loss_curve_vis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'seed_303_seed_42_mse'\n",
    "curve_mse = np.load(f'./curves_data/{filename}/curve.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_curve(curve, name='', loss_name=''):\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(25, 10))\n",
    "    \n",
    "    ax[0].scatter([0.0], [curve['tr_loss'][0]], c='black', label='w0')\n",
    "    ax[0].scatter([1.0], [curve['tr_loss'][-1]], c='black', label='w1')\n",
    "    ax[0].plot(curve['ts'], curve['tr_loss'], label=f'loss {loss_name}')\n",
    "    ax[0].set_ylabel('Loss Train', fontsize=16)\n",
    "    ax[0].set_xlabel('t', fontsize=16)\n",
    "    ax[0].grid('on')\n",
    "    ax[0].legend(fontsize=16)\n",
    "    ax[0].set_ylim(top=max(curve['tr_loss'])+0.001)\n",
    "    ax[0].set_ylim(bottom=min(curve['tr_loss'])-0.001)\n",
    "    \n",
    "    ax[1].scatter([0.0], [curve['te_loss'][0]], c='black', label='w0')\n",
    "    ax[1].scatter([1.0], [curve['te_loss'][-1]], c='black', label='w1')\n",
    "    ax[1].plot(curve['ts'], curve['te_loss'], label=f'loss {loss_name}')\n",
    "    ax[1].set_ylabel('Loss Train', fontsize=16)\n",
    "    ax[1].set_xlabel('t', fontsize=16)\n",
    "    ax[1].grid('on')\n",
    "    ax[1].legend(fontsize=16)\n",
    "    ax[1].set_ylim(top=max(curve['te_loss'])+0.001)\n",
    "    ax[1].set_ylim(bottom=min(curve['te_loss'])-0.001)\n",
    "    \n",
    "    fig.suptitle(f'Curve 30 points {name}')\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x8S1JkiRJkiRJKigmviVJkiRJkiRJBaWkrSvQ3vTt2zeNHDmyVY+5fv16ysvLW/WYahm2ZWGxPQuHbVk4bMvC0RZt+cQTT6xIKfVr1YOqXTDG186wLQuL7Vk4bMvCYVsWjvYW45v4bmTkyJE8/vjjrXrMGTNmMGnSpFY9plqGbVlYbM/CYVsWDtuycLRFW0bEvFY94C4kIk4AfgwUA1ellC5vtPxC4BygBlgOfCalNC9veXfgBeAvKaULsrIZwCBgQ7bae1JKyyKiE/BbYBywEvhESmnujupnjK+dYVsWFtuzcNiWhcO2LBztLcZ3qBNJkiRJ71hEFAM/B04E9gFOi4h9Gq32FDA+pbQ/cDPw3UbLvwXcu43dT04pHZi9lmVlZwNvpJT2AH4IfKeZTkWSJEkFxMS3JEmSpJ0xAZidUpqTUtoE3Aickr9CSml6Sqkqm30YGFq/LCLGAQOAfzTxeKcA12XTNwPHRUTsRP0lSZJUgBzqRJIkSdLOGAK8nje/AJi4g/XPBu4AiIgi4PvAGcDx21j3moioBf4EfDullPKPl1KqiYg1QB9gRf6GETEFmAIwYMAAZsyY8bZPbGesW7eu1Y+plmFbFhbbs3DYloXDtiwc7a0tTXxLkiRJahURcQYwHjg6KzofuD2ltGAbnbYnp5QWRkQFucT3J8mN7d0kKaUrgSsBxo8fn1p7vEnHKy0ctmVhsT0Lh21ZOGzLwtHe2tLEtyRJkqSdsRAYljc/NCvbQkQcD1wMHJ1S2pgVHwocGRHnA92AsohYl1K6KKW0ECClVBkRN5AbUuW3ecdbEBElQA9yD7mUJEmSGpj4liRJkrQzHgNGR8QocknpU4HT81eIiIOAXwMn5D2kkpTS5Lx1ziL3AMyLsoR2z5TSiogoBT4A/CtbdRpwJvAQ8FHg7mwIFEmSJKmBiW9JklRw1q5dy7Jly9i8eXNbV0Xb0aNHD2bNmtUs+yotLaV///507969WfantycbZ/sC4E6gGLg6pTQzIi4FHk8pTQOuINej+6ZsSJP5KaWTd7DbTsCdWdK7mFzS+/+yZb8Bro+I2cAqcol2SZJU4Izx27/2FuOb+JYkSQVl7dq1LF26lCFDhtClSxe2MW6w2oHKykoqKip2ej8pJTZs2MDChbmRNUx+t42U0u3A7Y3KLsmb3taDKxvv41rg2mx6PTBuO+tVAx9757WVJEkdjTF+x9DeYvyina6JJElSO7Js2TKGDBlC165dDYh3ARFB165dGTJkCMuWLXvrDSRJktThGOPvWporxjfxLUmSCsrmzZvp0qVLW1dDraxLly7e9ipJklSgjPF3TTsb45v4liRJBcdeILse21ySJKmwGe/tena2zU18S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJr4lSZIK0BtvvME555xD3759KS8v5/jjj+e5555r62pJkiRJeoeM8d8eE9+SJEkFJqXESSedxN///nd++tOf8qc//YnNmzdzzDHHsGDBgrauniRJkqS3yRj/7Stp6wpIkiSpeU2bNo0HHniAu+++m2OOOQaAQw89lFGjRvHd736Xn/zkJ21cQ0mSJElvhzH+22ePb0mSpB2YOnUqI0eOpKioiJEjRzJ16tRWPf4TTzxBRHD//fc3lP30pz8lIvj617/eUPbKK68QEdx2221MmzaNwYMHNwTEAD169OCkk07ir3/9a6vWX5IkSWpvjPF3DSa+JUmStmPq1KlMmTKFefPmkVJi3rx5TJkypVUD44MOOoiePXty9913N5TdfffddOnSZauykpISjjrqKGbOnMnYsWO32te+++7L/PnzWbduXavUXZIkSWpvjPF3Ha2e+I6IEyLipYiYHREXbWP5hRHxQkQ8GxF3RcSIRsu7R8SCiPhZXtmMbJ9PZ6/+WXmniPhDdqxHImJki5+gJEkqGBdffDFVVVVblFVVVXHxxRe3Wh2Kioo46qijmD59OgB1dXXcc889nHfeeTz22GMNAe706dMZN24cFRUVrFq1il69em21r969ewO5h+JIkiRJuyJj/F1Hqya+I6IY+DlwIrAPcFpE7NNotaeA8Sml/YGbge82Wv4t4N5t7H5ySunA7LUsKzsbeCOltAfwQ+A7zXQqkiRpFzB//vy3Vd5Sjj32WB566CGqq6t5+umnWb16NV/5ylfo1KkT9913H5ALivNve5QkSZK0NWP8XUdr9/ieAMxOKc1JKW0CbgROyV8hpTQ9pVR/2eVhYGj9sogYBwwA/tHE450CXJdN3wwcFxGxE/WXJEm7kOHDh7+t8pZyzDHHsHHjRh588EGmT5/OAQccwIABAzjiiCOYPn06M2fOZNmyZRx77LEA9OrVa5s9PlatWtWwXJIkSdoVGePvOkpa+XhDgNfz5hcAE3ew/tnAHQARUQR8HzgDOH4b614TEbXAn4Bvp5RS/vFSSjURsQboA6zI3zAipgBTAAYMGMCMGTPe9ontjHXr1rX6MdUybMvCYnsWDtuycDSlLXv06EFlZWWzHO8b3/gG//7v/86GDRsayrp06cI3vvGNZjtGU4wcOZI+ffpwxx138Oyzz3LEEUdQWVnJ4Ycfzi233EK/fv0oKytj//33p7Kykj333JO77757qzo+88wzDBs2jJRSq9Z/W2pra5u9DtXV1f6uS5IkaYcuu+wypkyZssVwJ127duWyyy5r1Xrst99+9O3bl7vvvpunnnqqIcF97LHH8sc//pFhw4ZRVlbG4YcfDuTG8v7HP7buC/zCCy8wfPhwunXr1qr17whaO/HdZBFxBjAeODorOh+4PaW0YBudtienlBZGRAW5xPcngd829VgppSuBKwHGjx+fJk2atJO1f3tmzJhBax9TLcO2LCy2Z+GwLQtHU9py1qxZVFRUNMvxzj77bDp37szFF1/M/PnzGT58OJdddhmTJ09ulv2/Hccccwz33nsvs2bN4vOf/zwVFRWceOKJfPOb36Rnz55MmDCBAQMGAPCRj3yE3/3udzz55JMcfXQulFq7di1///vfOf3005vt/dkZlZWVzV6Pzp07c9BBBzXrPiVJklRY6mP5to7xI4JJkybxz3/+k1mzZnH++ecDucT3V7/6Vbp3786ECRPo2rUrACeffDLXXHMN99xzzxYx/t/+9jdOP/30Vq17R9HaQ50sBIblzQ/NyrYQEccDFwMnp5Q2ZsWHAhdExFzge8CnIuJygJTSwuxnJXADuSFVtjheRJQAPYCVzXtKkiSpkE2ePJm5c+dSV1fH3Llz2yTpDbnE96OPPkpVVRVHHnkkkHsafEVFBdOnT2/oIQK5oPjQQw/ljDPO4MYbb+TOO+/k5JNPJqXEV77ylTapvyRJktReGOPvGlo78f0YMDoiRkVEGXAqMC1/hYg4CPg1uaR3/UMqSSlNTikNTymNBL4E/DaldFFElERE32zbUuADwPPZZtOAM7PpjwJ3Z0OgSJIkdSj1D7UZP3483bt3B6C4uLiht0f+Q2+Kioq49dZbefe7383555/Phz70IYqLi5k+fTrDhg3beueSJEmSWp0xfstq1aFOsnG2LwDuBIqBq1NKMyPiUuDxlNI04AqgG3BTNqTJ/JTSyTvYbSfgzizpXQz8C/i/bNlvgOsjYjawilyiXZIkqcPZe++92db1+7/+9a/bXL93795cffXVXH311S1dNUmSJEnvgDF+y2r1Mb5TSrcDtzcquyRvelsPrmy8j2uBa7Pp9cC47axXDXzsnddWkiRJkiRJktTRtPZQJ5IkSZIkSZIktSgT35IkSZIkSZKkgmLiW5IkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJr4lSZIkSZIkSQXFxLckSZIkSZIkqaCY+JYkSZIkSZIkFRQT35IkSQWmsrKSL33pS0yaNInu3bsTEcyYMaOtqyVJkiTpHTLGf/tMfEuSJBWYlStXcvXVV1NSUsK73/3utq6OJEmSpJ1kjP/2lbR1BSRJktS8RowYwapVqwD417/+xZ///Oc2rpEkSZKknWGM//bZ41uSJGkHpk6dysiRIykqKmLkyJFMnTq1VY//xBNPEBHcf//9DWU//elPiQi+/vWvN5S98sorRAS33XYbEdGqdZQkSZI6EmP8XYOJb0mSpO2YOnUqU6ZMYd68eaSUmDdvHlOmTGnVwPiggw6iZ8+e3H333Q1ld999N126dNmqrKSkhKOOOqrV6iZJkiR1NMb4uw4T35IkSdtx8cUXU1VVtUVZVVUVF198cavVoaioiKOOOorp06cDUFdXxz333MN5553HY489xrp16wCYPn0648aNo6KiotXqJkmSJHU0xvi7DhPfkiRJ2zF//vy3Vd5Sjj32WB566CGqq6t5+umnWb16NV/5ylfo1KkT9913H5ALio855phWrZckSZLU0Rjj7zpMfEuSJG3H8OHD31Z5SznmmGPYuHEjDz74INOnT+eAAw5gwIABHHHEEUyfPp2ZM2eybNkyjj322FatlyRJktTRGOPvOkx8S5Ikbcdll11G165dtyjr2rUrl112WavWY7/99qNv377cfffd3H333Q3B77HHHttQVlZWxuGHH96q9ZIkSZI6GmP8XYeJb0mSpO2YPHkyV155JSNGjCAiGDFiBFdeeSWTJ09u1XpEBJMmTeKf//wn99133xZB8VNPPcUtt9zChAkTtgrgJUmSJG3JGH/XUdLWFZAkSWrPJk+e3OpB8LYcc8wxfO5zn6O4uJgjjzwSyD0NvqKigunTp3PJJZdssf4dd9zB+vXree655wC45557WLFiBeXl5Zx44omtXn9JkiSpvTDG3zWY+JYkSeoA6h9qM378eLp37w5AcXExRx99NNOmTdvqoTfnnXce8+bNa5j/5je/CcCIESOYO3duq9RZkiRJ0vYZ47csE9+SJEkdwN57701Kaavyv/71r9tc38BXkiRJat+M8VuWY3xLkiRJkiRJkgqKiW9JkiRJkiRJUkEx8S1JkiRJkiRJKigmviVJkiRJkiRJBcXEtyRJkiRJkiSpoJj4liRJkiRJkiQVFBPfkiRJkiRJkqSCYuJbkiRJkiRJklRQTHxLkiRJkiRJkgqKiW9JkiRJOyUiToiIlyJidkRctI3lF0bECxHxbETcFREjGi3vHhELIuJn2XzXiLgtIl6MiJkRcXneumdFxPKIeDp7ndPyZyhJkqSOxsS3JElSO/bNb36TiGjrakjbFRHFwM+BE4F9gNMiYp9Gqz0FjE8p7Q/cDHy30fJvAfc2KvteSmkMcBBweEScmLfsDymlA7PXVc11LpIkSa3BGL91mPiWJEmStDMmALNTSnNSSpuAG4FT8ldIKU1PKVVlsw8DQ+uXRcQ4YADwj7z1q1JK07PpTcCT+dtIkiRJb6WkrSsgSZIkqUMbAryeN78AmLiD9c8G7gCIiCLg+8AZwPHbWjkiegInAT/OK/5IRBwFvAx8MaX0+ja2mwJMARgwYAAzZsxo2tk0k3Xr1rX6MdUybMvCYnsWDtuycDSlLXv06EFlZWXrVKgVbNy4EaCgzgmgtra22c+purr6nf+up5R85b3GjRuXWtv06dNb/ZhqGbZlYbE9C4dtWTia0pYvvPBCy1ekFf3Xf/1XyoVsb1qzZk363Oc+lwYNGpTKysrSnnvumX7wgx+kurq6hnUqKyvTBRdckIYNG5bKyspSv3790nHHHZdmzZrVsM6PfvSjNGbMmNS5c+fUs2fPNG7cuPTnP/95h/U588wz05AhQ9Jjjz2WDj300NS5c+e05557pltvvTWllNL3v//9NGLEiFRRUZFOPvnktGzZsi22b8ox//SnP6WJEyemLl26pB49eqSPfvSjad68eW/5Xr1V2wOPp3YQbxbaC/gocFXe/CeBn21n3TPI9fjulM1fAHwlmz6r8XbkOurcAXwhr6xP3vbnAne/VR2N8bUzbMvCYnsWDtuycBjj5xjjb9vOxPj2+JYkSQXvv/82kxcWrW3TOuwzuDv/ddK+O72furo63v/+9/Pkk09y6aWXst9++3Hbbbdx4YUXsnz5cv7nf/4HgC9+8YtMmzaN//mf/2H06NGsXLmSBx54gNWrVwMwdepU/uM//oNLLrmEI488kg0bNvDss8+yatWqt6zD2rVr+dSnPsWXvvQlBg8ezGWXXcZHPvIRPve5z/Hyyy/z85//nKVLl/KFL3yBz33uc/zxj3/c6pjjxo0jIrY65q9+9SvOO+88Pv3pT3PJJZdQWVnJN7/5TY4++mieffZZKioqdvo9VLNbCAzLmx+alW0hIo4HLgaOTiltzIoPBY6MiPOBbkBZRKxLKdU/IPNK4JWU0o/q95NSWpm326vYerxwSZK0CzDGN8Z/Kya+JUmSOpDbb7+d+++/n2uuuYazzjoLgPe85z2sX7+e73//+1x44YX07duXhx56iMmTJ3P22Wc3bPuhD32oYfqhhx5i//3355JLLmkoe9/73tekOlRWVvKrX/2Ko446CoDBgwdzwAEHcOutt/LCCy9QXFwMwPPPP89Pf/pTamtrKS4u3uKYlZWVVFRUbHHMdevW8Z//+Z98+tOf5uqrr24onzBhAnvttRe/+c1v+MIXvvC23zO1uMeA0RExilzC+1Tg9PwVIuIg4NfACSmlZfXlKaXJeeucRe4BmBdl898GegDnNNrXoJTS4mz2ZGBWc5+QJElSazLG/8Lbfs+awsS3JEkqeM3RC6O9uPfeeykqKuL007fIK3LGGWfwm9/8hoceeoiTTjqJgw8+mGuvvZa+ffvynve8h4MOOqghWAU4+OCD+cUvfsG///u/c8opp3DYYYfRtWvXJtWhvLy8ISAGGDNmDADHH3/8FscYM2YMNTU1LF68mKFDh25xzHe/+90cf/zxWxzzoYceYu3atUyePJmampqG8mHDhjFmzBjuvfdeE9/tUEqpJiIuAO4EioGrU0ozI+JScreeTgOuINej+6aIAJifUjp5e/uMiKHkeoe/CDyZbfOzlNJVwOcj4mSgBlhFbogUSZK0izHGN8Z/K0UtsldJkiS1iFWrVtG7d2/Kysq2KB84cGDDcoCf/vSnnHvuuVx99dUcfPDB9O/fny9+8YtUVVUB8KlPfYpf/vKXPPLII7z3ve+ld+/efPjDH2bu3LlvWYeePXtuMV9fl169em2zvLq6eqtjfuhDH9rqmMuW5ToCH3/88ZSWlm7xeu6551i5ciVqn1JKt6eU9kwp7Z5SuiwruyRLepNSOj6lNCCldGD22irpnVK6NqV0QTa9IKUUKaW987a5Klv21ZTSvimlA1JKx6SUXmzNc5UkSWpuxvgtw8S3JElSB9K7d29WrVrFpk2btihfsmRJw3KAbt268b//+7/Mnj2buXPn8rWvfY2f/exn/Pd//zcAEcG5557Lo48+yooVK7juuut49NFH+cQnPtFidc8/5muvvbbVMfv06QPAtddey2OPPbbV68orr2yxukmSJEltxRi/ZZj4liRJ6kCOPvpo6urquOmmm7Yonzp1KmVlZRx66KFbbTNixAj+4z/+g/3224/nn39+q+W9evXiE5/4BB//+Me3ubwlbOuYhx12GBUVFcyePZvx48dv9dprr71apW6SJElSazLGbxmO8S1JktSBnHjiiRxxxBF89rOfZfny5ey7777cfvvtXHXVVXz1q1+lb9++ABx66KGcfPLJ7LfffnTr1o177rmHZ555hjPPPBOAKVOmUFFRwaGHHkr//v15+eWXuf7663nPe97TYnXPP2a3bt1YsGDBFsfs3r07V1xxBZ/73OdYvnw5J554Ij169GDhwoXcc889TJo0aatxDyVJkqSOzhi/ZWJ8E9+SJEkdSFFREbfddhtf+9rX+M53vsPKlSsZOXIkP/jBD7Z4KMxRRx3FH//4Ry6//HJqamrYbbfd+OEPf8jnP/95AA4//HCuueYarr/+etasWcPgwYM544wzGm6TbAlNOea5557LsGHDuOKKK7jhhhuoqalhyJAhHHnkkRx44IEtVjdJkiSprRjjt4xIKbXYzjui8ePHp8cff7xVjzljxgwmTZrUqsdUy7AtC4vtWThsy8LRlLacNWsWe++9d+tUSO9YZWUlFRUVzbrPt2r7iHgipTS+WQ+qDsEYXzvDtiwstmfhsC0LhzF+4WhvMb5jfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJEmSJEkFxcS3JEkqOD68e9djm0uSJBU2471dz862uYlvSZJUUEpLS9mwYUNbV0OtbMOGDZSWlrZ1NSRJktQCjPF3TTsb47d64jsiToiIlyJidkRctI3lF0bECxHxbETcFREjGi3vHhELIuJn2XzXiLgtIl6MiJkRcXneumdFxPKIeDp7ndPyZyhJktpS//79WbhwIVVVVfYK2QWklKiqqmLhwoX079+/rasjSZKkFmCMv2tprhi/pBnr9JYiohj4OfBuYAHwWERMSym9kLfaU8D4lFJVRJwHfBf4RN7ybwH3Ntr191JK0yOiDLgrIk5MKd2RLftDSumCFjkhSZLU7nTv3h2ARYsWsXnz5jaujbanurqazp07N8u+SktLGTBgQEPbS5IkqbAY43cM7S3Gb9XENzABmJ1SmgMQETcCpwANie+U0vS89R8GzqifiYhxwADg78D4bP0qYHo2vSkingSGtuxpSJKk9qx79+4mQdu5GTNmcNBBB7V1NSRJktRBGOO3f+0txm/txPcQ4PW8+QXAxB2sfzZwB0BEFAHfJ5cIP35bK0dET+Ak4Md5xR+JiKOAl4EvppRe38Z2U4ApAAMGDGDGjBlNO5tmsm7dulY/plqGbVlYbM/CYVsWDtuycNiWkiRJklpSaye+mywiziDXq/vorOh84PaU0oKI2Nb6JcDvgZ/U9ygH