diff --git a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt
index d7cba53ce..02202682c 100644
--- a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt
+++ b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt
@@ -1,100 +1,1000 @@
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diff --git a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.kml b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.kml
index 2d0c2e179..66fd354b5 100644
--- a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.kml
+++ b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.kml
@@ -48,7 +48,7 @@
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diff --git a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt
index 3eaf6ddda..93c16d2f4 100644
--- a/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt
+++ b/docs/notebooks/monte_carlo_analysis/monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt
@@ -1,100 +1,1000 @@
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diff --git a/docs/notebooks/monte_carlo_analysis/monte_carlo_class_usage.ipynb b/docs/notebooks/monte_carlo_analysis/monte_carlo_class_usage.ipynb
index 1cbfa2139..ede001e6e 100644
--- a/docs/notebooks/monte_carlo_analysis/monte_carlo_class_usage.ipynb
+++ b/docs/notebooks/monte_carlo_analysis/monte_carlo_class_usage.ipynb
@@ -113,7 +113,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/phmb/github/RocketPy/rocketpy/mathutils/function.py:3119: UserWarning: Extrapolation method set to 'constant' because the linear method is not supported.\n",
+      "/home/phmb/github/RocketPy/rocketpy/mathutils/function.py:3120: UserWarning: Extrapolation method set to 'constant' because the linear method is not supported.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -229,24 +229,9 @@
    "outputs": [
     {
      "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "bad56b36f7ea4202ad8ae4e538587850",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": 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",
-      "text/html": [
-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img 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' 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-       "            </div>\n",
-       "        "
-      ],
+      "image/png": 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",
       "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+       "<Figure size 900x900 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -507,7 +492,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[4391.364691514904, 7219.639007049733, 6453.201220132505, 8224.181709280812, 7533.468077292466]\n"
+      "[5581.887614734133, 5707.92377609551, 7243.097224168756, 7310.235916395157, 5933.99146546768]\n"
      ]
     }
    ],
@@ -784,16 +769,16 @@
      "output_type": "stream",
      "text": [
       "The following input file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt\n",
-      "A total of 0 simulations results were loaded from the following output file: monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt\n",
+      "A total of 1000 simulations results were loaded from the following output file: monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt\n",
       "\n",
-      "The following error file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.errors.txt                                        \n"
+      "The following error file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.errors.txt                                           \n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/phmb/github/RocketPy/rocketpy/simulation/monte_carlo.py:123: UserWarning: This class is still under testing and some attributes may be changed in next versions\n",
+      "/home/phmb/github/RocketPy/rocketpy/simulation/monte_carlo.py:122: UserWarning: This class is still under testing and some attributes may be changed in next versions\n",
       "  warnings.warn(\n"
      ]
     }
@@ -827,23 +812,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Starting Monte Carlo analysis                                                                           \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Current iteration: 000098 | Average Time per Iteration: 0.584 s | Estimated time left: 0 s \n",
-      "Completed 100 iterations. In total, 100 simulations are exported.\n",
-      "Total wall time: 61.4 s \n",
+      "Starting Monte Carlo analysis                                                                           \n",
+      "Current iteration: 000999 | Average Time per Iteration: 0.646 s | Estimated time left: 0 s  \n",
+      "Completed 1000 iterations. In total, 1000 simulations are exported.\n",
+      "Total wall time: 649.0 s\n",
       "Results saved to monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt\n"
      ]
     }
    ],
    "source": [
     "test_dispersion.simulate(\n",
-    "    number_of_simulations=100,\n",
+    "    number_of_simulations=1000,\n",
     "    append=False,\n",
     "    parallel=True,\n",
     "    n_workers=None,\n",
@@ -877,22 +856,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "A total of 100 simulations results were loaded from the following output file: monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The following input file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt                                          \n",
+      "A total of 1000 simulations results were loaded from the following output file: monte_carlo_analysis_outputs/monte_carlo_class_example.outputs.txt\n",
+      "\n",
+      "The following input file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.inputs.txt                                           \n",
       "The following error file was imported: monte_carlo_analysis_outputs/monte_carlo_class_example.errors.txt\n"
      ]
     }
@@ -904,16 +877,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "100"
+       "1000"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -924,7 +897,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -933,26 +906,26 @@
      "text": [
       "Monte Carlo Simulation by RocketPy\n",
       "Data Source:  monte_carlo_analysis_outputs/monte_carlo_class_example\n",
-      "Number of simulations:  100\n",
+      "Number of simulations:  1000\n",
       "Results: \n",
       "\n",
       "                Parameter            Mean       Std. Dev.\n",
       "------------------------------------------------------------\n",
-      "          impact_velocity          -5.279           0.095\n",
-      "         out_of_rail_time           0.357           0.023\n",
-      "          max_mach_number           0.868           0.115\n",
-      "out_of_rail_stability_margin           2.659           0.076\n",
-      "              apogee_time          25.608           1.703\n",
-      " initial_stability_margin           2.598           0.078\n",
-      "                 y_impact         460.823          64.165\n",
-      "     out_of_rail_velocity          25.972           1.930\n",
-      "     frontal_surface_wind           0.000           0.000\n",
-      "                 apogee_y         395.028          58.848\n",
-      "                 apogee_x         511.538          75.630\n",
