{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#  T01: Single Cell Analysis\n",
"\n",
"\n",
"```{hint}\n",
"By the end of this notebook, you will be able to:\n",
"\n",
"- Load neuronal reconstructions from multiple sources (local files and demo datasets)\n",
"- Visualize neuronal morphology using PySNT's display function\n",
"- Extract basic quantitative measurements from neuronal trees using TreeStatistics and its variants\n",
"- Visualize quantitative measurements using color mappers\n",
"- Generate histograms of morphological features\n",
"- Apply statistical fitting to morphological distributions\n",
"- Transform neuronal reconstructions using geometric operations and modifications\n",
"- Work with SWC-type labels to identify and isolate different cellular compartments\n",
"- Work with subsets of reconstruction nodes (point clouds)\n",
"\n",
"**Estimated Time**: 20-30 minutes\n",
"\n",
"```\n",
"\n",
"```{note}\n",
"Make sure to read these resources before running this notebook:\n",
"- [Install](../install.md) - Installation instructions\n",
"- [Quickstart](../quickstart.md) - Get started quickly\n",
"- [Overview](../overview.md) - Tour of pysnt's architecture\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup and Initialization\n",
"\n",
"As always, we start by initializing pysnt. We'll also set some generic options suitable for notebook execution:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import pysnt\n",
"pysnt.set_option('java.logging.level', 'Error') # Set logging level to 'Error' to reduce console output (see Overview for details)\n",
"pysnt.set_option('display.chart_format', 'svg') # SVG plots and histograms\n",
"pysnt.set_option('display.chart_dpi', 150) # Rendering resolution\n",
"\n",
"import pysnt\n",
"pysnt.initialize()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading a Tree\n",
"\n",
"As mentioned in the [Quickstart](../quickstart.md) guide, in SNT a neuronal reconstruction is a {class}`pysnt.Tree` object.\n",
"\n",
"There are multiple ways to load a tree:\n",
"- From a local file\n",
"- From a remote database: Using loaders for major online databases: FlyCircuit, InsectBrain, NeuroMorpho, MouseLight \n",
"- From a demo dataset\n",
"\n",
"To load a local file we can use:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unexpected error: java.lang.IllegalArgumentException: File is not available: /path/to/a/swc/file.swc\n"
]
}
],
"source": [
"## Loading from local file\n",
"from pysnt import Tree\n",
"try:\n",
" tree = Tree('/path/to/a/swc/file.swc')\n",
" tree = Tree('/path/to/a/swc/file.swc', \"axon\") # will only load axon-tagged nodes\n",
"except FileNotFoundError as e: # Handle Python-exceptions first\n",
" print(f\"File does not exist: {e}\")\n",
"except Exception as e: # Catch SNT exceptions\n",
" print(f\"Unexpected error: {e}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(which of course will fail, since these files don't exist). \n",
"\n",
"We will access reconstruction files from remote databases in subsequent tutorials. \n",
"For now, let's use some demo datasets. We'll use {class}`pysnt.SNTService`: SNT's SciJava service that provides convenience access to common operations as well as the running SNT instance: "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Demo tree loaded: AA0001\n"
]
}
],
"source": [
"from pysnt import SNTService\n",
"snt_service = SNTService()\n",
"tree = snt_service.demoTree('pyramidal') # or 'OP1' (DIADEM dataset), or 'DG' (Dentate gyrus granule cell), or 'fractal' for an L-system toy neuron\n",
"print(f\"Demo tree loaded: {tree.getLabel()}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's display it! We could use one of SNT's advanced viewers like [Reconstruction Viewer](https://imagej.net/plugins/snt/reconstruction-viewer) ({class}`pysnt.viewer.Viewer3D`) or [Reconstruction Plotter](https://imagej.net/plugins/snt/manual#reconstruction-plotter) ({class}`pysnt.viewer.Viewer2D`), but for now let's simply show the Tree's skeleton. We can use {func}`display() `: it is a convenient function that allows us to automagically display all sorts of objects: from text, to tables, to -- as we'll see in subsequent tutorials -- 3D scenes:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[SNTUtils] Retrieving org.scijava.Context...\n",
"\n",
"[INFO] [SNT] 116 scijava services loaded\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGuCAYAAADI9eKaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAnedJREFUeJzs3WdYVMf7N/DvLr0XAekdVFBUpFiwd1FsWOJPsSAmxhJrLDEYNVFiS1Rii71jREUFey+gKE1FROkdabLSy/288GH/bpayVIHM57p8wZx75gyreDPnTOEQEYFhGIZhWgju1+4AwzAMw9QGS1wMwzBMi8ISF8MwDNOisMTFMAzDtCgscTEMwzAtCktcDMMwTIvCEhfDMAzTorDExTAMw7QoLHExDMMwLQpLXAzDMEyLwhIXwzAM06KwxMUwDMO0KCxxMQzDMC0KS1wMwzBMi8ISF8MwDNOisMTFMAzDtCgscTEMwzAtCktcDMMwTIvCEhfDMAzTooh/7Q60NJ8+fUJiYiIkJSW/dlcYhmGaLX19fYiLN06KYSOuWnr16hWioqK+djcYhmGarbS0NCQmJjZa+2zEVQdt2rSBsbHx1+4GwzBMs8TlNu6YiI24GIZhmBaFJS6GYRimRWGJi2EYhmlRWOJiGIZhWhSWuBiGYZgWhSUuhmEYpkVhiYthGIZpUVjiYhiGYVoUlrgYhmGYFqVJd864c+cO/Pz88Pr1a2hra8PR0RHjxo2rd7uRkZHw9vZGaGgo7OzsMGHCBOjp6dU6hmEYhmkBqImcOHGCuFwucblc0tPTIwAEgNzd3SuNd3d358dU9mfz5s1ERBQaGkoSEhLE4XBIW1ubAJChoSElJyfz2xIlRlT+/v7k7+9ftw+BYRjmPyAmJoZiYmIarf0me1S4fPlytG3bFlFRUYiPj0dQUBBUVFTg4eGB9PR0ofgffvgBb9++FfrTrVs3aGpqYsqUKSgrK8Ps2bMhJSWFkJAQJCUlwcfHB7GxsVi4cCEAiBTDMAzDtCCNlhK/EBcXRwBozZo1AuVubm4EgK5duyZSO8ePHycAdPXqVSL6PJICQIsXLxaIs7a2JhkZGcrLyxMppjbYiIthGKZ6rWLExePxMGvWLDg6OgqUp6SkAAAUFRVrbCM5ORkLFy7E+PHjMWzYMADAu3fvAACDBg0SiDU3N0dBQQGioqJEimEYhmFajiZJXJaWljh48CC6d+/OL/Py8oKfnx+MjY1hbW1dYxtLlizBp0+f4OHhwS+rSEra2toCsWZmZgCA9PR0kWJEwePx8OzZM8THx6OoqEikOgzTGuXn52PKlClfuxvMf1iTT4dPT0/H9OnTMXnyZOjp6cHLywtSUlLV1omOjsa5c+fw7bffwtTUlF+elJQEAJCRkRGI19DQAAAUFRWJFCMKOTk5dOzYEVpaWuz0Y+Y/raioCNeuXfva3WD+w5o0cV2/fh3m5uY4fvw4XF1dERYWBhsbmxrrbd++HWVlZZg/f75AuaqqKgAInbSZk5MDAFBTUxMpRhRcLheysrKQkJAAh8MRqQ7DtEaSkpLsqQPzVTXZOq4zZ87AxcUFpqamuHHjBuzs7ESq9/HjRxw+fBg9evRAu3btBK5paWkBAGJiYgTK4+PjAQB6enoixTAMIzopKSkUFxd/7W4w/2FNMuLKycnBtGnToK+vj+fPn4uctADg3r17yM/Px9SpU4WuDR48GADg5+fHLyspKYGPjw+srKygpaUlUgzDtCaGhoYoLCxstPbFxcVRXl6OsrKyRrsHw1SnSUZc/v7+KC0thY6ODtavXy90ffbs2TA1NYWTkxP8/f3x4cMH/rXbt28DAAYMGCBUz8TEBEOGDMGFCxewatUq9OnTB56enkhPT8euXbtEjmGY1kRcXByJiYkC74PrIiQkBDIyMkJPOgBAWloaHz58gKamZr3uwTB10mgT7b9Q0y4YN2/eJCKi3r1707+7ZGVlRSoqKlReXl5p2zk5OWRvb89vS1paWmg3DlFiRMXWcTHNXb9+/ej27dv1bsfDw4OWLVtW6bUePXrQw4cP630PpnVq7HVcTTLiWrduHdatW1djnK+vL8zNzQXKQkNDq62jpKSEgIAAxMXFITY2Fvb29pCWlq51DMO0Fvr6+khISKh3O5aWlti9e3el18zNzfH27Vs4ODjU+z4MU1tNusluTVxdXTFixIg61TUwMICBgUG9YximpdPT02uQxNWxY0e8evWq0mvt2rVDZGRkve/BMHXRrI41WbRoEfbv3/+1u8EwLVpDJS4DAwNkZ2cjKytL6FrFiIthvoZmlbh69uwJMTGxr90NhmnR9PT0+Ms96oPD4UBBQQEhISFC19q1a8cSF/PVNKvExTBM/amoqMDf379B2rKysqp0sbGZmRliY2NRWlraIPdhmNpgiYthWhl7e3uIi4sjOTm53m2pq6sjIyNDqFxKSgqSkpJ4/vx5ve/BMLXFEhfDtDJcLhcODg549OhRvdvKyMjAuXPnKr02Y8YM/jpLhmlKLHExTCvUt29f3L9/v97tHD16FP7+/pW+z+rfvz88PT3rfQ+GqS2WuBimFerZs2eVI6Xa8PLygrGxMSZMmCB0bejQofj48SN7z8U0OZa4GKYVsrW1hZycHG7cuFGvdlxcXJCamop3797h06dPAtdkZGSgp6fH1nMxTY4lLoZphbhcLn777TcsWbKkXu0oKSnhn3/+QXl5Oby9vYWuW1lZISwsrF73YJjaYomLYVqpiRMnIiYmRuRTvqtia2uLfv364aeffhLaEV5HR0fg5IV/I6IGm5rPMBVY4mKYFuLFixfYsmWLyPFiYmJwcHBAYGBgve+9adMmZGZmYvbs2QLlnTp1QkRERJX1goKCMHfu3Hrfn2G+xBIXw7QQGhoa+P3332t1iKOtrW2DJK6uXbuivLwc4eHhAuXjx49HRERElRM0Hj16hB49etT7/gzzJZa4GKaF0NPTg4WFBa5fvy5ynS5duuDq1av1vjeHw0GnTp0QHh6O8vJyfrmysjIMDQ0r3RYKAK5fv47u3bvX+/4M8yWWuBimBZk0aVKt1k7Z29sjPDwc79+/r/e9zczMICsri3fv3gmUV7XYOTMzE7du3YK1tXW9780wX2KJi2FakFGjRuHx48eIjY0VuhYfH4/c3FyBMj09PaxcuRJr1qyp970NDAygqamJp0+fCpRraWlVeqpDTEwMzMzM0KlTp3rfm2G+xBIXw7Qg+vr6WLZsGX755RehawcOHMD69euFypcsWYInT54gICCgXveuOMvu6NGjAuXfffcdUlJS+O/eiouLERAQgOfPn0NHR6de92SYyrDExTAtzLJly3D9+nWh08FdXV1x9OjRShcKr1mzBt9991297mtgYAAJCQkUFBQIlKurq6Ndu3b8x4WPHz/GqlWrkJOTU6uJJBUa4iwxpnVjiYthWhh5eXnMmTMHEydOxMePH/nlBgYG0NXVxciRIxEXFydQZ+bMmYiLi6vXLhcGBgbIzc1FdHS00LXhw4fj6tWrKC4uxvnz56GlpQUTExOh92E1ISKYm5uDiOrcT6b1Y4mLYVqglStXws7ODtbW1rh27Rq//Pr16+jduzesra0xduxYfrmEhASmT5+Os2fP1vmehoaGiIuLQ3FxMTIzMwWuOTo6wtvbG926dcOFCxfQv39/6OjowNDQsFb3yM/Ph5iYGDgcTp37ybR+LHExTAskIyOD48ePY/HixZg4cSJSU1MBfF7rtWHDBrx48QJPnjzBw4cP+XUmTZoELy+vOt9TTk4O6urq0NXVFdgtPi0tDYMGDUJMTAzU1dURFxcHNzc3cDicSkdOfn5+Vc6MzMvLg5ycXJ37yPw3sMTFMC3Y/PnzsWjRIsyYMUMgSRgaGmLXrl2YO3cuSkpKAADdu3cHj8fD69ev63y/IUOGoLS0FG/evOGXycrKoqSkBOLi4vj7778hJiYG4PN+iV+u+aqQmpqKZ8+eVdr+p0+fWOJiatSkievOnTtYtmwZhg8fDldXV5w/f77GOh8+fMD+/fvh5OSE8ePH48CBA0IxkZGR2LRpEyZPnozt27dX+nJXlBiGaUkKCwsBAO7u7sjOzhaakj5x4kTIy8vjm2++QUFBATgcDjp27IjVq1fX+Z4WFhYoLi4WSFwKCgooKSmBrKyswF6GGRkZiI+PF2qjqKgIt27dqjSpJScnC7y3Y5hKURM5ceIEcblc4nK5pKenRwAIALm7u1dZJzc3l3R1dYnL5ZKFhQVxuVwCQFu2bOHHhIaGkoSEBHE4HNLW1iYAZGhoSMnJybWKEZW/vz/5+/vXuh7DNKT8/HzS0NCglJQUIiJ68+YNqamp0du3bwXigoODadiwYaSvr09Hjx6l8PBw0tDQoPz8/Frd7+LFi0RE9OjRIzIzM6MuXboIXJeVlaUxY8bQ4cOH+WVHjhyh9u3bC7VVXl5OhoaG9Ntvvwlde/v2LZmZmdWqb0zzExMTQzExMY3WfpMlLi0tLdLS0uJ/M0FBQaSiokKSkpKUlpZWaZ0FCxaQuLg4+fr6EhFRREQEmZiYUMeOHYmIqLS0lGxtbUleXp5CQ0OJiMjHx4cAkLOzs8gxtcESF9Nc/PjjjzRz5kz+1zt37iQbGxsqLi4Win3y5AkZGhrS5MmTaeTIkXTgwAGR71NWVkbS0tJUUFBACQkJpKamRu3ateNfz8zMJAUFBfrrr79o1qxZ/PLTp09Tv379Km1z8+bN5ObmJlT+8uVLkpeXF7lvTPPUKhJXXFwcAaA1a9YIlLu5uREAunbtmlCd/Px84nK5NH78eIHyS5cu0dKlSyk/P59CQ0MJAC1evFggxtrammRkZCgvL0+kmNpgiYtpLnJzc0lHR4eePn1KRJ9HMsOHD6cNGzZUGh8dHU3q6urk4+NDHTt2pPLycv41Dw8PevDgQZX3MjU1pYiICCotLSVJSUmytbXlX7t+/ToNGDCAXr58Serq6vzyc+fOCf38VggODqYOHToIlR85cqTKOkzL0diJq0necfF4PMyaNQuOjo4C5SkpKQAARUVFoTrR0dEoLy/H2LFjcffuXXh4eGDv3r3o1KkTtm7dChkZGf4akUGDBgnUNTc3R0FBAaKiokSKYZiWSEFBAfPnz4eTkxMKCwvB4XBw4MABeHp6Vjr5wcjICAMGDEBUVBS4XC7u3bvHvxYTE4NXr15VeS9jY2PExMRATEwMqqqqKCwsxKlTpwAABw8ehIaGBiwsLJCTk4OioiIAQFlZGX+ixr9ZWVkhNTVV6KywmzdvYujQobX9KJj/GPGmuImlpSUOHjwoUObl5QU/Pz8YGxtXuglnxaag27ZtQ3BwML9cRkYGhw4dwuTJk/lJSVtbW6CumZkZACA9PV2kGFHk5OQgJCQEiYmJbBsbptlYuXIlIiIiMGfOHBw7dgza2trYvXs3pk+fjqCgIMjIyAjEr1q1CiNHjsTq1auxY8cO9O/fHwCgoqKC7OzsKu9jZGTEX3jM5XKRm5uLWbNmITY2Fg8fPsTFixfB5XKhq6uLxMREmJiY4P3791Vu7svlcqGmpobTp0/jhx9+AACUlJTA19cXGzZsaIiPhmnFmnw6fHp6OqZPn47JkydDT08PXl5ekJKSEoqrGAm9evUKu3fvRnp6Om7dugVpaWnMmTMHWVlZSEpKAgChH04NDQ0An2cviRIjCmVlZfTr1w+mpqZCbTHM1/TXX3/h2bNnmD9/PgBg3LhxsLa2xsqVK4ViO3fuDCMjI2RlZeHhw4cICgoCIFriiomJAQCMGDECeXl54HK58PDwwN9//w07OzsAn3fXqNi1o1OnTlBSUqqyTRkZGfTs2RPA5x0z3NzcoK+vDyMjozp8Csx/SZMmruvXr8Pc3BzHjx+Hq6srwsLCYGNjU2msuPjnweDIkSMxd+5cqKurY+DAgfjmm2/A4/EQEhICVVVVAEBiYqJA3ZycHACAmpqaSDEM05LJycnhyJEjOH/+PPbs2QMA2L17N3x8fCo9i2vs2LE4d+4c7O3tcfLkSQCffx4uXLggMJ39S18mrg4dOiAzMxMPHz5EXl4edu7cicOHDwP4vAlwxRR4bW1t/s/Zv5WXlyMqKgodOnQAACxfvhxv377FkydP6v5BMP8ZTZa4zpw5g1GjRkFbWxsBAQE4cOBApe+2Kujr6wOA0OmplpaWAICsrCxoaWkBAP8HqkLFD46enp5IMQzT0nXv3h2PHz/Gzz//jHHjxuHTp084ePAgJk2ahOPHjws8WZgzZw6io6Mxffp0/nutX3/9Fe3bt8fy5csrbd/Y2Jj/qNDNzQ1SUlLw9PSElZUVMjIy8MMPP/AXQN+6dQvA518KKzt+Bfj8REVFRQXy8vJYtmwZTpw4AT8/P7b4mBFJkySunJwcTJs2Dfr6+nj+/Dn/sUJ1LC0tweFwhH5jvH37NoDPCyEHDx4M4PMWMhVKSkrg4+MDKysraGlpiRTDMK2BkZERXrx4AWNjY3Tu3Bl79+7FL7/8glOnTqFt27b8I0/k5ORgZWWFnJwc+Pv7o6ioCFwuF6dOncL169crXeRvZGSE8PBw7N27lz8p5NSpU9DW1kZgYCDU1dWxadMmGBsbQ0FBAcDnx4/5+fmV9vXvv/+GpKQkIiIicPToUdy5cwcqKiqN9+EwrUujzVf8gp+fHwGgPn360IoVK4T+vHv3joiIRo0aRWpqavx6EydOJA6HQxMnTiRvb2+aMWMGiYuL05AhQ/gxQ4YMIQC0cuVK8vPzoxEjRhAA8vLyqlWMqNh0eKYlSE1Npd69e1Pnzp0pOTmZfHx8SEtLi3g8HhERrVmzhpSVlcnQ0JDu37/Pr/fmzRuSlpamsWPH0smTJyknJ4d/7e3bt6Surk47duygkpIS4nK5pK+vT0REGzdupNGjR9OOHTto4cKFRPR5er64uDiVlJQI9W/WrFm0cOFCsre3p7179zbmR8F8Ba1iHZe7uzt/p4zK/ty8eZOIiHr37k1f5tIPHz7QyJEjBWL79+/P3y2AiCgnJ4fs7e3516WlpYV24xAlRlQscTEtyZ9//kl6enoUEhJCLi4uAmspX716RWpqaqShoUEvXrygP//8k4iIsrKy6ODBg2RpaUk6Ojr04sULfp2JEyeSl5cXlZSUUO/evYnD4VBxcTGFh4eTiYkJ7dmzh7777jt+vIqKCmVlZQn1a9iwYdS/f38aMWKEwHoypnVoFYlLVLm5uaSpqSlUHh8fT3fu3KH4+Pgq68bGxtK9e/eooKCgXjE1YYmLaUl++OEHGj9+PCkoKNBPP/1EampqFBsbSzk5OfTy5UtatmwZycrKko6ODo0cOVKo/unTp0laWpoA0LZt26hHjx60ceNGGjJkCElISBAAOnLkCJWVlZGcnBxt2rRJYPcMAwMDio2NFWrX2tqaxMXFhf5zS05OrtfPJ9M8/KcS14QJEwT+0TdHLHExzcU333xDL1++rDYmJSWFunXrRuLi4iQpKUlKSkokLi5OcnJyZGxsTOLi4iQmJkYAiMvlCoyuvuTp6UlTpkyhDRs2UM+ePcnIyIi2bt1KAPh7C44ePZqMjIyoW7du/HoaGhoCjyIr2NnZkbW1tVB5+/btqW3btrR//34qKiqqzcdRpcoSJ9O4/lOJ6/Hjx1RaWvq1u1EtlriY5mLZsmW0du3aGuPKysooPT2dxo0bR1ZWViQnJ0dycnIkJiZGXC6XOBwOP3kBIDk5OVJXV6dz587xH+MFBweTjIwMycvLE4fDoTNnzhARkZycHAGgtLQ0KikpIRUVFZKQkCALCws6ePAgGRkZUUREhFCf2rZtSzY2NvyvFRQUSFVVlaSkpOjmzZs0bNgw0tHRoRkzZtCZM2fo1KlTNHHiRNq4cWOtPiNvb2/q3bt3reow9dcqtnwSVc+ePavcIoZhGEGOjo7w9fWtMY7L5UJdXR1//fUXdHR08Mcff+DGjRvIyMhAVFQUxMTEUF5eDikpKUhLSyM/Px+dOnXCmjVroKmpiZ9++gkJCQno1asXJCUlISUlhenTp+PkyZOwsrKCpKQktm/fDnFxcZw+fRodOnTA+PHjsXTpUnz48KHSZS/l5eX8WYSPHj1CXl4ePn78iB07dmDQoEG4evUq9u3bh6KiIpw7dw6LFi1Cjx49sGDBApE/n7KyMqxZswZr1qwR/UNlWgQOUSVHlDJVCggIAPB53QzDfE2lpaVQUFDA/fv3RVpiUpW//voLxsbGWLJkCUxNTVFWVobExESUlJQgMzMT7du3R3p6Ot6+fQs5OTm4ublh79690NfXR2ZmJgoKCiAlJYXIyEgkJydj2rRpCA0Nxfnz5+Hs7Awejye0PktMTAxDhw5FYmIioqOjkZeXBwkJCcTFxTXYEpW9e/fCy8sLd+/ebZD2GNFVrN8zNDRslPab1YiLYRjRiYuLY8+ePZg5cyYKCgr45Tt37sSlS5dEbmfevHkYPnw4goOD0a1bNzx//hxxcXGYPHkyrl+/DktLS/7o5dy5czh16hR69uyJESNGoLS0FACgpKSEXbt2QUlJib//56hRo0BE/C2gvkRE4PF4WLFiBcTFxaGmpobBgwfD29u7np/KZ3l5ediwYQO2bt3aIO0xzUyjPYRspdg7Lqa5mTRpEv3www/8r/38/MjKyqpO08yTk5PJwMCAOnToQJKSkhQQECAUs27dOrK3tydJSUn69ddf6dy5cyQmJkYSEhL06tUrkpKSoqysLEpNTSUAQpMsdHR0+AfCmpqakpycHLm4uJC7u3uDveOeNm0ajRo1qkHaYmrvP/WOi2GY2tu9ezf279+PhIQEAMDw4cPB5XJx48aNWrelpaWF7t27w9nZGQ4ODujTpw9Wr14tELN69WpwuVxwuVwMGjQI48ePx8iRIyErK4sjR45g2LBh8PPzg6SkJCQkJCApKcmvm5iYiKSkJIwZMwa3bt1CUVERLCws8O7dO/Tv379B3nFHRkbi8uXLWLt2bb3bYponlrgYpgX6cu9BVVVVDBo0CE+fPuWXffvtt3Bzc+NvflsbW7duxZ49e7B3717o6Ojg0KFDAtfFxcX5+x9WnOwwbNgwaGpqwtPTE4MGDcL+/fuhpKQE+jxzGcDnd3IODg4QFxdHZGQkXr16hTZt2uDo0aMICQmp13u6CkSEuXPnYv369ejWrVu922OaJ5a4GKYFGjhwIK5cucL/ukePHvD39+d/PWvWLMyZMweLFi3C8ePHa9V2cXExDAwM0LlzZ8ydO1fgXLsKJiYmEBcX5x8mqaenB1NTUxgaGiIwMBDx8fHgcj//91Kx4/yUKVP4iS45ORnKysq4fv06Jk2aBB0dHcjKytb+g/iXPXv2ID8/H99//32922KasUZ7CNlKsXdcTHPw6NEj0tTUpLS0NCIiunfvHvXo0UMo7s2bN6ShoUG3b9+utr3nz5/Tzz//TFZWVqSpqUnTpk0jY2NjkpWVJS6XS507dxZ4Z8bj8UhcXJzU1NTo06dPdOjQIdLV1aWAgADS1NSk/v37ExGRtLQ0fyeMNm3akKysLKmqqpKRkRFFR0fTwIEDydnZmf9uq7y8nC5dukSXL1+m/Px8kT+PoqIi2r59O0lLS1N4eLjI9ZjG0djvuJrkBGSGYRpWr169MHXqVIwePRp2dnYwNjbGixcvkJaWBjk5OSQmJiI1NRVPnjzBnDlzMGHCBGzbtg2dOnWCsrIypKWlER4ejkuXLuHSpUuQkZHB6NGjsXfvXtjb24PL5YKIsGnTJvz888949eoVunXrhlOnTqF9+/YICgqCra0tcnNzMX/+fHh6euKHH35Ax44doaqqCh6Px+9reno6hgwZgszMTMjLyyMnJwczZ85EWVkZHj58iE2bNuHMmTPw9vbGvXv3ICcnB3l5ecTHx0NHRwcaGhoCJ5iXlJQgNzcXFy9ehIKCAhISEmBvbw8jIyMEBATwz/hiWi+2jquW2DouprkoLCzE4MGDoa+vj1evXiEqKor/WM7Q0BBt27ZFYWEhNDQ0EB4ejsTERHTs2BHZ2dnIyMiApqYmZs6ciTFjxqB9+/ZV3sfCwgJRUVEoLS2FlJQU+vXrBzU1Nbx//x7Pnj2DuLg4fv75Z9y+fRvLly/HpUuXcPjwYfB4PCgqKqKoqAhExE+GACApKQkxMTGUlZWhpKQEY8eORa9evWBnZ4devXoB+Pwe7/79+4iOjkabNm34/SkrK4OXlxdevnyJxYsXY8uWLZg7dy5WrFjRiJ82UxuNvY6LPSqsJfaokGmurly5QsbGxuTh4SF0raysjDp06EAPHjyoVZt37tyh0aNH87d64nK5/M11ZWRkyN7enuTl5fn7H+rr69OCBQtIS0uL1q1bR8rKytSzZ0+6ffs2mZiYkJSUFKmpqZGamhopKyuTnJwcqamp0dGjR2v9/S5btow4HA6pq6vTt99+S+fOnaOEhIRat8M0PDYdnmEYkTg6OuLu3btYv349ZsyYgSdPnvBHOFwuF7NnzxZp0sKbN2/w888/w9TUFN999x0kJCRw9epV9OjRA8rKyigtLYWYmBg8PT0RFxcHDoeDkpIS3Lp1C7169cK+fftgZmaGP/74A4WFhXB3dweXy0VCQgJkZGRAROjUqRPKy8shLi6O7OxszJ49G97e3vwRY022b9+OM2fOIDAwEPfv34e5uTk2bdoEU1NTGBsb1+tzZFqARkuJrRQbcTHNXVhYGP36669kYWFBurq65OLiQuXl5fTx40dSVFQUOM+uwvv372nLli3UtWtX0tHRoSVLlgjtFJ+QkEBiYmKkra1NAKhTp07Upk0bAkA9evSgsWPH0uzZs0lSUpI6duxIXC6XxMXFafr06SQmJkYmJia0d+9eun79Oo0bN46kpaX5cZqamvzRXNeuXSk4OLjK72/+/PnUtm1bSkxMFLpWWFhIysrK9OHDh3p/jkzdNfaIi73jqiX2jotpSe7du4fFixdDW1sbx44dw/Lly9GxY0csWbIEwOetkX777Tf88ccfmDRpEqZPn46+ffvyp7JXOHPmDO7du4cjR46gpKQEADBmzBhkZmbi/v37kJWVhaqqKrKyslBSUgIOh4PS0lKUl5dDWloaHTp0QFBQkECbz549w+jRozFnzhz4+vqisLAQBgYGePjwIQoKCqCvrw9nZ2cMHjyYX+fBgwc4cOAAAgMDoaOjU+n3PH78eIwZMwbTpk1ryI+SqQW2VyHDMHXWr18/BAYGwtbWFtbW1ujWrRt/Xdfly5dhaWmJly9fIjIyEkeOHEH//v0FklZ6ejpcXFzw/fffQ11dHTt27AAAWFtbw9vbG/PmzYODgwMsLCzQu3dvqKurw83NDVwuF/fv34eqqiqKi4uxdOlSob7Z2dnhzp072LNnD3R0dDB69Gg8e/YMkydPxr1792BkZITt27dj9OjRWLduHX788Uf8/vvvmDVrVpVJCwDmzp0LcXE2YbpVa7SxXCvFHhUyzcnly5dF3pPw0qVLpKamxj9E0srKqsrJGh8+fKDly5eTrKwsLV++nD59+kREROfOnSMAtHDhQiIi6tmzJ/Xt25cKCgpoypQpJCcnRzIyMqSoqEh6enokJydHBgYGpKysTOfOnRO4B4/Hoz179lCvXr1IT0+Pfy4Yh8PhH3opKSlJAEhMTIxkZGRoyZIldPToUdq6dSuNHj2aPDw86PXr1/X4BJnGwNZxMQxTpV9++QVFRUUYP358tXExMTFYtmwZ8vPzUVxcjMTERLi7u0NMTAwlJSWQkJAAALx79w7btm3DyZMnoaamhtGjR+Pjx4/o0KED5OTkEBMTAwDIz88HALx+/RpDhgyBp6cnCgsLkZ+fDzExMcyfPx8+Pj4YPnw4lJSUcOzYMTg7O0NGRgY2NjaQl5fH48ePYWdnBzs7O7i7u0NGRga//vornjx5AkVFRZSUlMDAwABv3ryBuLg4iouLsXfvXpSXl6OsrAxlZWV49uwZtmzZAiLCgAED0KdPH/Tt2xcdO3YUetzJtB7sHVctsXdcTGOKi4uDgYGByPH37t2Dq6srwsPD+dspERH69esHMzMzFBcXIyQkBG/evEHHjh3h5OQEX19f8Hg86OvrIzIyEikpKVBXVwePx0NRURHExMTQoUMHmJmZoVu3boiOjoa3tzcuXbqEQ4cO4ezZs2jTpg2ioqIgKysLeXl5aGhooFOnTnj79i26deuG69evIzExETIyMigoKACXy0XXrl3h5OSEnTt3QlxcHDNnzkRAQAASEhIgKSmJ7OxsZGZmQl9fHxwOB3FxcZCSksL+/fsxefJk3L17FwYGBpCTk+NvD3X79m1cv34dV65cQUFBAT/BqaqqIjw8HGFhYXj//j0mT57cKH9fTOXYOy6G+Q8ZPnw4jh49KnJ8v3790KFDB+zZswcA8OnTJxw8eBAZGRmQk5ODn58feDweJk6ciPfv3+P48eNIS0tDZmYm4uPjkZ2dDeDzBrilpaX8d0ccDgeGhoawsLDA1atX4eXlhe7duyM3NxfffPMNYmNjkZqaCkVFRZSXlyMkJASnT59Gbm4uVq5cic6dO0NHRwfv378Hj8eDjIwMQkJCoKioiKioKBw7dgznzp1Dv379cPDgQfzzzz948OABUlJS8O7dO0RGRiIgIACampqYOnUqZGRkEBQUBGNjY7Rt2xYKCgpQUFDAmDFjsGfPHiQkJODRo0cYN24chg4dipSUFMjIyGDKlClISkpq+L8o5utqtIeQrRR7x8U0poq9BW/evFnp9ZKSEiopKRGqo66uTjt27CAJCQmSkJAgHR0datu2LV25coVOnjxJGhoatHLlSjp58iRNmDCBZGVlae/evfTmzRsiIsrIyKCIiAh6/PgxeXl50eLFi6l///4kIyNDHA6H5OTkqGvXrsTlcsnV1ZVkZWXJzMyM5OXlSUVFhYg+L3KWlJTkT7tfvHgxv49Dhgyhdu3akYmJCSkpKdGYMWPo1KlTxOPxavxMrl69SrKyssThcEhXV5f/nqs6BQUF1KNHD5o1a5bQeWBM42tV77ju3LkDPz8/vH79Gtra2nB0dMS4cePq3W5kZCS8vb0RGhoKOzs7TJgwAXp6erWOYZivrX379vjnn3/g7OyM27dvo1OnTgLXT548iV27dsHHx4c/Omrfvj2GDh2Ko0ePYuXKlXj16hVmzJiBvLw8rF69Gh8+fMDUqVNhZmaGgoICHDx4EGpqapgyZQp4PB4WL17Mn9nXtm1btGnTBm3atIGlpSWePXuGNWvW4OPHj+jXrx8mTZrEfy/27t07SElJoaioCA8fPsTbt2+hoaGBgIAAlJWVYdiwYfx+DxgwAIGBgXjw4AFu376N169f4+TJk5g7dy769euH3r17VzrzEPh8ZEpeXh7ev3+P1atXY8+ePSgrK8PevXuxadMm9O3bV6iOtLQ0/Pz8YGVlBQ0NDfTv3x/Dhg3D8OHDoa+v34B/Y8xX0Wgp8V9OnDhBXC6XuFwu6enpEQACQO7u7lXW2bx5Mz/uyz/jxo3jx4SGhpKEhARxOBz+wkhDQ0NKTk6uVYyo2IiLaQrHjh0jBQUFWr58OV29epU/q4+IaNWqVSQrK0s+Pj5ERJSenk5r1qwhAwMDfszmzZtJUVGRhg0bRmJiYmRkZESOjo5kZGREZmZmZGJiQjY2NtSmTRtasmRJpT8LS5cuJUtLS/7XZWVlJCsrS58+fSIpKSmSkJCgSZMmEZfLJXl5eZKQkCBJSUmSk5MjFRUVmjdvHr/u/fv3SVFRkTw8PGj06NH88qysLPrjjz9IU1OT/ve//1FWVlaNn01SUhLJy8vTvn37yMzMjAYNGkTPnz+vMj4jI4NOnTpF06ZNIw0NDbK0tKRly5ZVuoCZaRiNPeJqssSlpaVFWlpa/G8mKCiIVFRUSFJSkn80w799++23ZGRkRKmpqQJ/Pn78SEREpaWlZGtrS/Ly8hQaGkpERD4+PgSAnJ2dRY6pDZa4mKZy5coVWrduHfXt25fk5eWpS5cutGDBAiopKSF/f38yNzenCRMmUEhICI0fP544HA6pqqry/8THx1O3bt1oxIgRAlPmnzx5QjY2NiQlJUVBQUEC94yOjqatW7fS9u3bSV5env7++2+B65aWluTh4UEcDofatGlDWlpatGLFClJUVCRJSUlSVVUlOTk5Cg8PJ3Nzc+rVqxcdPXqU/v77bxo0aBAdPnyYxMTE6ODBgwLt5ufn04oVK0hbW5suX75c42czfvx4On78OBUXF9O+fftIR0eHevXqRTY2NtUmpLKyMnr27Blt3LiRXr58KcpfA1MHrSJxxcXFEQBas2aNQLmbmxsBoGvXrlVab9CgQTR8+PAq2w0NDSUAAs/SiYisra1JRkaG8vLyRIqpDZa4mMY2bNgwGjJkCJ0/f54KCwuJiCgvL49OnDhB3bt3p44dO9Lt27eJx+PRlClTSEFBgf766y8yMjKivXv3UlRUFBERzZs3j0xNTas812rNmjXk4uLC/zooKIjU1dVJTEyM1NTU6P79+0J1Bg8eTJKSkqSurk4jR44kCQkJsrGxIQUFBZKSkiIxMTH63//+R0REt27dIg6HQ5MmTSI9PT2SlZUlJSUlUlFRIXt7+0r7dPv2bTIwMKARI0ZUe67W8uXLycTEhD5+/Ejbt28nVVVVAsBP3sOHD6eysjLRPnCmwbWKd1w8Hg+zZs2Co6OjQHlKSgoAQFFRsdJ6UVFRsLe3x19//YX379/D0NAQzs7O/Gf7FaeyDho0SKCeubk5goKCEBUVJVLMv98jMMzXdPHiRZw9exaLFy/GN998AyMjI7Rp0wYdOnTAnDlzkJ6ejlmzZqFTp07YuXMnlixZgrVr1yIhIQHPnj3DzJkzQUS4fv069uzZAxkZmUrvs2LFCujo6GD58uXIycnBkSNHoK2tjTVr1kBCQgJOTk4YOnQoFi1aBHt7e6SmpuLFixcoKytDbm4ubt26xT8Py9PTEzNmzAARoVu3bgDAn7K+e/du/nZQnTp1QlZWFkJCQvDixQt+bIUBAwYgNDQUzs7OGDRoEFRVVTF+/Hj069cP/fr148dt3LgR7969g6qqKsTExDBx4kTs2rULaWlp8PDwwMmTJ9GxY0cYGhpCT08PJSUl0NPTq/aUZR0dHUydOrWef3tMU2iSxGVpaYmDBw8KlHl5ecHPzw/GxsawtrYWqlNaWor4+HjExMTgzJkzEBcXR2lpKdzd3XHu3DkMHjyYn5S+PGQOAMzMzABA4Mjx6mJEkZOTg5CQECQmJla73QzD1JeUlBSmTZuGadOmobi4GJGRkbh27RrS09Nx9+5dREREIC0tDQMGDICtrS3GjBmD8+fPQ1tbG/fu3cPw4cOxZMkSKCgoCP3C9iV5eXmsXr0aP//8M0pKSjBmzBgcP34c8vLyAICBAwfin3/+wbfffovY2FhwOBxoa2ujoKAAZ8+ehYODA8zMzMDj8bBgwQKoqqqisLAQq1atQlFRETgcDqSkpFBeXg4AUFVVxapVq7BixQqIiYlh5MiRSE5OBofDEeiXkpISbt68ifLycgQEBODMmTMYNWoUjI2NMWzYMHA4HBw8eBAcDgedO3fGjBkzMHPmTMjLy0NZWRmHDx/G9u3bkZycjLi4OCQkJOD27dvIzMxEUVFRlZ+Hurp6A/ztMU2i0cZyVUhLSyMXFxcCQAYGBhQYGFhpXGxsLMnJydHQoUMpKSmJPn78SH/99RdxOBxq27Yt5efn0/z58wkARURECNTdtWsXASBfX1+RYmqDPSpkmoP79++ThoYG7dmzhywsLGjAgAEkJSVFRUVFNHz4cNLU1BR4j/TvbaGSkpKoV69exOVyydHRkQIDA2natGnUtm1bWrt2Lf89coVnz57Rx48f6dChQyQvL0/v378nIiJzc3O6f/8+cTgcOnnyJMnLy9PVq1fJyMiIdHV1SVpaWuAdNo/HIzExMdq/fz9JSEjQ0qVLRfp+y8rKyN3dneTl5UlOTo5sbW3Jzc2NJk2aRD169OBPRNm9ezfFx8fX9WNlGkirOo/r+vXrMDc3x/Hjx+Hq6oqwsDDY2NhUGmtgYIBPnz7h2rVr0NbWhqKiIr7//nv0798faWlpCAsLg6qqKgAgMTFRoG5OTg4AQE1NTaQYhmlp+vTpgxs3buDXX3/FxIkToaOjg9LSUowcORKfPn1CZmYmnj9/DgD48ccfISMjA2lpaZiamsLU1BR6enrIzMzEq1evcOXKFdjY2ODYsWO4c+cO3r59i3bt2mHWrFkoLS0FANja2kJRURHx8fEoKCiAgYEB8vPzERcXhwcPHoDD4aBHjx6YOXMmZGRk4OPjg+TkZACfT2quIC8vDw6Hg5s3b2L06NHYtm0bVFRUoKOjw3868m/l5eX4/fffsXv3bqxcuRK5ubl49uwZ9u/fjzNnzuDJkydISEjArFmz4O/vD2tra5iZmWHevHnIzc1t5L8J5qtotJT4L6dPnyYJCQnq0KEDPX36tMZ4Ho9HKSkpQi9YV69eTQDo9u3btGfPHgIgNPOpYtJHcnKySDG1wUZcTHMSFRVFWlpapKCgQPr6+gSA7O3tKT09nYyMjMjAwIC4XC7JysqStrY2GRgYUJs2bWjHjh3VthscHEyWlpZkb28v8LSia9eupKurS0REAwYMIA6HQzIyMqStrU3R0dH8uKVLl5KtrS1xuVxycXGhyMhI4vF4/P8HzMzM6NKlS6SqqkoqKiqkpqZGKioqNGjQILK1tSUNDQ0yNjYmBwcH0tHRIQcHB5FPNy4tLaV//vmHhg0bRgoKCtSnTx/+0gGmabSKWYXZ2dkkLi5OJiYmIs/i27hxIwGgGzduCJR37tyZOBwOpaSk0Pv37wkAjR07ln+9uLiYNDQ0yMrKiohIpJjaYImLaY6ys7Np2rRppK6uTgBIXFyc1NTUSFpamtTV1fmP9mqjvLyc/vrrL5KWlqZbt24R0efp8KNGjSIioo4dO9LAgQPpxIkTZGpqSu/evSOiz4/5paSk6OrVq6Sqqkri4uIkKSnJ3/m9YheMIUOG8Kf4//PPPyQtLU3btm2je/fu0fPnzykoKIgePHhABw8epOLiYpH6nJKSQosWLSIZGRlSV1en3r17U7du3UhSUpLu3LlT68+AqZtWkbj8/PwIAPXp04dWrFgh9KfiH/yoUaNITU2NiD6f4iouLk56enp09uxZevz4Mf99VcV0W6LPW8kAoJUrV5Kfnx+NGDGCAJCXl1etYkTFEhfTHH369Ik0NTUpPDycjhw5Qlwul4YOHUra2tq0ZcsWUldXp5MnT9ap7YcPH5K6ujr5+PiQiooKrVq1ioiIZGRkKCAggIiI2rVrxx+ZPXz4kLp3705EROrq6pSWlkbXr18nGRkZmjp1Kr18+ZJUVVUpPT2dVq9eTcOGDSMiIhUVFVJVVSVFRUXy9PSs1VZN7969ozlz5pCqqiotWLBA6ATliu/h0qVLdfoMmNppFYnL3d290h0wKv5U7MvWu3dv+vLppZeXF3Xr1k0gduLEiZSdnc2PycnJIXt7e/51aWlpod04RIkRFUtcTHO0ceNGgV/ovLy8CADZ2toSEVFgYCCpqqrSN998U6e9+x4/fkyKiorE4XBIXl6eZGVl+eumOBwOcblcunr1KhF93iXnm2++ISIiJSUlysnJISIiQ0NDUlVVpfDwcLK3t6dHjx5RWFgYqaqq0qlTp0hRUZGKi4spODiYHB0dqW3btjR58mT65ZdfaNeuXTR79mzy8PCgX3/9lRYvXkzTp0+nkSNHkrGxMSkrK9PatWvpw4cPVX4PT548IQ0NDZa8mkBjJ65mdawJj8eDubk5f31Xhfj4eCQmJqJDhw5QUVGptG5cXBxiY2Nhb28PaWnpOsfUhB1rwjQ35eXl0NbWxv3799GuXTt++caNG7Fjxw68fPkSGhoa4PF4mDlzJuLi4nDmzBmYmJhU225iYiJ8fHzg7++PGzdugMPhICMjA2PHjsXhw4dhY2ODyMhI/onKFWugNm7cCB6Ph02bNkFGRgZZWVnIzs5Gp06dsGnTJmzfvh1ycnIYOHAgNm/eDF9fX0ydOhUaGhp4+/Yt//6nT5/Gu3fvUFZWhszMTJw9exYfP35E27Zt0aVLF/Ts2RMWFhaQkJCAnZ0d2rRpU+Nn9fz5c5w8eRJ//PFHXT5qRkSNfaxJs9odfsKECTRr1qyv3Y1qsREX0xxV7PL+b99//z116dKFPx2+vLyclixZQnJyckLvjz98+EDnzp2jefPmkYWFBSkqKpKVlRXt27eP4uPjydPTkwwMDOjixYtERGRlZcWf9PHlU5AZM2bQ7t27KT8/nyQkJKisrIx2795NJiYmRETk6upKXbp0oblz5/LrWFhYkJmZWY3fZ1FREfn5+ZGbmxvJyMhQt27daNOmTfzXDUzz0Kqmw9dk0aJF2L9//9fuBsO0OO3bt6+0fNOmTSgrK8Nvv/0G4PM5W9u2bcOVK1cwa9YsTJs2DYsWLULnzp1hamqKw4cPw8jICMePH0dWVhZCQ0MxZ84c6Onp4fXr1ygqKsKzZ88wdepUvHnzBu3bt4eMjAysra3h5eUFAHj06BEAwNvbG+bm5uByubC2tuYvTfH09ER+fj58fHz4/RwwYAAKCgpq/D4lJSUxfPhw7N+/HzweD1u2bEFCQgJ69+6Nrl27YsWKFfD19UVSUhKo+TxMYhpao6XEVoqNuJiWJiUlhdq0aUM7d+4UKE9LSyMbGxv69ddfKSAgQOicr3+zsbEhLpdLI0aMoL///puioqIoPj6e1NXVafv27SQlJUWpqanUuXNnCgkJob/++ouGDh1KRJ9/A9fX1+e39ezZMwJAcXFxRET0559/koKCQp2/x7KyMrp//z6NHDmSOnXqRFpaWiQlJUXt27enwYMH04gRIwRGhUzjahV7FTIM8/Voampi7dq1uHjxIhYsWMAv19DQQGBgoMjtyMnJwdzcHL6+vkLtd+/eHVJSUoiLi8O7d++grq6ONm3aQFlZGQDQtm1bpKWl8evY2tpCVVUVK1euxKlTp1BUVIS8vDxkZ2dX+R67OlwuF3369EGfPn34ZQUFBYiJiUFERASOHDkCCwsLbNiwATNnzgSXy+WfFj1hwgShLeGY5q1ZPSpkGKZxzJkzB69evcL79+/r3EZ0dDQcHByEykeOHAkfHx/k5ubi9OnTaNu2LbS1tREREYGIiAgAnydGcblclJWV8et17doV58+fx82bN1FUVAQ9Pb1aJdKayMjIwMLCAuPGjcOlS5fg6+uLI0eOwN7eHgsXLoSpqSmePXtW54lazNfDEhfD/AdISUlh6tSpQptdiyopKQnJycno0qWL0DVHR0ccOXIEHA4HQUFBmDRpEoqLi3HixAm4u7sDABYuXIjRo0dDTEyMX09aWhrKysoYPXo0jhw5Ah0dHTx58qRO/RNF165d8eDBA0ybNg3Pnz/H3bt3cfLkSf67N6blYI8KGeY/wsXFBT169MDs2bNrnAr/b+Li4uByufxpzl/q3r07Pn36BGVlZTx69AhJSUnIy8tDcXExxo0bBwCwsLCAkZGRQL24uDjMnz8fwcHB8Pf3R1BQEJ4+fYpjx47B0dERO3fuFNo5vr44HA4WLlyIhQsXNmi7TNNiIy6G+Y/o3LkzPD094ejoyN8AV1QKCgogIv4RJV8SExPD3bt38fHjR5SXlyMqKgp79+4VeKzI5XIF6hYVFSE6Ohpjx47Fixcv+Gd0SUhIYPv27Xj8+DFGjx6N+Pj4un/DTKvFEhfD/IfMmjULHTp0gKmpKZydnXHmzBnweLwa68nIyKCsrKzSxAV8nmxRMRFDQUEBpaWl/K8B4cT16tUrmJmZwcLCAjweD1JSUmjTpg20tbURGhoKf39/lJSUwNLSEjNnzsTTp0/r9X0zrQtLXAzzH3PhwgUkJSXByckJJ0+ehK6uLkaNGoVjx47h48ePldYJDw8Hh8PB+PHjK71eUlICIoKSkhKmTJkCIhIYLSUkJCAmJob/9dmzZ6GoqAgOhwNdXV1ISEggPT0df//9N/8k46tXryI6OhoWFhaYPHkylJSUoKenB1VVVaioqEBaWhoODg5YtGiRSMmXaT1Y4mKY/yAVFRW4uLjg8uXLiIuLg4uLC27dugV9fX04ODhgx44dAqeDL126FKqqqtDU1Ky0vcePH8PMzAxv377F4cOHoaKigps3b/JnEVpbWwuciff27VtMnDgRAHDq1Cnk5OTA398fAwYMgKmpKX/Kvbq6OpYvX47o6Gg8fPgQT548QVRUFKKjo5GSkoIZM2bg9evXMDIywuLFi+s1a5JpOVjiYpj/OGVlZUyYMAHHjh1DQkIC5s2bhwcPHsDMzAzDhg3D7NmzERsbi/Ly8irXWElLS2Pp0qVo27Yt7OzsMHToUCgpKfH3MXRxccHDhw/5iez69ev8iRuWlpaQkZHB48ePAQBOTk4CozPg86QKKysr6OnpQUVFhf9n9uzZuHnzJoKDgyEtLY1evXph2LBhOHToUGN9XEwzwBIXwzB8ioqK+Oabb+Dt7Y3k5GS4urri9OnTcHJyQmlpKZSUlCqt1717d/4IqkePHkhKSoKVlRV++eUXFBUVQUtLCzo6OvD39wcAlJaWCkxDNzc3x+3bt0FE6Nq1K4KDg2vVbz09PWzatAlxcXHo378/Vq5cyX9kybQ+LHExDFMpOTk5KCkpwcTEBL///jvi4uIgLl7zChpLS0uEh4dDX18fnTp1woEDBwB83incw8MD8fHx/HdUFZSUlCAmJoYHDx6gS5cuCAgIQGlpaa37LC0tjRUrViAuLg5jxoxp8On0TPPAEhfDMFXasmULli9fDg6HIzBLsDojR45EQUEBnj9/jo0bN2Ljxo3Iz8/HoUOH+Ou0/r3ot6ysDE5OTtizZw+0tLRgamqKjRs31rnfMjIy/BEg0/qwxMUwTKVCQ0MRERGBSZMm1aqesrIyJCUl8f79e4iLi6NLly5YsGAB1NTU4Orqinv37sHKykqgTlZWFvr164eLFy8iMTER169fx/79+/mPFhnmSyxxMQxTqd9//x2LFy+GpKRkrep5eHhARkYG8+fPx/Hjx7F06VL4+vqirKwMy5Ytg7+/P4qLi/nx5eXliI+Ph5GREebNm4c///wTGhoa2LVrF4YPH97Q3xbTCrDExTCMkNjYWNy4cQOurq61qnfp0iXs2LEDV65cwfTp03Hs2DH07dsXhoaGuHbtGtTU1KChoYGMjAx+ncDAQOjr66Nz585YsmQJDh06xD9puaSkhK3RYoSwxMUwjJA//vgDc+bMqXIWYWXKy8sxY8YMbN68GdbW1rCwsICmpibu3buH2bNnY926dQAAWVlZtGnThl/P29sbjo6OAAAdHR2MGzcOu3fvBgDo6+sjISGhAb8zpjVgiYthGAHFxcXYu3evwNldorh58yYMDAwwY8YMfpmLiwuOHj0KZ2dnREdH49GjRygqKoKMjAwAgMfjYf/+/bC1teXXWbVqFf766y98+vQJEhISuHbtWoN8X0zrwRIXwzACPn78CEVFRWhpaYkU/+nTJzx8+BA7d+7E/PnzBa598803OHv2LCQlJbF7927MnTsXxcXFkJWVBQDk5ORg/fr1AltJmZiYoE+fPjh06BAWLVqE33//Hfv27Wu4b5Bp8dixJgzDCPj48WOtHhEuWLAAly9fRklJCc6ePStwTV1dHSYmJnjz5g0mTpyI33//HXl5eZg6dSqAzwuHKztiZNmyZRg8eDASExPRp08fTJ48GQ4ODrC0tKzfN8e0Ck064rpz5w6WLVuG4cOHw9XVFefPnxe5LhFhzpw5+Pbbb4WuRUZGYtOmTZg8eTK2b99e6TNxUWIYhqld4srMzMTly5fx/PlzfPz4EXJyckIx3bp1Q1hYGABg6NChyM3NrXE0Z29vD2dnZyxevBimpqZ4/vw5S1rM/6EmcuLECeJyucTlcklPT48AEAByd3cXqf7OnTsJAHXp0kWgPDQ0lCQkJIjD4ZC2tjYBIENDQ0pOTq5VjKj8/f3J39+/1vUYpqW4c+cO9e/fX6TYH3/8kebNm1djzOjRo4mIqF+/fmRqaipS258+fSIzMzM6d+6cSPFM8xETE0MxMTGN1n6TJS4tLS3S0tLifzNBQUGkoqJCkpKSlJaWVm3d8PBwkpGREUpcpaWlZGtrS/Ly8hQaGkpERD4+PgSAnJ2dRY6pDZa4mNbuwoUL/ERTnQ8fPpCamholJCRUG3f37l3S0NCgrKwskpKSokGDBonclydPnpCmpialpqaKXIf5+ho7cTXJo8L4+HikpKTA1dUVhoaGAICuXbvC2dkZxcXF1W6oWVJSgmnTpsHY2BgWFhYC116/fo3AwEC4ubnxV+I7OTnB2toavr6+yM/PFymGYZj/I8qjwqioKFhYWMDGxga6urrVxvbr1w+WlpZwdHSEtrY2SkpKRO5Ljx49MGLECIwcOVLkOkzr1ySJi8fjYdasWfy1GhVSUlIAfN6Ruirr1q1DWFgYjh8/LrApJwC8e/cOADBo0CCBcnNzcxQUFCAqKkqkGIZh/k9ubm6NicvQ0BCPHz/G1atXRWpz2LBhiIuLAxEhPDy8Vru2T5gwodr/I5j/niZJXJaWljh48CC6d+/OL/Py8oKfnx+MjY1hbW1dab0nT57Aw8MD7u7u6Nq1q9D1iqSkra0tUG5mZgYASE9PFylGFDk5Obh37x7ev3+PgoICkeowTEtUMR2+OmJiYvyfIVEsXLgQBQUF0NLSQl5eHu7evStyXVlZ2TrtFM+0Xk2+jis9PR3Tp0/H5MmToaenBy8vL0hJSQnFffr0CS4uLrCxscGqVasqbSspKQkA+IsZK2hoaAAAioqKRIoRhbKyMvr16wdTU1OhthimNXnx4gVycnIatE1paWkMGTIE/fv3x4gRI0QeqVXULSwsbND+MC1bkyau69evw9zcHMePH4erqyvCwsJgY2NTaay7uzuioqIwZ84cBAQE4PHjx+DxeODxeHj8+DGSk5P5RyN8eSQ4AP4PnZqamkgxDMP8n/fv32PgwIEN3q6zszP/qJMTJ06IPIqSkZFhTzkYAU22APnMmTNwcXGBqakpbty4ATs7u2rjK47urmyTTwcHB2zevJm/FuTfx3zHx8cD+Ly4UZQYhmE+i42NRVpaGkaNGtXgbY8YMQKzZs2CgoICDA0NcfPmTZF2f2cjLubfOFSbt6R1lJOTA3V1dRgYGCAsLIy/3Ut13r9/j6ysLIGyWbNmoaioCCdPnoS+vj7y8vJgamqKsWPH8hczl5SUQFdXF5qamggNDUVUVFSNMbUREBAAAALv6ximtdi6dSvevXvXaFssWVlZYerUqVBUVMSDBw9w6tSpGuskJCSgZ8+ebNOAFiQ2NhYA+LPIG1qTjLj8/f1RWloKHR0drF+/Xuj67NmzYWpqCicnJ/j7++PDhw8wNTUVilNQUICEhITAaG3IkCG4cOECVq1ahT59+sDT0xPp6enYtWsXgM/7ntUUwzDMZ97e3vxd3BvDkiVL4Ofnh0OHDkFHR0ekOlJSUgLHoDBMkyxAdnd35++UUdmfmzdvEhFR7969qbou9ejRg7p27SpQlpOTQ/b29vy2pKWlhXbjECVGVGwBMtNaJSYmkqqqKhUVFTXaPdLT00lZWbnW95CVlaW8vLxG6hXT0Bp7AXKTPCoUFY/Hg7m5OX99V23ExcUhNjYW9vb2Quu9ahNTE/aokGmtdu7cieDgYBw+fLhR79OjRw/8+uuvtZoAYm5ujitXrsDc3LwRe8Y0lMZ+VNisjjVxdXXFiBEj6lTXwMAAffv2rTYhiRLDMP9V3t7eAseLNJZ27dph8+bNtarz119/1bhDB/Pf0awS16JFi7B///6v3Q2G+c9JS0tDWFiY0A4zjWH06NHgcDi1qjN48GCRJnUx/w3N6jyunj17fu0uMMx/0sWLFzF8+PAmeRrRoUMHttUaUy/NasTFMMzX0VSPCQHA2NgYCQkJKC4ubpL7Ma0PS1wM8x+XnZ2NZ8+eYdiwYU1yP0lJSUhLS+PJkydNcj+m9WGJi2H+4y5evIhBgwZVenpxY1mwYEGtTkBnmC+xxMUw/2FhYWG1npreEL7//nucPn0aeXl5TXpfpnVgiYth/oMOHTqEQYMGYcSIEXB0dMS0adOa9P5aWlpwcHDAmTNnmvS+TOvAEhfD/Me8fPkSCxcuxKRJkxAdHY2dO3dCXl6+yfvx3XffwdPTs8nvy7R8LHExzH9IaWkpZs6ciZ07d8LNzQ2SkpJfrS+DBw+GmZmZyGfiMUyFZrWOi2GYxpOfn4/+/fsjPDwcM2fO/NrdAZfLxdmzZ792N5gWiI24GOY/ICkpCX379oWxsTGUlZURERHxtbvEMHXGEhfDtHIBAQGws7ODo6MjTp8+jWnTpuHo0aNfu1sMU2cscTFMK7Zr1y4MHToU+/fvxy+//ALg82bWR48eRWlp6dftHMPUEUtcDNOK3bp1C6tXr4ajoyO/zNzcHBoaGjh06NBX7BnD1B1LXAzTSpWUlODhw4eYPn260DVzc3O20S3TYrHExTCt1IMHD2Bubg5NTU2ha5KSkujUqdNX6BXD1B9LXAzTSvn6+go8IvxSdnY2VFVVm7hHDNMwWOJimFbqypUrGDlyZKXXsrKyoKKi0sQ9YpiGwRIXw7RCoaGhSEpKQpcuXSq9zkZcTEvGEhfDtEIhISEYPXo0OBxOpdfZiItpyZp0y6c7d+7Az88Pr1+/hra2NhwdHTFu3Lhq65w6dQr379/Hx48fMXToUIwYMQJt27YViImMjIS3tzdCQ0NhZ2eHCRMmQE9Pr9YxDNNa+Pv7o0ePHlVez83NhbS0dBP2iGEaEDWREydOEJfLJS6XS3p6egSAAJC7u3uVdZYvX04ASFpamtq2bUsAiMvl0u3bt/kxoaGhJCEhQRwOh7S1tQkAGRoaUnJycq1iROXv70/+/v61rscwTalTp070/PnzKq936NCBwsLCmrBHzH9JTEwMxcTENFr7TfaocPny5Wjbti2ioqIQHx+PoKAgqKiowMPDA+np6ULx2dnZ2Lp1K/r06YOMjAykpKTg+PHjKC8vx9atWwEAZWVlmD17NqSkpBASEoKkpCT4+PggNjYWCxcuFDmGYVqT3NxcxMbGonPnzlXGmJubIzIysgl7xTANp0kSV3x8PFJSUuDq6gpDQ0MAQNeuXeHs7Izi4mIEBwcL1fH39wcRYeHChZCTkwOHw8HUqVOhpaWFhIQEAMDr168RGBgINzc3WFlZAQCcnJxgbW0NX19f5OfnixTDMK2Jl5cXNDQ0IC5e9ZsAlriYlqxJEhePx8OsWbOE1pSkpKQAABQVFYXqWFpa4uLFixg8eDC/LDQ0FB8+fOAfM/7u3TsAwKBBgwTqmpubo6CgAFFRUSLFMExrEhkZibFjx1Yb8+7dO+zZs6eJesQwDatJJmdYWlri4MGDAmVeXl7w8/ODsbExrK2theoYGBjAwMAAAODh4QFvb2+EhYVBU1MTCxYsAPB/iUtbW1ugrpmZGQAgPT1dpBhRlJeXo6ioCCUlJdX+JsswX9vt27exa9euamNiYmKgrq7eRD1imIbV5NPh09PTMX36dEyePBl6enrw8vKClJRUtXU4HA54PB6Ki4uRkpICLy8vAJ/PGAIAGRkZgXgNDQ0AQFFRkUgxosjLy0NYWBiSk5NRXFwsUh2GaWqZmZmIjo6GnZ1dlTFJSUmIjY1lv4AxLVaTJq7r16/D3Nwcx48fh6urK8LCwmBjY1NjvRUrViAiIgJJSUlQUFDAL7/8Ah6Px19AmZiYKBCfk5MDAFBTUxMpRhQKCgqwt7eHgYFBjYmWYb6WW7duoU+fPpCQkKgy5tixYxg+fDiysrKasGcM03CaLHGdOXMGo0aNgra2NgICAnDgwIFK321V+P333zFmzBiBEZG2tjamTJmCkpISPH/+HFpaWgA+P/b4Unx8PABAT09PpBiGaS28vLwwYMCAamO2bduGiRMnIjMzs4l6xTANq0kSV05ODqZNmwZ9fX08f/682scYFdLS0uDj44OAgACB8pCQEACfE07FxA0/Pz/+9ZKSEvj4+MDKygpaWloixTBMa1BWVoZLly5V+wjw8ePHUFFRwejRo/Hp0yeUlJQ0YQ8ZpmE0yUNuf39/lJaWQkdHB+vXrxe6Pnv2bJiamsLJyQn+/v748OEDpkyZgj///BOurq7YtGkTJCUl8c8//+DJkydwcHCAiYkJOBwOhgwZggsXLmDVqlXo06cPPD09kZ6ezn85bWJiUmMMw7QG169fh7S0NHJzc6uMOXjwIL799ltwuVyoqKggKytLaCcahmn2Gm1p8xfc3d35O2VU9ufmzZtERNS7d2/6skuenp4kLS0tEDtw4ECKi4vjx+Tk5JC9vT3/urS0tNBuHKLEiIrtnME0VxMnTiRdXd0qd8zg8XikqqpKaWlpRERkYWFBr169asouMv8Rjb1zBoeI6Cvky0rxeDyYm5vz13cBn3cBePPmDfLy8mBqagp9ff1K68bFxSE2Nhb29vZV7sEmSkxNKh5ddu/evU71GaYxfPz4EUZGRigpKUFiYiKUlJSEYlasWIEXL17g1q1bAIC+ffti/fr16Nu3b1N3l2nlYmNjAYC/4URDa1bzYV1dXTFixAiBMkVFRdjb29dY98t1X/WJYZiW6OTJk+jTpw/8/f0rTVoAcO3aNYFtzlRUVPDhw4em6iLDNJhmdazJokWLsH///q/dDYZpcf744w/07NkT5ubmlV5/+/YtMjMzMWPGDH5ZUlISgoKCmqiHDNNwmtWIq2fPnl+7CwzT4uTk5CApKQmKior8HWH+7cCBA3BxcYGYmBi/TElJqcap8wzTHDWrxMUwTO0FBgbC3t4eN27cgKamptD10tJSnDx5Enfu3BEoT0hIgK6ublN1k2EaTLN6VMgwTO0FBgbC1tYWqamp6N27t9D1bdu2gcvlon379gLlSUlJLHExLRJLXAzTwgUGBsLGxgbh4eEYMmSIwLXU1FRs374dly9fFijPysqCpKQk5OXlm7KrDNMgWOJimBasvLwct27dgry8PLS0tNCmTRuB6/PmzcO3336Lrl27CpQnJiay0RbTYrF3XAzTgt26dQtGRkZITEwUWlu4ZcsWvHjxAqdOnRKql5CQwPbpZFosNuJimBbs4MGDmDt3LgICAoQSV0REBL755ptKTzNgIy6mJWOJi2FaqMzMTNy4cQPffPMN/P39hRJXdnZ2lccGXb16FR8/fmyKbjJMg2OPChmmhTp69ChGjx4N4PMMQUtLS4HrsbGxVW65Iysri2HDhjV2FxmmUbARF8O0UIcOHYKrqysCAgJga2srdJxJXFxclVucRUdHw9TUtCm6yTANjiUuhmmBTp8+jfT0dDg4OOD06dNCSYjH46GoqKjKE76jo6NhYmLSFF1lmAbHEhfDtDBEBE9PT7i7u6O8vBy3b9/G8OHDBWKio6OrnHzB4/GQn58PDQ2NpuguwzQ4lrgYpoU5ffo0CgsL8f333+PChQswNDTEmDFjBGJ8fX2rPAk5KioKxsbG4HA4TdBbhml4bHIGw7QgBQUFWL16NU6cOAEul4vt27dj+fLlQnGXL1/G77//XmkbUVFR7DEh06KxERfDtCDbtm1D9+7dYWNjgxUrVuDdu3dwcnISiHn58iUSExOrnDXI3m8xLR1LXAzTQqSlpWHHjh3Q1taGiYkJ3rx5g+PHjwscVQIA+/fvh6urq1B5hejoaBgbGzdFlxmmUbBHhQzTQnzzzTcwMTHB5cuXceXKFaH9B4HPEzcOHDiAN2/eVNlOVFQUf/0Xw7REbMTFMC0AESE4OBhycnLYsGFDpUkLAN6/fw9NTc0qFx4DQFBQEPT19RuppwzT+FjiYpgWICoqCgoKCnjx4gUGDx5cZVxISAi6dOlS5fVPnz4hPz+/ypOSGaYlYI8KGaYFCAgIgImJCQoLC4WOLvlSaGgoOnfuXOX14OBgdO7cGRISEo3RTYZpEk2auO7cuQM/Pz+8fv0a2tracHR0xLhx4+pdJzIyEt7e3ggNDYWdnR0mTJggdGSDKDEM01w9ffoUHA5HaKHxv4WEhGD27NlVXg8KCoK1tXVDd49hmhY1kRMnThCXyyUul0t6enoEgACQu7t7veqEhoaShIQEcTgc0tbWJgBkaGhIycnJtYoRlb+/P/n7+9e6HsPUh42NDRkbG9PTp0+rjdPR0aGYmJgqr0+fPp3+/vvvBu4dwwiKiYmp9t9hfTVZ4tLS0iItLS3+NxMUFEQqKiokKSlJaWlpdapTWlpKtra2JC8vT6GhoURE5OPjQwDI2dmZiEikmNpgiYtpavn5+SQrK0tqampUVlZWZVxGRgYpKytTeXl5lTGWlpb04sWLxugmw/A1duJqkskZ8fHxSElJgaurK3+2U9euXeHs7Izi4mIEBwfXqc7r168RGBgINzc3WFlZAQCcnJxgbW0NX19f5OfnixTDMM3ZixcvoKioCD09PXC5Vf/I3rt3D+bm5lVu5VReXo63b9/CwsKisbrKME2iSRIXj8fDrFmz4OjoKFCekpICAFBUVKxTnXfv3gEABg0aJBBjbm6OgoICREVFiRTDMM1ZQEAAOBwONmzYUG2cr69vte9tP3z4gDZt2kBaWrqhu8gwTapJJmdYWlri4MGDAmVeXl7w8/ODsbFxpS+LRalz//59AIC2trZAXMVU3/T0dH7iqi5GFEVFRUhLS0NOTg7k5eVFqsMwDeHAgQPg8XgYMmRIlTFEhLt37+Ly5ctVxqSkpEBLS6sxusgwTarJ13Glp6dj+vTpmDx5MvT09ODl5QUpKak61UlKSgIAyMjICMRXHNdQVFQkUowoiAhlZWUoKysTKZ5hGkpiYiJ69epV7RT2Bw8eQElJCR07dqwyJjU1FZqamo3RRYZpUk2auK5fvw5zc3McP34crq6uCAsLg42NTZ3rqKqqAvj8g/2lnJwcAICamppIMaKQlpaGkZER2rRpU+VxEQzT0HJzc1FYWIjp06dXG3fy5En873//qzYmJSWFJS6mVWiy/4HPnDkDFxcXmJqa4saNG7Czs6t3nYrHHjExMQLl8fHxAAA9PT2RYhimuQoODgaXy0X//v2rjCksLMSJEyfw9u3battKTU1ljwqZVqFJRlw5OTmYNm0a9PX18fz5c5GSlih1Kra+8fPz45eVlJTAx8cHVlZW0NLSEimGYZqr27dvQ1JSstqR0pUrV9CxY8cafwlLTU1F27ZtG7qLDNPkmmTE5e/vj9LSUujo6GD9+vVC12fPng1TU1M4OTnB398fHz58ELnOkCFDcOHCBaxatQp9+vSBp6cn0tPTsWvXLgCAiYlJjTEM01w9fPiwxn0Fjx49igULFtTYVmpqKnr16tVQXWOYr6fRVoh9wd3dnb/rRWV/bt68SUREvXv3poouiVonJyeH7O3t+eXS0tJCu3GIEiMqtgCZaUqKioo0cODAKq+npqaSsrIy8Xi8GtvS1dUlLy+vhuwew1SqsRcgc4iImjhXVonH48Hc3Jy/Vqs24uLiEBsbC3t7+yrXqYgSU5OAgAAAQPfu3etUn2FElZeXB0VFRRw6dKjKyRnbtm1DeHi40NKRynTo0AHe3t5sATLT6GJjYwGg2uN16qNZTY9zdXXFiBEj6lTXwMAABgYG9Y5hmObi5s2bkJWVRYcOHaqMOXbsmMiPvDMzM6vdWZ5hWopmlbgWLVoEe3v7r90NhmkWvL29UVRUBGNj40qv+/v74+PHj+jdu3eNbRERcnJy+MtDGKYla1aJq2fPnl+7CwzTLJSUlMDPzw8cDqfKtYZbtmxBt27dqtyb8EvZ2dmQl5dn53AxrUKzSlwMw3x269YtGBkZISMjo8qY169f4/Tp0yK1l5GRwR4TMq1Gk2/5xDBMzc6fP4/evXvztyb7t4iICHz69Aldu3YVqb2MjAyRd4lhmOaOJS6GaWbKyspw6dIllJeXIy8vr9KYy5cvY/To0SI9JgQ+T8xgiYtpLVjiYphm5sGDB1BRUcGBAwewc+fOSmMuX76MUaNGidwmG3ExrQlLXAzTzBw7dgz9+vVDx44dMXDgQKHrMTExCAwMrHb/wn9j77iY1oQlLoZpZi5evIguXbpU+RjwxIkTGDRoUK0W0QcHB4t8hA/DNHcscTFMMxIXFwcZGRlYW1ujvLxc6HpRURH27NkDDw+PWrUrLi7ORlxMq8ESF8M0I7dv30b//v1RVFSEzMxMoevHjh2DtbU1LC0ta9WusrIyS1xMq8HWcTFMM3L37l30798fr1+/Fjpyp7y8HFu2bMG+fftq3W55eTm4XPZ7KtM6sH/JDNOM3Lt3D/3798fly5eFjioJCgpCRkZGrSZlVGCJi2lN2L9khmkm3r17Bw6HA3V1ddy6dQvDhw8XuM7j8WBlZVWntlniYloT9i+ZYZqJO3fuoH///njx4gU6d+4MRUVFgetpaWl1PsG4vLxc5MXKDNPcscTFMM3EoUOH0LVrVzx9+rTSHd/T09Or3AKqJkTERlxMq8H+JTNMM5CUlISIiAiMHz8ejx8/rvR4n/okLvaokGlN2L9k5qsqLi7+2l1oFv744w/Mnj0burq6uHPnTqWHR4aFhUFMTKxO7X/48AG5ubn17SbDNAsscTFf1eDBg3HgwIGv3Y2vKjs7G4cPH8YPP/yAsLAw6OjooFOnTkJxycnJ0NPTq9M9kpOTISsrW9+uMkyzwNZxMV/VoUOH0L9/f0hLS2Pq1KlfuztfhaenJ8aMGQN9fX14eXlhyJAhlcYlJiZWunehKOLj4zFy5Mj6dJNhmg2WuJivysTEBLdu3cKAAQMgISGBSZMmfe0uNanS0lJ4eHjgxYsXAICbN29i3rx5QnEZGRkoLi6GtrZ2re+RkJAALpdbp7oM0xyxxMV8debm5vDz88PQoUMhJyf3nxoZJCUlQUlJCe3bt0d+fj6ePHmCf/75RyguLCys0seHoggKCoK1tXV9u8owzUaTJq47d+7Az88Pr1+/hra2NhwdHTFu3DiR6u7cuRPZ2dlYu3at0LXIyEh4e3sjNDQUdnZ2mDBhgtC7AFFimK/HysoKPj4+cHR0xMaNG+Hm5va1u9Qk4uPjYWJiAgC4evUq2rRpAyUlJaG4V69e1TlxBQcHs8TFtC7URE6cOEFcLpe4XC7p6ekRAAJA7u7uNdZNTU0lVVVV6tOnj9C10NBQkpCQIA6HQ9ra2gSADA0NKTk5uVYxovL39yd/f/9a12NEc+zYMVJRUaGgoKCv3ZUmceLECZoyZQoRES1dupQ2bNhQaZybmxvt2bOnTvdwcnKic+fO1bmPDFNbMTExFBMT02jtN9mswuXLl6Nt27aIiopCfHw8goKCoKKiAg8PD6Snp1da5/bt25gzZw6srKyQlZUldL2srAyzZ8+GlJQUQkJCkJSUBB8fH8TGxmLhwoUixzDNx7Rp0/gTNp49e/a1u9Po4uPjoa+vDwC4ceMGhg4dWmncy5cv0bFjxzrdgz0qZFqbJklc8fHxSElJgaurKwwNDQEAXbt2hbOzM4qLixEcHFxpvUePHsHPzw8SEhKVXn/9+jUCAwPh5ubG38PNyckJ1tbW8PX1RX5+vkgxTPMyZswYLFmyBKNHj8bTp0+/dncaVUJCAvT09BAcHIyYmJhKEwwRITg4uE6JKyMjA3l5efyfO4ZpDZokcfF4PMyaNQuOjo4C5SkpKQAgtCdbhbVr1yIxMRGJiYlQVVUVuv7u3TsAwKBBgwTKzc3NUVBQgKioKJFimObH3d0dx48fx+jRo+Hn51dlXE5ODubNm1fp2VUtQXx8PNq0aQMXFxfMmDGj0gXGCQkJUFFRgbKycq3bf/HiRbWnKTNMS9QkicvS0hIHDx5E9+7d+WVeXl7w8/ODsbFxnR9jVCSlf0/zNTMzA/B5ixxRYkTx6dMnvHjxAomJiewI9CYyaNAgXL58Ga6urjh48GClMYqKipCTk0O3bt1w5cqVJu5h/b169QrLly9H3759sWvXrkpj3rx5wyZmMMwXmnw6fHp6OpYvX45jx47BwMAAXl5ekJKSqlNbSUlJAAAZGRmB8or93IqKikSKEYWMjAzMzc3x6dMnSEpK1qm/TO3Z2tri7t27GDZsGDIyMrBixQqB61wuF5s3b4alpSUmT56MjIwMSEtLf6Xe1g4RITk5GYaGhtixY0eVceHh4ZVuASWK4OBgODk51bWLDNMsNemWT9evX4e5uTmOHz8OV1dXhIWFwcbGps7tVTw+TExMFCjPyckBAKipqYkUIwoxMTEoKChASkqKPXZpYu3bt8ejR4+wZcuWShfnAsD06dPRr18/nDx5sol7V3fv3r0DEeHAgQPV7kH4+vXrOicuNjGDaY2aLHGdOXMGo0aNgra2NgICAnDgwIEq322JquJo85iYGIHy+Ph4AICenp5IMUzzp6uri3fv3iEwMBDLli0DEQnFLF68GOvWrav0WnO0YMECKCsro0+fPtXG+fr6QkVFpdbt5+bmIiUlBebm5nXtIsM0S02SuHJycjBt2jTo6+vj+fPnsLOza5B2Bw8eDAACL+9LSkrg4+MDKysraGlpiRTDtAwqKiq4ceMGHj9+jO+//x7l5eUC1wcOHAhJSUkcP378K/WwZhkZGXj79i0eP36MZ8+ewcLCotr4srIy5OXlYcSIEbW+V3BwMDp37lznHeUZprlqkndc/v7+KC0thY6ODtavXy90ffbs2TA1NYWTkxP8/f3x4cMHkdo1MTHBkCFDcOHCBaxatQp9+vSBp6cn0tPT+S+6RYlhWg5lZWXcvHkTo0aNwnfffYe9e/cKnDPl5eWFUaNGYcyYMfUe0ddXcnIy7ty5g7t37+LChQv4+PEjlJWVoaamBjU1NeTm5kJBQaHaNsLDw6Grq1tjXGX++ecf9libaZ0abWnzF9zd3fk7ZVT25+bNm0RE1Lt3b6qqS23atKG+ffsKlefk5JC9vT2/LWlpaaHdOESJERXbOaN5+PTpEw0cOJCmTJlCJSUlAtdcXFxo9erVX6lnRAUFBdSmTRtSU1MjZ2dn8vT0pNDQUCotLeXH5ObmkoSEBP3xxx/VtnXo0CGaNm1anfqxdu1aWrt2bZ3qMkx9NPbOGU0y4lq3bh3WrVtXY5yvr2+Vz+MzMjIqLVdSUkJAQADi4uIQGxsLe3t7oVllosQwLYucnBwuXboEBwcHDBgwAA8ePOBf27RpE9q3b4/hw4fDwcGhwe/99OlTWFtbV7kwfs+ePbC3t8eVK1eqHPG8ffsWysrKNZ5K/OLFC3Tr1q1O/czMzGTvt5hWqVkdJOnq6lqnZ/kAYGBggL59+1abkESJYVoOWVlZPHjwAHl5eQKPfbW1tbFw4UJMnjy5URaYu7i4CE32qfDp0yds3rwZGzdurPYxnZ+fH8rLy2t8lFffxNWmTZs61WWY5qxZHWuyaNEi2Nvbf+1uMC2IvLw8zp8/j549e8LS0hIDBgwAAPz6668wNjbGgAEDcPfuXRgbGzfYPVNTU/nrAP9t+vTp6Ny5Mzp37lxtG9LS0tDR0al2BmRJSQlCQ0PRpUuXOvWTJS6mtWpWiatnz55fuwtMC1SxkH3ChAl49OgR/5iQWbNmgYj4ycvIyKje9yooKEBBQUGlR4+cO3cOz549w+3bt2tsJzU1FTweD9HR0VXGvHnzBrKyspCXl69TX1niYlqrZvWokGHqysHBAatXr8a4ceOQl5fHL3d1dcVPP/2EAQMGIDY2tkHupaioiPPnzwuUBQcHY+7cubhw4YJI75WSk5MhKysrtH/nl9LS0tC1a9c695MlLqa1YomLaTUWLFgATU1N9O/fX6Dczc0NP/zwA4YMGYLk5OR63UNGRgZXr17FrFmzEBISAuDzyMjJyQn79+8XeSeY5ORkZGRkwNTUtMqYuLg4/pEndcESF9NascTFtCrnz59HTk4Ozp07J1C+aNEizJ49GzY2Njh58qTAqKy2bG1tMW3aNMycORMeHh7o0aMHhgwZgrFjx4rcRlJSEnJycqpNTPHx8TAwMKhTH0tKSlBYWFin9V8M09yxxMW0KnJycjh27BgWLFiAtLQ0gWs//vgjpkyZgoMHD0JbWxsjRozAnj17kJCQUOv7VOy1uXv3bjx9+rTK3eurkpycDD09vWp3tajPiCszMxOqqqpsATLTKrHExbQ63bt3x7Rp0/Dtt98KXdu6dSvu3LmDlJQUzJ07FyEhIbCzs4OlpSVWrlyJR48eCW0l9W9FRUWYM2cOOBwO1NTUcO/evVr1LycnB1wut9Iz5r5UnxFXReJimNaoWc0qZJiGsmHDBtjY2ODMmTOYPHmy0HVZWVmMGjUKo0aNwu7du+Hv74/Lly/j22+/RUpKChQUFGBvb8/f3FZKSgqysrIAgIsXL8Lc3BxZWVnYtm0bpkyZAktLS5EXOz979gxlZWU1Tpmv74iLvd9iWiuWuJhWSUpKCseOHcOwYcNga2vLnyJfGTExMTg4OMDBwQG///47Bg4ciDZt2mDChAnIzs4G8HmUlZ+fj6SkJMTHx+PatWv47rvvUFBQgGPHjmHy5Ml49uyZ0IGllfH19QWXy8XPP/9cZUx5eTlSUlKgq6tb+28eLHExrRtLXEyr1bVrV3Tp0gWbN2/Gvn37RKrz5s0bhIeHIzo6WujwUQD8k4oNDQ1hZmaGd+/e4YcffsC4cePQp08fvH//vtr2iQinTp2CtbV1tUfqJCcnQ1VVtc6HrLLExbRm7B0X06p98803KCwsFDl+xowZmD9/fqVJa+XKlUhMTMSMGTMAgJ+4AGDbtm0oLi6Gv79/te0/e/YMBQUFWLBgQbVx9Xm/BQBZWVkscTGtFktcTKvWoUMHvHnzpsa48vJyzJkzB8+fP8fUqVMFruXl5WHWrFnw9vbGnj17+DMBTU1N+YlLQkICy5cvx5YtW6q9z+HDh1FeXg4nJ6dq49gaLoapGktcTKtWkbiq2xPw2bNnsLS0xMWLFzFjxgyBkU54eDh69OiB0tJSBAcHY8iQIfxrZmZmePnyJf9rNzc3PH36FK9evar0PuXl5Th06BB69epV6YjuS3FxcfUacbHExbRmLHExrVrFYZKVPcLz9/fH+PHjMX78eCxduhRSUlJYtGgR//rhw4cxYMAA/Pjjjzh27JjQnoF6enr48OEDf/q8tLQ05s+fj82bN1falxs3bkBKSkpoRFeZkJAQqKuri/ptCrl//z5ycnLqXJ9hmjOWuJhWb9WqVVi9ejV/1MXj8bBy5UoMHToU6urqePv2LSQkJFBWVoZOnToBAH777TesXLkSDx48qDLRSEtLQ0lJCVlZWfyyefPm4erVq5VO0ti3bx+kpKREmjb//v17/vT7ukhPT6/X7iAM05yxxMW0eitWrEBubi68vLzwyy+/oH379khPT0dERAR27twJWVlZhIeHC2zZ5OPjgyNHjtS4YS4RCbxDU1RUxLfffovt27cLxN2+fRtXr15FQUEBDA0NReq3nZ2d6N/kv5SXl0NNTa3O9RmmOWPT4ZlWT0xMDPv27cPQoUNBRLhx4wZsbW0REBAAOzs7dOrUCU+ePMGmTZsAAEFBQcjMzMTQoUNrbLtPnz5IT08XKFu8eDHatWuHNWvWQFtbG7m5uZgwYQIMDQ0hJydX7TZPFVJSUqClpVW3bxif9yqUk5Orc32Gac7YiIv5T5CQkEBhYSH69u0LW1tbFBYWYt26dcjOzsajR48wZcoUGBgY4Ndff8WwYcMwePBgcLk1/3h8OSUe+HwUydOnT9GtWzc4OztjyZIlsLS0RGFhIebPnw9LS8sa2ywvL0dGRkaVh1XWhIhQUlJSr0eNDNOcsREX0+qlpKRg3Lhx2LVrFxYuXIhRo0YhMjISXbt2RUxMDFJSUjBz5kzcunUL7dq1w+XLl0U+iVtLSwt37tzhf33lyhV4e3tDTk4O9+7dQ0hICMTExLBy5UrExsaKlLji4uIgJiYGCQmJOn2/OTk5Io3qGKalYomLadVKSkowePBgdOnSBa6urjA1NcXOnTsxduxYeHh4AAA0NDQQFBRUp/azsrJQWlrK/9rV1RWurq78rz98+ABfX19MmjQJ48aNw/z582ts89mzZyI9pqxKZmYmpKSkBPrFMK0JS1xMq0VEcHZ2homJCf98rr59+6Jv374Ndo+AgIBqd8FQV1fn77Tx+vVrkUZc9+/fr1cfExMTUVpaKvAIk2FakyZNXHfu3IGfnx9ev34NbW1tODo6Yty4cdXWiYyMhLe3N0JDQ2FnZ4cJEyYI7fHWUDFM65GWlgYXFxdERkbi5cuXIr2vqq28vDw8e/ZM6MTlyuTm5iI7O1ukRcX379/H7Nmz69yv7OxsiIuLw8rKqs5tMEyzRk3kxIkTxOVyicvlkp6eHgEgAOTu7l5lndDQUJKQkCAOh0Pa2toEgAwNDSk5ObnBY0Tl7+9P/v7+ta7HNJ1bt26Rjo4OLVy4kIqLixvtPpcuXaKBAweKFOvv70+2trY1xqWnp5OysjKVlpbWuV8vX74keXl5unbtWp3bYJj6iImJoZiYmEZrv8lmFS5fvhxt27ZFVFQU4uPjERQUBBUVFXh4eAhNJwaAsrIyzJ49G1JSUggJCUFSUhJ8fHwQGxuLhQsXNmgM0zqUlpbil19+wbRp03Do0CHs2LGjzhMcRHHt2jUMGzZMpNjQ0FBYWFjUGPfgwQP06tWrXpMrVFVVUVxcXOO2UgzTUjVJ4oqPj0dKSgpcXV35iy+7du0KZ2dnFBcXIzg4WKjO69evERgYCDc3N/4jDycnJ1hbW8PX1xf5+fkNFsO0fIWFhTAwMMCLFy8QFhYmsKdgY7l+/brIievUqVMiJdEHDx7U+x2cqqoqmw7PtGpNkrh4PB5mzZoFR0dHgfKUlBQA/7ef3JcqXiwPGjRIoNzc3BwFBQWIiopqsBim5VuzZg06deqES5cuNcmOEZGRkSgqKhJpskVhYSFevXqFX375pcbYe/fu1TtxSUtLA0CjvNdjmOagSSZnWFpa4uDBgwJlXl5e8PPzg7GxMaytrYXqVCScf58oa2ZmBuDzXmwNFSOKnJwchISEIDExETo6OiLVYZrG48eP4eXlhZCQEHA4nCa55+nTpzFo0CCR7nfx4kXY2dnV+O8mMzMTb9++rfTnoS7Y0wSmtWryX8nS09Mxffp0TJ48GXp6evDy8qr0lNekpCQAEHpOX7GbQFFRUYPFiEJZWRn9+vWDqakpe3fQjDx//hxDhw7Fb7/91mTHeNy4cQPbt29Hz549RYo/fvw4pk2bVmPcvXv3MHDgQIiL1//3SQ6HI7SbPcO0Fk2auK5fvw5zc3McP34crq6uCAsLg42NTaWxqqqqAD6vSflSxVENampqDRbDtEwXLlyAo6MjTp48CRcXlya55/79+zF9+nRcunQJbm5uNcanp6fjyZMnGD16dI2xt2/fxsCBAxuimyAiSEpKNkhbDNPcNNk6rjNnzsDFxQWmpqa4ceNGjTtfV2wwGhMTI1AeHx8P4PNZSA0Vw7Q8O3bswNatW+Hn54du3bo1+v3Kysrw008/wdfXF0+ePIGRkZFI9dauXYt27dqJtOHt7du38d1339W3q8jPzwcRITMzs95tMUxz1CQjrpycHEybNg36+vp4/vy5SMc1DB48GADg5+fHLyspKYGPjw+srKygpaXVYDFMy7J69Wr8/vvv8Pf3b5KkxePxMHr0aISEhODRo0ciJy3g8yPvJUuW1BgXHx+PzMxMdOzYsT5dBQBER0eDy+WyiUdMq9UkIy5/f3+UlpZCR0cH69evF7o+e/ZsmJqawsnJCf7+/vjw4QNMTEwwZMgQXLhwAatWrUKfPn3g6emJ9PR07Nq1CwAaLIZpWVRVVTF58mTo6uqKXGfjxo3YsGEDTExMMH78ePTu3RsODg78GXjVcXZ2hoWFBbZu3Vqr9VWlpaV4+PCh0MSkyvzwww8wMTFpkJmAUVFREBMTQ2RkZL3bYphmqdGWNn/B3d2dv1NGZX9u3rxJRES9e/emL7uUk5ND9vb2/DhpaWmhnTYaKkZUbOeMr2/dunW1/vsrLi6mtLQ0unv3Lq1YsYI0NTVJWlqazM3NydLSkrKzs6us+/Hjxzr18/bt22RpaVljnIeHB3Xt2pU+ffpUp/v82/bt20lSUpLGjBnTIO0xTG019s4ZHKL/f555M8Dj8WBubs5f31UhLi4OsbGxsLe3r/I35IaKqUlAQAAAoHv37nWqz9TfypUroaKighUrVtSrnZKSErx//x7r169HXFwcbty40aAz8SwsLFBWVoa3b99WGbNq1Sr8+eefeP/+fYMts1iwYAFOnDgBQ0PDShf3M0xji42NBQCRT/uurWa1O7yrqytGjBghVG5gYFDj5qQNFcM0f3l5eQ3yn7yEhAQ6dOiAU6dO4fvvv8fw4cNx7dq1Bjk5OCUlBZGRkbhw4UKVMaWlpdi3bx+cnZ0bdG3g+/fvoaamhoiICBBRk61tY5im0qyW1i9atAj79+//2t1gmrn8/PwGPZaew+Fg9+7daNeuHcaNGyfy2r7qLF++HNLS0kK7xXxp8ODByM3Nxbp16+p9vy8FBgZCTk4OSkpKCAwMbNC2GaY5aFaJq2fPnuzkVqZGeXl5Db4PH4fDwb59+6CiooKJEyeisLCwzm2lpKTg/Pnz6NixY5WTLe7fv4+HDx9CW1sbxsbGdb5XZbS0tCAvL48BAwbwzyFjmNakWSUuhhFFQ4+4KoiJieHYsWOIioqCmpoahg0bBg8PD/6sWFH99ttvMDIyqnJNVkpKCiZOnAgJCQmMGTOmgXr/f8rLyyEpKQk7Ozv8888/aEavsRmmQbDExbQ4hYWFjbadkaSkJF69eoXU1FQsW7YMOTk5WL58OdTU1DB48GD88ssvuHXrVpWPE5OTk+Hl5YWSkpJK15h9/PgRo0aNgoGBAVRVVRtlF/vy8nJIS0tDW1sbUlJSCAoKavB7MMzX1KxmFbYEbFbh1/fu3TsYGho26llb/5adnY2HDx/i3r17uHfvHn9UdvbsWYEENWXKFGhqauLvv//mn0QMABEREfj5559x584dGBkZISYmBiUlJYiLi4OKikqD9rV9+/YwNDTE2LFjce/ePRQVFeH8+fMNeg+GqU5jzypkIy6mxTEzM2vSpAUAKioqcHJywvbt2xEUFIS4uDi4uLhgxIgRWLduHUpKSpCVlYXz58/DwcEBVlZWKCsrg5eXFwYNGoQ+ffrg06dPCAwMxPfff49u3bpBRUWlwZMW8HnElZubi9jYWEyZMgVpaWkNfg+G+ZrYiKuW2IiL+VJaWhq+++47REVFYejQoUhMTASXy8Xjx4+RnZ0NTU1NmJubIy0tDdeuXYOqqip69eoFPT09hISEICIiosH7ZGZmhn79+sHMzAzfffcddHR0kJWV1eTJnvnv+k+t42KYlqZt27Y4ceIEli1bhq1bt4LD4YDD4UBWVhb9+/eHiYkJdHR08PDhQ0yaNAlr165FREQEAgIC+L8ENbTy8nIoKiqCx+NBUVERhoaGCAsLa5J9HRmmKbDExTB18OjRIzx+/BjXr1/H8+fPoaOjAzExMbx69QqjR4/G+fPnBU5Hnjt3Ltq1a4dhw4YBAHR1dWFra9sofcvOzoaUlBQ+fvwIAOjRowcCAgJY4mJaDfaOi2FEVFpaijNnzqBbt24YOXIkkpOTsWzZMqSmpsLIyAiGhoZo3749YmJiBNZmPX78GN26dYO9vT00NDSgoKAAZ2fnRuunjIwMVFVVkZubC+DzY21/f/9Gux/DNDU24mKYGvB4PBw6dAh//PEHdHV1sXLlSowbN46/WP7Tp0948OAB+vXrBwDQ19dHfHw8srKysHLlSkRERGDfvn0YMGAA9PX1MXXqVAwaNKjR+svlcsHlcvHu3TsAn0dcv/32W6Pdj2GaGktcDFMJHo+Hq1ev4vz587h48SLGjx8Pb2/vSh+3zZ8/H6qqqlBVVUVaWhrExcUxePBgyMnJYezYsTh58iR0dXXh7e2NXr16wdPTs1H7Xl5eDgMDA8TFxQH4PD0+JycHaWlpaNu2baPem2GaAntUyDD/X1RUFNavXw9bW1vo6uri6NGjGDhwIKKionDy5MlKk5anpyf/cMnbt2+jQ4cOICIMHjwYb968wcaNG/nnhm3YsKFWh1DWVXl5OXr27ImioiIkJiaCw+HA3NwcPj4+jX5vhmkKLHEx/1k5OTk4f/485s6dCxMTE/Tt2xdv3rzBuHHjkJiYCF9fX7i5uVW5c/vhw4exZcsW3Lx5E5mZmRg/fjzi4+Mxc+ZMeHt7Y/v27fytoh49eoTs7Gxs3ry50b+v8vJyiImJoW/fvrh37x4AwMjIiJ2IzLQaLHEx/yklJSXw8vKCqakp9PT0cODAAbRr1w6XLl1CYmIiTp8+jVWrVkFBQaHadk6cOIGffvoJN27cgJGREWJjY7Fy5UrIy8tj5cqVCAoKwo0bN2BjYwN/f3/MmzcPf/75Z4NvDlyZsrIyiImJoX///rh79y4AwMbGplb7LTJMc8becTGtWmFhIZKSkhAZGYlr167hn3/+QYcOHbB27Vo4OztDRkamVu0REdavX4/NmzfjxYsXaNeuHfLy8lBeXg5tbW1+nLGxMa5du4aTJ09i0KBBKC8vR5s2bVBaWsrfBqqxlJeXg8vlon///ti2bRsAQFNTE8+fP2/U+zJMU2GJi2mVHjx4AGdnZ+Tm5kJHRwdKSkrQ0tLCnTt30L59+zq1mZmZienTpyM9PR2vXr3iv69KTU0VSFpfsrOzg7S0NHJzc/HDDz8gNjYWurq6ePz4MRQVFev8/VUnPz8fANChQwekpqYiMjISWlpaSE1NbZT7MUxTY48KmVbJwcEBb9++RWFhIaKiohAUFARfX986J624uDgYGhqiQ4cOePz4scAki9TUVGhqagrVKS8vh6urK9atW4fBgwfD3d0dkZGRMDQ0rPLIk/ri8XgQExODiooKOBwODAwMUFpaCi0tLaSkpDTKPRmmqbHExbRKXC63wTawzcjIwLBhw/DTTz9hy5YtQnv+paamVjrNfPv27RAXF8e8efP475vU1dXxzz//ICIiolFO+46NjRVIqrKysigsLIS6ujpiYmIa/H4M8zWwR4UMUw0ej4dhw4Zh8uTJWLlyZaUxaWlpQiOugIAArF+/HqGhoeBwOBgwYACmT58OAJCWlsbZs2fRq1cv2NjYwNrausH6GxsbK7CxqbS0NAoLC6GqqgoiQlFREaSkpBrsfgzzNbARF8NUobi4GBMmTICtrS3Wrl1bZVxKSgo0NDQEyoKCguDg4ID8/HyYmJjg06dPiI6ORmhoKADA1NQUu3btwqRJk/hbMzWEqhIXh8NBmzZtkJmZ2WD3Ypiv5askrp07d2LdunUixZ47dw5ubm6YOHEi9u7dW+kL5sjISGzatAmTJ0/G9u3bkZCQUKcYhqlQVlaGKVOmQFZWtsadLu7evYuMjAyBsri4ODg4OMDS0hI7d+6Es7Mz2rZti7lz56K8vBwAMHHiRAwaNAhubm4N1u+4uDgYGBjwv65IXACgrq6ODx8+NNi9GOaroSaWmppKqqqq1KdPnxpjV6xYQQAIACkpKREAMjc3Jx6Px48JDQ0lCQkJ4nA4pK2tTQDI0NCQkpOTaxUjKn9/f/L39691PaZlGTNmDJmbm1NRUVGNsW5ubrR//36BstGjR9O5c+f4X0dFRdH3339PEhIS1K1bNwoJCSEiosLCQrK2tqbdu3c3SL/Hjx9PZ8+e5X9tbW1NW7duJSKigQMH0s2bNxvkPgxTnZiYGIqJiWm09ptsxHX79m3MmTMHVlZWyMrKqjH+3bt32Lp1Kzp16oSQkBB8+PAB+/btQ2RkJJYuXQrg82/Fs2fPhpSUFEJCQpCUlAQfHx/ExsZi4cKFIscwzJfmzJmDhIQEPH/+HJKSkjXGV6yb+tLbt2/Rrl07/tfGxsb466+/8OLFC0RERKBXr17o2LEjtmzZgg0bNuCXX35BUFAQANRrVPT69Wvo6+sDAD5+/Ii3b9/it99+w8WLF9mIi2k1mmxyxqNHj+Dn5yfyKax3795FWVkZ5syZg86dOwMA3NzcsGHDBty+fRvA5x/SwMBALF68GFZWVgAAJycnWFtbw9fXF/n5+Xj//n2NMU2xmwHTMuzcuRPe3t4ICwurcfeMChU7VXwpOjq60q2iOnXqhL/++gsJCQno3bs3Ll68iHnz5kFMTAwODg7Q1dVFfHw8LC0t4eLigj59+iAwMBAnT55ESkoKpkyZgoEDB8Le3r7SpBofH8+fKPLrr7/if//7H9zc3DB58mRISEjAwsKiDp8KwzQvTTbiWrt2LRITE5GYmAhVVdUa4yveZVUkLQDgcDjo1q0bYmJiUFBQwD+24d9HRJibm6OgoABRUVEixTAM8HmU9McffyA4OLjK/Qkrk5ubi5KSEoGyzp07482bN5XGT58+HWvWrEHfvn3xxx9/ICYmBpcvX4ampibKysqQlpaGzZs3IzAwEL1798bDhw/h6uoKDw8PFBYWYt68eVBWVsbPP/+MtLQ0frv5+fkgIujr6yM6OhpHjhzBunXrYGNjg6CgIBQWFmL79u14//593T4ghmkmmu2sQhMTEwDg77UGAAUFBQgODkZ5eTkiIyP5SenfuxaYmZkBANLT00WKEUVOTg7u3buH9+/fo6CgoA7fEdPctWvXDm/fvuU/ahNVTk6O0C9AdnZ2ePbsmchtdOvWDeHh4ejbty/69OkDU1NTnDhxAp8+fcLx48fh4uKCcePGwcPDA2FhYQgNDUVmZiY6dOiAYcOGYf369ViwYAEKCwuxevVqTJkyBUuXLuWPvhQVFeHp6Qk9PT04ODjg1KlTtfoeGaY5abaJy8nJCVpaWvDw8MD06dOxZcsW9OzZE/Hx8QAAJSUlJCUlAYDQfnMVU5OLiopEihGFsrIy+vXrB1NT01rvb8e0HKK80/q3iRMnCv0CZGtri8DAwFq1Iy0tjUOHDmHevHno3r077t+/X2WsmZkZdu/ejcjISKirqyMjIwPx8fGQlpbGo0ePwOVy8cMPPwjUsbKyQkZGBq5evYp169bB2tpaaKTIMC1Bs01cCgoK8PX1hampKY4dO4Yff/wRRUVFGD16NOTk5GBgYMB/5JiYmChQNycnBwCgpqYmUgzD1Efnzp1x584dgbK6JK4Kc+bMwdGjRzFp0iQcOXKk2lg1NTUcP34cO3fuhJKSEqZPnw4VFRU8efJE6BcsPT09FBcXQ0dHB8+fP8fbt28xatSoOvWRYb6mZpu4AKBr164ICwtDZmYm0tPTER4ejvz8fHTo0AEcDgdaWloAILSVTcWoTE9PT6QYhqkPNTU15OXlCZR16NABHz58qPOC3yFDhuDu3btYvHgxdHV1MWzYMDx8+LDKeCLC/fv3sWjRIly/fh3Z2dmVxnXs2BEvX76EgoICrl+/jlu3buHAgQN16iPDfC3NNnH5+PhASUkJ27dvh6qqKtTV1REbG4u7d+/yT6IdPHgwAMDPz49fr6SkBD4+PrCysoKWlpZIMQxTH8XFxUI7Z3A4HFhbW9frKJEOHTogIyMDDx48wA8//FDt6cne3t4gIhgZGYHL5UJJSanSuMTERCxevBhEBAcHB0yYMAHff/89fyo+w7QEzSpxOTk5QV1dHcDnxy8FBQXYsGEDAgMD8eLFC0yaNAnKysr8XTdMTEwwZMgQXLhwAatWrcLVq1cxZswYpKen46effhI5hmHqIy8vr9IlFbWdoFEZMTExGBsbY/jw4dDV1a00pqioCD/99BOOHz+O+Ph46OjoCK0rq9C3b18UFhZi8eLFAIA//vgDysrKGDBggNDuHwzTXH2VxMXhcMDhcITKc3Jy+D88hoaG8PT0RFFREezs7GBjY4O0tDQcPnxYYCfus2fPwt7eHh4eHhgxYgTu3LkDd3d3TJw4sVYxDFNX+fn5kJOTEyo3MDDA2bNnG/3+Hh4esLKywvDhw4W2fPq34uJiLFu2DE+ePOHPOoyMjISsrCy6du3KTklmWoSvsjt8Vb/Z+fr6wtzcnP/1nDlz4OzsjFevXkFBQQFdu3YVqqOkpISAgADExcUhNjYW9vb2kJaWrnUMw9RVXl5epYmrtLRUYPeMuggODkZRUZHAwn0pKSn+CC8hIQGenp78iSDR0dHVvrfNy8uDuro6bty4gYEDB2LdunVYu3YtwsLCoKenh/bt2+PQoUNQUVGBgoICbt68iczMzCp3xmeYr6FZHWvi6uqKESNGCJSpqqqiT58+NdY1MDCo9jdNUWMYprbevHnDXy/4pbCwMPTv379ObZaXl2PHjh34+eefYWhoKPCLVmFhIX8tYXJyMuzs7Pg7wj948KDKiRnA/z3WVFZWxrVr19C/f39ISEhg9erV+OeffzBhwgT89NNPyMnJQXJyMjQ0NJCeno4uXbpg2LBhdfpeGKahNavEtWjRItjb23/tbjBMrXTv3h0XLlwQKn/x4gVmzZpV6/bi4uIwc+ZMFBYWIjg4mL9Y/t9ycnJgbGyMc+fO8ctGjhwp8PW/fflYU11dHXfu3EG/fv0gLi6O5cuXQ0dHB3/++Sd/AhQABAYGYtSoUbh27Rq6dOlS6++HYRpas5qc0bNnT6E93ximudPU1ERKSopAWXFxMSIiIvj7Y4pq7969sLW1xfDhw/Ho0aMqkxYAHD58GI6OjvwJTcDnyUjVbWP274kkGhoauHHjBvbv3489e/bAxcUFhw8fFqhja2sLT09PjBw5kr+MhGG+pmY14mKYlkhLS0vonLj09HTY2dmJvIFzYmIiXFxcEB4ejjt37qBjx4411jlw4AD27dsnUGZqalpt4qpsIomuri5u3bqFvn37YtSoUTh9+jS2bNkisIDZ2dkZcXFxGDRoEK5evcrfko1hvoZmNeJimJZIVlYWpaWlyM/P55fp6uoK7LNZnX/++Qc2Njaws7NDfHy8SEnr3r17ICL06tVLoFxZWRnFxcVITk6utF5VU/cNDQ1x9uxZHDt2DO3bt4ePj49QzNKlS9GhQwdYWFhU+ziSYRobS1wMU0+JiYlo06ZNrY/HSUlJgZOTE3799VdcvXoVHh4eIu+VuG/fPsydO7fSZSWqqqr8U5b/LScnp9IZkABgb2+Pbdu2ISUlBYcOHao0xsfHB1euXMG8efMQGxsrUl8ZpqGxxMUw9fT69WtYWlrWqs5PP/2Ezp07o3v37njx4kWlSz2qkpGRgevXr2Pq1KmVXpeQkEBZWZlQeWFhIYqKiqo9Z8zNzQ3m5uZ4/Pgx4uLiKo0ZPHgwli1bhkmTJom8STXDNCSWuBimnsLDw2t1QOObN2+wc+dOXLt2DatXr4a4eO1eNf/+++8YO3YsVFRUKr0uLi5e6ULiyMhItGvXrsbDXA8ePAgiqnZnmWXLlkFXVxdTpkwR6URzhmlILHExTD3VdsTl7u6OtWvXwtraWuQ62dnZOHToEOTk5LBt2zY4ODhUGSsmJlbpiCsiIgLt27ev8V46Ojro0aMHTp48iZUrV1aamDgcDg4fPoxXr17B2NgY3bt3h7u7Ox49elTlY0qGaSgscTFMPd26davKfQQrFBYW4sKFCxgzZgyuXr2KefPm1eoeffv2xfbt2yEvL4+srCzMnDmzytiqRlyiJi4AuHLlCrhcLu7fv4927dph7dq1QjveKCoq4u3bt0hPT4eHhwdKS0uxdOlSkSelMExdscTFMPUkLS1d7SkDly5dgra2Nv766y84Ojri3bt3tTqMND4+HikpKZgwYQL+97//QVlZudr4bdu2wdjYWKj87du3Im9BJSMjA1tbW6Snp+Pp06d4+vQpbGxsQERCsZKSkujXrx82btyIp0+fYuDAgSLdg2HqiiUuhqknOTm5Sv9Dr9C/f39ERETg1q1bcHNzq/VROnv37oWLiwsePHggUlIY9v/au/ugps7sD+DfRJBgUSnEVEDESoqKiqIouKNUdy0WUWp9YVlbRQFhfcN1W+267WLtsNURddWpdrfj22pnB4Hq4iq2tCg7W1HrtgJbkBcRkQASRLGIYEg4vz8c8jMFIYGE5Ibzmckf3pznyXPmxntyL/c+z+uvdzgXpyFnXABw5MgRlJWVQaPRID09HVKpFKdOnTJo7IyZAhcuxnpILBZ3+nedgQMHtluvS18qlQpHjx5FREQErl27hhkzZnSrHyJCYWGhziTWXfH29oaHhwfWrl0LsViMxMREbN68GSqVqltjYMxYuHAx1kPx8fEGnckYIiUlBT4+PsjOzoazszMGDRrUrX4UCgVEIpHB7aOiopCZmYmmpibMmjULXl5e+Oyzz7o1BsaMhQsXYz00f/58ODg4mKTvTz/9FKtXr8aVK1cQGxvb7X6qqqoMftYMAD744AMMHDgQUVFRAICdO3ciISEBDx8+7PZYGOspLlyMWajz58+jpKQEs2fPxr/+9S8sW7as231VVFR0uk5XZ6Kjo5GcnIzk5GSMHz8ec+fOxc6dO7s9FsZ6iifZZcwClZSUIDo6GjExMcjIyICvry/c3Ny63V9FRUWXt+w/z65du3Dx4kWsW7cOBQUFSEhIgI+PD2JjYzF8+PBuj4mx7uLCxZiFKS8vx5QpU/CXv/wFK1euhL+/P956660e9alQKLp9xgUAcXFxeOedd3DkyBHcuXMHQUFBCAkJQU5ODi9FxHodXypkzMLk5OTA29sbK1euRG1tLW7cuIElS5b0qM+zZ892+FCyviIiIvDSSy/hk08+wblz57B+/XoMHTr0ufMlMmZKXLgYszC5ubmYOXMmgKeLRS5evNjgZ7+eVVNTg9raWqxZs6ZH41q1ahVSU1ORmJiI1atXIykpCV9//XWHqz8zZkpcuBizMNevX4evry+ICIcOHerR3YQAcPz4cSxatKjTWeH1sWLFCpw9exbBwcFwcHDAkiVLcPz4cWzatIlniWe9igsXYxbmhx9+gK+vL0pLS+Ho6Ah/f/8e9Xf06FFERkb2eFyOjo5YsGAB/v73vyM5ORnOzs6IiIiAh4cH9u7d2+P+GdOXWQrX/v37sW3bNr1i09LSEBkZieDgYKxZswY5OTntYoqLi7F9+3aEh4djz549qKio6FYMY+b0+PFjbNy4EXV1dRg5ciTkcjm+++67HvWZkZEBtVqNgIAAo4zx7bffxrZt29Dc3IyUlBQsXrwYarUau3btQnV1tVE+g7EuUS+7e/cuOTk5UWBgYJexCQkJBIBEIhFJpVICQGKxmDIyMrQxubm5ZGtrSyKRiFxdXQkAjRgxgqqqqgyK0dfly5fp8uXLBrdjrDPl5eXk6OhI4eHhdO/ePaP02draShMmTKCYmBij9Nfm0KFDNHz4cCopKaGWlhaaMmUKvf7667RixQqjfg4TrrKyMiorKzNZ/71WuL755htatWoVyWQyAtBl4WpubiY7Ozvy8PCgW7duUWtrK6WmphIAmj59OhERqdVqmjJlCjk4OFBubi4REaWlpREAWrx4sd4xhuDCxYytrKyMPD09KTEx0aj9HjhwgAICAkitVhu1XyLd4vXjjz9SREQEubm50dWrV43+WUx4rKZwffjhh+Tm5kZubm56Fa7i4mICQCtXrtTZLpPJSC6XE9HTMykAtHHjRp2YSZMmkb29PTU2NuoVYwguXMyYCgsLyd3dnT755BOj9ltWVkZSqZTy8/ON2u+zDh8+rC1eRERHjx6lgIAAam1tNdlnMmEwdeHqtb9xbd26FQqFAgqFAk5OTl3Gy+VyjBw5EmfOnEFRURHUajWOHTsGpVKJOXPmAHg6uwAAzJ49W6etl5cXmpqaUFpaqlcMY71No9HgwIEDmDhxIv74xz8avLBkZ4gIMTEx2LJlC7y9vY3W789FRkbiT3/6E2bOnIlLly5h+fLlqK2txfr16032mYwBFjxzhkgkwr59+xAaGorRo0fD3t4eTU1NGDZsGDZv3gzg/wuXq6urTttXXnkFAKBUKvWK0Ud9fT1ycnKgUCh6NPUOY99//z3Wrl0LOzs7XLt2DePGjTNq/+vXr8ft27exYcMGo/bbkejoaBQUFCAsLAx5eXlISUlBeHg43nvvPezYsQMikcjkY2B9j8XeDt/S0oJDhw6BiODs7Ixp06ahf//+UCgUSEpKAgBUVlYCQLvVZNvWPnry5IleMfpwdHTEzJkzIZfLDVq9lrFn/fOf/8Qbb7yBuLg4ZGVlGb1oFRYWIjk5Gf/4xz96bSqmPXv2YNmyZViwYAG8vb1x5coVXLlyBWFhYWhubu6VMbC+xWILV1ZWFtLS0hAaGorq6mpkZmaipqYGMpkMu3fvhkaj0V5yVCgUOm3r6+sBAFKpVK8YxnpLcHAwioqKsHTpUpOcjURGRuKNN96An5+f0fvuzMcffwyZTIaQkBCoVCpkZGSgX79+mDt3rvb/GmPGYtGFC3i6kJ2trS2Ap2c9S5cuhVKpRHZ2tnYanLKyMp22d+7cAQC4u7vrFcNYb7Gzs8MLL7xgsv6lUinmz59vsv6fRywW48SJE6ivr8eYMWMwZswYLF++HOPHj8eMGTNQWFjY62Ni1stiC5ezszMAoKCgQGd7UVERAGDIkCF47bXXAADp6ena91taWpCWlgYfHx+4uLjoFcOYpfjuu+8QHR2Nffv24dSpU2hsbDSofV1dnV43P5nCgAED8N///hdVVVX47W9/iw0bNqCkpATjx4/Hq6++igcPHphlXMz6WFThCg0NxZAhQwA8vaQikUiQmJiILVu24Pz589i0aRO++uor+Pn5wcvLC56enggKCsLp06e1MQsWLIBSqcT7778PAHrFMGYpPD09MXXqVJSUlODdd9+Fh4cHEhISUFdXp1f78vJy7Y8+c5FIJNi8eTPy8/MRHByMixcvYt68efj1r3/doxnqGdMy2Y32nXB2dqZXX3213fYZM2bQs0M6deqUdqaLtpefnx8VFxdrY+rr68nf31/7vkQiofj4eJ1+9YnRFz/HxXpTcXExxcXFkaOjIy1btowKCgo6jGttbaWPPvqIxGLxc2PMSa1WU0hICG3YsMHcQ2G9wNTPcYmIiMxXNnU1NDTAy8tLZ86z5uZm5Ofno7a2Fh4eHhg1ahTE4vYniuXl5bh9+zb8/f0hkUg67F+fmK5cuXIFAIw29xtj+lAqlTh48CAOHjwIf39/bNiwQftsokqlwqpVq1BYWIj8/HzcvXsXDg4OZh5xez/99BN+8YtfYP369T2e8Z5Zttu3bwMARowYYZL+LapwhYWFYeDAgTh8+LC5h/JcXLiYOTU2NuLYsWPYu3cvpFIpYmNjcezYMTg7O+P48eMYPHgwVCpVhz/uLEFJSQmmTp2KHTt2cPGyYqYuXBb17f7d736Hzz77zNzDYMxivfDCC1i7di2KioqwadMmJCQkwM3NDSkpKWhpaYGtra3FFi3g6YP/Bw8eRHx8PI4dO2bu4TCBsqgzLiHgMy5mqT766COkpKTgf//7n7mH0qXS0lIEBwdj4cKF2L59O8+wYWX61BkXY6x7/v3vfyMxMRFffvmluYeiF09PT3z77be4cOECtm7dau7hMIGx2LkKGWP6s7e3x/DhwwU1j6ZMJkNWVla7WW0Y6wqfcTFmBYYNGybIqZUGDBgALy8vcw+DCQwXLsasgEwmw71799Da2mruoTBmcly4GLMCNjY2GDRoEO7fv2/uoTBmcly4GLMS/fr1w40bN8w9DMZMjgsXY1bipZde6rU1uBgzJy5cjFmJwYMHQ6PRmHsYjJkcFy7GrET//v2hUqnMPQzGTI4LF2NWwt/fH0OHDjX3MBgzOX4AmTEr8ec//9ncQ2CsV/AZF2OMMUHhwsUYY0xQuHAxxhgTFC5cjDHGBIULF2OMMUHhwsUYY0xQuHAxxhgTFLM8x7V//348ePDAaCufFhcX44svvkBubi6mTp2KJUuWwN3d3eAYxhhjAkC97O7du+Tk5ESBgYGdxsXHxxOA57527txJRES5ublka2tLIpGIXF1dCQCNGDGCqqqqtH3pE6Ovy5cv0+XLlw1uxxhjfUVZWRmVlZWZrP9eu1SYmZmJmJgY+Pj46LVm0IYNG1BUVNTuNXnyZAwdOhRLly6FRqNBdHQ07OzskJOTg8rKSqSlpeH27duIi4sDAL1iGGOMCUevXSr89ttvkZ6eDltbW73inZyc4OTkpLPt888/x/fff4/z58/Dzc0NeXl5uHbtGjZu3AgfHx8AQGhoKCZNmoRz587h8ePHuHnzZpcxAwYMMG6yjDHGTKbXzri2bt0KhUIBhULRriDpo6qqCnFxcVi0aBFef/11AEBJSQkAYPbs2TqxXl5eaGpqQmlpqV4xjDHGhEMwdxX+/ve/x6NHj7Bjxw7ttrai5OrqqhP7yiuvAACUSqVeMfogIjx58gRqtRpE1L0kGGOM9ZggCtetW7eQmpqK2NhYyOVy7fbKykoAgL29vU68TCYDADx58kSvGH00NDTg+vXrqKys5DWPGGPMjASxrMmePXug0Wiwbt06ne1tlxwVCgVGjRql3V5fXw8AkEqlesXoY9CgQQgICIBarYZCocDly5c7jFOpVOjXr1+fXEK9qamp3Q+EvqC1tRUqlQoSicTcQ+l1zc3NsLOzg0gkMvdQel1f/b5rNBpoNBr079//uTH379/XXtUyBYs/43r48CGOHj2KadOm6RQeAHBxcQEAlJWV6Wy/c+cOAMDd3V2vGEOMHj263WXHZ9XV1el9Fmdt2s5u+xq1Wo2amhpzD8MslEolWlpazD0Ms+ir33eVSoV79+51GuPk5NTpcbKnLP6MKysrC48fP8bbb7/d7r3XXnsNAJCeno7o6GgAQEtLC9LS0uDj4wMXFxe9YgwhlUoRGBj43Pfz8vIwbNiwbt2AInRPnjzBtGnTzD2MXtfU1IS8vDz4+/ubeyi9rl+/fhg3blyfvDO3r37f6+vrUV5ejgkTJphtDBZ1xhUaGoohQ4bobMvMzAQA/PKXv2wX7+npiaCgIJw+fRpbtmzB+fPnsWDBAiiVSrz//vt6xxiTp6cnBg0aZPR+hWDixInmHoJZ2NnZwdvb29zDMIsxY8b0yUukQN/9vjs4OOjca2AOIjLDLXJSqRTjxo1DVlaWzvbAwED85z//0blrb8KECaioqEBdXV2H19EfPnyIOXPm4OrVqwAAiUSCzZs3Y9u2bQbFMMYYEwazFK7naWhogJeXF6qrqw1uW15ejtu3b8Pf3/+5vwD1iWGMMWbZLKpwhYWFYeDAgTh8+LC5h8IYY8xCWVThys7Ohr+/f5+8lZwxxph+LKpwMcYYY12x+NvhewsRITY2FiKRCH/72986jTXW+l+WsEaYIXkDwIULF5Ceno78/Hy4uroiJCQECxcu1L4vlLwBw3Pvqo1Qcjc079raWpw+fRpnz56Fra0tgoODtY+WtLHG3NPS0pCWlobq6mq8/PLLiImJaXcnoVDyNpTFH+NMtmCKwOzfv58A0MSJEzuNM9b6X8ZcI6wn9M2biOjzzz8nsVhMYrGY3N3dtWujxcfHE5Gw8iYyLPeu2ggpd0Py/umnn2jYsGEkFovJ29ubxGIxAaDExERtjDXmnpCQQABIJBKRVColACQWiykjI0MbI4S8d+7c2eF6hgsXLnxuGyEc47hwEVFBQQHZ29t3+YVWq9U0ZcoUcnBwoNzcXCIiSktLIwC0ePFio8b0Bn3zbuPi4kIuLi7aBeJ++OEHevHFF6l///5UVVUlmLyJDM+9szbWvM/Xr19PNjY2dO7cOSIiKiwsJE9PTxo3bhwRWWfuzc3NZGdnRx4eHnTr1i1qbW2l1NRUAkDTp08nIuHkHRsbSy+//DLdvXtX5/Xw4cMO44VyjOvzhUulUtHkyZNp7Nix5O3t3ekXOjc3lwDQxo0bdbZPmjSJ7O3tqbGx0WgxpmZI3kRE5eXlBIA++OADne2rVq0iAPTpp58KIm8iw3Pvqo217vPHjx+TWCymRYsW6Ww/c+YMvfPOO/T48WOrzL24uJgA0MqVK3W2y2QyksvlRCScfT579mwKDg7WO14oxziLmjnDHLZt24a8vDycOHGiy2e7jLX+lyWsEWZI3sDTZ+wiIyMREhKis73tmbsHDx4AsPy8AcNz76qNte7zW7duobW1FW+++SYuXryIHTt24K9//SvGjx+PXbt2wd7e3ipzl8vlGDlyJM6cOYOioiKo1WocO3YMSqUSc+bMASCcfV5aWorBgwfjwIED2LhxI/bt29fpHItCOcb16ZszsrOzsWPHDnz44Yfw9fXtMt5Y638Za42w7jI0bwAYO3Zsu+frTp48ifT0dIwcORIajQaAZecNdC/3rtpY6z6/efMmAGD37t24fv26dru9vT2OHDmC8PBwq8xdJBJh3759CA0NxejRo2Fvb4+mpiYMGzYMmzdvBiCMfa5Wq3Hnzh2UlZUhKSkJNjY2UKvViI+PR2pqqnYe12cJ5RjXZ8+4Hj16hOXLl8PPzw9btmzRq42x1v8y1hph3dGdvH9OqVQiIiIC4eHhcHd3x8mTJ7Wzo1tq3kD3ctenjbXu87ZfxT/++CMOHjwIpVKJb775BhKJBDExMbh//75V5t7S0oJDhw6BiODs7Ixp06ahf//+UCgUSEpKAmD5+7xtjBKJBHPmzEFlZSXq6upw4MABNDQ0YNmyZWhqauqwTVdjtoTc+2zhio+PR2lpKWJiYnDlyhVcunQJDQ0NaGhowKVLl1BVVdWuzbNrez3reet/9STGVLqT97O++uoreHl54cSJE4iKikJeXh78/PwsPm+ge7nr08bSc+/uPrexeXpBZt68eVi9ejWGDBmCX/3qV/jNb36DhoYG5OTkWGXuWVlZSEtLQ2hoKKqrq5GZmYmamhrIZDLs3r0bGo3G4vMGAA8PDzx69AhffvklXF1dMWjQIKxZswazZs1CTU0N8vLy2rURyjGuz14qbFufKyoqqt1706dPx86dO7Fp0yad7cZa/8vYa4QZojt5t0lKSsLy5cshl8uRkZGBqVOnat+z9Lyf/VxDctenjaXn3t19Pnz4cABot3TH2LFjATxdLNAac2+b/DsqKgq2trYAAEdHRyxduhR79+5Fdna2xecNPD3bfPToEWQyGcTi/z9HCQgIwIULF9DY2NiujWCOcT26tUPASkpK6OrVqzqvsWPHklwup6tXr1J1dXW7Njdv3iQA9Oabb2q3qVQqkslk5OPjY9QYU+lO3kREDx48IBsbG/L09OzwjiBLz5uoe7nr08bSc+/uPi8uLiaRSESzZs3S2b5w4UICQPn5+VaZ++7duwkAbd++XWd7cHAwAaAbN25YfN5ERB9//DEB0Hn2jIhowoQJJBKJBH2M67OFqyMBAQE6t8nOnz+fpFKpTkxQUBABoD/84Q+Unp5Oc+fOJQB08uRJo8f0lp/nTdQ+9/T0dAJAgYGB9N5777V7lZSUCC5vIv1y16eN0HLXN++wsDASiUQUFhZGX3zxBa1YsYJsbGwoKChIG2NtuRcUFJBEIiEnJyfteN99910Si8Xk5+dHGo1G75zMmXdeXh7Z2NiQu7s7JScn06VLl2jdunUEgN56660OczdmXqbMnQvXM6ZNm0a+vr7af8+YMYN+flJaX19P/v7+2ifQJRKJduYIY8f0lp/nTdQ+9/j4+A6fwG97ff3114LLm0i/3PVpI7Tc9c27traW5s2bp7OvZ82apfNr3RpzP3XqlHa2h7aXn58fFRcXa2OEkPfJkydp8uTJOnmEhYXRgwcPtDE/z10IxzieZLcTna0PZqz1vyx1jbC+vDZaX829s7wrKipw8+ZNyOXy5/59wtpyb25uRn5+Pmpra+Hh4YFRo0bp/K2ojRDyvnPnDhQKBcaMGYMXX3xR573n7XdLPsZx4epEX14fjHPve7n31bwBzl1ouXPh6kRfXh+Mc+97uffVvAHOXWi5c+FijDEmKH32AWTGGGPCxIWLMcaYoHDhYowxJihcuBhjjAkKFy7GGGOCwoWLMcaYoHDhYowxJihcuBhjjAkKFy7GGGOCwoWLMcaYoHDhYowxJihcuBhjjAkKFy7GGGOCwoWLMcaYoHDhYowxJihcuBhjjAkKFy7GGGOCwoWLMcaYoPwfhTtN5yda64gAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'AA0001',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pysnt.display(tree)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measuring a Tree\n",