/gb8PqW0MSLOBa4Djm28bUrpSuBKgPHjx6dJkyY189ns2IwZM2jtY6pl2JaFxfYsHLZl4bAtC4dtKUmSJKkltXbieyEwLG9+aFa2hYg4HrgYODqltDErPhQ4MiLOB7oBZRGxLqVU/4DMK4FXUko/qt9PSmll3m6vIjdeuCRJkiRJkiSpgLV24vsxYHREjCKX8D4VOD1/hYg4CPg1cEJKaVl9eUppct46Z5F7AOZF2fy3gR7AOY32NSiltDibPRmY1dwnJEmSJEmSJElqX1o18Z1SqomIC4A7gWLg6pTSzIi4FHg8pTQNuIJcj+6bsiFN5qeUTt7ePiNiKLne4S8CT2bb/CyldBXw+Yg4GagBVgFntdjJSZIkSZIkSZLahVYf4zuldDtwe6OyS/Kmt/ngykbrXwtcm00vALYe9Du37KvAV995bSVJkiRJkiRJHU1RW1dAkiRJkiRJkqTmZOJbkiRJkiRJklRQTHxLkiRJkiRJkgqKiW9JkiRJkiRJUkEx8S1JkiRJkiRJKigmviVJkiRJkiRJBcXEtyRJkiRJkiSpoJj4liRJkiRJkiQVFBPfkiRJkiRJkqSCYuJbkiRJkiRJklRQTHxLkiRJkiRJkgqKiW9JkiRJkiRJUkEx8S1JkiRJkiRJKigmviVJkiRJkiRJBcXEtyRJkiRJkiSpoJj4liRJkiRJkiQVFBPfkiRJkiRJkqSCYuJbkiRJkiRJklRQTHxLkiRJkiRJkgqKiW9JkiRJkiRJUkEx8S1JkiRJkiRJKigmviVJkiRJkiRJBcXEtyRJkiRJkiSpoJj4liRJkiRJkiQVFBPfkiRJkiRJkqSCYuJbkiRJkiRJklRQTHxLkiRJkiRJkgqKiW9JkiRJkiRJUkEx8S1JkiRJkiRJKigmviVJkiRJkiRJBcXEtyRJkiRJkiSpoJj4liRJkiRJkiQVFBPfkiRJknZKRJwQES9FxOyIuGgbyy+MiBci4tmIuCsiRjRa3j0iFkTEz/LKxkXEc9k+fxIRkZX3joh/RsQr2c9eLX+GkiRJ6mhMfEuSJEl6xyKiGPg5cCKwD3BaROzTaLWngPEppf2Bm4HvNlr+LeDeRmW/BP4NGJ29TsjKLwLuSimNBu7K5iVJkqQtmPiWJEmStDMmALNTSnNSSpuAG4FT8ldIKU1PKVVlsw8DQ+uXRcQ4YADwj7yyQUD3lNLDKaUE/Bb4YLb4FOC6bPq6vHJJkiSpQUlbV0CSJElShzYEeD1vfgEwcQfrnw3cARARRcD3gTOA4xvtc0GjfQ7JpgeklBZn00vIJc23EhFTgCkAAwYMYMaMGU04leazbt26Vj+mWoZtWVhsz8JhWxYO27JwtLe2NPEtSZIkqVVExBnAeODorOh84PaU0oJsCO+3JaWUIiJtZ9mVwJUA48ePT5MmTXpHdX6nZsyYQWsfUy3DtiwstmfhsC0Lh21ZONpbW5r4liRJkrQzFgLD8uaHZmVbiIjjgYuBo1NKG7PiQ4EjI+J8oBtQFhHrgB+TNxxKo30ujYhBKaXF2ZAoy5r1bCRJklQQHONbkiRJ0s54DBgdEaMiogw4FZiWv0JEHAT8Gjg5pdSQqE4pTU4pDU8pjQS+BPw2pXRRNpTJ2og4JHJdwT8F/DXbbBpwZjZ9Zl65JEmS1MDEtyRJkqR3LKVUA1wA3AnMAv6YUpoZEZdGxMnZaleQ69F9U0Q8HRHTtrO7fOcDVwGzgVfJxgUHLgfeHRGvkBsX/PLmOxtJkiQVCoc6kSRJkrRTUkq3A7c3Krskb/r4rTbaeh/XAtfmzT8OjN3GeiuB4955bSVJkrQrsMe3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpIJi4luSJEmSJEmSVFBMfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJEmSJEkFxcS3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpILS6onviDghIl6KiNkRcdE2ll8YES9ExLMRcVdEjGi0vHtELIiIn+WVjYuI57J9/iQiIivvHRH/jIhXsp+9Wv4MJUmSJEmSJEltqVUT3xFRDPwcOBHYBzgtIvZptNpTwPiU0v7AzcB3Gy3/FnBvo7JfAv8GjM5eJ2TlFwF3pZRGA3dl85IkSZIkSZKkAtbaPb4nALNTSnNSSpuAG4FT8ldIKU1PKVVlsw8DQ+uXRcQ4YADwj7yyQUD3lNLDKaUE/Bb4YLb4FOC6bPq6vHJJkiRJkiRJUoEqaeXjDQFez5tfAEzcwfpnA3cAREQR8H3gDOD4Rvtc0GifQ7LpASmlxdn0EnJJ861ExBRgCsCAAQOYMWNGE06l+axbt67Vj6mWYVsWFtuzcNiWhcO2LBy2pSRJkqSW1NqJ7yaLiDOA8cDRWdH5wO0ppQXZEN5vS0opRUTazrIrgSsBxo8fnyZNmvSO6vxOzZgxg9Y+plqGbVlYbM/CYVsWDtuycNiWkiRJklpSaye+FwLD8uaHZmVbiIjjgYuBo1NKG7PiQ4EjI+J8oBtQFhHrgB+TNxxKo30ujYhBKaXF2ZAoy5r1bCRJkiRJkiRJ7U5rj/H9GDA6IkZFRBlwKjAtf4WIOAj4NXBySqkhUZ1SmpxSGp5SGgl8CfhtSumibCiTtRFxSOS6gn8K+Gu22TTgzGz6zLxySZIkSZIkSVKBatXEd0qpBrgAuBOYBfwxpTQzIi6NiJOz1a4g16P7poh4OiKmbWd3+c4HrgJmA6+SjQsOXA68OyJeITcu+OXNdzaSJEmSJEmSpPao1cf4TindDtzeqOySvOnjt9po631cC1ybN/84MHYb660EjnvntZUkSZIkSZIkdTStPdSJJEmSJEmSJEktysS3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpIJi4luSJEmSJEmSVFBMfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJEmSJEkFxcS3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpIJi4luSJEmSJEmSVFBMfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJEmSJEkFxcS3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpIJi4luSJEmSJEmSVFBMfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJEmSJEkFxcS3JEmSJEmSJKmgmPiWJEmSJEmSJBUUE9+SJEmSJEmSpIJi4luSJEmSJEmSVFBMfEuSJEmSJEmSCoqJb0mSJEmSJElSQTHxLUmSJEmSJEkqKCa+JUmSJO2UiDghIl6KiNkRcdE2ll8YES9ExLMRcVdEjMjKR0TEkxHxdETMjIjPZuUVWVn9a0VE/ChbdlZELM9bdk6rnqwkSZI6hJK2roAkSZKkjisiioGfA+8GFgCPRcS0lNILeas9BYxPKVVFxHnAd4FPAIuBQ1NKGyOiG/B8tu0i4MC8YzwB/Dlvf39IKV3QoicmSZKkDs0e35IkSZJ2xgRgdkppTkppE3AjcEr+Ciml6Smlqmz2YWBoVr4ppbQxK+/ENv4/iYg9gf7AfS1Uf0mSJBUge3xLkiRJ2hlDgNfz5hcAE3ew/tnAHfUzETEMuA3YA/hy1ts736nkeninvLKPRMRRwMvAF1NKrzfahoiYAkwBGDBgADNmzGjyCTWHdevWtfox1TJsy8JiexYO27Jw2JaFo721pYlvSZIkSa0iIs4AxgNH15dlSev9I2Iw8JeIuDmltDRvs1OBT+bN/w34fTY8yrnAdcCxjY+VUroSuBJg/PjxadKkSc19Ojs0Y8YMWvuYahm2ZWGxPQuHbVk4bMvC0d7a0qFOJEmSJO2MhcCwvPmhWdkWIuJ44GLg5LzhTRpkPb2fB47M2+YAoCSl9ETeeivztr8KGNccJyFJkqTCYuJbkiRJ0s54DBgdEaMiooxcD+1p+StExEHAr8klvZfllQ+NiC7ZdC/gCOClvE1PA37faF+D8mZPBmY147lIkiSpQDjUiSRJkqR3LKVUExEXAHcCxcDVKaWZEXEp8HhKaRpwBdANuCkiAOanlE4G9ga+HxEJCOB7KaXn8nb/ceB9jQ75+Yg4GagBVgFntdzZSZIkqaMy8S1JkiRpp6SUbgdub1R2Sd708dvZ7p/A/jvY727bKPsq8NV3XFlJkiTtEhzqRJIkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJr4lSZIkSZIkSQXFxLckSZIkSZIkqaCY+JYkSZIkSZIkFRQT35IkSZIkSZKkgmLiW5IkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBafXEd0ScEBEvRcTsiLhoG8svjIgXIuLZiLgrIkZk5SMi4smIeDoiZkbEZ7Pyiqys/rUiIn6ULTsrIpbnLTunVU9WkiRJkiRJktTqSlrzYBFRDPwceDewAHgsIqallF7IW+0pYHxKqSoizgO+C3wCWAwcmlLaGBHdgOezbRcBB+Yd4wngz3n7+0NK6YIWPTFJkiRJkiRJUrvR2j2+JwCzU0pzUkqbgBuBU/JXSClNTylVZbMPA0Oz8k0ppY1ZeSe2UfeI2BPoD9zXQvWXJEmSJEmSJLVzrdrjGxgCvJ43vwCYuIP1zwbuqJ+JiGHAbcAewJez3t75TiXXwzvllX0kIo4CXga+mFJ6vdE2RMQUYArAgAEDmDFjRpNPqDmsW7eu1Y+plmFbFhbbs3DYloXDtiwctqUkSZKkltTaie8mi4gzgPHA0fVlWdJ6/4gYDPwlIm5OKS3N2+xU4JN5838Dfp8Nj3IucB1wbONjpZSuBK4EGD9+fJo0aVJzn84OzZgxg9Y+plqGbVlYbM/CYVsWDtuycNiWkiRJklpSaw91shAYljc/NCvbQkQcD1wMnJw3vEmDrKf388CRedscAJSklJ7IW29l3vZXAeOa4yQkSZIkSZIkSe1Xaye+HwNGR8SoiCgj10N7Wv4KEXEQ8GtySe9leeVDI6JLNt0LOAJ4KW/T04DfN9rXoLzZk4FZzXgukiRJkiRJkqR2qFWHOkkp1UTEBcCdQDFwdUppZkRcCjyeUpoGXAF0A26KCID5KaWTgb2B70dEAgL4Xkrpubzdfxx4X6NDfj4iTgZqgFXAWS13dpIkSZIkSZKk9qDVx/hOKd0O3N6o7JK86eO3s90/gf13sN/dtlH2VeCr77iykiRJkiRJkqQOp7WHOpEkSZIkSZIkqUWZ+JYkSZIkSZIkFRQT35IkSZIkSZKkgmLiW5IkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJr4lSZIkSZIkSQXFxLckSZIkSZIkqaCY+JYkSZIkSZIkFRQT35IkSZIkSZKkgmLiW5IkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJr4lSZIkSZIkSQXFxLckSZIkSZIkqaCY+JYkSZIkSZIkFRQT35IkSZIkSZKkgmLiW5IkSZIkSZJUUEx8S5IkSZIkSZIKiolvSZIkSZIkSVJBMfEtSZIkSZIkSSooJU1dMSK6A+8DhgOdGy1OKaVvNWfFJEmSJLUsY3xJkiQVqiYlviPicOBvQM/trJIAg2JJkiSpgzDGlyRJUiFr6lAnPwLmAgcDnVNKRY1exS1VQUmSJEkt4kcY40uSJKlANXWok72Bj6eUnmjJykiSJElqNcb4kiRJKlhN7fE9H+jUkhWRJEmS1KqM8SVJklSwmpr4/m/gouzhN5IkSZI6PmN8SZIkFaymDnXyAWAA8FpEPASsarQ8pZTObNaaSZIkSWpJxviSJEkqWE1NfB9B7qnua4F9t7E8NVuNJEntRl1d4n/vmMXMRWu55tMH06nE55xJUgExxpekXVD15lou/OPTrNmwmd9+ZiLFRdHWVZKkFtGkxHdKaVRLV0SS1L5srq3jKzc/yy1PLQTgqvte43PH7NHGtZIkNZfmjPEj4gTgx0AxcFVK6fJGyy8EzgFqgOXAZ1JK8yJiBHALuSEYS4GfppR+lW0zAxgEbMh2856U0rKI6AT8FhgHrAQ+kVKa21znIkmFrLJ6M+dc9ziPvJa7yWfqI/P41KEj27ZSktRCmjrGtyRpF1K9uZbzfvcktzy1kC+/dy9OHDuQn979Cq+vqmrrqkmS2pmIKAZ+DpwI7AOcFhH7NFrtKWB8Sml/4Gbgu1n5YuDQlNKBwERyY44PzttuckrpwOy1LCs7G3gjpbQH8EPgOy1xXpJUaN5Yv4nJVz3CE/Pe4MenHsgRe/TlijtfYnnlxraumiS1iO0mviNieESU5k3v8NV6VZYktaR1G2v49DWP8a9ZS/nWKfvyuWP24Bsf2IeiCC699YW2rp4kaSe0UIw/AZidUpqTUtoE3Aickr9CSml6Sqn+6unDwNCsfFNKqT7j0ommdcw5Bbgum74ZOC4ivE9fknZg6dpqPv7rh3hxSSW//uQ4TjlwCP99yr5Ub67lf++Y1dbVk6QWsaOhTl4DDgUeBeby1mP8OfCrJHVwq6s2ceY1j/H8wjX88BMH8KGDhgIwuGcXPn/caC6/40XufnEpx44Z0MY1lSS9Qy0R4w8BXs+bX0Cu9/b2nA3cUT8TEcOA24A9gC+nlBblrXtNRNQCfwK+nVJK+cdLKdVExBqgD7Ai/yARMQWYAjBgwABmzJjRhFNpPuvWrWv1Y6pl2JaFZVdsz2VVdVzxWDWVmxJffFdnipfOYsbSXLL7vSNK+POTC9mrZCV79e5YaZ1dsS0LlW1ZONpbW+4o8f0Z4NW8aR9uI0kFbNnaaj75m0d5beV6fjn5Xbxn34FbLP/M4aO4+YkF/Ne0mRy2e186l3aswFiSBLRxjB8RZwDjgaPry1JKrwP7Z0Oc/CUibk4pLSU3zMnCiKggl/j+JLmxvZskpXQlcCXA+PHj06RJk5rvRJpgxowZtPYx1TJsy8Kyq7XnK0sr+c/fPMLmKOHGz07gwGE9t1g+4bAanvrBvfx5Xgm3nnIEpcUdZ0TcXa0tC5ltWTjaW1tuN/GdUroub/raVqmNJKlNvL6qislXPcKKdRu59qyDOWyPvlutU1ZSxLdOGctp//cwv5jxKhe+e882qKkkaWe0UIy/EBiWNz80K9tCRBwPXAwcnTe8SX7dFkXE88CRwM0ppYVZeWVE3EBuSJXf5h1vQUSUAD3IPeRSkpTn2QWrOfPqRyktLuIPUw5lr4EVW63TtayES07ah3Ovf4LrHpzLOUfu1gY1laSW0XEu5UmSWsQrSyv56K8eZM2GzUw9Z+I2k971Dt29D6ccOJhf3fMqc1esb8VaSpLasceA0RExKiLKgFOBafkrRMRBwK+Bk/MeUklEDI2ILtl0L+AI4KWIKImIvll5KfAB4Plss2nAmdn0R4G7syFQJEmZh+es5PT/e4TyTiXc9NltJ73rvWefARyzVz9++M+XWbKmuhVrKUkta0dDnWwhIvoDpwF7AZ0bLU4ppbObs2KSpJZX3wukpLiIP56744C43sXv25u7Zy3jv6bN5NpPH4zPE5Okjqs5YvxsnO0LgDvJjQl+dUppZkRcCjyeUpoGXAF0A27K/m7MTymdDOwNfD8iEhDA91JKz0VEOXBnlvQuBv4F/F92yN8A10fEbGAVuUS7JCkz/cVlfPZ3TzCsd1d+d/ZEBvZo/PW+pYjgmyfvy7t/eC/fvu0Ffnb6u1qpppLUspqU+I6IvYCHsvXLyT04pje5IPQNYE1LVVCS1DIenrOSc657nJ5dS5l6zkRG9Clv0nb9u3fmi+/ek0tvfYE7Zy7hhLGDWrimkqSW0JwxfkrpduD2RmWX5E0fv53t/gnsv43y9cC47WxTDXysqXWTpF3J355ZxBf/8DRjBlVw3acn0KdbpyZtN6JPOedP2p0f/esVTpuwgsN3cBeoJHUUTR3q5ApytzAOINcT40SgC3AOUAV8qEVqJ0lqEXfNWsqZVz/KwB6dufmzhzU56V3vU4eOYO9B3bn0by9QtammhWopSWphxviSVEB+/+h8Pn/jU7xreC9u+LdDmpz0rvfZo3dnRJ+ufOOvz7OxpraFailJraepie+DgV8A9Q+hKUop1aSUrgZ+BvyoBeomSWoBf316Iede/wR7Dazgj+ce+pa3Pm5LSXER3/7gvixaU81P7prdArWUJLUCY3xJKhD/d+8cvvrn5zh6z35c95kJdO9c+rb30bm0mG+evC9zlq/nN/e/1gK1lKTW1dTEdzdgVUqpjtwtj/n3vDxGLmiWJLVzv3t4Hl/4w9OMG9GLqedMpHd52Tve17gRvfnYuKFcdd8cZi+rbMZaSpJaiTG+JHVwKSV+8I+XuOz2Wbx/v0Fc+cnxdCkrfsf7O2av/rx33wH89K7ZLFy9oRlrKkmtr6mJ77nAwGz6JbYcU+8DwOrmq5IkqSX8csarfP0vz3PMXv257jMTqHgHvUAau+jEMZR3KuEbf5lJSqkZailJakVzMcaXpA6rri7x3397gZ/cPZtPjB/GT047iLKSpqZ5tu+Sk/YF4NK/zdzpfUlSW2rqN+I/gXdn0z8APh0RL0XETOD/AVe3ROUkSTsvpcR3/v4i3/n7i5x8wGB+/clxdC59571A8vXp1okvv3cvHpqzkmnPLGqWfUqSWo0xviR1UDW1dXz55me59sG5nH3EKC7/yH4UF0Wz7HtIzy78+3F7cOfMpUx/aVmz7FOS2kJTE99fBb4EkFL6I3AKudsfXwLOA/6rRWonSdopdXWJr//leX4541UmTxzODz9xIKXFO98LJN9pE4az/9AeXHbbLCqrNzfrviVJLcoYX5I6oI01tVxww1P86ckFfPH4Pfn6+/cmonmS3vXOOWI3dutXzjenzaR6sw+6lNQxvWX2IyKKgTFAw+OAU0p/SymdkVL6cErpyuT97ZLU7myureOLf3yaqY/M57NH7863Pzi22XqB5CsuCr51yliWr9vID//5SrPvX5LU/IzxJaljqtpUwznXPc7fZy7hkg/sw/87fnSzJ70BykqK+NYpY5m3sopf3fNqs+9fklpDU7r9JeBx4KAWroskqZlUb67ls9c/wV+fXsRXTtiLi04c0yIBcb0DhvXktAnDue6hucxavLbFjiNJajbG+JLUwazZsJlP/uZRHpi9gu9+dH8+c8SoFj3e4Xv05QP7D+IXM15l3sr1LXosSWoJb5n4zp7y/jpQ3vLVkSTtrMrqzZx1zaPc/dIyvvXBsZw/aY9WOe5X3rsXPbqU8o2/PE9dnZ0EJak9M8aXpI5lxbqNnHblwzy7YDU/O/1dfHz8sFY57tffvw+lRcE3p/kwe0kdT1MHev018IWIKGvJykiSds6i1Rv42K8e4rG5b/DDjx/IJw8Z0WrH7tm1jItOGMPj897gT08uaLXjSpLeMWN8SeoAZi+r5EO/eIA5K9bxf58az/v2G9Rqxx7YozNffPeeTH9pOf94YWmrHVeSmkNJE9erAHYH5kTE34HF5G6PrJdSSj78RpLa0HML1nD2dY+xYVMt15x1MEft2a/V6/DRcUO58bH5XH7Hi7xnn4H06Fra6nWQJDWZMb4ktXMPzl7BZ3/3BGUlRfz+3w7hoOG9Wr0OZx42kpseX8Clf3uBI0f3pWtZU1NJktS2ttvjOyLmRMQB2ezXgMHZ6zPAxcDXG72aJCJOiIiXImJ2RFy0jeUXRsQLEfFsRNwVESOy8hER8WREPB0RMyPis3nbzMj2+XT26p+Vd4qIP2THeiQiRja1npLUkfxj5hI+/uuHKC0u4ubzDmuTpDdAUVHwrQ+O5Y2qTXzvHy+1SR0kSdvXUjG+JKn5/fHx1/nU1Y8yoHtnbjn/8DZJegOUFhfxrQ+OZeHqDfzs7tltUgdJeid2NNTJSLKnvKeUit7iVdyUg2VPj/85cCKwD3BaROzTaLWngPEppf2Bm4HvZuWLgUNTSgcCE4GLImJw3naTU0oHZq9lWdnZwBsppT2AHwLfaUo9JamjSClx1X1zOPd3T7DngG7c8rnD2GtgRZvWad/BPfjUoSP53SPzeG7BmjatiyRpKyNp5hhfktS86uoS37vzJb5y87Mcslsfbj7vMIb17tqmdZowqjcfftcQ/u++Oby6fF2b1kWSmqqpY3w3lwnA7JTSnJTSJuBG4JT8FVJK01NKVdnsw8DQrHxTSmljVt6JptX9FOC6bPpm4LiIiJ08B0lqF2pq6/jGX5/n27fN4r37DOTGKYfSv6JzW1cLgAvfsyd9u3Xi63/1QZeSJElSU1VvruXzNz7Fz6bP5tSDh3HNpw+mR5f2MXzgV0