+      "              apogee_time          25.397           2.120\n",
+      "          max_mach_number           0.862           0.140\n",
+      "                 apogee_x         483.182         110.462\n",
+      "                 apogee_y         377.542          89.190\n",
+      "                   apogee        3375.793         644.509\n",
+      "                 x_impact         564.464         121.888\n",
+      " initial_stability_margin           2.575           0.085\n",
+      "                  t_final         306.119          36.231\n",
+      "          impact_velocity          -5.242           0.066\n",
+      "     out_of_rail_velocity          25.858           2.350\n",
       "     lateral_surface_wind           0.000           0.000\n",
-      "                 x_impact         596.502          81.968\n",
-      "                  t_final         306.494          30.999\n",
-      "                   apogee        3419.338         530.485\n"
+      "     frontal_surface_wind           0.000           0.000\n",
+      "         out_of_rail_time           0.359           0.028\n",
+      "                 y_impact         441.173          98.774\n",
+      "out_of_rail_stability_margin           2.637           0.084\n"
      ]
     }
    ],
@@ -970,18 +943,180 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "test_dispersion.plots.ellipses(xlim=(-200, 3500), ylim=(-200, 3500))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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AOfXzzz/ruuuuc+k2CUiS/Ysif/75ZwUGBnq4GgAAUBLZ2dmKjo52+MJnVyEg6f9/l1FgYCABCQCAcsYdy2NYpA0AAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABYEJAAAAAsCEgAAgAUBCQAAwIKABAAAYEFAAgAAsCAgAQAAWBCQAAAALAhIAAAAFgQkAAAACx9PFwD8WdUcscjTJVyWAxM7e7oEAHA7jiABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCCgAQAAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABYEJAAAAAsCEgAAgAUBCQAAwIKABAAAYEFAAgAAsCAgAQAAWBCQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABg4dGAlJKSoptvvllVqlRRWFiYunTpop07dzqMuf3222Wz2Rwejz/+uMOYgwcPqnPnzqpYsaLCwsI0bNgw5efnl+auAACAq4iPJ988LS1NSUlJuvnmm5Wfn69nnnlG7dq10/bt21WpUiX7uL59+2r8+PH25xUrVrT/XFBQoM6dOysiIkLffPONjhw5op49e8rX11cTJkwo1f0BAABXB48GpCVLljg8nzlzpsLCwrRhwwa1bdvW3l6xYkVFRERccBtffPGFtm/frmXLlik8PFxNmjTR888/r+HDh2vs2LHy8/Nz6z4AAICrT5lag5SVlSVJCgkJcWifPXu2qlWrpgYNGmjkyJE6e/asvW/NmjVq2LChwsPD7W3t27dXdna2tm3bdsH3yc3NVXZ2tsMDAACgiEePIJ2vsLBQgwcPVuvWrdWgQQN7+9/+9jfVqFFDUVFR2rx5s4YPH66dO3fq448/liSlp6c7hCNJ9ufp6ekXfK+UlBSNGzfOTXsCAADKuzITkJKSkrR161Z9/fXXDu39+vWz/9ywYUNFRkYqPj5ee/fuVe3atS/rvUaOHKnk5GT78+zsbEVHR19e4QAA4KpTJk6xDRgwQJ999plWrlyp66677pJjW7RoIUnas2ePJCkiIkJHjx51GFP0/GLrlvz9/RUYGOjwAAAAKOLRgGSM0YABA7RgwQKtWLFCtWrV+sPXbNq0SZIUGRkpSYqLi9OWLVt07Ngx+5jU1FQFBgaqXr16bqkbAABc3Tx6ii0pKUlz5szRJ598oipVqtjXDAUFBSkgIEB79+7VnDlz1KlTJ1WtWlWbN2/WkCFD1LZtWzVq1EiS1K5dO9WrV0+PPPKIJk2apPT0dD333HNKSkqSv7+/J3cPAACUUx49gjRt2jRlZWXp9ttvV2RkpP3x3//+V5Lk5+enZcuWqV27doqNjdXQoUPVtWtXffrpp/ZteHt767PPPpO3t7fi4uL08MMPq2fPng73TQIAAHCGR48gGWMu2R8dHa20tLQ/3E6NGjX0+eefu6osAADwJ1cmFmkDAACUJQQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCCgAQAAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABYEJAAAAAsCEgAAgAUBCQAAwIKABAAAYEFAAgAAsCAgAQAAWBCQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCCgAQAAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABYEJAAAAAsfTxcAoHypOWKRp0tw2oGJnT1dAoByhiNIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWTgekjRs3asuWLfbnn3zyibp06aJnnnlG586dc2lxAAAAnuB0QPr73/+uXbt2SZL27dunbt26qWLFipo7d66efvpplxcIAABQ2pwOSLt27VKTJk0kSXPnzlXbtm01Z84czZw5U/Pnz3dqWykpKbr55ptVpUoVhYWFqUuXLtq5c6fDmN9++01JSUmqWrWqKleurK5du+ro0aMOYw4ePKjOnTurYsWKCgsL07Bhw5Sfn+/srgEAAEi6jIBkjFFhYaEkadmyZerUqZMkKTo6WidOnHBqW2lpaUpKStK3336r1NRU5eXlqV27djpz5ox9zJAhQ/Tpp59q7ty5SktL0+HDh3X//ffb+wsKCtS5c2edO3dO33zzjWbNmqWZM2dq9OjRzu4aAACAJMlmjDHOvODOO+9UdHS0EhIS1KdPH23fvl116tRRWlqaevXqpQMHDlx2McePH1dYWJjS0tLUtm1bZWVlKTQ0VHPmzNEDDzwgSfrxxx9Vt25drVmzRi1bttTixYv1l7/8RYcPH1Z4eLgk6e2339bw4cN1/Phx+fn5FXuf3Nxc5ebm2p9nZ2crOjpaWVlZCgwMvOz6AWfUHLHI0yX8aRyY2NnTJQBwg+zsbAUFBbnl77fTR5CmTJmijRs3asCAAXr22WdVp04dSdK8efPUqlWrKyomKytLkhQSEiJJ2rBhg/Ly8pSQkGAfExsbq+rVq2vNmjWSpDVr1qhhw4b2cCRJ7du3V3Z2trZt23bB90lJSVFQUJD9ER0dfUV1AwCAq4uPsy9o1KiRw1VsRV5++WV5e3tfdiGFhYUaPHiwWrdurQYNGkiS0tPT5efnp+DgYIex4eHhSk9Pt485PxwV9Rf1XcjIkSOVnJxsf150BAkAAEC6jIAkSZmZmZo3b5727t2rYcOGKSQkRNu3b1d4eLiuvfbayyokKSlJW7du1ddff31Zr3eGv7+//P393f4+AACgfHI6IG3evFnx8fEKDg7WgQMH1LdvX4WEhOjjjz/WwYMH9e9//9vpIgYMGKDPPvtMq1at0nXXXWdvj4iI0Llz55SZmelwFOno0aOKiIiwj1m3bp3D9oqucisaAwAA4Ayn1yAlJyerd+/e2r17typUqGBv79Spk1atWuXUtowxGjBggBYsWKAVK1aoVq1aDv3NmjWTr6+vli9fbm/buXOnDh48qLi4OElSXFyctmzZomPHjtnHpKamKjAwUPXq1XN29wAAAJw/gvTdd9/pn//8Z7H2a6+99qJrfi4mKSlJc+bM0SeffKIqVarYXx8UFKSAgAAFBQWpT58+Sk5OVkhIiAIDA/Xkk08qLi5OLVu2lCS1a9dO9erV0yOPPKJJkyYpPT1dzz33nJKSkjiNBgAALovTAcnf31/Z2dnF2nft2qXQ0FCntjVt2jRJ0u233+7QPmPGDCUmJkqSJk+eLC8vL3Xt2lW5ublq37693nrrLftYb29vffbZZ+rfv7/i4uJUqVIl9erVS+PHj3duxwAAAP6P0/dBeuyxx3Ty5El99NFHCgkJ0ebNm+Xt7a0uXbqobdu2mjJliptKdR933kcBuBjug1R6uA8ScHUqU/dBevXVV5WTk6OwsDD9+uuvuu2221SnTh1VqVJFL774okuLAwAA8ASnT7EFBQUpNTVVq1ev1g8//KCcnBzddNNNDjdzBAAAKM8u6z5IktS6dWu1bt3albUAAACUCU6fYhs4cKCmTp1arP2NN97Q4MGDXVETAACARzkdkObPn3/BI0etWrXSvHnzXFIUAACAJzkdkE6ePKmgoKBi7YGBgTpx4oRLigIAAPAkpwNSnTp1tGTJkmLtixcv1vXXX++SogAAADzJ6UXaycnJGjBggI4fP64777xTkrR8+XK9+uqr5fIeSAAAAFZOB6RHH31Uubm5evHFF/X8889LkmrWrKlp06apZ8+eLi8QAACgtF3WZf79+/dX//79dfz4cQUEBKhy5cqurgsAAMBjLvs+SJKc/u41AACA8sDpRdpHjx7VI488oqioKPn4+Mjb29vhAQAAUN45fQQpMTFRBw8e1KhRoxQZGSmbzeaOugAAADzG6YD09ddf66uvvlKTJk3cUA4AAIDnOX2KLTo6WsYYd9QCAABQJjgdkKZMmaIRI0bowIEDbigHAADA85w+xfbQQw/p7Nmzql27tipWrChfX1+H/oyMDJcVBwAA4AlOByTulg0AAK52TgekXr16uaMOAACAMsPpNUiStHfvXj333HPq3r27jh07Jun3L6vdtm2bS4sDAADwBKcDUlpamho2bKi1a9fq448/Vk5OjiTphx9+0JgxY1xeIAAAQGlzOiCNGDFCL7zwglJTU+Xn52dvv/POO/Xtt9+6tDgAAABPcDogbdmyRffdd1+x9rCwMJ04ccIlRQEAAHiS0wEpODhYR44cKdb+/fff69prr3VJUQAAAJ7kdEDq1q2bhg8frvT0dNlsNhUWFmr16tV66qmn1LNnT3fUCAAAUKqcDkgTJkxQbGysoqOjlZOTo3r16qlt27Zq1aqVnnvuOXfUCAAAUKqcug+SMUbp6emaOnWqRo8erS1btignJ0dNmzZVTEyMu2oEAAAoVU4HpDp16mjbtm2KiYlRdHS0u+oCAADwGKdOsXl5eSkmJkYnT550Vz0AAAAe5/QapIkTJ2rYsGHaunWrO+oBAADwOKe/i61nz546e/asGjduLD8/PwUEBDj0Z2RkuKw4AAAAT3A6IE2ZMsUNZQAAAJQdTgWkvLw8paWladSoUapVq5a7agIAAPAop9Yg+fr6av78+e6qBQAAoExwepF2ly5dtHDhQjeUAgAAUDY4vQYpJiZG48eP1+rVq9WsWTNVqlTJoX/gwIEuKw4AAMATnA5I7777roKDg7VhwwZt2LDBoc9msxGQAABAued0QNq/f7876gAAACgznF6DBAAAcLVz+gjSo48+esn+995777KLAQAAKAucDkinTp1yeJ6Xl6etW7cqMzNTd955p8sKAwAA8BSnA9KCBQuKtRUWFqp///6qXbu2S4oCAADwJJesQfLy8lJycrImT57sis0BAAB4lMsWae/du1f5+fmu2hwAAIDHOH2KLTk52eG5MUZHjhzRokWL1KtXL5cVBgAA4ClOB6Tvv//e4bmXl5dCQ0P16quv/uEVbgAAAOWB0wFp5cqV7qgDAACgzHB6DdL+/fu1e/fuYu27d+/WgQMHXFETAACARzkdkBITE/XNN98Ua1+7dq0SExNdURMAAIBHOR2Qvv/+e7Vu3bpYe8uWLbVp0yZX1AQAAOBRTgckm82m06dPF2vPyspSQUGBS4oCAADwJKcDUtu2bZWSkuIQhgoKCpSSkqI2bdq4tDgAAABPcPoqtpdeeklt27bVjTfeqFtvvVWS9NVXXyk7O1srVqxweYEAAAClzekjSPXq1dPmzZv117/+VceOHdPp06fVs2dP/fjjj2rQoIE7agQAAChVl/VVI1FRUZowYYIWLVqkefPmafTo0QoJCXF6O6tWrdLdd9+tqKgo2Ww2LVy40KE/MTFRNpvN4dGhQweHMRkZGerRo4cCAwMVHBysPn36KCcn53J2CwAAQNJlBKQZM2Zo7ty5xdrnzp2rWbNmObWtM2fOqHHjxnrzzTcvOqZDhw46cuSI/fHBBx849Pfo0UPbtm1TamqqPvvsM61atUr9+vVzqg4AAIDzOb0GKSUlRf/85z+LtYeFhalfv35OfR9bx44d1bFjx0uO8ff3V0RExAX7duzYoSVLlui7775T8+bNJUmvv/66OnXqpFdeeUVRUVEXfF1ubq5yc3Ptz7Ozs0tcMwAAuPo5fQTp4MGDqlWrVrH2GjVq6ODBgy4p6nxffvmlwsLCdOONN6p///46efKkvW/NmjUKDg62hyNJSkhIkJeXl9auXXvRbaakpCgoKMj+iI6OdnndAACg/HI6IIWFhWnz5s3F2n/44QdVrVrVJUUV6dChg/79739r+fLleumll5SWlqaOHTvabzGQnp6usLAwh9f4+PgoJCRE6enpF93uyJEjlZWVZX/8/PPPLq0bAACUb06fYuvevbsGDhyoKlWqqG3btpKktLQ0DRo0SN26dXNpcedvr2HDhmrUqJFq166tL7/8UvHx8Ze9XX9/f/n7+7uiRJQRNUcs8nQJAICriNMB6fnnn9eBAwcUHx8vH5/fX15YWKiePXtqwoQJLi/wfNdff72qVaumPXv2KD4+XhERETp27JjDmPz8fGVkZFx03RIAAMAfcTog+fn56b///a+ef/55/fDDDwoICFDDhg1Vo0YNd9Tn4JdfftHJkycVGRkpSYqLi1NmZqY2bNigZs2aSZJWrFihwsJCtWjRwu31AACAq5PTAalISEiI7rjjDlWrVu2y3zwnJ0d79uyxP9+/f782bdqkkJAQhYSEaNy4ceratasiIiK0d+9ePf3006pTp47at28vSapbt646dOigvn376u2331ZeXp4GDBigbt26XfQKNgAAgD/i1CLtzMxMJSUlqVq1agoPD1d4eLiqVaumAQMGKDMz0+k3X79+vZo2baqmTZtKkpKTk9W0aVONHj1a3t7e2rx5s+655x7dcMMN6tOnj5o1a6avvvrKYf3Q7NmzFRsbq/j4eHXq1Elt2rTR9OnTna4FAACgiM0YY0oyMCMjQ3FxcTp06JB69OihunXrSpK2b9+uOXPmKDo6Wt98842uueYatxbsDtnZ2QoKClJWVpYCAwM9XQ4uA4u0cSkHJnb2dAkA3MCdf79LfIpt/Pjx8vPz0969exUeHl6sr127dho/frwmT57s0gIBAABKW4lPsS1cuFCvvPJKsXAkSREREZo0aZIWLFjg0uIAAAA8ocQB6ciRI6pfv/5F+xs0aHDJmzMCAACUFyUOSNWqVdOBAwcu2r9//36FhIS4oiYAAACPKnFAat++vZ599lmdO3euWF9ubq5GjRqlDh06uLQ4AAAAT3BqkXbz5s0VExOjpKQkxcbGyhijHTt26K233lJubq7ef/99d9YKAABQKkockK677jqtWbNGTzzxhEaOHKmiuwPYbDbdddddeuONNxQdHe22QgEAAEqLU3fSrlWrlhYvXqxTp05p9+7dkqQ6deqw9ggAAFxVLuurRq655hrdcsstrq4FAACgTHDqq0YAAAD+DAhIAAAAFgQkAAAAixIFpJtuukmnTp2S9Pvl/mfPnnVrUQAAAJ5UooC0Y8cOnTlzRpI0btw45eTkuLUoAAAATyrRVWxNmjRR79691aZNGxlj9Morr6hy5coXHDt69GiXFggAAFDaShSQZs6cqTFjxuizzz6TzWbT4sWL5eNT/KU2m42ABAAAyr0SBaQbb7xRH374oSTJy8tLy5cvV1hYmFsLAwAA8BSnbxRZWFjojjoAAADKjMu6k/bevXs1ZcoU7dixQ5JUr149DRo0SLVr13ZpcQAAAJ7g9H2Qli5dqnr16mndunVq1KiRGjVqpLVr16p+/fpKTU11R40AAAClyukjSCNGjNCQIUM0ceLEYu3Dhw/XXXfd5bLiAAAAPMFmjDHOvKBChQrasmWLYmJiHNp37dqlRo0a6bfffnNpgaUhOztbQUFBysrKUmBgoKfLwWWoOWKRp0sAXOrAxM6eLgEo89z599vpU2yhoaHatGlTsfZNmzZxZRsAALgqOH2KrW/fvurXr5/27dunVq1aSZJWr16tl156ScnJyS4vEAAAoLQ5HZBGjRqlKlWq6NVXX9XIkSMlSVFRURo7dqwGDhzo8gIBAABKm9MByWazaciQIRoyZIhOnz4tSapSpYrLCwMAAPCUy7oPUhGCEQAAuBo5vUgbAADgakdAAgAAsCAgAQAAWDgVkPLy8hQfH6/du3e7qx4AAACPcyog+fr6avPmze6qBQAAoExw+hTbww8/rHfffdcdtQAAAJQJTl/mn5+fr/fee0/Lli1Ts2bNVKlSJYf+1157zWXFAQAAeILTAWnr1q266aabJP3+BbXns9lsrqkKAADAg5wOSCtXrnRHHQAAAGXGZV/mv2fPHi1dulS//vqrJMkY47KiAAAAPMnpgHTy5EnFx8frhhtuUKdOnXTkyBFJUp8+fTR06FCXFwgAAFDanA5IQ4YMka+vrw4ePKiKFSva2x966CEtWbLEpcUBAAB4gtNrkL744gstXbpU1113nUN7TEyMfvrpJ5cVBgAA4ClOH0E6c+aMw5GjIhkZGfL393dJUQAAAJ7kdEC69dZb9e9//9v+3GazqbCwUJMmTdIdd9zh0uIAAAA8welTbJMmTVJ8fLzWr1+vc+fO6emnn9a2bduUkZGh1atXu6NGAACAUuX0EaQGDRpo165datOmje69916dOXNG999/v77//nvVrl3bHTUCAACUKqePIElSUFCQnn32WVfXAgAAUCZcVkA6deqU3n33Xe3YsUOSVK9ePfXu3VshISEuLQ4AAMATnD7FtmrVKtWsWVNTp07VqVOndOrUKU2dOlW1atXSqlWr3FEjAABAqXL6CFJSUpIeeughTZs2Td7e3pKkgoICPfHEE0pKStKWLVtcXiQAAEBpcvoI0p49ezR06FB7OJIkb29vJScna8+ePS4tDgAAwBOcDkg33XSTfe3R+Xbs2KHGjRu7pCgAAABPKtEpts2bN9t/HjhwoAYNGqQ9e/aoZcuWkqRvv/1Wb775piZOnOieKgEAAEqRzRhj/miQl5eXbDab/miozWZTQUGBy4orLdnZ2QoKClJWVpYCAwM9XQ4uQ80RizxdAuBSByZ29nQJQJnnzr/fJTqCtH//fpe+KQAAQFlWooBUo0YNd9cBAABQZji9SFuSDh8+rI8++khvvPGGpk6d6vBwxqpVq3T33XcrKipKNptNCxcudOg3xmj06NGKjIxUQECAEhIStHv3bocxGRkZ6tGjhwIDAxUcHKw+ffooJyfncnYLAABA0mXcB2nmzJn6+9//Lj8/P1WtWlU2m83eZ7PZNHDgwBJv68yZM2rcuLEeffRR3X///cX6J02apKlTp2rWrFmqVauWRo0apfbt22v79u2qUKGCJKlHjx46cuSIUlNTlZeXp969e6tfv36aM2eOs7sGAAAgqYSLtM8XHR2txx9/XCNHjpSX12UdgLpwITabFixYoC5dukj6/ehRVFSUhg4dqqeeekqSlJWVpfDwcM2cOVPdunXTjh07VK9ePX333Xdq3ry5JGnJkiXq1KmTfvnlF0VFRV3wvXJzc5Wbm2t/np2drejoaBZpl2Ms0sbVhkXawB9z5yJtpxPO2bNn1a1bN5eGowvZv3+/0tPTlZCQYG8LCgpSixYttGbNGknSmjVrFBwcbA9HkpSQkCAvLy+tXbv2ottOSUlRUFCQ/REdHe2+HQEAAOWO0ymnT58+mjt3rjtqcZCeni5JCg8Pd2gPDw+396WnpyssLMyh38fHRyEhIfYxFzJy5EhlZWXZHz///LOLqwcAAOWZ02uQUlJS9Je//EVLlixRw4YN5evr69D/2muvuaw4d/H395e/v7+nywAAAGXUZQWkpUuX6sYbb5SkYou0XSUiIkKSdPToUUVGRtrbjx49qiZNmtjHHDt2zOF1+fn5ysjIsL8eAADAWU4HpFdffVXvvfeeEhMT3VDO/1erVi1FRERo+fLl9kCUnZ2ttWvXqn///pKkuLg4ZWZmasOGDWrWrJkkacWKFSosLFSLFi3cWh8AALh6OR2Q/P391bp1a5e8eU5Ojvbs2WN/vn//fm3atEkhISGqXr26Bg8erBdeeEExMTH2y/yjoqLsV7rVrVtXHTp0UN++ffX2228rLy9PAwYMULdu3S56BRsAAMAfcXqR9qBBg/T666+75M3Xr1+vpk2bqmnTppKk5ORkNW3aVKNHj5YkPf3003ryySfVr18/3XzzzcrJydGSJUvs90CSpNmzZys2Nlbx8fHq1KmT2rRpo+nTp7ukPgAA8Ofk9H2Q7rvvPq1YsUJVq1ZV/fr1iy3S/vjjj11aYGngy2rLP+6DhKsN90EC/pjHv6z2fMHBwRe86zUAAMDVwumANGPGDHfUAQAAUGa493bYAAAA5ZDTR5Bq1ap1yfsd7du374oKAgAA8DSnA9LgwYMdnufl5en777/XkiVLNGzYMFfVBQAA4DFOB6RBgwZdsP3NN9/U+vXrr7ggAAAAT3PZGqSOHTtq/vz5rtocAACAx7gsIM2bN08hISGu2hwAAIDHOH2KrWnTpg6LtI0xSk9P1/Hjx/XWW2+5tDgAAABPcDogFX0PWhEvLy+Fhobq9ttvV2xsrKvqAgAA8BinA9KYMWPcUQcAAECZwY0iAQAALEp8BMnLy+uSN4iUJJvNpvz8/CsuCgD+7MrjFzDzBbu4mpQ4IC1YsOCifWvWrNHUqVNVWFjokqIAAAA8qcQB6d577y3WtnPnTo0YMUKffvqpevToofHjx7u0OAAAAE+4rDVIhw8fVt++fdWwYUPl5+dr06ZNmjVrlmrUqOHq+gAAAEqdUwEpKytLw4cPV506dbRt2zYtX75cn376qRo0aOCu+gAAAEpdiU+xTZo0SS+99JIiIiL0wQcfXPCUGwAAwNXAZowxJRno5eWlgIAAJSQkyNvb+6LjPv74Y5cVV1qys7MVFBSkrKwsBQYGerocXIbyeMUPcLXhKjaUNnf+/S7xEaSePXv+4WX+AAAAV4MSB6SZM2e6sQwAAICygztpAwAAWBCQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMDCx9MFoOypOWKRp0sAAMCjOIIEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCCgAQAAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABYEJAAAAAsCEgAAgAUBCQAAwIKABAAAYFGmA9LYsWNls9kcHrGxsfb+3377TUlJSapataoqV66srl276ujRox6sGAAAXA3KdECSpPr16+vIkSP2x9dff23vGzJkiD799FPNnTtXaWlpOnz4sO6//34PVgsAAK4GPp4u4I/4+PgoIiKiWHtWVpbeffddzZkzR3feeackacaMGapbt66+/fZbtWzZsrRLBQAAV4kyfwRp9+7dioqK0vXXX68ePXro4MGDkqQNGzYoLy9PCQkJ9rGxsbGqXr261qxZc8lt5ubmKjs72+EBAABQpEwHpBYtWmjmzJlasmSJpk2bpv379+vWW2/V6dOnlZ6eLj8/PwUHBzu8Jjw8XOnp6ZfcbkpKioKCguyP6OhoN+4FAAAob8r0KbaOHTvaf27UqJFatGihGjVq6KOPPlJAQMBlb3fkyJFKTk62P8/OziYkAQAAuzJ9BMkqODhYN9xwg/bs2aOIiAidO3dOmZmZDmOOHj16wTVL5/P391dgYKDDAwAAoEi5Ckg5OTnau3evIiMj1axZM/n6+mr58uX2/p07d+rgwYOKi4vzYJUAAKC8K9On2J566indfffdqlGjhg4fPqwxY8bI29tb3bt3V1BQkPr06aPk5GSFhIQoMDBQTz75pOLi4riCDQAAXJEyHZB++eUXde/eXSdPnlRoaKjatGmjb7/9VqGhoZKkyZMny8vLS127dlVubq7at2+vt956y8NVAwCA8s5mjDGeLsLTsrOzFRQUpKysLNYjSao5YpGnSwBQDh2Y2NnTJeBPxp1/v8vVGiQAAIDSQEACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCiTN9JGwBQfpTHm8xyc0tcDEeQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMCCgAQAAGBBQAIAALAgIAEAAFgQkAAAACwISAAAABY+ni4AAABPqTlikadLcNqBiZ09XcKfAkeQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACw4D5IblYe77EBAMCfHUeQAAAALAhIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIAFAQkAAMDCx9MFAACAkqs5YpGnS3DagYmdPV2C0ziCBAAAYEFAAgAAsCAgAQAAWBCQAAAALK6agPTmm2+qZs2aqlChglq0aKF169Z5uiQAAFBOXRUB6b///a+Sk5M1ZswYbdy4UY0bN1b79u117NgxT5cGAADKoasiIL322mvq27evevfurXr16untt99WxYoV9d5773m6NAAAUA6V+/sgnTt3Ths2bNDIkSPtbV5eXkpISNCaNWsu+Jrc3Fzl5uban2dlZUmSsrOzXV5fYe5Zl28TAIDyxB1/X8/frjHG5dsu9wHpxIkTKigoUHh4uEN7eHi4fvzxxwu+JiUlRePGjSvWHh0d7ZYaAQD4Mwua4t7tnz59WkFBQS7dZrkPSJdj5MiRSk5Otj8vLCxURkaGqlatKpvN5sHKXC87O1vR0dH6+eefFRgY6OlyrjrMr3sxv+7F/LoX8+teRfO7fft2RUVFuXz75T4gVatWTd7e3jp69KhD+9GjRxUREXHB1/j7+8vf39+hLTg42F0llgmBgYH8A3Uj5te9mF/3Yn7di/l1r2uvvVZeXq5fUl3uF2n7+fmpWbNmWr58ub2tsLBQy5cvV1xcnAcrAwAA5VW5P4IkScnJyerVq5eaN2+uW265RVOmTNGZM2fUu3dvT5cGAADKoasiID300EM6fvy4Ro8erfT0dDVp0kRLliwptnD7z8jf319jxowpdkoRrsH8uhfz617Mr3sxv+7l7vm1GXdcGwcAAFCOlfs1SAAAAK5GQAIAALAgIAEAAFgQkAAAACwISAAAABYEpHIoJSVFN998s6pUqaKwsDB16dJFO3fudBjz22+/KSkpSVWrVlXlypXVtWvXYncbP3jwoDp37qyKFSsqLCxMw4YNU35+fmnuSpk0bdo0NWrUyH7327i4OC1evNjez9y6zsSJE2Wz2TR48GB7G/N7ZcaOHSubzebwiI2Ntfczv1fu0KFDevjhh1W1alUFBASoYcOGWr9+vb3fGKPRo0crMjJSAQEBSkhI0O7dux22kZGRoR49eigwMFDBwcHq06ePcnJySntXypyaNWsW+/zabDYlJSVJKuXPr0G50759ezNjxgyzdetWs2nTJtOpUydTvXp1k5OTYx/z+OOPm+joaLN8+XKzfv1607JlS9OqVSt7f35+vmnQoIFJSEgw33//vfn8889NtWrVzMiRIz2xS2XK//73P7No0SKza9cus3PnTvPMM88YX19fs3XrVmMMc+sq69atMzVr1jSNGjUygwYNsrczv1dmzJgxpn79+ubIkSP2x/Hjx+39zO+VycjIMDVq1DCJiYlm7dq1Zt++fWbp0qVmz5499jETJ040QUFBZuHCheaHH34w99xzj6lVq5b59ddf7WM6dOhgGjdubL799lvz1VdfmTp16pju3bt7YpfKlGPHjjl8dlNTU40ks3LlSmNM6X5+CUhXgWPHjhlJJi0tzRhjTGZmpvH19TVz5861j9mxY4eRZNasWWOMMebzzz83Xl5eJj093T5m2rRpJjAw0OTm5pbuDpQD11xzjXnnnXeYWxc5ffq0iYmJMampqea2226zByTm98qNGTPGNG7c+IJ9zO+VGz58uGnTps1F+wsLC01ERIR5+eWX7W2ZmZnG39/ffPDBB8YYY7Zv324kme+++84+ZvHixcZms5lDhw65r/hyaNCgQaZ27dqmsLCw1D+/nGK7CmRlZUmSQkJCJEkbNmxQXl6eEhIS7GNiY2NVvXp1rVmzRpK0Zs0aNWzY0OFu4+3bt1d2dra2bdtWitWXbQUFBfrwww915swZxcXFMbcukpSUpM6dOzvMo8Rn11V2796tqKgoXX/99erRo4cOHjwoifl1hf/9739q3ry5HnzwQYWFhalp06b617/+Ze/fv3+/0tPTHeY4KChILVq0cJjj4OBgNW/e3D4mISFBXl5eWrt2bentTBl37tw5/ec//9Gjjz4qm81W6p9fAlI5V1hYqMGDB6t169Zq0KCBJCk9PV1+fn4KDg52GBseHq709HT7GOtXsRQ9LxrzZ7ZlyxZVrlxZ/v7+evzxx7VgwQLVq1ePuXWBDz/8UBs3blRKSkqxPub3yrVo0UIzZ87UkiVLNG3aNO3fv1+33nqrTp8+zfy6wL59+zRt2jTFxMRo6dKl6t+/vwYOHKhZs2ZJ+v9zdKE5PH+Ow8LCHPp9fHwUEhLCHJ9n4cKFyszMVGJioqTS//+Hq+K72P7MkpKStHXrVn399deeLuWqcuONN2rTpk3KysrSvHnz1KtXL6WlpXm6rHLv559/1qBBg5SamqoKFSp4upyrUseOHe0/N2rUSC1atFCNGjX00UcfKSAgwIOVXR0KCwvVvHlzTZgwQZLUtGlTbd26VW+//bZ69erl4equLu+++646duyoqKgoj7w/R5DKsQEDBuizzz7TypUrdd1119nbIyIidO7cOWVmZjqMP3r0qCIiIuxjrCv/i54Xjfkz8/PzU506ddSsWTOlpKSocePG+sc//sHcXqENGzbo2LFjuummm+Tj4yMfHx+lpaVp6tSp8vHxUXh4OPPrYsHBwbrhhhu0Z88ePr8uEBkZqXr16jm01a1b134as2iOLjSH58/xsWPHHPrz8/OVkZHBHP+fn376ScuWLdNjjz1mbyvtzy8BqRwyxmjAgAFasGCBVqxYoVq1ajn0N2vWTL6+vlq+fLm9befOnTp48KDi4uIkSXFxcdqyZYvDP9LU1FQFBgYW+8eP3/+rMTc3l7m9QvHx8dqyZYs2bdpkfzRv3lw9evSw/8z8ulZOTo727t2ryMhIPr8u0Lp162K3Vdm1a5dq1KghSapVq5YiIiIc5jg7O1tr1651mOPMzExt2LDBPmbFihUqLCxUixYtSmEvyr4ZM2YoLCxMnTt3treV+ufXJcvMUar69+9vgoKCzJdffulwOeTZs2ftYx5//HFTvXp1s2LFCrN+/XoTFxdn4uLi7P1Fl0K2a9fObNq0ySxZssSEhoZyKa8xZsSIESYtLc3s37/fbN682YwYMcLYbDbzxRdfGGOYW1c7/yo2Y5jfKzV06FDz5Zdfmv3795vVq1ebhIQEU61aNXPs2DFjDPN7pdatW2d8fHzMiy++aHbv3m1mz55tKlasaP7zn//Yx0ycONEEBwebTz75xGzevNnce++9F7zMv2nTpmbt2rXm66+/NjExMVzm/38KCgpM9erVzfDhw4v1lebnl4BUDkm64GPGjBn2Mb/++qt54oknzDXXXGMqVqxo7rvvPnPkyBGH7Rw4cMB07NjRBAQEmGrVqpmhQ4eavLy8Ut6bsufRRx81NWrUMH5+fiY0NNTEx8fbw5ExzK2rWQMS83tlHnroIRMZGWn8/PzMtddeax566CGHe/Qwv1fu008/NQ0aNDD+/v4mNjbWTJ8+3aG/sLDQjBo1yoSHhxt/f38THx9vdu7c6TDm5MmTpnv37qZy5comMDDQ9O7d25w+fbo0d6PMWrp0qZFUbM6MKd3Pr80YYy7zCBgAAMBViTVIAAAAFgQkAAAACwISAACABQEJAADAgoAEAABgQUACAACwICABAABYEJAAAAAsCEgAAAAWBCQAAAALAhIAAIDF/wO5xMQ6nMU4BgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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EcEuqVauWWrdurcaNG8vf31/btm3TggULNGjQIGufxo0bS5KGDBmi9u3by93dXREREercubPatGmjl156SYcPH1b9+vW1atUqffXVVxo2bJj1dOjGjRurW7dumjZtms6cOWM9ff6PP/6QlLe9GD4+PmrZsqUmT56sjIwMVaxYUatWrXLoHozrqV+/viIjI/X+++9bDyv9+OOP+vjjj9W1a1ebPRIFqXHjxlqzZo2mTp2q4OBghYWFqUmTJtn6NWvWTGXKlFFkZKSGDBkii8Wi2bNnO+RQxrp16zRo0CA9+uijuv3225WZmanZs2fL3d1d3bp1u2GtDz74oGbPni1fX1/VqlVLmzdv1po1axQQEJDj+tLT0xUeHq7HHntMe/fu1TvvvKMWLVrYDP7Nrxu9nz179tQjjzwiSZowYcJNr89e999/vzw8PNS5c2cNGDBAKSkp+uCDDxQYGKjjx4/naRkDBgzQ22+/re7du2vo0KGqUKGC5syZoxIlSkhy3eFgFH4EIdyShgwZoq+//lqrVq1SWlqaQkNDNXHiRD3//PPWPg8//LAGDx6sefPm6dNPP5VhGIqIiJCbm5u+/vprjR49Wp9//rni4uJUuXJlvf7669azqa745JNPFBQUpM8++0yLFi1Su3bt9Pnnn6tGjRrWf3BvZO7cuRo8eLBmzJghwzB0//33a/ny5QoODnboe5KbDz/8UFWqVFF8fLwWLVqkoKAgxcTEaMyYMS5Zf15MnTpV/fv316hRo3Tx4kVFRkbmGIQCAgK0dOlSPfvssxo1apTKlCmjJ554QuHh4dnOKrJX/fr11b59ey1ZskR///23SpYsqfr162v58uXWs/yuV+v//vc/ubu7a86cObp06ZKaN2+uNWvW5FrX22+/rTlz5mj06NHKyMhQ9+7dNX36dIf8gN/o/ezcubPKlCmjrKwshwQve9WoUUMLFizQqFGj9NxzzykoKEgDBw5UuXLlsp1xlpsr15AaPHiw/ve//6l06dLq2bOnmjVrpm7duuX5+4lbn8Vg1BfgUAkJCWrYsKE+/fRT9ejRo6DLAeyWmZmp4OBgde7cWbNmzSrochxq2rRpGj58uP766y9VrFixoMtBIcAYIeAmXLx4MVvbtGnT5ObmdsMrOgOF1eLFi/XPP/+oZ8+eBV3KTbn2+3np0iW99957ql69OiEIVhwaA27C5MmTtX37drVp00bFihXT8uXLtXz5cvXv3z/btVJQeJ09e1bp6em5znd3d1e5cuVcWFHB2Lp1q3bu3KkJEyaoYcOGatWqlc389PR0nT179rrL8PX1ddrp7PZ6+OGHddttt6lBgwZKSkrSp59+qt9//93mOkkAt9gAbsKqVauM5s2bG2XKlDGKFy9uVK1a1Rg7dqyRkZFR0KXBDq1atbruLV3suRVHURYZGWm4u7sbjRs3Nnbt2pVt/pVbZ1xvuvr2HgXtzTffNGrXrm2UKlXKKFGihNGoUSNj3rx5BV0WChnGCAEwve3bt1/3asFeXl5q3ry5CysqnM6dO6ft27dft0/t2rVVoUIFF1UE3DyCEAAAMC0GSwMAANNisLT+vW/NsWPH5O3tzUW2AAAoIgzD0Pnz5xUcHCw3t/zt2yEISTp27Bhn+AAAUET9+eefqlSpUr6eSxCSrDfW/PPPP+Xj41PA1QAAgLxITk5WSEiIzQ2y7UUQ0v/dc8bHx4cgBABAEXMzw1oYLA0AAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyrWEEXAADOVnnksoIuwW6HJ3Uq6BIAU2CPEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC3OGgOAQogz3QDXYI8QAAAwLYIQAAAwLYIQAAAwrQINQps2bVLnzp0VHBwsi8WixYsX28y3WCw5Tq+//rq1T+XKlbPNnzRpkotfCQAAKIoKNAilpqaqfv36mjFjRo7zjx8/bjN99NFHslgs6tatm02/8ePH2/QbPHiwK8oHAABFXIGeNdahQwd16NAh1/lBQUE2j7/66iu1adNGVapUsWn39vbO1hcAAOBGiswYoZMnT2rZsmXq27dvtnmTJk1SQECAGjZsqNdff12ZmZnXXVZaWpqSk5NtJgAAYD5F5jpCH3/8sby9vfXwww/btA8ZMkSNGjWSv7+/fvjhB8XExOj48eOaOnVqrsuKjY3VuHHjnF0yAAAo5IpMEProo4/Uo0cPlShRwqY9Ojra+vd69erJw8NDAwYMUGxsrDw9PXNcVkxMjM3zkpOTFRIS4pzCAQBAoVUkgtC3336rvXv36vPPP79h3yZNmigzM1OHDx9WjRo1cuzj6emZa0gCAADmUSTGCM2aNUuNGzdW/fr1b9g3ISFBbm5uCgwMdEFlAACgKCvQPUIpKSnav3+/9fGhQ4eUkJAgf39/3XbbbZL+PWw1f/58TZkyJdvzN2/erK1bt6pNmzby9vbW5s2bNXz4cD3xxBMqU6aMy14HAAAomgo0CG3btk1t2rSxPr4ybicyMlLx8fGSpHnz5skwDHXv3j3b8z09PTVv3jyNHTtWaWlpCgsL0/Dhw23G/wAAAOTGYhiGUdBFFLTk5GT5+voqKSlJPj4+BV0OAAcrindyL4q4+zxczRG/30VijBAAAIAzEIQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpFSvoAgAULZVHLivoEgDAYdgjBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATKtAg9CmTZvUuXNnBQcHy2KxaPHixTbze/XqJYvFYjM98MADNn3Onj2rHj16yMfHR35+furbt69SUlJc+CoAAEBRVaBBKDU1VfXr19eMGTNy7fPAAw/o+PHj1umzzz6zmd+jRw/t3r1bq1ev1tKlS7Vp0yb179/f2aUDAIBbQLGCXHmHDh3UoUOH6/bx9PRUUFBQjvP27NmjFStW6KefftKdd94pSXrrrbfUsWNHvfHGGwoODnZ4zQAA4NZR6McIbdiwQYGBgapRo4YGDhyoM2fOWOdt3rxZfn5+1hAkSe3atZObm5u2bt2a6zLT0tKUnJxsMwEAAPMp1EHogQce0CeffKK1a9fqtdde08aNG9WhQwddvnxZknTixAkFBgbaPKdYsWLy9/fXiRMncl1ubGysfH19rVNISIhTXwcAACicCvTQ2I1ERERY/163bl3Vq1dPVatW1YYNGxQeHp7v5cbExCg6Otr6ODk5mTAEAIAJFeo9QteqUqWKypYtq/3790uSgoKCdOrUKZs+mZmZOnv2bK7jiqR/xx35+PjYTAAAwHyKVBD666+/dObMGVWoUEGS1LRpUyUmJmr79u3WPuvWrVNWVpaaNGlSUGUCAIAiokAPjaWkpFj37kjSoUOHlJCQIH9/f/n7+2vcuHHq1q2bgoKCdODAAb3wwguqVq2a2rdvL0m644479MADD6hfv3569913lZGRoUGDBikiIoIzxgAAwA0V6B6hbdu2qWHDhmrYsKEkKTo6Wg0bNtTo0aPl7u6unTt3qkuXLrr99tvVt29fNW7cWN9++608PT2ty5gzZ45q1qyp8PBwdezYUS1atND7779fUC8JAAAUIQW6R6h169YyDCPX+StXrrzhMvz9/TV37lxHlgUAAEyiSI0RAgAAcCSCEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMC2CEAAAMK0Cvfs8YGaVRy4r6BIAwPTYIwQAAEyLIAQAAEyLIAQAAEyLIAQAAEzL7iC0Y8cO7dq1y/r4q6++UteuXfXiiy8qPT3docUBAAA4k91BaMCAAfrjjz8kSQcPHlRERIRKliyp+fPn64UXXnB4gQAAAM5idxD6448/1KBBA0nS/Pnz1bJlS82dO1fx8fH68ssvHV0fAACA09gdhAzDUFZWliRpzZo16tixoyQpJCREp0+fdmx1AAAATmR3ELrzzjs1ceJEzZ49Wxs3blSnTp0kSYcOHVL58uUdXiAAAICz2B2Epk2bph07dmjQoEF66aWXVK1aNUnSggUL1KxZM4cXCAAA4Cx232KjXr16NmeNXfH666/L3d3dIUUBAAC4Qr6uI5SYmKgPP/xQMTExOnv2rCTpt99+06lTpxxaHAAAgDPZvUdo586dCg8Pl5+fnw4fPqx+/frJ399fCxcu1NGjR/XJJ584o04AAACHs3uPUHR0tHr37q19+/apRIkS1vaOHTtq06ZNDi0OAADAmewOQj/99JMGDBiQrb1ixYo6ceKEQ4oCAABwBbuDkKenp5KTk7O1//HHHypXrpxDigIAAHAFu4NQly5dNH78eGVkZEiSLBaLjh49qhEjRqhbt24OLxAAAMBZ7A5CU6ZMUUpKigIDA3Xx4kW1atVK1apVk7e3