0k6NjZW4ey30p17pK+RMubm5ujbt69aeSMiIiL63smb+SUnnafVJV0X1sa7LXXeLejyHawuy+mG8J7WkNs9rl69Kpg1sUKFCmjQoIHKx+natavcCSz0xZDPrXQfhzp16si8D1dG3XYSRdSt++nzXpP1t//lyxd8/PhR7WMpYkhtNN++fcOjR48EywYPHqzWPqQHDA4NDVVrlrpu3brB0tJSpXVNTEwEA0EB+mt3q1q1qsr9QeVNbtG1a1eV2zOltzeEtsVMHz9+hL+/v2DZmDFj1L5fqSsvtc+q05+vWLFiaNGihWCZoqA5fbfvGZLcLmsWKlRI5jqpi8GJRIaH85eS1mSNoM+kqOAn/QBq0qSJ2sezsbGBi4uLZFa0Fy9eID4+HtbW1tlu6+rqqlZFuXjx4oKRbdTptGpjYwM7OzvJ6CwikQhxcXFqV9QTExPx4sULREZGIj4+HomJidkGDKk76xAAwYwwqihVqhSCg4MlaelRaDJl5j8rdQtxLVu2hImJSa6OKhEREYGXL18iNjYW8fHxSElJETTaAMDz588FaXWvg6urq1pBHdIdCr59+6ZwXenO4zVq1ECRIkXUyl/r1q3VChrRBiMjI3Tu3BmdO3fGixcvcPnyZfj6+uLRo0cKZ2jNlJaWhtWrVyM8PByLFi3S6Pjh4eEIDQ3Ft2/fEBcXJzfw+t27d4L0+/fvNTqWPPfv3xd8z+rUqaPSvU5alSpVBOlHjx6hTZs2gmVly5aFra2t5Hv06tUrzJ49GzNmzDDYwru2r0+NGjUEHVpmzJiBVatWwc3NTXuZ1qJv377hxYsXiIqKQlxcHJKSkmTuSzExMYK0Js+H74GdnR0qVaqk8voODg6C34tIJEJ8fLzcETP9/f2RlJQkSRsbG6Nz5845z3QuS0hIkGlQkb6vZMfa2hpNmzbF+fPnJcsePXqkciBN/fr11Tqe9HNTUdklJ6QbmmvXrq3WqFpAxsyCa9eulaQ/fvyIDx8+oHjx4lrJoy4Yahn7+fPngvKRi4uLYDZhVUk3ij969AheXl4y60mXt9Qt89aqVQuFCxdGZGSk2nnMKUN5plSvXh1GRkaSY9+6dQsrV67E+PHj1eosrQ51r5O9vT3q1asnGF328ePHaNmypcy6hlD/Zf2CiIhIf9Tp0AXot6wg/exu0qSJWh26AKBZs2YydR51qXOO5A2wlfVFv6rKly+PAgUKSOrmioLodNkuVKNGDZw7d06SXrx4MYoUKaL2d0YbXr16JVO2V7c+X6pUKVSpUkVQr3v48KHKg0+oW5+XHvFeF/V5dUl33Nq0aRPKlCmD9u3b51KOFFO3zlOhQgW4uLjgzZs3kmX+/v5qtZ1pIi+19UoPWtS4cWO176lARrt91kGVHj16JNOW//r1a8Fv1sTERGZmmuy0atUKy5cvVzt/RERERN8ree8jsuufoi3R0dGCPlYWFhZq9+cCZN9tqTOgjC7fweqynG4I72kNud1DOvhF3bqihYUFmjRpIjMwrL4Y8rmVbndTZ0AwIKMPSZMmTXDkyBG185jJyMhIrd+uvu81NWrUkAQIiUQi/Pjjj1i+fLlagykpYkh9vfz8/AT9es3MzNQOwHF3d4ejoyOio6Mlyx4+fKhyPwdN+gBnpa92t5z0EVF3+xIlSgjShtC2mMnHx0eQdnBwUPseoom80j5bpEgRucGpyrRq1UrQFq9o0G19tu8ZEkMoa9atW1cw6KYmpPtoGmr/ZqLvCYMTSWvkdViUN/pGQkKCTJDaw4cPBQFuqso6SpVIJMKXL19U6pwpXdDMjvTIV5psn7UgFh8fr1LH7U+fPuHo0aP4999/ERISovbsZZoU/pydndVaX/p8x8XFyV3vxYsXglG5raysUKZMGbWOZWlpiTJlykg62eiLr68vjh8/jitXrggqfKpS9zro6hoAQGBgoCCtSQFYndkLdaFixYqoWLEixo4dC5FIhNevX+Pp06d49OgRfHx8FI6+dvToUVSrVk2l0YTFYjGuXr2KU6dO4caNG0rPqSLKOnGrS7pylJKSgv3796u9H+nfjrygBxMTE/Tp00cwXf2RI0dw7tw5tG/fHi1atED9+vXVmgFK23R9ffr27Yt9+/ZJAiJCQ0PRvXt3NGjQAG3btkWjRo1kZo3Vt9evX8Pb2xvnz58XdBBSlSE1sBiSEiVKqN3AYG1tLfg+xcXFyQ1OzNpRD8jo4JWbIwpqS0hIiOD5bmRkpNFzolq1aoLgRHVGkNLlc1NT0vmvVq2a2vsoX748LC0tkZiYKNivIQcnGmoZW/o5amZmptFz9MuXL4K0vOdoVFSUzHJNyluVK1fWW3CiIT5TnJyc0LZtW8F9YcOGDTh06BA6duwIDw8PjQdrUEST61SlShVBcKK8e5ch1H9ZvyAiItIvV1dXldfVd1lBeiRjTTrn5PSFupmZmVrtKq9fvxaUOU1NTWVmK1fn2JkdyaKiopCWlibz8luX7ULdunXDmjVrJPW8L1++YMiQIahRowbat2+Pxo0bw9XVVecjYgOyZVcHBweNOoJVq1ZN0OahTn1eujNLdvRRn1dXixYtULRoUXz69AlAxm968uTJqFChAjp06IBmzZqhSpUqOe5koQ2a1nmy1hOly//akJfbeqXbG6KjozVqb5D+3chrD5A+9+XKlVN5BoRMZcuWhZWVld461BMRERHldfJmSdRXPcTf318weKStrS0OHTqk9n6k+5mp8+5Jl+8WdFlOz+33tIbe7qGN9zrSARj6YujnVrrdrXLlymofJ6ftbs7OzmoFZuj7XtO/f3/B7GWPHz9G+/bt0axZM7Ru3RoNGzZU+96TyZD6eknfh1xdXdUegDez703WAV7zej8aeXLaR0Sdzyn9XJc3GU9uefbsmSBdu3ZtjQLk1JVX2mc16U8gvc2nT58QHR0NR0dHwXJ9tu8ZEkMoa6rzLk0RBicSGZ7cfxtG+cbXr19llhUuXFhm2ZcvX2Rm3/jrr7+0koeYmBiVRgeRFzSgjImJiSCt7gNMevvsZv4Ti8XYvHkzNmzYIGjoUJcmBeicnhtFAZTSozBrEgACZFQo9BWc+OnTJ8yZM0fhlN6qUvc66OoaAPKvg7o0bQTQBWNjY5QvXx7ly5dHt27dAGRU1rZt2yYz7TgArF69Gt27d5fbiJzp5cuX+O2333I8Arw2K1+fP38WpO/fv4/79+/neL/y7tsAMGnSJNy9e1fQsSguLg5HjhzBkSNHYGRkhPLly6N27dpwd3fHDz/8oPZIc5rSx/Vxc3PD1KlT8ffff0uWicVi+Pj4SEYqcnJyQq1atVC/fn00bNhQbyPdpKSkYPny5dizZ48gIExdhtTAYkjUvf8Cqj/jo6KiBGltjPxmCKTvI/b29hqdR+kGL0X3J3nUPZ50J091B39QhXT+NXl2mpiYoHjx4oKXGNLPcUNjqGVs6edoSEgI5s6dq9ax5JH3PZUeyMLS0hJOTk5q71sf5S1Df6bMnj0bT58+RXh4uGTZly9fsHv3buzevRumpqZwdXVFnTp14O7ujkaNGuUo6FuTcrH0NvJ+o/mh/vs91S+IiIi0QZ0BnfRdVpAuw6o74zGAHLcBWVtby5Q3lJF+mZ2WlqaV8jyQMdCGdHldl+1ChQoVwvz58/G///1PUMby9/eXzFxgZ2eHGjVqoF69emjQoAFq1aqlk2BFbdRbgZzV53NaB9RFfV5dFhYWWLZsGUaNGiUIEA4JCcGaNWuwZs0aWFlZoVq1aqhbty4aNGiAevXqwczMTO951VWdJyfyeluvdHvDpUuXcOnSJQ0+gZC835E26l7GxsYoXry43gcAJSIiIsqr5PV509e7Oumy5ufPn3X2bksRXb6D1WU5Pbff0xp6u0defq9j6OdW+rsn7x6SnZy2u6k70Ly+7zUtWrRAv379cPDgQcmytLQ0XLlyRRI4WqxYMdSqVQvu7u5o2LAhypcvr9IxDamvF9vdVJfT99jqDGasj75CmsqtPmV55XuijXZNIOMZKB2cqM/2PUNiCGVNBweHHB9P+h6iSZ9FItIuBieS1sgbMVXeA16XD93MEWqyk9NRJXQ9KsWsWbNw5MiRHO9HumOLKnT12aRHrtV0hAJ9FR7ev38PT09PhIWF5Xhf6l4HXX6/pGe20eQ6GHoBrkqVKli+fDnat2+PqVOnIjU1VfK36OhonD9/Hj169JC77fPnz+Hl5aWVBmVNfn+K6Oq+qSj42crKCrt378aSJUtw9OhRmWAPsViMkJAQhISE4PDhwzAxMUGDBg0wZMgQtGjRQid5BfR7fcaMGYPixYtj6dKlMpUxIKNRIGvjWOnSpdGrVy8MHjxYZyOwpKSkYMKECbhx40aO96XN72d+osv7r/T3Nj/MmgjIPlc0ncVM+nejzn1PH6OFqUs6/9oq9xh645WhlrH1+RzNK2XevPBMKVy4MA4fPozff/8dFy9elPl7Wloanj17hmfPnmHPnj0wMzODh4cHhg0bhnr16ql9PG2Ui+V91/JD/VeZ76F+QUREpC516kX6LitIB/BoUofLabuHusfU5TlS1Damy3ahrl27wtHREfPnz8fbt29l/h4bG4v//vtPMip6kSJF0K1bNwwbNgwFCxZU9yMqpK36fE7qrYZYn9dEw4YNsW/fPsyePRvPnz+X+XtCQgJ8fX3h6+uLDRs2wMHBAR06dMCIESP0OniVruo8msoPbb26uj/Ju3/nlfYGIiIiovxE3uCAQUFBaN26tc6Pre8+IvLous6mr3K6vt/TGnq7R15+r2Po55btbv9H2b1m3rx5KFeuHNasWSN3sKGPHz/i3LlzOHfuHICMmbX69++PPn36ZDv7oKH09crt+xCQd9rdDLWPib7lVp+yvHL+NPkNWVpawtTUVDBQt/QzENBv+54hMYSyprIJZlQl/d3gzIlEuY/BiaQ10tMbA/Knp88aKKRt+SHY4vjx4zKBiVZWVujQoQPc3d1Rrlw5FC1aFDY2NrCwsICpqfBnXKlSJX1mV2OaFmz1dY1nzJghE5hYtmxZdOjQATVr1oSzszMKFy6MAgUKwNzcXDCyire3N2bMmKGXfOZUXqlgaKJNmzb48ccfsXz5csFyHx8fucGJqamp+Omnn2Qqe9WqVUPr1q1RvXp1FC9eHIULF4aFhQXMzc0F52/NmjVYu3atTj6LLu+bilhbW+OPP/7AyJEj4e3tjStXruDFixdyf4Pp6em4ffs2bt++jR9++AHLli3TaAQwZXLj+nTt2hVt2rTB2bNncfbsWTx8+BAJCQly13379i1WrFiBXbt2YcmSJfDw8FD7M2Zn8+bNMkEkjo6O6NSpE+rWrQsXFxcULVoUVlZWsLCwEIxWFBYWhlatWmk9T6S5/Hr/1dbnym/nh+cld+XGczSndF3mzSvPlIIFC2Lt2rUIDAyEt7c3rl+/jtDQULnrpqamSkax69y5M+bNm6fzhkdVrtP3Vv/lfYqIiEg9+i4rSHfg0eT4+i5f51Z5SpftQk2bNsXZs2dx6dIlnDlzBnfv3pXbMQIAIiIisGXLFuzduxezZ89Gz549Vf+AamC9NWeqV6+OY8eO4ebNmzh58iRu376NL1++yF03JiYG+/fvx5EjR/Djjz9i9OjRes6t6nRV58gvbb1ZZ8vUJlXOu6G/YyMiIiLKDypUqAAzMzNBvfTp06d6OXZefLelCX30yTD0+m5uv0fS5HPllXpFbrS7ZQ2C+d7b3RQxMjKCl5cXevTogVOnTuHcuXN4/Pixwjp2cHAw5s+fjx07duDvv/9GjRo1lO7f0Pp6adP32u72PeK11p/cbN/LTfmlrCkdxM3gRKLcx+BE0pq7d+8K0gULFpQ7ipT09PFmZmbw9/eXmTb7eyQWi7Fq1SrBsoYNG2LlypUy00nLEx8fr6us5Zh0IUB6lFdVyRsxR9vu3LkDHx8fwbIZM2bAy8tLpe0VVWgNgfSoKppcB02vXW4YNGgQVq9eLShMv3nzRu66J06cwKtXryRpMzMzLFu2DB07dlTpWLq87tL3zcmTJ2P8+PE6O15WLi4umDp1KqZOnYqYmBjcv38fDx8+xMOHD/HkyRNBwxoA3L59G8OGDcOBAwe0WtjPretjaWmJXr16oVevXkhNTcWzZ89w//59PHjwAA8ePJDpQBMVFYXx48dj06ZNaNKkiUbHlCc+Ph5btmwRLOvcuTMWLFgAS0vLbLc35PuSNolEotzOgkIODg6CtKHPgKcq6eeKps9p6e3y+syS0vdtTZ+d0tvl9fOSW6SvR+/evbFw4UKdHEu6zKut34Q25cVnipubG2bOnImZM2ciIiJCUh558OABnj9/LtOwe/r0aURGRmLHjh2CwEplNDnn0ttIf9fkLctv9d/vrX5BRESkbfouK2ijjVbfz27pc1S6dGm5M2vrgi7bhczMzNChQwd06NABIpEIQUFBkv3eu3cPkZGRgvUTEhIwY8YMiEQi9O7dO8efTVv1edZb/4+RkRGaNWuGZs2aAQBevnwpuab379+XGQwxNTUVy5cvR2JiIiZPnqzz/MXFxcHJyUntbbKSV+fRRH5p65Vu71u2bBm6deumUd6yk5fesRERERHlF2ZmZqhVqxbu3bsnWfbo0SOkpqbCzMxMp8eWLns3atQIO3fu1Okxc4u2y+l57T2tvts97OzsBDPKaXJ+8kq9Qt/n1tbWVlBfzYvtbvq819jb22Pw4MEYPHgwkpOT8fjxY8nv/sGDBzJ1/3fv3mHo0KHYv38/3NzclO47t/t6SZ9Xtrt9n9Tpw5Zf+5Rpiya/ocTERJl+rfJ+Q/ps3zMk+aWsWa1aNQQFBeV2Nogoi/zRG45y3a1bt2RmsPDw8JA7goP0y8/U1FR8/PhRl9nLM54+fYr3799L0nZ2dli9erVKgYkAEB0draus5Zh0Ie79+/cajQ4RHh6upRwpJt0Q0aNHD5UDE4G8dx3UpY9roC3W1tYoV66cYJmi6yN93ceMGaNyZwhl+9UG6fvmu3fvdHYsZRwcHNC6dWv8+uuvOHDgAO7cuYPFixfD1dVVsN6LFy+wdetWrR7bEK6PmZkZatasiREjRmD9+vW4ffs29uzZg86dOwued2lpafj9999lKrg5cfPmTSQlJUnSZcqUweLFi1UKIgEM+76UlXS5IT09Xa3tDTm4Qfp3/Pbt21zKiXbJayDT5DpId9DTVme33CJ9XjR5dqanp+PDhw9K90uq0edzVLrcnpiYiKioKLX3o8vyVl5/phQpUgQdO3bErFmzcOzYMfz333+YNWsWnJ2dBevdvXsX3t7eKu9Xk3Kx9DbyfqP5vf77vdUviIiItE3fZYXChQsL0q9fv1Z7H1kDivRB+hx9+PBBq20uqtJlu5CxsTEqV66MwYMHY8WKFbh58yaOHj2KAQMGyHR4Xbx4sUwHKk1oo94K5L/6vDaVL18effv2xdKlS3H58mWcPXsWo0aNgpWVlWC9TZs26eV3pas6jybyS1uvdBuALtsbtFH3EolEMm1NRERERKRcixYtBOno6GhcuXJF58c1lD4i+qaNcnpee0+r73aP7+m9jr7PbaFChQTpvNjullv3GgsLC7i7u2PcuHHYunUr7t69i82bN8vMZJiQkID58+erte/c6OvFdrf8QZ992PJrnzJt0Ua7JiD/Wa7P9j1DYij3fyLKfxicSFqxfft2mWU9evSQu66DgwNKlCghWJZ1lKnvmXQEv4eHh1qViidPnmg7S1pTsWJFmJr+32StCQkJMgGt2UlMTFR7G01IX4euXbuqtb0hX4dKlSoJ0s+ePVN7HwEBAdrKjl5Id7SX7vyRyZCvu/SIT/fv39fZsdRhZ2eHnj174tixY2jZsqXgbydPntTqsQzx+piYmKB+/fpYvnw5VqxYIfhbWFgYHj58qLVjSX/+9u3bw9zcXOXtDfm+lJW1tbUgre4o6Jo0RuhL1apVBemQkBDExsbmUm60p3z58oLnu1gs1ug58fTpU0Fa+nmV10gHbUt/PlW8fPkSiYmJgmV5/bzkFunn6JMnT5CcnKyTYzk5Ocl0+NakvPX8+XNtZUlGfnumFCpUCJ6enjh9+jRq1Kgh+Js65RFNrpP0NvJ+o/m9/vs91i+IiIi0Sd9lhWrVqgnSjx8/Vnsf/v7+2sqOSsqXLy8or6ampsLPz0+veZBHl+1CRkZGqFatGubOnYt//vlHEKAYFxeHq1evarzvTNL11piYGI06IOS3+rwulS9fHtOmTYO3t7dglO709HScPXtW58fXVZ1HE/mlrbdy5cqCtC7b7aXP/atXr2TajbLz+vVrjWedJCIiIvpede3aVfAuFAD27dun8+NKlzXDwsK+y4EmNCmn57X3tPpu99DGex1NtskN+j63ebHdzVDvNebm5vDw8MDmzZvxyy+/CP724MGDHAXI6qOvl/R9KDg4GCkpKWrtQywW66xdhlSjzz5s0n3K/Pz8NJr4Jb/SpD+B9DZFihSRO0mQPtv3DImh3v+JKO9jcCLl2N69e/Hff/8JllWtWhXu7u4Kt2nUqJEg/e+//+okb3mN9Kwq0h1TsqONTgm6YmlpiYoVKwqWXb58Wa19XLlyRe0RSDTx5csXQbp48eIqbxsXF2fQnY1r1aolSPv7+yMyMlKtfVy6dEmLOdK9T58+CdLSo35kysl1f/v2LV6+fKl+5lTUuHFjmeMZUiduU1NTTJs2TbAsPDwccXFxWjuGIV8fAOjQoQNq1qwpWKbNKeOlP39+ej5klbVjFiA7Clh2fH19tZkdrapZs6YgWFosFuPUqVNaP46JiYkgrevnppWVlUwDqLrPiYSEBNy8eVOwrHbt2jnOW26Szv+jR49kfsfZuXDhgiBdrFgxte599H/q1q0r+P0lJCTg+vXrOjue9PNA3TKvn5+f2uUzdeTXZ4qVlRUmTZokWBYcHKzy9uqOdPz161eZhmnp4MhM+bn++z3WL4iIiLRNn2UF6bqKj4+PWjN9p6Sk4Pz589rOllIFChRAnTp1BMvOnTun1zxkR5ftQnXq1EGbNm20vu9y5crJdMZQt1wWFhYm00lK+lqRrLJly6Jfv36CZdpsR1RE3bppSEgI3rx5I1imqM6jrvzS1ivdbn///n18/vxZJ3kqW7asYDDT9PR0XLt2Ta19qPsdICIiIiKgcOHC6NKli2CZj48PTp8+rbVjiEQimWWlSpVCqVKlBMsMrS6sb6qW0/Pae1p9t3vk9D1mcnKyTD9RQ6Xvcyt9rPPnzyM1NVXl7T9//gwfHx9tZ0upvHCvGTFihMzgwNpqR9FVm16tWrVgbPx/XfNTU1PVrsPfu3dPpt2W7W76pc8+bA0bNhSkY2JicOPGDbWOl59FRESoPViZ9PNN+reeSZ/te5mk+/bJKwuquw91+wfmhfs/EeVNDE6kHLlx4waWLFkiWGZkZITp06cr3a5du3aC9NWrV/U+8oshyjoCMgC1ZlT68OGDXkbXzYnmzZsL0ocPH1arEq6P0ccA2eugzhTr+/btM+iRZ11dXeHs7CxJp6en4+DBgypv//r1a9y5c0cXWdOJwMBAmRE9pEeayZST675t2zadjlZTvHhxmY4fq1ev1tnxNCFdWQGg9sjNyhjy9clUsmRJQVqbn196Rit1ng+PHz/OM6P6lCtXTpBWZ0Syjx8/GnTDjJmZGVq1aiVYtmvXLiQlJWn1ONIjd2kzSFgRDw8PQfrUqVP4+vWrytsfPXpU8Ow0MTFB06ZNtZa/3ODu7i6YqTctLQ379+9XefvExEQcPnxYsEz6PJPqzM3NZcqha9eu1aiBTxXSxzpz5oxav4m9e/dqOUdC+fmZIv0sVqdcHhwcrNZnO3LkiGCESysrKzRo0EDuuvm5/vu91S+IiIh0QZ9lhbp16woGp0hNTcXmzZtV3n7fvn2IiYnRQc6Ukz5Hhw4dMrhRfHXZLpSTcq4yzZo1E6QPHDigVnv9nj17BG1udnZ2eX6wIX3R1TVV5r///lNrdkzp9zHOzs4yI/9rKr+09dasWRNFixaVpFNTU7F+/Xqd5MfIyEimbUidd2YpKSkybU1EREREpJqJEyeiQIECgmV//PFHjmbuyvT8+XOsWrVK7t+k68Jbt25FfHx8jo+Zl6lSTs+L72n12e7RvHlzGBkZSdIhISFqBdCcPHlSrXeLuU2f57Z169aC7150dDQOHDig8vYbN25EWlqaLrKmlKHfa4yMjATvIgHdtrtpY9+2trYygYR79uxRax+7d+8WpMuWLYvSpUvnOG+kOn32YStatKhMu+qmTZt01qclL1Lnfvrx40eZQbel+/Fk0mf7XiZt9O2zsbHJ8T4M/f5PRHkTgxNJI6mpqVi7di3GjBkjM+X4sGHDlM6aCGRU2qtXry5YNm3aNERHR2ucp/wwjXXWQg6Q8bJYlREN0tPT8euvv6rVcSA39O3bVzAqTGhoKLZt26bStsePH9dbR+hixYoJ0qqOXPPixQusW7dOBznSHmNjY/Tu3VuwbMuWLTIjIMsjEokwf/58vcxeCQCTJk1SewabrNLT02WCpwGgRYsWctfX9LrfuXNHrQ7YmpowYYIgfe3aNezatUvj/Sm6Z2ra0PXq1StB2sTEROEslZrQ1/URi8UaV+ylz0GhQoU02o880s8HVWf8SkhIyHbAAEMiHYT79OlTBAYGqrTtvHnzDP45OGrUKEH6zZs3WLhwoVaPIf29k/5e6kL//v0FncpiYmKwdOlSlbb9+PGjTLB1mzZtZH7zeY2NjQ26d+8uWLZlyxa8fv1ape1Xr16Njx8/CpZ5enpqK3vfpfHjxwtetAUFBcktJ6hKWd2jc+fOsLW1laS/fv2Kv/76S6X9+vr66mRW1azywjNFW+UR6VE0s7NgwQKZ+q08Hz9+lGmQ7ty5s0wDcKb8XP/NS/ULIiIiQ6XPsoKxsbHMjG27d+9WacT7gIAAhR0mda13796CemJycjKmTp2K5ORkjfcp7xzpul0ot8q5igwePFiQDg0NVTlY9dmzZzKdpPr06SPTYTe/M7RrqkxaWhoWLFigUl0iICBApsOP9PudnMgvbb1mZmYYM2aMYNn+/ftx8eJFjY4JKK/rSd+/1WlD2Lx5M96+fatxvoiIiIi+ZyVLlsRPP/0kWBYTE4OBAwfmaFbvQ4cOoX///vj06ZPcvw8fPlwQ6PT582dMnz7dYN4PaErX5fS8+J5WX+0eAODi4iIzQ9cff/yh0vuxqKgorFixQuM85QZ9nlsbGxt07txZsGzlypV4/vx5tvu8fv263iZtkKave42m7wPT0tJk6rPSv31D7Osl3e529+5dHD9+XKVtr169KjODK/uL6J+++7BJ9yl78OABNm3apNY+8jNvb2/4+fmptO7ChQsF93lbW1t06tRJ7rr6bt8DgIIFCwrSmpQnpffx7t07tb9z+aGsOX36dFSqVEnyj/dKotzH4ERSy4cPH7Bp0ya0bNkSa9askSnUd+jQAdOmTVNpX//73/9gamoqSb958wYDBw5UuQAHZDzEfXx8MG7cOFy6dEnl7QyVu7u7oNP0u3fvsu3wkZCQgEmTJqk1ilFuKVGihEwD0KpVq3DixAml2924cQOzZ8/WYc6EpINrd+zYgYCAAKXbPH36FMOGDdP6DFi60L9/fzg6OkrSSUlJGDlypNKRodLS0jB79mzcvn1bH1kEkNEBYty4cejVqxeOHj2q1ugeMTExmDJliswsLHXq1FE4erf0dV+xYkW2I93dvHkT48eP10uBvHnz5mjSpIlg2ZIlS7BixQq1OsFER0dj06ZNGDlypNy/79u3D6NHj8bt27dV/lxJSUlYvHixYFndunVlpo/PCX1dn2/fvqFt27b4559/1PrOHThwQNCgaGRkhPr166u8fXakZ2K6d+9eth1xoqKiMHz4cL0Ep2lL6dKlUblyZcGy3377Tem1SEtLw5w5c3IUzKwvbm5u6Natm2DZoUOHMGPGDJVHX3v27BlOnjyp8O+VKlWSGQhA1zNSFS1aFD179hQsO3r0KFatWqX09/fx40d4eXkJRlY0NTWVafTJq4YPHw5LS0tJOikpCSNGjMi2I9j27duxfft2wbJ27dqhYsWKOsnn98LV1RV9+vQRLNu1axd+++03tUY/jI+Px969e2W+81lZWlrCy8tLsOzQoUPZNhwHBARg4sSJOi9X5IVnyvLly/Hzzz/j8ePHKm8THR2NlStXCpYpmslQkefPn+Onn35S+kIyIiICw4cPFzybzM3NMXz4cKX7zs/137xSvyAiIjJk+iwrDB06FKVKlZKk09LSMGHCBOzfv19hWfTs2bMYPnw4EhISYGFhoXKetMXc3FzmvcOjR48wdOhQhIWFqbyf9PR0XL58GZ6ennLbe3XdLtSlSxesX78eX758UXnf169flxnlWd1yriI1atSQaW9cs2YNDh06pHS74OBgjBo1StAmaWtri6FDh2olX3nJsGHDsGzZMrVmTHn69KnMLBzauqbZuXbtGhYsWKC0Q+DLly8xZswYwTqOjo4ygXE5kZ/aevv06SOYUVIkEuGnn36SmVk0Ox8/fsTy5cvxv//9T+E69erVkzl3s2bNyrbt78iRI1i7dq3KeSEiIiIiWUOHDkWXLl0Eyz5+/IgBAwZg165danUGv3//PgYNGoTZs2cr7WNUsGBBmfemFy5cwLhx49Qa0CglJQUnTpxAjx49EBUVpfJ2uqKPcnpee0+rr3aPTOPGjROkg4ODMXnyZKXfx6ioKIwcOVKtNg1DoO9zO2nSJNjb20vScXFx8PLywrlz5+SuLxKJsHfvXkyaNAnp6em50u6mr3tNcHAwunXrhmPHjqnVv3LVqlWC/VlZWckM9GaIfb3atGkjc++YPXt2tgM03b17VyYgvkSJEujRo4dW8kWq03cftpYtW8q0+6xcuRIrV65UuW/o3bt380T/OU2IRCKMGzcOwcHBStdZsmSJTHCvl5eXoFwgTZ/tewBQpUoVQfr48eNISEhQ+ThAxmB3WQe8S0hIUDkAOlN+LWsSUe4yzX4Vyu8iIiKwf/9+meUpKSn49u0bYmNj8fHjR/j5+SkcrQnIqNhPmzZN5WCU+vXrY/r06ViwYIFk2atXr9CzZ0+0bt0aXbp0QZ06dQQR/qmpqXj37h0CAwNx//59XLp0SZIn6c7+eVGhQoXQunVrwagLmzZtwosXLzBixAjUrFlTMjNReHg4Ll++jK1bt0rOQf369XHv3r1cybuq/ve//+HGjRv4/PkzgIyC3K+//oqrV69i8ODBqFWrFkxNTZGeno6AgAAcOnQIR44cgVgshpmZGVxdXbMNFMyp7t27Y926dZKO6gkJCRg0aBBGjRqFrl27SjrvpKWlwd/fH8ePH8fRo0cllQB3d3eDDhZ1cnLCb7/9Jmh8efv2LTp37ozRo0ejc+fOcHZ2BpDRSHLjxg1s3rxZUhmvWbOmWh3Fc+rp06eYOXMm/vjjDzRv3hz16tVD7dq14eLiIpid5tu3bwgMDMSVK1fg7e2NmJgYwX4sLCwwZ84chcfp378/Dhw4IKlQREZGomfPnpgwYQLatWsnmWUoOTkZDx48wOHDh3H27FkAGY0TdevW1fnsnsuXL0ffvn0lM9GIRCJs3LgRp06dQv/+/fHDDz+gUqVKMjOYBQcH49mzZ7h27Rru3buHtLQ0hY2nIpEI169fx/Xr11G4cGG0adMG9evXR5UqVVCyZElJRzmxWIzw8HD8999/2LFjB0JDQwX70XZnJH1en3fv3mHhwoVYtmwZGjdujGbNmqFatWqoUKECrK2tJet9+/YNfn5+OHz4MM6fPy/YR8uWLQUd/XKqevXqqFq1quD+N2fOHPj5+WHQoEGoXLkyTExMIBaL8erVK1y4cAE7duzA169fARj+fSmrQYMGYdasWZL006dP0a9fP0yePBlNmzaVNBZERkbixo0b2LZtm2QEodq1a+PRo0e5km9VzZ07F8+ePcOLFy8ky7y9vXHz5k0MGTIEHh4eqFChgqQ8lZSUhKCgINy/fx/nz5/H48eP0aNHD3Tt2lXu/i0tLdGoUSPcunVLsmzUqFFo2bIlqlSpAltbW0HwYpEiRdCqVascf67p06fj7t27gnvB+vXr4ePjgxEjRqBx48aSa/fu3TucPXsWmzdvlmm0+/HHH2UaYfKqUqVKYcaMGYJnT3h4OLp27Yrhw4ejS5cuKFOmDIyMjJCcnAwfHx/s2rVLcO2AjGs0b948fWc/X5o9ezZevHghuE8cOXIEV65cQf/+/dG0aVNUrVpV8NInLi4OL168wPPnz3Hjxg3cvn0bycnJgtHD5Bk9ejTOnTsn+K3//fff8PHxwbBhw9CwYUOYm5tDLBYjJCQE3t7e2L17t+TltS7LW3nhmZKWlobTp0/j9OnTKFWqFNq0aYO6deuicuXKKF68uOQ+lp6ejjdv3uDatWvYsWMHIiIiJPswMTHBwIEDVT5m5jm/ePEiunbtivHjx6NFixaws7MDkNGQfPbsWWzcuFFyLjJNnDgRZcuWVbr//Fz/zWv1CyIiIkOkz7KCpaUlFi9ejGHDhknKn0lJSZg7dy62bNkCDw8PODs7w8TEBO/fv8fNmzcFswtMmjRJ5ZnBtalLly4ICAjAjh07JMsePXqEDh06oEuXLmjXrh1q1aol6ACWkpKC169fIzAwED4+Prhy5YqkzVBRpwJdtgtFRkZi1apVWLt2LerVq4eWLVuiWrVqcHV1lZQ7gYz26ICAAJw4cQLe3t6CILEqVapodUCsRYsWoWvXroLzMnv2bFy5cgWenp6oX7++pO7y8uVLnDhxAjt37pSZUWHu3Lkys7R/D2JjY7Ft2zZs374d1atXR6tWrVCjRg24ubnByclJsl5ycjKCgoJw9uxZ7N+/X9AJr2jRomjbtq3O85pZ7t6zZw/8/f0xevRoNGnSBJaWlhCLxXjz5g1OnDiB7du3y3QSnDVrlmBAkpzKT2295ubmWL9+Pfr06SPptJOSkoI//vgD+/fvx4ABA9CgQQOUK1dO0t4nFovx5csXBAcH48mTJ7h69Sr8/PwgFovRvHlzpZ9nwYIF6Nq1q+QaJSUlYfjw4ejTpw/69euHypUrw9jYGKmpqXj48CH27Nkj6ZBlZ2eHggULqjxjDBEREREJLV68GMnJyYIO71+/fsWiRYuwa9cutGvXDh4eHnB1dYWDg4PkXUZ8fDxCQkJw9+5d/Pvvv3j27JnKxxwzZgyePXsmKKNevXoVrVq1Qu/evdGiRQvUqFFDULZNTEzEy5cvERgYiFu3buH69euIj4/XwhnQHl2X0/Pie1p9tXsAGQPk9O3bVzA40ZUrV9CtWzeMGzcOLVq0kBzn06dPOH/+PDZs2CAJOKhVq5bKs1cZAn2e2yJFimD27NmCd2YxMTGYPHkyypUrh6ZNm6J48eJIT09HWFgYrl+/jvfv3wPIGMh5/PjxuTI7pb7uNYGBgZg+fTrmz58PDw8PNG7cGFWrVkX58uUF7+ijoqLw4MED7N27V2ZAnt69e8t9V29ofb1MTU2xfPly9O7dW9KOlpKSgrFjx6J79+7o27cvatSoIekn+/z5cxw+fBiHDh0STBhjYmKCP//8M9v+CaQb+uzDZmRkhL///hs9evRAZGSkZPmGDRtw9uxZDBkyBE2aNEHp0qUlZYy4uDjJfer8+fMIDg7GxIkT0bJlS218fIOR2a4ZFRWFXr16Yfjw4ejWrRvKli0LIyMjJCUl4b///sPWrVtlzrmrqytGjx6tdP/6bt/z8PCAsbGx5Lf++vVrdOjQAa1atULp0qVlAtUzjy2tRYsWgmf57NmzceHCBdSsWROOjo6C/oHW1tZy+xrm17ImEeUeBicSQkNDMXfuXI23d3Nzw6xZszR6Ie7p6YnExESsXLlS8oI9PT0d58+flzzszMzMYG1tjeTkZLVmNcmrfvnlF9y9e1cwi9CVK1dw5coVmJqawsbGBvHx8TKjbhUtWhR//fUXPDw89J1ltTg4OGDNmjUYOXKkoEDy77//4t9//4WxsTFsbW0RFxcnM3rvzz//jKCgIJ0HJxYuXBiTJk3CsmXLJMsSExOxevVqrF69GpaWlrCwsMDXr19lGhx69OiRJ4KAunTpgmfPnglG/IqLi8Pff/+Nv//+G+bm5rCwsMC3b98E2zk4OGDZsmVo166dvrOMxMREyfckU+b9ISkpSemoShYWFtiwYYPMaDZZubm5YeDAgdi7d69kWUxMDBYuXIiFCxfCysoKpqamgt9mpgkTJgCAzoMTHRwcsG3bNowfP14wCkx4eDiWL1+O5cuXA8ioTJiamsr9HakjMjIS+/btw759+yTLrK2tYW5ujri4OIWj//Xr1w+tW7fW+Ljy5Mb1SU1NxbVr1wSjVpmbm0ueSYpGrHF2dtZ6A7WRkRFmzZqFIUOGCM67t7c3vL29Jb+FuLg4mdGSXF1d8dtvvxlUEIMyvXv3xsmTJwX30ZCQEEyaNAlGRkaws7NDcnKyzG++SZMmGDFiBIYNG6bvLKvFysoKmzdvxpgxYwS/48jISMnvOPNzpqamqj0yEpARFHXnzh1JI0ZqaqqgbJWVu7u7VoITrayssH79egwfPhwfP36ULH/48CEePnwIIGMWheTkZJkOjJl69eqFUaNG5TgvhqRfv34IDQ0VPG8TExOxbt06rFu3DmZmZrCyspIJdMrk6OiIdevWabUD4Pcss0Fx8uTJgntMVFQU1q9fj/Xr1wPI+D6bm5vLLXOrc6w1a9bA09NT0HB8+/Zt3L59W/I7j4+Pl7lve3p6wt7eXmfBWnntmfLu3TvBSLVGRkawsbGBiYmJ0ms0efJkmVEzlZk9ezamTJmCsLAwhIaG4tdffwUA2NjYIC0tTWFZs0OHDgpnpJaWn+u/ebF+Qf+PvT8Pk+u+60T/96nqlnqRbXmRHOIskp1IWSBYig0hICeEwDBceOx4huU+QxgC9zdsHgOz5UYRl2dAUS7LEBBmbmCIEwcGJkBsh8yQCZlMJCuTmcSe2HESO5IXyVtsa20t1XvV+f1R3a1urV3qavX2ej1PP1V1zqlvf6v6e6qqv3Xe5wPAfHMxPyvceOON+f3f//38yq/8ypTPU88999yUeaBT/cIv/EJ+8Ad/cEo48WKe0f1f/+t/ndHR0fzZn/3ZxLLh4eF8/OMfz8c//vEkJ+du+vv7z1kR+3xmc16oXq/ni1/8Yr74xS9OLOvs7MyKFSsyMjJy1rNvX3bZZfnt3/7tFEXR+gM6i6uvvjp/9Ed/lF/4hV+YMq/2uc99Lp/73OfO+b/LuF/6pV/KD//wD7etTwtRWZZ5+OGH8/DDD08sG/8+p9Fo5MSJE1MOLBu3fPny/NZv/daUgztmy2//9m/nx3/8x9PX15eHH344t912W5JmYG1gYOCs/1v9zM/8TNv/vottrvflL395PvShD+W2226bOKg0ac5p/uZv/maS5v+yl1xySZKcdTxMxytf+cr87u/+bn7lV35lYp9sNBr52Mc+lo997GOpVqtZsWJFjh07NuX7q6Io8pu/+Zv5j//xPwonAgBcoM7OzokKRv/hP/yHKZ+3nnvuuSnfZVSr1VxyySUZGRk558HalUplSqWeUxVFkd/6rd9KURRTKq/VarXcddddueuuu5IkXV1d6erqmtF3W3NhNj+nL8TvaS/mvMd73vOe7N27d0oRhH379k1Ue+rt7U29Xj/t+7Fv+7Zvyy/90i8tuO/1L+Zz+yM/8iM5duxYfuM3fmPK8ieffDJPPvnkGe9TFEV+/dd/Pa94xSumLL9Y824X+7Wmv7//tGMAu7q60t3dncHBwbPOe772ta89rargqebTsV7r16/P7/zO7+Rf/+t/PXGcTFmWueeee3LPPfec8zjZpPle8m//7b/NDTfc0NZ+MX0X+xi2VatW5U//9E/z8z//83n++ecnlj/11FMTc0yVSmXi9y6k4wlmYtOmTfm2b/u2/Pmf/3mGh4fzwQ9+MB/84AfT2dmZ7u7uM84hJs3nc/v27Vm2bNl5f8fFnN/7lm/5ltxyyy25++67J5a98MILU+ZKJ3v/+99/xnDiT//0T+dv//ZvJ8ZfWZa57777ct9995227TXXXHPGcOJi/6wJXHyV828Cp+vq6so/+Af/IH/yJ3+ST3ziEzM6U+8/+2f/LH/6p3+al73sZWdcPzIykr6+vnN+kLriiisWzVl5X/nKV+bf//t/n5UrV562bnR0NH19fae9uV977bX5sz/7s7zkJS+5SL2cmY0bN+ZP//RPp5SVHtdoNHL06NEp/3AVRZFf/uVfvqiBk5/92Z/Nz/zMz5xx3cDAQPr6+k4LJv74j//4lLObz3fvfve78wu/8AtTzpAxbrxy6mSrVq3Khz70oaxZs+ai9O8tb3nLxIf5sxl/fThXMPGNb3xj/uZv/ibf/d3ffd7fuXnz5rMeaNHf33/aPzKVSiW33357/vk//+fnbbtdXv7yl+ev/uqv8o//8T8+a6XaWq122n40WVEUWb9+/VnXnUutVsuRI0fO+E9GZ2dnfvEXf3HWzhx3Mf4+53v8w8PDOXLkyFknq974xjfmL//yL8/4+jZTGzduzO/8zu+kq6vrtHXj+8KpB4lt2LAhH/nIR6ZUGZ3viqLI9u3b84Y3vOG0dWVZ5ujRo6ft8z/wAz+QO+64Y9rVm+faS1/60vzlX/5lfviHf/iMY278cZ5tnJ1vnL7pTW/Kv/23//aMY2U2XXfddfnYxz6W66+//ozrjx8/fsZgYmdnZ26//fZs27btjO9JC9273/3ubNmyZeKMaZONjIyc9Quv9evX5z/9p/90xn2BC3fFFVfkwx/+cP7ZP/tnZ52A7O/vP+Nn7snOdcKDcWvXrs1HP/rRM352Gt/PT33d/omf+Im85z3vOW/bMzXf31PO9TpXlmWOHz9+1r9RT09Pfv3Xfz0/93M/19LvvPzyy/ORj3zktL/XiRMnzvpZ8x/9o3+U3/3d323p/Wcx//873/+/AICF4GJ+Vnj729+eP/uzPzvnQZDjent78xu/8Rv5lV/5ldMOqpxc8W+2VavVbNmyJb/7u787pYrkZONzN+c6iOylL33pGeffZ3te6Fztj4yM5MiRI2cNJq5bty5/+Zd/mVe/+tXn7OOFuOGGG/If/+N/POMBDmf73yVpjoutW7fm9ttvb3ufFopz/U3Hv885duzYGQ9UeelLX5o777wz3/Vd3zWbXZywZs2afOhDHzptfB47duyM/1tVKpX8/M///MSBqe222OZ6X//61+fjH//4WU/aV5Zljh07dtbxkDQDrdPZx7//+78/f/AHf3DG70/q9fppJ9bs7OzMtm3b8oM/+IPnbRsAgHOrVqv5l//yX+Yv/uIvzvkdXr1eT19f31mDiUVR5Hu/93vzt3/7t2c9Nmlcd3d3/uAP/iDvec97zvodzeDg4Hm/27r22msv6gmGzuZifk5faN/Tzva8x2Q9PT354z/+47NWd6rVaqd9P7Zhw4b8yZ/8ybwYR626mM9t0qy29sd//Me55pprzrvtlVdemTvuuCM/9mM/dtq80MWcd5vt15rz7fuDg4M5cuTIWec93/72t+fP//zPz7g/z+djvX7wB38wH/rQh854XO+ZjpMdd8UVV+SP/uiP8qM/+qNt7xPTNxfHsL3mNa/JX//1X+d7vud7zri+0Wic8zuCdp7Ybj7ZvHlzfvzHf3zKspGRkbMGE9esWZOPfvSjWbt27bR/x8Wc3/u1X/u1GRcTuO666/KBD3xgSuXfC7HYPmsCc0vlRM6oKIp0dnZm+fLlWblyZa666qq84hWvyKte9ap8+7d/e66//vq2vom8+c1vzqc//en85//8n/NXf/VXefjhh8+brr/mmmvypje9Kd/3fd+Xt7zlLenoWDzD+cYbb8y9996b7du355Of/ORZn4vVq1fnn/yTf5J3vetdC+5NfePGjfnUpz6V7du35xOf+MRZJ3y+4zu+I7/8y788J2eAefe73503velN2b59e772ta+ddbs3vvGN+cVf/MWz/kMwn/3Kr/xK3va2t+X3fu/38sUvfvGMH5p7enryjne8I//8n//zi3pGsF//9V/P5s2bc//99+cLX/hC/vf//t/52te+dtaKW5Nddtlleetb35qbb745b37zm6f9T1dHR0f+3b/7d9m0aVM++MEPnvUMwpVKJZs2bcptt902J6GR7u7uvO9978vP/dzP5UMf+lA+97nP5cUXXzznfZYtW5brr78+mzZtyg/90A+d9SC3n/zJn8zrX//67NixI1/84hfz6KOPnvf1eOXKlfkH/+Af5F3veldL/9C16mL8fS655JL89//+3/O5z30un//85/Pggw+mr6/vnPepVqv5ru/6rvzoj/7orB/g8Q//4T/Mq1/96vz+7/9+PvvZz571H91XvvKV+af/9J/mJ37iJ1KtVvPss8/Oar/a7fLLL8+f/dmf5a677sqdd9551r/B2rVr8wu/8AsLpirkZCtWrMi/+3f/Lj/7sz+bP/mTP8nnP//500Ibky1btixvfOMb88M//MPTOlv9j/3Yj+Utb3lL/vZv/zb3339/Hn/88YnJqQs9c9N0vOQlL8nHPvaxfOpTn8pdd92Vr3zlK2f9fZdddlm+7/u+L7/4i7+Yl7/85bPWp/ngne98Z37gB34gH/zgB/PpT386hw4dOuN2RVHkda97XX7yJ38yt9xyy6IMa84HHR0d+Zf/8l/mne98Zz7ykY/kM5/5TJ5++ulz3qdarebbvu3b8uY3vzk/9EM/NO0Dgq+99tp88pOfzJ/8yZ/kP/2n/zSliuJkr3/963PbbbflbW97W8uP50LN5/eUf/Wv/lVuuumm7NixI/fff38ee+yx81aDvvrqq/N//B//R376p3/6goN7L3/5y3Pvvffmgx/8YP7yL//yrP+jvOENb8gv//IvX/Dn/8X8/+98/v8CABaKi/lZYcOGDbnnnnvyuc99Lv/1v/7XfO1rX8uBAwcyPDyclStX5lWvelVuuumm3HrrrRMHXp36/8zFPEhq3I/8yI/k+7//+/PXf/3Xueeee/Loo4+e93/dtWvX5s1vfnO+//u/P29605vOOF842/NCn/rUp7Jjx47s2rUrX/7yl7N///5zbl8URTZs2JBbb701t95666yelGndunX5z//5P+dv/uZv8hd/8Rf5xje+cdZtV61alX/4D/9hfv7nf/6sB/QtFR/96Ecnzkb9wAMP5LnnnjvvfV7zmtfklltuyf/5f/6fF/3EUt/6rd+aT37yk/nDP/zD3HPPPWc8KK9SqeQ7v/M78y/+xb+Y1bnvxTjXO37g4KOPPpo777wzu3btypEjR855n56entxwww0T8/ZXXXXVtH7X29/+9vzd3/1dfu/3fi+f/vSnz/q3fMtb3pJ/8S/+xbSC6AAATN/GjRvz13/91/nSl76Ue+65Jzt27Mjhw4fPeZ9qtZpXv/rV+YEf+IHccsst0wotTfbTP/3TufXWW/Pnf/7n+bu/+7s89thj59x+/KTVb37zm/ODP/iD+fZv//aWft9sudif0xfi97SzNe9xqt7e3vzxH/9xPvnJT+aP//iPzzqmVq9enZ/5mZ/JO9/5znn7/dR0XaznNkne+ta35k1velM+/elP5+///u+zZ8+eHDhwIKOjo7nyyiuzfv36fO/3fm9uvvnm9PT0JMlpryNzMe82W681r3nNa/J3f/d3+dznPpcvfOEL+cpXvnLWk3S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8PTppPZmuA7LRKilcKG/WOf2XrNV3vu/PnSoqpBuu43mnoJA7AQAAAEDwaE4EcEL6wf1W7hEvuYpEpM/fRlAXpIKSYTwceByRWLAnGAAAAAAAgAnGy/aempg8JLlpqWJW7mtYT07HbtmiMqm4Um7dBZITDrTMJ56UWtv8Y393h5HjkD0FxQ6nKfW465E7AQAAAAAwqXmunOY3ZZKHZK0nldbkrZTeUxMzsmXT5VXN621SfM9vfyf99a/++bfebFRSQu4UFHInAAAAAAgezYkATjhvb7N68SX/2NVXSTXTCOqCVDG7VlkvFMhaWS+s8ln5C34BAAAAAED+Oc1vyaQTMp0HpOLKYZ2aaOLNUrZHXkWdvLLp8qrqA62xvd1qzeP+t9f/zfnSWWeSOwXJxmplTTC5k3XCsjFyJwAAAAAAJjPT9m5v7pRoloorZMKF+Snk8KmJxVVSuFjuzHP7LmWzVt/7gT93mjVTuuLjY13kiY3cCQAAAACCR3MigBPO+4O6WIl0w3U8IBa0aGWptriXBrLWFvdSRStLA1kLAAAAAABMQNZTaP/rMslWmWxKXtmM3NfwsjKd+2VLqmUjJXLnXiSZYDOh1Wusksn+z8ZIX/w8uVPgCmNy61cEslS2foVUGAtkLQAAAAAAMDGFmrZK6bhMulteSXXe6jDJFslN956aWDlHNjat79qzz0m79/jnf/42o3CY7ClQ5E4AAAAAELjwaG9w6aXBNK4YYxSLxVRWVqbq6motWbJEZ599thYvXhzI+gBODH/eaLV+g3/s+uuMysrGPqhLtnWpfU+jMomkCkqiqphde8I14Jml10qbng9mHQAAAAAAMGk5h7bL9HTJdO2XLSqXIiU5r2E6D0jyZMtmypu60PdwVxAam6x+9nP/2MpLpfr5eXhALBWXiTfKpJOykahsrPaEexAqs+Rahbc/N+J1skvInQAAAAAAmNR6OuS075aJN8uGC6Wi8vzUYa1M536puFIqiMqd1X9qYipl9aMH/C9jX7hAunj52JbY5wTPnsidAAAAACBYo96cuG/fPhljZK0dfPIQmPfedP3MM89IkhYsWKDbbrtNn/zkJwNZH8DEZa3Vd77v/11TVSVd8+kxrMHztHPdetn1a7Q4/JKmOW7ftawX0hb3Upml12re8mUyzsQ/vHbe8mXa/Vq96ooahr3Grp4Fmrd8aYBVAQAAAACACcVahfb9Seppk0l3y502J/c1simZeJNsaa1sQbHcuvMDL/P+B6wymf7P4bB0+21j2JhorUJ71qtg8xqFGl6Usf25kzUhufUrlFlyrdzZywI/MTIf3NnL5FbVK9Qy/NzJrVogdxa5EwAAAAAAk1moaavkZWW6W2VLZ+QtNzHdrTLZlNyqennls2RLp/dd++nPpYOH/PO/9AUjxyF7Gg3kTgAAAAAQrDHrjDHGBPLfYdZaWWu1bds23XXXXfrSl76kzs7OsfrjABiHXvmt9Ne/+sduucmoqGhsArHdG7aq7Z5PasmmW3RmZK3CRzQmSlLYcXVmwfNasukWtd3zSe3esHVM6hpNxnEUX3mPktniYd2fzBYrsfLuE6JREwAAAAAADI9pe0cm2San84BsYUyKlOa+Ruc+yQnJlk2XN/0MqTD3NY5n5ztWzz7vH7vyCmnG9LHJnZymrSp++AoVP3mzwtuf9z0cJknGugpvf07FT96s4oevkNM08XMnGaPUZffIFkSHdbstiCp12d0T/mE5AAAAAAAwAl5WTvNfZRKHJGtlS6bmp473Tk20ReVSpMR3amJXl9XqR/0vYz/nbGnpue9fZPRMuuyJ3AkAAAAAAjUm3SCHGwmD/E/qb3i01uqVV17RTTfdpFQqNRZ/JADjTDZr9f0f+oO6WbOkj390bPZvWPuq5r68asgnCNYVNWjuy6vUsPbVUa5s9NUtXaRtZ92Xc4NiMlusbWfdp7qli0apMgAAAAAAMO5Zq9DeP0mpTplUXN5w3l6fTsgkD8mWzZAtiMqdcU7gZf7gh1ae1/+5uEi68YaxefgotOtVFT9x45Df5B5qaeidv2vi505ezSL1XHFvzg+K2YKoeq64V14NuRMAAAAAAJOZ07pTJtMtk2iWLa6UQpH8FNLTLpPpllc2Q15pjWzZzL5Lax636uryT//SF/wHOYymyZo9kTsBAAAAQHDCo73Bww8/HMg6rusqkUioq6tLO3fu1NatW7V+/Xpls9m+BsW33npL//Iv/6J/+7d/C2RPABPHb56Vdu/xj33+NqNwePSDut0btmrhxjsVDXfndF803K2FG+/UuxWrJ3yDXv3KC/VuxWrF1t41pAbNXT0LlFh5t+on+J8bAAAAAACMjOnYKyfeLKdzf++DQEXlOa/hdOyVwkWysWm9b50vKAq0xr9ssfrd+561+txnpSlTRj93cpq2quipr8hkkjndZzJJFT31FXV/5uEJ/6CUO+dCdX/mYRU+e9eQHpLzpi5Qz0funvB/bgAAAAAAMHJO09bel2JleuRVzM1PEdbK6TogWxiTCkt786v3Gg8PHbJ64kn/9OUfkk49ZWwaEyd79pRr7qRpp6jnw/9H7rTTRr84AAAAAJhARr05cdmyZaO2dmtrq773ve/pkUceked5stbq6aef1i233KJTTz111PYFML6kUlb3P+g/NfHkhdLFHxr9va3nKbb2LkWLcmtMPCwa7lbJ2m/InvMLGWdMDrMdNXVLF8me80ttXrdBdsMaLQ69qLDj9l3PemG9aVeq+KJbNP28xaoaoze8AQAAAACA8Su07/Xekw97OuVVzc/91MSeDpmeDrlT62WLyuTVnh5ofdZafff7/typolz63GfGINewVoXP3pXzw2GHmUxShc9+Q903/jL3/13HGa9mkbpvfEqhvRtUsGmNQg0vyNj+3Mk6YTmnXi7nvJuVqDhN9jhrAQAAAACASaK7TU7HPpl4s2xBkVRYmp86Ul0yqbjc6oXySqpkj2iSfOAhq1Sqf2rIkb5w2xjlOGRPkoaWO7n1K1T4gc/LzL1AXkeHZEmfAAAAAOBIo96cOJqmTJmib3zjGzrzzDP19a9/vW/8/vvv17//+7/nsTIAY+nJn0kHD/nHvvQFI8cZ/eBr57r1WjKEkwKPZ07Rdm1et0HzLzkvoKryxzhO75/jkvPU2taljr1NSscTisRKVDG7VuecNFuS1N7eLktQBwAAAADApGa6GuV07JXTtV82XChbPCW3BayV07Gn963zxVPkzj5fcoKNvP/wmrT5Df/YjauMSkpGP3cK7Vk/tDe2H2+Nlu0K7d0gd/bovURwzBgjd/ay3j9LKi4Tb5JJJ2QjJVJprSpqZvXOa2/nATEAAAAAAKBQ4xbJy8h0t8mWz85bA53TtV82EpWKKuTNOKevjt17rH71a//cj35UqqsbmzrJno5wnNzJxmpkikpVXFGR7yoBAAAAYNya0M2Jh11++eX64x//qMcff1yS9Morr+S5IgBjpbPLavWj/oeNzjlbWnru2AR1dsNjUkFA65wAzYlHilaWKlrZ/9Y5M4HfkgYAAAAAAIIX2ve6lOmWuttkK0/K+QExk2yRSSfl1pwqL1Ytb+rCQOvzPKvv/cCfO9XWSFdeEeg2AyrY/Fgg64Q3PzbxHxB7v8KYbGGs74REcicAAAAAAODjZuQcfEsmcVCSkS2Zmp860nGZnk55VfNli8rlTa3vu/TD+61cr39qJCLdetPYZRxkTwN4X+4EAAAAABick+8CgnL77bf3/dzV1aW33norj9UAkKRkW5f2v7Fdu/6wWfvf2K5kW1fge6x5zCoe94/d8YWxCeqSbV1aHHoxkLUWh14Ylf99AAAAAAAAxqVkq5zWd2S6DkihiGy0Krf7rSfT/q5sqEAmnZRXOlNKJwItce0L0o6d/rHbbjWKRMYge0rFFWp4IZClwtvXSqn44BMBAAAAAABOEE5Lg0y2