"\n",
"Most simply, a Tree can be measured using {class}`pysnt.analysis.TreeStatistics`. Further specialized measurements (Strahler, Sholl, graph analysis, persistence homology, etc.) are retrieved using other classes in {mod}`pysnt.analysis`. We will discuss those in subsequent tutorials. Here we'll focus on TreeStatistics. We construct an instance like so:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from pysnt.analysis import TreeStatistics\n",
"t_stats = TreeStatistics(tree)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"TreeStatistics provides a variety of single value measurements as well as distribution statistics. Single value metrics:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The cable length is 13718 micrometers\n",
"The no. of branch points is: 82\n"
]
}
],
"source": [
"cable = t_stats.getCableLength()\n",
"print(\"The cable length is %d micrometers\" % cable)\n",
"n_bps = len(t_stats.getBranchPoints())\n",
"print(f\"The no. of branch points is: {n_bps}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```{tip}\n",
"You can use Python's `help` function to know more about a class or method, e.g.,: `help(TreeStatistics)`\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To see the full list of [supported metrics](https://imagej.net/plugins/snt/metrics), we can use {doc}`getMetrics(choice) `, where 'choice' is either 'safe' (metrics that do not require the Tree to validate as an acyclic rooted graph), 'common' (most frequently used), 'quick' (used by SNT's _Quick Measure..._ command), or 'all':"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The following metrics are available:\n",
" 1. Longest shortest path: Extension angle 2. Longest shortest path: Extension angle XY\n",
" 3. Longest shortest path: Extension angle XZ 4. Longest shortest path: Extension angle ZY\n",
" 5. Branch contraction 6. Branch fractal dimension\n",
" 7. Branch length 8. Branch mean radius\n",
" 9. Branch surface area 10. Branch volume\n",
" 11. Complexity index: ACI 12. Complexity index: DCI\n",
" 13. Convex hull: Boundary size 14. Convex hull: Boxivity\n",
" 15. Convex hull: Centroid-root distance 16. Convex hull: Elongation\n",
" 17. Convex hull: Roundness 18. Convex hull: Size\n",
" 19. Convex hull: Compactness 20. Convex hull: Eccentricity\n",
" 21. Depth 22. Branch extension angle\n",
" 23. Branch extension angle (Rel.) 24. Branch extension angle XY\n",
" 25. Branch extension angle XZ 26. Branch extension angle ZY\n",
" 27. Inner branches: Extension angle 28. Inner branches: Extension angle (Rel.)\n",
" 29. Inner branches: Extension angle XY 30. Inner branches: Extension angle XZ\n",
" 31. Inner branches: Extension angle ZY 32. Primary branches: Extension angle\n",
" 33. Primary branches: Extension angle XY 34. Primary branches: Extension angle XZ\n",
" 35. Primary branches: Extension angle ZY 36. Terminal branches: Extension angle\n",
" 37. Terminal branches: Extension angle (Rel.) 38. Terminal branches: Extension angle XY\n",
" 39. Terminal branches: Extension angle XZ 40. Terminal branches: Extension angle ZY\n",
" 41. Longest shortest path: Length 42. Height\n",
" 43. Inner branches: Length 44. Internode angle\n",
" 45. Internode distance 46. Internode distance (squared)\n",
" 47. Cable length 48. No. of branch nodes (branch fragmentation)\n",
" 49. No. of branch points 50. No. of branches\n",
" 51. No. of fitted paths 52. No. of inner branches\n",
" 53. No. of nodes 54. No. of path nodes (path fragmentation)\n",
" 55. No. of paths 56. No. of primary branches\n",
" 57. No. of spines/varicosities 58. No. of terminal branches\n",
" 59. No. of tips 60. Node radius\n",
" 61. Partition asymmetry 62. Path channel\n",
" 63. Path contraction 64. Path fractal dimension\n",
" 65. Path frame 66. Path extension angle\n",
" 67. Path extension angle (Rel.) 68. Path extension angle XY\n",
" 69. Path extension angle XZ 70. Path extension angle ZY\n",
" 71. Path length 72. Path mean radius\n",
" 73. Path spine/varicosity density 74. No. of spines/varicosities per path\n",
" 75. Path order 76. Path surface area\n",
" 77. Path volume 78. Primary branches: Length\n",
" 79. Remote bif. angles 80. Root angles: Balancing factor\n",
" 81. Root angles: Centripetal bias 82. Root angles: Mean direction\n",
" 83. Sholl: Decay 84. Sholl: Kurtosis\n",
" 85. Sholl: Max (fitted) 86. Sholl: Max (fitted) radius\n",
" 87. Sholl: Max 88. Sholl: Mean\n",
" 89. Sholl: No. maxima 90. Sholl: No. secondary maxima\n",
" 91. Sholl: Degree of Polynomial fit 92. Sholl: Ramification index\n",
" 93. Sholl: Skeweness 94. Sholl: Sum\n",
" 95. Horton-Strahler root number 96. Horton-Strahler bifurcation ratio\n",
" 97. Surface area 98. Terminal branches: Length\n",
" 99. Node intensity values 100. Volume\n",
"101. Width 102. X coordinates\n",
"103. Y coordinates 104. Z coordinates\n"
]
}
],
"source": [
"print(\"The following metrics are available:\")\n",
"metrics = t_stats.getMetrics('all')\n",
"for i in range(0, len(metrics), 2):\n",
" left = f\"{i+1:3d}. {metrics[i]}\" if i < len(metrics) else \"\"\n",
" right = f\"{i+2:3d}. {metrics[i+1]}\" if i+1 < len(metrics) else \"\"\n",
" print(f'{left:<60}{right}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These metrics can be used to retrieve computations, distributions, etc."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The average inter-node distance is 14 µm\n",
"The standard deviation is 6 µm\n"
]
}
],
"source": [
"metric = \"Internode distance\" #fuzzy matching is supported so we can abbreviate distance\n",
"summary_stats = t_stats.getSummaryStats(metric)\n",
"print(\"The average inter-node distance is %d µm\" % summary_stats.getMean())\n",
"print(\"The standard deviation is %d µm\" % summary_stats.getStandardDeviation())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A neat feature of SNT, is that it is quick and convenient to inspect quantitative data. E.g., one can plot histograms directly:\n",
"\n",
"```{note}\n",
"The following cell may produce verbose logging output from the underlying libraries during histogram generation. This output can be safely ignored.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(1)[1.00 x Gaussian Distribution(14.3722, 6.6011)] = -2862.7968\n",
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(2)[0.69 x Gaussian Distribution(13.5866, 5.9980) + 0.31 x Gaussian Distribution(16.1047, 7.4705)] = -2851.4582\n"
]
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist1 = t_stats.getHistogram('internode distance')\n",
"hist2 = t_stats.getPolarHistogram('internode angle')\n",
"pysnt.display([hist1, hist2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Did you notice _GaussianMixture_ debug message in the background? It reflects background computations on the distribution. While SNT is not a statistical package, it does offer entry points for detailed data inspection. E.g., one can fit the histogram distribution to a Gaussian/ Gaussian mixture model directly:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Hist. AA0001',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': False},\n",
" 'error': None}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hist1.setGaussianFitVisible(True) # or hist1.setGMMFitVisible(True) for Gaussian mixture model\n",
"hist1.setQuartilesVisible(True) # Display 1st quartile, Median, and 3rd quartile\n",
"pysnt.display(hist1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can actually 'overlay' the distribution on the reconstruction itself, by means of a `ColorMapper`. Color mappers map quantitative traits to reconstructions. Because we are handling Trees, we can use {class}`TreeColorMapper `.\n",
"\n",
"To visualize the nodes we need to use a viewer. We can use [Reconstruction Plotter](https://imagej.net/plugins/snt/manual#reconstruction-plotter) (i.e., {class}`pysnt.viewer.Viewer2D`). We will use 3D viewers in subsequent tutorials, but for now we'll use the 2D viewer because it is quite simple: "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Reconstruction Plotter',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pysnt.analysis import TreeColorMapper\n",
"from pysnt.viewer import Viewer2D\n",
"\n",
"# assign colors\n",
"color_mapper = TreeColorMapper()\n",
"color_mapper.map(tree, 'internode distance', 'viridis') # tree, metric, LUT/colormap (NB: some LUTs are case-sensitive)\n",
"\n",
"# assemble viewer\n",
"viewer = Viewer2D()\n",
"viewer.add(tree)\n",
"viewer.addColorBarLegend(color_mapper)\n",
"\n",
"# remove mapping: restore original colors\n",
"color_mapper.unMap(tree)\n",
"\n",
"pysnt.display(viewer, title='Internode Dist. (µm)')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cellular Compartments\n",
"\n",
"If the reconstruction nodes are tagged with SWC-type flags, it is possible to retrieve the cellular compartments (axon, basal dendrites, etc)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 3 SWC type labels: [(basal) dendrite, apical dendrite, soma]\n",
"soma has only a single node. Skipping visualization\n"
]
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Find out how many compartments exist\n",
"types = tree.getSWCTypeNames(True) # include soma?\n",
"print(f\"Found {len(types)} SWC type labels: {types}\")\n",
"\n",
"# Retrieve each compartment (as subtree)\n",
"all_sub_trees = []\n",
"for type in types:\n",
" sub_tree = tree.subTree(type)\n",
" if (len(sub_tree.getNodes()) == 1):\n",
" print(f\"{type} has only a single node. Skipping visualization\")\n",
" continue\n",
" all_sub_trees.append(sub_tree)\n",
"\n",
"# Display subtrees\n",
"pysnt.display(all_sub_trees)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subsets of Nodes\n",
"\n",
"Subsets of nodes can be studied using {class}`NodeStatistics `, a TreeStatistics variant that operates on collections of nodes, i.e., point clouds."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(1)[1.00 x Gaussian Distribution(23.6177, 20.2284)] = -366.8408\n",
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(2)[0.69 x Gaussian Distribution(19.2077, 15.0684) + 0.31 x Gaussian Distribution(33.3124, 25.6294)] = -362.6232\n"
]
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pysnt.analysis import NodeStatistics\n",
"\n",
"node_subsets = [tree.getBPs(), tree.getTips()] # list of branch points (BPs) and end points (tips)\n",
"histograms = []\n",
"for subset in node_subsets:\n",
" node_stats = NodeStatistics(subset)\n",
" hist = node_stats.getHistogram('nearest neighbor distance')\n",
" hist.setGaussianFitVisible(True)\n",
" histograms.append(hist)\n",
" \n",
"# pysnt.set_option('display.chart_format', 'pdf')\n",
"\n",
"pysnt.set_option('display.chart_format', 'svg')\n",
"pysnt.display(histograms, panel_titles=['Branch Points', 'Tips'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The distribution of nearest-neighbor distances for branch points is strongly right-skewed, indicating that many branch points are tightly packed together within 30µm. The long tail extending toward larger distances (up to about 90µm) shows a few isolated points that are much farther apart.\n",
"\n",
"The tips have a broader and more symmetric distribution compared to the branch points: Tips are spaced farther apart on average and more evenly distributed in space than branch points.\n",
"\n",
"We can visualize the nodes by assembling a simple 2D scene:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Reconstruction Plotter',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"viewer = Viewer2D()\n",
"viewer.add(tree)\n",
"viewer.addNodes(tree.getBPs(), 'red', 'branch points')\n",
"viewer.addNodes(tree.getTips(), 'blue', 'tips')\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which illustrates our previous assessment. To find out _which_ branch points are much farther apart, we can map the distances into the structure. Because we used `NodeStatistics`, we now use {class}`NodeColorMapper ` as color mapper:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'Viewer2D_List',\n",
" 'viewer2d_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': 'NN Dist. (µm)'},\n",
" 'error': None}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pysnt.analysis import NodeColorMapper\n",
"\n",
"node_subsets = [tree.getBPs(), tree.getTips()]\n",
"viewers = []\n",
"for subset in node_subsets:\n",
" node_stats = NodeStatistics(subset)\n",
" node_mapper = NodeColorMapper(node_stats)\n",
" node_mapper.setMinMax(0, 90) # set the same boundaries for both mappers (in µm)\n",
" node_mapper.map(\"nearest neighbor distance\", \"ice\") # mapping metric, lut/colormap LUT/colormap (NB: some LUTs are case-sensitive)\n",
" \n",
" # Assemble a 2D scene as before\n",
" viewer = Viewer2D()\n",
" viewer.add(tree)\n",
" viewer.addNodes(node_mapper.getNodesByColor())\n",
" viewer.addColorBarLegend(node_mapper)\n",
" viewers.append(viewer)\n",
"\n",
"pysnt.display(viewers, title=\"NN Dist. (µm)\", panel_titles=[\"Branch Points\", \"End Points\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transforming Trees\n",
"\n",
"You should be able to use auto-completion on your IDE to explore some of the transformation options available. Transformations occur in place, so we'll work on a copy of the initial tree. Here are some examples."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'AA0001',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tree_transformed = tree.clone() # Duplicate Tree\n",
"tree_transformed.rotate(Tree.Z_AXIS, 90) # Rotate around Z axis by 90 degrees\n",
"tree_transformed.translate(100, 100, 100) # Translate by 100, 100, 100 µm in X,Y,Z\n",
"tree_transformed.scale(1.5, 1.5, 3.0) # Scale by 1.50 in XY; 3.0 in Z\n",
"pysnt.display(tree_transformed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are also `transform()` and `transformedCopy()` {class}`methods ` that allow for standardized transformations using space-separated flags:\n",
"\n",
"Projection flags:\n",
"- `zy`: ZY projection\n",
"- `xz`: XZ projection\n",
"\n",
"Translation flags:\n",
"- `zero-origin`: Tree is translated so that its root has (0,0,0) coordinates\n",
"\n",
"Rotation flags:\n",
"- `upright-geodesic`: Tree is rotated to vertically align its \"longest shortest path\" (in graph theory this is called the longest geodesic, or graph diameter). Sometimes it is also called the neuron's _backbone_ or _spine_\n",
"- `upright-tips`: Tree is rotated to vertically align its [root, tips centroid] vector\n",
"- `r#`: With # specifying a positive integer (e.g., r90): Tree is rotated by the specified angle (in degrees)\n",
"\n",
"Example:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGuCAYAAADI9eKaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAnJxJREFUeJzs3XdUVFf3N/DvDG3ovfciKigqKhgjNmxgb9GIJRF7jC0ae4kmltijMbHFxw52LNgVNYpdwS4gRXpReof9/uHL/JwAMlQB92ct1no8Z59zz0we3dx7TxEQEYExxhirI4SfewCMMcZYeXDiYowxVqdw4mKMMVancOJijDFWp3DiYowxVqdw4mKMMVancOJijDFWp3DiYowxVqdw4mKMMVancOJijDFWp3DiYowxVqdw4mKMMVancOJijDFWp3DiYowxVqdw4mKMMVancOJijDFWp3DiYowxVqdw4mKMMVancOJijDFWp8h+7gHUNenp6YiMjIS8vPznHgpjjNVaZmZmkJWtnhTDd1zl9PTpU4SEhHzuYTDGWK0VFxeHyMjIauuf77gqQFtbG1ZWVp97GIwxVisJhdV7T8R3XIwxxuoUTlyMMcbqFE5cjDHG6hROXIwxxuoUTlyMMcbqFE5cjDHG6hROXIwxxuoUTlyMMcbqFE5cjDHG6hROXIwxxuoUTlyMMcbqFE5cjDHG6hROXIwxxuoUTlyMMcbqFE5cjH0hgoOD8dNPP33uYTBWaZy4GPtCyMrK4siRI597GIxVGicuxr4QZmZmePfuHdLT0z/3UBirFE5cjH0hhEIhGjRogFevXn3uoTBWKZy4GPuCGBoa4t9///3cw2CsUjhxMfYFsbCw4MTF6jxOXIzVQ97e3igoKChWPnnyZNy5c+czjIixqsOJi7F6aMOGDfDz8ytW3rhxY8jLy+Pp06c1PyjGqggnLsZqiWvXruGbb76pkr769OkDHx+fEuvc3Nxw5syZKrkOY58DJy7GaonGjRvj4sWLJT7iK69+/frBx8cHRFSszt3dHb6+vpW+BmOfCycuxmoJPT09mJiY4NGjR5Xuq3HjxiAiXL58uVhdp06d8PjxY7x7967S12Hsc5CtyYsdOHAA165dQ0pKCrp37w53d3fo6+tXus3r169x9OhRBAQEwMnJCYMHD4apqWm5Yxj73Dp16oSrV6+iVatWle6rRYsWuHr1Krp06SJRLhKJ4OTkBC8vL0yaNKnS12GsxlENmTVrFgEgkUhE+vr6BICEQiFdvny5Um0CAgJITk6OBAIBGRkZEQCysLCg6OjocsVIy9/fn/z9/cvdjjFpHDt2jNzc3KqkrwMHDtDAgQNLrJs3bx61aNGiSq7D2H+FhoZSaGhotfVfI4nr3bt3JBAIqH379pSenk6FhYW0d+9eAlDqX1Jp2uTn51Pr1q1JRUWFAgICiIjIx8eHANCgQYOkjikPTlysOiUlJZGamhrl5uZWuq/Q0FDS1dUtsS43N5dMTEzozJkzlb4OY/9V3YmrRt5x+fv7g4gwZcoUKCsrQyAQYPjw4TA0NMTbt28r3ObZs2e4d+8exo4dCwcHBwAfZlM5OjrizJkzyMzMlCqGsdpCS0sL5ubmVbJI2MLCAkKhEH/++WexOjk5Obi7u5dYx1htVyOJy97eHidOnEDXrl3FZQEBAUhISICrq2uF2wQFBQFAsWf4tra2yMrKQkhIiFQxjNUmFhYW2LFjR5X05e3tjWXLlpU4NX7evHm4e/cu8vPzq+RajNWUGklc5ubm6Nu3L9TU1LBy5Uq0bt0aTk5OMDAwwI8//ljhNkVJycjISKJtgwYNAADx8fFSxUgjOzsboaGhSEpK4r/orFqtWbMGV65cQV5eXqX7unHjBpSUlDBx4sRidebm5lLd3V28eLHS42CsKtX4dHiBQIC0tDTk5uYiJiYG3t7eFW4TFRUFAFBUVJSI19PTAwDk5ORIFSPtuGVkZCAjIyNVPGMVZWtri4YNG+LUqVOV7mv+/Plwc3NDSkoKzp49W6y+f//+OHjwYKntc3Jy0KdPn0qPg7GqVOOJa/bs2Xj58iWioqKgqqqKJUuWIC0trUJttLS0AACRkZES8cnJyQAAHR0dqWKkoaCgADMzM2hoaEBWtkZXEbAv0NixY7F169ZK9yMQCLB582a0bNkSI0aMQEZGhkR9586dceDAgVKfIsTHx0NXV7fS42CsKtVI4lq1ahX69esncXdjZGSEYcOGIS8vD/fv369QG0NDQwBAaGioRNuIiAgAgKmpqVQxjNU2AwcOxI0bN+Dv71/pvgQCAXx9fZGRkYFmzZpJ1H311VdwcHDA+fPnS2wbHR0NTU3NSo+BsapUI4krLi4OPj4+uH37tkT548ePAZScPKRpUzRx4+Pta/Ly8uDj4wMHBwcYGhpKFcNYbSMSiXDw4EF89913VTLzVUVFBb1790ZkZKT471ART09P7Ny5s8R2e/bsKXaXxthnV20T7T9y7949EggEZG1tTYcOHaITJ06Qh4cHAaB27dpRYWEhERH17t2bdHR0ytWmW7duBIDmzJlDvr6+5O7uTgDI29tbfH1pYqTF67hYTWrRogV5enpWSV/Xrl0jfX19mjlzpkR5eno6aWpqUkxMTLE2s2bNoh9++KHc13r06FFFh8nqgXqxAJmIaPPmzSQSiQiA+MfV1ZXCw8PFMS4uLvRxLpWmTXJyMjk7O4vrRSIRLVq0SOLa0sRIixMXq0nXrl0jBweHKukrLy+P1NTUyMDAgPLz8yXqXFxcaOTIkcXazJ07l6ZOnVqu66SlpZGqqmplhsrquOpOXAKiEraPriapqal48eIFMjIyYGNjAzMzM4n6tLQ02NraIiYmRuo2RcLDwxEWFgZnZ2eIRKIKx5Sl6NFlmzZtKtSesfIgIlhZWeHkyZNo2rRppfvr3bs3Xr58iS1btkiskXz8+DF69eqFN2/eiM/rWrZsGYyNjfHkyZNyT4lXUlJCQkIClJWVKz1mVveEhYUB+LAmsTrU6KxCNTU1ODs7o3PnziUmIE9PT7i7u5erTRFzc3N06NDhkwlJmhjGqtOzZ8/w5s0bqeMFAgEGDx6Mv//+u0qu37lzZygrK2P+/PkS5c2bN0fDhg1x+PBhAB9mEyYmJmLEiBHF3jNLQ09PT+o1koyVV6061mTatGnYtm3b5x4GY9Xm3r17mDBhQrnauLu7Y/fu3cVmxlaEq6srUlNTERISUmwK/IwZM7Bu3Tq8efMGU6dORUREBBwcHJCfn19svWNmZibGjx9f6nX09fU5cbFqU6sSV9u2bXmBL6vXRowYgfDwcPj5+UndpmPHjli2bBmGDBmC3NzcSl2/adOmyMzMhKGhYbGp9u7u7khKSoKHhwfMzMzw5MkTyMjIwMTERPzop0jRrMeUlJQSr/Pu3bsK3akxJo1albgYq+9kZGSwYMECzJo1q8T6rKysYkkC+PA0wsjICAsXLqzU9QUCAezs7KClpVVsZ47u3bsjPj4ejx49wqFDh8SP1K2trYvt6SkUCqGqqlrqJr0DBgwoc2MBxiqKExdjNWzYsGGIiIgocSPdFy9eoGPHjsXWbgkEAuzcuRM7d+6s9I4aAwcORGJiYrHE1a5dOzRv3hxNmjSRmFRRUFCAM2fOFOvHz88PS5cuLfGdXX5+Pk6ePFmpcTJWGk5cjNUwGRkZXL16FfPmzcPLly8l6hwdHfH111/jt99+K9ZOW1sby5Ytq3TimjBhAhITE5GQkIDXr1+Ly9u2bYu8vDwEBwdLvNPS09Mr8ZFggwYNMHbsWOzbt69YnZKSEnr16lWpcTJWGk5cjH0GdnZ2WLp0KTw8PIpNfFizZg3WrVuHLl264K+//pKY5DBhwgQUFhaWeAckLRkZGfTu3RumpqY4ffq0uNzBwQFPnjyBk5MTTpw4IS5v0qQJSls1M3bsWOzatQuFhYUS5aGhobC0tKzwGBn7FE5cjH0mEyZMABHB0dFRYqKEoaEh3r9/j0mTJmH37t1o166dOLkJBAIsWrQIixYtKjWZfErRZtNDhgxBRkYG/vjjD3FdYWEh1NXVi20B1bx5cyQlJZXYn4ODA7S0tIol0nv37sHAwKDc42NMGpy4GPuM7t27h1mzZqF///7o0KGDOBmJRCIMGDAA/v7+aNmyJcaOHStu079/f2RkZGDTpk3lvl5REmrXrh2io6NRUFAgrnv//j00NTXRr18/3LhxA+Hh4QA+LCIt+t8lcXBwkFhndvbsWaSkpMDR0bHc42NMGpy4GPuMZGRk8N133+Hly5coKCgodrCqQCDAjh07cP/+fQwZMgQxMTEQCASYMmUK1q5di+zs7HJdr02bNrh69SqUlJTQsmVLJCQkiI/4efLkCXJycqCgoIBevXrhxo0bAAAzMzO8efNGIsl9rEGDBmjevDmAD8cFTZgwAV5eXtDW1i7fl8GYlDhxMVYLaGhowNfXF7dv38aSJUsk6pSVlbF//36kp6ejSZMm6Ny5M7Kzs9G6dWusWrVKIjYlJaXY7u8f69Kli3j7JkdHR8jLy8PDwwNHjx7Fr7/+ijFjxgAAOnXqhKtXr4qvb2FhgadPn5bYZ1GyAz6sBevevTs6duxYgW+BMelw4mLsMzt16hTS0tKgpqaGc+fO4dChQ1i7dq1ETIsWLXDmzBlERUVh8ODBWLJkCWbOnIk///wTr169Esc9efIEP/zwQ6nX6tq1Ky5cuADgw7qtvLw85OXlYe7cuUhNTRVvBdW5c2dcunRJ3O7rr78u9Wyw0NBQpKam4unTp3j9+jVWrlxZ4e+CMWlw4mLsM7t06RK+++47EBF0dHRw4cIF/PnnnyWekSUSiTBx4kQsXLgQ8+bNw+zZsyUeLzZv3hyBgYGlnmhsb2+P/Px8hISEoEePHpCXl0dOTg40NTWRkJCAgQMH4vz582jUqBFyc3Px4sULAB8WIe/du7fEPh88eICCggL88ssvmDdvnvjU8aqWmJiIkSNHVkvfrG7hxMXYZ7ZmzRrEx8eLH/uZmJjgwoULWLx4sXjT2/+aMWMG0tLSxAnn0KFDAD4cGGlmZobnz5+Xer2P76Y6dOiAW7duYdiwYfjqq6/w5MkTjB8/HoWFhTAyMhJPl+/YsWOpew9aW1vDwMAAt27dKvc+jOWxf//+auub1S2cuBj7zOTk5HDw4EGsXr1aPFPQxsYGvr6++PHHH3Hu3LlibWRkZLBz507Mnj0b8+fPx6RJkxAXFwfgw3T6//3vf6Ver0uXLuI+T5w4AUNDQ6xevRrm5uZ49uwZ5OXl8eOPP6Jv375ITU0FALRu3RrR0dElnsacnp6OTZs2YdKkSVBSUhKX37lzBwcPHizx7i8vL++T7+JKsnv3bowaNapcbVg9VW0nfdVTfJAkqy6HDx8mPT09OnTokLjM39+f9PT06MaNGyW26dWrF/Xq1Yu++uor+v3334mI6NSpU6Snp0c7duwosU1ERAQpKCiQh4cHvXr1il69ekUCgYCMjIyIiOjMmTPUokULOnToEA0cOFDcrnnz5nT37t1i/U2YMIHk5OQoNjZWotzDw4NMTU1JW1ubPDw8aNmyZXTo0CFau3Yt2dnZ0XfffSf1d/PkyRMyNzengoICqduwz6fenIBcX3DiYtXpyZMnpK+vT5MnTxaXXbx4kfT09OjRo0fF4uPi4khLS4tOnjxJjRs3psLCQiIiCgkJoQYNGtDixYtLvE5SUhK5uLjQmDFjiIjo22+/JYFAQE+fPqWCggIyNTWlY8eOkZ2dnbjN999/T1u3bi3W1/Lly0lBQUH85++++47Mzc1JRUWFtm/fTlFRUfT3339T48aNafDgwdSuXTtavnx5ub6X6dOnV/jUclbzOHHVMpy4WHXz9/cnOzs76tevH0VERBARkZeXF2loaNCSJUvoxo0blJqaKo4fMWIETZkyhezt7enatWvi8ujoaNLX1ycNDQ1q27Yt9ejRg6KiosT1O3fupFGjRtHbt2/JwsKCBAIBOTs7ExHRwIEDqWXLliQvL0/Z2dlERDRu3Dhq3759sfH+73//I6FQSNHR0URE9M0335BAIKCuXbtWyR1SdnY2KSkpUVBQUKX7YjWjuhMXv+NirJZp06YNHj16BKFQiIYNG6JHjx6Ii4vDjBkzkJiYiIkTJ8LCwkJ8bMj333+PgwcPIisrC3PmzAEA+Pr6Ql9fH7GxsXj58iUWLFgALS0tNGzYELq6urCysoKOjg5OnTqFLVu2oGHDhhAKhbh79y6uX7+O3bt3Q1VVFfn5+XBycsJ3332Hpk2bwtDQsNh49fX1AXxYzzVlyhQcOXIEwIedOAQCQaW/j927d6NNmzawsbGpdF+snqi2lFhP8R0Xq0np6el0+PBhat++PWloaNC+ffuIiGj8+PH0zTffiOPy8/Ppn3/+IYFAQD179iRra2t6/vx5sf6Cg4Pp7t27ZGxsTOfOnaPOnTuTiooKvXnzhn7//XcSCASko6NDhYWFlJubS9bW1tSjRw9ydXUlJSUlsre3L9bnrl27SCAQkIaGBv3444+koKBAjo6O1Lp1a3r58mWlPn9BQQE1aNCArl+/Xql+WM3iOy7GvmDKysoYNGgQrl27hqtXr2LDhg1wd3fHTz/9hDdv3og3yX379i2io6Ohp6cHX19fhISEYN68eQA+3PkUHUtibW2N1q1bo3fv3ujXrx+uXLmCzMxMrFy5EqNHj4ZIJEJeXh527NgBOTk5TJgwAba2trh06RJGjx5d4p6Fbdq0ARHh5MmT8Pf3h0AggJGREaZMmYKGDRtW6vMfO3YMWlpacHFxqVQ/rH7hxMVYHWFnZ4fMzEwUFBTAzs4OhYWFmDNnDszNzeHo6Ii9e/dK7OJ+4sQJCAQCmJqaQl9fHwMGDMDixYtx5swZDBkyBCoqKujTpw9at24NLy8vNG7cGLKysgCAOXPmICQkBI6Ojnjw4AEAYPr06cjIyCg2Jb5Vq1YQCAR4+PAhQkNDYW5ujrS0NJiYmFTq8759+xY//PADJk2aVKl+WP1To4nrwIEDGD9+PIYOHYpdu3aJ1518ypUrVzBz5ky4ubnB09MTx44dKxbz+vVrrFixAkOHDsW6devw9u3bCsUwVpvJy8vjwIEDiIuLg5WVFYKCgmBhYYGoqCjk5eXh7du30NLSgoyMDIRCIQQCAWRlZZGZmQkTExPxqctLlizB2LFjkZSUBH9/f2hra0NeXh4zZswAAPERKh4eHnBwcMD9+/fx7t078TElRfsSAh/WcGVmZmL8+PFYvXq1eAPg0NBQGBsbV/izHjt2DE2bNsX48eN5twxWXLU9hPyPWbNmEQASiUSkr69PAEgoFNLly5dLbbNv3z4SCoUkFArJ1NSUABAAiWmxAQEBJCcnJ16HAoAsLCzEM5ykjZEWv+Ni1cXb25tycnKkjt+8eTOpqKjQlClT6N9//6XCwkJKS0sjDQ0NcnJyIi0tLfruu+9o0qRJZGRkRMuXL6fZs2eTq6srGRkZ0ebNmykjI4NcXFyoX79+pKqqSiNHjqSIiAjS0tIioVBI33zzDXl6etIvv/xCRETKysoSa7mGDh1KSkpKpKurS9ra2vTzzz/T/v37SU5OjtLT0z85/szMTHr06BF5eXnRkCFD6PTp00T0YSq/gYEBbd68uQLfIqsN6sV0+Hfv3pFAIKD27dtTeno6FRYW0t69ewkAubm5ldrO0NCQDA0NxV/Aw4cPSVNTk+Tl5SkuLo7y8/OpdevWpKKiQgEBAURE5OPjQwBo0KBBRERSxZQHJy5WXbp37067d++usv5SUlJow4YNZGxsTPr6+mRgYEBJSUnF4pKTk6lly5akpaVF48ePJyIiPz8/UlJSIjU1NfLy8iItLS16//49OTo60t9//01EREFBQaSqqkrq6uqkpKRExsbGFB0dTcbGxuJfSNPT02nFihWkpqZGLVu2pK+//prMzMzI0tKSFBUVycHBgb755hsaMmQImZubU+vWrUlXV5d+/PFHev78OWVkZFBeXl6VfSesZtSLxHXmzBkCQEeOHJEoNzQ0pCZNmpTYJjw8nADQggULJMrHjh1LAOjcuXMUEBBAAGj69OkSMY6OjqSoqEgZGRlSxZQHJy5WXc6ePUtNmzYVLyKuKi1atKCJEyeSrq4uKSkp0eLFi4utr4qLiyMVFRVycXERlxkYGFD//v3JysqKLC0tydfXl2bPnk2//vorEREdOnSIZGRkyN7enuTk5OjNmzfUqVMnatu2Lb19+5bmzZtHSkpK1KdPH7py5Qrdv3+fbty4Qf/88w8FBwdTfn6+xBjS09PJwsKCrKysqHPnztSoUSNSUFAgoVBIHh4eVfqdsOpVL2YV2tvb48SJE+jatau4LCAgAAkJCXB1dS2xTVpaGkaPHo2ePXtKlMfExAAA1NTUEBQUBODD3msfs7W1RVZWFkJCQqSKYaw26N69O5KTk7FhwwaJ8uTkZFy5cqXC/R44cADHjh3D6dOn8fXXX2PFihXiM7mK6OnpYdy4cbh//z6io6PFZYMHD4aGhgbU1dWRm5sLExMT3LhxA4WFhZg2bRoKCwvFf8cWLFgAZ2dn3L59G7a2tsjIyMDjx4/h4+ODTp06oWXLlmjXrh2+//57WFtbQ0ZGRnx9IsKECRPQunVrBAUF4fLly3jx4gWys7Px+vVrXLhwAenp6RX+Dlg9U20psRQrVqygVq1akby8PJmYmFBwcLDUbb28vEgoFJKVlRVlZ2fTihUrCECxrXAWLlxIAOjSpUtSxUjj/fv3dPXqVdq7dy9duXJF6jEzVh5eXl6kq6tLN2/eFJdFRUWRrq4uvXr1qsL9Hjt2jHR1denMmTNkZmZGzZs3LxazcOFC0tfXpwEDBhDRhx05vv/+ewoMDCSRSESrV6+mq1evkqKiIjVt2pQEAoH43fHHP/Ly8qSmpkbPnj2TenwTJkwgc3NzysrKKrH+m2++oQ0bNlTsw7MaVy/uuD4mEAiQlpaG3NxcxMTEwNvbu8w28fHxGDVqFIYOHQpTU1N4e3tDQUEBUVFRAABFRUWJeD09PQAfZkdJEyMNDQ0NdOzYETY2NsX6YqyqDBkyBAcPHkT//v1x7do1AICRkRHmz5+PcePGgYjK3WdycjICAwPx/v179OvXD5mZmQgMDMS0adMk4nR0dDBgwABcvXoVCxcuxKpVq+Dj4wMzMzPY2tpi1apVaNeuHXJzcxEWFob27dtDQUEBqqqq6NatGxwdHSEnJwcVFRVkZGTA0dERc+bMwZEjRz55xxgeHo6jR4/i8uXLEIlEJcasXLkSLVu2LPdnZ/VTjSeu2bNn4+XLl4iKioKqqiqWLFki3rqmJOfPn4etrS327t0LT09PBAYGolWrVgAgPrAuMjJSok1ycjKAD38RpYlhrDZxdXXFjBkzMGzYMHHZjz/+KE48u3fvlqqftLQ0rFq1CjY2Nnj27BmePXuGM2fOQFNTE0SETZs2QV9fH4sWLcLt27eRmJiIiIgIpKSkYOXKlejYsSNMTEwwYcIEdOnSBQoKChg/fjxkZWXx66+/4uDBg8jNzYVQKMTly5fx/PlzFBQUICsrC4WFhdDT08Pq1asxatQouLu7Q0NDAx06dMCECRPw+++/Y8KECejUqRMaNmwIfX19WFtbl/pZLC0t0a5du0p/t6x+kK2Ji6xatQr+/v7iOyXgw2+Rw4YNw5YtW3D//n106tSpWDsvLy+MHDkSNjY2uHDhApycnCTqi/ZNCw0NlSiPiIgAAJiamkoVw1htM2vWLPz5558IDAyEg4MDhEIhtm7dir/++gtTp07F+/fvi90xFUlNTcVff/2FtWvXokePHrh16xZsbW0BfHi3+/LlS5ibmyMxMREJCQnYuHEjNm3ahJSUFMjLy8PZ2RnPnz+HpqYmdHR0cO3aNaSkpMDGxgaXL1+GnJwc5OTk0KtXLwgEAsyZMweTJk1CamoqtmzZgh07dmDEiBGIj49HRkYG3Nzc4OzsjDdv3sDf3x979uxBTk4O2rRpg8LCQujo6ODw4cPYtm0b/ve//+Ht27do1qwZdHV1oa2tDR0dHejq6iI3NxcTJkyAQCDA69evoaurC01NzRr8r8JqjWp7CPmR6dOnEwDy8/OTKG/bti0BKHHX5/fv35OsrCxZW1uXOvMvODiYAFD//v3FZbm5uaSnp0cODg5Sx5QHzypk1eWPP/6Q2PV97ty5NHPmzGJxkZGR1Lx5cxo3bpx4qnhSUhLdunWLpk+fTtra2jRmzBh68+ZNidfJzc2lmTNnitdqaWlpkYKCAikoKNDQoUOpXbt2JBQKKSgoiJ49e0Y3btwgGxsbat68OcnIyIjXYMrIyJS4DjMgIICaNWtG1tbWtGzZMurVqxfJyMhQw4YNqV27dqSoqEg6OjqkqKhIqqqqpKysTCKRiBQVFUlRUZE0NDRIVlaW1NXVydTUlExMTMjU1JSUlZXJzs6OOnbsSPr6+nT79u0q+uZZVasX0+Hv3btHAoGArK2t6dChQ3TixAny8PAgANSuXTvx9N/evXuTjo4OERH5+voSAGrfvj3Nnj272E9RsuvWrRsBoDlz5pCvry+5u7sTAPL29hZfX5oYaXHiYtXlhx9+IFdXV/ExIq9evSIDAwOJdUxPnjyhH374gfr16ydOOMrKyqShoUFWVlbUpUuXUv/BKCwspMOHD1ODBg2oQYMG9O+//5KPjw/JyMiQrKwsASAHBwcyNzcnACQjI0OqqqqkqKhIAEhZWVlcJhQKS5zgQfRhY9ylS5dS06ZNSU5OjoRCIcnLy5OVlRUpKytTs2bNSF1dnezt7ally5Y0YMAAOnLkiPgIl6I+oqKi6Pbt27R161b69ddf6ddff6XGjRuTlpZWuSZ+sJpXLxIX0YdV/iKRSLz7BQBydXWl8PBwcYyLiwsV3QQuWrRIIva/PxcvXiSiD4snnZ2dxeUikajYgXPSxEiLExerLgUFBfTNN9+Qm5sb/f777zRixAjS1dUlDw8PcnZ2JkNDQ7KysqL+/fvTr7/+SsePHycrKyvasmVLmX37+/tTu3btqGXLlsXukoYMGUKampoEgIyMjMjDw4O0tbVJVlaWBgwYQH/99Rfp6upSixYtaMCAAdSlSxeysbEhTU1N+v333yV2oDl16pT4bmvdunUUFRVFZ8+epT59+pCSkhLJyMiQoqIimZub08qVK2nXrl3lXre2atUqUlBQoCZNmlDPnj1pwoQJ9Ntvv9GePXvo2rVr4sTPPp/qTlwCogpMU6qg1NRUvHjxAhkZGbCxsYGZmZlEfVpaGmxtbcVrtcojPDwcYWFhcHZ2LnVmkjQxZbl9+zaADztiM1bVcnNz0apVK5iamkJJSQkhISF4/PgxHB0dcejQIVhZWUnEBwQEoFOnTuK1U//18uVLLFq0CHfu3MH8+fMxZswYCIUf5mTFxsZi5MiRePz4MTIzM5GRkYF79+6hVatWcHZ2xuTJk3Hx4kVcvHgRSUlJ0NbWRlJSEgoKCgAAcnJy4lm5ioqK4l3hly5digMHDiAyMhKvX7+Gqqoq3NzcMHPmTFhaWuLEiRNYuHAh3r59i4KCAlhaWqJDhw5o2bIlcnJyMGHChDJn7qakpCAiIgLh4eGIiIhAZGQk3r59i7CwMKxatQpt27ativ8crILCwsIAABYWFtVzgWpLiRUwePBgGj169OcexifxHReraTExMdSwYUNyc3Oj48ePF3t31bdvXxo1apREWWFhIc2cOZOUlJRo/fr1xfZADAoKogYNGlC3bt0oOTmZBg4cSAAoMzOTiIjk5ORo7969RPThESYA0tLSokWLFpGKigotX76cmjdvTnJycjRkyBDavn079e3bl2xsbEhBQYH69+9PFy9epLS0tFI/V3x8PH333Xfk7u5OJiYmpKCgQCKRiDQ0NOjbb7+lEydOVMndU3n2f2RVo948KpTGzZs3i20DU9tw4mKfQ1BQEA0dOpR69uxJpqampKCgQN988w3FxsbSu3fvSE9PT/zeNzs7m0aOHEktWrSQeG9UZNu2baShoUFbt24lIqK7d++SmZkZASBfX18iIhIIBNS/f3/S1tYmNTU1MjQ0pG+//ZYsLS1JTk6OunbtSr/99htpamqSnJwc/fTTT3T06FF69epVuTYV+FhkZCRZWVnR0aNHaffu3dSrVy9SU1OjHj16kK2tLR07dozCwsJK/TciJyeHAgIC6MCBAzR37lzq27cvWVtbk6qqKsXHx1doTKxi6tWjwvqAHxWy2iAiIgLr16/H3r178eOPP4KI8OrVK6xduxb9+/eHpaUldu3aJfHILTk5GTNmzMCZM2fQo0cPKCoq4n//+x8MDQ1hZmYGf39/NGvWDPfu3YOqqioKCgqwY8cODBs2DM2aNcPevXuxcOFCvH79Gi9evAAA9OzZE+Hh4UhPT4eDgwOeP3+O6Oho2NraonHjxhAKhdiwYQN0dXWl+lzbt2/HyZMncerUKQDA5MmTsWXLFhARBAIBlJSUMHjwYDRq1AjJycmIjY3FixcvkJqairCwMFhaWqJJkyZo0qQJ7Ozs0LRp02LbS7HqV92PCvkgScbqIDMzM6xfvx6PHj1CdHQ0tmzZAh8fHzRo0AD9+/eHl5eXRNI6e/YsGjZsiNOnTyM3NxcCgQBEBGNjY4SEhKBNmzZwcXHBo0ePEBAQAGNjYwgEAvEi6KysLMTGxuL58+cSC4V/+OEHAEDDhg3RvHlzBAcHIykpCf/88w969uyJmJgYNGrUCFOnThWvnfyUYcOG4erVqxg+fDgsLS2xbds2bNq0CYWFhYiIiMDYsWPx7t07vH//Hurq6rCzs0OvXr3g5eWF5ORkPHv2DN7e3li4cCEGDhwIW1tbTlr1UI0sQGaMVQ9TU1Noa2ujsLAQhYWFyMvLw969e3H27FkoKSkhLy8P9+7dQ2ZmJjQ0NDB27Fj07dsXBgYGGDNmDBYvXox3797h9u3bMDQ0hL6+Prp3746srCxkZWUhOTkZGhoaSEhIgJaWFsLDwyW2XurRowdGjhyJn376CfPmzYOMjAwWL14MR0dHODo6Yvjw4YiNjcW6devg6OgId3d3DBw4EB07doS6unqxz6OsrIxTp06hV69e0NLSQmRkpHh7NhMTE6xfv77GvltWe/GjwnLiR4WsJjx79gwNGjSAvLz8J+PGjx+P48eP4/vvv0dERATOnj0LKysrvHr1CtnZ2QAAkUgER0dHmJmZ4d27d4iOjsbbt2/x/v178SnJKioqUFFRQXJyMtLS0iArK4uCggJoa2ujRYsW8PPzg4mJCWJjY6GoqIjff/8d33//PaKionD79m3MmjULPXr0wK5duxATEyPeau1j79+/x/z58+Hr64t3795BRUUFBgYGMDIyQu/evaGpqYl9+/bB19cXFhYWCA8Ph5aWFqysrGBlZQVLS0tYWlqK9w3V1taulu+eVV51PyrkxFVOnLhYTRg3bhxkZWWxZcsWifL169fj8uXLSE5Oxp07d1BQUAA1NTUIhUKYm5sjMDAQOjo6MDU1xYwZMzBo0CAkJSXh+vXr4p+3b9/CyMgIqqqqWL58OZycnODh4YHGjRtj4MCBcHZ2xqRJk7Bjxw4IhUK0b98eL1++hJGREWxsbLBo0SI0a9YM2dnZ0NDQQF5eHrKzs6GmpoaUlBT0798fhw8fLvMzRkZG4tatW3j+/DkePnyIc+fOQUdHB5MmTUKXLl3QvHlzvHv3DqGhoeKfN2/e4ObNm4iOjkajRo2goqKCvn37Yvr06dX1n4JVwBc1Hb4u4FmFrCakpaVRo0aNaM+ePeKygoICsrCwoClTppCdnR117dqVfH19SUdHh8aNG0crV64kExMT8eGrqampNGDAAFJSUqJ+/frR+vXr6cGDB5Sfn08mJibiWYVEHw6xbN++PQ0cOFC83ZJQKKRt27aRQCAgoVBImpqadPz4cSIimjhxIsnLy4vbBwUFibeQkpOToyVLlkj9WV+8eEGampo0derUMhcj5+Tk0E8//UStWrUibW1tatWqFSkpKdG0adNKPRKF1bwvajp8XcCJi9WUwMBA0tPTo2fPntEPP/xAPXr0IG1tbVJSUqIlS5bQwYMHSU9Pjy5cuEDXr1+n169f0/Lly8nCwoJu3rxJNjY2NGLEiGJrqS5dukQKCgoUFxcnLsvKyiJVVVWSk5MjMzMzmjZtGgkEAlJTU6MhQ4aI9yi8c+cOERHNnz+fZGVlJfrdtGkTycnJUZcuXUhWVpZOnz5d5md88OABmZqa0u7du8uMffToETVt2pTs7Ozo3Llz4mnxycnJ5OHhQfb29vT48eMy+2HVjxNXLcOJi1VEdna2RKKQ1o4dO8je3p4cHR2pZcuW1LhxY7p+/TqNHDmSFBUVSV1dnRQVFcnQ0JC0tLTIwsKC1NXVSVlZmU6dOiXR15w5c6hhw4akra1N165dK3YtbW1tUlBQIHl5eVJWViYFBQVq27YtdevWjWRlZUlJSYlUVFRoxIgR1LdvX1JQUKDExERx+4KCAvGBk46OjuLt1YRCIa1fv54uX75Mv/76K7Vu3Zr09fVJJBKRSCSi33///ZPfQV5eHq1cuZL09PQk7hL/a9euXaSnpyexBRX7PDhx1TKcuFhF3LlzhwwMDOjGjRulxly8eLHEOwYXFxdycXERPwr79ttvqUmTJqSrq0uqqqoUGRkpjn358iVNmzaNTE1N6ejRo+Ly/fv3k5KSEikoKJCZmRk1btyYJk6cSEeOHKE7d+7QwoULSVZWlmRlZWnbtm2Un59PDRs2pDZt2pBAIKCRI0eSvr4+7dmzhzw8PEhZWZlUVFTIx8dHYqzGxsakqKhIWVlZ1LJlS9LQ0BCfkty8eXOaOXMmHThwgB4+fCjepaMkhYWF9OzZM1q7di2Zm5tTz549KSoqqszv+VN9sppT705AZuxL5OTkhH379mHgwIHYt29fiTEZGRno0qULXF1d8fbtWwDAkydPoKysjMDAQEycOBGtW7fG+fPnceXKFaioqODAgQMwNjYW99GwYUOsX78eR44cwdixY7Fv3z788ccfGDlyJL7++mtER0cjNDQU06ZNQ2ZmJvbt24d+/frh5s2bOHXqFFRUVKCpqQkZGRk0atQIM2fOhEAggKGhIWbMmIHExETs27cPsrKyyMnJwcGDB5GWlobw8HCsXLkS7969g5ycHIyNjVFQUAALCwukpKRg8ODBCA8Ph5eXF8LCwqCuri6xziw9PR1+fn7YuHEjBgwYAH19ffTt2xcBAQHw9PTE6dOnYWRkVOb3zKeTfxl4HRdjNcTV1RWXL19Gr169cOvWLYwePRoGBgbQ1dWFgoIC+vbtixYtWmDJkiVo0aIF+vfvjzFjxmD48OG4d+8eYmJiMGbMGIwaNQoLFy6EgoICevXqVeK1nJycMHnyZEyZMgXv379HixYtMG7cOCgoKEAoFGLcuHEYN26cRJtXr14hMzNTnDQfPnwIGRkZ6OjoQE1NDT///DMA4OLFi8jNzUWPHj1w+PBheHt7Q15eHrm5ubCzs0N6ejr69u2LlStXQkdHBy9fvkSbNm0QExOD77//Hvfv30fbtm2Rn58PTU1NxMTEIC8vD3l5eRCJRDA1NUWbNm2gr68Pd3d3NG7cGHl5eZCTk6ve/0CszuDp8OXE0+FZZcXExKBTp05QVVVFbGwsEhISoKCgAFVVVSxcuBDffvstCgoK8Mcff2DlypVwcHBAamoqbGxsxFshDRw4EP3798fw4cNLvEZ2djbatWuHwMBAbNmyBQUFBThx4gT8/f3h4uKCTp06wcPDA/r6+uI2YWFhaNCgAa5fvw4zMzOYmprCyMgIzZo1g56eHnbt2gUA+Oqrr+Dk5IQWLVrg6tWrmD17NtatW4ddu3bh4cOHSEpKwrx583D79m3MmTMHXl5e0NfXh5OTEzZt2gQAKCgowKVLl2BlZQVDQ0OoqKiIv5vXr1/j3r17ePDgATIzM/HixQtERkbCzMwMioqKMDExgYyMDDIyMlBQUIDY2FgIBAIsW7YMvXv3Fie4V69eYdq0afjnn3/EJ6GzmsHT4WsZfsfFKiM2NpZevHhRrPzdu3d07NgxGjRoEGlqatJ3331H//77L+Xl5dHFixfF074tLCzo7du3pKWlVeokhLCwMNLR0SEdHZ1iO8knJyfTwYMHqWXLlqSurk5z5swRv4tIT08nABQTE0OBgYGkpqZG4eHhdO3aNfr666/FfXz//ff0zz//0MWLF8nV1ZWIiB4/fkwWFhZkYGBA169fJyUlJXr9+jUREf39998kLy9Ps2bNqvD3lpOTQ8+ePaP169fT3r176fjx43Tx4kW6cuUK3b59m7Zs2UIdO3YkAwMDmjVrFq1YsYJ0dXXp77//rvA1WcVV9zsuflTIWA26desWZsyYgYyMDGhqasLMzAx5eXmIiYkRn0+noqKCyMhIjB07Frm5uejVqxd69uwJNzc3KCgooFmzZlBRURHfRWzfvh0rVqyAoqIiEhMTkZCQgJYtW+LmzZvFdt5QV1fH0KFDMXToUISGhmLGjBlo1qwZ9u3bh06dOkEgECAvLw8BAQEoKCjAnDlzkJycjAcPHoj7kJGRQUFBAYyNjREVFQUACA4Ohq2tLaZNm4YBAwagUaNGOHfuHBo0aIDx48dj48aN4qcVFSEvLw87OzvY2dmVWO/s7IyJEyciODgYW7ZswZ9//gk/P79S41ndxo8Ky4kfFbKqEBoaimvXrsHExASFhYUICwsTHxKZkpKCNWvWQFFREUOHDsWWLVsQHR0NfX19/PXXX+jfvz8yMjKwePFiNG7cGIMGDYJIJIKsrCzU1NTwzTff4Pfff5d6LHfv3oWHhwcaNWqECxcuwNTUFPHx8UhPTwcANG3aFHJycrh//z4AYMKECWjRogWGDh0KfX19ZGdnY9myZfDx8cH9+/dx/fp19O3bFyYmJnjy5AkAYMmSJfjjjz/w7t27Kv4mWW3EjwprGX5UyGpCfn4+rV69mrS1tWn48OHk4eFBsrKyBICWLFlCT548ITU1NRIIBGRkZEQPHz6s8LUKCwvp4MGDpKSkRACoffv2lJqaSjY2NgSAJk2aJBE/bNgwWrlyJUVFRZG2tjYRfXg0ZGBgII65du0aCQQCunTpEhERPXz4kIRCIYWEhFR4nKzu4OnwjH2BZGRkMHPmTJw9exbJyckgIpiZmUFGRgZLlixBs2bN0LVrVygrK0NGRgY///yz+I5IWjk5OVi7di2aNm2KNWvWYPr06TA1NUX//v2hqqoKS0tLaGpqwtvbGz169MC9e/dQWFiIjIwMJCQkIDQ0FPT/H9hYWFhARkYGoaGhAID27dujXbt2GD58OLKzs6GlpQUFBQXs37+/yr8r9uXhxMVYLda6dWucOnUK+/fvh7m5OY4cOYJVq1ZBKBTixo0bMDQ0RFBQEPr27QtXV1e4urrizZs3n+wzPj4ev/76KywsLLBlyxZs2LAB9+/fh4uLC+Tk5BAeHo6JEyfi5s2baNCgAQoLC5GWlgY3NzcsXboUdnZ20NbWhqOjIzIzM1FQUAAAaNy4MY4cOSK+zvz585Geno4OHTrg7du30NTUxJ49e8TJjrGK4sTFWB0QGxuLx48fo0ePHvj5558RFBSE9PR0xMbGgogwefJkxMbGwtXVFc7Ozujfvz+SkpIk+ggICMD48ePRqFEjvH79GhcvXkRISAi6dOkC4MNu7dHR0fjrr7+gr6+PN2/e4M6dO/Dw8EDHjh0xYcIE+Pv74+XLl7h//z4UFRWhqqqKly9fAgBSU1MlkpKDgwMKCgrw8OFD9O3bFwkJCYiJiUGXLl3QtGlTXL16tea+QFav8KxCxuqAQ4cOoU+fPhCJRAA+PJpLS0vD8OHD0a9fP5w6dQqKioqYN28ePD09MWTIEDRq1AhTpkyBjY0Ntm3bhpCQEPzwww8IDg4u8bwsJycnyMjIYOvWrfDw8BCXz5gxA87OzmjatCn8/PwwYMAADBo0CMnJycjMzISamhqAD4nx+PHj4naZmZkwNDREixYt4ODggG3btsHBwQGRkZHo3bs3PD09oaenh3HjxqFbt24wMTEB8GGN1+vXr3Hr1i1cu3YN9vb2sLGxQa9evaCgoFCdXzOrI2p0VuGBAwdw7do1pKSkoHv37nB3d5dYAPkpf/zxB96/f4/FixcXq3v9+jWOHj2KgIAAODk5YfDgwTA1NS13jDR4ViH7HFasWAEXFxe0a9dOojw3NxcODg6wtLTEsWPHJLY8CgkJwfjx4xEaGooVK1ZgwIABkJUt/XfV7OxsKCkpISwsTDw1v8jAgQNx9+5dREVFwdzcHKdPn8b27dsRGBiIK1euAACaN2+Of/75B46OjgCAx48f47vvvsPSpUuxZMkShISE4OHDh2jatCnOnTsHZ2dnTJ8+HeHh4Xjw4AGEQiEUFBSQmJgIAwMDNG3aVPwZ37x5g7dv36J169bo0KEDOnbsCGdnZ3EiZ7VLvZlVOGvWLPFu0fr6+gSAhEIhXb58ucy2sbGxpKWlRe3bty9WFxAQIN7E08jIiACQhYWFxOJMaWKkxbMKWW2Tk5NDHh4eZG1tXalNZu/cuUMyMjIUHBxcrO7s2bMkJydHjRo1IgCkoqJCNjY2EjMOBw4cSN7e3uI/X79+ndq1a0e5ubmkoaFBampqFBsbS0uWLCETExMKCgqSuMazZ8/Iy8uLUlJSShxfamoq+fr60pw5c6hVq1akoKBA48aNo+Tk5Ap/ZlY96sWswvfv32PNmjVo3749EhMTERMTg71796KwsBBr1qwptd3ly5cxbtw4ODg4lLj+o6CgAGPGjIGCggIeP36MqKgo+Pj4ICwsDFOmTJE6hrG6TF5eHnv37oWOjo54S6WKCAsLg1AoxMWLF4vV9ejRA5s2bcLr168BfNgUNzw8HLm5ueIYGxsbBAcHi/8cHByM9PR0yMnJYdCgQRAKhbh58yYWL16MRo0aFTvd2c7ODkOGDBE/evwvVVVVuLm5YcWKFbh37x5CQ0PRsGFD5OXlVfgzszqq2lLiR86cOUMA6MiRIxLlhoaG1KRJk1LbLVmyhIyNjcnY2Fi8vuRjAQEBBICmT58uUe7o6EiKioqUkZEhVUx58B0Xq62Cg4NJR0enwudRpaSkkJycHM2ZM6fUGEtLS/ETC6FQSC4uLuK6BQsWUMuWLcV/Xrt2LfXr14+IPpzVpaKiQubm5kT04W6sWbNmFRonq/3qxR2Xvb09Tpw4ga5du4rLAgICkJCQAFdX11LbLV68GJGRkYiMjCzxZXJQUBAAiGdFFbG1tUVWVhZCQkKkimGsPrC2tsb3338v3sW9vNTU1KCgoICTJ0+WGtOoUSO0atUKmZmZ0NPTw82bNxETEwMAmDx5Mt68eYO4uDgAH56YFL0rEwqFWLhwIWJjYxEdHY2vv/4aiYmJ4hmJjJVHjSQuc3Nz9O3bF2pqali5ciVat24NJycnGBgY4Mcff6xwv0VJ6b/n9DRo0ADAh/Uq0sRIIzk5GX5+fggODkZWVlaFx8xYdVqwYAFOnDiB5cuXV6i9rKwsVFVVS60PCgrCvn370LZtW3z99dcQCoXiR+76+voYNGgQtm/fDgDQ0tJCSkqKuK2TkxP09PQwZ84cCIVCfP3111iwYEGFxsm+bDW+jksgECAtLQ25ubmIiYmBt7d3hfsq2uDzv4fH6enpAfiwM4A0MdLQ0NBAx44dYWNjw4fVsVpLTU0Nr1+/xuHDh+Hs7IytW7fCz89PfBf0KUlJScjJyUHjxo1LjXFxcYGVlRWWLVuG+/fvQ05ODs+ePcPu3bsBAFOnTsW6deuQnp4OHR0dyMjIiNsWzTC7du0abty4gblz5+Lu3bvYunVr5T40++LUeOKaPXs2Xr58iaioKKiqqmLJkiVIS0urUF9Fjw8jIyMlypOTkwEAOjo6UsUwVp8YGhri6tWrcHR0xIMHD7B48WI0bdoUmpqaaNOmDb777jusXLkSx48fx4sXL8STG/bs2YNWrVp98onCP//8Azk5OTRp0gTq6uowMjLCL7/8glmzZuH169ewt7eHnZ0dFixYgLi4OIm7NxMTE8THx2P27Nn45ptv0KRJE/j5+eG3337DypUrq/17YfVHjSSuVatWoV+/fhJ3N0ZGRhg2bBjy8vLKvcdakaJjHYr2RysSEREBADA1NZUqhrH6RkNDA3/99Re2bduGa9euIT4+HiEhIVi/fj3at2+P9+/fY/fu3ejXrx/U1dXRsGFDzJ07F25ubuJf6srSpk0bhIWFISQkBAsXLsSwYcOQm5uL06dP4/jx4+Ld5YvIyspCVlYWXbt2RaNGjbBu3TpYWVnhyJEjWLp0qXjrKMbKVG3TPj4yffp0AkB+fn4S5W3btiUAxdZzlKSkdVzBwcEEgPr37y8uy83NJT09PXJwcJA6pjx4ViGrb3Jzc+n06dOkpaVFycnJdOXKFanbqqiokLy8PCUkJJCLi4v479nFixdJQ0ODvv32W3FsVlYWiUQiysvLEx92+ezZMyIisrOzowcPHlTtB2OfTb2YVThs2DAIBAJ4enri8OHD8PHxwfDhw3Hr1i20a9cO1tbWAIA+ffpAV1dX6n6tra3RrVs3HD9+HHPnzsXZs2fRr18/xMfHY/78+VLHMPYlK3pPNXToUKirq6NTp05StXv//j0KCgowevRorFy5Ejt27ICfnx/evHmDLl26wNjYGNevXxfHBwUFwdLSErKysjA3N8fixYsxZswYFBQUoH379p+czciYhGpLif+xefNmEolEBED84+rqSuHh4eIYFxcXKm1I2tra1KFDh2LlycnJ5OzsLO5TJBLRokWLyh0jLb7jYvVRu3bt6OzZs+VqM2/ePGrVqhXFxcWRrq4uhYeH0/Lly2nQoEFE9GG3nKLzuoiINmzYQF999ZX4zwUFBdS+fXvauHEj/f3336SsrEzLli2jrKysqvlQ7LOp7juuGt2rMDU1FS9evEBGRgZsbGyK7YeWlpYGW1tb8bqQ8ggPD0dYWNgn9y+TJqYsvFchq2/evXsHKysrxMbGSv33ws/PD/3798fTp09hbGyMhQsXIioqClu2bIGhoSFWr14NgUCAiRMninfXcHd3R6tWrbB06VJxP6GhoXBycsLFixehqamJmTNnQigUVmq2Mfv8qnuvwhpNXGX55ptvoKqqip07d37uoZSKExerb/bu3Yvjx4/j2LFjUreZPHkykpKScPDgQQAffuls2LAhLl68iOjoaHh4eGD16tXw9PTE+/fvoaqqimfPnqFhw4bFNvodN24cLl68iIcPH0JTU7NKPxv7PKo7cdWq87imTZuGbdu2fe5hMPZFOXXqFHr37l2uNo8ePcKYMWPEf1ZVVcXQoUPx7bffomvXrli+fDkWLFgAHR0d8bpHe3v7Enen37ZtGwYPHgw3N7diMxEZK0mtuuOqC/iOi9UneXl50NfXx/Pnz2FgYFBmfHZ2Nl69eoWvv/4a8fHxUFJSEtclJibC2toa0dHRUFZWhr29PV6/fi3VJrhEhPHjx+PNmzc4c+YMn7tVx31Rd1yMsZrl7e0NZWVlqZIWAHTv3h2urq5o0KCBRNICPizmd3Jywvnz5wF8+EdL2n+4BAIB/vrrL4hEInTs2LE8H4F9gThxMfYFs7S0FC/SL0tubi6eP3+OgIAAPHr0qMSYNm3a4JdffgEA3L17t9QjSkoiIyODjRs3FtssgLH/4sTF2BdMR0dHYiPcTzl37hzs7e1hbGxcaszPP/+M5ORkHDp0CBkZGeK9QqVlZWWFrKwsvH//vlzt2JeFExdjXzBtbW0kJiZKFevl5YWhQ4d+MkZVVRUbN27EhAkTICsrC2VlZdy9e1fq8QgEAjRu3BgvXryQug378nDiYuwLpqmpidTU1DL3Cfz3339x4sQJDBw4sMw++/XrB3Nzc/EZeFOnTi3XmOzt7fHs2bNytWFfFk5cjH3BZGRkoKamVubGuqdOncIPP/wg9ZZsa9aswfPnz9GoUSMEBQXh+fPnUo/Jzs6OExf7pOKLKhhjXxRtbW0kJSVBW1u71JhVq1aVq09XV1fo6upi1KhR6Ny5MxYsWCD1Amd7e3vxzETGSsJ3XIx94YoSV1WbN28eli5diokTJ+LBgwe4deuWVO0aNGiAf//9F7zElJWGExdjX7jyTNAoDzc3NyQlJWH37t1YsmQJfvvtN6naWVtbw8DAAC9fvqzyMbH6gRMXY1+49PT0UtdlVdYff/yB/fv3Y9SoUVi9erXU7Tp16iRxJApjH+PExdgXLi8vD40aNaqWvgcMGIDY2FjcuXMHdnZ2UrdbtGgR3N3dq2VMrO7jxMXYFy44OBjt2rWrlr5lZGQwdepUrF27tlztzM3NYWpqWi1jYnUfJy7GvmCxsbEoKCiAkZFRtV1j9OjROHPmDF69elVt12BfFk5cjH3BAgIC0KxZs2q9hrKyMgYMGAA/P79qvQ77cnDiYuwLFhgYWO2JCwB69eqFs2fPVvt12JeBExdjX7DAwEA4ODhU+3W6d+8OPz8/5OTkVPu1WP3HiYuxL1hNJS4tLS2oqqri77//rvZrsfqPExdjX6jc3FwEBweXa5p6ZRw6dAhr1qxBRkZGjVyP1V+cuBj7Qr148QIWFhYQiUQ1cr2vvvoKHTp0wMqVK2vkeqz+qtFNdg8cOIBr164hJSUF3bt3h7u7O/T19T/Z5vXr1zh69CgCAgLg5OSEwYMHF1vfUVUxjH1JampixsdWrVqF5s2bY/To0bC0tKzRa7N6hGrIrFmzCACJRCLS19cnACQUCuny5cultgkICCA5OTkSCARkZGREAMjCwoKio6OrPEZa/v7+5O/vX+52jNU2M2fOpBUrVtT4dZctW0aenp41fl1Wc0JDQyk0NLTa+q+RxPXu3TsSCATUvn17Sk9Pp8LCQtq7dy8BIDc3txLb5OfnU+vWrUlFRYUCAgKIiMjHx4cA0KBBg6o0pjw4cbH6olu3bnTmzJkav25ubi5FRETU+HVZzakXievMmTMEgI4cOSJRbmhoSE2aNCmxTUBAAAGg6dOnS5Q7OjqSoqIiZWRkVFlMeXDiYvWFrq4uRUZGfu5hsHqouhNXjUzOsLe3x4kTJ9C1a1dxWUBAABISEuDq6lpim6CgIAAQH/9dxNbWFllZWQgJCamyGMa+JElJSRg5ciRyc3NhbGz8uYfDWLnVSOIyNzdH3759oaamhpUrV6J169ZwcnKCgYEBfvzxxxLbFCWc/+6h1qBBAwBAfHx8lcVIIzk5GX5+fggODkZWVpZUbRirbTZs2ICmTZtCW1sbUVFRn3s4jFVIjU+HFwgESEtLQ25uLmJiYuDt7V1iXNFfKkVFRYlyPT09AEBOTk6VxUhDQ0MDHTt2hI2NTbG+GKsLIiIiMG/ePHh7e2P9+vVQVlb+3ENirEJqPHHNnj0bL1++RFRUFFRVVbFkyRKkpaUVi9PS0gIAREZGSpQnJycDAHR0dKoshrEvwZo1a/Djjz/CxcXlcw+FsUqpkcS1atUq9OvXT+LuxsjICMOGDUNeXh7u379frI2hoSEAIDQ0VKI8IiICAGBqalplMYzVd4GBgfjzzz/h6en5uYfCWKXVSOKKi4uDj48Pbt++LVH++PFjACUnj6KJHL6+vuKyvLw8+Pj4wMHBAYaGhlUWw1h9FhUVhT59+qBt27bYs2fP5x4OY5VXbfMVP3Lv3j0SCARkbW1Nhw4dohMnTpCHhwcBoHbt2lFhYSEREfXu3Zt0dHTE7bp160YAaM6cOeTr60vu7u4EgLy9vas8Rlo8HZ7VJcnJyeTg4EDr1q2jyMhI0tbW5jVUrNrVi3VcRESbN28mkUhEAMQ/rq6uFB4eLo5xcXGhj3NpcnIyOTs7i+NFIhEtWrRIot+qipEWJy5WV2RlZZGLiwvNmjVLXDZv3jwaPXr0ZxwV+xJUd+ISEBHV1N1damoqXrx4gYyMDNjY2MDMzEyiPi0tDba2toiJiZEoDw8PR1hYGJydnUvdELSqYspS9LizTZs2FWrPWE1p164dVFVV4evrC4FAAABISUmBubk5jh49WuoaSsYqKywsDABgYWFRLf3X6Ca7ampqcHZ2LrXe09MT7u7uxcrNzc1hbm7+yb6rKoax+iItLQ3r168XJy0AUFdXh5OTk/gfFsbqohpNXGWZNm3aJxMbY0w6RIQ3b96gcePGxepsbGz4JGJWp9WqxNW2bdvPPQTG6oWIiAhoampCRUWlWJ2GhoZ4HSNjdREfJMlYPfTy5Us0atSoxDpOXKyu48TFWD3EiYvVZ5y4GKuHjhw5Umqdurq61JtLM1YbceJirB7S0tJCp06dSqwrLCwscZs1xuoKTlyM1UMJCQkwMDAosW7QoEHIzMxEXFxcDY+KsarBiYuxeig+Pl58dM9/ycnJoXPnzjh//nwNj4qxqsGJi7F6KC4uDvr6+qXWu7u7Y//+/TU4IsaqDicuxuqZ1NRU5OTklLiGq4ienh4uXbqEGtzxjbEqw4mLsXomJibmk3dbAPD27VsoKSnhzZs3NTQqxqoOJy7G6pnQ0FDY2dl9Mub27dto2LAh7ty5U0OjYqzqcOJirJ4JCwsrc1fu27dvo2PHjrh7927NDIqxKsSJi7F6pqzEFRcXh7CwMPTu3ZvvuFidxImLsXomNDQUlpaWpdYX3W21bt0aT5484Z3iWZ3DiYuxeubUqVNIS0srtf7GjRvo0KEDlJSUYGNjg8DAwBocHWOVx4mLsXokKysLubm5uHz5cqkxN27cQPv27QEAzs7O/LiQ1TmcuBirR+7fvw99ff1SZxW+f/8eT548QevWrQF8SFw8QYPVNZy4GKtHbt68CRMTE8jJyZVY7+/vDxMTEygoKAAAWrRogbNnz9bkEBmrNE5cjNUj/v7+MDQ0hIyMTIn19+7dw8CBA8V/NjU1RV5eXk0Nj7EqIVuTF7ty5Qp8fX3x7NkzGBkZoWfPnhgwYMAn2xw5cgTnz59HSkoKOnfujH79+hXb9fr169c4evQoAgIC4OTkhMGDB8PU1LTcMYzVZUQEf39/9O/fv9TEdfPmTUyZMkX8Z3l5eRQWFtbUEBmrGlRD9u3bR0KhkIRCIZmamhIAAkCLFi0qtc3s2bPFcerq6gSAbG1tKS0tTRwTEBBAcnJyJBAIyMjIiACQhYUFRUdHlytGWv7+/uTv71/udoxVt0ePHpGKigpNmzaN1q9fX6w+Pz+f1NXVKSEhQVyWlZVFIpGoBkfJvgShoaEUGhpabf3X2KPCWbNmQV9fHyEhIYiIiMDDhw+hqamJlStXlngaa1BQENasWYOmTZvi8ePHSEhIwNatW/H69Wv89NNPAICCggKMGTMGCgoKePz4MaKiouDj44OwsDDxb5XSxDBWH2RkZMDe3h4pKSklrs06f/48RCIRdHR0xGXy8vLIzc2tyWEyVmk1krgiIiIQExMDT09P8Yr+Fi1aYNCgQcjNzcWjR4+Ktbl69SoKCgowbtw4NGvWDHJychg7dixMTEzEU32fPXuGe/fuYezYsXBwcAAA9OnTB46Ojjhz5gwyMzOlimGsPnj37h10dXXx9u1bvH//vli9t7c3hg0bJlEmFAohFAqRn59fU8NkrNJqJHGlpaVh9OjR6Nmzp0R5TEwMAEBNTa1Ym9jYWABAs2bNxGUCgQAtW7ZEaGgosrKyEBQUBADo0qWLRFtbW1tkZWUhJCREqhjG6oOkpCRoa2tDSUkJbdq0kaiLjIzEmTNnsGjRomLt+K6L1TU1krjs7e2xc+dOib9M3t7e8PX1hZWVFRwdHYu1sba2BvDhzqtIVlYWHj16hMLCQrx+/VqclIyMjCTaNmjQAMCHU2CliZFGTk4OIiMjkZyczL+dslopISEBmpqaSEhIgK6urkTd2rVrMXr0aGhoaBRrx4mL1TU1OqsQ+JAoZs2ahT179sDc3Bze3t7iNSUf69OnDwwNDbFy5UqEhISgSZMmOHDgACIiIgAA6urqiIqKAgAoKipKtC06sjwnJ0eqGGkUFhYiOzsb+fn5fPgeq5WuXr0KDQ2NEhPXX3/9Jf4lriTZ2dnVPTzGqkyNruM6f/48bG1tsXfvXnh6eiIwMBCtWrUqMVZVVRVnzpyBjY0N9uzZg59//hk5OTno27cvlJWVYW5uDi0tLQAfHoN8LDk5GQCgo6MjVYw0FBUVYWNjAx0dnVIXdzL2Ob1//x4TJkwoMXEVFhYWW0ZShIh4o11Wp9RY4vLy8kLv3r1hZGSE27dvY8eOHSW+2/pYixYtEBgYiKSkJMTHx+P58+fIzMxE48aNIRAIYGhoCODDbtgfK7orMzU1lSqGsbquaCJS8+bNkZWVVeyRoFAoLHW9lpKSEuTl5WtglIxVjRpJXMnJyRgxYgTMzMxw//59ODk5ldnGx8cH6urqWLduHbS0tKCrq4uwsDBcvXoVLVu2BAB07doVAODr6ytul5eXBx8fHzg4OMDQ0FCqGMbqulu3bqF58+ZIS0uDtrY2BAKBRL2MjAwKCgo+0+gYq1o18o7L398f+fn5MDY2xtKlS4vVjxkzBjY2NujTpw/8/f2RkJCAZs2aISsrC8uWLYOLiwuEQiEmTZoEDQ0N/PLLLwA+TODo1q0bjh8/jrlz56J9+/bYvHkz4uPjsWnTJqljGKvrinZ8L+kxIfDpxEVExRIdY7VatS1t/siiRYvEO2CU9HPx4kUiInJxcaGPh7R161ZSVFQUx5mbm9OpU6ck+k5OTiZnZ2dxjEgkKrYbhzQx0uKdM1ht1KlTJzp37hxduHCBXF1di9Wrq6tTcnJyiW0NDAwoJiamuofIviDVvXOGgKj2TJFLS0uDra2teH0X8GFR5dOnT6GqqooWLVqU2jY8PBxhYWFwdnaGSCSqcExZbt++DQDF1skw9rlkZGRAS0sLiYmJWLVqFU6dOoWAgACJGFVVVYSGhpY4GcnQ0BCPHj0qdfIGY+UVFhYGAOINJ6pajU+H/xRPT0+4u7tLlGlpaYkPvfsUc3NzmJubVzqGsbrm2LFjaNOmDVRVVRESElJsK7P379+joKCgzMlQjNUVtSpxTZs2Dc7Ozp97GIzVKdu2bcPMmTNRUFCAixcvYs2aNRL1Re+/Sps5SPyOi9UxtSpxtW3b9nMPgbE65eXLlwgJCYG7uztu3rwJCwsLGBsbS8Rcu3YNHTp0+EwjZKzq8UGSjNVh27Ztw+jRo5GcnIzJkyfD1ta2WIyfnx8nLlavcOJirI7Kzc3F/v37YWNjgxYtWsDNzQ3//POPRExeXh6ePHlS6g41AJCamsr7b7I6pVY9KmSMSc/Lyws6OjqYOnUqTp48WeJdVUpKCtTU1D65M0ZBQYHUW58xVhtw4mKsjlqxYgVMTU3Ro0ePUh8FpqWlfXI2YWZmJmRkZErc6Jqx2oofFTJWR2lqakIkEpX4XqtIamoqVFVVS61PSUmBurp6dQyPsWrDd1yM1VGJiYkoKCgQny1XktTU1E/ecSUnJ5d4RhdjtRknLsbqqISEBKSnp8PGxqbUmLS0tE/ecUVFRUEo5AcvrG7hxMVYHZSXl4eMjAxkZ2fDxMSk1Liy7rhycnJ413hW53DiYqwOSkxMhJqaGvT19T95xxQbGwsZGZlS6w0NDaGsrFwdQ2Ss2vAzAsbqoISEBIhEohKPMPnYkydPkJeXV2q9kpISMjMzq3p4jFUrTlyM1UEJCQkAACMjo0/GRUdHY8SIEaXWc+JidREnLsbqoISEBOTn5+Pbb78tNYaIcP/+/U/umsGJi9VFnLgYq4Nu3bqFpKQkODk5lRoTGhoKRUVFGBoalhrDiYvVRZy4GKuDBAIBhEIh9PX1S405ffo0GjVq9Ml+FBUVkZ2djVp0nixjZeLExVgdlJKSAj09vU/G3L17F1ZWVp+MEQgEUFBQQFZWVlUOj7FqxYmLsTro3bt3UFFR+WRMUFAQPDw8yuxLIBAgJSWlqobGWLXjxMVYHZScnPzJhcVZWVl49uwZWrZsWWZfBgYG/J6L1SmcuBirg5KTkz95x3Xv3j00adIESkpKZfalpqaG1NTUqhweY9WKExdjdVBSUtIn75Ju3bqFtm3bStWXuro6Jy5Wp9Tolk9XrlyBr68vnj17BiMjI/Ts2RMDBgz4ZBsfHx/4+PggJiYGlpaWGDduHJo3by4R8/r1axw9ehQBAQFwcnLC4MGDYWpqWu4YxuqKlJSUT+5R6O/vj+HDh0vVF99xsTqHasi+fftIKBSSUCgkU1NTAkAAaNGiRaW2+fXXXwkACQQC0tHRIQAkFArpwoUL4piAgACSk5MjgUBARkZGBIAsLCwoOjq6XDHS8vf3J39//3K3Y6yq5Ofnk7y8PE2dOrXUGBUVFXr79q1U/Xl4eNDevXuraHSMEYWGhlJoaGi19V9jjwpnzZoFfX19hISEICIiAg8fPoSmpiZWrlyJ+Pj4YvE5OTlYtmwZzM3NERISgvj4eBw5cgSFhYVYunQpgA9Hjo8ZMwYKCgp4/PgxoqKi4OPjg7CwMEyZMkXqGMbqktevX0MkEiE4OLjE+tjYWMjJyX3yjuxjfMfF6poaSVwRERGIiYmBp6cnLCwsAAAtWrTAoEGDkJubi0ePHpXYJicnB507d4alpSUEAgEGDhwIPT09xMbGAgCePXuGe/fuYezYsXBwcAAA9OnTB46Ojjhz5gwyMzOlimGsLgkMDISFhUWpj7qfP38u/v+6NDhxsbqmRhJXWloaRo8ejZ49e0qUx8TEAECJ03ptbGxgZWWFkydP4tWrV8jPz8f//vc/xMfHo3v37gA+rFMBgC5duki0tbW1RVZWFkJCQqSKYawuefLkCSwtLZGdnV1i/YsXL2BnZyd1f6qqqkhLS6uq4TFW7Wpkcoa9vT127twpUebt7Q1fX19YWVnB0dGxWBuBQICNGzeiT58+aNSoERQVFZGVlQUTExP8/PPPAP4vcf13h+yio8zj4+OlipFGamoqnjx5goiIiDJ35GasOgUGBqJhw4YICwsrsf7Fixdo3Lix1P2pqamJn2IwVhfU+HT4+Ph4jBo1CkOHDoWpqSm8vb2hoKBQLC4vLw87duwAEUFbWxtfffUV5OXlERkZCS8vLwAfjh0HPuy39rGirXBycnKkipGGqqoqnJycYGZmBnl5+XJ8YsaqVmBgIDIyMhAQEFBi/fPnz8uVuBITE3Hz5s2qGh5j1a5GE9f58+dha2uLvXv3wtPTE4GBgaUeueDn5wcfHx/06dMHMTExuHz5MuLi4qCnp4e1a9eioKAAWlpaAIDIyEiJtsnJyQAAHR0dqWKkIRAIICcnBxkZGQgEAmk/MmNVKiUlBUlJSdi5cydOnDhRrJ6IcOfOHdja2krdZ8eOHcvcPoqx2qTGEpeXlxd69+4NIyMj3L59Gzt27PjkljV+fn4AAE9PT8jJyQEANDQ0MGzYMMTHx+PWrVvi4xpCQ0Ml2kZERAAATE1NpYphrK4IDAxE06ZNoaysXOLO8A8ePICJiQnMzMyk7tPS0hLh4eFVOUzGqlWNJK7k5GSMGDECZmZmuH///ifPECqira0N4MNjj4+9evUKAKCrq4uuXbsCAHx9fcX1eXl58PHxgYODAwwNDaWKYayuOHbsGAoLC2FtbV3idPgzZ86gT58+5erTxMQEcXFxyM3NraphMlatamRyhr+/P/Lz82FsbCxeg/WxMWPGwMbGBn369IG/vz8SEhLg5uaG+fPnY/Xq1UhJSUH79u1x5coVnD9/Hq1atYKtrS2EQiG6deuG48ePY+7cuWjfvj02b96M+Ph4bNq0CQBgbW1dZgxjdYWioiJ69+6NZ8+eISgoCM7OzhL1Z86cwe+//16uPmVlZWFkZIS3b9/C2tq6KofLWPWotqXNH1m0aJF4p4ySfi5evEhERC4uLvTxkI4dOybe6aLop1WrVvT69WtxTHJyMjk7O4vrRSJRsd04pImRFu+cwT4nDw8P2rNnD40ePZqGDx8uURcVFUXq6uqUm5tb7n47depEly5dqqphsi9cde+cUSN3XL/88gt++eWXMuPOnDkj8VK5f//+cHNzw7Nnz5CQkABzc3M0bNgQQuH/PeFUV1fH7du3ER4ejrCwMDg7O0MkEkn0K00MY3XB27dvxe+vzM3NJepOnz4NPT098Tvh8rC0tCz2Hpix2qpGN9kti6enJ9zd3SXKRCKRVGcKmZubF/uLXJEYxmqziIgImJmZITg4GMOGDZOos7W1rfAaQwsLi1LXhTFW29SqxDVt2rRiz+wZYx8UFBQgJiYGxsbGuHv3Lpo0aSJRr6KigvT09Ar1bWFhgfPnz1fFMBmrdrUqcUl7fhBjX6LY2Fhoa2uDiFBQUCBeRF9ERUUFGRkZFepbSUkJ165dq4phMlbt+CBJxuqI0NBQGBoaIiEhAbq6usUWwisrK1f4jktDQwNWVlZVMUzGqh0nLsbqiEuXLkEgECApKUm8zvFjKioqeP/+fYX6TklJKbFPxmojTlyM1RH37t3Dzz//jICAAKSkpBSrFwgEKCgoqFDfKSkpUFdXr+wQGasRnLgYqwPS09Nx8+ZNdO/eHdnZ2ejWrVuxmKysLGhqalaof05crC7hxMVYHXD27Fm0bdsWampqePPmDSwtLYvFZGRkQElJqUL9c+JidQknLsbqAB8fH/Tt2xcA8ObNmxInUmRmZnLiYl8ETlyM1QHHjh2Dq6srgE8nLmVl5Qr1z4mL1SWcuBirA9TV1cVnZj19+rTEY0v4jot9KThxMVYHyMrKIj8/H8nJyVBQUICBgUGxGE5c7EvBiYuxOqAocQUHB5d69MibN2/EJ3uXFycuVpdw4mKsDihKXE+fPoWxsXGJMTIyMhVOPpy4WF3CiYuxOkBOTg55eXnYvn07NDQ0SoyRl5ev8O7wnLhYXcKJi7E6QFZWFkePHkV6ejp27txZYkxOTg4UFBQq1D8nLlaX1Krd4RljJUtMTMSvv/6Ks2fPQl5evsSYiiau3NxcFBQUQFFRsbLDZKxG8B0Xq/Xevn0LT0/PCm8gWx8IBAI0adIEnTp1KjXm0aNHCAkJKXff6enpxXaaZ6w248TFaj1DQ0NoaGigVatWePjw4ecezmeRkpKCIUOGfDJGT08PrVq1KnffGhoaKCgoQGFhYUWHx1iN4sTFaj1ZWVmsXbsW69evh7u7OzZu3Pi5h1SjXr16hczMTPGWT6VJS0uDrq5uufsXCoVQVlZGWlpaRYfIWI3ixMXqjD59+uDGjRv4559/MGLECGRmZn7uIVW7tLQ0nD9/HgDKXFycnJxc4d3h1dXVSzwqhbHaiBMXq1MaNGgAf39/5OTkwMLCAuHh4Z97SFWqsLAQW7duxc8//wxnZ2cYGxtj7969EAqFZSbq9+/fc+JiX4QaTVxXrlzBzJkz4ebmBk9PTxw7dqxK+n39+jVWrFiBoUOHYt26dXj79m2FYljdoKSkhEOHDuHnn3+Gk5MTdu3aJVW7+Pj4Ch9tX91SU1OxYcMG2NraYunSpVBSUsKaNWuQkJCADRs2QEVFpcwkzYmLfTGohuzbt4+EQiEJhUIyNTUlAASAFi1aVGL8okWLxDEl/fz+++9ERBQQEEBycnIkEAjIyMiIAJCFhQVFR0eL+5ImRlr+/v7k7+9fsS+BVbmtW7eSlpYWTZ06lTIyMj4Z+8cff5CBgQH98ccflJWVVUMjLFuXLl1IS0uLhg0bRnfu3ClWf/XqVTI0NKRt27Z9sh8rKysKDg6u0Bjc3d3p9OnTFWrL2H+FhoZSaGhotfVfY4nL0NCQDA0NxR/m4cOHpKmpSfLy8hQXF1csPikpiV69elXsp2XLlmRgYECRkZGUn59PrVu3JhUVFQoICCAiIh8fHwJAgwYNIiKSKqY8OHHVPu/fv6dx48aRpaUlXb58+ZOxjx49oiZNmlDbtm1raHSfdvfuXTIwMKCoqKhSY/73v/+Ruro6zZ0795N9iUQiiomJqdA4hg0bRvv3769QW8b+q14krvDwcAJACxYskCgfO3YsAaBz585J1c/evXsJAJ09e5aIPtxJAaDp06dLxDk6OpKioiJlZGRIFVMenLhqL19fXzI1NaVx48ZRampqqXEZGRlkZWVFly5dqsHRlWzKlCm0dOnST8Zcv36dbG1tqUuXLp+M09XVpfj4+AqNY+LEifTnn39WqC1j/1XdiatG3nGlpaVh9OjR6Nmzp0R5TEwMAEBNTa3MPqKjozFlyhQMHDgQPXr0AAAEBQUBALp06SIRa2tri6ysLISEhEgVw+oHNzc3BAQEiCdunDlzpsQ4JSUlbNy4ER4eHsjIyKjWMV24cAH37t0rsS4/Px9eXl7w8PD4ZB8ikQj5+fmIjY39ZJyMjAwKCgoqNE5+x8XqkhpJXPb29ti5cyfatGkjLvP29oavry+srKzg6OhYZh8zZsxAeno6Vq5cKS4rSkr/3Vi0QYMGAD68jJcmRhrJycnw8/NDcHAwsrKypGrDap6mpib+97//YdmyZRg7diwWLVqE/Pz8YnG9evWCnZ0dJk6cWK3juXLlCq5cuVJi3caNGyESiUo8zfhjIpEIRFTmBrpFO8hXBCcuVpfU+HT4+Ph4jBo1CkOHDoWpqSm8vb3L3F/tzZs3OHLkCMaPHw8bGxtxeVRUFAAU22NNT08PwIe926SJkYaGhgY6duwIGxsb3tOtDpg0aRICAgLw+PFjtG3bVvwLzMd8fX3x/PlzbN68udrGoaysXOJdXVJSEtasWQMfH58y+xCJRMjJySlzWya+42JfihpNXOfPn4etrS327t0LT09PBAYGSrVFzbp161BQUIDJkydLlGtpaQEAIiMjJcqLDtPT0dGRKobVT7q6uvDx8cGYMWPg4uKCbdu2SdSLRCIcPXoUv/32Gy5fvlwtY3j37l2JjwpnzpwJDw8PNG/evMw+FBUVkZubW2bi4jsu9qWoscTl5eWF3r17w8jICLdv38aOHTukereVkpKCXbt24auvvkLDhg0l6gwNDQEAoaGhEuUREREAAFNTU6liWP0lEAgwbtw4XLp0CX/++Sc6dOiAd+/eievNzc2xdu1a9O7dGydPnqzy648YMQJPnjzB1q1bxWXHjh3DpUuXsHjxYqn6EIlEUiUuvuNiX4oaSVzJyckYMWIEzMzMcP/+fTg5OUnd1s/PD5mZmRg+fHixuq5duwL48MinSF5eHnx8fODg4ABDQ0OpYlj916RJE9y5cwcCgQDdu3dHYmKiuG7YsGG4fv06ZsyYgalTpyI3N7fKruvo6Ijr169j5syZWLduHU6dOoXvv/8e06dPh6qqqlR9iEQiZGdni3/ZKg3fcbEvRY2cx+Xv74/8/HwYGxtj6dKlxerHjBkDGxsb9OnTB/7+/khISBDXFT3C6dy5c7F21tbW6NatG44fP465c+eiffv22Lx5M+Lj47Fp0yapY9iXQSQSwc/PD6tWrYKLiwvOnz8PMzMzAECrVq3w4MEDjBkzBl9//TW8vb3LnDQhLSsrKzx9+hT29vaQkZHBhQsX4OzsLHX7nJwcFBYWlvkLX2XuuDQ0NMSPzxmr9aptov1HytoF4+LFi0RE5OLiQv8dkoODA2lqalJhYWGJfScnJ5Ozs7O4L5FIVGw3DmlipMXruOqHzZs3k7GxsXhRepHCwkLasGED6erq0uHDh6vseufOnSOhUEgNGjSg2bNnl/r/55JcvnyZtLS06MiRI5+Ma9GiBT18+LBC44uIiCATE5MKtWXsv+rFAmRppaamkoGBQYXahoWFkZ+f3ye38pEmpiycuOqPAwcOkIGBAfn4+BSru3fvHllbW9PkyZM/uZhZGvn5+dS0aVPq1KkTrV27lr766iuaMGECFRQUSNV+zZo1JBKJytyirFWrVnTv3r0KjTEpKYlkZGQq1Jax/6ruxFUjjwql5enpCXd39wq1NTc3h7m5eaVj2Jfj22+/RV5eHoYNG4YbN26gRYsW4rpWrVrh7t276Nq1K7S1taGnpwdLS0tYWVnB0tJS4n8bGRlBKPzwujgxMREhISEICQlBcHAwgoODcfXqVeTk5GDu3Lnw9vbGxYsX0a9fPwwZMgT79u0rcznI9evXoaqqWub72Mq84yo6TDIxMZFn2rJar1YlrmnTppXr2T9jlTVy5EhoaGigZ8+e8PPzg62trbhOS0sLDx48QGFhISIjIxEaGir+uXz5MrZv347Q0FAkJSUBAOTl5SErKwtra2vY2NjA2toanTt3xoMHDzBv3jx0794dEydOhKysLE6ePAlHR0dMmjQJO3fu/OQYHz58KNWEpsq84xIKhZCRkUFAQABcXV0r1AdjNaVWJa62bdt+7iGwL1CfPn0QFxcHNzc33Lx5EwYGBhL1QqEQZmZmMDMzQ4cOHYq1j4iIgIODA168eFHsrujJkydITU3F0KFDISMjg8aNG+PmzZvo3Lkzbty4AQcHB9y7dw+tW7cucWxZWVmIiorCpEmTyvwcERERCA8Px9dff12OT/9/FBQU8PTpU05crNbjgyQZAzB27Fh8//336NatW7ln1/n6+qJXr17FkhYRYdy4cejevTtkZGQAAD169MC5c+cAfFj8vmbNGowaNQrZ2dkl9n3nzh2IRCI0bty4zHE0atRIvOC+IlRUVPDy5csKt2espnDiYuz/W7BgATp06AB3d3ekpaVJ3W7r1q3o37+/RBkRYfz48QAgsb+mm5sbjh8/Lv7zsGHD0LhxYyxfvrzEvv38/KClpSXeouxTVFRUKrWPpoaGBoKDgyvcnrGawomLsY9s3LgRKSkp2Lhxo1Tx+/btQ0BAANq3by8uIyJMnjwZz58/x4ULFyQmO7Rq1QpRUVESO73/+eef2Lp1Kx48eFCs/2PHjkEkEkEkEpU5FkVFxUolLh0dHb7jYnUCJy7GPiIUCjF//nzcvXu3zNh//vkH48ePh6OjI3R1dQH8X9IKCAjA2bNni+2OIRQK0blzZ1y7dk1cZmBggNWrV2P06NESu3ZcvnwZT58+hVAolGpj57S0NISFhUn5SYsTCASIi4urcHvGagonLsb+o2fPnrh27RoyMzNLrC8sLMSyZcuwYMECdOzYEX369JFo++TJE5w7d67ULZ00NTWxfft2ibKRI0fC0tJS/FgxPz8fo0aNQtu2bZGXlydV4srJyZHqzqw0VlZWKCwsrNItrxirDpy4GPsPdXV1ODo6lrhjfHR0NJycnHD58mU8fPgQjx49Es8IjIuLw7Vr13Dq1CmoqKiU2v/MmTNL3Hdw+vTpWL16NZycnKClpYWEhAQsW7YM2dnZUiWk7OxstGzZshyfVFK/fv0gLy/Pd12s1uPExVgJGjVqhJkzZ0qsi3ry5AnatWsHAwMDXLp0CQYGBpCRkYGdnR2AD4dGduvWDerq6p/s28HBARkZGRKnb7dv3x7fffcdbGxsEB4eDlNTU+jo6KBjx47IysqS6o4rMjISJiYmFfzEH96/5efni08mZ6y24sTFWAk2b96MBg0aYNasWQCAU6dOoUuXLli8eDHWrFmD6Oho7N27F/Hx8eK7q5MnT5a4GfR/CQQCODs7Sxx1cuHCBYSGhuLRo0eIi4vDs2fPEBUVBYFAgKysrDLvuIgIMTExZZ6S/ClmZmYQCoV49uxZhftgrCZw4mKsBDIyMjhw4AAuXLiAUaNGYdiwYTh37hxGjRoFPz8/NGjQADNmzMDly5eRmpqKyZMn4+TJk2jTpo1U/Wtqakqs3SotMRUWFiI/Px/y8vKf7C8xMRHKysqVPp1bR0cHN27cqFQfjFW3WrVzBmO1iZqaGo4cOYKmTZti+fLlaNGiBeLj4/HLL7+gc+fOUFZWRseOHaGgoICePXvi7du3Ui8Afv/+Pdzc3MqMK3q/VdYhklFRUTA2Npbq2p+irq6OgICASvfDWHXixMXYJxw5cgRt27bF4sWLkZSUhMOHD2PixIlYtGhRpfoNCgpCgwYNyoyT5jEhUPn3W0VatWqF27dvV7ofxqoTJy7GShEYGIi1a9fi0aNH8PPzw4YNG9C+fftKJy0iQmhoqFQHVSYmJiInJ6fMuMePH0NZWblS4wI+vH8LDQ2tdD+MVSd+x8VYKebOnYsePXrAwsIC3333HR4/foxdu3ZVut+oqCioqamVus7rY8+fP0e7du3KjAsLC5Oqv7K0adMGeXl5UiVLxj4XTlyMlWDLli14/vx5lSSq/woODoaNjY1UsXfu3JFqt/ecnJwSd64vLzMzMwgEApw6darSfTFWXThxMfYfN27cwIIFC7Bo0aJK7URRGmnfbwGAv78/vvrqqzLjwsPDq+yQVAUFBXh7e1dJX4xVB37HxdhH/v33XwwePBiHDx+utnOpXr9+DWtr6zLj8vPzJXbm+JSwsLAqS1wyMjK4cOECiKjM2YyMfQ58x8XY//fvv/9i4MCB2L9/f7UlreTkZOzevVuqiRT//vsvdHR0ytyJIy8vD7GxsVUyHR4AjI2NISsri3v37lVJf4xVNU5cjOH/ktbBgwerLWnl5uZi0KBBGDx4MKZOnVpm/JMnT6Sa4v7PP//AxMQEsrKVf4CSlZUFoVAIeXl5iXPEGKtN+FEh++IlJiaiS5cu8PX1lWrLpoogInh6ekJLSwubNm2Sqk1KSgpcXFw+GZOYmIglS5bg7NmzVTFMFBYWIjs7G0pKSrh+/Tri4+OlOsSSsZpUo4nrypUr8PX1xbNnz2BkZISePXtiwIABn2yTkJCA48eP4/Tp05CTk4ObmxvGjBkjEfP69WscPXoUAQEBcHJywuDBg2FqalruGPZlWrNmDcaOHVttSQv4vx3hz58/D6FQugcd4eHhZb7fatmyJVxdXdG8efMqGCXg7OyM/Px8JCUlYdSoUVi3bh3febHah2rIvn37SCgUklAoJFNTUwJAAGjRokWltklNTSUTExMSCoVkZ2dHQqGQANDq1avFMQEBASQnJ0cCgYCMjIwIAFlYWFB0dHS5YqTl7+9P/v7+5W7Haqe4uDjS0dGht2/fVts1tmzZQnZ2dvTu3btytTMxMaHdu3eXWh8bG0tCoZDu3LlT2SGK5efnk4KCAtnZ2dH58+dJS0uLEhISqqx/9mUIDQ2l0NDQauu/xhKXoaEhGRoaij/Mw4cPSVNTk+Tl5SkuLq7ENj/++CPJysrSmTNniIjo5cuXZG1tTU2aNCGiD3/JWrduTSoqKhQQEEBERD4+PgSABg0aJHVMeXDiqj8KCgqoXbt21Llz52q7xsuXL8nU1JTCw8PL1S49PZ0EAgHdvHmz1Bg3NzeSlZWlgoKCyg5TgpWVFbm5udHBgwdp0KBB9M0331Rp/6z+qxeJKzw8nADQggULJMrHjh1LAOjcuXPF2mRmZpJQKKSBAwdKlJ88eZJ++uknyszMpICAAAJA06dPl4hxdHQkRUVFysjIkCqmPDhx1R8zZ84kFxcXys7OrtbrZGVllbvN9u3bSU5OjgoLC0usT0pKIhkZGTIzM6vs8IpxdXUlV1dXGjhwIP3777+kr69f5cmR1W/Vnbhq5B1XWloaRo8ejZ49e0qUFx1Yp6amVqzNmzdvUFhYiP79++Pq1au4c+cONDQ00KNHD/Tu3RvAh4WcANClSxeJtra2tnj48CFCQkKkimnatGnVfFBWZ+zYsQPHjx+Hv78/FBQUyozfunUrNm3ahNatW8Pc3BwZGRnitVhZWVmYPn16qW0rsoh527ZtMDIyKnUd1bx58wBA6mNUysPCwgICgQBv377F119/DRMTE1y9erXaZlsyVl41krjs7e2xc+dOiTJvb2/4+vrCysoKjo6OxdoEBwcDgHiT0yKKior4559/MHToUHFS+u/heUW7EsTHx0sVI43k5GQ8fvwYkZGRVbZehn0ef//9NxYvXoxbt25BV1dXqjZmZmYYOXIkNDQ0EB0djZs3b+Ldu3cgIpw9exZPnz7F5s2bK30eFgCkpqbi6dOncHZ2LrH++fPn8Pb2hoaGRplrvCrC0tIS0dHRePr0KQBg5MiR2LNnDycuVmvU+Dqu+Ph4jBo1CkOHDoWpqSm8vb1L/I236Fjzp0+fYsuWLYiPj8elS5cgEokwbtw4vHv3DlFRUQBQ7B+Loum7OTk5UsVIQ0NDAx07doSNjU2V/OPEPp8rV65g2LBhUu1eUcTNzQ0///wzxo0bhyVLluDWrVvYuXMn/vnnH7x58wYA0LZtW/EvXJVx7NgxWFtbl/gLXWpqKgYOHIivvvoKFhYW1fK0wMLCAomJicjKykJcXBw8PDxw6tQppKWlVfm1GKuIGk1c58+fh62tLfbu3QtPT08EBgaiVatWJcYWLabs1asXJk6cCF1dXbi6uuLbb79FWloaHj9+LD60LzIyUqJtcnIygA+nuUoTw74srVu3hpycXJX1p6ioiJ07d2L69Olo164djhw5Uqn+vL29YWtrCw0NDYnyX3/9FY0aNYKpqSlycnKgpaVVJUeZ/JeysjKuXbuGZs2aISAgANra2nBxccGxY8eq/FqMVUSNrePy8vLCyJEjYWNjgwsXLsDJyemT8WZmZgBQbINRe3t7AMC7d+9gaGgIAMXOD4qIiAAAmJqaShXDviwGBgZ48uRJlfc7cuRING7cGAMHDsSmTZvg6uoKHR0d6OvrQ1dXFzo6OuKf0tZyxcXF4datW/j222/Fievly5f48ccfERISgo0bN6J///7Q0dFBo0aNkJ2dXeWfw8nJCQKBAM2aNcOdO3fQrVs3jBw5Elu2bMGoUaOq/HqMlVeN3HElJydjxIgRMDMzw/3798tMWsCHBCUQCIrtCHD58mUAgJ2dHbp27QoA8PX1Fdfn5eXBx8cHDg4OMDQ0lCqGfVn09fURFxdXLX23bt0at27dQvPmzZGfn48nT55g//79WLBgAQYNGoQmTZpATk4Oenp64seBH584vGvXLpibmyM9PR1KSkpYsmQJXFxcoKWlhXbt2mHQoEF48OABDAwMEBAQgLZt21b5ZzA0NERKSgrU1NSwf/9+AEDv3r3x5MkT8S98jH1ONXLH5e/vj/z8fBgbG2Pp0qXF6seMGQMbGxv06dMH/v7+SEhIQIMGDcS7dA8ZMgRDhgzBqVOncPLkSXTr1g12dnYAgG7duuH48eOYO3cu2rdvj82bNyM+Pl68rY61tXWZMezLYmBggNjY2Grr38TEBBs3biy1vrCwEImJiYiJiYGvry88PDxgYmKC2bNnIyQkRLxjxeHDh6GsrAwiQm5uLp4+fQoPDw8oKCggJSUFqqqqVbZjxscEAgGMjY0xePBg/P333wgJCYG1tTWcnZ0xf/587N27t8qvyVi5VNtE+48sWrRIvFNGST8XL14kIiIXFxf6eEgJCQnUq1cvidhOnTpRTEyMOCY5OZmcnZ3F9SKRqNhuHNLESIvXcdV9sbGxpK+v/7mHIZaXl0cHDx6kZs2akUAgIIFAQLKystS1a1e6c+cO5efnE9GH/x9ra2uLd6CpzoXBXbp0ofPnz9P06dNp3rx5RETk5eVFHTt2rLZrsvqjutdxCYiIPkO+LFFaWhpsbW3F67uKvH37VnxqbGnvpMLDwxEWFgZnZ+dS181IE1OWosc61bF+htWMgoICKCoqIjMzs0p2VK+s9+/f46+//sLatWvx7t07XLlyBePHj8fx48fF73STk5PRr18/6OjoIDo6GlpaWmjSpEm17SM4duxYtG7dGh06dEDHjh0RERGB9PR0WFhYICkpqVZ8b6z2CgsLA/Bhhmp1qFXHmnh6esLd3b1YuampKTp16vTJiRTm5ubo0KHDJxOSNDGs/pORkYGWlhYSExM/6zjevHmDn376CQ0aNEBQUBB++OEHiEQidOrUCcnJyUhKSgIA3LlzB61bt0bLli1x6NAhREZGYvLkyRg+fHi1jc3c3Bzh4eFo2LAhGjVqhBMnTkBTUxMmJiYIDAystusyJo1albimTZuGbdu2fe5hsC/AqFGjIC8v/1munZ+fj1WrVsHOzg6FhYUICAjArl27kJCQgPz8fADAiBEjcOnSJcybNw9ubm7o3Lkz1q5di7y8PMTHx6Nr165o0qRJtY3R2NhYvAB5wIABmDt3LgCgXbt2+Pfff6vtuoxJo1YlrrZt20JGRuZzD4N9AVatWiVe41eTnjx5grZt2+Lq1at49eoV1q9fL96J5ezZs5CRkUFGRgYUFRXx+++/Izg4GI8fP8bWrVsBfJhVq6amVu1/T+Tk5PDq1SsAHxJXamoqgA9T5U+cOFGt12asLLUqcTFWX2VmZmLBggXo0qULJk2ahHPnzsHc3Fxcv2fPHuTl5UEgEKBdu3a4cOECAGDcuHHiNY0AsHv3bixZsqTax2tkZCROqMbGxsjPz0diYiJatGiBx48fV/v1GfsUTlyMVaO8vDxs374dFhYWOH/+PB4/fozvvvtOIubNmzeYOXMmTpw4gZycHEyePBl37tzB+PHjMX78eLRu3Rp79uxBREQELl26VK3vtooIhUIUFhaK/9y4cWO8ePECjo6OkJeXF2+lxtjnwImLsWqQlZWF7du3w9bWFseOHcOpU6dw7969Ygve8/PzMXz4cCxatAiNGjWCgoICPD09IRAIsHHjRgQFBWHJkiU4ePAgbG1tkZ+fj3379uHUqVPw9/evtvHLyMigoKBA/Gd7e3s8e/YMwIfHhR8vmmaspnHiYqwKpaWlYd26dTAxMcGWLVtw8OBBnD17ttSd3n/55Reoq6vjhx9+QEZGRrGtoIRCIXr27IkjR45AUVERWVlZuHXrFrZt24Zu3bph7dq11fI5/nvHZWdnh+fPnwP4sBSEExf7nDhxMVYF4uLisGTJElhZWeHq1avw9fXFo0ePPrneb9++fVi3bh12794NgUAAdXV1lLas8q+//kL37t0xadIkWFhY4NSpUwgKCsLOnTvx22+/Vfnn+W/iMjExwfHjx5Gdnc2Ji312nLgYq4Rr167Bw8MD9vb2SE5Oxv3793Hq1KlS77CKHD9+HDNmzMD169fFR+yIRCLk5uZKPKIDgOzsbGzYsAHz5s3DhAkTsHPnTuTl5cHAwABXrlzBgQMH8Ouvv1bp5/rvo8LQ0FBkZWXB1tYWT58+xaNHj5Cbm1ul12RMWpy4GKuAzMxMzJs3D3369IGamhqCgoKwYcMGiZmCpVm9ejXGjx+PCxcuoGXLluJygUAAkUiErKwsifg//vgDTk5OcHBwQKNGjcQLggGIk5eXl1eJ+4BWVEpKisQEDC8vL3h5eeHMmTP4999/kZ2djenTpxdLsozVBE5cjJVDfn4+duzYAXt7e0RERODVq1f466+/oKmpKVX7qKgoLF++HH///XeJG+QqKysjMzNTomz9+vUYOnQoZsyYgR9++AHt27fH5MmTxWfK6evr48qVKzh8+DB++eWXyn5EAICWlhbU1NQAAPfu3UNycjI6d+6Mpk2b4tChQxg6dChOnz4NBwcHHD58uNRHnIxVB95wjLEyREZG4uzZszh//jyuXLkCOTk5eHl5oVOnTuXqh4gwduxYzJgxAwMGDCgxRklJCRkZGRJl+vr6aNiwITp37ox169Zh9erV0NLSQvPmzXH8+HG0aNECenp6uHz5Mrp06YKsrCzxHoYZGRkSh00mJCRgxowZiI6ORrNmzaChoQEFBQWMHTtWYkF2VlYWEhMTUVBQgD///BNjx46VmDgybdo03L17F7///jsWLFiAMWPG4MKFC2U+ImWsKnDiYqwMU6dOhZKSEvr3748tW7aI30mV17Zt2xAXF4c5c+aUGpORkYGoqChYWlqKy/Lz8yErKwsdHR0sX74c06dPx/Xr17FgwQK0bdsWsrKy+Prrr2FnZ4fhw4fj77//xps3byAQCHD8+HGYmprC0dER79+/x6NHj9CrVy/0798feXl5ePnyJe7du4fly5ejYcOGsLe3h5qaGu7cuYOEhAQoKChAQUEBL1++lBhnq1atkJ+fDwsLCzx48ABff/01OnTogHv37qFp06YV+n4YkxYnLsbKcPTo0Ur3ERYWhgULFuDq1auQk5MrNa5hw4bF7rjy8vIk2ujq6mLgwIHo27cvBg4cCD09PfTq1QtBQUEIDg6GiYkJjh07hoYNGyIyMhLv3r3DvXv3cOHCBezfvx/6+vrFrpubmwt/f39s374dMjIyaNeuHdLS0mBmZlbsMNciffv2xbFjx7Bw4ULcunULX331FZydnXH16lW+82LVq9oOTKmn+DwuVl4FBQXUsWNHWrNmTZmxY8aMoa1bt0qU6evr0+vXr0uMz83NpZSUlGLl4eHh1KFDB7KysqLTp0+Xe8zr1q2jKVOmkJmZGf3zzz8lxnh7e5OioiKFh4cTEVFaWhqpq6uTgoICnTx5stzXZPVHdZ/HxZMzGKtm8+bNQ0hICKZPn15mbNFxIh/T1NREQEBAifFycnLiSRQfMzMzg5+fH3bs2IGff/4ZvXv3RmhoqNRjfvjwIVRVVdG5c+dSr+3q6goAcHZ2hq+vL1RUVBATEyN+FFnSWWHbt28XL2RmrKL4USFj1Sg0NBS7du3Cv//+W2xXjJKYm5vj/PnzEmU//fQTDh06hEGDBpX7+p06dcKjR4+wZs0atG7dGq1bt0azZs2goqKC+fPnQyAQFGtDRPj333/RrVs3CAQCKCgolNi3lpYWCgsLcfToUQwfPhy9e/fGmjVrcOTIEaxYsQLz5s3DxYsX4ejoiNjYWNy4cQMZGRmQk5ODr69vibMqGZMG33ExVk0KCgrQuXNnDB48GA0aNJCqjYqKinhn+CLffPMNLl26JJ7+Xl7y8vKYN28ebt68CT09PWhqakJDQ6PEpAUAV69ehZKSEoYPHw4ZGRnxGWH/JRAIoKurCzMzM9y9exdBQUHo0qULoqOjMXfuXCxZsgSPHz+Gnp4eunXrhpUrVyIiIgKbN29G9+7d4ePjU6HPwxgnLsaqydq1a2FpaYk//vhD6jZ9+/aFnJwcgoODxWVqamro3Lkzjh07VqnxNGzYELt378bs2bMxefLkUuM2b96MKVOmQCAQFNtB478MDAwQGxsLHR0dnDlzBu7u7mjZsiUuXLiA+fPnw9DQEE2aNMGIESMwdOhQKCoqYsCAATh//jymTp2KVatWVeozsS8TJy7GqomJiQn27t0r1SPCIkKhEO7u7ti0aZNEuYeHB/bv31/VQywmPDwc169fFx+dEhERgRcvXpQaX5S4gA93YLNnz4aXlxc8PT2xbNky/Pbbb/jpp5+K3bU1b94cN27cwJYtW2BpaYnt27dX34di9Q4nLsaqybBhw8SHMZZHixYtcOvWLYmynj174smTJ3j79m2VjC0lJQV3797F3r17MX/+fAwePBjNmjWDtbU1dHV1xYuWXV1dxYmpJB8nriIdOnTA3bt34efnhwULFkBPTw+7d+8u1tbU1BQBAQEYP3485s6dy48OmdRqNHFduXIFM2fOhJubGzw9PSv96KPI69evsWLFCgwdOhTr1q0r8S+3NDGM1QatWrUqdpcmLy+PAQMGwMvLq8L9EhH69+8PTU1NmJiYYOLEiTh79izk5eUxaNAg/O9//0Pbtm2xbt06cZu+ffviyZMnSE1NLbFPfX39EhOboaEhLl26BH19feTm5mLx4sXF1qcBgIaGBubMmYOLFy9iwoQJJSY4xoqpton2/7Fv3z4SCoUkFArJ1NSUABAAWrRoUaltfv/9d3Hcxz8DBgwQxwQEBJCcnBwJBAIyMjIiAGRhYUHR0dHlipEWr+Ni1S08PJzMzMyKlfv5+ZGJiUmF+szPzydPT0/66quv6MWLFyXGZGVlkaqqKqWmpkqUd+3alU6cOFFimz/++IMmT578yesOGDCAzM3NacmSJZ8c49OnT8nQ0JC+/fZb2rNnD12+fJmeP39OaWlpZXw6VtvUm3Vcs2bNgr6+PkJCQhAREYGHDx9CU1MTK1euRHx8fIltQkJCYGlpidjYWImfXbt2Afgwa2vMmDFQUFDA48ePERUVBR8fH4SFhWHKlClSxzBWm+jr6yMuLq7YxrU2NjbFNuCVRm5uLoYNG4bQ0FCcP38ejRo1KjHu1q1baNq0KVRVVSXKnZ2d8ddff5XYRlNTE69evSr12jIyMti3bx90dXWxatUqxMTElBprb2+PY8eOobCwEBcvXsSvv/6KAQMGwMrKCnFxcVJ8UvbFqLaU+JHw8HACQAsWLJAoHzt2LAGgc+fOldiuS5cu5ObmVmq/AQEBBICmT58uUe7o6EiKioqUkZEhVUx58B0XqwlaWlqUlJQkUfbs2TNq3LhxufrJyMigHj16UN++fSkrK+uTsQsWLKD58+cXK/f19SV7e/sS2+zdu5fs7OzKHEdSUhIpKCiQhoYGHThwoMTdPlj9US/uuNLS0jB69Gj07NlTorzot6+SVv4DH+641NXV8eeff2L69OnYuHGjxBlBQUFBAIAuXbpItLO1tUVWVhZCQkKkimGstiEiPH36VKIsOTkZGhoaUvfx7t072NvbA/iw36JIJPpk/NWrV0vc8b5ly5al3impq6vD2tq6zLFoaWnh0KFDSElJwfr162Fqago3NzeJ92mMSatGEpe9vT127twpcYy5t7c3fH19YWVlBUdHx2Jt8vPzERERAS8vL0yePBmbN2/GtGnTYGdnh4sXLwL4v8RlZGQk0bZosWd8fLxUMdLIy8tDXFwc0tLS+PA8Vu3c3NyKPYIrT+KKjo5Gp06d0KdPH5w5cwYyMjKfjM/MzERAQAC++uqrYnV6enooLCzEu3fvitXl5uZ+ctPgj/Xp0wd2dnaIiIjA27dv4e7ujqVLl+Lhw4dStWesSI1Ph4+Pj8eoUaMwdOhQmJqawtvbu8QtZaKioiASidC9e3dERUUhKSkJf/75J9LS0jBixAhkZWWJ774UFRUl2hYdO5GTkyNVjDTy8vLw7t07ZGZmorCwsHwfmrFyat++PW7evClRlpGRIXFmVmlevHiBtm3bwsPDAxs3bpRqHdn169fRsmVLKCkplVhvY2Mj/iXwY3l5eZCXly+z/yJXr15FUlIS/v77b/z444/Yvn07hgwZgpSUFKn7YKxGE9f58+dha2uLvXv3wtPTE4GBgWjVqlWJsebm5khPT8e5c+dgZGQENTU1TJo0CZ06dUJcXBwCAwPFf4kjIyMl2hZtjaOjoyNVjDSUlJTQuHFj6OvrS/0bJmMV1a5du2KJq0+fPli/fv0n2929exedO3fGokWL8PPPP0t1rfj4eEyYMAHa2tqlxjRo0KDExJWbm1uuxKWrq4uffvoJCxcuRFpaGgYPHoxu3bph7NixUvfBWI0lLi8vL/Tu3RtGRka4ffs2duzYUeq7LQBIT09HbGxssbuboseNGRkZMDQ0BIBiu15HREQA+LDAUZoYxmqbxo0b4+3btxKP5xQUFKCrq1tqm02bNqFXr17YtWsXRo8eXeY1CgsLsXnzZhgZGSEnJ+eTB1yOHDmyxP0W/3tWmDSWL18OWVlZ8SnQ69atQ0hICLZs2VKuftgXrNqmfXzk/fv3JCsrS9bW1lLP4lu+fDkBoAsXLkiUN2vWjAQCAcXExFBwcDABoP79+4vrc3NzSU9PjxwcHIiIpIopD55VyGqKsrJyudYwGRoa0t69e6WO37p1KxkYGJCenh5FRERUZIj0559/0vjx48vd7tatWyQQCGjt2rVE9OHvqZ6eHj148KBC42C1S3XPKqyRY038/f2Rn58PY2NjLF26tFj9mDFjYGNjgz59+sDf3x8JCQno1asXFi1aBE9PT6xduxbGxsY4ePAgAgIC4OHhAQMDAwBAt27dcPz4ccydOxft27fH5s2bER8fL97rzdrauswYxmqj7OzsMmcCFrl79y5UVFTEewxKIzAwEFOmTMEvv/xSbPJSefp4+fJludt99dX/a+9eg6I6zziA/3flWgQSQBAiYACJBbSAVAICqQIaxDBVAU1ajXWJaaeD1WmMxTqMpk5LqqSjtY4xJk2CTaXVKo5Qw8XiGG6VGmFEEEQu5RIh4bZcZLk8/ZCBuq7C2WVh97DPb2a/nH3ew/vPiefhLHveE4S4uDgkJSXh1q1bSE1NxfHjx7Fp0yaUlpbC2tpao/kwAzFtLfERycnJT1wBY+yVk5NDREShoaH06JTS09Np2bJlSrXx8fHU2dk5XtPV1UWBgYHj75uZmamsxiGkRii+4mIzQaFQkJGRkaDahoYG8vX1VfvK54UXXqALFy6Qu7u7JlMkIqITJ07QT3/6U43Hh4eHk6enJ1lZWdGf/vQnWrNmDXl6elJ7e7vG+2S6N91XXDO25JMQPT09NH/+fJXtDQ0NVFBQQB0dHU8dW19fT/n5+RPeZCmkZjLcuNhM6Onpoblz505Y097eTrt27SJbW1vavXu3Wif7pqYmsrOzoytXrlBERITG8zx9+jTJZDKNx9+9e5esra3p2LFjNG/ePLp+/TolJSXRvHnzqLS0VOP9Mt2aFR8VCiWTybB27VqV7S4uLnBxcZlwrKurK1xdXadcw5g+6O3tVVny6XG//e1vMTIygoqKCjg4OKi1/5ycHKxatQr//Oc/0dvbq/E8jY2NMTQ0pPF4T09P7N+/H9nZ2Th79iw2btyI7Oxs9PX1Yfv27SguLla5lYUxvXqsya5du3Dq1CldT4MxnbO1tYVCoYBCoXhqzXvvvYdjx46p3bQAIC8vD+Hh4ejt7cW2bds0nudUGxcA7Ny5EzU1NRgcHMR7772H4OBguLu7w8fHBwkJCVPaN5ud9KpxBQcHT3qHP2OGwMTEBM7OzmhoaJiW/efl5SEiIgI3btx46r2UQrS2tk74oEkhTExMkJqaip07dyIuLg5ZWVk4d+4c8vLyUFFRgePHj09p/2z20avGxRj7v6fd9DtVf/7zn6FQKDB//nzcu3cPPj4+Gu/r66+/xksvvTTlOUVHR8PCwgIbNmxAUFDQ+FOYpVIpDh06hOvXr0/5Z7DZgxsXY3oqKSkJS5cu1eo+q6qqsHfvXuTm5iI3NxdOTk5PXHJNqMLCQkRFRWllbpmZmZBKpVixYgVqa2tx+PBheHt746WXXsKrr76qtMA2M2x69eUMxtj/aeNK5nE//vGPERcXB19fX1y8eBFLlizReF8KhQL/+c9/lBbPnornnnsOly5dwqeffooVK1bgyJEj+OSTT9DX14c//OEPiIuLQ35+vlpLTLHZia+4GDMg8+fPH//m7o0bN9S6YflxpaWlWLRokdZvFt66dSuuXr2Kd999F9u2bYNEIsH+/fuhUCgQHByMlpYWrf48Jj7cuBgzIN3d3bCyssLIyAiKiooQFham8b5OnjyJBQsWaHF2/+fl5YXi4mJ0dXXBzc0Nzc3NuHbtGl5++WX4+vrigw8+mPR2ATZ7ceNizIB0d3fD2toaFRUVcHZ2Fvx0hMcNDg4iNzcXb731lpZn+H8WFha4dOkSfv3rXyMoKAh3797FoUOHcPXqVXz00UcICwvTaLkpJn7cuBgzEESEr776CpaWlvDy8kJmZqbG+/r444+xbNmyKV2xCfWLX/wCR48eRWRkJHbv3o2mpiZ88skniI2NRWhoKPbt2zfh/W5s9uHGxZgBGB4eRkJCAiwsLODg4AAjIyONP+YbGRnBkSNHJnwMirZt3LgRJ06cwFdffYXf/OY38PX1RVZWFpKSkvD3v/8dUVFR6O/vn7H5MN3ibxUyZgBCQ0OhUChw+/btpz7lWKjPPvsMLi4uWLFihZZmJ8ymTZuwadMmAN+unH/58mWcOXMGQ0NDcHd3x8qVK3H58uUJn1nGZgduXIzNcidOnEBfXx8KCwthYWExpX2Njo5i165dOH36tJZmpxkzMzPExsYiNjYWwLcfgx48eBDBwcG4cuUK3N3ddTo/Nr24cTE2i/373//GO++8g4KCAsydO3fK+/vrX/+KRYsWYf369VqYnfZIJBIcOHAAtra2CA0NxalTp7Bu3TpdT4tNE/4bF2OzVFVVFV5++WWcOnVKa1cg+/btm9K9X9MtMTERiYmJ2LJlC/bt24eBgQFdT4lNA25cjM1CX3zxBVatWgWZTIaYmBit7dfX1xfOzs5a2990SEpKQlVVFZqamrBkyRLk5OToekpMy7hxMTbLjD3X6oMPPsDhw4e1um9ra2t0d3drdZ/TwcHBAZ9++imOHj2KxMRE1NfX63pKTIv4b1yMzSK5ublITk7GtWvXsHjxYq3vXyKRoLGxUev7nS7R0dGIjo7W9TSYlvEVF2OzyKpVq3D79u0Jm1Zvby86OzvR2dmp1o273d3duHjxInJzc7UxVcY0xldcjM0iUql0wtXTiQj+/v74+uuvMTo6iv7+fvzgBz9AZGQkIiMj8b3vfQ8SiURl3NDQEOLi4rBkyZIprSjPmDbwFRdjBkQikaC6uhodHR3o6upCZ2cn3n77bXzzzTdISEiAg4MD4uPjcerUKaWPBBMTE2FiYoKf//znePDggQ4TMMZXXIwZNAsLC0RERCAiIgIA0NDQgJycHOTk5GDfvn1wcHCAra0t5HI5vvjiC1y/fh3V1dU6njUzdDPauK5evYqsrCxUVFTAyckJ0dHR2LBhg6CxRIQ333wTEokE77//vtJ71dXVOH/+PMrKyrB8+XLExcWpfGVXSA1jhs7V1RUJCQlISEjA6Ogobt68iZMnT2LPnj2wsLBASUnJlFffYGzKaIacOXOGpFIpSaVScnZ2JgAEgJKTkwWNP3bsGAEgX19fpe1lZWVkbGxMEomEnJycCAAtXLiQWlpa1KoRqqioiIqKitQex5jYdXR0kLW1Nd25c0fXU2F6rq6ujurq6qZt/zP2N649e/bAwcEBtbW1aGxsxM2bN/Hss88iJSUFbW1tE46trKzE3r17VbaPjIwgISEBpqamuHXrFpqbm5GRkYH6+nrs3LlTcA1jbHJEhMHBQV4HkOncjDSuxsZGtLa2QiaTYeHChQAAPz8/xMbGQqFQ4Msvv3zq2KGhIWzZsgVubm7w8vJSeq+iogI3btzAG2+8gaVLlwIAYmJi4O/vj8zMTPT39wuqYYxNzsbGBl5eXrh586aup8IM3Iw0Lrlcju3bt6vcCNja2goAsLKyeurYgwcPory8HGlpaTAzM1N6r6amBgDG/7A8xtPTEwMDA6itrRVUwxgTJjg4GIWFhbqeBjNwM/LlDG9vb3z44YdK29LT05GVlQU3Nzf4+/s/cVxhYSFSUlJw4MAB+Pn5qbw/1pScnJyUti9atAgA0NbWJqhGCLlcjsrKSjQ2NsLBwUHQGMZmm6CgIFy4cEHX02AGbsbv42pra8Prr7+OzZs3w9nZGenp6TA1NVWp6+3txdatWxEQEICkpKQn7qu5uRkAYG5urrTd3t4eADA4OCioRggLCwv4+PjA0dFxwhs8GZvNgoKCkJ2dretpMAM3o43r888/h6enJ9LS0iCTyVBeXo6AgIAn1iYnJ6O2thY7duxAcXExCgoKIJfLIZfLUVBQgJaWFtjY2AAAmpqalMZ2dXUBAOzs7ATVCCGVSvGd73wHxsbGT1xZgDFD8Pzzz4OI8M033+h6KsyAzdh9XGfPnsXWrVvh4eGB7OxsLF++fML6uro6AIBMJlN5LyQkBL///e/h6OioVDtm7I5/Z2dnQTWMMeF8fHxQVVWFFStW6HoqzEDNyBVXV1cXtmzZAhcXF5SWlk7atADg8OHDKCkpUXp5e3vDw8MDJSUl2LJlCyIjIwEAWVlZ4+OGhoaQkZGBpUuXwtHRUVANY0y47373u6isrNT1NJgBm5ErrqKiIgwPD+O5557DO++8o/J+QkICPDw8EBMTg6KiIrS3t8PDw0OlztLSEsbGxkqNb/Xq1bhw4QKSkpIQFhaG48ePo62tDX/84x8BAO7u7pPWMMaEW716NUZGRnQ9DWbIpu3W5kckJyePr5TxpFdOTg4REYWGhtJEUwoKCiI/Pz+lbV1dXRQYGDi+LzMzM5XVOITUCMUrZzDG2MSme+UMCRGRblqmKrlcDk9Pz/H7u9TR0NCA+vp6BAYGqtzvpU7NZIqLiwEAL774okbjGWNstht74vTYghPaplerw8tkMqxdu1ajsa6urnB1dZ1yDWOMMf2mV41r165dCAwM1PU0GGOM6TG9alzBwcG6ngJjjDE9x09AZowxJircuBhjjIkKNy7GGGOiwo2LMcaYqHDjYowxJircuBhjjIkKNy7GGGOiwo2LMcaYqHDjYowxJircuBhjjImKXi35JAbDw8NoamrCo4vqKxQKzJkzB3PmzNHhzHRjYGAA5ubmup7GjBsaGoJEIoGRkeH9EzLkYw4AxsbGOp7JzFP3mHd0dGDRokXTNh++4lLT4sWL4eTkpLStu7sbfX19OpqRbjU3N+t6CjrR09MDuVyu62nohKEec7lczsdcIBsbG5XzpDYZ3q+LU2RnZ4ewsDClbdXV1bC0tISjo6OOZqU7g4ODCAoK0vU0Ztz9+/dhbGwMZ2dnXU9lxhnqMZ/uZ0zpM3075nr1IEmxGhgYwJw5c2BiYqLrqcy4rq4uPPPMM7qexox7+PAhJBIJTE1NdT2VGWfIxxyAxg+hFTN9O+bcuBhjjIkK/42LMcaYqHDjYowxJircuBhjjIkKNy7GGGOiYpBfh//ss89w7do1dHd3Y82aNVi7di0cHBwmHNPe3o4LFy7g8uXLMDY2RlRUFBISEpRqqqurcf78eZSVlWH58uWIi4tT+bq0kJrpoknujIwMZGRkoLW1Fc8//zx27NgBX19fpRp9z/0oIsKbb74JiUSC999/f8JabeXSh+zq5L569SqysrJQUVEBJycnREdHY8OGDUo1YskNqJddyBixZFcnt+jOb2Rg9uzZQwDIzMyMHBwcCABJpVLKy8t76pienh5asGABSaVS8vLyIqlUSgDo8OHD4zVlZWVkbGxMEomEnJycCAAtXLiQWlpa1KqZLprkPnToEAEgiURCdnZ242Oys7PVyqTL3I87duwYASBfX98J67SVS1+yC8195swZkkqlJJVKydnZmQAQAEpOTh6vEVNuIuHZhYwRU3ahucV4fjOoxtXR0UESiYTCwsKot7eXRkdHKS0tjQBQVFTUU8clJiaSkZERZWZmEhFRVVUVubu7k4+PDxERDQ8P0/e//32aO3culZWVERFRRkYGAaDY2FjBNdNFk9wPHz4kU1NTcnV1pfv379Po6CidO3eOAFBISIgocj/uzp07ZG5uPuk/Zm3l0pfsQnMTETk6OpKjoyPV1dUREdHNmzfp2WefJRMTE3rw4IGochOpl32yMWLKrk5uMZ7fDKpxZWZmEgA6d+6c0nZHR8fxg/S4/v5+kkqltHHjRqXtly5dol/+8pfU399PZWVlBIB2796tVOPv70/m5ubU19cnqGa6aJK7urqaANBPfvITpe329vbk4eFBRKT3uR+lUCho2bJl5O3tTV5eXhP+Y9ZWLn3Irk7uhoYGAkD79+9X2v7GG28QALpy5YpochOpl13IGLFkVye3WM9vBvXlDG9vb1y8eBGRkZHj28rKytDe3o7w8PAnjrl//z5GR0exfv16/Otf/0JKSgpOnjyJJUuW4MiRIzA3N0dNTQ0AICIiQmmsp6cnBgYGUFtbK6hmumiS28PDA25ubrh06RLu3r2L4eFhfPzxx2hra8OaNWsAQO9zP+rgwYMoLy9HWlrapCsfaCuXPmRXJ7dcLsf27dsRHR2ttL21tRUAYGVlJZrcgHrZhYwRS3Z1cov1/GZQX85wdXWFq6srACAlJQXnz59HeXk55s+fj8TExCeOuXfvHgAgNTUVX3755fh2c3NzfPTRR9i8efP4QXt8Ucmx1ZHb2toE1UwXTXJLJBIcPXoUMTExWLx4MczNzTEwMIAFCxbg7bffBgC9zz2msLAQKSkpOHDgAPz8/Cat11YuXWdXN7e3tzc+/PBDpW3p6enIysqCm5sb/P39ce3aNQD6nRtQP7uQMbPxmIv1/GZQV1yPkkgkkMvlUCgUaG1tRXp6+hPrxn5TuH37Nk6cOIG2tjbk5ubCzMwMO3bsQEdHx/jKyY8v+29vbw/g2wUqhdTMBKG5h4aGcPr0aRARbG1tERQUBBMTEzQ1NeHs2bMAIIrcvb292Lp1KwICApCUlCRojLZy6TK7Jrkf1dbWhtdffx2bN2+Gs7Mz0tPTYWpqqve5Ac2yCxmj79k1yS3W85vBNq69e/eiqqoKzc3NsLS0xIEDB574yIKx5y2tW7cOP/vZzzBv3jyEh4fj1VdfhVwux61bt2BjYwMAaGpqUhrb1dUF4NsV5YXUzAShufPz85GRkYGYmBi0trYiLy8PDx48gL29PVJTUzEyMiKK3MnJyaitrcWOHTtQXFyMgoKC8cdTFBQUoKWlRWWMtnLpMrsmucd8/vnn8PT0RFpaGmQyGcrLyxEQEABAe/9tppMm2YWM0ffsmuQW6/nNoBrXu+++ix/+8IdK3d/JyQmvvfYahoaGUFpaqjLGxcUFAFSW9Pf29gbw7QPTxh5nUldXp1TT2NgIAHB2dhZUM100yZ2fnw8AkMlk4w/Oe+aZZ/Daa6+hra0NhYWFep/70Z8rk8kQEhKCkJAQ1NTUoLa2FiEhIfjLX/6iMkZbuXSZXZPcAHD27Fm88sorcHJyQnFxMU6fPg0rK6vx9/U996M/V53sQsboe3ZNcov2/KbVr3roud27dxMAys/PV9oeHBxMAKimpkZlTHV1NUkkElq5cqXS9g0bNhAAqqiooHv37hEAWr9+/fj7CoWC7O3taenSpUREgmqmiya5U1NTCQD97ne/U9oeFRVFAKiyslLvcxMR1dTUUElJidLL29ubPDw8qKSkhFpbW1XGaCuXLrNrkruzs5OMjIzI3d39qd8C0/fcRJplFzJG37Nrklus5zeDalw3btwgiURC7u7u9Le//Y0uXrxIP/rRj8bvTRodHaVXXnmF7OzslMbFx8eTRCKh+Ph4On/+PG3bto2MjIxo9erV4zWrV68mAPSrX/2KsrKyaO3atQSA0tPT1arRVW4iUsp+584dMjMzIxsbm/H5vvXWWySVSikgIIBGRkb0PvfTvPjiiypfEX78uGsrlz5lnyx3VlYWAaCwsDDau3evymvsFxyx5SYSdsyFjBFbdiG5xXh+M6jGRUR0/PhxMjMzG18RAACFh4dTQ0MDERGFhobS4xei7e3ttG7dOqUxK1euVPoNpquriwIDA8ffNzMzU1ptQGjNdJksN5Fq9n/84x/jd8CPvQICAqi6ulqtTLrM/SRBQUHk5+entO3x7NrKpU/ZJ8udnJysdKwff+Xk5BCR+HITCTvmQsaILbuQ3GI8vxnkgyR7enpQWVmJvr4+eHh4jH/OC3x7L4unp+f4vSuP+u9//4t79+7Bw8PjqZ/ZNjQ0oL6+HoGBgU+9h0JIzXSYKDfw5OwPHz5ERUUF2tvb4erqihdeeAFSqeqfRvU5txBPO+7ayqWv2Sf6/30yYs4NGG72p+UW0/nNIBvXROLj42FpaalyP4sh4OyGl91QcwOGm3025ObG9ZjCwkIEBgZizpw5up7KjOPshpfdUHMDhpt9NuTmxsUYY0xUDOo+LsYYY+LHjYsxxpiocONijDEmKty4GGOMiQo3LsYYY6LCjYsxxpiocONijDEmKty4GGOMiQo3LsYYY6LCjYsxxpiocONijDEmKty4GGOMiQo3LsYYY6LCjYsxxpiocONijDEmKty4GGOMiQo3LsYYY6LCjYsxxpio/A+iqje1Ut7SFwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'AA0001',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tree_transformed = tree\n",
"tree_transformed = tree.transformedCopy(\"upright-geodesic\") # Project into xz plane + rotate vertically until the longest path in the tree graph is vertical\n",
"pysnt.display(tree_transformed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measuring a Group of Trees\n",
"\n",
"Multiple trees are analyzed using {class}`pysnt.analysis.MultiTreeStatistics`, a TreeStatistics variant that analyses trees belonging to a common group. Its usage is rather similar to TreeStatistics. \n",
"\n",
"We start by importing a group of Trees. As usual we could use local files, e.g., using:\n",
"\n",
"- `Tree.listFromDir('/path/to/a/directory/')` to load all reconstruction files in the directory\n",
"- `Tree.listFromDir('/path/to/a/directory/', 'pattern')` to load all reconstruction files in the directory with `pattern` in their filename\n",
"- `Tree.listFromDir('/path/to/a/directory/', 'pattern', 'swc_type_label')` to load all reconstruction files in the directory with `pattern` in their filename, with `swc_type_label` identifying the compartments to be imported 'soma', 'axon', 'dendrite', 'all', etc.\n",
"\n",
"\n",
"As before, we'll use a small demo dataset for now, from which we can instantiate a `MultiTreeStatistics` instance:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from pysnt.analysis import MultiTreeStatistics\n",
"trees = snt_service.demoTrees() # dendrites from 4 pyramidal cells from the MouseLight database\n",
"m_stats = MultiTreeStatistics(trees)\n",
"m_stats.setLabel(\"multiple trees analysis\") # Optional: we can set a unifying label to be used in reports, etc."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Subsequent analysis works the same as with `TreeStatistics`:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(1)[1.00 x Gaussian Distribution(4893.6491, 227.9298)] = -30816.9576\n",
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(2)[0.42 x Gaussian Distribution(4811.8170, 236.9718) + 0.58 x Gaussian Distribution(4952.9253, 201.3027)] = -30775.8996\n"
]
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist1 = m_stats.getHistogram(\"x coordinates\")\n",
"hist1.setGMMFitVisible(True)\n",
"hist2 = m_stats.getPolarHistogram(\"branch extension angle\")\n",
"pysnt.display([hist1, hist2], show_panel_titles=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To display the group, we can use [Reconstruction Plotter](https://imagej.net/plugins/snt/manual#reconstruction-plotter) (i.e., {class}`Viewer2D `) (we will use 3D viewers in the subsequent tutorials, but for now we'll use the 2D viewer because it is quite simple): "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Reconstruction Plotter',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pysnt.viewer import Viewer2D\n",
"viewer = Viewer2D()\n",
"viewer.add(trees)\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using what we learned so far, we can display the cells in a more concise way:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Reconstruction Plotter',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trees_transformed = Tree.transform(trees, \"zero-origin upright-geodesic\", False) # Move all roots to (0,0,0) coordinate, rotate the cells so their main axis is vertical\n",
"viewer = Viewer2D()\n",
"viewer.add(trees_transformed)\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measuring Groups of Trees\n",
"\n",
"Instead of [MultipleTreeStatistics](#measuring-a-group-of-trees), we now use {class}`GroupedTreeStatistics `: The approach is similar to what we've been doing so far, with a minor difference: We will first initialize the class, then we'll add our cell groups.\n",
"\n",
"To define the cell groups, we'll just split the cells we've been studying evenly into two sub-groups:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(1)[1.00 x Gaussian Distribution(4602.7220, 101.9468)] = -8981.2370\n",
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(2)[0.43 x Gaussian Distribution(4574.4973, 107.9735) + 0.57 x Gaussian Distribution(4623.9380, 91.5477)] = -8972.1973\n",
"[main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(3)[0.21 x Gaussian Distribution(4527.5178, 110.7982) + 0.39 x Gaussian Distribution(4597.4964, 93.5217) + 0.40 x Gaussian Distribution(4646.1892, 78.7857)] = -8956.2239\n"
]
}
],
"source": [
"from pysnt.analysis import GroupedTreeStatistics\n",
"g_stats = GroupedTreeStatistics()\n",
"\n",
"trees = snt_service.demoTrees() # retrieve demo trees\n",
"mid = len(trees) // 2 # group mid point\n",
"g_stats.addGroup(trees[:mid], \"group 1\") # assign first half to group 1\n",
"g_stats.addGroup(trees[mid:], \"group 2\") # assign second half to group 2\n",
"\n",
"def get_histogram(metric):\n",
" hist = g_stats.getHistogram(metric)\n",
" hist.setGaussianFitVisible(True) \n",
" hist.setQuartilesVisible(True)\n",
" return hist\n",
"\n",
"hist1 = get_histogram(\"x coordinates\")\n",
"hist2 = get_histogram(\"internode angle\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because we are working with group statistics, there are new functions to compare groups, including T-testing and ANOVA-testing. There are also some new plotting options:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 4,\n",
" 'displayed_count': 4,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot1 = g_stats.getBoxPlot(\"x coordinates\")\n",
"plot2 = g_stats.getBoxPlot(\"internode angle\")\n",
"pysnt.display([hist1, hist2, plot1, plot2], show_panel_titles=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Internally, each group is assigned a `MultiTreeStatistics` instance, so we can use the same methods as before, and study each [individual group](#measuring-a-group-of-trees):"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total no. of branch points in group 1: 258\n",
"Total no. of branch points in group 2: 231\n"
]
}
],
"source": [
"\n",
"for group in g_stats.getGroups():\n",
" m_stats = g_stats.getGroupStats(group) # Retrieve the MultiTreeStatistics instance assigned to group\n",
" print(f'Total no. of branch points in {group}: {len(m_stats.getBranches())}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actually, we can retrieve metrics in bulk like one would do from SNT's [Measurements prompt](https://imagej.net/plugins/snt/analysis#measurements). We can exploit the fact that (Multi)TreeStatistics keeps an internal table of measurements. Thus, the strategy is as follows:\n",
"\n",
"1. Define a master table to hold the data\n",
"2. Define a list of metrics\n",
"3. For each group, dump measurements into the master table\n",
"\n",
"Let's implement it:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Column 'SWC Type(s)' is all NaN, skipping normalization\n",
"Column 'No. of branch points [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of fitted paths [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of nodes [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of paths [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of spines/varicosities [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of tips [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'Node radius (µm) [MIN]' has no variation (min=max=0.5), setting to 0.5\n",