t1555RVn1AgAAOAUdp815uvrq9WrV+v777/XL7/8opSUFDVq1Ejt2rVzRn0AAABOY3cQuqJ58+Zq3ry5I2sBAABwKbsPjQ0ZMkTTp0/P1v72229r2LBhjqgJAADAJewOQl9++WWOe4KaNWumBQsWOKQoAAAAV7A7CJ05c0a+vr7Z2n18fHT69GmHFAUAAOAKdgehatWqacWKFdnaly9fripVqjikKAAAAFfI1y02XnjhBY0ZM0YbN27Uxo0bNXr0aI0cOVLDhw+3a1mbNm1S586dFRwcLIvFosWLF1vnZWRkaMSIEapbt65KlSql4OBg9ezZU8eOHbNZRuXKlWWxWGymSZMm2fuyAACACdl91lifPn2UlpamV155RRMmTJD0bxiZOXOmevbsadeyUlNTVb9+ffXp00cPP/ywzbwLFy5ox44devnll1W/fn2dO3dOQ4cOVZcuXbRt2zabvuPHj1e/fv2sj729ve19WQAAwITydfr8wIEDNXDgQP3zzz/y8vJS6dKl87XyDh06qEOHDjnOu3K9oqu9/fbbuvvuu3X06FHddttt1nZvb28FBQXlqwYAAGBedh8au1q5cuXyHYLyIykpSRaLRX5+fjbtkyZNUkBAgBo2bKjXX39dmZmZ111OWlqakpOTbSYAAGA+dgehkydP6sknn1RwcLCKFSsmd3d3m8lZLl26pBEjRqh79+7y8fGxtg8ZMkTz5s3T+vXrNWDAAL366qt64YUXrrus2NhY+fr6WqeQkBCn1Q0AAAovuw+N9erVS0ePHtXLL7+sChUqyGKxOKMuGxkZGXrsscdkGIZmzpxpMy86Otr693r16snDw0MDBgxQbGysPD09c1xeTEyMzfOSk5MJQwAAmJDdQei7777Tt99+qwYNGjihnOyuhKAjR45o3bp1NnuDctKkSRNlZmbq8OHDqlGjRo59PD09cw1JAADAPOwOQiEhITIMwxm1ZHMlBO3bt0/r169XQEDADZ+TkJAgNzc3BQYGuqBCAABQlNkdhKZNm6aRI0fqvffeU+XKlW9q5SkpKdq/f7/18aFDh5SQkCB/f39VqFBBjzzyiHbs2KGlS5fq8uXLOnHihCTJ399fHh4e2rx5s7Zu3ao2bdrI29tbmzdv1vDhw/XEE0+oTJkyN1UbAAC49VkMO3fvlClTRhcuXFBmZqZKliyp4sWL28w/e/Zsnpe1YcMGtWnTJlt7ZGSkxo4dq7CwsByft379erVu3Vo7duzQM888o99//11paWkKCwvTk08+qejoaLsOfSUnJ8vX11dJSUk3PPQGOErlkcsKugTAoQ5P6lTQJcBkHPH7na89Qo7SunXr6x5mu1FGa9SokbZs2eKwegAAgLnYHYQiIyOdUQcAAIDL5euCigcOHNCoUaPUvXt3nTp1StK/N13dvXu3Q4sDAABwJruD0MaNG1W3bl1t3bpVCxcuVEpKiiTpl19+0ZgxYxxeIAAAgLPYHYRGjhypiRMnavXq1fLw8LC2t23blvE6AACgSLE7CO3atUv/+c9/srUHBgbq9OnTDikKAADAFewOQn5+fjp+/Hi29p9//lkVK1Z0SFEAAACuYPdZYxERERoxYoTmz58vi8WirKwsff/993ruuefUs2dPZ9QIACgCiuK1sbj2EezeI/Tqq6+qZs2aCgkJUUpKimrVqqWWLVuqWbNmGjVqlDNqBAAAcAq79ggZhqETJ05o+vTpGj16tHbt2qWUlBQ1bNhQ1atXd1aNAAAATmF3EKpWrZp2796t6tWrKyQkxFl1AQAAOJ1dh8bc3NxUvXp1nTlzxln1AAAAuIzdY4QmTZqk559/Xr/++qsz6gEAAHAZu88a69mzpy5cuKD69evLw8NDXl5eNvPtufs8AABAQSrQu88DAAAUJLuCUEZGhjZu3KiXX35ZYWFhzqoJAADAJewaI1S8eHF9+eWXzqoFAADApeweLN21a1ctXrzYCaUAAAC4lt1jhKpXr67x48fr+++/V+PGjVWqVCmb+UOGDHFYcQAAAM5kdxCaNWuW/Pz8tH37dm3fvt1mnsViIQgBAIAiw+4gdOjQIWfUAQAA4HJ2jxECAAC4Vdi9R6hPnz7Xnf/RRx/luxgAAABXsjsInTt3zuZxRkaGfv31VyUmJqpt27YOKwwAAMDZ7A5CixYtytaWlZWlgQMHqmrVqg4pCgAAwBUcMkbIzc1N0dHRevPNNx2xOAAAAJdw2GDpAwcOKDMz01GLAwAAcDq7D41FR0fbPDYMQ8ePH9eyZcsUGRnpsMIAAACcze4g9PPPP9s8dnNzU7ly5TRlypQbnlEGAABQmNgdhNavX++MOgAAAFzO7jFChw4d0r59+7K179u3T4cPH3ZETQAAAC5hdxDq1auXfvjhh2ztW7duVa9evRxREwAAgEvYHYR+/vlnNW/ePFv7Pffco4SEBEfUBAAA4BJ2ByGLxaLz589na09KStLly5cdUhQAAIAr2B2EWrZsqdjYWJvQc/nyZcXGxqpFixYOLQ4AAMCZ7D5r7LXXXlPLli1Vo0YN3XvvvZKkb7/9VsnJyVq3bp3DCwQAAHAWu/cI1apVSzt37tRjjz2mU6dO6fz58+rZs6d+//131alTxxk1AgAAOIXde4QkKTg4WK+++qqjawEAAHApu/cIxcXFaf78+dna58+fr48//tiuZW3atEmdO3dWcHCwLBaLFi9ebDPfMAyNHj1aFSpUkJeXl9q1a5ftGkZnz55Vjx495OPjIz8/P/Xt21cpKSn2viwAAGBCdgeh2NhYlS1bNlt7YGCg3XuJUlNTVb9+fc2YMSPH+ZMnT9b06dP17rvvauvWrSpVqpTat2+vS5cuWfv06NFDu3fv1urVq7V06VJt2rRJ/fv3t+9FAQAAU7L70NjRo0cVFhaWrT00NFRHjx61a1kdOnRQhw4dcpxnGIamTZumUaNG6aGHHpIkffLJJypfvrwWL16siIgI7dmzRytWrNBPP/2kO++8U5L01ltvqWPHjnrjjTcUHBxs56sDAABmYvceocDAQO3cuTNb+y+//KKAgACHFCX9eyuPEydOqF27dtY2X19fNWnSRJs3b5Ykbd68WX5+ftYQJEnt2rWTm5ubtm7dmuuy09LSlJycbDMBAADzsTsIde/eXUOGDNH69et1+fJlXb58WevWrdPQoUMVERHhsMJOnDghSSpfvrxNe/ny5a3zTpw4ocDAQJv5xYoVk7+/v7VPTmJjY+Xr62udQkJCHFY3AAAoOuwOQhMmTFCTJk0UHh4uLy8veXl56f7771fbtm2LzJlkMTExSkpKsk5//vlnQZcEAAAKgN1jhDw8PPT5559rwoQJ+uWXX+Tl5aW6desqNDTUoYUFBQVJkk6ePKkKFSpY20+ePKkGDRpY+5w6dcrmeZmZmTp79qz1+Tnx9PSUp6enQ+sFAABFj917hK7w9/dXmzZt9OCDDzo8BElSWFiYgoKCtHbtWmtbcnKytm7dqqZNm0qSmjZtqsTERG3fvt3aZ926dcrKylKTJk0cXhMAALi12BWEEhMTFRUVpbJly6p8+fIqX768ypYtq0GDBikxMdHulaekpCghIcF61/pDhw4pISFBR48elcVi0bBhwzRx4kR9/fXX2rVrl3r27Kng4GB17dpVknTHHXfogQceUL9+/fTjjz/q+++/16BBgxQREcEZYwAA4IbyfGjs7Nmzatq0qf7++2/16NFDd9xxhyTpt99+U3x8vNauXasffvhBZcqUyfPKt23bpjZt2lgfR0dHS5IiIyMVHx+vF154Qampqerfv78SExPVokULrVixQiVKlLA+Z86cORo0aJDCw8Pl5uambt26afr06XmuAQAAmJfFMAwjLx2HDRumtWvXas2aNdnO5Dpx4oTuv/9+hYeH680333RKoc6UnJwsX19fJSUlycfHp6DLgUlUHrmsoEsATO/wpE4FXQJugiN+v/N8aGzx4sV64403soUg6d9By5MnT9aiRYvyVQQAAEBByHMQOn78uGrXrp3r/Dp16lz32j0AAACFTZ6DUNmyZXX48OFc5x86dEj+/v6OqAkAAMAl8hyE2rdvr5deeknp6enZ5qWlpenll1/WAw884NDiAAAAnCnPZ42NHz9ed955p6pXr66oqCjVrFlThmFoz549euedd5SWlqbZs2c7s1YAAACHynMQqlSpkjZv3qxnnnlGMTExunKymcVi0X333ae3336be3YBAIAixa5bbISFhWn58uU6d+6c9u3bJ0mqVq0aY4NQ4DgVHQCQH3bfa0ySypQpo7vvvtvRtQAAALhUvu81BgAAUNQRhAAAgGkRhAAAgGnlKQg1atRI586dk/TvafQXLlxwalEAAACukKcgtGfPHqWmpkqSxo0bp5SUFKcWBQAA4Ap5OmusQYMG6t27t1q0aCHDMPTGG2+odOnSOfYdPXq0QwsEAABwljwFofj4eI0ZM0ZLly6VxWLR8uXLVaxY9qdaLBaCEAAAKDLyFIRq1KihefPmSZLc3Ny0du1aBQYGOrUwAAAAZ7P7gopZWVnOqAMAAMDl8nVl6QMHDmjatGnas2ePJKlWrVoaOnSoqlat6tDiAAAAnMnu6witXLlStWrV0o8//qh69eqpXr162rp1q2rXrq3Vq1c7o0YAAACnsHuP0MiRIzV8+HBNmjQpW/uIESN03333Oaw4AAAAZ7J7j9CePXvUt2/fbO19+vTRb7/95pCiAAAAXMHuIFSuXDklJCRka09ISOBMMgAAUKTYfWisX79+6t+/vw4ePKhmzZpJkr7//nu99tprio6OdniBAAAAzmJ3EHr55Zfl7e2tKVOmKCYmRpIUHByssWPHasiQIQ4vEAAAwFnsDkIWi0XDhw/X8OHDdf78eUmSt7e3wwsDAABwtnxdR+gKAhAAACjK7B4sDQAAcKsgCAEAANMiCAEAANOyKwhlZGQoPDxc+/btc1Y9AAAALmNXECpevLh27tzprFoAAABcyu5DY0888YRmzZrljFoAAABcyu7T5zMzM/XRRx9pzZo1aty4sUqVKmUzf+rUqQ4rDgAAwJnsDkK//vqrGjVqJEn6448/bOZZLBbHVAUAAOACdgeh9evXO6MOAAAAl8v36fP79+/XypUrdfHiRUmSYRgOKwoAAMAV7A5CZ86cUXh4uG6//XZ17NhRx48flyT17dtXzz77rMMLBAAAcBa7g9Dw4cNVvHhxHT16VCVLlrS2P/7441qxYoVDi5OkypUry2KxZJuioqIkSa1bt8427+mnn3Z4HQAA4NZj9xihVatWaeXKlapUqZJNe/Xq1XXkyBGHFXbFTz/9pMuXL1sf//rrr7rvvvv06KOPWtv69eun8ePHWx9fHdAAAAByY3cQSk1NzTFonD17Vp6eng4p6mrlypWzeTxp0iRVrVpVrVq1sraVLFlSQUFBDl83AAC4tdl9aOzee+/VJ598Yn1ssViUlZWlyZMnq02bNg4t7lrp6en69NNP1adPH5tT9efMmaOyZcuqTp06iomJ0YULF667nLS0NCUnJ9tMAADAfOzeIzR58mSFh4dr27ZtSk9P1wsvvKDdu3fr7Nmz+v77751Ro9XixYuVmJioXr16Wdv++9//KjQ0VMHBwdq5c6dGjBihvXv3auHChbkuJzY2VuPGjXNqrQAAoPCzGPk47z0pKUlvv/22fvnlF6WkpKhRo0aKiopShQoVnFGjVfv27eXh4aElS5bk2mfdunUKDw/X/v37VbVq1Rz7pKWlKS0tzfo4OTlZISEhSkpKko+Pj8PrhvNVHrmsoEsAUAQdntSpoEvATUhOTpavr+9N/X7bvUdIknx9ffXSSy/la4X5deTIEa1Zs+a6e3okqUmTJpJ03SDk6enplPFMAACgaMlXEDp37pxmzZqlPXv2SJJq1aql3r17y9/f36HFXS0uLk6BgYHq1On66T0hIUGSnL53CgAAFH12D5betGmTKleurOnTp+vcuXM6d+6cpk+frrCwMG3atMkZNSorK0txcXGKjIxUsWL/l90OHDigCRMmaPv27Tp8+LC+/vpr9ezZUy1btlS9evWcUgsAALh12L1HKCoqSo8//rhmzpwpd3d3SdLly5f1zDPPKCoqSrt27XJ4kWvWrNHRo0fVp08fm3YPDw+tWbNG06ZNU2pqqkJCQtStWzeNGjXK4TUAAIBbj92Dpb28vJSQkKAaNWrYtO/du1cNGjSw3nusKHHEYCsULAZLA8gPBksXbY74/bb70FijRo2sY4OutmfPHtWvXz9fRQAAABSEPB0a27lzp/XvQ4YM0dChQ7V//37dc889kqQtW7ZoxowZmjRpknOqBAAAcII8HRpzc3OTxWLRjbpaLBab+4IVFRwaK/o4NAYgPzg0VrS57DpChw4dytfCAQAACrM8BaHQ0FBn1wEAAOBy+bqg4rFjx/Tdd9/p1KlTysrKspk3ZMgQhxQGAADgbHYHofj4eA0YMEAeHh4KCAiwuQu8xWIhCAEAgCLD7iD08ssva/To0YqJiZGbm91n3wMAABQadieZCxcuKCIighAEAACKPLvTTN++fTV//nxn1AIAAOBSdh8ai42N1YMPPqgVK1aobt26Kl68uM38qVOnOqw4AAAAZ8pXEFq5cqX1XmPXDpYGAAAoKuwOQlOmTNFHH32kXr16OaEcAAAA17F7jJCnp6eaN2/ujFoAAABcyu4gNHToUL311lvOqAUAAMCl7D409uOPP2rdunVaunSpateunW2w9MKFCx1WHAAAgDPZHYT8/Pz08MMPO6MWAAAAl7I7CMXFxTmjDgAAAJfj8tAAAMC07N4jFBYWdt3rBR08ePCmCgIAAHAVu4PQsGHDbB5nZGTo559/1ooVK/T88887qi4AAACnszsIDR06NMf2GTNmaNu2bTddEAAAgKs4bIxQhw4d9OWXXzpqcQAAAE7nsCC0YMEC+fv7O2pxAAAATmf3obGGDRvaDJY2DEMnTpzQP//8o3feecehxQEAADiT3UGoa9euNo/d3NxUrlw5tW7dWjVr1nRUXQAAAE5ndxAaM2aMM+oAAABwOS6oCAAATCvPe4Tc3NyueyFFSbJYLMrMzLzpogAAcIXKI5cVdAl2OzypU0GXcEvJcxBatGhRrvM2b96s6dOnKysryyFFAQAAuEKeg9BDDz2UrW3v3r0aOXKklixZoh49emj8+PEOLQ4AAMCZ8jVG6NixY+rXr5/q1q2rzMxMJSQk6OOPP1ZoaKij6wMAAHAau4JQUlKSRowYoWrVqmn37t1au3atlixZojp16jirPgAAAKfJ86GxyZMn67XXXlNQUJA+++yzHA+VAQAAFCUWwzCMvHR0c3OTl5eX2rVrJ3d391z7LVy40GHFuUpycrJ8fX2VlJQkHx+fgi4H+VAUz/wAgPzgrLH/44jf7zzvEerZs+cNT58HAAAoSvIchOLj451YBgAAgOtxZWkAAGBahToIjR07VhaLxWa6+sauly5dUlRUlAICAlS6dGl169ZNJ0+eLMCKAQBAUVKog5Ak1a5dW8ePH7dO3333nXXe8OHDtWTJEs2fP18bN27UsWPH9PDDDxdgtQAAoCix++7zrlasWDEFBQVla09KStKsWbM0d+5ctW3bVpIUFxenO+64Q1u2bNE999zj6lIBAEARU+j3CO3bt0/BwcGqUqWKevTooaNHj0qStm/froyMDLVr187at2bNmrrtttu0efPm6y4zLS1NycnJNhMAADCfQh2EmjRpovj4eK1YsUIzZ87UoUOHdO+99+r8+fM6ceKEPDw85OfnZ/Oc8uXL68SJE9ddbmxsrHx9fa1TSEiIE18FAAAorAr1obEOHTpY/16vXj01adJEoaGh+uKLL+Tl5ZXv5cbExCg6Otr6ODk5mTAEAIAJFeo9Qtfy8/PT7bffrv379ysoKEjp6elKTEy06XPy5MkcxxRdzdPTUz4+PjYTAAAwnyIVhFJSUnTgwAFVqFBBjRs3VvHixbV27Vrr/L179+ro0aNq2rRpAVYJAACKikJ9aOy5555T586dFRoaqmPHjmnMmDFyd3dX9+7d5evrq759+yo6Olr+/v7y8fHR4MGD1bRpU84YAwAAeVKog9Bff/2l7t2768yZMypXrpxatGihLVu2qFy5cpKkN998U25uburWrZvS0tLUvn17vfPOOwVcNQAAKCryfPf5Wxl3ny/6uPs8ALPg7vP/xxG/30VqjBAAAIAjEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpEYQAAIBpFSvoAlD4VB65rKBLAADAJdgjBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATKtQB6HY2Fjddddd8vb2VmBgoLp27aq9e/fa9GndurUsFovN9PTTTxdQxQAAoCgp1EFo48aNioqK0pYtW7R69WplZGTo/vvvV2pqqk2/fv366fjx49Zp8uTJBVQxAAAoSooVdAHXs2LFCpvH8fHxCgwM1Pbt29WyZUtre8mSJRUUFOTq8gAAQBFXqPcIXSspKUmS5O/vb9M+Z84clS1bVnXq1FFMTIwuXLhw3eWkpaUpOTnZZgIAAOZTqPcIXS0rK0vDhg1T8+bNVadOHWv7f//7X4WGhio4OFg7d+7UiBEjtHfvXi1cuDDXZcXGxmrcuHGuKBsAABRiFsMwjIIuIi8GDhyo5cuX67vvvlOlSpVy7bdu3TqFh4dr//79qlq1ao590tLSlJaWZn2cnJyskJAQJSUlycfHx+G1FzWVRy4r6BIAALk4PKlTQZdQaCQnJ8vX1/emfr+LxB6hQYMGaenSpdq0adN1Q5AkNWnSRJKuG4Q8PT3l6enp8DoBAEDRUqiDkGEYGjx4sBYtWqQNGzYoLCzshs9JSEiQJFWoUMHJ1QEAgKKuUAehqKgozZ07V1999ZW8vb114sQJSZKvr6+8vLx04MABzZ07Vx07dlRAQIB27typ4cOHq2XLlqpXr14BVw8AAAq7Qh2EZs6cKenfiyZeLS4uTr169ZKHh4fWrFmjadOmKTU1VSEhIerWrZtGjRpVANUCAICiplAHoRuN4w4JCdHGjRtdVA0AALjVFKnrCAEAADgSQQgAAJgWQQgAAJgWQQgAAJgWQQgAAJgWQQgAAJgWQQgAAJgWQQgAAJhWob6g4q2AO7kDAFB4sUcIAACYFnuEAAAoQorikYbDkzoVdAm5Yo8QAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwLYIQAAAwrVsmCM2YMUOVK1dWiRIl1KRJE/34448FXRIAACjkbokg9Pnnnys6OlpjxozRjh07VL9+fbVv316nTp0q6NIAAEAhdksEoalTp6pfv37q3bu3atWqpXfffVclS5bURx99VNClAQCAQqxYQRdws9LT07V9+3bFxMRY29zc3NSuXTtt3rw5x+ekpaUpLS3N+jgpKUmSlJyc7PD6stIuOHyZAAAUJc74fb16uYZh5HsZRT4InT59WpcvX1b58uVt2suXL6/ff/89x+fExsZq3Lhx2dpDQkKcUiMAAGbmO825yz9//rx8fX3z9dwiH4TyIyYmRtHR0dbHWVlZOnv2rAICAmSxWAqwssIrOTlZISEh+vPPP+Xj41PQ5SAHbKPCje1T+LGNCr9rt5FhGDp//ryCg4PzvcwiH4TKli0rd3d3nTx50qb95MmTCgoKyvE5np6e8vT0tGnz8/NzVom3FB8fH/6BKOTYRoUb26fwYxsVfldvo/zuCbqiyA+W9vDwUOPGjbV27VprW1ZWltauXaumTZsWYGUAAKCwK/J7hCQpOjpakZGRuvPOO3X33Xdr2rRpSk1NVe/evQu6NAAAUIjdEkHo8ccf1z///KPRo0frxIkTatCggVasWJFtADXyz9PTU2PGjMl2SBGFB9uocGP7FH5so8LPGdvIYtzMOWcAAABFWJEfIwQAAJBfBCEAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEoNjZWd911l7y9vRUYGKiuXbtq7969eX7+vHnzZLFY1LVrV+cVaXL52Ubx8fGyWCw2U4kSJVxUsbnk9zuUmJioqKgoVahQQZ6enrr99tv1zTffuKBi88nPNmrdunW275DFYlGnTp1cVLW55Pd7NG3aNNWoUUNeXl4KCQnR8OHDdenSpTyvlyAEbdy4UVFRUdqyZYtWr16tjIwM3X///UpNTb3hcw8fPqznnntO9957rwsqNa/8biMfHx8dP37cOh05csRFFZtLfrZPenq67rvvPh0+fFgLFizQ3r179cEHH6hixYourNw88rONFi5caPP9+fXXX+Xu7q5HH33UhZWbR3620dy5czVy5EiNGTNGe/bs0axZs/T555/rxRdfzPuKDeAap06dMiQZGzduvG6/zMxMo1mzZsaHH35oREZGGg899JBrCkSetlFcXJzh6+vruqJglZftM3PmTKNKlSpGenq6CyvDFXn9d+5qb775puHt7W2kpKQ4sTJckZdtFBUVZbRt29amLTo62mjevHme18MeIWSTlJQkSfL3979uv/HjxyswMFB9+/Z1RVm4Sl63UUpKikJDQxUSEqKHHnpIu3fvdkV5ppeX7fP111+radOmioqKUvny5VWnTh29+uqrunz5sqvKNLW8foeuNmvWLEVERKhUqVLOKgtXycs2atasmbZv364ff/xRknTw4EF988036tixY95XlO+ohlvS5cuXjU6dOt0wTX/77bdGxYoVjX/++ccwDIM9Qi6U1230ww8/GB9//LHx888/Gxs2bDAefPBBw8fHx/jzzz9dVKk55XX71KhRw/D09DT69OljbNu2zZg3b57h7+9vjB071kWVmldet9HVtm7dakgytm7d6sTKcIU92+h///ufUbx4caNYsWKGJOPpp5+2a10EIdh4+umnjdDQ0Ov+WCYnJxuVK1c2vvnmG2sbQch18rKNcpKenm5UrVrVGDVqlJMqg2HkfftUr17dCAkJMTIzM61tU6ZMMYKCgpxdounl5zvUv39/o27duk6sClfL6zZav369Ub58eeODDz4wdu7caSxcuNAICQkxxo8fn+d1EYRgFRUVZVSqVMk4ePDgdfv9/PPPhiTD3d3dOlksFsNisRju7u7G/v37XVSx+eR1G+XmkUceMSIiIhxcFa6wZ/u0bNnSCA8Pt2n75ptvDElGWlqas0o0vfx8h1JSUgwfHx9j2rRpTqwMV9izjVq0aGE899xzNm2zZ882vLy8jMuXL+dpfYwRggzD0KBBg7Ro0SKtW7dOYWFh1+1fs2ZN7dq1SwkJCdapS5cuatOmjRISEhQSEuKiys3D3m2Uk8uXL2vXrl2qUKGCEyo0t/xsn+bNm2v//v3Kysqytv3xxx+qUKGCPDw8nFmuKd3Md2j+/PlKS0vTE0884cQKkZ9tdOHCBbm52UYZd3d36/LyumKY3MCBAw1fX19jw4YNxvHjx63ThQsXrH2efPJJY+TIkbkug0NjzpWfbTRu3Dhj5cqVxoEDB4zt27cbERERRokSJYzdu3cXxEu4peVn+xw9etTw9vY2Bg0aZOzdu9dYunSpERgYaEycOLEgXsIt72b+nWvRooXx+OOPu7JcU8rPNhozZozh7e1tfPbZZ8bBgweNVatWGVWrVjUee+yxPK+XIARDUo5TXFyctU+rVq2MyMjIXJdBEHKu/GyjYcOGGbfddpvh4eFhlC9f3ujYsaOxY8cO1xdvAvn9Dv3www9GkyZNDE9PT6NKlSrGK6+8YjNmCI6T3230+++/G5KMVatWubZgE8rPNsrIyDDGjh1rVK1a1ShRooQREhJiPPPMM8a5c+fyvF7L/185AACA6TBGCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmBZBCAAAmNb/A4cYbTM0VYTFAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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etsP1hzVEwGVceqqoUqVKqlOnjsOpmooVK0pSkV9Q9913n/Lz8/Xmm286tL/22muy2Wy69957JUldunSRJM2dO9eh3xtvvFHiOgv/tXvpv25nzZpV4n38Effdd1+x7/fqq69K0hWvmHOGt7e3bDabw0zIoUOHir0jdcWKFYv8TLy9vdWjRw8tW7ZMP/74Y5HXnDhxosR1XDrWS5Ys0dGjR0v0+iu59DPn6+ur6OhoGWPsp69q166trKws7dixw97v+PHjLrkkvLjPUnJyspKSkhz69ejRQ8aYYgNI4WsffvhheXt7a+LEiUXGyxhz1VOxl2rfvr0OHTqkjz76yH4KzcvLS23atNGrr76q3NzcEq0fKokaNWqoadOmWrRokcMp58TERO3evdsl74Gyhxki4DKio6N15513qlmzZgoJCdH333+vpUuXKi4uzt6nWbNmkqQhQ4aoS5cu8vb2Vs+ePfXAAw+oU6dOeuGFF3To0CE1adJEa9as0aeffqqhQ4faLwNv1qyZevTooVmzZunUqVP2y+737dsnqWSnoQIDA9WhQwfNmDFDubm5uvHGG7VmzRqlpKS4YVSKatKkifr06aP58+crMzNTHTt21KZNm7Ro0SJ1795dnTp1csn7dOvWTa+++qq6du2qJ598Uunp6ZozZ47q1KnjEA6k38b1yy+/1Kuvvmo/3dKyZUtNnz5d69evV8uWLTVw4EBFR0crIyNDW7du1ZdffqmMjIyr1nH//fdr0qRJ6tevn9q0aaOdO3fqgw8+0C233PKHj/Gee+5ReHi42rZtq7CwMO3Zs0dvvvmmunXrZp9p7Nmzp0aPHq0///nPGjJkiM6fP6+33npLt9566x9e23L//fdr+fLl+vOf/6xu3bopJSVF8+bNU3R0tM6ePWvv16lTJ/Xu3VuzZ8/W/v377admN27cqE6dOikuLk61a9fWlClTNHbsWB06dEjdu3dX5cqVlZKSohUrVmjQoEEaOXJkiWsrDDt79+51+MqXDh06aNWqVfb7CblKfHy8unXrpnbt2ql///7KyMiw3yPq92OB64inL2sDPKHwsvvNmzcXu71jx45Xvex+ypQppkWLFiY4ONgEBASY+vXrm6lTp5qLFy/a++Tl5Zlnn33WVK9e3dhsNofLns+cOWOGDRtmIiIijI+Pj6lbt655+eWX7ZclFzp37pyJjY01ISEhplKlSqZ79+5m7969RpLDZfCFl1WfOHGiyPH88ssv5s9//rMJDg42QUFB5tFHHzXHjh277KX7l+7jcpfDFzdOxcnNzTUTJ040UVFRxsfHx0RGRpqxY8eaCxculOh9ilPc5eULFiwwdevWNX5+fqZ+/fpm4cKFxV5u/tNPP5kOHTqYgIAAI8nh55qWlmZiY2NNZGSk8fHxMeHh4aZz585m/vz59j6Fl90vWbKkSF0XLlwwI0aMMDVq1DABAQGmbdu2JikpyXTs2NF07NjR3u9aLrv/xz/+YTp06GCqVq1q/Pz8TO3atc2oUaNMVlaWQ781a9aYRo0aGV9fX1OvXj3z/vvvX/ay+9jY2GLfq7jL7gsKCsy0adNMzZo1jZ+fn7n99tvNypUri/1Z5OXlmZdfftnUr1/f+Pr6murVq5t7773XbNmyxaHfsmXLTLt27UzFihVNxYoVTf369U1sbKzZu3dvicelUGhoqJFk0tLS7G1ff/21kWTat29fpP/lLrt/+eWXi/S99M9KYe0NGjQwfn5+Jjo62ixfvvyytz1A+WczhlVkQFmzfft23X777Xr//ffVq1ev0i4HAK57rCECStmvv/5apG3WrFny8vK66h2iAQCuwRoioJTNmDFDW7ZsUadOnVShQgWtWrVKq1at0qBBgxQZGVna5cEFLl68eNX1SUFBQU5dIn89+PXXX4u9T9bvhYSElMsvA0b5wykzoJQlJiZq4sSJ2r17t86ePaubb75ZvXv31gsvvKAKFfg3y/XgP//5z1UXly9cuNDhS2itICEhQf369btin/Xr1+vOO+/0TEGwNAIRALjZ6dOntWXLliv2adiwoWrUqOGhisqG48ePa9euXVfs06xZM4ev2QDchUAEAAAsj0XVAADA8ligUAIFBQU6duyYKleu7PbvawIAAK5hjNGZM2cUERFx1e+5IxCVwLFjx7jaBwCAcurIkSO66aabrtiHQFQChbfMP3LkiAIDA0u5GgAAUBLZ2dmKjIx0+JLtyyEQlUDhabLAwEACEQAA5UxJlruwqBoAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFheqQaiDRs26IEHHlBERIRsNps++eQTh+3GGI0fP141atRQQECAYmJitH//foc+GRkZ6tWrlwIDAxUcHKwBAwbo7NmzDn127Nih9u3by9/fX5GRkZoxY4a7Dw0AAJQjpRqIzp07pyZNmmjOnDnFbp8xY4Zmz56tefPmKTk5WRUrVlSXLl104cIFe59evXpp165dSkxM1MqVK7VhwwYNGjTIvj07O1v33HOPatasqS1btujll1/Wiy++qPnz57v9+AAAQDlhyghJZsWKFfbnBQUFJjw83Lz88sv2tszMTOPn52f++c9/GmOM2b17t5FkNm/ebO+zatUqY7PZzNGjR40xxsydO9dUqVLF5OTk2PuMHj3a1KtXr8S1ZWVlGUkmKyvrWg8PAAB4mDO/v8vsGqKUlBSlpqYqJibG3hYUFKSWLVsqKSlJkpSUlKTg4GA1b97c3icmJkZeXl5KTk629+nQoYN8fX3tfbp06aK9e/fq9OnTxb53Tk6OsrOzHR4AAOD6VaG0C7ic1NRUSVJYWJhDe1hYmH1bamqqQkNDHbZXqFBBISEhDn2ioqKK7KNwW5UqVYq8d3x8vCZOnOiaAwFQ5tUa81lpl+C0Q9O7lXYJwHWlzM4QlaaxY8cqKyvL/jhy5EhplwQAANyozAai8PBwSVJaWppDe1pamn1beHi40tPTHbbn5eUpIyPDoU9x+/j9e1zKz89PgYGBDg8AAHD9KrOBKCoqSuHh4Vq7dq29LTs7W8nJyWrdurUkqXXr1srMzNSWLVvsfdatW6eCggK1bNnS3mfDhg3Kzc2190lMTFS9evWKPV0GAACsp1QD0dmzZ7V9+3Zt375d0m8Lqbdv367Dhw/LZrNp6NChmjJliv71r39p586deuqppxQREaHu3btLkho0aKCuXbtq4MCB2rRpk7755hvFxcWpZ8+eioiIkCQ9+eST8vX11YABA7Rr1y599NFHev311zV8+PBSOmoAAFDWlOqi6u+//16dOnWyPy8MKX369FFCQoKef/55nTt3ToMGDVJmZqbatWun1atXy9/f3/6aDz74QHFxcercubO8vLzUo0cPzZ492749KChIa9asUWxsrJo1a6Zq1app/PjxDvcqAgAA1mYzxpjSLqKsy87OVlBQkLKyslhPBFyHuMoMuD458/u7zK4hAgAA8BQCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsLwyHYjy8/M1btw4RUVFKSAgQLVr19bkyZNljLH3McZo/PjxqlGjhgICAhQTE6P9+/c77CcjI0O9evVSYGCggoODNWDAAJ09e9bThwMAAMqoMh2IXnrpJb311lt68803tWfPHr300kuaMWOG3njjDXufGTNmaPbs2Zo3b56Sk5NVsWJFdenSRRcuXLD36dWrl3bt2qXExEStXLlSGzZs0KBBg0rjkAAAQBlkM7+fbilj7r//foWFhWnBggX2th49eiggIEDvv/++jDGKiIjQiBEjNHLkSElSVlaWwsLClJCQoJ49e2rPnj2Kjo7W5s2b1bx5c0nS6tWrdd999+mXX35RRETEVevIzs5WUFCQsrKyFBgY6J6DBVBqao35rLRLcNqh6d1KuwSgzHPm93eZniFq06aN1q5dq3379kmSfvjhB3399de69957JUkpKSlKTU1VTEyM/TVBQUFq2bKlkpKSJElJSUkKDg62hyFJiomJkZeXl5KTk4t935ycHGVnZzs8AADA9atCaRdwJWPGjFF2drbq168vb29v5efna+rUqerVq5ckKTU1VZIUFhbm8LqwsDD7ttTUVIWGhjpsr1ChgkJCQux9LhUfH6+JEye6+nAAAEAZVaZniD7++GN98MEH+vDDD7V161YtWrRIM2fO1KJFi9z6vmPHjlVWVpb9ceTIEbe+HwAAKF1leoZo1KhRGjNmjHr27ClJaty4sf773/8qPj5effr0UXh4uCQpLS1NNWrUsL8uLS1NTZs2lSSFh4crPT3dYb95eXnKyMiwv/5Sfn5+8vPzc8MRAQCAsqhMzxCdP39eXl6OJXp7e6ugoECSFBUVpfDwcK1du9a+PTs7W8nJyWrdurUkqXXr1srMzNSWLVvsfdatW6eCggK1bNnSA0cBAADKujI9Q/TAAw9o6tSpuvnmm9WwYUNt27ZNr776qvr37y9JstlsGjp0qKZMmaK6desqKipK48aNU0REhLp37y5JatCggbp27aqBAwdq3rx5ys3NVVxcnHr27FmiK8wAAMD1r0wHojfeeEPjxo3TX//6V6WnpysiIkLPPPOMxo8fb+/z/PPP69y5cxo0aJAyMzPVrl07rV69Wv7+/vY+H3zwgeLi4tS5c2d5eXmpR48emj17dmkcEgAAKIPK9H2IygruQwRc37gPEXB9um7uQwQAAOAJBCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5TgeirVu3aufOnfbnn376qbp3766//e1vunjxokuLAwAA8ASnA9Ezzzyjffv2SZIOHjyonj176oYbbtCSJUv0/PPPu7xAAAAAd3M6EO3bt09NmzaVJC1ZskQdOnTQhx9+qISEBC1btszV9QEAALid04HIGKOCggJJ0pdffqn77rtPkhQZGamTJ0+6tjoAAAAPcDoQNW/eXFOmTNF7772nr776St26/faNyykpKQoLC3N5gQAAAO7mdCCaNWuWtm7dqri4OL3wwguqU6eOJGnp0qVq06aNywsEAABwtwrOvuC2225zuMqs0Msvvyxvb2+XFAUAAOBJ13QfoszMTL3zzjsaO3asMjIyJEm7d+9Wenq6S4sDAADwBKdniHbs2KHOnTsrODhYhw4d0sCBAxUSEqLly5fr8OHD+p//+R931AkAAOA2Ts8QDR8+XP369dP+/fvl7+9vb7/vvvu0YcMGlxYHAADgCU4Hos2bN+uZZ54p0n7jjTcqNTXVJUUBAAB4ktOByM/PT9nZ2UXa9+3bp+rVq7ukKAAAAE9yOhA9+OCDmjRpknJzcyVJNptNhw8f1ujRo9WjRw+XFwgAAOBuTgeiV155RWfPnlVoaKh+/fVXdezYUXXq1FHlypU1depUd9QIAADgVk5fZRYUFKTExER98803+uGHH3T27FndcccdiomJcUd9AAAAbud0ICrUtm1btW3b1pW1AAAAlAqnT5kNGTJEs2fPLtL+5ptvaujQoa6oCQAAwKOcDkTLli0rdmaoTZs2Wrp0qUuKAgAA8CSnA9GpU6cUFBRUpD0wMFAnT550SVEAAACe5HQgqlOnjlavXl2kfdWqVbrllltcUhQAAIAnOb2oevjw4YqLi9OJEyd01113SZLWrl2rV155RbNmzXJ1fQAAAG7ndCDq37+/cnJyNHXqVE2ePFmSVKtWLb311lt66qmnXF4gAACAu13TZfeDBw/W4MGDdeLECQUEBKhSpUqurgsAAMBjrvk+RJL47jIAAHBdcHpRdVpamnr37q2IiAhVqFBB3t7eDg8AAIDyxukZor59++rw4cMaN26catSoIZvN5o66AAAAPMbpQPT1119r48aNatq0qRvKAQAA8DynT5lFRkbKGOOOWgAAAEqF04Fo1qxZGjNmjA4dOuSGcgAAADzP6VNmjz/+uM6fP6/atWvrhhtukI+Pj8P2jIwMlxUHAADgCU4HIu5GDQAArjdOB6I+ffq4ow4AAIBS4/QaIkk6cOCA/v73v+uJJ55Qenq6pN++3HXXrl0uLQ4AAMATnA5EX331lRo3bqzk5GQtX75cZ8+elST98MMPmjBhgssLBAAAcDenA9GYMWM0ZcoUJSYmytfX195+11136bvvvnNpcQAAAJ7gdCDauXOn/vznPxdpDw0N1cmTJ11SFAAAgCc5HYiCg4N1/PjxIu3btm3TjTfe6JKiAAAAPMnpQNSzZ0+NHj1aqampstlsKigo0DfffKORI0fqqaeeckeNAAAAbuV0IJo2bZrq16+vyMhInT17VtHR0erQoYPatGmjv//97+6oEQAAwK2cug+RMUapqamaPXu2xo8fr507d+rs2bO6/fbbVbduXXfVCAAA4FZOB6I6depo165dqlu3riIjI91VFwAAgMc4dcrMy8tLdevW1alTp9xVDwAAgMc5vYZo+vTpGjVqlH788Ud31AMAAOBxTn+X2VNPPaXz58+rSZMm8vX1VUBAgMN2vu0eAACUN3zbPQAAsDynAlFubq6++uorjRs3TlFRUe6qCQAAwKOcWkPk4+OjZcuWuasWAACAUuH0ouru3bvrk08+cUMpAAAApcPpNUR169bVpEmT9M0336hZs2aqWLGiw/YhQ4a4rDgAAABPcDoQLViwQMHBwdqyZYu2bNnisM1msxGIAABAueP0KbOUlJTLPg4ePOjyAo8ePaq//OUvqlq1qgICAtS4cWN9//339u3GGI0fP141atRQQECAYmJitH//fod9ZGRkqFevXgoMDFRwcLAGDBigs2fPurxWAABQPjkdiDzp9OnTatu2rXx8fLRq1Srt3r1br7zyiqpUqWLvM2PGDM2ePVvz5s1TcnKyKlasqC5duujChQv2Pr169dKuXbuUmJiolStXasOGDRo0aFBpHBIAACiDbMYY48wL+vfvf8Xt77777h8q6PfGjBmjb775Rhs3bix2uzFGERERGjFihEaOHClJysrKUlhYmBISEtSzZ0/t2bNH0dHR2rx5s5o3by5JWr16te677z798ssvioiIuGod2dnZCgoKUlZWlgIDA112fADKhlpjPivtEpx2aHq30i4BKPOc+f3t9AzR6dOnHR7p6elat26dli9frszMzGutuVj/+te/1Lx5cz366KMKDQ3V7bffrrffftu+PSUlRampqYqJibG3BQUFqWXLlkpKSpIkJSUlKTg42B6GJCkmJkZeXl5KTk4u9n1zcnKUnZ3t8AAAANcvpxdVr1ixokhbQUGBBg8erNq1a7ukqEIHDx7UW2+9peHDh+tvf/ubNm/erCFDhsjX11d9+vRRamqqJCksLMzhdWFhYfZtqampCg0NddheoUIFhYSE2PtcKj4+XhMnTnTpsQAAgLLLJWuIvLy8NHz4cL322muu2J1dQUGB7rjjDk2bNk233367Bg0apIEDB2revHkufZ9LjR07VllZWfbHkSNH3Pp+AACgdLlsUfWBAweUl5fnqt1JkmrUqKHo6GiHtgYNGujw4cOSpPDwcElSWlqaQ5+0tDT7tvDwcKWnpztsz8vLU0ZGhr3Ppfz8/BQYGOjwAAAA1y+nT5kNHz7c4bkxRsePH9dnn32mPn36uKwwSWrbtq327t3r0LZv3z7VrFlTkhQVFaXw8HCtXbtWTZs2lfTbAqrk5GQNHjxYktS6dWtlZmZqy5YtatasmSRp3bp1KigoUMuWLV1aLwAAKJ+cDkTbtm1zeO7l5aXq1avrlVdeueoVaM4aNmyY2rRpo2nTpumxxx7Tpk2bNH/+fM2fP1/SbzeCHDp0qKZMmaK6desqKipK48aNU0REhLp37y7ptxmlrl272k+15ebmKi4uTj179izRFWYAAOD653QgWr9+vTvqKNaf/vQnrVixQmPHjtWkSZMUFRWlWbNmqVevXvY+zz//vM6dO6dBgwYpMzNT7dq10+rVq+Xv72/v88EHHyguLk6dO3eWl5eXevToodmzZ3vsOAAAQNnm9H2IUlJSlJeXp7p16zq079+/Xz4+PqpVq5Yr6ysTuA8RcH3jPkTA9cmt9yHq27evvv322yLtycnJ6tu3r7O7AwAAKHVOB6Jt27apbdu2RdpbtWql7du3u6ImAAAAj3I6ENlsNp05c6ZIe1ZWlvLz811SFAAAgCc5HYg6dOig+Ph4h/CTn5+v+Ph4tWvXzqXFAQAAeILTV5m99NJL6tChg+rVq6f27dtLkjZu3Kjs7GytW7fO5QUCAAC4m9MzRNHR0dqxY4cee+wxpaen68yZM3rqqaf0008/qVGjRu6oEQAAwK2cniGSpIiICE2bNs3VtQAAAJQKp2eIFi5cqCVLlhRpX7JkiRYtWuSSogAAADzJ6UAUHx+vatWqFWkPDQ1l1ggAAJRLTgeiw4cPKyoqqkh7zZo17d9CDwAAUJ44HYhCQ0O1Y8eOIu0//PCDqlat6pKiAAAAPMnpQPTEE09oyJAhWr9+vfLz85Wfn69169bpueeeU8+ePd1RIwAAgFs5fZXZ5MmTdejQIXXu3FkVKvz28oKCAj311FOsIQIAAOWS04HI19dXH330kSZPnqwffvhBAQEBaty4sWrWrOmO+gAAANzumu5DJEkhISHq1KlTsVecAQAAlCdOrSHKzMxUbGysqlWrprCwMIWFhalatWqKi4tTZmamm0oEAABwrxLPEGVkZKh169Y6evSoevXqpQYNGkiSdu/erYSEBK1du1bffvutqlSp4rZiAQAA3KHEgWjSpEny9fXVgQMHFBYWVmTbPffco0mTJum1115zeZEAAADuVOJTZp988olmzpxZJAxJUnh4uGbMmKEVK1a4tDgAAABPKHEgOn78uBo2bHjZ7Y0aNVJqaqpLigIAAPCkEgeiatWq6dChQ5fdnpKSopCQEFfUBAAA4FElDkRdunTRCy+8oIsXLxbZlpOTo3Hjxqlr164uLQ4AAMATnFpU3bx5c9WtW1exsbGqX7++jDHas2eP5s6dq5ycHL333nvurBUAAMAtShyIbrrpJiUlJemvf/2rxo4dK2OMJMlms+nuu+/Wm2++qcjISLcVCgAA4C5O3ak6KipKq1at0unTp7V//35JUp06dVg7BAAAyrVr+uqOKlWqqEWLFq6uBQAAoFQ49dUdAAAA1yMCEQAAsDwCEQAAsLwSBaI77rhDp0+flvTb5ffnz593a1EAAACeVKJAtGfPHp07d06SNHHiRJ09e9atRQEAAHhSia4ya9q0qfr166d27drJGKOZM2eqUqVKxfYdP368SwsEAABwtxIFooSEBE2YMEErV66UzWbTqlWrVKFC0ZfabDYCEQAAKHdKFIjq1aunxYsXS5K8vLy0du1ahYaGurUwAAAAT3H6xowFBQXuqAMAAKDUXNOdqg8cOKBZs2Zpz549kqTo6Gg999xzql27tkuLAwAA8ASn70P0xRdfKDo6Wps2bdJtt92m2267TcnJyWrYsKESExPdUSMAAIBbOT1DNGbMGA0bNkzTp08v0j569GjdfffdLisOAADAE5yeIdqzZ48GDBhQpL1///7avXu3S4oCAADwJKcDUfXq1bV9+/Yi7du3b+fKMwAAUC45fcps4MCBGjRokA4ePKg2