/cm86lxfzXX33QpaSO4a0GZmrub7Ih5J4eX28Bud7b23M2cEf9TEQMA24D9gC+nFJalLfuNRFRC/wJ+HbKfQs3HC+lVBMRa4A+wIr8g0TEFGAKwIABA5gxY8Y7Orl3at26da1+TLUM27KwtOf23FCT+MXTG3luRS0njirlY0PX8siD97V1tbbwoVFw5bOruXTqv5g0rG2D9fbclnp7bMvCYVu2KbMVktQOrVy3kSnXP8ET897gohPHcO5Ru9Ge+u71q+jEl9+7F5f8dSa3PbeYD+w/+K03kqQ29FaJ7/+OiBVvsQ7kHnxzZnNUqF5EnAGMB47OO8jrwP7ZECd/iYibU0pLyQ1zsjAiKsglvj8J/Lapx0opXQlcCTB+/Pg0adKk5juRJpgxYwatfUy1DNuysLTX9ly4egNnX/sYr6yq438/vB+nTRje1lXapqNT4tl1D/OX1yr5/IcPo3d5WZvVpb22pd4+27Jw2JZtqs1ifEnSts1eto7PXPsYS9dW84vJ7+J9+w1q6ypt0+SJI/jDY6/zrVtfYNJe/enWyQddSmq/3uob6kBg41usA03vNbIQGJY3PzQr20JEHE/u4TpH5w1v8ubBUloUEc8DRwI3p5QWZuWVEXEDuSFVfpt3vAURUQL0AFY2sa6S1O48u2A1Z1/3ONWbarn20wdz5Oi2eYhlU0QE3zplLCf++D6+c8eLfOej+7d1lSRJOQfSvDG+JGknPPTqSs69/nHKSoq4ccohbfYQy6Yozh5m/+FfPMiP//UyF7+/8WPbJKn9eKvE9wdTSo824/EeA0ZHxChySelTgdPzV4iIg4BfAyfkPaSSiBgKrEwpbYiIXsARwA+zhHbPlNKKiCgFPgD8K9tsGnAm8BDwUeDu5EBUkjqoO2cu4f/d+BR9yjsx9fyJ7DmgbR9i2RSjB1Rw9hGj+PW9c/j4wcMYN6L9BvGStAtp7hhfkvQO3fzEAr7652cZ0aeca846uM0fYtkU7xrei1MPHsbVD8zlo+OGsdfA9v9/iaRdU6s+3DKlVANcANwJzAL+mFKaGRGXRsTJ2WpXAN2AmyLi6YiYlpXvDTwSEc8A9wDfSyk9R+5Bl3dGxLPA0+QS6v+XbfMboE9EzAYuBC5q8ZOUpGaWUuL/7p3DZ3/3BHsN7M5fPnd4h0h61/v8caMZ1KMz3/jL89TU1rV1dSRJkqQ2l1Li+/94iS/d9AwTRvXmT+cd1iGS3vW+csIYKjqX8I2/Pu+DLiW1W60+GFNK6Xbg9kZll+RNH7+d7f4JbHWffEppPTBuO9tUAx/bmfpKUluqqa3jkmkzueGR+Zw4diA/+PiBdCkrbutqvS3lnUr4xgf24fypT/K7h+dx1uGj2rpKkiRJUpup3lzLV25+lmnPLOIT44fx7Q+NpbS4Vfsl7rTe5WX85wlj+Oqfn+OWpxby4XcNbesqSdJWOtY3qyTtQiqrN/OZ6x7nhkfm89mjd+fnp7+rwyW96504diBHju7L9//xMssqq9u6OpIkSVKbWLV+E2dc9QjTnlnEV07Yi8s/sl+HS3rX+8T4YRw4rCf/c/ss1mzY3NbVkaStbPfbNaVU5Nh/ktQ2FrxRxUd/+RAPzl7B5R/ej4tOHENRUbR1td6xiODSU8aysaaO/739xbaujiTtsozxJantvLp8HR/6xQM8u3ANPz/9XZw/aQ8iOm6MX1QUfPuDY1m1fhM/+MdLbV0dSdpKx7ysKEkF7JnXV/PBnz/IojUbuPbTEzh1wvC2rlKzGNW3nHOP3o1bnlrIw3NWtnV1JEmSpFbz8JyVfPgXD7KuuoYbpxzC+/cf1NZVahZjh/TgjENGcP3D83h+4Zq2ro4kbcHEtyS1I39/fjGfuPIhOpcW8efzDuOI0X3bukrN6vxJezC0VxfO+90T/Ob+19hYU9vWVZIkSZJa1J+eWMAnf/MIfbuV8ZfPHc67hvdq6yo1q/94z170Li/jU1c/ytXG+JLaERPfktQOpJS48t5XOW/qk4wZ2J1bzj+c0QMq2rpaza5LWTFXn3Uwew/qzrdufYFjv3cPNz+xgNo6nwQvSZKkwpJS4gf/fJn/uOkZDh7Zmz+fdzjDendt62o1ux5dSrn+7ImMGVjBpbe+wHHfv4c/P2mML6ntmfiWpDa2YVMtF//lef7n9hd539hB3DjlEPpVdGrrarWYPQdUcMO/HcLvzp5I7/IyvnTTM5zwo3v5x8wlpGRwLEmSpI6valMNX/jD0/zkrlf4+PihXPvpCfToWtrW1Woxew/qztRzJnL92RPo2bWUC//4DO//yX3cNWupMb6kNlOyMxtHRJ+UkgO1StI7sGj1Bn770DxufGw+q6s2c96k3fnye/bq0A+xfDuOGN2Xw/c4nDueX8L37nyJKdc/wUHDe/KfJ4zhkN36tHX1JGmXZYwvSe/cgjeqcjH+o/NZW13Dl9+7F+dP2r1DP8SyqSKCI0f34/Dd+3Lbc4v5/j9e4uzrHufgkb34zxPGMH5k77auoqRdTJN6fEfEv0XEl/Pm94uIBcCyiHg8Iga2WA0L2NSpUxk5ciRPPPEEI0eOZOrUqW1dJUktLKXEY3NX8bmpT3Lkd6dz5b2vcuhuffjjuYfynyeM2WWS3vUigvftN4h/fPEoLv/wfixeXc2pVz7MmVc/6sNxpAJl/NN+GOO3DD/j0q4npcQjc1by2euf4KjvTuc397/GkaP78afzDuNzx+yxSyS98xUVBScdMJh/Xng03/7gWOaurOKjv3qIc657jJeWVLZ19SS1gPYa/zS1x/e/A1fmzf8AWA18B/g8cCkwpVlrVuCmTp3KlClTqKkYRGVtCfPmzWPKlNxbOHny5DaunaTmtrGmllufWcw1D77G8wvX0r1zCeccMYpPHjqCob0Kb5y/t6ukuIhTJwzngwcN4bcPzeXn01/lAz+9n5MOGMx/vHtPRvYtb+sqSmoG9fFPVVUVm1MY/7Q9Y/xmVv8Z39y1H5v8jEsFr3pzLX97ZhHXPDCXFxavpWfXUqYctTufOnQEg3t2aevqtbnS4iLOOGQEH37XEK55YC6/uudVTvjxvXzooCFc+O49/T9IKhD5Mf7GuqJ2Ff80NfE9AngRICJ6AEcDH0wp3R4RK4H/baH6FayLL76YqqoqBn74PK5btTv9Pvx1Kp+6nYsv/nqbfygkNZ9lldVMfXg+Ux+Zz4p1G9mjfze+/cGxfPhdQ+hatlOjTRWkzqXFTDlqdz5x8HCuvPdVrr5/Lnc8t5hPHDyM/3fcaPp379zWVZS0Ey6++GJqug+m91En8puVe1DSewhVqxZy8cUXG/+0DWP8ZlYf4w8+/SKuWTmYXsefy7qnbvczLhWYpWurmfrwPKY+Mp+V6zex54Bu/O+H9+ODBw6hS1lxW1ev3elaVsLnjtmD0ycM51f3vMo1D87l1mcWM/mQ4VxwzB706Va4zzeSdgUXX/x16vrvRd8DT+DqlXtQVN6TqvWr20X809SsSxFQl00fASRgRjb/OtC/eatV+ObPnw/A8mnf5ZQLv8ujg/ei6+hD2PzGYn51z6t8fPwwepeXtXEtJb1Tzy5YzTUPzOXWZxexuTZx7Jj+fPrwkRyxR99d7lbHd6JHl1K+/N4xnHnoSH5692x+/+h8/vTkAj5z+CjOPXp3enQp3AcDSYVo3cYapj29iE2TvsiggXtQt6ma0Z0qmVtbA7wZF6nVGeM3s/rP8orbf8zYc77BxgNOoPu4k6h+/Xn+9swi3rvvQMpKmjTapKR26OnXV3PNA69x27OLqU2J48b056zDRnH4Hn2M8ZugV3kZX33f3px1+Eh+9M9XuO7Bufzxsdf5t6N245wjd6NbJzsGSR3JinUbuenxBWx+78UM6DWI2qo17N/lDV7LnmfbHmL8pn6rvAK8H7gbOBV4MKVUlS0bDKxqgboVtOHDhzNv3jxq1y7jsG4r+POlF9F1r8Pod8iHuPyOF/nBP17mffsN5IxDRjBuRC//iEodwObaOu6cuYRrHpjLE/PeoLysmMkTR3DmYSMZ5VAd70j/7p351gfHcs6Ro/jBP1/mFzNeZeoj8zlv0u6ceehIe9RI7dzzC9dww6Pz+etTC1m/qZayzl1Y+Y9fsn7mdP7f/1zKHWuWArm4SG3CGL+Z1cf4mxa9yHu6L+ZfV1xKt/3eTa+DT+Lff/8Ufbt14hMHD+X0iSMY4jAIUoewubaOO55fwrUPvMaT81fTrVMJnzx0BGceOtLh+N6hQT268J2P7s+/HbUb37vzJX70r1e4/qF5/Puxe3DaxOF0KjHGl9qrlBIPzVnJDY/M586ZS9hcmyjdXMnyaddT9fKDfOE7l3NL1WqgfcT4TU18fw+4PiLOBHoBH8tbdgzwbHNXrNBddtllDePfAFBXA/Me57KLp3Dw8Ucx9eF5/PnJhfzl6UWMGVjB5ENG8KGDhngFVGqH3li/iRsenc/vHp7H4jXVjOjTlUs+sA8fGz+Uis72TG4OI/qU8+NTD2JKFhxffseLXPPAa/y/4/bkY+OHUlps7zmpvajaVMPfnlnEDY/M55kFa+hUUsQH9h/M6ROHM+u+2zn3+umkTVUN63ft2pXLLrusDWu8SzPGb2aNY/y6DWupef4OvvXvH2LYwQfzu4fn8csZr/LLGa9y7Jj+nHHICI4a3W+Xe7i11BGsWr+J3z86n+sfmseStdWM7NOV/zppHz46zhi/uezRvxu/+uQ4npr/Bt/5+4t8828vcNX9r/Ef79mTUw4Y4nej1I68sX4Tf3pyATc8Op85y9fTvXMJnzxkJKdPHMYj/1zNlD88DtndnNB+YvwmZVFTSjdExHxgIvBYSunevMVLgWktUblCVj/GzcUXXwzAiBEjuOyyyxrK//uUsXzlhDFMe2YRv3t4Ht/4y/NcfvssPnjQEM44ZAR7D+reZnWXlPPikrVc+8BcbnlqIRtr6jh8jz5865SxHDOmP8UGaS1i38E9uObTE3hkzkq+e+dLfO2W5/i/++Zw9hGjOH7vAQzs4RjgUluZtXgtNzwyn788tZDKjTWM7t+N/zppHz580FB6dM0lCMaNmEzE9uMftS5j/Ob3VjH+pL36s3D1Bn7/yHxufGw+/5q1jOG9u3L6xOEOdSi1Ey8uWcs198/lL0/nYvwj9ujLZR8ayzF79TcR20IOGt6L3//bIdz7ygq++/cX+eIfnuHX98zhM0eM4tgx/enrGOBSm0gp8cS8N5j6yHxue24xm2rqGDeiF9//2B68f/9BdC7N3Z2xx1vEP20pUkptXYd2Zfz48enxxx9v1WPOmDGDSZMmbXd5SomnX1/N7x6ez63PLmJj9kE745DhnDj2zQ+a2t5btaU6lsbtmVLi5aXruO+V5fzzhaU88toqOpcW8aGDhvLpw0ey54CKtqvsLiilxF2zlvG9f7zEi0sqARg7pDvHjRnA8XsPYN/B3Rv+OfF3s3DYlu3Lhk213PrsIm54dD5PzV9NWUkR799vEKdPHM74txiqrS3aMiKeSCmNb9WDql1ojzH+pprcEGm/e3gej7y2quH354xDhvOu4Q512J74t6ewbCvGf3X5eu5/ZTl/n7mEh+fkYvwPv2soZx1mjN/a6uoStz63mB/+82VeW7GeCDhwWE+O3zsX4+85oFvD96O/m4XDtmxf1mzYzC1Z7+6Xl66jolMJH3rXEE6fOJwxA3fcEbe9xfhN6vEdEYcBvVNKt2bzfYCfAWOBO4H/TCnVNlN91UhEcNDwXhw0vBff+MDe3PzEAqY+Mp8v/uEZLv3bC3x8/DBOnzicEX0cX0xqbsvWVnP/7BXc/8oK7p+9gmWVGwHYrV85/3nCGE6bMIyeXe2d1RYiguP3GcBxe/fnlWXr+Nespdw9axk/vfsVfnzXKwzo3oljx/TnuDEDqK31Iq/UnF5aUtnw0NnK6hp261fO19+/Nx9511B62WO1wzDGb1tlJUWcdMBgTjpgMC8vrWTqw/P405MLueWphew9qDtnHDKcDx44hHKHOpSa3cp1G7eI8RevqQZgZJ+uXHTiGE492Bi/rRQVBScfMJiT9h/EzEVruWvWMu56cSlX3PkSV9z5EkN7deH4vXP/A9TUGeNLzSWlxDML1jD14Xn87dlFVG+uY/+hPfjOR/bjpAMG07WsY8YjTa315cBdwK3Z/BXA+4B/AecBa4BvNXvttJWeXcs458jd+Mzho3jw1ZX87uF5XHX/a/z63jkctWc/zpg4nGPH9KfE8W6ld6RqUw2PzFnFfa+s4B/PVLHg73cB0Lu8jMP36MuRe/Tl8NF9fSBVOxIR7Dmggj0HVHD+pD1YtX4T01/MBch/e2Yxv3/0dUqL4KjXH+O4vQdw7Jj+DokivQPVm2u57dnF3PDofJ6Y9wZlxUWcMHYgp08czsRRve2d2jEZ47cTew6oaBjq8K9P54Y6vPiW5/nf21/kw+/KDXVor1PpnaveXMtjc1dx/ysruOOpDcz/+78A6N65hMP36MsFx/blyD36MbxP1zauqepFBGOH9GDskB78v+NHs3RtNXe/uIx/vbCU3z86n2sfnEvnYjh28RMcN2YAx4zp73BR0juwbmMNf316IVMfns8Li9fStayYDx00hNMnjGC/oT3auno7ramJ772B7wBERCnwUeALKaWrI+ILwLkYFLeqoqLgiNF9OWJ0X5asqebGx+bz+0fnM+X6J+jWqYSDR/Zi4m59OGS3Powd3N1EuLQdtXWJ5xau4f5XlnPfKyt4cv4bbK5NlJUUMbpHcMaRe3HEHn3ZZ1B3x/TrIHqXl/GRcUP5yLihbKqp45HXVvLbfz3Ji8squevFZcCWQ6KMHdLdhJ20DTW1dcxctJZHX1vFI6+t5JE5q6jcWMOovuV87X1j+Og4xyMuAMb47Ux5pxJOnzic0yYM48n5q5n68DxufOx1fvvQPPYc0I2Jo3Lx/cTdejvmrbQDdXWJFxavbejV/djcVWysqaO0ONite/Cl9+zJEaP7sd+QHj6bp4MY0L0zp00YzmkThrNhUy0PzF7B9Xc/zeNz3+D255ZQFPCu4b04bu8BHL93f/bo380YX9qGzbV1PLtgTUN8/+hrq9iwuZa9B3Xn2x8cyykHDi6oB/g2NfHdDVibTU8AynmzZ8iTwPBmrpfehoE9OvOF4/fkgmP24O4Xl3HPy8t5eM5Kpr+0HIDysmLGj+zNIbv14ZDdejN2SA9KTYRrFzZv5Xrue2UFD8xewYOvrmTNhs0A7Du4O585fBRHjO7LwSN78/AD9zHp6N3buLbaGWUlRRw5uh+1Cztx9NFH72BIlAEcN6Y/h+/Rly5lPjdBu6ZNNXU8t3A1j7y2ikfmrOKJeW+wbmPuyeyj+pbzvv0GccqBgzl09z7+I1k4jPHbqYhg3IhejBvRi69/YB/+/OQC7ntlBX96cgHXPzwPgNH9uzFxt1yMP3FUH/pVmAjXrm3R6g3c/8oK7pu9ggdnr2Dl+k0A7DmgG5MnjuDI0X2ZMKo3jz10P5MmjW7j2mpndCkr5vh9BlCyrBNHHXU0zy9aw79m5XqDf+fvL/Kdv7/I8N5ds3HB+3PwqN7mQLTL2lhTyzOvr+GROSt55LVcjL9hc24kuz0HdONj44fyoYOGcOCwngUZ4zc18b0QOAC4DzgReD6ltCxb1guoaoG66W0qKS7iPfsO5D37DgRgWWU1j762iofnrOThOav4zt9fBHKJ8HEje3NIFijvZyJcBay2LjFv5XpmLlrLg6+u5P7Zy3l91QYABvfozHv3HcARo/tx+O596GPPqYK24yFRFvH7R+fTubSIw3fvy8TderPv4B7sO7i74zuqYFVvruXp11c39Oh+ct7qhiB4dP9unHLgYCbu1oeJo3ozoLvDAxUoY/wOoHd5bqjDc47cjc21dTy/cA0Pz8nF+Lc8uZDfPTwfgD36d2PiqN4NPcL7V/h7q8KVUmLRmmpmLlzDA7Nzye45y9cD0LdbJ47asx9H7JG7Q9q/YYWtqCjYf2hP9h/akwvfvSeLVm/grheXcdespfzukXlc/cBrVHQu4eg9+3HwyN6MHdKdvQd177DjFUtvpXpzLU/Of4NH5uRi/Kfmr2ZjTR0RsNeACj5x8DAmjurNhFG9d4kcSFN/038P/E9ETCI37t9/5S17F/BK81ZLzaF/RWc+sP9gPrD/YACWV25sSIQ/8tpKvvv3lwDoWlbMuBG9sh7hfdh/qIlwdUyr1m/ixcVrmbWkkpeWrOXFJZW8vLSS6s11AHTrVMIhu/XhnCN244jRfdmtb3lBXtFU02xrSJS7Zi3j7heXNQyJAjCkZxf2GdydfQd3Z+zgHuw7pDsDu3f2s6MOp2pTDU/OW82jr63k4ddW8fTrq9mUBcFjBnbf5YJgAcb4HU5pcVHDQ+/Pm7Q7NbV1PL9obdbRZSV/fXoRUx/JJcJ371feMPThIaN609/knzqo9RtreGlpJS8uruTFJWt5cXEls5aspbI6d1dS59IiJozqw2kHD+eI0X0ZM7DCOG0XNrhnFz55yAg+ecgI1m+s4f7ZK7hr1lKmv7ScW59dDEBE7m62sVlHl/oOLz6gWx1R1aYanpj3ZqL7mdfXsKm2jqKAfQZ354xDRjTE+Ltip66mJr6/CVQDh5B7CM4P85YdANzUvNVSS+hX0Yn37z+I9+8/CMg9yTq/R/gVd+YS4V1Kixk/sld222Rv9hns1VC1Lxtrapm9bB0vLankxSWVzFqcS3Ivr9zYsE6f8jL2HtSdyRNHMGZgBXsP6s6YgRWOd69tqh8S5cjR/fjmyfuyav0mZi5aw8xFa7PXGv41aykpe3B87/Iy9h3cPUuI5wLlUX3KHQde7Upl9eZcEPzaKh6Zs5JnF6yhpi5RFDB2SA/OPHQEE0b14eCRvXbJIFiAMX6HV1JcxIHDenLgsJ589ujdG8bmr0+ET3t6ETdkifDd+pVnY4TneoXbC1btTW1dYv6qqoaOLC9mMf78VW/efFJeVsyYQd05+YDBjBlYwZhB3dlvSA86lzpUnbZW3qmE9+47kPfuO5CUEkvWVvP8wrUNcf7jc1cx7ZlFDevXd3hpSIjb4UXtUGX1Zh7PS3Q/l8X4xUW5B8J++vCRTNytN+NH9qZ7AY3V/U41KZuZUqoFLtvOsg82Z4XUevp068SJ+w3ixP1yifBV6zfleoFlt07WJ8Ih9wdgt37l7N6vG7vX/+zfjf4VnfwjoBZTfwvjS0vWMmtxLsn90pK1vLp8PbV1uQxkWUkRew7oxlGj+7H3oArGDOzOXgMrHOdSO6V3eVlDIrze+o01vLgkS4QvXMvMxWu45v65bKrN3VHQtayYvQd1z3qN5BLiew6ooKzEiy1qOfX/xL26bD2vLl/Hq8vXMWd5bnrxmmoASoqC/Yf24N+O2o0Jo3ozfkSvgnpgjd45Y/zCU1JcxAHDenLAsJ6cmyXCX1i8tqGjy63Z0F4AfbuVsVu/blvG9/26MaRXFx/2pxb3xvpNvLjkzR7cLy6t5OUllQ1DbhUFjOxbzn5DevCxcUPZK+vIMqRnFzsa6B2JCAb16MKgHl149z4DGspXrd/EC4vW8nxDp5ctO7z0KS/borPL2CE9GNG7q59DtaiUEsvXbdwixn91+XpeXbaOhatzQ7fWx/hTjtqNibv1YdyIXnTrZKfVxt7WOxIRY4Gjgd7AKmBGSmlmS1RMra93eRknjB3ECWNzifA31m/i0bmreHlJZcMv2U2Pv876TbUN23TrVNIQKO+WlxAf0acrnUq86q63tn5jDQtXb2DhGxtyP7PpBW9U8cqydQ23MELuAszegyp4zz4Ds+C3gpF9yu3FrVZR3qmEcSN6M25E74ayTTV1vLKskpmL1vJCFij/6YkF/Pah3PdkaXEwun8Fo/qVM7RXF4b26srQXl0Y1qsLQ3p29UGaarLqzbXMXbm+UfCbS3JX5f1druhUwm79u3Hobn3YvX83Dhjak3eN6OmdW9ohY/zCVVJc1DD27ZSj3kyEP/raKl5Zuo45K9Zx58wlrMoeAgi5TgW79S3P6/TSrSHWL/cfajVRbV1i6drqLeL8BfUx/tJ1LFlb3bBur66l7D2oO6dNGJ714q5gdP8K4yS1it7lZRwxOjcefL31G2uYtTjX4eX5hbmE+G/un8Pm2lw2vFunEvYeVMGIPuUMy+L7ob26MKx3VwZ07+zFQzXZ5to65q2sejO+z4v183MhXcuK2b1fNw4e2YtT+w3joOG9jPGbqEnvUESUANcCpwH5v8EpIm4Azsp6jKiA9Cova7gtqF5KiaVrN+b9Uq5jzor1PDxnJX9+amHDekUBw3t3zXqRvJkQ361vOb3Ly+wlvotIKbFq/SYWrt7AoizYbZzkXl21eYttSotzV+KH9OySu4VxUHf2HljBngMrvE1H7U5ZSVHW+6NHQ1ldXWLeqqqGWyhfWLSWWYvW8s+ZSxt6h9fr261TQ6A8tFHQPKRnF2/b3cWklFixbtMWvbbrXwve2NDQ8whyFwJ379+Ng0f2bvhbu0e/bvTzTiy9Dcb4u578RHi+Ves3MafRXSOzFlfy9+eXUJf33TOwe2d27791QnxQD4cC2NVUb65l8ZrqLK6vynVcyYvzl6yppib/w0MuwTikZxcO270PYwZVsNfAXJzv3y61N+WdShg/MjdURL2NNbW8snTdFjH+fa8sZ+najVtsW1IUDO6ZxfT18X3vXKw/rFdX+ld0srf4LmjNhs0NObRX8+L8+SurtviuHNC9E7v368YHDxySi+/7V7B7/3KH3NkJTb008F/Ax4FLgN8BS4CBwBnZsjls+TAcFaiIYGCPzgzs0ZnD9+i7xbL1G2t4bcX6N2/ByH6pH5i9go01byZ7ykqK6NetE/27d8r72XnL+YpO9O3WyYdstlMpJdZtrOGN9ZtZVbWJVes3smr9Zpaurc5LblexaHV1w+2K9crLihnSqwuDe3bhwGE9GdIrl+QemvWA7VfRySvk6tCKioJRfcsZ1be84eHCkEuIL1+3kQVvVGU9nnK9nl5ftYHnF67hzplLGnqR1OtX0alRT/GuDOnVhb7dyuhdnnt5d037l1JizYbNLKvcyLK1G1lWWb3V9PLKjSxbW73FXVWdS4vYrW83DhzWi4+8a2hDkmlU33J7wam5GOMLIPubsmWSB3KJnvkNPdHejPNveXIhlRvf7InWpbSYgT06069bJ/plMX2/ik70r6j/2Zl+FZ3oXV5mnNfO1dUl1lZvZtX6TbxRtYmV6zaxZG31Vont/GfrQK7j04DunRnSswvjRvRiSM8uW8T5g3t2sWeiOrROJcWMHdKDsUN6bFFevbm2oZPXgjc28HpDrF/F3S8t2+p3pay4iME9O+cS4b3fjPOH9OxC326d6FVeRvfOJSY5O4jqzbW5OL6yOovtN7J0bRbrZ/H9ssqNW9xZVVocjOxTzp79Kzhx7MAtLiQ7HGHza+pfnjOAb6eU8scAnAdcFhHFwKcxKN7llXcq2eYfgtq6xKLVGxp6kCxdW519MWxk3soqHpu7ijca9fqt17u8rCFg7tcocO6fJce7dymhW6cSupQW+8fhHareXMuq9ZsaAtxV6zfxRja/qmpTLsGdv6xq01YJunp9yssY0qsLo/tXMGmv/lsFvT26lNpO2iUVFQUDundmQPfOjBux9fK6usSyylxi/PU3qliwKgugV1fx7ILV3PHc4q16TkHuYlLvbmX0Lu9E766luZ/l2/tpIN2camrrWFW1iWVrN24V8OYnt5ev28immrqttu9aVkz/7O/aPoO7M2mvfgzv3bXhLqlB3TvbI0gtzRhfO9SppJjRAyoYPaBii/LGY4++tuLNGH/WorXcW7lxi8R4veKioE952RZJ8cbxfX0HmK5lxvY7K6XE+k21jeL6LWP+XNy/uWHZG1Wb2Ea4QVlJUS6u79mFY/fqz+BGMf7AHp3ttKRdUufSYnbr143d+nXb5vLqzbUNifDGyfF/vrCUFes2bbVNaXHQq+ubHV3yX33Ky+jVMN2JXuWl9O5a5vCfzWz9xpotk9h5eaz6mH/p2mrWVm/7b119p86hvbpw0PBejOzzZow/rFcX26sVNTXxPRh4cDvLHgQubp7qqBAVFwXDendlWO+uTNpr2+tsqqljxbqNDV8k9QmE/Pk5y9ezvHLjVkMF1CuKXPK9olMJ5Z1K6NY5lxCvf5V3KqGic7ZsG+XdOpXQtVMxpUVFlBQHpcVFFBcFJUXRboLulBIba+rYsKmWqs21VG2soWpTLVWbatmwOZveWEvVphqqNtfm1mt45ZZvyJuurK5h1fpNW/XKrhcBvbqW0atrKb3LyxjeuysHDuuZ+0Pbtf4PbmnDH+X+FZ3thSi9Q0VFb95R07jHHWw5VubKdfX/rObutli1fiOrqjazfN1GXlpSycr1m7a40yZfSVE0/A73Li+jV3kpXctK6FpWnPezmC71P0vfLNt6eUmH7Lm3qaaOdRtrWFddQ+XGzayrrsnNb6yhsn66+s35yurNDctz2+R+bu+7s0eX0lxCu3snJozq/WaPx+6ds0R3btqHz6gdMMbXOxIR9K/oTP+Kzhy6e59trrNhU64X3PJ11Q0XAesvFC5fl4v1X1i8lhXrNjU8tDzf9mL78rIt4/w3lxXTrVMp5Z2Kqch+dsuWdZQOMnV1iQ2baxti9vXbiN+rGk1v2Eb52uoaVq3fyBvrN2/3f6f8eKBXeSl7DujWENM3/MyWD+jRib7lDs8gvROdS4vZo3839ui/7cR41aaahjsp6i9Grcw6oq3M5l9YtJaV6zexZsO2OwwCdO9cQp9unRp+h3t1LaW8U37snjddWkx5p5KGeL9raW66vFMxnUuKO/Tven2cX1m9eeu4vmE6F/9XVueX5f8vsJnqzVt/d5YVF9G/ey6W371fNw7dvU9DJ5Z+3TsxoCI3kkHvrmUd+j0sNE39j2sRcDjwr20sOyxbLr1jZSVFDO6ZuwVuR+pvF69PiK9Yt5G11TWsb/RltT7vS2vJmuo3ExYba7YYI7WpSoqCkuKgJEuKlxQVUVocFBflEuQlRbnp6qoN9HrhAUqLcknz4qKgti5RmxJ1eT9r6hK1dYm6VP8zl9RqeOWtX1ub/czbrqkioGtpMV2zP3hdSt9MXvXt1olunUvevGLc9c0rx/XBbo8upR0yqSUVouJsvMC3+p6sV7WpZqvgeVXeq77spSWVef881273H+TtKSspomtZMeVluYC5c2kRxUVFFEeuzkURDd+H9dO5n1svL65fnjcNUFNXR01tYnNtYuHiam5a+CSba+uoqUu5n7WJmro6Nmc/c+vWUVuXtiqrrqnbZu/rxooCKjqX0i3v4mj9BcCKhoRLKb3KS7PEdueGBLdjs6sDMcZXi+lSVszwPl0Z3qfrDterrUu8UbVpiw4vK9Zt3GZsv25jLrbPn29qaNwQuxcVUbyDeL60uD7efzP2X7O6mqnzH8/+JyiiKGiI5Wtq34zpaxPU1uX+/tTV5f5+1aZcQrtxnJ///8CmmrqsI8vbG1K/rLgol6zKuyDdpayYob26sP+QHlt1UsmP+b0DTGofupaVbPPOmm3ZXFvH6qrNWSy/Mbsz+82OMCuzuzYWvFHF8ws3N1wM29ZdoztSnzfoktf5JRfj58XukYvZSxrF7o3j/K2WZ9MAm7MYvaa2jvkLNnLHimffLKuP7bOYf3vxfv2y6s21VG6saVKcX1wUefF8Ltbv262MkX3LG+brRx/onyWz+1d08u71Dqqpie+pwMURUZdNLyY3/t+p5HqCfKdlqidtKSLo2bWMnl3LmvSHobGUcr0o8gPpLYLqTbW5L9baxOa6OmprE5vrcl+2+QmUzbWJ2vov27o3v4yX1lbRrVNJw5fyxprU8IVfVlK0RXKn8Zd/SROSQaVZcJt/1TY/0M2/etu1rJhOJUV+MUu7qNx3QglDe+044dDY5tq6rXqXvdn7rGaLJPn6TTVb3FmyYXNufot/8rN/6Le4oFfHFhcD6y/u1dZteVGwti6RoCEhUVpcxOZNdSyvWZuXmMglLkqKiuhc+ubdOqV5Fyvz7+TpVFL0ZqDbKLHdrXNuuqJTKZ1L/f7ULsEYX22uuCjo2y03vMneg97etiklqjfXUblxM+s31m6VLK/MflZtrMklR+oaXRitn67LxfaNkyy1dYnqmlrWbkxsfmNDw7K6lBri863i9rzYvaykJIv5yV0U3k4yqLSkKIvpc7H99uL8rnnJ7a5lxQ4tIu1iSouLGoaIgqbnQzY13DX+5l0k6zdueZf4hk25fEh+zJ9/58nGzXUN3591jWL3LTv6scPOfPXbQu6By6XZBcW62hq6rln2ZmyfF//nX4ysj/e3XFZEp9KiLI4vaei80i2b75Yf6xvn73Kamvj+JrAb8N/ZdL0Afg98q1lrJbWQiGhIBvVvgf3PmDGDSZMmtsCeJal1lBYX0aNLET26tM8Hq+S+Zye1dTWkQvFNjPHVgUUEXbLk8NvIAb1tub89R7bcASSpBZWVFFFWUkQP2md8D8b4ajlNSnynlGqA0yPiMuAooDewCrg3pTSzBesnSZIkqQUY40uSJKmQva2nKmUB8BZBcEQcD/wgpbR/c1ZMkiRJUstrjhg/Ik4AfgwUA1ellC5vtPxC4BygBlgOfCalNC8iRgC3AEVAKfDTlNKvIqIrcBOwO1AL/C2ldFG2r7OAK4CF2e5/llK66m2fuCRJkgra20p8b0cPYN9m2I8kSZKk9qHJMX5EFAM/B94NLAAei4hpKaUX8lZ7ChifUqqKiPOA7wKfIDeu+KEppY0R0Q14PiKmAauB76WUpkdEGXBXRJyYUroj298fUkoXNMN5SpIkqUD5NAxJkiRJO2MCMDulNCeltAm4ETglf4WU0vSUUlU2+zAwNCvflFLamJV3Ivv/JKVUlVKaXr8O8GT9NpIkSVJTNEePb0mSJEm7riHA63nzC4AdPe37bKC+5zYRMQy4DdgD+HJKaVH+yhHREziJ3FAq9T4SEUcBLwNfTCnlH79+uynAFIABAwYwY8aMpp9RM1i3bl2rH1Mtw7YsLLZn4bAtC4dtWTjaW1ua+JYkSZLUKiLiDGA8cHR9WZa03j8iBgN/iYibU0pLs/VLgN8DP0kpzck2+Rvw+2x4lHOB64BjGx8rpXQlcCXA+PHj06RJk1ruxLZhxowZtPYx1TJsy8JiexYO27Jw2JaFo7215XYT3xGxWxP3MbCZ6iJJkiSpBbVQjL8QGJY3P5Q3HzyZf+zjgYuBo/OGN2mQUloUEc8DRwI3Z8VXAq+klH6Ut97KvM2uIjdeuCRJkrSFHfX4ng2kJuwjmrieJEmSpLbVEjH+Y8DoiBhFLuF9KnD6FjuLOAj4NXBCSmlZXvlQYGVKaUNE9AKOAH6YLfs2uYdsntNoX4NSSouz2ZOBWU2spyRJknYhO0p8f7rVaiFJkiSpNTR7jJ9SqomIC4A7gWLg6pTSzIi4FHg8pTQNuALoBtwUEQDzU0onA3sD34+IRC7Z/r2U0nNZQvxi4EXgyWybn6WUrgI+HxEnAzXAKuCs5j4nSZIkdXzbTXynlK77/+3df6ye5Xkf8O81U7JslCZNkEswI0hxpdAUQXtKEq0JVuJOEHUGqVECEgIqVpa0bGtZoxIxsYmuUkaSrYvCMlhGSUJXGqhCvGKEIo+jRlNcQQMlMSvBoQs/U7K0SWS5hbFc++M8jl5ObThwfN5j33w+0is/z/X8uh9dtrn95fXteQ4EAABYW2s1x+/uHUl2LKtdNbO99SDXfSHJqQeoP5alIPxA13wwyQdXM14AAMb3d9Z7AAAAAAAAcCgJvgEAAAAAGIrgGwAAAACAoQi+AQAAAAAYiuAbAAAAAIChCL4BAAAAABiK4BsAAAAAgKEIvgEAAAAAGIrgGwAAAACAoQi+AQAAAAAYiuAbAAAAAIChzD34rqqzqurBqtpTVVcc4PjlVfVAVd1fVTur6qSpflJVfbmq7quq3VX1vqn+96rq9qr6s6n+oZl7XVxV35quua+q/sn83hQAAAAAgPVw1DwfVlUbklyb5OeSPJbk7qra3t0PzJx2b5KF7t5XVe9Pck2S9yZ5Mslbu/vpqjomyVeranuS7yT5SHffVVVHJ9lZVWd39x3T/X6/uy+bzxsCAAAAALDe5v2N7zOS7Onuh7v7mSQ3Jzln9oTuvqu79027u5JsmurPdPfTU/0Vmcbe3fu6+6795yT58v5rAAAAAAB4+ZnrN76TnJDk0Zn9x5K8+XnOvyTJ/m9up6pOTHJ7kjck+UB3PzF7clW9Ksk/TvIfZ8q/UFVvT/K1JL/W3bPP33/dpUkuTZKNGzdmcXFx5W90COzdu3fuz2Rt6OVY9HMcejkOvRyHXgIAAGtp3sH3ilXVBUkWkpy5vzaF1qdW1euS3FZVt3b3X0znH5Xk95J8rLsfni7570l+b1oe5Z8m+VSSdyx/Vndfn+T6JFlYWOgtW7as3YsdwOLiYub9TNaGXo5FP8ehl+PQy3HoJQAAsJbmvdTJ40lOnNnfNNWeo6q2JrkyybaZ5U1+YPqm91eTvG2mfH2Sh7r7t2fO+/bM9Z9M8tOrfQEAAAAAAA5v8w6+706yuapOnv4hyvOSbJ89oapOT3JdlkLvp2bqm6rqldP2q5P8bJIHp/1/m+RHkvzqsnsdP7O7Lcn/OtQvBAAAAADA4WWuS51097NVdVmSO5NsSHJDd++uqquT3NPd25N8OMkxSW6pqiR5pLu3JXljko9WVSepJB/p7q9U1aYsfTv8z5J8ebrm4939yST/vKq2JXk2yV8muXiOrwsAAAAAwDqY+xrf3b0jyY5ltatmtrce5LovJDn1APXHshSEH+iaDyb54GrGCwAAAADAkWXeS50AAAAAAMCaEnwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAALAqVXVWVT1YVXuq6ooDHL+8qh6oqvuramdVnTTVT6qqL1fVfVW1u6reN3PNT1fVV6Z7fqyqaqr/aFV9oaoemn589fzeFACAI4XgGwAAeMmqakOSa5OcneSUJOdX1SnLTrs3yUJ3n5rk1iTXTPUnk7y1u09L8uYkV1TV66Zjn0jyS0k2T5+zpvoVSXZ29+YkO6d9AAB4DsE3AACwGmck2dPdD3f3M0luTnLO7AndfVd375t2dyXZNNWf6e6np/orMv35pKqOT3Jsd+/q7k7y6STnTuedk+RT0/anZuoAAPADR633AAAAgCPaCUkendl/LEvf3j6YS5LcsX+nqk5McnuSNyT5QHc/UVUL031m73nCtL2xu5+ctr+ZZOOBHlJVlya5NEk2btyYxcXFlb7PIbF37965P5O1oZdj0c9x6OU49HIch1svBd8AAMBcVNUFSRaSnLm/1t2PJjl1WuLktqq6daX36+6uqj7IseuTXJ8kCwsLvWXLltUM/UVbXFzMvJ/J2tDLsejnOPRyHHo5jsOtl5Y6AQAAVuPxJCfO7G+aas9RVVuTXJlk28zyJj/Q3U8k+WqSt03XbzrIPf9iWgpl/5IoTx2CdwAAYDCCbwAAYDXuTrK5qk6uqqOTnJdk++wJVXV6kuuyFHo/NVPfVFWvnLZfneRnkzw4LWXyvap6S1VVkguTfH66bHuSi6bti2bqAADwA5Y6AQAAXrLufraqLktyZ5INSW7o7t1VdXWSe7p7e5IPJzkmyS1LOXYe6e5tSd6Y5KPTciWV5CPd/ZXp1r+c5MYkr8zSmuD71wX/UJLPVtUlSb6R5D1zeE0AAI4wgm8AAGBVuntHkh3LalfNbG89yHVfSHLqQY7dk+RNB6h/O8k7VzNeAADGZ6kTAAAAAACGIvgGAAAAAGAogm8AAAAAAIYi+AYAAAAAYCiCbwAAAAAAhiL4BgAAAABgKIJvAAAAAACGIvgGAAAAAGAogm8AAAAAAIYi+AYAAAAAYCiCbwAAAAAAhjL34LuqzqqqB6tqT1VdcYDjl1fVA1V1f1XtrKqTpvpJVfXlqrqvqnZX1ftmrvnpqvrKdM+PVVVN9R+tqi9U1UPTj6+e35sCAAAAALAe5hp8V9WGJNcmOTvJKUnOr6pTlp12b5KF7j41ya1JrpnqTyZ5a3efluTNSa6oqtdNxz6R5JeSbJ4+Z031K5Ls7O7NSXZO+wAAAAAADGze3/g+I8me7n64u59JcnOSc2ZP6O67unvftLsryaap/kx3Pz3VX5Fp7FV1fJJju3tXd3eSTyc5dzrvnCSfmrY/NVMHAAAAAGBQR835eSckeXRm/7EsfXv7YC5Jcsf+nao6McntSd6Q5APd/URVLUz3mb3nCdP2xu5+ctr+ZpKNB3pIVV2a5NIk2bhxYxYXF1f6PofE3r175/5M1oZejkU/x6GX49DLceglAACwluYdfK9YVV2QZCHJmftr3f1oklOnJU5uq6pbV3q/7u6q6oMcuz7J9UmysLDQW7ZsWc3QX7TFxcXM+5msDb0ci36OQy/HoZfj0EsAAGAtzXupk8eTnDizv2mqPUdVbU1yZZJtM8ub/EB3P5Hkq0neNl2/6SD3/ItpKZT9S6I8dQjeAQAAAACAw9i8g++7k2yuqpOr6ugk5yXZPntCVZ2e5Loshd5PzdQ3VdUrp+1XJ/nZJA9OS5l8r6reUlWV5MIkn58u257komn7opk6AAAAAACDmutSJ939bFVdluTOJBuS3NDdu6vq6iT3dPf2JB9OckySW5Zy7DzS3duSvDHJR6flSirJR7r7K9OtfznJjUlemaU1wfevC/6hJJ+tqkuSfCPJe+bwmgAAAAAArKO5r/Hd3TuS7FhWu2pme+tBrvtCklMPcuyeJG86QP3bSd65mvECAAAAAHBkmfdSJwAAAAAAsKYE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAwKpU1VlV9WBV7amqKw5w/PKqeqCq7q+qnVV10lQ/raq+VFW7p2Pvnbnmi1V13/R5oqpum+pbquq7M8eumtuLAgBwxDhqvQcAAAAcuapqQ5Jrk/xckseS3F1V27v7gZnT7k2y0N37qur9Sa5J8t4k+5Jc2N0PVdXrkvxJVd3Z3d/p7rfNPOMPknx+5n5f7O6fX+NXAwDgCOYb3wAAwGqckWRPdz/c3c8kuTnJObMndPdd3b1v2t2VZNNU/1p3PzRtP5HkqSTHzV5bVccmeUeS29byJQAAGItvfAMAAKtxQpJHZ/YfS/Lm5zn/kiR3LC9W1RlJjk7y9WWHzk2ys7u/N1N7a1X9aZInkvx6d+8+wP0uTXJpkmzcuDGLi4sv+CKH0t69e+f+TNaGXo5FP8ehl+PQy3Ecbr0UfAMAAHNRVRckWUhy5rL68Uk+k+Si7v7+ssvOT/LJmf0vJzmpu/dW1buy9E3wzcuf1d3XJ7k+SRYWFnrLli2H6C1WZnFxMfN+JmtDL8ein+PQy3Ho5TgOt15a6gQAAFiNx5OcOLO/aao9R1VtTXJlkm3d/fRM/dgktye5srt3LbvmtVlaSuX2/bXu/l537522dyT5oek8AAD4AcE3AACwGncn2VxVJ1fV0UnOS7J99oSqOj3JdVkKvZ+aqR+d5HNJPt3dtx7g3u9O8ofd/Tcz1/xYVdW0fUaW/kzz7UP8TgAAHOEsdQIAALxk3f1sVV2W5M4kG5Lc0N27q+rqJPd09/YkH05yTJJbpsz6ke7eluQ9Sd6e5DVVdfF0y4u7+75p+7wkH1r2yHcneX9VPZvkr5Oc1929Zi8IAMARSfANAACsyrTkyI5ltatmtrce5Lqbktz0PPfdcoDax5N8/KWOFQCAlwdLnQAAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADCUuQffVXVWVT1YVXuq6ooDHL+8qh6oqvuramdVnTTVT6uqL1XV7unYe2eu+WJV3Td9nqiq26b6lqr67syxq+b2ogAAAAAArIuj5vmwqtqQ5NokP5fksSR3V9X27n5g5rR7kyx0976qen+Sa5K8N8m+JBd290NV9bokf1JVd3b3d7r7bTPP+IMkn5+53xe7++fX+NUAAAAAADhMzPsb32ck2dPdD3f3M0luTnLO7AndfVd375t2dyXZNNW/1t0PTdtPJHkqyXGz11bVsUnekeS2tXwJAAAAAAAOX3P9xneSE5I8OrP/WJI3P8/5lyS5Y3mxqs5IcnSSry87dG6Snd39vZnaW6vqT5M8keTXu3v3Ae53aZJLk2Tjxo1ZXFx8wRc5lPbu3Tv3Z7I29HIs+jkOvRyHXo5DLwEAgLU07+B7xarqgiQLSc5cVj8+yWeSXNTd31922flJPjmz/+UkJ3X33qp6V5a+Cb55+bO6+/ok1yfJwsJCb9my5RC9xcosLi5m3s9kbejlWPRzHHo5Dr0ch14CAABrad5LnTye5MSZ/U1T7TmqamuSK5Ns6+6nZ+rHJrk9yZXdvWvZNa/N0lIqt++vdff3unvvtL0jyQ9N5wEAAAAAMKh5B993J9lcVSdX1dFJzkuyffaEqjo9yXVZCr2fmqkfneRzST7d3bce4N7vTvKH3f03M9f8WFXVtH1Glt7324f4nQAAAAAAOIzMdamT7n62qi5LcmeSDUlu6O7dVXV1knu6e3uSDyc5JsktU2b9SHdvS/KeJG9P8pqquni65cXdfd+0fV6SDy175LuTvL+qnk3y10nO6+5esxcEAAAAAGDdzX2N72nJkR3LalfNbG89yHU3Jbnpee675QC1jyf5+EsdKwAAAAAAR555L3UCAAAAAABrSvANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQBN8AAMCqVNVZVfVgVe2pqisOcPzyqnqgqu6vqp1VddJUP62qvlRVu6dj75255saq+vOqum/6nDbVq6o+Nj3r/qr6qbm9KAAARwzBNwAA8JJV1YYk1yY5O8kpSc6vqlOWnXZvkoXuPjXJrUmumer7klzY3T+R5Kwkv11Vr5q57gPdfdr0uW+qnZ1k8/S5NMknDv1bAQBwpBN8AwAAq3FGkj3d/XB3P5Pk5iTnzJ7Q3Xd1975pd1eSTVP9a9390LT9RJKnkhz3As87J8mne8muJK+qquMP3esAADCCo9Z7AAAAwBHthCSPzuw/luTNz3P+JUnuWF6sqjOSHJ3k6zPl36qqq5LsTHJFdz99kOedkOTJZfe7NEvfCM/GjRuzuLi4wtc5NPbu3Tv3Z7I29HIs+jkOvRyHXo7jcOul4BsAAJiLqrogyUKSM5fVj0/ymSQXdff3p/IHk3wzS2H49Ul+I8nVK31Wd18/XZeFhYXesmXLaof/oiwuLmbez2Rt6OVY9HMcejkOvRzH4dZLS50AAACr8XiSE2f2N02156iqrUmuTLJt+ub2/vqxSW5PcuW0dEmSpLufnJYzeTrJ72RpSZUVPw8AgJc3wTcAALAadyfZXFUnV9XRSc5Lsn32hKo6Pcl1WQq9n5qpH53kc1las/vWZdccP/1YSc5N8tXp0PYkF9aStyT5bnc/Z5kTAACw1AkAAPCSdfezVXVZkjuTbEhyQ3fvrqqrk9zT3duTfDjJMUluWcqx80h3b0vyniRvT/Kaqrp4uuXF3X1fkt+tquOSVJL7krxvOr4jybuS7EmyL8kvrvlLAgBwxBF8AwAAq9LdO7IUSM/WrprZ3nqQ625KctNBjr3jIPVO8isvebAAALwsWOoEAAAAAIChCL4BAAAAABiK4BsAAAAAgKEIvgEAAAAAGIrgGwAAAACAoQi+AQAAAAAYiuAbAAAAAIChCL4BAAAAABiK4BsAAAAAgKEIvgEAAAAAGIrgGwAAAACAocw9+K6qs6rqwaraU1VXHOD45VX1QFXdX1U7q+qkqX5aVX2pqnZPx947c82NVfXnVXXf9DltqldVfWx61v1V9VNze1EAAAAAANbFXIPvqtqQ5NokZyc5Jcn5VXXKstPuTbLQ3acmuTXJNVN9X5ILu/snkpyV5Ler6lUz132gu0+bPvdNtbOTbJ4+lyb5xKF/KwAAAAAADifz/sb3GUn2dPfD3f1MkpuTnDN7Qnff1d37pt1dSTZN9a9190PT9hNJnkpy3As875wkn+4lu5K8qqqOP3SvAwAAAADA4eaoOT/vhCSPzuw/luTNz3P+JUnuWF6sqjOSHJ3k6zPl36qqq5LsTHJFdz99kOedkOTJZfe7NEvfCM/GjRuzuLi4wtc5NPbu3Tv3Z7I29HIs+jkOvRyHXo5DLwEAgLU07+B7xarqgiQLSc5cVj8+yWeSXNTd35/KH0zyzSyF4dcn+Y0kV6/0Wd19/XRdFhYWesuWLasd/ouyuLiYeT+TtaGXY9HPcejlOPRyHHoJAACspXkvdfJ4khNn9jdNteeoqq1Jrkyybfrm9v76sUluT3LltHRJkqS7n5yWM3k6ye9kaUmVFT8PAAAAAIBxzDv4vjvJ5qo6uaqOTnJeku2zJ1TV6Umuy1Lo/dRM/egkn8vSmt23Lrvm+OnHSnJukq9Oh7YnubCWvCXJd7v7OcucAAAAAAAwlrkuddLdz1bVZUnuTLIhyQ3dvbuqrk5yT3dvT/LhJMckuWUpx84j3b0tyXuSvD3Ja6rq4umWF3f3fUl+t6qOS1JJ7kvyvun4jiTvSrInyb4kv7jmLwkAAAAAwLqa+xrf3b0jS4H0bO2qme2tB7nupiQ3HeTYOw5S7yS/8pIHCwAAAADAEWfeS50AAAAAAMCaEnwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQxF8AwAAAAAwFME3AAAAAABDEXwDAAAAADAUwTcAAAAAAEMRfAMAAAAAMBTBNwAAAAAAQ6nuXu8xHFaq6ltJvjHnx742yf+Z8zNZG3o5Fv0ch16OQy/HsR69PKm7j5vzMzkMmOOzSno5Fv0ch16OQy/HcVjN8QXfh4Gquqe7F9Z7HKyeXo5FP8ehl+PQy3HoJaPzc3wcejkW/RyHXo5DL8dxuPXSUicAAAAAAAxF8A0AAAAAwFAE34eH69d7ABwyejkW/RyHXo5DL8ehl4zOz/Fx6OVY9HMcejkOvRzHYdVLa3wDAAAAADAU3/gGAAAAAGAogm8AAAAAAIYi+J6jqjqrqh6sqj1VdcUBjr+iqn5/Ov7HVfX6dRgmK7CCXl5eVQ9U1f1VtbOqTlqPcfLCXqiXM+f9QlV1VS3Mc3y8OCvpZ1W9Z/r1ubuq/tu8x8jKrOD32X9QVXdV1b3T77XvWo9x8sKq6oaqeqqqvnqQ41VVH5t6fX9V/dS8xwirYY4/DnP8cZjjj8P8fizm+OM4Uub4gu85qaoNSa5NcnaSU5KcX1WnLDvtkiR/1d1vSPIfkvy7+Y6SlVhhL+9NstDdpya5Nck18x0lK7HCXqaqfjjJv0jyx/MdIS/GSvpZVZuTfDDJP+zun0jyq/MeJy9shb82/1WSz3b36UnOS/Kf5jtKXoQbk5z1PMfPTrJ5+lya5BNzGBMcEub44zDHH4c5/jjM78dijj+cG3MEzPEF3/NzRpI93f1wdz+T5OYk5yw755wkn5q2b03yzqqqOY6RlXnBXnb3Xd29b9rdlWTTnMfIyqzk12WS/GaW/pD6N/McHC/aSvr5S0mu7e6/SpLufmrOY2RlVtLLTnLstP0jSZ6Y4/h4Ebr7j5L85fOcck6ST/eSXUleVVXHz2d0sGrm+OMwxx+HOf44zO/HYo4/kCNlji/4np8Tkjw6s//YVDvgOd39bJLvJnnNXEbHi7GSXs66JMkdazoiXqoX7OX013FO7O7b5zkwXpKV/Nr88SQ/XlX/s6p2VdXz/R9q1s9KevlvklxQVY8l2ZHkn81naKyBF/vfVTicmOOPwxx/HOb44zC/H4s5/svLYTHHP2reD4SXk6q6IMlCkjPXeyy8eFX1d5L8+yQXr/NQOHSOytJftdqSpW9p/VFV/WR3f2c9B8VLcn6SG7v7o1X11iSfqao3dff313tgAIzNHP/IZo4/HPP7sZjjc0j5xvf8PJ7kxJn9TVPtgOdU1VFZ+msd357L6HgxVtLLVNXWJFcm2dbdT89pbLw4L9TLH07ypiSLVfW/k7wlyXb/+M1hayW/Nh9Lsr27/293/3mSr2VposzhZSW9vCTJZ5Oku7+U5O8mee1cRsehtqL/rsJhyhx/HOb44zDHH4f5/VjM8V9eDos5vuB7fu5OsrmqTq6qo7O0SP/2ZedsT3LRtP3uJP+ju3uOY2RlXrCXVXV6kuuyNCG2xtjh63l72d3f7e7Xdvfru/v1WVrLcVt337M+w+UFrOT32duy9G2QVNVrs/RXIx+e4xhZmZX08pEk70ySqnpjlibF35rrKDlUtie5cPqX39+S5Lvd/eR6DwpWyBx/HOb44zDHH4f5/VjM8V9eDos5vqVO5qS7n62qy5LcmWRDkhu6e3dVXZ3knu7enuS/ZumvcezJ0gLx563fiDmYFfbyw0mOSXLL9G8XPdLd29Zt0BzQCnvJEWKF/bwzyT+qqgeS/L8kH+hu37o7zKywl/8yyX+pql/L0j+Cc7Eg6fBUVb+XpT+QvnZar/FfJ/mhJOnu/5yl9RvflWRPkn1JfnF9Rgovnjn+OMzxx2GOPw7z+7GY44/lSJnjl58/AAAAAACMxFInAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDfAyVFXnVtXl6z0OAADg0DDHB3guwTfAy9O5SUyKAQBgHOfGHB/gBwTfAAAAAAAMpbp7vccAwBxV1Y1JLlpW/kZ3v37+owEAAFbLHB/gbztqvQcAwNz9ZpLjkvxMkm1T7en1Gw4AALBK5vgAywi+AV5muvvrVfWtJM909671Hg8AALA65vgAf5s1vgEAAAAAGIrgGwAAAACAoQi+AQAAAAAYiuAb4OXp6SSvXO9BAAAAh4w5PsAMwTfAy9MDSX60qt5fVT9TVT+53gMCAABWxRwfYEZ193qPAYA5q6q/n+STSc5K8qok3+ju16/nmAAAgJfOHB/guQTfAAAAAAAMxVInAAAAAAAMRfANAAAAAMBQBN8AAAAAAAxF8A0AAAAAwFAE3wAAAAAADEXwDQAAAADAUATfAAAAAAAMRfANAAAAAMBQ/j9o7RtZdmVJaQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(curve_mse, name=filename, loss_name='mse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'seed_303_seed_42_mse'\n",
    "line_mse_303_42 = np.load(f'./segment/{filename}/chain.npz', allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(line_mse_303_42, name=filename, loss_name='mse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'seed_303_seed_42_vgg'\n",
    "curve_vgg = np.load(f'./curves_data/{filename}/curve_with_images.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(curve_vgg, name=filename+' CurveNet', loss_name='vgg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'seed_303_seed_42_vgg'\n",
    "segment_vgg = np.load(f'./segment/{filename}/chain.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KCgvSsH5N+U8OAABAGTNpyVY99OVSndugsl66qpUCubClVLunRz2lZmRr9C/rFBUerPt7NnA7EgA/QeMbAI7j59U7dc9Hv6l1zQr63/VtFBoU6HYkFIG7utfTvvRsvf3LOkWHB+v+Cxq6HQkAAAAlZPqqHbrvk9/UplYFvTmwjUKCuLCltDPG6NG+jbU/I1uv/LhG0eHBGswipQBE4xsAjmnN3ly98OMC1asSqTGD2ikihL8uvcIYo0f6Ntb+zGy9Mi1ZUeHBuqVrHbdjAQAAoJit2pOrl35cqAZxkRo9qJ3CQ7iwxSuMMRp5aXMdyMzRUxNXKDIsSFe2TXA7FgCX8atNAChg+ZZUvbgwU9Wiw/Xeze0VHR7sdiQUMV9h3EK9m1XV05OS9OmCjW5HAgAAQDFauilVLy3MVHyMr8aPCqPG95qgwAD955pW6lo/VkO/WKJvl21zOxIAl9H4BoB81u5M0w2j5yk8yOj9WzqocmSo25FQTAIDjF6+On9hvNXtSAAAACgGyTsO6MZ35qlcsK/Gr1SeGt+rQoMC9ebANmqZEKN7P/pNv6zZ5XYkAC6i8Q0Ajs37MjTw7bmSpH+1DVN8TLjLiVDcQoMC9b/r26hVQozu/WgxhTEAAIDHbNyTroFvz1OAMRrSLkzVoqnxva5caJDeGdROtWPL6bZxC7Row163IwFwCY1vAJC080CWrn97rg5k5ei9we1VrTx/PZYVESFBemdQe9WpTGEMAADgJTv2Z2rg6LnKyM7V+7e0V1w5avyyIiYiROMGt1flyFDd9M58rdy23+1IAFzA3/oAyrzU9GzdMGaetqZm6p1B7dS0erTbkVDCoiOC9Z5TGA8aM4/CGAAAoJTbl35I14+ep50HsjT2pnZqVDXK7UgoYVWiwvT+4A4KCw7Q9aPnaf3ug25HAlDCaHwDKNPSD+XoprHzlLzjgP53fRu1TazodiS4pEqkrzAODwmkMAYAACjF0rJydOM787Vu90G9fUNbta5Zwe1IcElCxQiNG9xB2bl5Gjh6rrbvz3Q7EoASROMbQJmVlZOr28ct1OKN+/TK1a11ToPKbkeCyxIqRuj9wR2UQ2EMAABQKmVm5+rWdxdo2eZUvX7tWepUL9btSHBZg7hIvXtTe+1JO6SBb8/V3oOH3I4EoITQ+AZQJuXk5unvHy3WzDW7NOqyFurdvJrbkeAn6sdFaiyFMQAAQKmTnZunuz9cpF/X7dYLV7RUzyZxbkeCn2iZEKP/u7Gt1u9J16B35iktK8ftSABKAI1vAGVOXp7V0C+X6tvl2/T4RU10ZdsEtyPBz1AYAwAAlC55eVb//Ox3/ZC0Q8P7NdUlrePdjgQ/06lurF6/9iwt27Jft767QJnZuW5HAlDMaHwDKFOstRo+cYU+X7hJ951fXzd3qe12JPgpCmMAAIDSwVqrx75Zpm8Wb9GQXg11fcdEtyPBT/VsEqfnr2ihOWt3656PflNObp7bkQAUIxrfAMqUl35Yo7GzUzS4S239/bz6bseBn6MwBgAA8H//nrpKH8zdoDvOrau/davndhz4uQGta+jJfk31/YrtGvLFEuXlWbcjASgmNL4BlBlvz1yrV35coyvb1tCjfRvLGON2JJQCFMYAAAD+678zkvXGjD90XYeaerBXQ7fjoJS4sVOi7u/ZQF8u2qzhE1fIWmp8wIuC3A4AACXhk/kb9PSkJPVpXlUjL21B0xun5MZOiUrNyNaL369WVFiwnri4CT9DAAAALhv363r9+9tV6t+qup7q34z6DKfknh71tC89W2NmrVN0eLD+0bOB25EAFDEa3wA8b9KSrXroy6U6p0FlvXRVKwUGUBDj1N3To55SM7I1+hcKYwAAALd99dsmPf7NMp3fuIqev6KlAqjxcYqMMXq0b2Ptz8zWf35co+jwYNaAAjyGxjcAT5uxaofu++Q3nVWzgt4ceJZCgwLdjoRSyhijR/o0VmoGhTEAAICbvl+xXf/8bInOrl1Jr117loIDmcUVpycgwGjUpc2Vlpmj4RNXKDIsSFe0TXA7FoAiUuL/OhhjehljVhljko0xQ4+xP9QY84mzf64xJjHfvoec7auMMRcWuF+gMeY3Y8zEfNtqO+dIds4ZUqxPDoBfmZ+yR3e8v1D1q0Rq9KB2igjhd304M4cL415Nq2r4xBX6bMFGtyMBgF+gxgdQUmYn79JdHy5Ss/ho/d+NbRUWzIUtODNBgQH6zzWt1KVerB78Yom+XbbN7UgAikiJNr6NMYGSXpfUW1ITSdcYY5oUOGywpL3W2nqSXpL0rHPfJpKultRUUi9J/3XOd9jfJSUVONezkl5yzrXXOTeAMmDZ5lTd/M58VY8J13uD2ys6PNjtSPCIgoXx1OUUxgDKNmp8ACXltw17dct7C1S7Ujm9e1M7lQ/lwhYUjdCgQP3v+jZqmRCjez/6Tb+s2eV2JABFoKSv+G4vKdlau9Zae0jSx5L6Fzimv6R3ne8/l3Se8a1Q0V/Sx9baLGvtOknJzvlkjKkhqa+ktw+fxLlPD+cccs55SXE8KQD+JXlHmm4YM09R4cF6f3AHxZYPdTsSPCZ/YXzPh79pVjKFMYAyjRofQLFbuW2/Br0zX5UjQzVucHvFRPBhDxStcqFBemdQO9WOLafbxi3Qog173Y4E4AyV9K9H4yXl/1z4JkkdjneMtTbHGJMqqZKz/dcC9413vn9Z0hBJkfn2V5K0z1qbc4zjj2KMuU3SbZIUFxenGTNmnMpzOmNpaWkl/pgoHoyl+3am5+mZuZnKtdI9ZwVq9eK5Wn0a52EsvaW4xnNwPatRe6wGvzNXI7qEq1I480sWN96b3sFYego1/jHwM+4djKX7th/M04i5mQo00t1Ng7Ri0a9acRrnYSy9pbjG887GeXpmXp5u+L/ZGtU1QuVDWDi1uPHe9A5/G8tS/7kgY8xFknZYaxcaY7qdzjmstW9JekuS2rZta7t1O63TnLYZM2aopB8TxYOxdNeOA5m68s05yjWB+uSOjmpcLeq0z8VYektxjmfLtuk674WfNCetkp7v3bJYHgN/4r3pHYwlToQaH/6EsXTX1tQMPfLGHAUGBemzOzqqXpXIk9/pOBhLbynO8WzYcr/6vDJTiw/F6dELCs7ehaLGe9M7/G0sS/rStM2S8i+PW8PZdsxjjDFBkqIl7T7BfTtL6meMSZHvY5U9jDHvO/eJcc5xvMcC4BGp6dm6YfQ87TiQpXduan9GTW/gVCRUjNCgzon6YtEmJW3d73YcAHADNT6AYrE7LUsD356r/RnZeu/mDmfU9AZOReNqUbr8rBp6b856bdyT7nYcAKeppBvf8yXVd1ZiD5FvIZvxBY4ZL+lG5/vLJU2z1lpn+9XOivC1JdWXNM9a+5C1toa1NtE53zRr7UDnPtOdc8g55zfF+eQAuONgVo4GjZ2ntTsP6q3r26pNrQpuR0IZc1e3eooKC9aoKSvdjgIAbqDGB1Dk9mdm64Yx87Rpb4ZGD2qn5jWi3Y6EMub+CxrIGOmF71a5HQXAaSrRxrczF9/dkqbKtzr7p9ba5caY4caYfs5hoyVVMsYkS7pf0lDnvsslfSpphaRvJd1lrc09yUM+KOl+51yVnHMD8JDM7FzdNm6BlmxK1SvXtFaX+rFuR0IZFB0RrLu619VPq3ey0CWAMocaH0BRyziUq8Fj52v19gN68/o2al+7otuRUAZViw7XzV1q6+vFW7Rsc6rbcQCchhKf49taO1nS5ALbHs/3faakK45z3xGSRpzg3DMkzch3e62cVeEBeE9Obp7u+eg3zUrerReuaKlezaq6HQll2A0dE/Xu7PUaOSVJ4+/qooAAFsEBUHZQ4wMoKody8nTH+wu1cP1evXrNWeresIrbkVCG3dmtrj6et0EjpyTp/cEdZAw1PlCalPRUJwBQJPLyrIZ8vkTfr9iuYRc30WVtargdCWVcWHCg/nlhAy3bvF8TlmxxOw4AAECpk5tndd8nv+mn1Ts18tLm6tuimtuRUMZFhQXrnh71NSt5t35ewyc7gdKGxjeAUsdaqycnLNeXv23WAz0baFDn2m5HAiRJ/VvGq0m1KD03dZWyck72SX0AAAAclpdn9dCXSzR56TY92rexrmpX0+1IgCRp4Nm1VLNihEZOTlJunnU7DoBTQOMbQKnz4ver9e6c9bq1a23d3aOe23GAIwICjB7q00ib9mZo3Jz1bscBAAAoFay1GjE5SZ8u2KR7z6uvW7rWcTsScERIUID+eWFDrdx2QF/9ttntOABOAY1vAKXKjFU79Oq0ZF3VNkEP92nMHGvwO13rV1bX+rF6bXqyUjOy3Y4DAADg9yYt3arRv6zToE6J+sf59d2OA/zFRc2rqUWNaL3w3SplZvPJTqC0oPENoNTIzM7V498sV53K5TT8kqY0veG3HuzVSKkZ2Xpjxh9uRwEAAPBrBzKzNXzCCjWPj9ZjFzWhxodfCggwGtq7kbamZmrs7BS34wAoJBrfAEqN/05P1oY96Xq6fzOFBgW6HQc4rmbx0RrQKl5jZq3Tln0ZbscBAADwWy98t1o707I0YkAzBQbQ9Ib/6lQ3Vt0bVtbr05O19+Aht+MAKAQa3wBKhbU70/TmT2t1Savq6lQv1u04wEndf0EDyfrmpAcAAMBfLducqvfmpOj6s2upRY0Yt+MAJzW0d2MdzMrRa9OT3Y4CoBBofAPwe9ZaPfbNMoUGB+iRvk3cjgMUSo0KERrUOVFfLNqkpK373Y4DAADgV3LzrB75aqkqlgvVAxc0dDsOUCgNq0bq8jY1NG7Oem3ck+52HAAnQeMbgN8b//sWzUrerSEXNlTlyFC34wCFdle3eooKC9aoKSvdjgIAAOBXPpy3Qb9vStVjFzVWdHiw23GAQvtHzwYKCJCe/26V21EAnASNbwB+LTUjW09NTFLLGtG6tkMtt+MApyQ6Ilh3da+rn1bv1KzkXW7HAQAA8As7DmTq39+uVOd6ldSvZXW34wCnpFp0uG7uXFvfLN6ipZtS3Y4D4ARofAPway98t0p7DmZpxIDmLHaDUumGjomKjwnXyClJysuzbscBAABw3TOTkpSVnaen+jeTMdT4KH3u6FZXFSKCNXJKkqylxgf8FY1vAH5ryaZ9Gvfret3QMVHN4qPdjgOclrDgQP3zwgZatnm/JizZ4nYcAAAAV81O3qWvF2/RHefWUZ3K5d2OA5yWqLBg3Xtefc3+Y7d+Wr3T7TgAjoPGNwC/5FvsZpliy4fq/gsauB0HOCP9W8arSbUoPTd1lbJyct2OAwAA4IqsnFw9+vUy1aoUob91r+d2HOCMXNehlmpWjNCoKSuVyyc7Ab9E4xuAX3r/1/VaujlVj1/URFFhLHaD0i0gwOihPo20aW+Gxs1Z73YcAAAAV7z101qt3XVQw/s3U1hwoNtxgDMSEhSgf13YUCu3HdCXiza5HQfAMdD4BuB3duzP1PNTV6lr/Vhd1KKa23GAItG1fmV1rR+r16YnKzUj2+04AAAAJWr97oN6bXqy+raopnMbVHY7DlAk+javppY1ovXi96uVmc0nOwF/Q+MbgN95elKSsnLzNJzFbuAxQ3s3UmpGtt6Y8YfbUQAAAEqMtVaPf7NcwYEBevyiJm7HAYpMQIDR0N6NtTU1U+/MSnE7DoACaHwD8Cu/rNml8b9v0Z3n1lXt2HJuxwGKVNPq0RrQKl5jZq3Tln0ZbscBAAAoEVOWbdNPq3fq/p4NFBcV5nYcoEh1rFtJPRpV0X+nJ2vPwUNuxwGQD41vAH4jMztXj32zTImVInRnt7puxwGKxeHFWl/8frXLSQAAAIpfWlaOnpywXE2rR+mGjrXcjgMUiwd7NdLBQzl6bVqy21EA5EPjG4Df+N9Pa7WOxW7gcTUqRGhQp0R9sWiTkrbudzsOAABAsXrxu9XacSBLIwY0V1AgLQh4U8OqkbqiTYLG/ZqijXvS3Y4DwMG/OgD8Qsqug3p9RrIualFN57DYDTzurm71FBUWrFFTVrodBQAAoNgs35KqsbPX6dr2NdUqIcbtOECx+kfPBgoMMHpu6iq3owBw0PgG4DprrR77ZplCAgP0GIvdoAyIjgjW3d3r6afVOzUreZfbcQAAAIpcXp7VI18tU8VyIRpyYSO34wDFrmp0mAZ3qa3xv2/Rkk373I4DQDS+AfiBSUu3auaaXXrgAha7Qdlxfcdaio8J18gpScrLs27HAQAAKFIfzd+gxRv36ZG+jRUdEex2HKBE3H5uXVUsF6KRk1fKWmp8wG00vgG46kBmtoZPWKFm8VG6/mwWu0HZERYcqH9e2EDLNu/XhCVb3I4DAABQZHalZenZKSvVsU4lXdIq3u04QImJCgvWvT3qac7a3ZqxeqfbcYAyj8Y3AFe9+P1q7UzL0ohLWOwGZU//lvFqUi1Kz01dpaycXLfjAAAAFIlnJiUpIztXT13STMYYt+MAJeraDrVUq1KERk1eqVw+2Qm4ii4TANcs25yqd2en6LoONdWSxW5QBgUEGD3Up5E27c3QuDnr3Y4DAABwxub8sVtf/rZZt59TV/WqlHc7DlDiQoIC9K8LG2rV9gP6YtEmt+MAZRqNbwCuyM2zeuRr32I3/2KxG5RhXetXVtf6sXpterJSM7LdjgMAAHDaDuXk6dGvlyqhYrju7lHP7TiAa/o2r6aWNaL14nerlZnNJzsBt9D4BuCKj+Zt0O+HF7sJZ7EblG1DezdSaka23pjxh9tRAAAATtv/zVyrP3Ye1PB+zRQWHOh2HMA1xhg91Kextu3P1JhZ69yOA5RZNL4BlLidB7L0729Z7AY4rGn1aA1oFa8xs9Zp874Mt+MAAACcso170vXKj2vUu1lVdW9Uxe04gOvOrlNJ5zeuojem/6E9Bw+5HQcok2h8AyhxIyez2A1Q0P0XNJAkvfjdapeTAAAAnBprrR7/ZpmCAowev7iJ23EAv/Fgr0Y6eChHr05b43YUoEyi8Q2gRM3+YxeL3QDHUKNChG7qlKgvf9ukpK373Y4DAABQaFOXb9P0VTv1j54NVC063O04gN+oHxepK9sm6P1f12vD7nS34wBlDo1vACXmUE6eHvt6GYvdAMfxt271FBUWrFFTVrodBQAAoFAOZuXoyQkr1LhalAZ1SnQ7DuB3/tGzgQIDjJ77bpXbUYAyh8Y3gBLDYjfAiUVHBOvu7vX00+qdmpW8y+04AAAAJ/XyD6u1NTVTT1/STEGBtBiAguKiwnRLlzqa8PsW/b5xn9txgDKFf5UAlAgWuwEK5/qOtRQfE66RU5KUl2fdjgMAAHBcSVv3a8ysFF3Tvqba1KrgdhzAb91+bh1VLBeikVOSZC01PlBSaHwDKHYsdgMUXlhwoP55YQMt27xfE5ZscTsOAADAMeXlWT3y1VLFhAfrwV4N3Y4D+LXIsGD9/bz6+nXtHs1YtdPtOECZQeMbQLFjsRvg1PRvGa8m1aL03NRVysrJdTsOAADAX3yyYKMWbdinh/o0VkxEiNtxAL93TfuaSqwUoZFTkpTLJzuBEkHjG0CxOrzYTaOqkSx2AxRSQIDRw30aa9PeDI2bs97tOAAAAEfZnZalUVNWqkPtirrsrHi34wClQkhQgP51YSOt3p6mLxZucjsOUCbQ+AZQrA4vdjNiQHMWuwFOQZf6sepaP1avTU9Waka223EAAACOGDllpQ5m5ejpS5rJGON2HKDU6NO8qlomxOjF71cr4xCf7ASKG10oAMXmz8VuEljsBjgNQ3s3UmpGtt6Y8YfbUQAAACRJc9fu1ucLN+nWc+qoflyk23GAUsUYo4d7N9K2/ZkaM2ud23EAz6PxDaBY5OVZPfr1MkWHB+vBXo3cjgOUSk2rR2tAq3iNmbVOm/dluB0HAACUcYdy8vTo18tUo0K47u1R3+04QKnUoU4lnd84Tm/O+EN7Dh5yOw7gaTS+ARSLTxds1ML1e/VQ70YsdgOcgfsvaCBJevG71S4nAQAAZd3oX9ZpzY40PdmvqcJDAt2OA5RaD/ZqqIOHcvTqtDVuRwE8jcY3gCK35+Ahjfp2pdrXrqjL29RwOw5QqtWoEKGbOiXqy982KWnrfrfjAACAMmrjnnT958fVuqBJnM5rHOd2HKBUqx8XqavaJej9X9dr/e6DbscBPIvGN4AiN3JyktIyWewGKCp/61ZPUWHBGjVlpdtRAABAGfXkhOUKMEZP9GvqdhTAE+47v4GCAgL03NRVbkcBPIvGN4AiNW/dHn22cJNu6VpHDVjsBigS0RHBurt7Pf20eqdmJe9yOw4AAChjvlu+TT8k7dB959dXfEy423EAT4iLCtMtXWtr4pKt+n3jPrfjAJ5E4xtAkcnOzdOjXy9VfEy47j2vnttxAE+5vmMtxceEa+SUJOXlWbfjAACAMuJgVo6GjV+uhnGRuqlzbbfjAJ5y2zl1VKlciJ6ZnCRrqfGBokbjG0CRGf3LOq3enqZh/ZoqIiTI7TiAp4QFB+qfFzbQss37NWHJFrfjAACAMuKVH9doS2qmRgxopuBAWghAUYoMC9bfz6+vuev2aPqqHW7HATyHf7UAFIlNe9P1nx/WqGeTOPVswmI3QHHo3zJeTapF6bmpq5SVk+t2HAAA4HErt+3X6F/W6aq2CWqbWNHtOIAnXdO+pmrHltPIySuVk5vndhzAUwp9SaYxJkpSH0k1JYUV2G2ttU8VZTAApcuTE1ZIkoax2A1QbAICjB7u01gDR8/VuDnrdUvXOm5HAlDKUeMDOJ68PKtHv1qmyLAgDe3dyO04gGcFBwboXxc21N8+WKQvFm3SVe1quh0J8IxCNb6NMZ0lTZAUc5xDrCSKYqCM+n7Fdn2/YruG9m7EYjdAMetSP1Zd68fqtenJuqJtgqLDg92OBKCUosYHcCKfL9ykBev36t+Xt1CFciFuxwE8rXezqmqVEKMXv1+tfi3jFR4S6HYkwBMKO9XJy5JSJLWTFGatDSjwxTsSKKPSD/kWu2kQV16Du7DYDVAShvZupNSMbL0x4w+3owAo3V4WNT6AY9hz8JCemZKkdokVdPlZNdyOA3ieMb5Pdm7fn6Uxs9a5HQfwjMI2vhtLetRau9Bae6g4AwEoXV75MVmb92Xo6Uuas9gNUEKaVo/WgNbxGjNrnTbvy3A7DoDSixofwDGNmpKktMwcPX1JcwUEGLfjAGVC+9oV1bNJnN6Y8Yd2p2W5HQfwhMJ2qTZICi3OIABKn9XbD+jtmWt1RZsaal+bxW6AkvTABQ0lSS9+t9rlJABKMWp8AH8xP2WPPl2wSYO71lbDqpFuxwHKlAd7NVT6oRy9Oi3Z7SiAJxS28f2kpKHO4jcAIGt9i92UDwvSQ30aux0HKHPiY8J1U6dEffnbJiVt3e92HAClEzU+gKNk5+bp0a+WKT4mXH8/r77bcYAyp16VSF3Vrqbe/3W9UnYddDsOUOoVtvF9kaQ4SeuMMRONMe8V+Hq3GDMC8EOfL9ykeSl7NLRXI1VksRvAFX/rVk9RYcEaNWWl21EAlE7U+ACOMuaXdVq1/YCG9WuqiJAgt+MAZdI/zq+v4MAAPffdKrejAKVeYf8l6yLfqu77JTU9xn5bZIkA+L29Bw9p5JSVOqtmjK5sm+B2HKDMio4I1t3d62nE5CTNSt6lzvVi3Y4EoHShxgdwxOZ9GXr5hzU6v3GcejaJczsOUGZViQrTrV1r65Vpybq16z61SohxOxJQahXqim9rbe2TfNUp7qAA/Me/p65Uaka2RgxgsRvAbdd3rKX4mHCNnJKkvDx6VAAKjxofQH7Dxi/3/dmvictJANx2bl1VKheikZOTZC01PnC6CjvVCQBIkhau36OP5m3UzZ0T1bgaU4ICbgsLDtS/LmyoZZv3a8KSLW7HAQAApdAPK7br+xXb9ffz66tGhQi34wBlXvnQIN13fn3NXbdH01bucDsOUGodt/FtjKlpjAnO9/0Jv0ouMgC35OTm6ZGvlqladJjuO7+B23EAOPq1rK6m1aP03NRVysrJdTsOAD9WXDW+MaaXMWaVMSbZGDP0GPtDjTGfOPvnGmMS8+17yNm+yhhzobMtzBgzzxjzuzFmuTHmyXzHjzXGrDPGLHa+Wp3JawKUdemHcvTE+OVqEFdeg7vUdjsOAMfV7Wuqdmw5jZqyUjm5eW7HAUqlE13xvU5Sa+f7FOf2ib4KhaIYKL3Gzk7Rym0H9MTFTVQulMVuAH8REGD0UO/G2rQ3Q+PmrHc7DgD/VuQ1vjEmUNLrknpLaiLpGmNMwbkSBkvaa62tJ+klSc86920i6Wr55hjvJem/zvmyJPWw1raU1EpSL2PM2fnO9y9rbSvna3FhnzyAv3rlx2Rt3pehpy9pruBAPhQO+IvgwAANubCh1uxI0xeLNrkdByiVTtS5ulnSH/m+P+NJhfIVxT0lbZI03xgz3lq7It9hR4piY8zV8hXFVxUoiqtL+sEY00B/FsVpztUrvxhjplhrf3XO9y9r7ednmh0o67amZuil71ere8PKurBpVbfjACigS/1YndOgsl6bnqwr2iYoOjzY7UgA/FOR1/iS2ktKttaulSRjzMeS+kvKX+P3lzTM+f5zSa8ZY4yz/WNrbZakdcaYZEntrbVzJKU5xwc7X0xyChSx1dsP6O2Za3VFmxpqX7ui23EAFNCrWVW1rhmjF79frYtbVldECBegAafiuO8Ya+27+b4fW0SPR1EMlFLDJ6xQTp7V8P7N5HtLAvA3Q3s1Ut9XZ+qNGX9oaO9GbscB4IeKqcaPl7Qx3+1Nkjoc7xhrbY4xJlVSJWf7rwXuGy8duWhmoaR6kl631s7Nd9wIY8zjkn6UNNT5P8JRjDG3SbpNkuLi4jRjxozTfX6nJS0trcQfE8XDq2NprdXIeZkKDbQ6J3qPJ59jQV4dy7KqrIxn72q5emZDlh4dN0396oa4HadYlJWxLAv8bSxL+ldFFMXH4G8/FDh9Xh3L33fmaMqyLF1WP1h/LJl35DIxL/PqWJZVZWk8O1UL0tsz/1B9bVGlcO99XLksjaXXMZY4GWttrqRWxpgYSV8ZY5pZa5dJekjSNkkhkt6S9KCk4ce4/1vOfrVt29Z269athJL7zJgxQyX9mCgeXh3LzxZs1Oq9SzTq0ua6uH3ZWLbLq2NZVpWV8ewmacGBBfruj9165KqOqlQ+1O1IRa6sjGVZ4G9jWejGtzGmiqRrJDWUFFZgt7XWDi7KYKeCohj+wotjmXEoV4+9/JPqVi6nkTeeo5Ag7zXSjsWLY1mWlaXxrN8qQ92fn6HZByrphd4t3Y5T5MrSWHodY+kfiqjG3ywpId/tGs62Yx2zyRgTJCla0u7C3Ndau88YM12+OcCXWWu3OruyjDHvSPpnITICyGfvwUMaOWWl2tSqoCvbJpz8DgBcNaRXI1348s96dVqyhvVr6nYcoNQoVOPbGNNQ0hzn+HKSdkmqKClQ0l5JqYV8PIpioJR5fXqyNu7J0Ie3digzTW+gNIuPCddNnRL11sy1uqVrbTWuFuV2JAB+qghr/PmS6htjastXn18t6doCx4yXdKPzeJdLmmattcaY8ZI+NMa8KN86PvUlzTPGVJaU7dT34fKtEXR4Qcxq1tqtznSIl0hadjrPHyjLnv12pVIzsvX0Jc0UEMA0hoC/q1elvK5ql6D3f12vQZ0SlRhbzu1IQKlQ2C7Wc/IVtHGSjHwrtodLukVSuqQBhTzPkaLYGBMiX1E8vsAxh4tiKV9R7Gy/2hgT6hTVR4pi50pv5SuKVzq3qzl/UhQDpyF5R5r+9/MfurR1vDrVjXU7DoBC+lu3eooKC9aoKSvdjgLAvxVJjW+tzZF0t6SpkpIkfWqtXW6MGW6M6eccNlpSJWednvslDXXuu1zSp/Kt+fOtpLucT3NWkzTdGLPEyfi9tXaic64PjDFLJS2VFCvp6dN/CYCyZ+H6Pfp4/kbd3DmRX5ADpch959dXSFCAnpu6yu0oQKlR2KlO2km6Q9Lh+bEDnAJ3jHM1xsuSup/sJM6c3YeL4kBJYw4XxZIWWGvHy1cUj3OK4j3yNcflHHe4KM6RUxQ7ze13nXm+A+QrtPMXxZXlK+QXO88BQCFYa/XY18sUHhyoh/s2djsOgFMQHRGse3rU09OTkjQreZc61+MXVwCOqUhqfEmy1k6WNLnAtsfzfZ8p6Yrj3HeEpBEFti2R1Po4x/coTCYAf5Wdm6dHvlqmatFhuu/8Bm7HAXAKqkSG6daudfSfH9folg171bpmBbcjAX6vsFd8l5e0x1qbJ99HHvP/D3q+fEVzoVhrJ1trG1hr6zpFrqy1jztNb1lrM621V1hr61lr21tr1+a77wjnfg2ttVOcbUusta2ttS2stc2stcPzHd/DWtvc2T7QWptW2JxAWff14s2as3a3hvRqpFgPLp4BeN31HWspPiZcI6ckKS/Puh0HgH8qshofQOkwdlaKVm47oCcubqpyoYVe8guAn7j1nDqKLR+ikVNWyjc5AoATKWzjO0VSVef7VTr6ao2LJO0rukgA3Jaanq0Rk5LUMiFG15aRFd4BrwkNCtS/LmyoZZv3a8KSLW7HAeCfUkSND5QZW/Zl6KUfVqtHoyq6sGmc23EAnIbyoUH6+/kNNG/dHv2YtMPtOIDfK2zj+3v55s6WpBcl3WSMWWWMWS7p75LGFEc4AO547ruV2nPwkEaw2A1QqvVrWV1Nq0fpuamrlJWT63YcAP6HGh8oQ4ZPWKE8a/Vkv6byLYMFoDS6ul2C6sSW06hvVyonN8/tOIBfK2zj+yFJ/5Qka+2nkvrL9/HHVZLulPREsaQDUOIWb9ynD+Zu0I2dEtUsPtrtOADOQECA0UO9G2vT3gyNm7Pe7TgA/A81PlBGTFu5Xd8u36Z7etRXQsUIt+MAOAPBgQEa0quhknek6fOFm9yOA/i1k07q5Swa2UjSkc9JW2snSJpQjLkAuCAnN0+PfLVUVSJDdX9PFrsBvKBL/Vid06CyXp2WrCvaJCg6ItjtSAD8ADU+UHZkHMrV498sV70q5XVr1zpuxwFQBC5sWlVn1YzRi9+vVr9W1RURwpz9wLEU5opvK2mBjrOqOgDvGDs7Rcu37NdjFzVRZBjNMcArhvZqpAOZ2frPj2vcjgLAf1DjA2XEyz+u1qa9GXqqfzOFBBX2Q98A/JkxRo/0bawdB7L0xow/3I4D+K2T/qvnrPK+UVK54o8DwC0b96Trhe98i930bV7N7TgAilCT6lG6un1NvTcnRck7DrgdB4AfoMYHyoZlm1P19sx1uqptgjrWreR2HABFqE2tiurfqrr+9/NabdyT7nYcwC8V9te9/5N0nzEmpDjDAHCHtVYPfblUgQFGT1/SjMVuAA96oGcDRYQE6skJK2StdTsOAP9AjQ94WHZunoZ8vkQVy4Xo4T6N3Y4DoBgM7d1IgcZoxKQkt6MAfqmwkwBFSqoraa0x5ltJW+X7eORh1lrL4jdAKfX5wk36JXmXnurfVNVjwt2OA6AYVCofqvvOb6DhE1foh6Qd6tkkzu1IANxHjQ942P/NXKsVW/frzYFnscYH4FHVosN1V/e6ev671ZqdvEud6sW6HQnwK8dtfBtj1koaYK39XdLD+XbdfIzDrVj1HSiVdhzI1FMTV6hdYgVd16GW23EAFKPrO9bSR/M26OlJK3ROg1iFBgW6HQlACaPGB8qGtTvT9PIPa9SraVX1asY0hoCX3dK1jj6ev1FPTlihSfd2UVAgc/kDh53o3ZAoKVSSrLUBJ/nif85AKTVs/HJl5uRp1GUtFBDAFCeAlwUHBujxi5to/e50jf5lndtxALgjUdT4gKfl5VkN/WKpwoICNLx/U7fjAChmYcGBerRvY63afkAfzN3gdhzAr/BrIKAMm7p8myYv3aa/n1dfdSuXdzsOgBLQtX5l9WwSp9emJWv7/ky34wAAgCL24bwNmpeyR4/2baIqUWFuxwFQAi5sWlWd6lbSi9+v1t6Dh9yOA/iNkzW+Wf0K8KjUjGw99vUyNa4WpdvOqeN2HAAl6NG+jZWTa/XslJVuRwHgDmp8wKO2pmZo1JSV6lyvkq5oW8PtOABKiDFGT1zcVGlZOXrh+1VuxwH8xskWt3zSGLOrEOex1tobiyIQgJIxakqSdqVl6e0b2yqYOcCAMqVWpXK6pWtt/XfGHxrYsZbOqlnB7UgAShY1PuBB1lo99vUy5eTlaeSAFjKGaQyBsqRh1UgN7FBT435dr2vb11KT6lFuRwJcd7LGdytJWYU4D1eNAKXInD9266N5G3XbOXXUokaM23EAuOCu7vX0xaJNenL8cn31t87M8Q+ULa1EjQ94zsQlW/VD0g490qexalaKcDsOABf8o2cDjf99i56csFwf33Y2vwBDmXeyyzwvsdbWLsQX8yQApURmdq4e+nKJalWK0D/Ob+B2HAAuKRcapKG9G+n3Tan6fNEmt+MAKFnU+IDH7D14SMPGL1eLGtG6qXOi23EAuCQmIkT3X9BQc9ft0eSl29yOA7iO+Q2AMualH1YrZXe6Rg5orvCQQLfjAHDRJa3idVbNGP3721U6kJntdhwAAHCanpq4QqkZ2Xr2shYKYhpDoEy7tn1NNaoaqWcmJynjUK7bcQBX8S8iUIYs25yqt2eu01VtE9SpXqzbcQC4zBijYf2aavfBLL06LdntOAAA4DTMWLVDX/62WXd2q6vG1ZjTFyjrAgN8Nf7mfRn6389/uB0HcBWNb6CMyM7N05DPl6hiuRA93Kex23EA+IkWNWJ0RZsaemfWOq3dmeZ2HAAAcAoOZuXoka+WqW7lcrq7Rz234wDwE2fXqaS+zavpzZ/+0OZ9GW7HAVxz3Ma3tTbAWjuvJMMAKD7/N3OtVmzdr6f6N1V0RLDbcQD4kX9d2EhhQYF6auIKt6MAKGbU+IC3PDd1lbakZujZy1ooNIhpDAH86aE+jWSt9MzkJLejAK7him+gDFi7M00v/7BGvZtVVa9m1dyOA8DPVI4M1b3n1df0VTs1feUOt+MAAIBCWLh+r96dk6Lrz66ltokV3Y4DwM/UqBChO86tq0lLturXtbvdjgO4gsY34HF5eVZDv1yqsKAAPdm/qdtxAPipGzslqk7lcnpq4godyslzOw4AADiBrJxcDf1iiapFhWlIr0ZuxwHgp+44t66qR4fpyQkrlJtn3Y4DlDga34DHfThvg+at26NH+zZRlcgwt+MA8FMhQQF67KImWrvroMbOXud2HAAAcAL/nf6H1uxI04gBzVU+NMjtOAD8VHhIoB7u21hJW/fr4/kb3I4DlDga34CHbU3N0KgpK9W5XiVd0baG23EA+LnuDauoR6MqeuXHZO04kOl2HAAAcAyrth3Qf2ck65JW1dW9URW34wDwc32bV1OH2hX1/NRVSk3PdjsOUKLOqPFtjKlUVEEAFC1rrR77eply8vI0ckALGWPcjgSgFHjsoibKysnVc9+ucjsKAJdQ4wP+KzfP6sEvligyLFiPX8w0hgBOzhijJy5uqtSMbL30w2q34wAlqlCNb2PMrcaYf+W73dwYs0nSDmPMAmNM1WJLCOC0TFyyVT8k7dADPRuqZqUIt+MAKCVqx5bTzZ1r67OFm/T7xn1uxwFQjKjxgdJn7OwULd64T09c3EQVy4W4HQdAKdGkepSuaV9T435dr9XbD7gdBygxhb3i+x5JGfluvyhpn6T7JEVLGl6kqQCckb0HD2nY+OVqUSNaN3VOdDsOgFLm7h71FFs+VMMmLFcei+AAXkaND5QiG/ek6/mpq9S9YWX1a1nd7TgASpkHLmiociGBGj5hhaylxkfZUNjGdy1JKyXJGBMt6VxJQ6y1r0p6QtKFxRMPwOl4atIKpWZk69nLWigokKn8AZyayLBgPdiroX7bsE9fL97sdhwAxYcaHyglrLV6+KulCjDS0wOaM40hgFNWsVyI7u/ZQL8k79J3K7a7HQcoEYXtiAVIynO+7yLJSprh3N4oiRU1AD/x0+qd+nLRZt1xbl01rhbldhwApdRlZ9VQy4QYjZqyUmlZOW7HAVA8qPGBUuKLRZs1c80uPdi7keJjwt2OA6CUGnh2LTWIK6+nJ61QZnau23GAYlfYxvcaSX2d76+WNNtam+7cri5pT1EHA3DqDmbl6OEvl6pO5XK6u0c9t+MAKMUCAoyGXdxEOw5k6fXpyW7HAVA8qPGBUmDngSw9NXGF2taqoIEdarkdB0ApFhQYoCcubqqNezI0+pd1bscBil1hG9/PS7rPGLNL0rWSXs23r7ukJUUdDMCpe/67Vdq8L0PPXtZCYcGBbscBUMq1rllBl54Vr9Ez1yll10G34wAoetT4QCkwbPxyZRzK1ajLWigggClOAJyZzvVidWHTOL0+PVnbUjPdjgMUq0I1vq21H8o3599ISd2ttV/m271dRxfJAFywaMNejZ2dohs61lK7xIpuxwHgEUN7NVJwoNHTk5LcjgKgiFHjA/7vu+XbNGnpVt17Xj3Vq1Le7TgAPOLRvk2Uk2c1ago1Pryt0KveWWt/sda+YK39ucD2J6y1k4s+GoDCOpSTp6FfLFG1qDAN6dXI7TgAPKRKVJju7lFfPyRt18+rd7odB0ARo8YH/Nf+zGw99s0yNaoaqdvPret2HAAeklAxQrd1raOvF2/RwvXMbAbvKlTj2xjTyRhzUb7blYwxHxljlhpjnjfGMKcC4KL/zkjW6u1pGjGgucqHBrkdB4DH3NwlUYmVIjR84gpl5+ad/A4ASgVqfMC/jZy8UjsPZOnfl7dQcGChr1kDgEL5W/e6qhoVpmHjVygvz7odBygWhf3Xc5SkNvluPyepj6TVku6U9HAR5wJQSKu3H9Dr05PVv1V1dW9Uxe04ADwoNChQj/ZtouQdaXpvznq34wAoOtT4gJ/6de1ufTRvgwZ3qa0WNWLcjgPAgyJCgvRQn0ZaujlVny3c6HYcoFgUtvHdWNICSTLGBEu6XNI/rLWXSXpEvsVwAJSw3DyrIZ8vUfnQID1+URO34wDwsPMaV9E5DSrr5R9Wa3dalttxABQNanzAD2Vm52roF0tUs2KE7u/Z0O04ADysX8vqalurgp6bukr7M7PdjgMUucI2vstL2u98315SOUkTnduLJNUs4lwACuHd2SlavHGfnri4qSqVD3U7DgAPM8bo8YuaKONQrp7/bpXbcQAUDWp8wA+99MNqpexO16hLmys8hBmHABQfY4yG9Wuq3QcP6ZUf1rgdByhyhW18b5bU0vm+t6Rl1todzu0KktKLOhiAE9u4J13PTV2lbg0rq3+r6m7HAVAG1KtSXjd2StTH8zdq2eZUt+MAOHPU+ICfWbY5VW/PXKer2iaoU71Yt+MAKAOaxUfrqrYJGjs7Rck70tyOAxSpwja+P5L0jDHmc0n3S3o/376zJPFrIaAEWWv18FdLFWCkEQOayxjjdiQAZcS959VXxYgQDRu/XNayCA5QylHjA34kOzdPQz5foorlQvRwn8ZuxwFQhvzzwoYKDwnUUxNXUOPDUwrb+B4m6VlJofItgvNSvn0tJX1WtLEAnMiXizZr5ppdGtKrkeJjwt2OA6AMiQ4P1r8ubKgF6/dq/O9b3I4D4MwMEzU+4Df+b+Zardi6X0/1b6roiGC34wAoQ2LLh+rv59XXT6t3atrKHSe/A1BKBBXmIGttrqQRx9l3SVEGAnBiu9Ky9NSkFWpTq4KuP7uW23EAlEFXtE3Q+3PXa+TklerZJE4RIYUqJwD4GWp8wH+s3Zmml39Yo15Nq6pXs2puxwFQBt3YKVEfzdugpyauUJf6sQoNYo0BlH6FveJbkmSMaWaMucsY85jzZ9PiCgbg2IaNX670rFw9e1lzBQQwxQmAkhcYYDTs4qbatj9Tb8z4w+04AM4QNT7grrw8q6FfLlVYUICG9+ftB8AdwYEBevzipkrZna53ZqW4HQcoEoW6RMsYEyRprKRrJOXvtFljzIeSBjlXjAAoRj+s2K6JS7bqgZ4NVK9KpNtxAJRhbRMrqn+r6vrfz2t1ZdsEJVSMcDsSgFNEjQ/4hw/nbdC8dXv07GXNVSUqzO04AMqwcxtU1vmNq+jVH9fo0tbx/J2EUq+wV3w/IelKSY9Lqi0p3PnzcUlXOX8CKEb7M7P16NfL1KhqpG4/t67bcQBAQ3s3UqAxGjEpye0oAE4PNT7gsq2pGRo1ZaU61a2kK9smuB0HAPRo3ybKzrV69ttVbkcBzlhhG98DJT1trR1hrV1vrc1y/hwh6WlJNxRfRACS9OyUldpxIFPPXtZCIUGnNEsRABSLatHhuqt7XX27fJtmJ+9yOw6AU0eND7jIWqvHvl6mnLw8jbq0hYxhGkMA7kuMLaebu9TWF4s26bcNe92OA5yRwnbPqkuafZx9s539AIrJ3LW79cHcDbq5c221TIhxOw4AHHFL1zpKqBiuJyesUE5unttxAJwaanzARROXbNUPSTv0QM+GqlmJKcMA+I+7e9RTlchQDZuwQnl51u04wGkrbON7i6TOx9nXydkPoBhkZufqoS+XKqFiuO6/oIHbcQDgKGHBgXqkTxOt2n5AH8zd4HYcAKeGGh9wyd6DhzRs/HK1qBGtmzonuh0HAI5SPjRID/ZqpN837tOXv212Ow5w2grb+P5A0iPOSu91jDHhxpjaxpiHJD0iaVzxRQTKtld+XKO1uw5q5IAWiggp1Hq0AFCiLmwap871KunF71dr78FDbscBUHjU+IBLnpq0QqkZ2Xr2shYKCmQaQwD+Z0DreLVKiNGz365UWlaO23GA01LYf2GHSfpc0pOS1khKk5QsaYSz/aniCAeUdcs2p+p/P6/VFW1qqEv9WLfjAMAxGWP0xMVNlZaVoxe+ZxEcoBQZJmp8oMT9tHqnvly0WXecW1eNq0W5HQcAjikgwGhYv6baeSBLr05b43Yc4LQU6vJRa22OpGuNMSMknSOpoqQ9kn621i4vxnxAmZWTm6ehXy5RhYgQPdq3idtxAOCEGsRF6vqza+m9OSm6tn0tNanOf+QBf0eND5S8g1k5evjLpapTuZzu7lHP7TgAcEKtEmJ0eZsaGvPLOl3drqZqx5ZzOxJwSk7pM1XW2uXW2jecld/fsNYuN8acb4xZUlwBgbLq7V/Wadnm/Rrev6miI4LdjgMAJ/WP8xsoOjxYT05YLmtZBAcoLajxgZLz3NRV2pKaoX9f1kJhwYFuxwGAkxrSq6FCgwL19MQVbkcBTllRTCYWLalpEZwHgGPdroN66fvVuqBJnHo3q+p2HAAolOiIYD1wQUPNXbdHk5duczsOgDNDjQ8UsYXr9+rdOSm6/uxaaptY0e04AFAoVSLDdE+Pevpx5Q7NWLXD7TjAKWEVDcDPWGv10JdLFBIUoKcuaSZjjNuRAKDQrmlfU42rRemZyUnKOJTrdhwAAPxCVk6uhn6xRNWiwjSkVyO34wDAKRnUOVGJlSI0fOIKHcrJczsOUGg0vgE/8/H8jfp17R490qex4qLC3I4DAKckMMBo2MVNtHlfhv738x9uxwEAwC/8d/ofWrMjTSMGNFf50EIttQUAfiM0KFCPXdREa3ce1HtzUtyOAxQajW/Aj2zfn6lnJiepY51KuqpdgttxAOC0dKhTSX1bVNObP/2hzfsy3I4DAICrVm07oP/OSFb/VtXVvVEVt+MAwGnp0aiKzm1QWf/5YY12HshyOw5QKMdtfBtj6hTmSxITEANFwFqrx75epkM5eRp5aXOmOAFQqj3cp7Ek6ZnJSS4nAZAfNT5QsnLzrB78YonKhwbp8YuauB0HAE6bMUaPXdREGdm5en7qKrfjAIVyos9YJUuyhTiHKeRxAE5gyrJt+m7Fdj3Uu5ESY8u5HQcAzkh8TLjuOLeuXv5hja4/e7fOrlPJ7UgAfKjxgRI0dnaKFm/cp/9c3UqVyoe6HQcAzki9KuU1qFOiRs9ap4Fn11LzGtFuRwJO6ESN75uK4wGNMb0k/UdSoKS3rbWjCuwPlfSepDaSdku6ylqb4ux7SNJgSbmS7rXWTjXGhEn6WVKofM/nc2vtE87xtSV9LKmSpIWSrrfWHiqO5wWciX3ph/T4N8vVPD5ag7vUdjsOABSJ28+pq88WbNKTE1Zo4j1dFBjAJ1kAP0CND5SQjXvS9fzUVeresLL6tazudhwAKBL3nl9fXy/erGETluvzOzryaXX4teM2vq217xb1gxljAiW9LqmnpE2S5htjxltrV+Q7bLCkvdbaesaYqyU9K+kqY0wTSVdLaiqpuqQfjDENJGVJ6mGtTTPGBEv6xRgzxVr7q3Pfl6y1Hxtj3nTO/UZRPy/gTI2YlKS96Yf07s3tFBTI1PsAvCE8JFAP92msuz5cpI/mbdDAs2u5HQko86jxgZJhrdXDXy1VgJGeHsA0hgC8IyosWP+6sKEe/GKpxv++Rf1bxbsdCTiuku6wtZeUbK1d61yV8bGk/gWO6S/pcEH+uaTzjK9K6C/pY2ttlrV2nXwf02xvfdKc44OdL+vcp4dzDjnnvKSYnhdw2n5Zs0ufLdyk28+po6bV+ZgQAG/p07yqOtSuqBe+W6XU9Gy34wAoHtT4QAFfLNqsmWt26cHejRQfE+52HAAoUle0SVDz+GiNnLxS6Ydy3I4DHNeJpjopDvGSNua7vUlSh+MdY63NMcakyvcxxnhJvxa4b7x05CqThZLqSXrdWjvXGBMraZ+1Nqfg8QUZY26TdJskxcXFacaMGaf7/E5LWlpaiT8misepjmVWjtWjszJUNcKoVfBWzZixrfjC4ZTwvvQWxtNdF1XP0+PrsvXA2Gka2OTM5jdlLL2DsfQUavxj4GfcO051LFOzrJ74JV31YwJUI3OdZsxIKbZsODW8L72F8XRXvxq5GjE3Uw+OnabLGoSc0bkYS+/wt7Es6cZ3sbDW5kpqZYyJkfSVMaaZpEJ3EK21b0l6S5Latm1ru3XrVhwxj2vGjBkq6cdE8TjVsXxq4grtzFinT247Wx1Y+M2v8L70FsbTfatyl+qjeRv1r0vbqGHVyNM+D2PpHYwlToYaH/7iVMfyrg8XKTsvU2/c3FX1qpQvvmA4ZbwvvYXxdFc3ScuzftPkZdv0r8vaq2aliNM+F2PpHf42liU91clmSQn5btdwth3zGGNMkKRo+RbAOel9rbX7JE2X1Mu5T4xzjuM9FuCaxRv36Z1Z63Rdh5o0vQF43gM9G6p8aJCGT1wua63bcQAULWp8wPHd8m2atGSr7ulRj6Y3AM8b2ruxggKMRkxecfKDAReUdON7vqT6xpjaxpgQ+RayGV/gmPGSbnS+v1zSNOv7H/J4SVcbY0KdldzrS5pnjKnsXAUiY0y4fIvqrHTuM905h5xzflN8Tw0ovEM5eXrw8yWqEhmmob0buR0HAIpdhXIhur9nA81K3q2py7e7HQdA0aLGByTtz8zWY98sU6Oqkbr93Lpux8H/t3ff0VVVeRvHn51eSCEJBAidhBI6JIAUe0FUsKBSFBAERkUsM/OKg+PYGMuMDWVUFAQLIKOOg4JtVERQNJGe0ELvnYQQ0vf7R64MMqgBkntuTr6ftVgm556b+2TtgD8ezt0HQKWrExWiOy5I1KcZe7Qoa7/TcYD/4dXi27MX3xhJn0paLWm2tTbDGPOIMaav57QpkmKNMVmS7pU0zvPcDEmzJWVK+kTSHZ63P9aV9JUxZoXKhu7PrbUfeb7WfZLu9XytWM/XBhz38tcbtHbPET12dRtFhAQ6HQcAvGJw14ZqER+hCfMylV9U4nQcABWEGR8o8/i8Ndp3pEBP9W+noABvX2MGAM4Y0bOJGsaE6eEPM1RcUup0HOBnvL7Ht7V2nqR5Jx178ISP8yVd/wvPnSBpwknHVkjq+Avnb1TZXeYBn5G194he/DJLV7Wvp4uT452OAwBeE+Dvp79claxBr32v177ZqDEXJjkdCUAFYcZHdbd44wHN/GGrRvZqonb1o52OAwBeExLor/FXtNLoN3/UW4u3aFiPJk5HAo7jn6EBLyottbrvvZUKC/bXX65KdjoOAHhd98Q49W5dR5O+2qBd2cecjgMAwFnLLyrRuPdWqGFMmO69pIXTcQDA6y5NjlfPxDg98/k6HTxa6HQc4DiKb8CL3ly8RT9uOaQHr0xWXI1gp+MAgCPGX9FKJdbqiY/XOB0FAICz9tx/1mvzgTw9fm1bhQb5Ox0HALzOGKO/XJWso4UlevqztU7HAY6j+Aa8ZPuhPD31yRqd27yWrumY4HQcAHBMg5gwjT63qf69bKfSNx90Og4AAGds5fZsvfrNRt2QUl89EuOcjgMAjkmKj9DN3Rpp5g9blbkzx+k4gCSKb8ArjhYUa/SbP0qS/npNGxljHE4EAM667fxmqhsVooc+zFBJqXU6DgAAp23fkQL97q0fFVcjSOP7sI0hANxzcXNFhQbqoQ8zZC0zPpxH8Q1UspJSq7tmLdXqXTl6cVAn1a8Z5nQkAHBcWFCAxl3eUqt25Oif6ducjgMAwGk5VliiW99I14GjBXp1SIqiwgKdjgQAjosKC9QfLmuhHzYd1NyVu5yOA1B8A5VtwtzV+s/qvXqob2td0LK203EAwGf0bV9PqY1r6m+frlX2sSKn4wAAUC6lpVb3zl6mFdsP6/kBHdWufrTTkQDAZwxIbajkupH669zVOlZY4nQcVHMU30Almv7tZk1dtEnDezTRkHMaOx0HAHxK2U1wWutgXqEmfrHe6TgAAJTLk5+u0cerdmt8n1a6rHUdp+MAgE/x9zN6qG9r7czO18tfb3A6Dqo5im+gkny5Zo8e/jBDF7eK1/grWjkdBwB8UpuEKA1IbaDp325W1t4jTscBAOBXzfxhq175eqNu6tZQI3o2cToOAPikLk1idGW7unr56w3afijP6Tioxii+gUqQsTNbd85YquR6kXp+QAf5+3EzSwD4JX+4tIVCg/z1yEeruQkOAMBnfbN+nx74YJXOa15LD13VmhvWA8Cv+FOfVjJGenzeGqejoBqj+AYq2O7sfI2Ylq7I0EBNGZqq8OAApyMBgE+LrRGsuy9urgXr9nETHACAT1q7+4huf2uJkmrX0IuDOirAn79KA8CvqRcdqtvOS9Tclbv01Zq9TsdBNcX/rYEKlF9sNXxamo7kF2nqsFTFR4Y4HQkAqoQh5zRS+wbR+uM/V2jVjmyn4wAAcNzhglINn5am0CB/TR2WqoiQQKcjAUCVMPq8pmpZJ0JjZy7V2t1sawjvo/gGKkhJqdVLywu0ZneOXhzcSa3qRjodCQCqjEB/P706pLNiwoM0YnqadmUfczoSAAA6Vlii55cU6ODRQk0Zmqp60aFORwKAKiMksOwfDEOC/DV8Wpr2HSlwOhKqGYpvoII8+lGmlu8r0cP92uiCFrWdjgMAVU7tiBBNGZaiowUlGj4tXUcLip2OBACoxkpLre5+Z6k2Z5dq4sCOals/yulIAFDl1IsO1ZShKTpwtEAj30hXflGJ05FQjVB8AxXg9UWbNO3bzbqscYBu7tbI6TgAUGW1rBOpFwd11NrdORo7c6lKSrnZJQDAGU98skafZuzRwJZBuiQ53uk4AFBltasfrecHdNTy7Yf1+9nLVcqMDy+h+AbO0her9+jRjzJ1SXK8bmwR5HQcAKjyzm9RWw/3ba0v1uzVY3MznY4DAKiG3v5+iyYv2Kgh5zTSJY24WT0AnK3LWtfR/Ze31NyVu/T052udjoNqguIbOAurdmTrzplL1bpelJ4f0EF+xjgdCQBc4eZzGuuWHo31+qLNeuO7zU7HAQBUI1+v26cH/52hC1rU0oNXJssw4wNAhRjZq6kGdmmgSV9t0Oz0bU7HQTXAP10DZ2hX9jGNmJ6m6NBATRmaorAgfjsBQEV64IpkbT2Qp4fmZKhhTJjO5/4JAIBKtmZ3ju54e4max0fohUGdFODPtWIAUFGMMXqkXxttO3hMf3p/perXDFX3ZnFOx4KL8X9x4AzkFhR7brxWoqm3pKp2ZIjTkQDAdfz9jCYO7KiWdSI1ZsZSrdmd43QkAICL7c3J1/DX0xQe7K+pw1JUI5gLWwCgogX6+2nS4E5qHBeu295aog37cp2OBBej+AZOU3FJqe6csUTr9hzRpMGd1LJOpNORAMC1woMDNGVYisKD/TViWroOF5Q6HQkA4EJ5hcW69Y10HT5WpClDU1U3KtTpSADgWlGhgXp9WKoC/IyGT0vTkUJudonKQfENnAZrrR75KFNfrd2nR/q11nnNazkdCQBcr25UqKYMTdXBo4V6fkmBjhWWOB0JAOAiJaVWd81aplU7svXCwI5qkxDldCQAcL0GMWGaPCRFu7Lz9cLSfBUUM+Oj4lF8A6eh7CZrWzSyVxMN7trI6TgAUG20SSi7ifDm7FLdO3uZSku5KgQAUDEen7dan2fu0Z+vTNZFreKdjgMA1UbnRjX19PXtte5Qqca9t1LWMuOjYlF8A+X0eeYePTo3U5e1jtf9l7dyOg4AVDuXtq6jG1sE6eNVu/XUp2udjgMAcIE3F2/Raws3aVj3xrqlRxOn4wBAtXNV+3q6NilQ/1q6Qy98meV0HLgMd+sAymHl9myNnblU7RKi9NyNHeXnZ5yOBADV0mWNA+QXXUcvf71BTeLCdGNqQ6cjAQCqqK/W7tVf/r1KF7WsrT9fmex0HACotq5qGihF1NYzn69To9gw9euQ4HQkuATFN/Abdh4+phHT0xQTHqRXh6YoNMjf6UgAUG0ZY/Rw39badjBP4/+1Sg1qhql7YpzTsQAAVUzmzhyNeXuJWtWN1MSBHeXPhS0A4BhjjB6/tq22HzqmP/5zhRKiQ5XSOMbpWHABtjoBfkVuQbGGT0vTscISTR2WqtoRIU5HAoBqL9DfT5MGd1KTuHD97q0flbU31+lIAIAqZE9OvkZMT1NESKCmDE1VeDDXgwGA04ID/PXKTZ1VLzpEo978UVsP5DkdCS5A8Q38guKSUo2ZsUTr9+Zq0uBOalEnwulIAACPyJBATR2WqqAAPw2flqYDuQVORwIAVAF5hcUaMT1N2ceKNGVYiupEcWELAPiKmuFBmjosVaXW6pZpPyj7WJHTkVDFUXwDp2Ct1UMfZmj+2n167Oo2Ord5LacjAQBO0iAmTJOHpGhPTr5Gv/mj8otKnI4EAPBhJaVWY2cuU+bOHL04qKNa14tyOhIA4CRNa9XQyzd11taDebr97R9VVFLqdCRUYRTfwClMWbhJby3eqtHnNtXALtw4DQB8VaeGNfX0De2VvuWQ7ntvhay1TkcCAPioCXNX6z+r9+gvV7XWhS3jnY4DAPgF3ZrG6vFr22lR1gE98K9VzPg4Y2xmBpzks4zdmjBvtS5vU0f39W7pdBwAwG+4sl09bTmQp799ulaNY8N1zyXNnY4EAPAxb3y3WVMXbdItPRpraPfGTscBAPyG/p3ra/P+o3rxqyw1rRWu0ec1czoSqiCKb+AEK7Yf1l2zlqld/Wg9c0MH+XF3dwCoEm4/v5k27juq579YryZx4bq6Y4LTkQAAPuKrNXv10JwMXdyqth64ItnpOACAcrr3kubafOConvhkjRrFhql3m7pOR0IVw1YngMeOw8c0Ynq6YsKD9NqQFIUG+TsdCQBQTsYYPX5tW3VtEqP/e3eF0jYfdDoSAMAHZO7M0ZgZS9SqbqSeH9BR/lzYAgBVhp+f0d+vb68ODaJ19zvLtHzbYacjoYqh+AYkHckv0vDX05RfWKLXb0lVrYhgpyMBAE5TUICfXrm5sxJqhmrUG+nacuCo05EAAA7anZ2v4dPSFBkaqKnDUhUezBueAaCqCQn01+SbUxRXI1i3vpGuHYePOR0JVQjFN6q94pJS3TFjqTbsy9VLN3VW8/gIpyMBAM5QdFiQpg5LlZV0y7Q0ZecVOR0JAOCAowXFGjE9TUfyizRlaKriI0OcjgQAOEO1IoL1+rBU5ReWaMS0sj/bgfKg+Ea1Zq3Vg3MytGDdPj12dRv1TIpzOhIA4Cw1iQvX5JtTtO1gnn731o8qLC51OhIAwItKSq3Gzlyq1bty9OKgTkquF+l0JADAWUqKj9A/buqk9XtzdefMpSouYcbHb6P4RrX22jebNOP7rfrdec00oEtDp+MAACpIlyYxevK6dvpu4wE98MFKWWudjgQA8JJHP8rUF2v26uG+rXVBy9pOxwEAVJBeSbX0aL82mr92nx79KNPpOKgC2OQM1dYnq3brrx+vVp+2dfR/l7VwOg4AoIJd26m+Nu8/qolfZqlxXLhuPz/R6UgAgEo2bdEmTft2s0b0bKKbz2nsdBwAQAUb1LWhNu3P1avfbFKTuHAN69HE6UjwYRTfqJaWbzusu99Zqvb1o/XMDR3kx93dAcCV7rmkuTYdyNNTn6xV49hw9Wlb1+lIAIBK8sXqPXrko0xd3Cpef+rTyuk4AIBKMu7yVtpyIE+PfJSphrFhurBlvNOR4KPY6gTVzvZDeRoxPV1xNYL12tAUhQT6Ox0JAFBJjDH6W/926tQwWve8s0zLth12OhIAoBKs2pGtO2cuVXK9SE0c2EH+XNgCAK7l72f03IAOSq4XqTEzlipzZ47TkeCjKL5RreTkF2nEtHQVFJfo9WGpiqsR7HQkAEAlCwn016tDUlQ7Mli3Tk/X9kN5TkcCAFSgXdnHNGJ6mqJDAzVlaKrCgnhjMwC4XVhQgKYMTVVUaKBGTE/Tnpx8pyPBB1F8o9ooKinVHW8v0YZ9uXr5ps5Kio9wOhIAwEtiawTr9WGpKigu0Yhp6crJL3I6EgCgAuQWFGvEtHQdLSjRlGGpio8McToSAMBL4iNDNGVoqnKOFenW6enKKyx2OhJ8DMU3qgVrrR789yp9s36//npNW/VIjHM6EgDAyxJrR+jlmzprw75cjZmxVMUlpU5HAgCcheKSUo2duVRr9xzRi4M6qlXdSKcjAQC8LLlepF4Y1FEZO7N196xlKim1TkeCD6H4RrUwecFGzfxhm24/v5luSG3gdBwAgEN6JMbp0avbaMG6fXrowwxZy2AMAFXVY3NX68s1e/VQ39Y6v0Vtp+MAABxyYct4/fnKZH2WuUdPfrLG6TjwIWx+Btf7eOUuPf7xGl3Rrq7+cGkLp+MAABw2sEtDbd5/VK8s2KgmcTU0omcTpyMBAE7T64s2adq3mzWyVxPd3K2R03EAAA4b1r2xNu0/qskLNqpxbLgGdW3odCT4AIpvuNrSrYd09zvL1LFhtJ6+vr38uLs7AEDSfb1bavOBo3psbqYaxYTp4uR4pyMBAMrp88w9euSjTF2aHK9xl7dyOg4AwAcYY/TglcnaejBPf/73KjWICVWvpFpOx4LD2OoErrXtYJ5GvpGu2pHBenVIikIC/Z2OBADwEX5+Rs/d2FFtE6I0dtZSrdqR7XQkAEA5rNqRrbEzl6ptQpSeG9BB/lzYAgDwCPD30wsDOyqpdg3d/tYSrd9zxOlIcBjFN1wp+1iRhk9LU2FxqV4flqq4GsFORwIA+JjQIH+9NiRFUaGBGjE9Tbuz852OBAD4FTsPH9PwaWmKCQ/Sa0NTFBbEG5gBAD8XERKoKcNSFRLkr1umpWl/boHTkeAgim+4TlFJqe54e4k27T+ql2/urMTaEU5HAgD4qNqRIZo6LFW5+cUaMT1NRwuKnY4EADiF3IJiDZ+WprzCEk0dlqraESFORwIA+KiE6FC9NiRF+3MLNPKNdOUXlTgdCQ6h+IarWGv15w9WaWHWfj1+bVt1bxbndCQAgI9rVTdSLw7qpNW7cnTXrGUqKbVORwIAnKC4pFRjZizR+r25mjS4k1rU4cIWAMCva98gWs/d2EFLtx7WH/65XKXM+NUSxTdc5ZUFGzUrbZvGXJCo61MaOB0HAFBFXNCytv5yVWv9Z/UePT5vtdNxAAAe1lo9/GGm5q/dp0f7tdF5zblRGQCgfHq3qatxl7fURyt26dn/rHM6DhzApmhwjXkrd+mJj9foqvb1dO8lzZ2OAwCoYoZ2b6xN+4/qtYWb1DguXDd1a+R0JACo9qYu2qw3F2/RqHObalDXhk7HAQBUMaPPbarN+4/qhS+z1Dg2XNd1ru90JHgRxTdcIX3zQd3zzjJ1blRTf+vfTn7c3R0AcAYeuKKVthw4qr/MyVCDmDCuLAQAB81buUuPzc1U79Z1NK53S6fjAACqIGOMHr26jbYezNO491cooWaoujWNdToWvIStTlClWWv1+qJNGvjqYtWJCtHkmzsrJNDf6VgAgCoqwN9PLwzqpKTaNTTm7SVau/uI05EAoNopLinVk5+s0e1vL1H7+tF69sYOXNgCADhjgf5+emlwZzWMCdPoN3/Uxn25TkeCl1B8o8rKzivS6Dd/1MMfZurcpFr64PYeiq0R7HQsAEAVVyM4QFOHpSokyF/Dp6Vp35ECpyMBQLWx8/AxDZi8WC/N36CBXRpo1qhuCg3iwhYAwNmJCgvU68O6yN/PaMT0dB06Wuh0JHgBxTeqpCVbD6nPxG/05Zq9euCKVnptaIpqhgc5HQsA4BL1okM1ZWiKDhwt0K1vpCu/qMTpSADgel+s3qM+E7/R6l05en5ABz1+bTvezQkAqDANY8P06pDO2nH4mEa/9aMKi0udjoRKRvGNKqW01Grygg264eXvZIz07m3ddWuvpjKGtz4CACpWu/rRen5AR63Yfli/n71cpaXW6UgA4EqFxaV67KNMjZiernpRofpobC/165DgdCwAgAt1bhSjv/Vvpx82HdS491fIWmZ8N+PmlqgyDh4t1O9nL9NXa/epd+s6erJ/O0WFBjodCwDgYpe1rqP7L2+pv85bo8ZxYfrjZdxcDQAq0raDeRozc6mWbzusIec00p/6tOIqbwBAperXIUGb9+fp2f+sU9O4cI25MMnpSKgkXr/i2xjT2xiz1hiTZYwZd4rHg40x73ge/94Y0/iEx+73HF9rjLnMc6yBMeYrY0ymMSbDGHPXCec/ZIzZYYxZ5vnVxyvfJCrcD5sOqs/z32hR1gE90q+1XrqpE6U3AMArRvZqqoFdGmjSVxs0O32b03EAn8SMjzPxyapd6jPxG23cl6uXBnfSI/3aUHoDALxi7EWJuqZjgv7+2Tp9uHyn03FQSbx6xbcxxl/SJEmXSNouKc0YM8dam3nCaSMkHbLWJhpjBkh6UtKNxphkSQMktZZUT9J/jDHNJRVL+r21dokxJkLSj8aYz0/4ms9aa//une8QFa2k1Oql+Vl65vN1ahgTpvdv7642CVFOxwIAVCPGGD3Sr422HTymP72/UrVqBOuClrWdjgX4DGZ8nK6C4hL9de5qTf9ui9rXj9ILAzupYWyY07EAANWIMUZPXNdW2w/l6ff/XK7I0ECd17yW07FQwbx9xXcXSVnW2o3W2kJJsyT1O+mcfpKmez5+V9JFpmwD536SZllrC6y1myRlSepird1lrV0iSdbaI5JWS2JDOBfYd6RAQ6f+oL9/tk5Xtqunj8b2ovQGADgi0N9PkwZ3UmLtGrplWpruf3+lcvKLnI4F+ApmfJTb5v1Hdd1L32r6d1s0omcT/fN33Sm9AQCOCA7w1ys3p6hRTJiGTv1B97+/ghnfZYw3N3E3xvSX1Ntae6vn85sldbXWjjnhnFWec7Z7Pt8gqaukhyQttta+5Tk+RdLH1tp3T3huY0kLJLWx1uYYYx6SNExSjqR0lV01cugUuUZJGiVJ8fHxnWfNmlWx3/hvyM3NVY0aNbz6mr4u80CJXl5eoGPFVje1CtK59QOqxA0sWUv3YC3dhfV0D6fXsqDE6oOsIn2yqUjRwUZDWwepQ21umXImnFjLCy644EdrbYpXX7QaYMY/Naf/vPJFi3cVa9qqAvn7Sbe2DVbHKvLnJ2vpHqylu7Ce7uH0WhZ6ZvyPNxUpyjPjV5X/R/kaX5vxXbOKxpgakt6TdLe1Nsdz+CVJj0qynv8+LWn4yc+11k6WNFmSUlJS7Pnnn++NyMfNnz9f3n5NX1VcUqqJX6zXC+lZalarhl4c1FEt60Q6HavcWEv3YC3dhfV0D19Yy8sukpZvO6z73luh55YcUd/2sfrLVcmKrRHsaK6qxhfWEr6PGd8d8otK9PCHmZq5fKs6NYzWC4M6KSE61OlY5cZaugdr6S6sp3v4wlpeepG0Yvth/d+7K/Q8M/4Z84W1PJG3tzrZIanBCZ/X9xw75TnGmABJUZIO/NpzjTGBKhuI37bWvv/TCdbaPdbaEmttqaRXVfY2TPio3dn5GvTa95r4ZZau61Rfc8b0qFKlNwCg+mjfIFpzxvTUPRc318erdumSZxdozvKd8uY76QAfwoyPX5S1N1dXT1qkmT9s1e/Oa6Z3Rp9TpUpvAED10a5+2Yx/7yX/nfH/vWwHM34V5u3iO01SkjGmiTEmSGU3splz0jlzJA31fNxf0pe27CdsjqQBnjvCN5GUJOkHz96AUyStttY+c+IXMsbUPeHTayStqvDvCBVi/tq96jPxG63cnq2nr2+vv1/fXmFBrnlDAgDAhYIC/HTXxUmaO7aXGsSEaezMpRr5Rrp2Z+c7HQ3wNmZ8nNJ7P27XVS8s1N4jBZp2S6rGXd5Sgf7e/isoAADlFxTgp7EXlc34DWPCdNesZbp1erp2ZR9zOhrOgFenDmttsaQxkj5V2Q1qZltrM4wxjxhj+npOmyIp1hiTJeleSeM8z82QNFtSpqRPJN1hrS2R1EPSzZIuNMYs8/zq4/laTxljVhpjVki6QNI93vlOUV5FJaV64uM1GvZ6mmpHBOvDO3vqus71nY4FAEC5NY+P0Pu3ddcDV7TSwqz9uuSZrzXzh61cGYJqgxkfJ8srLNYf/rlcv//ncrWtH6V5Y3vp/Ba1nY4FAEC5NY+P0HueGX/Rhv269JkFmvE9M35V4/VLaq218yTNO+nYgyd8nC/p+l947gRJE046tlDSKe96aK29+WzzovLsOHxMd85YoiVbD2tQ14Z68MpkhQT6Ox0LAIDT5u9ndGuvprokOV7j3lup+99fqTnLduqJ69qqUWy40/GASseMj5+s3X1Ed8xYog37cjX2wkSNvShJAVzlDQCogn6a8S9NrqNx76/Qn/61Uh8uZ8avSphA4IjPM/eoz/PfaN2eXE0c2FF/vaYtpTcAoMprFBuuGSO76vFr22rVjmxd9twCvfbNRpWUcmUIAHez1mrWD1vV98WFOpxXpDeHd9W9l7ag9AYAVHkNY8P09q1d9QQzfpXDFAKvKiwu1SMfZmrkG+lqEBOqj+7sqb7t6zkdCwCACmOM0cAuDfXZveeqR7M4PTZ3ta576Vut23PE6WgAUClyC4p19zvLNO79lUppXFPz7uqpnklxTscCAKDCGGM0oEtDfX7veeqZWDbjX/vSt1q7mxnfl1F8w2u2HshT/5e/1dRFmzSse2O9d1t3NY7jrSEAAHeqGxWq14am6PkBHbT1YJ6umPiNJn6xXoXFpU5HA4AKk7EzW1e9sFAfLt+pP1zaXG8M76raESFOxwIAoFLUiQrRq0NSNHFgR207mKcrX/hGz/1nHTO+j/L6Ht+onuat3KX73l0hY6SXb+qs3m3qOB0JAIBKZ4xRvw4J6pkYp4c/zNQzn6/TvJW79FT/dmpXP9rpeABwxqy1emvxFj06d7VqhgVq5shu6to01ulYAABUOmOM+rav55nxM/Tcf9brk1W79eR17dS+QbTT8XACrvhGpcovKtEDH6zU7W8vUbPaNTR3bC9KbwBAtRNbI1gTB3bUa0NSdCivUFdPWqTH561WflGJ09EA4LTl5BfpjhlL9Od/Z6h7s1jNG9uL0hsAUO3EhAfp+QEdNWVoig7nFemafyzSX+et1rFCZnxfwRXfqDQb9+XqjhlLtXpXjkad21R/vKyFArm5DQCgGrs4OV6pTWL0xMer9cqCjfosc4+euLYthRGAKmP5tsMaM3OJdh7O1/2Xt9TIXk3l52ecjgUAgGMuavXTjL9Gkxds1GcZu/XEde3UjRnfcbSQqBQfLN2hK19YqN3ZxzR1WIr+1KcVpTcAAJKiQgP1+LXtNOPWrioptbpx8mI98MFKHckvcjoaAPwia62mLNyk/i9/q9JSafboczT6vGaU3gAASIoMCdRfr2mrGSO7ykoaMHmxxv+LGd9pNJGoUMcKS3Tfuyt09zvL1LpepObd1UsXtox3OhYAAD6ne2KcPrm7l0b0bKK3v9+qy55doK/W7nU6FgD8j8N5hRr5xo969KNMnde8tuaO7anOjWo6HQsAAJ/TvVmcPrnrXI3s1UQzf9iqS59doK/WMOM7heIbFWbdniPq++JCzf5xm8ZckKiZI7upblSo07EAAPBZYUEB+vOVyXrvtu4KDw7QLa+n6d53lunQ0UKnowGAJOnHLYd0xcSF+nrdXj14ZbJeHdJZ0WFBTscCAMBnhQb5a/wVyXr/9h6KCAnQLdPSdPespTrIjO91FN84a9ZazU7fpr4vLtShvEK9MbyL/nBZCwWwtQkAAOXSqWFNfTS2p8ZemKg5y3fqkme/1twVu2StdToagGqqtNTq5a836IZXvpOfn/Tu77preM8mMoatTQAAKI8ODaL10Z29dNdFSZq7cpcueeZrfbh8JzO+F9FM4qwcLSjWvbOX6//eXaFODWtq3the6pVUy+lYAABUOcEB/rr30hb68M6eqhsVqjtmLNHoN3/U3px8p6MBqGYO5BZo+PQ0PfHxGl3WOl5zx/ZS+wbRTscCAKDKCQrw0z2XNNeHd/ZU/ZqhunPmUo1680ftYcb3CopvnLHMnTm66oWF+veyHbrn4uZ6c0RX1Y4McToWAABVWqu6kfrX7d11/+Ut9fW6fbr4ma81O30bV4YA8IrvNx5Qn4nf6NsNB/To1W00aVAnRYYEOh0LAIAqrWWdSL13W3eN79NKCzwz/jtpW5nxKxnFN06btVZvLd6iq/+xSLkFxXr71m666+Ik+XNHdwAAKkSAv59Gn9dMH9/VSy3rROr/3l2hIVN/0LaDeU5HA+BSJaVWL3yxXgNfXaywoAD96/buurlbI7Y2AQCgggT4+2nkuU316d3nKrlupO57b6VumvK9th5gxq8sFN84LTn5RRozc6ke+GCVzmkaq3l39dI5zWKdjgUAgCs1rVVDs0Z106NXt9GSLYd02XML9PqiTSot5coQABVn75F8DZn6vZ7+fJ2ual9PH97ZU63rRTkdCwAAV2ocF66ZI7tpwjVttHxbti57boGmLNykEmb8CkfxjXJbsf2wrpy4UJ+s2q37erfU68NSFVcj2OlYAAC4mp+f0c3dGumze89TauMYPfxhpq5/5Ttl7T3idDQALrAoa7/6PL9Q6ZsP6cnr2uq5GzuoRnCA07EAAHA1Pz+jwV0b6bN7zlW3pjF69KNMXf/yt1q/hxm/IlF84zdZazV14SZd99K3Ki4p1ezR3XTb+c3kx9YmAAB4TUJ0qKbdkqpnbmivDfty1ef5hZr0VZaKSkqdjgagCiouKdUzn63VTVO+V3RYoOaM6akbUxuytQkAAF5ULzpUU4el6rkbO2jT/qO6YuJCvfDFemb8CsI/5eOUSkqtVu3I1sKs/frP6j1auvWwLm5VW3/r3141w4OcjgcAQLVkjNG1neqrV1ItPTQnQ3/7dK3mrtilp/q3U5sEtiUA8OsKi0u1bNthLVy/T59l7tGa3UfUv3N9PdKvtcKC+KshAABOMMbo6o4J6pkUp4fmZOjpz9dp7spd+lv/9mpbnxn/bDDdQFLZVd1bDuRpYdZ+LVy/X99u2K+c/GJJUnLdSD3SrzU3twEAwEfUigjWpMGddNWq3frzv1ep36RFGn1uU429KEkhgf5OxwPgI6y1Wrcn1zPj79P3mw4qr7BEfkZq3yBaz93YQVd3THA6JgAAkBRXI1gvDuqkvu1364EPVunqfyzSyF5NdffFzPhniuK7Gjt4tFCLsvZrUdZ+fbN+v3YcPiZJqhcVot5t6qhnUi11bxbLPt4AAPio3m3q6JymsXpsbqb+MX+DPsnYraeua6eUxjFORwPgkN3Z+VromfEXZu3XviMFkqSmceHq37m+eiTGqVvTWEWFBjqcFAAAnMqlreuoa9NY/XXuar389QZ9mrFbT17XTl2aMOOfLorvaiS/qERpmw9q4fqyIThjZ44kKSIkQN2bxep35zVVz6RaahwbxpXdAABUEVFhgfrb9e3Vt0M9jXtvpa5/5TtdllxHnRpFq01ClFrXi6LgAlzsSH6RFm88eLzoztqbK0mKDQ9Sj8Q49UyMU4+kOCVEhzqcFAAAlFdUaKCe7N+ubMZ/f4VueOU7nde8lto3iFabepFqWz9KdSJD6O9+A8W3i5WUWmXszD6+fUn6lkMqLC5VoL9Rp4Y19YdLm6tHYpzaJkQpwJ/7nAIAUJX1Sqqlz+45V898vk4fr9ylTzJ2H3+sUWyY2tSLUpuEKLVJiFSbelHcswOooopKftqnu6zoXrbtsEpKrUIC/dS1SaxuTGmgHolxalkngpvRAwBQxfVIjNOnd5+riV9k6YvVe/TN+n0qtWWPxYYH/Wy+b5MQpfo1QynDT0Dx7TJbD+Tpm6x9WpS1X99uOKDDeUWSpJZ1IjSkWyP1TIpTlyYx3LwGAAAXCg8O0J+vTNafr0zW/twCZezM0aod2Vq1I1srdhzW3JW7jp+bEB2qNgmRapsQpdYJUWqbEMX2ZoAPstZq/d5cLVxftn3J4o0HdNSzT3fb+tFl79pMrKVOjaIVHMD+nwAAuE1YUIDGXd5S4y5vqbzCYq3edeT4jL9qZ45e+Xqjij1teFRoYFkRnhClNvXKZvyGMWHV9h/DaT+ruENHC/XthgNamLVPC7P2a9vBsn2660aF6JJW8eqZFKfuzeJUK4K/yAIAUJ3E1QjWec1r6bzmtY4fO5xXqIydOVrpGZQzdubo04w9xx+vExny80G5fpRqRwRz1QjgZXty8su2LvFc1b3Xs093k7hwXdMpQT0T43RO0zhFhbGNEQAA1UlYUIA6N6qpzo1qHj+WX1SitbuPaOWObGXszNaqHTl6feFmFZaUSpIiggOUXK/sgpefrhBvEldD/tWgDKf4rmLyi0qUvvnQ8RvWrNqZLWvLfoi7NYvVyF5N1SMxTk3jwvlLKgAA+Jn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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(segment_vgg, name=filename+' Segment', loss_name='vgg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_curve_and_segment(curve, segment, name='', loss_name=''):\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(25, 10))\n",
    "    \n",
    "    ax[0].scatter([0.0], [curve['tr_loss'][0]], c='black', label='w0')\n",
    "    ax[0].scatter([1.0], [curve['tr_loss'][-1]], c='black', label='w1')\n",
    "    ax[0].plot(curve['ts'], curve['tr_loss'], label=f'Curve loss {loss_name}')\n",
    "    ax[0].plot(segment['ts'], segment['tr_loss'], label=f'Segment loss {loss_name}')\n",
    "    ax[0].set_ylabel('Loss Train', fontsize=16)\n",
    "    ax[0].set_xlabel('t', fontsize=16)\n",
    "    ax[0].grid('on')\n",
    "    ax[0].legend(fontsize=16)\n",
    "    ax[0].set_ylim(top=max(segment['tr_loss'])+0.001)\n",
    "    ax[0].set_ylim(bottom=min(curve['tr_loss'])-0.01)\n",
    "    \n",
    "    ax[1].scatter([0.0], [curve['te_loss'][0]], c='black', label='w0')\n",
    "    ax[1].scatter([1.0], [curve['te_loss'][-1]], c='black', label='w1')\n",
    "    ax[1].plot(curve['ts'], curve['te_loss'], label=f'loss {loss_name}')\n",
    "    ax[1].plot(segment['ts'], segment['te_loss'], label=f'Segment loss {loss_name}')\n",
    "    ax[1].set_ylabel('Loss Test', fontsize=16)\n",
    "    ax[1].set_xlabel('t', fontsize=16)\n",
    "    ax[1].grid('on')\n",
    "    ax[1].legend(fontsize=16)\n",
    "    ax[1].set_ylim(top=max(segment['te_loss'])+0.001)\n",
    "    ax[1].set_ylim(bottom=min(curve['te_loss'])-0.01)\n",
    "    \n",
    "    fig.suptitle(f'Curve 30 points {name}')\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_curve_and_segment(curve_vgg, segment_vgg, name='seed_303_seed_42', loss_name='vgg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}