RyZ+UDY6RXJyPMMhm5aSrTLxJinZ2vt5OHV0HpAtKJKNTpE782zJ9D6u+dbbVi+97J97zael6uoxak4kewIAAAAABOiEODlRkmbNmqW6ujrt3r1bkrRz506dcsopea4KmHys52nnuvWy69docfglTXPcvmtZL6Qt7qUyS6/VvOXLZJyR9UcfOmT1k5/6xy5eLp1yytgEde17Gn1/vpEIO6469jb5ThoEAAAAAAA4UYX2b5TctEyyRbZ8dt+DWYOyVqZzn0L7/iTTuU+HU6CCLU/KmpDc+hXKLLm2923tIzhNL522+uH9/vejzztJ+vCKYS+ZExNvlLHB5E7GujLxJtnCWCDrAQAAAAAAjHdO01app1Mmm5I3Zd7QbjqcOzVtkWndKXPE2XlWRnbKPLk1i2XLZg4td8p0y3S3yZtykmwkJq/65L5L3/2+P3eKxaTrrxu7UxPJngAAAAAAQTphmhMlae7cuX3Nie3t7fktBpiEdm/Yqtjau7SkqEGKHH097Lg603le2vS8dr9Wr/jKe1S3dNGw97v/IatUqv9zyJE+f9vYBXWZRDLQ9dLxYN/uDwAAAAAAMC6lE3IOvS0Tb5SMI1tSPaTbTOKgQg0vyOluPfZ16yq8/TmFtz8nt6peqcvukVczvOzpl09LBxr9Y1/8vFEoNDbZk0kHmzuZdEJ28GkAAAAAAAATnkkcktPVKCfRLFsQlSKDN80NmjvJyrTukNO6Q17xFLn1KwbNtEzXAdlwRDZaJXfGmX2nN274k9WfXvfPveE6o7LSMWxOJHsCAAAAAARoZMeWjTNlZWV9P3d1deWxEmDy2f787zX35VWqK2oY0vy6ogbNfXmVGta+Oqz9du+x+vWv/WMf+5hUN3vsgrqCkmig60ViJYGuBwAAAAAAMB6FDmyWyWZk4gdlY9MkJzToPaZ9j8JbfzbgA2JH7dHSoOInblRoV+7ZUzJp9dBq/+NUpy+WLvibnJcaNhsJNneyEXInAAAAAAAwOTjNb0puWupuk41VD3rKYa65k9PdqvDWn8m07xl4UrZHJtk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6PPRfWN3ii5Qx6IBMew/LzhG1+TVLxnFsfk3+vhMtGQsAAAAAAADNa82Hpsqq/MnZbgto9rDNMqPclRucCbUfGAHyTgAAAAAAALWjONEChmFd8V5rOnVKWvtpRci2ubMNy55faV6RRtjft2SsEfZVyssvljs53pLx0DhV50ZHeR+g+bTIfHHGWjxeXKec25dffrlefvllFRcXS5KWLFmiVatWaeLEiZo4caJGjx6t9PR02e32iMZ955139NRTTykvLy/imIqKiur8WVTfbhi1f3dVLSjMz8/XlClTIoqharFkYWFhjXNcddVVeuedd+Tz+SRJf/3rX/WPf/xD5557rjIyMjR69Gj179+/U86plsB3EiLBfEGkmDOIBPMFVuso88jnM7ViZWhx4txR22V3OhVwJVnzPL3Fsuesavo4khzZK1VeXiI54ywZD5Hj8xSRYL4gUswZRIL5gkgxZxAJ5gsiwXyB1TrSPFpW7aZYk886pK6uU5ItRmZcNxk2W9NOQN6pQ+HzFJFiziASzBdEgvmCSDFnEAnmCyLBfEFTUZxogaSkpNYOwRLvLfPI7y8JtmNipMsvT1as25oPl4Jdh+Sw+RvuGAaHza+KvGIlDehryXhoOitWVEPn0VzzxXQNlc9mlwIWfNbYHEroPUSGq/MVQSclJenJJ5/UrbfeqqKiIkmS1+vVxx9/rI8//liS5Ha7NX78eJ1//vmaO3euunfvXu+YCxYs0EsvvdTkuGoTFxdXo11b39PP5bSqxYaR8ng8Nc4xbtw4LViwQPfdd5/Ky8slSaWlpVq1apVWrar8Q1VSUpImTJigCy64QLNnz+azs5nwuiISzBdEijmDSDBfYIWOkndan1mhEycLQ7b918RsRccmytalp2wWPE/z2FH5TGtyT4bpV6JRKiOpjyXjoWn4PEUkmC+IFHMGkWC+IFLMGUSC+YJIMF9ghY6Sdzp+IqAvN4beIPeKjJ2KtptSbJJs3dKanHsi79Rx8XmKSDFnEAnmCyLBfEGkmDOIBPMFkWC+oDGaeFsodCQnTgRC2rNmOi0rTJQkb1GxZWNJkrewqOFOADoVwxUv4+y51ox19txOWZh42uTJk/Xuu+/qO9/5jmJja65IWVpaqo8//liPPPKILrzwQs2fP7/OFRHfe++9kMJEu92uWbNm6eGHH9a//vUvffrpp9q0aZO+/vpr7dixI/hf7969g8eYplnLyJEpLCxsuFOY6orn8ssv11tvvaVLL71U0dHRNfbn5+dr1apVuv/++zV16lT95je/UVlZmWVxAQAAAG1V9bzTsD4nlN4jX7JHS+4kS85hlpc03Cmi8azNZQEAAAAAAMB6p06F5p0S4qULhu+XKrxSVIwUm9Lkc5B3AgAAAAAAqBsrJ1ogPz+/tUOwxIXTpL/+TfJ4pPh46b+/W2Hpc/PZrF3e1WezdZjXvr0yDCNYGV9QUGBJ8RA6rpaaL7Zh31LMtnebPE7p8G8p0Mk/Y1wul37605/qf/7nf7Rx40Zt3LhRW7du1bZt2+T1eoP9fD6f/vWvf+mTTz7RX/7yF6WmpoaM88QTT4SM+cQTT2jMmDEhfbxeb8iYklRcfOYPMuXl5XV+5lftd7pdW1+n0xl8PGrUKP3lL3+pdbxw1RVPSkqK7r//ft1xxx3asGGDNm3apK1bt+qrr76Sz+cL9vN4PHrhhRf08ccf65lnnqmxAiQiw3cSIsF8QaSYM4gE86Xzae47zHeU3MfIEaa6d5OOHZfsdmneJZ/K6zOlgEd+f5Ql//4yvAG5mx5qUJHXlNlBXv/2iM9TRIL5gkgxZxAJ5gsixZxBJJgviATzpfMh7xSerimmRo6QtmZVtv/ne4Uy/SWqKPcqUOGTzx/V5BwPeaeOhc9TRIo5g0gwXxAJ5gsixZxBJJgviATzpfOxOu9EcaIFOsobr28fQyuXJmvjJp8GDihRUpK1zy2xT6p8AbscNn+Tx/IFHErs073DvPYdgWma/DwQtuacL/4+E+VPSZf9ZE7jx0gZLH/vDIk5LamyqO+cc87ROeecI6myGHHz5s364IMPtHTpUpWWlkqSjh49ql/96ld68skng8ceOHBAe/fuDbb/+7//W6NHj27w519RUVGj6LCuY6pvr2t+JSYm6vDhw5KkgwcPNvtnVmxsrKZOnaqpU6dKqixG/PLLL7Vq1SqtXLlSFRUVkqTs7Gw9/vjjuu+++5o1ns6E7yREgvmCSDFnEAnmC6zQUeZQXJz0yss2fb0jVkOH2BXnGSlzx0HJGSd/1yGW/PvLjE2VadhlmE3PPZk2hwKx3fl3YRvB5ykiwXxBpJgziATzBZFiziASzBdEgvkCK3SUOWSzSYser8w7paba1MPcKWWbkmGTTCngSm5yjoe8U8fF5ykixZxBJJgviATzBZFiziASzBdEgvmCxrC1dgBoW7p0sWnG9GglJ1u7yqEkuZPjleWfYclYWf4ZcifHWzIWgA7GMOSd86jMqMbdt9CMcss7Z4FkWP852FE4HA6NHz9ed955p1599VV169YtuO+LL77QoUOHgu3c3NyQYydPnhzWOXbs2CG/v+l/2KlqwIABwccnT56sEVtzc7lcOvfcc/XAAw/o+eefl9t9Zo6uWLFCHo+nReMBAAAAWprbbWj6hdHq3dsuMyVdFWOvVcXo70o2i+6f5oyTP32mJUP50mdKTlY3BwAAAAAAaA+iogydf160hgx2SD6vZAZkOpyVO10JTT8BeScAAAAAAIA6UZyIFmVkXNOmxgHQMQVSh8tz+cKICxTNKLc8ly9UIHV4M0XW8fTo0UPXXXddyLbs7Ozg46KiopB98fHhFZa///77TQ+umgkTJoS0ly9fbvk5wjVkyBBdccUVwbbX623xYkkAAACg1bkSJHuUpUNWjLYmZ+SzaBwAAAAAAAC0MDNQ+X9HTOX/DWsujyPvBAAAAAAAUDuKE9GiBk6bqFxPepPG2OcZrIHTMiyKCEBH5e83RWVXvSx/SnifOf6UwZX9+01p5sg6nt69e4e0Kyoqgo+rrg4oSYcPH25wvBMnTuidd96xJrgqzjvvvJB4/v73v+vkyZOWnydc9b1uAAAAABrH33di2P8OrHOMlMHy9yH3BAAAAAAA0B4ZZfmSJDPKJdMwLBuXvBMAAAAAAEDtKE5EizJsNhXPelSlvphGHV/qi1HJrAUybExdAA0LpA5X2XWLVfbtv8o3eLZMwx6y37Q5VDFkjsq+/VeVXfc2Kyb+x7Zt2yLqv2nTppB2z549g48HDRoUsm/x4sX1jlVeXq4HH3xQxcXFEcUQjsTERH37298OtouKinTPPfdEfK7MzMxat2dlZUU0TvXXrUePHhEdDwAAAKAWhiHvnEdlRrkb7lsLM8ot75wFkoUXrgEAAAAAAKDlGGWnKh9EuWW6u1g4MHknAAAAAACA2jhaOwB0PmkZw7Uzf5GGbLxVbkdZ2MeV+mK0c+wipWdQPAQgAoZReQfDvhMlb7GM4qMyyktkRsfKjEuVnHGtHWGbc9999yk2NlaXX365pk2bptTU1Fr7BQIBLV68WK+88kpwW2pqqs4+++xgu1evXho0aJB27dolSXr//ffVt29f3XDDDXI4Qn8Nyc3N1YIFC7Rx40bZbDZFRUXJ6/Va+ty+//3va+3atcrJyZEkbd26Vddff71uu+02TZkyRUYdfwg6ceKEPvjgAy1evFhHjhzRqlWravS54YYbNHLkSF1yySW64IILlJycXOtY5eXl+r//+z+tXLkyuG3UqFFKSUmx4BkCAAAACKQOl+fyhXItniejojTs48wotzyXL+TGNQAAAAAAAO2Yv9dYOQoPS4bk7zvJ0rHJOwEAAAAAANREcSJaRfqsKdqb9DfFrbxHaa6cBvvv8wxWyawFFCYCaBpnnExnnMzWjqMd2LVrlx577DE9/vjj6t27t4YOHapu3bopLi5OFRUVOnLkiL788ksdP3485Lg77rhDtmqr2/7oRz/SXXfdFWy/9NJLWrp0qSZNmqRu3bqppKREO3bs0JYtW+T3+yVJ3/ve97Rs2TIdPnzY0ucVExOj3/72t7r55pt19OhRSdL+/fv185//XN26ddPYsWPVrVs3uVwulZSU6MSJE9q5c6f2798v06ycOXFxdRe0bt26VVu3btVvf/tb9evXT4MHD1bXrl3ldrvl9Xp16NAhbdiwQfn5+cFj7Ha7br/9dkufJwAAANDZ+ftNUdlVL8u57B7ZTzace/KnDJZ3zgIuEAMAAAAAAGjnzOT+8g2YKtmjZHYZaPn45J0AAAAAAABCUZyIVpOWMVzm+Le1eU2mzMxXNcL+vhw2f3C/L+BQln+GjIxrNHBahlKqFbsAAJqfaZo6cOCADhw4UG+/qKgo3XnnnZo2bVqNfVOnTtUPfvADvfDCC8FtR48e1eLFi2sd68orr9RNN92kZcuWNSn2uvTq1UsvvfSSHnjgAWVmZga3Hz9+XCtWrGjw+KioqAb7BAIB7dmzR3v27Km3n9vt1kMPPaRhw4Y1HDgAAACAiARSh6vsusWyH8hU1KZXZc9ZJcM8k3sybQ750mfKN/oa+ftkSHWspA4AAAAAAIB2xGZXoOeoZj0FeScAAAAAAIAzKE5EqzJsNg2aPkmaPkmn8opUcOCoyotLFB0Xq8Q+qUpPjm/tEAGg03nwwQe1Zs0arV+/Xnv27AmuGFgbt9utCy64QD/4wQ/Ut2/fOvvddNNNGjhwoJ555pk6Cx2HDRum//7v/9b06dOb/BwakpycrEWLFumzzz7TK6+8ok2bNsnn89XZ3+VyacyYMZo2bZpmzpxZa58//OEP+uSTT5SZmdlgMWdiYqJmzZql66+/XikpKU16LgAAAADqYRjy950of9+JkrdYRvFRGeUlMqNjZcalSs66V0YHAAAAAAAA6kTeCQAAAAAAQBLFiWhD3MnxclOMCACtbsyYMfr/7d15dJXVuQfgNyQQkHloUAaZVKQ4oCgUQbSV1lZxgjrRVi9Kta3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",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 611,
       "width": 1811
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
    "\n",
    "ax[0].plot(x, y, \"o\", color=\"C0\", label=\"demand\")\n",
    "ax[0].plot(\n",
    "    x, mu, \"-\", color=\"C0\", label=r\"true media $\\rightarrow$ demand relationship\"\n",
    ")\n",
    "ax[0].plot(x, sales, \"o\", color=\"C1\", label=\"sales\")\n",
    "ax[0].legend()\n",
    "ax[0].set(\n",
    "    xlabel=\"Media spend [$]\",\n",
    "    ylabel=\"Units\",\n",
    "    title=\"Demand and Sales as a function of media spend\",\n",
    "    xticklabels=[],\n",
    "    yticklabels=[],\n",
    ")\n",
    "\n",
    "# REGRESSION: SALES ~ MEDIA ------------------------------------------------------------\n",
    "az.plot_hdi(x, idata_regression.posterior.mu, ax=ax[1])\n",
    "# ax[1].plot(x, y, \"o\", color=\"C0\", label=\"demand\")\n",
    "ax[1].plot(\n",
    "    x,\n",
    "    mu,\n",
    "    \"-\",\n",
    "    color=\"C0\",  # label=r\"true media $\\rightarrow$ demand relationship\"\n",
    ")\n",
    "ax[1].plot(x, sales, \"o\", color=\"C1\", label=\"sales\")\n",
    "# ax[1].legend()\n",
    "ax[1].set(\n",
    "    xlabel=\"Media spend [$]\",\n",
    "    # ylabel=\"Units\",\n",
    "    title=\"sales = f(media)\\nregression is biased\",\n",
    "    xticklabels=[],\n",
    "    yticklabels=[],\n",
    ")\n",
    "\n",
    "# CENSORED REGRESSION: SALES ~ MEDIA ---------------------------------------------------\n",
    "\n",
    "az.plot_hdi(x, idata_censored.posterior.mu, ax=ax[2])\n",
    "# ax[2].plot(x, y, \"o\", color=\"C0\", label=\"demand\")\n",
    "ax[2].plot(\n",
    "    x,\n",
    "    mu,\n",
    "    \"-\",\n",
    "    color=\"C0\",  # label=r\"true media $\\rightarrow$ demand relationship\"\n",
    ")\n",
    "ax[2].plot(x, sales, \"o\", color=\"C1\", label=\"sales\")\n",
    "# ax[2].legend()\n",
    "ax[2].set(\n",
    "    xlabel=\"Media spend [$]\",\n",
    "    # ylabel=\"Units\",\n",
    "    title=\"Censored regression much better!\",\n",
    "    xticklabels=[],\n",
    "    yticklabels=[],\n",
    ")\n",
    "# plt.savefig(\n",
    "#     \"img/censored_regression_story.png\", bbox_inches=\"tight\", dpi=300, facecolor=\"white\"\n",
    "# )"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pydata_global_2024_causal_ladder",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}