"Column 'Node radius (µm) [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MEAN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path frame [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path frame [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path frame [MEAN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'No. of branch points [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of fitted paths [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of fitted paths [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of nodes [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of paths [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of spines/varicosities [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'No. of tips [N]' has no variation (min=max=2), setting to 0.5\n",
"Column 'Node radius (µm) [MIN]' has no variation (min=max=0.5), setting to 0.5\n",
"Column 'Node radius (µm) [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [MEAN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path channel [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path frame [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path frame [MAX]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path frame [MEAN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Path frame [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path mean radius (µm) [MIN]' has no variation (min=max=0.5), setting to 0.5\n",
"Column 'Path spine/varicosity density [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path order [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Node intensity values [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path frame [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path mean radius (µm) [MIN]' has no variation (min=max=0.5), setting to 0.5\n",
"Column 'Path spine/varicosity density [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path spine/varicosity density [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'No. of spines/varicosities per path [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Path order [MIN]' has no variation (min=max=1.0), setting to 0.5\n",
"Column 'Node intensity values [MIN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [MAX]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [MEAN]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n",
"Column 'Node intensity values [STD_DEV]' has no variation (min=max=0.0), setting to 0.5\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': xarray.core.dataset.Dataset,\n",
" 'data': Size: 2kB\n",
" Dimensions: (index: 2)\n",
" Coordinates:\n",
" * index (index) int64 16B 0 1\n",
" Data variables: (12/151)\n",
" Internode angle [MIN] (index) float64 16B 0.2...\n",
" Internode angle [MAX] (index) float64 16B 97....\n",
" Internode angle [MEAN] (index) float64 16B 13....\n",
" Internode angle [STD_DEV] (index) float64 16B 10....\n",
" Internode angle [N] (index) int64 16B 1071 ...\n",
" SWC Type(s) (index) object 16B \n",
" ... ...\n",
" Y coordinates [N] (index) int64 16B 1485 ...\n",
" Z coordinates [MIN] (index) float64 16B 2.4...\n",
" Z coordinates [MAX] (index) float64 16B 3.5...\n",
" Z coordinates [MEAN] (index) float64 16B 3.0...\n",
" Z coordinates [STD_DEV] (index) float64 16B 247...\n",
" Z coordinates [N] (index) int64 16B 1485 ...,\n",
" 'metadata': {'source_type': 'SNTTable',\n",
" 'row_count': 2,\n",
" 'column_count': 151,\n",
" 'column_names': ['Internode angle [MIN]',\n",
" 'Internode angle [MAX]',\n",
" 'Internode angle [MEAN]',\n",
" 'Internode angle [STD_DEV]',\n",
" 'Internode angle [N]',\n",
" 'SWC Type(s)',\n",
" 'Internode distance (µm) [MIN]',\n",
" 'Internode distance (µm) [MAX]',\n",
" 'Internode distance (µm) [MEAN]',\n",
" 'Internode distance (µm) [STD_DEV]',\n",
" 'Internode distance (µm) [N]',\n",
" 'Internode distance (squared) (µm) [MIN]',\n",
" 'Internode distance (squared) (µm) [MAX]',\n",
" 'Internode distance (squared) (µm) [MEAN]',\n",
" 'Internode distance (squared) (µm) [STD_DEV]',\n",
" 'Internode distance (squared) (µm) [N]',\n",
" 'No. of branch points [MIN]',\n",
" 'No. of branch points [MAX]',\n",
" 'No. of branch points [MEAN]',\n",
" 'No. of branch points [STD_DEV]',\n",
" 'No. of branch points [N]',\n",
" 'No. of fitted paths [MIN]',\n",
" 'No. of fitted paths [MAX]',\n",
" 'No. of fitted paths [MEAN]',\n",
" 'No. of fitted paths [STD_DEV]',\n",
" 'No. of fitted paths [N]',\n",
" 'No. of nodes [MIN]',\n",
" 'No. of nodes [MAX]',\n",
" 'No. of nodes [MEAN]',\n",
" 'No. of nodes [STD_DEV]',\n",
" 'No. of nodes [N]',\n",
" 'No. of path nodes (path fragmentation) [MIN]',\n",
" 'No. of path nodes (path fragmentation) [MAX]',\n",
" 'No. of path nodes (path fragmentation) [MEAN]',\n",
" 'No. of path nodes (path fragmentation) [STD_DEV]',\n",
" 'No. of path nodes (path fragmentation) [N]',\n",
" 'No. of paths [MIN]',\n",
" 'No. of paths [MAX]',\n",
" 'No. of paths [MEAN]',\n",
" 'No. of paths [STD_DEV]',\n",
" 'No. of paths [N]',\n",
" 'No. of spines/varicosities [MIN]',\n",
" 'No. of spines/varicosities [MAX]',\n",
" 'No. of spines/varicosities [MEAN]',\n",
" 'No. of spines/varicosities [STD_DEV]',\n",
" 'No. of spines/varicosities [N]',\n",
" 'No. of tips [MIN]',\n",
" 'No. of tips [MAX]',\n",
" 'No. of tips [MEAN]',\n",
" 'No. of tips [STD_DEV]',\n",
" 'No. of tips [N]',\n",
" 'Node radius (µm) [MIN]',\n",
" 'Node radius (µm) [MAX]',\n",
" 'Node radius (µm) [MEAN]',\n",
" 'Node radius (µm) [STD_DEV]',\n",
" 'Node radius (µm) [N]',\n",
" 'Path channel [MIN]',\n",
" 'Path channel [MAX]',\n",
" 'Path channel [MEAN]',\n",
" 'Path channel [STD_DEV]',\n",
" 'Path channel [N]',\n",
" 'Path contraction [MIN]',\n",
" 'Path contraction [MAX]',\n",
" 'Path contraction [MEAN]',\n",
" 'Path contraction [STD_DEV]',\n",
" 'Path contraction [N]',\n",
" 'Path frame [MIN]',\n",
" 'Path frame [MAX]',\n",
" 'Path frame [MEAN]',\n",
" 'Path frame [STD_DEV]',\n",
" 'Path frame [N]',\n",
" 'Path extension angle [MIN]',\n",
" 'Path extension angle [MAX]',\n",
" 'Path extension angle [MEAN]',\n",
" 'Path extension angle [STD_DEV]',\n",
" 'Path extension angle [N]',\n",
" 'Path extension angle (Rel.) [MIN]',\n",
" 'Path extension angle (Rel.) [MAX]',\n",
" 'Path extension angle (Rel.) [MEAN]',\n",
" 'Path extension angle (Rel.) [STD_DEV]',\n",
" 'Path extension angle (Rel.) [N]',\n",
" 'Path extension angle XY [MIN]',\n",
" 'Path extension angle XY [MAX]',\n",
" 'Path extension angle XY [MEAN]',\n",
" 'Path extension angle XY [STD_DEV]',\n",
" 'Path extension angle XY [N]',\n",
" 'Path extension angle XZ [MIN]',\n",
" 'Path extension angle XZ [MAX]',\n",
" 'Path extension angle XZ [MEAN]',\n",
" 'Path extension angle XZ [STD_DEV]',\n",
" 'Path extension angle XZ [N]',\n",
" 'Path extension angle ZY [MIN]',\n",
" 'Path extension angle ZY [MAX]',\n",
" 'Path extension angle ZY [MEAN]',\n",
" 'Path extension angle ZY [STD_DEV]',\n",
" 'Path extension angle ZY [N]',\n",
" 'Path length (µm) [MIN]',\n",
" 'Path length (µm) [MAX]',\n",
" 'Path length (µm) [MEAN]',\n",
" 'Path length (µm) [STD_DEV]',\n",
" 'Path length (µm) [N]',\n",
" 'Path mean radius (µm) [MIN]',\n",
" 'Path mean radius (µm) [MAX]',\n",
" 'Path mean radius (µm) [MEAN]',\n",
" 'Path mean radius (µm) [STD_DEV]',\n",
" 'Path mean radius (µm) [N]',\n",
" 'Path spine/varicosity density [MIN]',\n",
" 'Path spine/varicosity density [MAX]',\n",
" 'Path spine/varicosity density [MEAN]',\n",
" 'Path spine/varicosity density [STD_DEV]',\n",
" 'Path spine/varicosity density [N]',\n",
" 'No. of spines/varicosities per path [MIN]',\n",
" 'No. of spines/varicosities per path [MAX]',\n",
" 'No. of spines/varicosities per path [MEAN]',\n",
" 'No. of spines/varicosities per path [STD_DEV]',\n",
" 'No. of spines/varicosities per path [N]',\n",
" 'Path order [MIN]',\n",
" 'Path order [MAX]',\n",
" 'Path order [MEAN]',\n",
" 'Path order [STD_DEV]',\n",
" 'Path order [N]',\n",
" 'Path surface area (µm²) [MIN]',\n",
" 'Path surface area (µm²) [MAX]',\n",
" 'Path surface area (µm²) [MEAN]',\n",
" 'Path surface area (µm²) [STD_DEV]',\n",
" 'Path surface area (µm²) [N]',\n",
" 'Path volume (µm³) [MIN]',\n",
" 'Path volume (µm³) [MAX]',\n",
" 'Path volume (µm³) [MEAN]',\n",
" 'Path volume (µm³) [STD_DEV]',\n",
" 'Path volume (µm³) [N]',\n",
" 'Node intensity values [MIN]',\n",
" 'Node intensity values [MAX]',\n",
" 'Node intensity values [MEAN]',\n",
" 'Node intensity values [STD_DEV]',\n",
" 'Node intensity values [N]',\n",
" 'X coordinates [MIN]',\n",
" 'X coordinates [MAX]',\n",
" 'X coordinates [MEAN]',\n",
" 'X coordinates [STD_DEV]',\n",
" 'X coordinates [N]',\n",
" 'Y coordinates [MIN]',\n",
" 'Y coordinates [MAX]',\n",
" 'Y coordinates [MEAN]',\n",
" 'Y coordinates [STD_DEV]',\n",
" 'Y coordinates [N]',\n",
" 'Z coordinates [MIN]',\n",
" 'Z coordinates [MAX]',\n",
" 'Z coordinates [MEAN]',\n",
" 'Z coordinates [STD_DEV]',\n",
" 'Z coordinates [N]'],\n",
" 'title': 'SNT Measurements',\n",
" 'dtypes': {'Internode angle [MIN]': 'float64',\n",
" 'Internode angle [MAX]': 'float64',\n",
" 'Internode angle [MEAN]': 'float64',\n",
" 'Internode angle [STD_DEV]': 'float64',\n",
" 'Internode angle [N]': 'int64',\n",
" 'SWC Type(s)': 'object',\n",
" 'Internode distance (µm) [MIN]': 'float64',\n",
" 'Internode distance (µm) [MAX]': 'float64',\n",
" 'Internode distance (µm) [MEAN]': 'float64',\n",
" 'Internode distance (µm) [STD_DEV]': 'float64',\n",
" 'Internode distance (µm) [N]': 'int64',\n",
" 'Internode distance (squared) (µm) [MIN]': 'float64',\n",
" 'Internode distance (squared) (µm) [MAX]': 'float64',\n",
" 'Internode distance (squared) (µm) [MEAN]': 'float64',\n",
" 'Internode distance (squared) (µm) [STD_DEV]': 'float64',\n",
" 'Internode distance (squared) (µm) [N]': 'int64',\n",
" 'No. of branch points [MIN]': 'float64',\n",
" 'No. of branch points [MAX]': 'float64',\n",
" 'No. of branch points [MEAN]': 'float64',\n",
" 'No. of branch points [STD_DEV]': 'float64',\n",
" 'No. of branch points [N]': 'int64',\n",
" 'No. of fitted paths [MIN]': 'float64',\n",
" 'No. of fitted paths [MAX]': 'float64',\n",
" 'No. of fitted paths [MEAN]': 'float64',\n",
" 'No. of fitted paths [STD_DEV]': 'float64',\n",
" 'No. of fitted paths [N]': 'int64',\n",
" 'No. of nodes [MIN]': 'float64',\n",
" 'No. of nodes [MAX]': 'float64',\n",
" 'No. of nodes [MEAN]': 'float64',\n",
" 'No. of nodes [STD_DEV]': 'float64',\n",
" 'No. of nodes [N]': 'int64',\n",
" 'No. of path nodes (path fragmentation) [MIN]': 'float64',\n",
" 'No. of path nodes (path fragmentation) [MAX]': 'float64',\n",
" 'No. of path nodes (path fragmentation) [MEAN]': 'float64',\n",
" 'No. of path nodes (path fragmentation) [STD_DEV]': 'float64',\n",
" 'No. of path nodes (path fragmentation) [N]': 'int64',\n",
" 'No. of paths [MIN]': 'float64',\n",
" 'No. of paths [MAX]': 'float64',\n",
" 'No. of paths [MEAN]': 'float64',\n",
" 'No. of paths [STD_DEV]': 'float64',\n",
" 'No. of paths [N]': 'int64',\n",
" 'No. of spines/varicosities [MIN]': 'float64',\n",
" 'No. of spines/varicosities [MAX]': 'float64',\n",
" 'No. of spines/varicosities [MEAN]': 'float64',\n",
" 'No. of spines/varicosities [STD_DEV]': 'float64',\n",
" 'No. of spines/varicosities [N]': 'int64',\n",
" 'No. of tips [MIN]': 'float64',\n",
" 'No. of tips [MAX]': 'float64',\n",
" 'No. of tips [MEAN]': 'float64',\n",
" 'No. of tips [STD_DEV]': 'float64',\n",
" 'No. of tips [N]': 'int64',\n",
" 'Node radius (µm) [MIN]': 'float64',\n",
" 'Node radius (µm) [MAX]': 'float64',\n",
" 'Node radius (µm) [MEAN]': 'float64',\n",
" 'Node radius (µm) [STD_DEV]': 'float64',\n",
" 'Node radius (µm) [N]': 'int64',\n",
" 'Path channel [MIN]': 'float64',\n",
" 'Path channel [MAX]': 'float64',\n",
" 'Path channel [MEAN]': 'float64',\n",
" 'Path channel [STD_DEV]': 'float64',\n",
" 'Path channel [N]': 'int64',\n",
" 'Path contraction [MIN]': 'float64',\n",
" 'Path contraction [MAX]': 'float64',\n",
" 'Path contraction [MEAN]': 'float64',\n",
" 'Path contraction [STD_DEV]': 'float64',\n",
" 'Path contraction [N]': 'int64',\n",
" 'Path frame [MIN]': 'float64',\n",
" 'Path frame [MAX]': 'float64',\n",
" 'Path frame [MEAN]': 'float64',\n",
" 'Path frame [STD_DEV]': 'float64',\n",
" 'Path frame [N]': 'int64',\n",
" 'Path extension angle [MIN]': 'float64',\n",
" 'Path extension angle [MAX]': 'float64',\n",
" 'Path extension angle [MEAN]': 'float64',\n",
" 'Path extension angle [STD_DEV]': 'float64',\n",
" 'Path extension angle [N]': 'int64',\n",
" 'Path extension angle (Rel.) [MIN]': 'float64',\n",
" 'Path extension angle (Rel.) [MAX]': 'float64',\n",
" 'Path extension angle (Rel.) [MEAN]': 'float64',\n",
" 'Path extension angle (Rel.) [STD_DEV]': 'float64',\n",
" 'Path extension angle (Rel.) [N]': 'int64',\n",
" 'Path extension angle XY [MIN]': 'float64',\n",
" 'Path extension angle XY [MAX]': 'float64',\n",
" 'Path extension angle XY [MEAN]': 'float64',\n",
" 'Path extension angle XY [STD_DEV]': 'float64',\n",
" 'Path extension angle XY [N]': 'int64',\n",
" 'Path extension angle XZ [MIN]': 'float64',\n",
" 'Path extension angle XZ [MAX]': 'float64',\n",
" 'Path extension angle XZ [MEAN]': 'float64',\n",
" 'Path extension angle XZ [STD_DEV]': 'float64',\n",
" 'Path extension angle XZ [N]': 'int64',\n",
" 'Path extension angle ZY [MIN]': 'float64',\n",
" 'Path extension angle ZY [MAX]': 'float64',\n",
" 'Path extension angle ZY [MEAN]': 'float64',\n",
" 'Path extension angle ZY [STD_DEV]': 'float64',\n",
" 'Path extension angle ZY [N]': 'int64',\n",
" 'Path length (µm) [MIN]': 'float64',\n",
" 'Path length (µm) [MAX]': 'float64',\n",
" 'Path length (µm) [MEAN]': 'float64',\n",
" 'Path length (µm) [STD_DEV]': 'float64',\n",
" 'Path length (µm) [N]': 'int64',\n",
" 'Path mean radius (µm) [MIN]': 'float64',\n",
" 'Path mean radius (µm) [MAX]': 'float64',\n",
" 'Path mean radius (µm) [MEAN]': 'float64',\n",
" 'Path mean radius (µm) [STD_DEV]': 'float64',\n",
" 'Path mean radius (µm) [N]': 'int64',\n",
" 'Path spine/varicosity density [MIN]': 'float64',\n",
" 'Path spine/varicosity density [MAX]': 'float64',\n",
" 'Path spine/varicosity density [MEAN]': 'float64',\n",
" 'Path spine/varicosity density [STD_DEV]': 'float64',\n",
" 'Path spine/varicosity density [N]': 'int64',\n",
" 'No. of spines/varicosities per path [MIN]': 'float64',\n",
" 'No. of spines/varicosities per path [MAX]': 'float64',\n",
" 'No. of spines/varicosities per path [MEAN]': 'float64',\n",
" 'No. of spines/varicosities per path [STD_DEV]': 'float64',\n",
" 'No. of spines/varicosities per path [N]': 'int64',\n",
" 'Path order [MIN]': 'float64',\n",
" 'Path order [MAX]': 'float64',\n",
" 'Path order [MEAN]': 'float64',\n",
" 'Path order [STD_DEV]': 'float64',\n",
" 'Path order [N]': 'int64',\n",
" 'Path surface area (µm²) [MIN]': 'float64',\n",
" 'Path surface area (µm²) [MAX]': 'float64',\n",
" 'Path surface area (µm²) [MEAN]': 'float64',\n",
" 'Path surface area (µm²) [STD_DEV]': 'float64',\n",
" 'Path surface area (µm²) [N]': 'int64',\n",
" 'Path volume (µm³) [MIN]': 'float64',\n",
" 'Path volume (µm³) [MAX]': 'float64',\n",
" 'Path volume (µm³) [MEAN]': 'float64',\n",
" 'Path volume (µm³) [STD_DEV]': 'float64',\n",
" 'Path volume (µm³) [N]': 'int64',\n",
" 'Node intensity values [MIN]': 'float64',\n",
" 'Node intensity values [MAX]': 'float64',\n",
" 'Node intensity values [MEAN]': 'float64',\n",
" 'Node intensity values [STD_DEV]': 'float64',\n",
" 'Node intensity values [N]': 'int64',\n",
" 'X coordinates [MIN]': 'float64',\n",
" 'X coordinates [MAX]': 'float64',\n",
" 'X coordinates [MEAN]': 'float64',\n",
" 'X coordinates [STD_DEV]': 'float64',\n",
" 'X coordinates [N]': 'int64',\n",
" 'Y coordinates [MIN]': 'float64',\n",
" 'Y coordinates [MAX]': 'float64',\n",
" 'Y coordinates [MEAN]': 'float64',\n",
" 'Y coordinates [STD_DEV]': 'float64',\n",
" 'Y coordinates [N]': 'int64',\n",
" 'Z coordinates [MIN]': 'float64',\n",
" 'Z coordinates [MAX]': 'float64',\n",
" 'Z coordinates [MEAN]': 'float64',\n",
" 'Z coordinates [STD_DEV]': 'float64',\n",
" 'Z coordinates [N]': 'int64'}},\n",
" 'error': None}"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pysnt.analysis import SNTTable\n",
"master_table = SNTTable()\n",
"\n",
"for group in g_stats.getGroups():\n",
" m_stats = g_stats.getGroupStats(group)\n",
" m_stats.setTable(master_table)\n",
" metrics = m_stats.getMetrics('safe')\n",
" m_stats.measure(group, metrics, False) # group description, list of metrics, whether measurements should consider SWC compartment (axon/dendrites)\n",
"\n",
"pysnt.set_option('display.table_mode', 'heatmap_norm')\n",
"pysnt.display(master_table, figsize=(20, 6), title=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```{tip}\n",
"For interactive data exploration (sorting, filtering, plotting), use:\n",
"\n",
":::{code-block} python\n",
"pysnt.set_option('display.table_mode', 'pandasgui')\n",
"pysnt.display(master_table)\n",
":::\n",
"\n",
"For converting the data into a Dataset shareable with numpy, seaborn, pandas, etc., use:\n",
"\n",
":::{code-block} python\n",
"dataset = pysnt.to_python(master_table)\n",
":::\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To display the groups, we can use the same strategy as before:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'Viewer2D_List',\n",
" 'viewer2d_count': 2,\n",
" 'displayed_count': 2,\n",
" 'panel_layout': 'auto',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"viewers = [] # visualization result: 1 viewer per group\n",
"\n",
"for group in g_stats.getGroups():\n",
"\n",
" # Retrieve the trees in the group\n",
" group_stats = g_stats.getGroupStats(group)\n",
" group_trees = group_stats.getGroup() \n",
"\n",
" # Define a viewer for the group\n",
" viewer = Viewer2D()\n",
" \n",
" # Normalize absolute coordinates and rotate cells so their main axis is vertical\n",
" group_trees_transformed = Tree.transform(group_trees, \"zero-origin upright-geodesic\", False)\n",
" \n",
" # Assign the group color and offset each tree by 350µm left/right\n",
" # for better visualization\n",
" n_trees = len(group_trees_transformed)\n",
" for i, transformed_tree in enumerate(group_trees_transformed):\n",
" # Calculate offset: negative for first half, positive for second half\n",
" offset = (i - (n_trees - 1) / 2) * 350\n",
" transformed_tree.translate(offset, 0, 0)\n",
" \n",
" # Add transformed trees to viewer and store result\n",
" viewer.add(group_trees_transformed)\n",
" viewer.setTitle(group)\n",
" viewers.append(viewer)\n",
"\n",
"pysnt.display(viewers, show_panel_titles=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary and Next Steps\n",
"\n",
"That concludes this tutorial. Have a look at remaining [tutorials](index.md) for further examples.\n",
"\n",
"\n",
"## Data Sources and References\n",
"\n",
"Data used in this notebook is part of SNT's demo datasets. In particular, Dendrites of cells [AA001](https://doi.org/10.25378/janelia.5520037), [AA002](https://doi.org/10.25378/janelia.5520049), [AA0003](https://doi.org/10.25378/janelia.5520055), and [AA0004](https://doi.org/10.25378/janelia.5520205) of the [MouseLight database](https://ml-neuronbrowser.janelia.org/), under a Creative Commons Attribution 4.0 International License ([CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)).\n",
"\n",
"See [SNT citation](https://imagej.net/plugins/snt/faq#how-do-i-cite-snt) for details on how to properly cite SNT."
]
}
],
"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": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}