bdpIkr755hu99NJLGj58uMsLBAAAcDenA9G4ceNUuXJlvfLKKxo7dqwkKSIiQi+++KKGDBni8gIBAADczelAZLPZNGzYMA0bNkxnzpyRJFWuXNnlhQEAAHjKNd2HqBBBCAAAXA+cXlQNAABwvSEQAQAAyyMQAQAAy3MqEOXm5qpz587av3+/u+oBAADwOKcCkY+Pj3bs2OGuWgAAAEqF06fM/vKXv2jBggXuqAUAAKBUOH3ZfV5ent599119+eWXatasmSpWrOiw/dVXX3VZcQAAAJ7gdCD68ccfdccdd0iS9u3b57DNZrO5pioAAAAPcjoQrV+/3h11AAAAlJprvuz+559/1hdffKFff/1VkmSMcVlRAAAAnuR0IDp16pQ6d+6sW2+9Vffdd5+OHz8uSRowYIBGjBjh8gIBAADczelANGzYMPn4+Ojw4cO64YYb7O2PP/64Vq9e7dLiAAAAPMHpNURr1qzRF198oZtuusmhvW7duvrvf//rssIAAAA8xekZonPnzjnMDBXKyMiQn5+fS4oCAADwJKcDUfv27fU///M/9uc2m00FBQWaMWOGOnXq5NLiAAAAPMHpU2YzZsxQ586d9f333+vixYt6/vnntWvXLmVkZOibb75xR40AAABu5fQMUaNGjbRv3z61a9dODz30kM6dO6eHH35Y27ZtU+3atd1Ro9306dNls9k0dOhQe9uFCxcUGxurqlWrqlKlSurRo4fS0tIcXnf48GF169ZNN9xwg0JDQzVq1Cjl5eW5tVYAAFB+OD1DJElBQUF64YUXXF3LFW3evFn/+Mc/dNtttzm0Dxs2TJ999pmWLFmioKAgxcXF6eGHH7bPVuXn56tbt24KDw/Xt99+q+PHj+upp56Sj4+Ppk2b5tFjAAAAZdM1BaLTp09rwYIF2rNnjyQpOjpa/fr1U0hIiEuLK3T27Fn16tVLb7/9tqZMmWJvz8rK0oIFC/Thhx/qrrvukiQtXLhQDRo00HfffadWrVppzZo12r17t7788kuFhYWpadOmmjx5skaPHq0XX3xRvr6+Rd4vJydHOTk59ufZ2dluOS4AAFA2OH3KbMOGDapVq5Zmz56t06dP6/Tp05o9e7aioqK0YcMGd9So2NhYdevWTTExMQ7tW7ZsUW5urkN7/fr1dfPNNyspKUmSlJSUpMaNGyssLMzep0uXLsrOztauXbuKfb/4+HgFBQXZH5GRkW44KgAAUFY4PUMUGxurxx9/XG+99Za8vb0l/XZa6q9//atiY2O1c+dOlxa4ePFibd26VZs3by6yLTU1Vb6+vgoODnZoDwsLU2pqqr3P78NQ4fbCbcUZO3ashg8fbn+enZ1NKAIA4DrmdCD6+eeftXTpUnsYkiRvb28NHz7c4XJ8Vzhy5Iiee+45JSYmyt/f36X7vhI/Pz/uqQQAgIU4fcrsjjvusK8d+r09e/aoSZMmLimq0JYtW5Senq477rhDFSpUUIUKFfTVV19p9uzZqlChgsLCwnTx4kVlZmY6vC4tLU3h4eGSpPDw8CJXnRU+L+wDAACsrUQzRDt27LD//5AhQ/Tcc8/p559/VqtWrSRJ3333nebMmaPp06e7tLjOnTsXOQXXr18/1a9fX6NHj1ZkZKR8fHy0du1a9ejRQ5K0d+9eHT58WK1bt5YktW7dWlOnTlV6erpCQ0MlSYmJiQoMDFR0dLRL6wUAAOWTzRhjrtbJy8tLNptNV+tqs9mUn5/vsuKKc+edd6pp06aaNWuWJGnw4MH6/PPPlZCQoMDAQD377LOSpG+//VbSb+ubmjZtqoiICM2YMUOpqanq3bu3nn766RJfdp+dna2goCBlZWUpMDDQLccFoPTUGvNZaZfgtEPTu5V2CUCZ58zv7xLNEKWkpLikMHd47bXX5OXlpR49eignJ0ddunTR3Llz7du9vb21cuVKDR48WK1bt1bFihXVp08fTZo0qRSrBgAAZUmJZoisjhki4PrGDBFwfXL5DNGljh07pq+//lrp6ekqKChw2DZkyJBr2SUAAECpcToQJSQk6JlnnpGvr6+qVq0qm81m32az2QhEAACg3HE6EI0bN07jx4/X2LFj5eXl9FX7AAAAZY7Tieb8+fPq2bMnYQgAAFw3nE41AwYM0JIlS9xRCwAAQKlw+pRZfHy87r//fq1evVqNGzeWj4+Pw/ZXX33VZcUBAAB4wjUFoi+++EL16tWTpCKLqgEAAMobpwPRK6+8onfffVd9+/Z1QzkAAACe5/QaIj8/P7Vt29YdtQAAAJQKpwPRc889pzfeeMMdtQAAAJQKp0+Zbdq0SevWrdPKlSvVsGHDIouqly9f7rLiAAAAPMHpQBQcHKyHH37YHbUAAACUCqcD0cKFC91RBwAAQKnhdtMAAMDynJ4hioqKuuL9hg4ePPiHCgIAAPA0pwPR0KFDHZ7n5uZq27ZtWr16tUaNGuWqugAAADzG6UD03HPPFds+Z84cff/993+4IAAAAE9z2Rqie++9V8uWLXPV7gAAADzGZYFo6dKlCgkJcdXuAAAAPMbpU2a33367w6JqY4xSU1N14sQJzZ0716XFAQAAeILTgah79+4Oz728vFS9enXdeeedql+/vqvqAgAA8BinA9GECRPcUQcAAECp4caMAADA8ko8Q+Tl5XXFGzJKks1mU15e3h8uCgAAwJNKHIhWrFhx2W1JSUmaPXu2CgoKXFIUAACAJ5U4ED300ENF2vbu3asxY8bo3//+t3r16qVJkya5tDgAAABPuKY1RMeOHdPAgQPVuHFj5eXlafv27Vq0aJFq1qzp6voAAADczqlAlJWVpdGjR6tOnTratWuX1q5dq3//+99q1KiRu+oDAABwuxKfMpsxY4ZeeuklhYeH65///Gexp9AAAADKI5sxxpSko5eXlwICAhQTEyNvb+/L9lu+fLnLiisrsrOzFRQUpKysLAUGBpZ2OQBcrNaYz0q7BKcdmt6ttEsAyjxnfn+XeIboqaeeuupl9wAAAOVRiQNRQkKCG8sAAAAoPdypGgAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWF6ZDkTx8fH605/+pMqVKys0NFTdu3fX3r17HfpcuHBBsbGxqlq1qipVqqQePXooLS3Noc/hw4fVrVs33XDDDQoNDdWoUaOUl5fnyUMBAABlWJkORF999ZViY2P13XffKTExUbm5ubrnnnt07tw5e59hw4bp3//+t5YsWaKvvvpKx44d08MPP2zfnp+fr27duunixYv69ttvtWjRIiUkJGj8+PGlcUgAAKAMshljTGkXUVInTpxQaGiovvrqK3Xo0EFZWVmqXr26PvzwQz3yyCOSpJ9++kkNGjRQUlKSWrVqpVWrVun+++/XsWPHFBYWJkmaN2+eRo8erRMnTsjX1/eq75udna2goCBlZWUpMDDQrccIwPNqjfmstEtw2qHp3Uq7BKDMc+b3d5meIbpUVlaWJCkkJESStGXLFuXm5iomJsbep379+rr55puVlJQkSUpKSlLjxo3tYUiSunTpouzsbO3atavY98nJyVF2drbDAwAAXL/KTSAqKCjQ0KFD1bZtWzVq1EiSlJqaKl9fXwUHBzv0DQsLU2pqqr3P78NQ4fbCbcWJj49XUFCQ/REZGeniowEAAGVJuQlEsbGx+vHHH7V48WK3v9fYsWOVlZVlfxw5csTt7wkAAEpPhdIuoCTi4uK0cuVKbdiwQTfddJO9PTw8XBcvXlRmZqbDLFFaWprCw8PtfTZt2uSwv8Kr0Ar7XMrPz09+fn4uPgoAAFBWlekZImOM4uLitGLFCq1bt05RUVEO25s1ayYfHx+tXbvW3rZ3714dPnxYrVu3liS1bt1aO3fuVHp6ur1PYmKiAgMDFR0d7ZkDAQAAZVqZniGKjY3Vhx9+qE8//VSVK1e2r/kJCgpSQECAgoKCNGDAAA0fPlwhISEKDAzUs88+q9atW6tVq1aSpHvuuUfR0dHq3bu3ZsyYodTUVP39739XbGwss0AAAEBSGQ9Eb731liTpzjvvdGhfuHCh+vbtK0l67bXX5OXlpR49eignJ0ddunTR3Llz7X29vb21cuVKDR48WK1bt1bFihXVp08fTZo0yVOHAQAAyrhydR+i0sJ9iIDrG/chAq5P1+19iAAAANyBQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACyPQAQAACzPUoFozpw5qlWrlvz9/dWyZUtt2rSptEsCAABlgGUC0UcffaThw4drwoQJ2rp1q5o0aaIuXbooPT29tEsDAAClzDKB6NVXX9XAgQPVr18/RUdHa968ebrhhhv07rvvlnZpAACglFUo7QI84eLFi9qyZYvGjh1rb/Py8lJMTIySkpKK9M/JyVFOTo79eVZWliQpOzvb/cUC8LiCnPOlXYLT+PsIuLrCPyfGmKv2tUQgOnnypPLz8xUWFubQHhYWpp9++qlI//j4eE2cOLFIe2RkpNtqBABnBM0q7QqA8uPMmTMKCgq6Yh9LBCJnjR07VsOHD7c/LygoUEZGhqpWrSqbzVaKlZUN2dnZioyM1JEjRxQYGFja5Vy3GGfPYJw9h7H2DMb5/xhjdObMGUVERFy1ryUCUbVq1eTt7a20tDSH9rS0NIWHhxfp7+fnJz8/P4e24OBgd5ZYLgUGBlr+D5snMM6ewTh7DmPtGYzzb642M1TIEouqfX191axZM61du9beVlBQoLVr16p169alWBkAACgLLDFDJEnDhw9Xnz591Lx5c7Vo0UKzZs3SuXPn1K9fv9IuDQAAlDLLBKLHH39cJ06c0Pjx45WamqqmTZtq9erVRRZa4+r8/Pw0YcKEIqcV4VqMs2cwzp7DWHsG43xtbKYk16IBAABcxyyxhggAAOBKCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQokYyMDPXq1UuBgYEKDg7WgAEDdPbs2RK91hije++9VzabTZ988ol7Cy3nnB3njIwMPfvss6pXr54CAgJ08803a8iQIfYvJMZv5syZo1q1asnf318tW7bUpk2brth/yZIlql+/vvz9/dW4cWN9/vnnHqq0/HNmrN9++221b99eVapUUZUqVRQTE3PVnw1+4+xnutDixYtls9nUvXt39xZYDhGIUCK9evXSrl27lJiYqJUrV2rDhg0aNGhQiV47a9YsvgOuhJwd52PHjunYsWOaOXOmfvzxRyUkJGj16tUaMGCAB6su2z766CMNHz5cEyZM0NatW9WkSRN16dJF6enpxfb/9ttv9cQTT2jAgAHatm2bunfvru7du+vHH3/0cOXlj7Nj/Z///EdPPPGE1q9fr6SkJEVGRuqee+7R0aNHPVx5+eLsOBc6dOiQRo4cqfbt23uo0nLGAFexe/duI8ls3rzZ3rZq1Spjs9nM0aNHr/jabdu2mRtvvNEcP37cSDIrVqxwc7Xl1x8Z59/7+OOPja+vr8nNzXVHmeVOixYtTGxsrP15fn6+iYiIMPHx8cX2f+yxx0y3bt0c2lq2bGmeeeYZt9Z5PXB2rC+Vl5dnKleubBYtWuSuEq8L1zLOeXl5pk2bNuadd94xffr0MQ899JAHKi1fmCHCVSUlJSk4OFjNmze3t8XExMjLy0vJycmXfd358+f15JNPas6cOcV+iS4cXes4XyorK0uBgYGqUMEyN6K/rIsXL2rLli2KiYmxt3l5eSkmJkZJSUnFviYpKcmhvyR16dLlsv3xm2sZ60udP39eubm5CgkJcVeZ5d61jvOkSZMUGhrK7PEV8Dcmrio1NVWhoaEObRUqVFBISIhSU1Mv+7phw4apTZs2euihh9xd4nXhWsf5906ePKnJkyeX+HTm9e7kyZPKz88v8hU9YWFh+umnn4p9TWpqarH9S/ozsKprGetLjR49WhEREUUCKf7PtYzz119/rQULFmj79u0eqLD8YobIwsaMGSObzXbFR0n/IrvUv/71L61bt06zZs1ybdHlkDvH+feys7PVrVs3RUdH68UXX/zjhQMeNH36dC1evFgrVqyQv79/aZdz3Thz5ox69+6tt99+W9WqVSvtcso0ZogsbMSIEerbt+8V+9xyyy0KDw8vslgvLy9PGRkZlz0Vtm7dOh04cEDBwcEO7T169FD79u31n//85w9UXr64c5wLnTlzRl27dlXlypW1YsUK+fj4/NGyrwvVqlWTt7e30tLSHNrT0tIuO6bh4eFO9cdvrmWsC82cOVPTp0/Xl19+qdtuu82dZZZ7zo7zgQMHdOjQIT3wwAP2toKCAkm/zUDv3btXtWvXdm/R5UVpL2JC2Ve42Pf777+3t33xxRdXXOx7/Phxs3PnToeHJPP666+bgwcPeqr0cuVaxtkYY7KyskyrVq1Mx44dzblz5zxRarnSokULExcXZ3+en59vbrzxxisuqr7//vsd2lq3bs2i6hJwdqyNMeall14ygYGBJikpyRMlXhecGedff/21yN/FDz30kLnrrrvMzp07TU5OjidLL9MIRCiRrl27mttvv90kJyebr7/+2tStW9c88cQT9u2//PKLqVevnklOTr7sPsRVZlfl7DhnZWWZli1bmsaNG5uff/7ZHD9+3P7Iy8srrcMoUxYvXmz8/PxMQkKC2b17txk0aJAJDg42qampxhhjevfubcaMGWPv/80335gKFSqYmTNnmj179pgJEyYYHx8fs3PnztI6hHLD2bGePn268fX1NUuXLnX47J45c6a0DqFccHacL8VVZsUjEKFETp06ZZ544glTqVIlExgYaPr16+fwl1ZKSoqRZNavX3/ZfRCIrs7ZcV6/fr2RVOwjJSWldA6iDHrjjTfMzTffbHx9fU2LFi3Md999Z9/WsWNH06dPH4f+H3/8sbn11luNr6+vadiwofnss888XHH55cxY16xZs9jP7oQJEzxfeDnj7Gf69whExbMZY4ynT9MBAACUJVxlBgAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALO//A4GG4D0gOjIbAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "test_dispersion.plots.all()"
    ]
@@ -996,7 +1131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [