{ "cells": [ { "cell_type": "markdown", "id": "md-6158837045023708051", "metadata": {}, "source": [ "# `SurfTrack`: temporal-neighbour labelling and overlap threshold\n", "\n", "`SurfTrack` operates on 3-D data `(time, lat, lon)` and runs four steps:\n", "\n", "1. **Morphological close→open** cleans each 2-D slice independently\n", "2. **Area filtering** removes objects below a size threshold\n", "3. **Labelling** — two methods are available:\n", " - `method='3d'` runs connected-component labelling on the full `(time, lat, lon)` volume at once. Blobs can link across any number of timesteps as long as there is an unbroken 3-D path, including diagonal connections through time. This is the default.\n", " - `method='temporal_neighbor'` labels each 2-D frame independently, then only links blobs between adjacent frames if they meet a spatial overlap criterion. A gap of even one timestep starts a new event.\n", "4. **Date-line wrapping** merges events that straddle the 0°/360° boundary\n", "\n", "For subsurface (4-D) tracking see the **DeepTrack** tutorial.\n" ] }, { "cell_type": "markdown", "id": "md-3509335891408953029", "metadata": {}, "source": [ "### 1. Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "cd-1251209341293898960", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "\n", "repo_root = os.path.abspath(os.path.join(os.getcwd(), '..'))\n", "sys.path.insert(0, repo_root)" ] }, { "cell_type": "code", "execution_count": 2, "id": "cd-4309758404143190181", "metadata": {}, "outputs": [], "source": [ "from ocetrac.SurfTrack import SurfTracker\n", "from ocetrac.SurfTrack.tracker import label_temporal_neighbor, wrap_labels\n", "from ocetrac.preprocessing.cesm2_lens_utils import get_ds_var\n", "from ocetrac.preprocessing.preprocessing import calculate_anomalies_trend_features" ] }, { "cell_type": "code", "execution_count": 3, "id": "cd-6752366637040259663", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "\n", "import cmocean\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "from cartopy.util import add_cyclic_point\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "from matplotlib.patches import Rectangle\n", "import matplotlib.dates as mdates\n", "from skimage.measure import label as label_np\n", "import scipy\n", "from scipy import ndimage\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", message=\".*decode the variable.*\")\n", "warnings.filterwarnings(\"ignore\", message=\".*default value for data_vars.*\")" ] }, { "cell_type": "markdown", "id": "md-6698077798767464728", "metadata": {}, "source": [ "### 2. Data loading\n", "\n", "Loads CESM2 Large Ensemble (CESM2-LENS) SST data for a single ensemble member.\n", "The CESM2-LE provides 100 members spanning 1850–2100.\n", "\n", "- Variable: `SST` (sea surface temperature)\n", "- Component: `atm`\n", "- Temporal resolution: monthly means\n", "- Spatial domain: 65°S–65°N\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "cd-857091147019863346", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded: ('time', 'lat', 'lon') (433, 138, 288)\n", "CPU times: user 1.85 s, sys: 697 ms, total: 2.54 s\n", "Wall time: 6.78 s\n" ] } ], "source": [ "%%time\n", "\n", "ens_memb_index = 0\n", "var, comp = 'SST', 'atm'\n", "directory = f'/glade/campaign/cgd/cesm/CESM2-LE/{comp}/proc/tseries/month_1/{var}/'\n", "\n", "ds_hist, _ = get_ds_var(directory, var, comp, ens_memb_index)\n", "\n", "da_sst = ds_hist[var].sel(\n", " lat=slice(-65, 65),\n", " time=slice('1979-01', '2015-01')).compute()\n", "\n", "print(f\"Loaded: {da_sst.dims} {da_sst.shape}\")" ] }, { "cell_type": "markdown", "id": "md-847596151032336949", "metadata": {}, "source": [ "### 3. Anomaly computation\n", "\n", "This step is separate from the tracking algorithm. It removes the long-term trend\n", "and seasonal cycle from the SST field using a 6-coefficient harmonic model fit per\n", "grid cell. The residual (`features`) is what gets tracked.\n", "\n", "The threshold `0.9` flags grid cells where the anomaly exceeds the 90th percentile\n", "of the local distribution.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "cd-6843581387615152327", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "features shape: (433, 138, 288) (0.14 GB)\n", "CPU times: user 1.4 s, sys: 75.3 ms, total: 1.48 s\n", "Wall time: 1.7 s\n" ] } ], "source": [ "%%time\n", "\n", "mean, trend, seas, features, anom = calculate_anomalies_trend_features(da_sst, 0.9)\n", "\n", "print(f\"features shape: {features.shape} ({features.nbytes/1e9:.2f} GB)\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "cd-5211585674960846552", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tutorial subset: (40, 138, 288)\n" ] } ], "source": [ "# Subset to 40 timesteps for this tutorial\n", "features = features.isel(time=slice(40))\n", "print(f\"Tutorial subset: {features.shape}\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd-5803336117644605433", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Quick look: anomaly temperature vs thresholded features at one timestep\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "anom.isel(time=30).plot.contourf(\n", " ax=ax1, levels=21, vmin=-2, vmax=2, cmap='RdBu_r', add_colorbar=True)\n", "ax1.set_title('SST anomaly at t=30')\n", "\n", "features.isel(time=30).plot(\n", " ax=ax2, cmap='Blues', add_colorbar=False)\n", "ax2.set_title('Thresholded features at t=30 (1 = warm event)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-1794657794909016324", "metadata": {}, "source": [ "### 4. Ocean mask\n", "\n", "The mask defines which grid cells are valid ocean (1) and which are land or\n", "other ignored regions (0). It is derived directly from the SST field — cells\n", "where SST is exactly 0 are treated as land.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cd-3085466269679708031", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAGGCAYAAAANcKzOAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAORtJREFUeJzt3Ql4FFW68PE3IAl7CFsI+yKgiCiig4AK4rANKDM4CAMiuDAgIIPIZWSYGZZBULbLiIrCOIhevXi9iHJVFLxsw7AMm4qguLCKLIoxQcAEQn3Pe77bbXfSSZpUd1dV9//3PE3o6upOdZ06lXrPe86pJMuyLAEAAACAEipV0jcCAAAAAEEFAAAAANvIVAAAAACwhaACAAAAgC0EFQAAAABsIagAAAAAYAtBBQAAAABbCCoAAAAA2EJQAQAAAMAWggoAUbVlyxbp27evZGRkSHJystSqVUt+/etfy+bNm9nzUdCwYUPp1atXxD/3vvvuk+7duwctmzdvnvTp00caNWokSUlJ0qlTp4j/XhTu/PnzMmXKFFPmKSkpcsUVV8j8+fNjvsvWrVtnyl9/OkG//5AhQ/zP//d//1cqVqwoR48edWR7gERFUAEgavQCp0OHDvLVV1/JzJkz5f3335fZs2ebP/Y33XSTPPXUU+x9D9i1a5csWbJEpk2bFrT82WeflUOHDknnzp2lRo0ajm1fohoxYoTMmDFDRo4cKe+995786le/kt/97ncyffp0SWS33Xab/OxnP5M//OEPTm8KkFAuc3oDAMSnf/7znzJmzBj5xS9+IcuXL5fLLvvpdNO/f3//BVDr1q1N4AH3evzxx81F2vXXXx+0fO/evVKq1P9vm2rZsqVDW5eY9uzZI88//7w89thj8m//9m9mmWaKTp06ZYK/4cOHS9WqVSVRaaDVr18/sy/q1avn9OYACYFMBYCo0BZU7RKxYMGCoIBC6fNnnnnGvK4XrIE+/fRT+c1vfiPp6emmS0f9+vXlnnvukZycHP86x48fl2HDhkndunVNlyrtfqPdQC5cuBD0Wbqsbdu25uKqcuXKct1115kLMcuyQnYZevfdd8065cqVM11J/v73vxf7PQ8ePGi+x6xZs+SJJ54wn6Xv1wu8zz77zHRRefTRR6V27dqSmppqgqmTJ08Gfcarr74qXbt2NV3E9L1XXnmlec+ZM2eC1tu/f78JyPSzdN/oPtJW2Q8++KDIbdR9rft80qRJcqlOnDhhgsJBgwYVeM0XULjB4cOH5e6775aaNWuafaP7cM6cOXLx4sWg9fQ4mjp1qnm9bNmyUq1aNbn11ltl06ZN/nX0+NB9du2115rySEtLM132dP8HWr16tfTu3dsch/pZl19+uTkuv/3226D1Jk+ebI4RDQT02NbjQMtOu5RlZWWV6Pu+8cYbZjvvvffeoOX6/Ny5c+ZYdtL27dvNseqrD/pTv7tmtgK98MILZt+sXbtWHnzwQalevbopE+1W9/XXXwetq3Vp/Pjxpgtl+fLlTbbzX//6V8jff/vtt5suUIsWLYrq9wTwEzIVACIuLy/PXCRoy7ZecIWirYdt2rSRNWvWmPVLly4tH374oblQ0AsLvfBr2rSpHDt2TFasWCG5ubnmYlEDCm011wvaP//5z9KkSRMzPkNbJPUCf/Hixf7foc/1Ik8DE9/4joceesh0v9L3BtLf/cgjj5iLeb3g+9vf/ib333+/uVC85ZZbiv3OTz/9tLRq1cr8/P77781n6YWNBjVlypQxAYpeUI0bN04eeOAB8518Pv/8c5PR0cxOhQoVTGClAYpeMOn+8dF1dF9pVzL9TnrxqhfD+vtC0YtObcV+8sknzfcJ7HcerlWrVpmLOb3wjrT8QWBh9NjQC8/CfPPNN9K+fXtzjPzlL38xF7BvvfWW2ddffvmlCRB8v69Hjx7yj3/8w+xr7baly/S40KBEP0PpMaMXu6NHjzbl8N1335njUV/X40SPD6Wf3a5dO1OeGijo8TZ37lxzDO/evduUe6A777zTtJ7rcaWvT5gwwSwPJ3jN7+OPPzZdzvQCO5Aeg77Xi6LHhh5L4cjfKBAO3RfNmzc3gYUG9VqPtYHhhhtuMBkureOBdB/27NlTXnnlFTly5Ig5bjVIDDz+hw4dKi+++KIp1y5dupjvqMHH6dOnC/x+bWzQ8nr77bdN2QGIAQsAIuz48eOaCrD69+9f5Hr9+vUz6504ccI879y5s1WlShXr5MmThb5n2LBhVsWKFa1Dhw4FLZ89e7b5rD179oR8X15ennX+/Hlr6tSpVrVq1ayLFy/6X2vQoIFVtmzZoM88d+6cVbVqVfP7inLgwAHze6+55hrzO3zmzZtnlt9xxx1B648ZM8Ysz8rKCvl5ul26nevXrzfrffjhh2b5t99+a57r5xZFv0vPnj2ts2fPWnfeeaeVmppqvf/++1ZJPfjgg1a5cuWC9lcoV111ldWxY8ewP9e338J5rF27tsjPevTRR816W7duLbDtSUlJ1r59+8zzF1980ay3aNGiQj9r8+bNZp05c+YELT9y5IjZD+PHjy+y3PQY0ve/+eab/tcmTZpkls2cOTPoPSNGjDDHXXH7NpQuXbpYzZs3D/lacnKy9dvf/rbI9+s+DXf/a1mF81lFldOFCxesH374wapQoYL117/+1b988eLF5r26LwLpvtLlx44dM88/+eQT8/zhhx8OWu/ll182ywcPHlzgd06cONEqVaqU+b0Aoo9MBQDH+LohaSv02bNnZf369aYVt6hBv9oCra3m2gUosKVbW6C1BVM/o0WLFmaZtnLqoNVt27ZJdnZ20OdoFyRfi7PSri6+jIbS7izNmjUr0F2jMJpFCOwOpN1rlLa+BvIt15Zx3zgE7Vbzxz/+0Wyvbldg96xPPvnEtD5ra69mZbSblbYw6z645pprQnZB0n712gqvGZmNGzfaGu+gXVC0PIrKFJSElp+WSzi0xbsout+0zDWDFUgzM9o6rq9rWa5cudKUq3Y7Kur40u+qreSBx5dmBHR/B85wpGWlGS9tDdf9FNjVSsvtjjvuCPrs/M+1XH/88ccCx2K4iiqT4spLs4Th7n8tq0v1ww8/mKzRsmXLTNYiMCui+ya/UPtGaf3Tfa+ZTzVw4MCg9e666y4ZPHhwyG3QrnBaJprd1LoDILoIKgBEnHZt0D7PBw4cKHI9vdjQ9fSCWf/w64VHYd2lAvv4/8///E+BriU+vv7s2nVIxyno2AbtV+0bf6F90XVwq/Y7D6T9uPPT7lb51ytM/kGx+ruKWq4Xk76Lr5tvvtlc7GoXLr341X2iXUC0a4fv9+tFok6VqV05tPuTdq/Sz9aLLP0+lSpV8v8OHcuRmZlpuovYHUCtv1+3LdJ0P2ggF273p6JoEKVdngq7GNbXfd2kdFlRY0H0+NKgrrCL/MaNG5uferGqx5cGE3/605/k6quvNl3XdPmNN94Y8rjJf4zp8aXCPcbyf1aosTQ6Dke7gRU3SFvHG4S7/0vS/WnAgAHmeNV9o12edEyTHsMafJdk3/jKMH93L922UHVX+Y7bkuxfAJeOoAJAxOlFoLak62BRnU42VKCgy3fs2GEyDLq+XgTpT11eXMCirZh6IR2K70Jy6dKlJvDQlufAi2INKtxEW9H1wlRbwDt27OhfHmqcRIMGDcxAc1/g8F//9V9mELBeROr0rj7az1/vDaJZH6Wt9SUdVK37e+fOnRJpGlDqAPtwaCt1UffA0ItK7bOfn2+gr6//vmZcNHOjF/6F7Q9dVy9+ddyF78I2kG+Z9ufX8RU69iKwpfyLL76QWNAgRo9xDcYDL7R1rIYqLpjUjF6442S0cSBU0FYYHXyu9U4nBtAxSoGD5HV8Skn4Agf9vnXq1PEv12ySL+DIz/e78o/fABAdBBUAokIHoWp3E51LX2cPCmxt1oyEzvSiLcK+wao6Q4xeVL/22msmYCjsQkBnaXrnnXdMdwadlacwemGorZiBv1dbLF966SVxE183lfwXsM8991yR79OMhnaZ0u4loS769UJXW861xVhbr/U+E8W1+Ieis2D953/+p7lQ1MHIbuz+pDNg6Wxjuh909i4fHdSr+9d38awBrH4XDQQK6wKlx5fOSKZdx7RrTaTLLVJ01iktfy3X3//+9/7l+t20LuW/UWEsuz/pvtG6nX/f6GQB4Q4Oz88XVL788stm2300sC5swL92K9RgpCRdywBcOoIKAFGh957QOy7rLDs6G86oUaPMmAUdS6AzJG3dutW87ptxR/lmztEZk7SFU2de0u4oOlOSXqxpFx/t/qNTeer7dHYeveDUrkTa8q3BhrbYa2ZExzLo5+lF9W9/+1vTmqk33gvV+uwk/R4aHOl9BbRlV7MreuGkreCBPvroI7MPNQOhs2Jp9yHNcujywNbgQDoNqnal0p8aUOkFta/71aVczOkFopaXdvfJP22o7nelY1Z0vf/+7/82z7XLi2ZWCqPbkf++FyX18MMPmwBCy1yPD/29Os5BZ33S4FUDMKVTmursYLqv9+3bZ4INzVrod9OxLjpTkR63erzo1Kz6/XTmLw3ONBOiWQ7NEOhnarClga3ue/3emmnTbnl6bNqhmSedCrm47MxVV11lMlF6zGiwqPtbZ+pauHCh6UZXXPcnrUuR2v/5aVcn3W86/kcbBzTLoZkRzbJVqVKlRJ+p5aPjXPScoXXk5z//uckWaZ3W3xeKzuqlDRWRHg8EoBAxGAwOIIHpbDq//vWvrfT0dOuyyy6zatasafXp08fatGlTyPX37t1r9e3b18zQpLPY1K9f3xoyZIj1448/+tf55ptvrNGjR1uNGjWyypQpY2ZpatOmjZntJXCml7///e9mhpyUlBSrcePG1owZM6znn3++wIw2vhmT8tPZjIqb0cg3i9GsWbNCzojz2muvBS33zXazbds2/zLdF+3atbPKly9v1ahRw3rggQesnTt3mvV0faUzZOl+uOKKK8wMOjoDVqtWrax///d/NzPrFPVddFt0/e7du5tZoS6FzmjVsGHDArPzKJ1xp7AZg3zbHSs669KAAQPMcaPHhJa7lkngjFy+Wb3+/Oc/W02bNjXHl66vs47lPx712Gnbtq3Z1zrrU5MmTax77rnH2r59e9CxqrMwVapUyUpLSzPH7eHDh8331xmf8s/+pMdtqGMh8Fh85JFHzIxVOttRcXJzc81nax3R79KsWTPrySeftGIt1OxPX331lZl9TPeL7h899j7++GNzfAbO1BSqPhT2mTk5OWb/6DlEZ8268cYbzfkl/2eqL774wrx/2bJlUf3uAH6SpP8UFnAAAKA3kdMuadolSLvWIHp0BivNtGg3QJScDhDX7JXeS6QkA80BXDqCCgBAkbR7mXY/GTlypJm2F9GhXch0MLnO6uSbehiXTic50Fm65s+fX2AKWgDRU7LpQAAACUNnz9IB7m4bjxJvdGyAzpBEQGGPzlalE0DoeCoAsUOmAgAAAIAtZCoAAAAA2EJQAQAAAMAWggoAAAAAtjDPWj56I6Svv/7a3BiIG+YAAAAgkVmWJadPn5batWtLqVKF5yMIKvLRgKJevXrRLh8AAADAM44cOSJ169Yt9HWCinw0Q6GSWwyWpNLJUSmUw+tml/i99TuNi+nvA4BYK8l5LlY4nyJax3PgsRXJOhCpY9aJehmJbXfz+eRSvqOT38PKy5XcvUv818iFIajIx9flSQOKaAUVOhd5SZVkm+z8PgCItWideyOB8ymidTwHHluRrAOROmadqJeR2HY3n08u5Tu64XsUNyyAoMIj0m4YdUnrZ257KmrbAgAAnP07H6nPLep6IVrbFK7A3x+v1zVpDu/jSGL2JwAAAAC2kKmIMjuRdUmi13iN5AHEj3hqmQO8fmyH2uZ4uJbwYll4HZkKAAAAALaQqYggpyL7eGhRAOBsy10sziNeaznk3AqvHduBx6ydbXLL9wm1TdRL9/JUpuLo0aNy9913S7Vq1aR8+fJy7bXXyo4dO4JuzjF58mRzc45y5cpJp06dZM+ePY5uMwAAABDvPJOpyMzMlA4dOsitt94qK1eulJo1a8qXX34pVapU8a8zc+ZMmTt3rrzwwgvSrFkzmTZtmnTp0kX27dtX7Ny68SYRZkwAELmWxpL0q3Zja2a8CWcfc453htuPfzfP6mSHl7c93nkmqHjiiSfMna4XL17sX9awYcOgLMW8efNk4sSJ0qdPH7NsyZIlkp6eLq+88ooMGzbMke0GAAAA4p1ngooVK1ZIt27dpG/fvrJ+/XqpU6eOjBgxQoYOHWpeP3DggBw/fly6du3qf09KSop07NhRNm3aVGhQkZOTYx4+2dnZ4hbh9o0kage8JdJ1Nlot1Yl+brEzv39JPq+kwv1cMhoIdSwkej1HAo6p2L9/vyxYsECaNm0q7733ngwfPlxGjx4tL774onldAwqlmYlA+tz3WigzZsyQ1NRU/0OzIQAAAADiMKi4ePGiXHfddTJ9+nRp3bq1yTxolkIDjaJuIa7dooq6rfiECRMkKyvL/zhy5EjUvgMAAAAQjzzT/SkjI0NatGgRtOzKK6+UZcuWmf/XqlXL/NSshK7rc/LkyQLZi0DaRUofbpy6kZQkEF+c7v6C2O13N3Y1YgIPANHkmUyFzvykszgF+uyzz6RBgwbm/40aNTKBxerVq/2v5+bmmvEX7du3j/n2AgAAAInCM5mKhx9+2AQH2v3prrvukn/961+ycOFC81DaxWnMmDHmdR13oQ/9v97PYsCAATHZxnBbC4trLYpEq6MbW8mAROKV7EG0zkGJzu1ZgZJMIYzC95eX64zve5RkYgIvf28kcFBxww03yPLly80YiKlTp5rMhE4hO3DgQP8648ePl3PnzplZofS+Fm3btpVVq1Yl3D0qAAAAgFhKsnQkM4KmlNVZoFKuHipJpZOjvmciHfnT0gQ4xyutdtzUDnaOD3jjHBCLcnTT90X0slZWXq7k7F5kJjSqXLmy98dUAAAAAHAnz3R/8qriMhGMnwAQ63NQKLQ4ItSxQNYisvUt3upZuOMxkBjIVAAAAACwhaACAAAAgC10f4oyUoJA/KOeI14x9Wzsukd5+TxCNygoMhUAAAAAbCFT4eEb6zCADoBdXm4dBeKJnSnm3XI9wA3yvKOoY6akN3YkUwEAAADAFm5+F+Wb37ml9QCAM9yUCaDfM6JxPMH584hXysJN58NEkhlmFqyw40ivjdOrpXLzOwAAAADRRaaikEzFiVNZ0uC2P1zSzvRKSwEA96DlDvGAv3/RRaYCTtZnMhUAAAAAYoLZnwpRv9O4sMdU0EIDoDBkIgAAXv4bZuXlhrUusz8BAAAAsIWgAgAAAIAtdH8KE12cAAAoupsffyujI9b7lW6biS2thFP/kqkAAAAAYAtBBQAAiFgLJ63cQGIiqAAAAABgC2MqCnF43WypXLmyvb0LAEACCsxWMM7Ce0KVWSQyUNH6XLgDmQoAAAAAtpCpAIAooPUNADgvep1ml7KzsyW92qJi1yVTAQAAAMAWggoAAAAAttD9KcEV1UWDwXVA5OoTAABe/Ltm5eWGtS6ZCgAAAAC2kKlIQOG2pjIlIBDZOgUAXlVU7wXOgVBkKgAAAADYQqbCAcVF9G4cyxBuK4Qbtx2IBlrmACTitQnnPhSGTAUAAAAAW8hUXKJYROi+3xHpVn8vbzvgFpGoR4H1g1Y/AF4bZwmEQqYCAAAAgC1kKsIUyQg93FbKSI+9iGV/SGaOQjygZQ5APOLclpgyQ1w3hjoW8q+XnZ0t6dUWFfv5ZCoAAAAA2EJQAQAAAMAWuj85INHSjgzehtdEu44m2jkAAOBOkZxYx7OZihkzZkhSUpKMGTPGv8yyLJk8ebLUrl1bypUrJ506dZI9e/Y4up0AAABAvPNkpmLbtm2ycOFCadWqVdDymTNnyty5c+WFF16QZs2aybRp06RLly6yb98+qVSpUkK0Jha1zeFGo0WtV5J9wvSyAAA4w4vXMvAmz2UqfvjhBxk4cKAsWrRI0tLSgrIU8+bNk4kTJ0qfPn2kZcuWsmTJEjl79qy88sorjm4zAAAAEM88l6kYOXKk9OzZU37+85+bTITPgQMH5Pjx49K1a1f/spSUFOnYsaNs2rRJhg0bFvLzcnJyzCNw2ixVv9M4SSqdLPHYCmEnc0DWAfFWB2jFAwAgwYKKpUuXys6dO033p/w0oFDp6elBy/X5oUOHihybMWXKlChsLQAAAJAYPBNUHDlyRH73u9/JqlWrpGzZsoWup4O3A2m3qPzLAk2YMEHGjh0blKmoV6+eeAEtrEhkHP8AwDkS7uGZoGLHjh1y8uRJadOmjX9ZXl6ebNiwQZ566ikzGNuXscjIyPCvo+/Jn70IpF2k9AEAAAAgzoOK2267TXbv3h207N5775UrrrhCfv/730vjxo2lVq1asnr1amndurV5PTc3V9avXy9PPPGExDP6hwMlz3L46g+ZDyA6uFdR7HAeQzSOKSsvN76CCp0SVmd0ClShQgWpVq2af7nes2L69OnStGlT89D/ly9fXgYMGODQVgMAAADxzzNBRTjGjx8v586dkxEjRkhmZqa0bdvWjMEoyT0qAAAAAIQnydKRzAgaqJ2amiopVw/1zJSy0eouxfSxSIQ0f7S7P9E9ESi6XiBy6P6ESNTF/MeRdn/K2b1IsrKypHLlyvFz8zsAAAAA7hJX3Z/c2LrixlaDcLepuPVoaYKT3J4BYAA4AMDtIvn3k0wFAAAAAFvIVBTi8LrZRfYbi5fWVACx6ZMKoGD9IOMNxA8yFQAAAABsIVMRZbRWAvFVR8lKANGpf2QtSr7vgJIKp97pzKjp1RYVux6ZCgAAAAC2EFQAAAAAsIXuTwA8jxvYAd7H4O1L20+A25CpAAAAAGALmYooCzWlrJenmWUgHRIJN7AD4AZeu1ZAYl7DkakAAAAAYAuZCocjRDvTUzK1JRBdtA4Cscc0s4A3kakAAAAAYAuZijjrx11Ufzlm1kC88/J4JQDxr6jzEmMWES2xOrbIVAAAAACwhUxFAkWWXmkFsTOmBAAQP9ycYY90NpTsKryOTAUAAAAAWwgqAAAAANhC9ycAAOBqTk8zS9ckoHhkKgAAAADYQqYCQNygNRGIf4k4LSvTZSNcTtYBMhUAAAAAbEmyLMuy9xHxJTs7W1JTU+XEqSypXLmyJLLiWn2jHQ1HqtU5Xluu8BMyFACiee7nHAM3y4zydY5eG6dXS5WsrKKvjclUAAAAALCFoAK2Wm680Hrjle0EAADwKoIKAAAAALYQVAAAAACwhSll4amBR3a6Mdl5L4O93YcubQDCOUdw/gZig0wFAAAAAFvIVMD2zXYCX3OiRSgWNwUK9bm0fsUOWQkAkTh/cN5GPMl02ZT5ZCoAAAAA2EKmAnEVlUd6HAacRdkBAOANZCoAAAAA2EKmAmHxZQBoOXancMrFbX0vFccTACfOOW48HwLhcPOxS6YCAAAAQGJkKmbMmCGvv/66fPrpp1KuXDlp3769PPHEE9K8eXP/OpZlyZQpU2ThwoWSmZkpbdu2laefflquuuoqR7c9kSRSK5DXvqtTM6CQjQAAIP55JlOxfv16GTlypGzZskVWr14tFy5ckK5du8qZM2f868ycOVPmzp0rTz31lGzbtk1q1aolXbp0kdOnTzu67QAAAEA880ym4t133w16vnjxYqlZs6bs2LFDbrnlFpOlmDdvnkycOFH69Olj1lmyZImkp6fLK6+8IsOGDXNoywEAAID45pmgIr+srCzzs2rVqubngQMH5Pjx4yZ74ZOSkiIdO3aUTZs2FRpU5OTkmIdPdnZ21Lc9ETh9s6FYdrlx6sZ4dr5jLLpu0e0JAIIx6QnimWe6PwXSrMTYsWPlpptukpYtW5plGlAozUwE0ue+1wobq5Gamup/1KtXL8pbDwAAAMQXT2YqRo0aJR999JFs3LixwGtJSUkFApD8ywJNmDDBBCiBmQoCi8IFtmzTEu0M9jsAROY8Gm62NlJ/+9xy/uZvOaLBc0HFQw89JCtWrJANGzZI3bp1/ct1ULbSrERGRoZ/+cmTJwtkLwJpFyl9AAAAAIjzoEIzDhpQLF++XNatWyeNGjUKel2fa2ChM0O1bt3aLMvNzTWzRunUs3BOtPvvu6XlJ5pjSqL1HZ0e+wIATorFmDg3ZgXcsh2IL54JKnQ6WZ3F6c0335RKlSr5x0noOAi9b4V2cRozZoxMnz5dmjZtah76//Lly8uAAQOc3nwAAAAgbnkmqFiwYIH52alTpwJTyw4ZMsT8f/z48XLu3DkZMWKE/+Z3q1atMkEIIo9ZLKKP1iQAcBeyukAcdH8qjmYrJk+ebB4AAAAAYsOTU8oCAAAAcA/PZCrgfZEYFBzP3YGc/m6RHrBI9zgA8XgupvsTEBqZCgAAAAC2kKmAazndco/ITAccy+kU3Th1I4D4Eu65hYwGEg2ZCgAAAAC2kKmA61qH462FOdo3/0PBfQ0Abjz3h/t3gHMZvIhMBQAAAABbyFQgosKd8YdWmMTEjFAAEg2zSSFRkKkAAAAAYAuZCkRFqH6jZCe8i5Y2AABQFDIVAAAAAGwhqAAAAABgC92fAAe6ECXqgOVE+74AUBymHYfdawm3IFMBAAAAwBYyFQCi2tJGdgIA3IVzdXxIc9nNdclUAAAAALAlybIsy95HxJfs7GxJTU2VE6eypHLlyk5vDv4Prd0AAIQvFq3X/G1OjHLPzs6W9GqpkpVV9LUxmQoAAAAAtjCmAq5FCwgAAO6VqDMZIjQyFQAAAABsIagAAAAAYAvdnwAkDFL1AOKR01OKcm6FIlMBAAAAwBamlM2HKWWdx4AvAAC8l7EIxN/y+DkWmFIWAAAAQEwwpqIQ9TuNk6TSyZ5rGQAAAHAa4yzckymK1XUqYyoAAAAA2EKmIoLRIBmLyOxHuJsTrU+h6hbHCwC4X3HXRpzLo8/uPrbycsNaj0wFAAAAAFvIVMQwEiSTAS8IPE6dbkEiQwEA8Y2xF/GDTAUAAAAAWwgqAAAAANhC9yc4yunuNSiIMgEAJHLXW5QMmQoAAAAAtpCpgCNohfCWUAOmI92qxEQGAAAkWKbivvvuk9OnTxdYfubMGfMaAAAAgMSRZFmWdalvKl26tBw7dkxq1qwZtPzbb7+VWrVqyYULF8RJzzzzjMyaNcts41VXXSXz5s2Tm2++Oaz3ZmdnS2pqqqRcPVSSSidHdLsSvSWW7ER8iNb0f+HWD44jACjZ+dNrON+7g978Lmf3IsnKypLKlStHJlOhF9z6gRqHaKZCn/semZmZ8s477xQINGLt1VdflTFjxsjEiRNl165dJpjo0aOHHD582NHtAgAAAOLVJY2pqFKliiQlJZlHs2bNCryuy6dMmSJOmjt3rtx///3ywAMPmOeapXjvvfdkwYIFMmPGDEe3DUBitK4BAJBoLimoWLt2rclSdO7cWZYtWyZVq1b1v5acnCwNGjSQ2rVri1Nyc3Nlx44d8uijjwYt79q1q2zatMmx7QIAAADi2SUFFR07djQ/Dxw4IPXq1ZNSpdw1I62O6cjLy5P09PSg5fr8+PHjId+Tk5NjHj7alQsAAABAlKeU1YyEOnv2rBmroBmCQK1atRInaTesQJpdyb/MR7tEOd1lK94x0Co+y5MbFQGAcxKh+yh/ZxIgqPjmm2/k3nvvlZUrV4Z8XbMFTqhevbqZmSp/VuLkyZMFshc+EyZMkLFjxwZlKjQLAwAAACCKQYXOrqSzPW3ZskVuvfVWWb58uZw4cUKmTZsmc+bMEafouI42bdrI6tWr5Ve/+pV/uT7v3bt3yPekpKSYByKL7AScOJ5i0aoVrSl1AQDFn3sDcR6Og6BizZo18uabb8oNN9xgxlVod6guXbqYuWu1O1HPnj3FKZp1GDRokFx//fXSrl07WbhwoemiNXz4cMe2CQAAAIhnJQoq9M7ZvvtR6AxQ2h1Kp5i9+uqrZefOneKkfv36yalTp2Tq1Knm5nctW7Y098/wjQNxW1/0eEOrQWIqaQtS4DpeqRcc4wDcwIvnz0gjcxwHQUXz5s1l37590rBhQ7n22mvlueeeM/9/9tlnJSMjQ5w2YsQI8wAAAADg4jEVmgVQkyZNkm7dusl//Md/mDENS5YsifQ2AkiAVjIvZwDC/f5e/o4A4FaMt/BwUDFw4ED//1u3bi0HDx6UTz/9VOrXr29mYAIAAACQOMIOKgKnXS3O3LlzS7o98CBaX5Hox2K446WKep16BOBSJOo4inBxvnVxULFr166w1ivsJnMAAAAAEjyoWLt2bXS3BAAAAEDijKkAgEB03Sm4Hy61a0IsbtwHAOB8Gy2lovbJAAAAABICmQoHcMMaIP7ZudklN3QCgNhgOtrIIVMBAAAAwBYyFQDgMoypAHAp5wmml4UbkKkAAAAAYAuZCtjGrDVAyVsTyUoAAOIBmQoAAAAAthBUAAAAALCF7k8AECN0dQIAxCsyFQAAAABsIVPh4RtkAQAAwD4yyfaRqQAAAABgC5kKAAAAD6PXg/19B/vIVAAAAACwhaACAAAAgC0EFQAAAABsYUwFIso3ixV9FBFPQs3OxjEOwG0Cz0vMKhnefkLkkKkAAAAAYAtBBQAAAABb6P7kMNKTQOLVz8DPJQ0PAIgHZCoAAAAA2EJQAdfRVlwyOAAAlJxmQcmEIpYIKgAAAADYwpgKB8RzK7ydVpF43i9wBzceY0xXCyCamGYWsUKmAgAAAIAtZCpgG9kJJCJmcALg1b/XbszawvvIVAAAAACwhUwFSixas0owWwUiKRYtcoyLAOAljLNANJCpAAAAAGALQQUAAACA+O/+dPDgQfnLX/4ia9askePHj0vt2rXl7rvvlokTJ0pycrJ/vcOHD8vIkSPNeuXKlZMBAwbI7Nmzg9ZxAy+nHemaBITHa3UbQGJKpMHbXMNElyeCik8//VQuXrwozz33nFx++eXy8ccfy9ChQ+XMmTMmaFB5eXnSs2dPqVGjhmzcuFFOnTolgwcPFsuyZP78+U5/BQAAACBueSKo6N69u3n4NG7cWPbt2ycLFizwBxWrVq2SvXv3ypEjR0wmQ82ZM0eGDBkijz32mFSuXNmx7Y8HRPcAAACIuzEVWVlZUrVqVf/zzZs3S8uWLf0BherWrZvk5OTIjh07HNpKAAAAIP55IlOR35dffmm6NGkmwkfHWqSnpwetl5aWZsZT6GuF0aBDHz7Z2dlR2mrvITsBL/Ny/2DftlMHAQBe4WimYvLkyZKUlFTkY/v27UHv+frrr01XqL59+8oDDzwQ9Jqun5+OqQi13GfGjBmSmprqf9SrVy+C3xAAAACIf45mKkaNGiX9+/cvcp2GDRsGBRS33nqrtGvXThYuXBi0Xq1atWTr1q1ByzIzM+X8+fMFMhiBJkyYIGPHjg3KVMQysEikWReKQ6ssLkUi1JnA70j9AIBLx7kzQYKK6tWrm0c4jh49agKKNm3ayOLFi6VUqeAkiwYaOiD72LFjkpGR4R+8nZKSYt5TGH1dHwAAAADieEyFZig6deok9evXN7M9ffPNN0EZCtW1a1dp0aKFDBo0SGbNmiXfffedjBs3zkw9y8xPAAAAQIIHFZpx+OKLL8yjbt26BcZMqNKlS8vbb78tI0aMkA4dOgTd/A7u63qRCF1XEDkcLwzeBoBLQben2PNEUKH3mtBHcTST8dZbb8VkmwAAAAB4KKgAkJjIUAAAikNWwh08e/M7AAAAAO5ApsKFUXYitM4ylS5QMkwzCyCRkZVwLzIVAAAAAGwhUwFHWwNocQDsZy2oRwDiHec59yNTAQAAAMAWggoAiIOMRSKMxQIAuBdBBQAAAABbCCoAAAAA2EJQAQAAAMAWggoAAAAAtjClrAs5fWM4pm0DAADApSBTAQAAAMAWMhUAXMvprB0AxDvOr4gUMhUAAAAAbCFT4WKBYxui3ZLAOAoAAOAmXJt4C5kKAAAAALYQVAAAAACwhe5PCY7UIgAAcBOuTbyJTAUAAAAAW8hUJODUmrQAAPbrg5umYaROA/A6zmPeR6YCAAAAgC1kKgAkjEi2hMVyymcAANyOTAUAAAAAW8hUxCn6JgLxXxfi+bsBSAycx+IHmQoAAAAAtpCp8BgieiSiUOMX3FQXitoWxlsAQPHnSngfmQoAAAAAthBUAAAAALCF7k8APMVr6fNITz3rte8PwH3ololoIFMBAAAAwBaCCgAAAAC2EFQAAAAAsIUxFQAAAAmAsRSIJjIVAAAAAGwhUwEAMcLMTQASBee7xOO5TEVOTo5ce+21kpSUJB988EHQa4cPH5bbb79dKlSoINWrV5fRo0dLbm6uY9sKAAAAJALPZSrGjx8vtWvXlg8//DBoeV5envTs2VNq1KghGzdulFOnTsngwYPFsiyZP3++Y9sLAAAAxDtPBRUrV66UVatWybJly8z/A+nyvXv3ypEjR0zQoebMmSNDhgyRxx57TCpXruzQVgMAihs4SlcJwHuot/Bk96cTJ07I0KFD5aWXXpLy5csXeH3z5s3SsmVLf0ChunXrZrpL7dixI8ZbCwAAACQOT2QqtAuTZhyGDx8u119/vRw8eLDAOsePH5f09PSgZWlpaZKcnGxeK4wGHfrwyc7OjvDWAwAKQ0snAMQHRzMVkydPNgOui3ps377djInQi/0JEyYU+Xm6fqiAJNRynxkzZkhqaqr/Ua9evYh8NwAAACBROJqpGDVqlPTv37/IdRo2bCjTpk2TLVu2SEpKStBrmrUYOHCgLFmyRGrVqiVbt24Nej0zM1POnz9fIIMRSAOVsWPH+p9r8EJgAQAA8BOyinB1UKHTvuqjOE8++aQJLHy+/vprM17i1VdflbZt25pl7dq1MwOyjx07JhkZGf7B2xqItGnTptDP1tfzBysAAAAA4mxMRf369YOeV6xY0fxs0qSJ1K1b1/y/a9eu0qJFCxk0aJDMmjVLvvvuOxk3bpwZ3M3MTwAAINH5sg2+WdeAhJz9qTilS5eWt99+W8qWLSsdOnSQu+66S375y1/K7Nmznd40AAAAIK55IlMRapyFDsAOldF46623HNkmAAAAIFHFTaYCAAAAgDMIKgAAAAAkXvcnAAAARBfTyOJSkKkAAAAAYAtBBQAgYnSqSqarBIDEQ1ABAAAAwBbGVAAAbAnMTNAHG3CvcLOI1GOUBJkKAAAAALaQqQAA2EKrJgCATAUAAAAAWwgqAAAAANhCUAEAAAA/poZGSRBUAAAAALCFgdoAAABxqiQ3o2TyBZQEmQoAAAAAthBUAAAAALCFoAIAAACALYypAAAAiFOB4yOKGl/BOArYRaYCAAAAgC0EFQAAAABsIagAAAAAYAtBBQAAAABbCCoAAAASgA7GZkA2ooWgAgAAAIAtBBUAAAAAbCGoAAAAAGALN78DAABIIKHGVQTeGI9xFygJMhUAAAAAbCFTAQAAkODITsAuMhUAAAAAbCGoAAAAAGALQQUAAAAAWwgqAAAAANhCUAEAAADAFoIKAAAAALYQVAAAAABInKDi7bfflrZt20q5cuWkevXq0qdPn6DXDx8+LLfffrtUqFDBvD569GjJzc11bHsBAACAROCZm98tW7ZMhg4dKtOnT5fOnTuLZVmye/du/+t5eXnSs2dPqVGjhmzcuFFOnTolgwcPNuvNnz/f0W0HAAAA4lmSpVfdLnfhwgVp2LChTJkyRe6///6Q66xcuVJ69eolR44ckdq1a5tlS5culSFDhsjJkyelcuXKYf2u7OxsSU1NlZSrh0pS6eSIfg8AAADAS6y8XMnZvUiysrKKvJ72RPennTt3ytGjR6VUqVLSunVrycjIkB49esiePXv862zevFlatmzpDyhUt27dJCcnR3bs2OHQlgMAAADxzxNBxf79+83PyZMnyx//+Ed56623JC0tTTp27Cjfffedee348eOSnp4e9D5dJzk52bxWGA06NDsR+AAAAADgkaBCg4SkpKQiH9u3b5eLFy+a9SdOnCh33nmntGnTRhYvXmxef+211/yfp8/z095doZb7zJgxw3R38j3q1asXpW8LAAAAxCdHB2qPGjVK+vfvX+Q6Opbi9OnT5v8tWrTwL09JSZHGjRubGZ9UrVq1ZOvWrUHvzczMlPPnzxfIYASaMGGCjB071v9cMxUEFgAAAIBHggqd9lUfxdHMhAYR+/btk5tuusks02Dh4MGD0qBBA/O8Xbt28thjj8mxY8fMmAu1atUq8z59f2H0dX0AAAAAiOMpZXWk+fDhw2XSpEkmi6CBxKxZs8xrffv2NT+7du1qMhmDBg0yr+lYi3HjxplpaMOd+QkAAABAnAYVSgOFyy67zAQN586dMzfBW7NmjRmMrUqXLm1ujjdixAjp0KGDuUHegAEDZPbs2U5vOgAAABDXPHGfiljiPhUAAABAHN6nAgAAAIB7EVQAAAAAsIWgAgAAAIAtBBUAAAAAEmP2JwAAALhH5rangp6n3TDKsW2B8wgq8vFNhqUj3QEAAFD4jJlB11BcO8UlX7kWN2EsU8rm89VXX5kb7AEAAAD4/44cOSJ169aVwhBU5HPx4kXZt2+fuTu37jzuxu18K4gGeZQF5QDqhNtwfnIPysI9KIv4KwfNUJw+fVpq164tpUoVPhyb7k/56M6qU6eO+b8WAkGFO1AW7kA5uAdl4R6UhXtQFu5BWcRXOaSmpha7DrM/AQAAALCFoAIAAACALQQVIaSkpMikSZPMTziLsnAHysE9KAv3oCzcg7JwD8oiccuBgdoAAAAAbCFTAQAAAMAWggoAAAAAthBUAAAAALCFoCKfZ555Rho1aiRly5aVNm3ayD/+8Q97exjFmjx5siQlJQU9atWqFXTTFV1Hb7pSrlw56dSpk+zZs4c9GwEbNmyQ22+/3exb3e9vvPFG0Ovh7PucnBx56KGHpHr16lKhQgW54447zJ3pEdmyGDJkSIF6cuONN1IWETZjxgy54YYbpFKlSlKzZk355S9/aW6IGoh64Z6yoF5E34IFC6RVq1b++x20a9dOVq5c6X+d+uCeshji8N8JgooAr776qowZM0YmTpwou3btkptvvll69Oghhw8fjsjORuGuuuoqOXbsmP+xe/du/2szZ86UuXPnylNPPSXbtm0zAUeXLl3M3R1hz5kzZ+Saa64x+zaUcPa91pnly5fL0qVLZePGjfLDDz9Ir169JC8vj+KJYFmo7t27B9WTd955J+h1ysK+9evXy8iRI2XLli2yevVquXDhgnTt2tWUjw/1wj1loagX0VW3bl15/PHHZfv27ebRuXNn6d27t7+BifrgnrJwvD5Y8PvZz35mDR8+PGiPXHHFFdajjz7KXoqiSZMmWddcc03I1y5evGjVqlXLevzxx/3LfvzxRys1NdV69tlnKZcI0tPB8uXLL2nff//991aZMmWspUuX+tc5evSoVapUKevdd9+lfCJUFmrw4MFW7969C30PZREdJ0+eNOWxfv1685x64Z6yUNQLZ6SlpVl/+9vfqA8uKgs31AcyFf8nNzdXduzYYVpBAunzTZs22Y/eUKTPP//cdPvQrmf9+/eX/fv3m+UHDhyQ48ePB5WLzrncsWNHyiXKwtn3WmfOnz8ftI6WY8uWLSmfKFi3bp3pBtKsWTMZOnSonDx50v8aZREdWVlZ5mfVqlXNT+qFe8rCh3oRO9qarS3cmi3SrjfUB/eUhRvqw2W2PyFOfPvtt6aA0tPTg5brc72wQvS0bdtWXnzxRVMBTpw4IdOmTZP27dubdJ5v34cql0OHDlEsURTOvtd1kpOTJS0trcA61JvI0q6Yffv2lQYNGpg/5H/6059M6lv/SGiwR1lEniaNxo4dKzfddJP5o6uoF+4pC0W9iA3tkqwXrj/++KNUrFjRdJ9p0aKF/0KUvxOxU1hZuKE+EFTko4Na8p/I8i9DZGkl8Ln66qtNZWnSpIksWbLEP8CIcnFOSfY99Sby+vXr5/+/XlRdf/315g/H22+/LX369KEsomDUqFHy0UcfmX7H+VEv3FEW1IvYaN68uXzwwQfy/fffy7Jly2Tw4MFmzIsP9SF2CisLDSycrg90f/o/Ogq+dOnSBSI1TRvlj8ARXTobgQYX2iXKNwsU5RJ74ex7XUe7DmZmZha6DqIjIyPD/LHQekJZRJ7OjrJixQpZu3atGRzpQ71wT1mEQr2IDm3dvvzyy81Fqs7KpZNK/PWvf6U+uKgs3FAfCCoCCkmnkNUZJgLpc+2Kg9jR6c4++eQTUxl0jIVWgsBy0QqhUTnlEl3h7HutM2XKlAlaR2eb+PjjjymfKDt16pQcOXLE1BPKInK0xU5bxV9//XVZs2aNqQeBqBfuKYtQqBexKxv9W019cE9ZuKI+2B7qHUd0NLyOin/++eetvXv3WmPGjLEqVKhgHTx40OlNi2uPPPKItW7dOmv//v3Wli1brF69elmVKlXy73edfUhnHHr99det3bt3W7/5zW+sjIwMKzs72+lN97zTp09bu3btMg89HcydO9f8/9ChQ2Hve50xrW7dutb7779v7dy50+rcubOZzevChQsOfrP4Kgt9TevJpk2brAMHDlhr16612rVrZ9WpU4eyiLAHH3zQHPN6Tjp27Jj/cfbsWf861At3lAX1IjYmTJhgbdiwwZx7PvroI+sPf/iDmS1o1apV5nXqgzvK4rQL/k4QVOTz9NNPWw0aNLCSk5Ot6667LmjqOkRHv379zIWqBnS1a9e2+vTpY+3Zs8f/uk7hqNPO6vSmKSkp1i233GIucGGfnnT0Ajb/Q6elC3ffnzt3zho1apRVtWpVq1y5ciYoPHz4MMUTwbLQi6iuXbtaNWrUMPWkfv36Znn+/UxZ2BeqDPSxePFi/zrUC3eUBfUiNu677z7/dZGeg2677TZ/QKGoD+4oi7Mu+DuRpP/Yz3cAAAAASFSMqQAAAABgC0EFAAAAAFsIKgAAAADYQlABAAAAwBaCCgAAAAC2EFQAAAAAsIWgAgAAAIAtBBUAAAAAbCGoAADEXKdOnWTMmDHseQCIEwQVAAAAAGwhqAAAAABgC0EFAMBRmZmZcs8990haWpqUL19eevToIZ9//rn/9RdeeEGqVKki7733nlx55ZVSsWJF6d69uxw7dszR7QYA/ISgAgDgqCFDhsj27dtlxYoVsnnzZrEsS37xi1/I+fPn/eucPXtWZs+eLS+99JJs2LBBDh8+LOPGjXN0uwEAP7ks4P8AAMSUZiQ0mPjnP/8p7du3N8tefvllqVevnrzxxhvSt29fs0wDjGeffVaaNGlino8aNUqmTp1KaQGAS5CpAAA45pNPPpHLLrtM2rZt619WrVo1ad68uXnNR7tF+QIKlZGRISdPnoz59gIAQiOoAAA4Rrs6FbY8KSnJ/7xMmTJBr+trhb0XABB7BBUAAMe0aNFCLly4IFu3bvUvO3XqlHz22WdmUDYAwBsIKgAAjmnatKn07t1bhg4dKhs3bpQPP/xQ7r77bqlTp45ZDgDwBoIKAICjFi9eLG3atJFevXpJu3btTLemd955p0CXJwCAeyVZdEoFAAAAYAOZCgAAAAC2EFQAAAAAsIWgAgAAAIAtBBUAAAAAbCGoAAAAAGALQQUAAAAAggoAAAAAziFTAQAAAMAWggoAAAAAthBUAAAAALCFoAIAAACALQQVAAAAAMSO/wezf1XU9qAjtwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = xr.where(da_sst[0, :, :] == 0., 0., 1.)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "mask.plot(ax=ax, cmap='Blues', add_colorbar=False)\n", "ax.set_title('Ocean mask (1 = ocean, 0 = land)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-5217178226657051", "metadata": {}, "source": [ "### 5. Initialise and run the tracker\n", "\n", "#### Parameters\n", "\n", "| Parameter | Description |\n", "|---|---|\n", "| `radius` | Structuring element radius for morphological close→open. Larger values fill wider gaps but risk bridging nearby separate events. |\n", "| `min_size_quartile` | Drop blobs below this percentile of the area distribution. Combined with `min_area_cells` via `max()`. |\n", "| `min_area_cells` | Absolute minimum blob size in grid cells. Always applied regardless of the percentile. |\n", "| `positive` | `True` → track warm anomalies; `False` → cold. |\n", "| `method` | `\"3d\"` (default) or `\"temporal_neighbor\"`. |\n", "| `contain_thresh` | `method=\"temporal_neighbor\"` only. Containment threshold for merging blobs across timesteps. |\n", "\n", "#### The `contain_thresh` parameter\n", "\n", "Two blobs — one at time $t$ and one at $t+1$ — are merged into the same event only if:\n", "\n", "$$\\max\\left(\\frac{|A \\cap B|}{|A|},\\ \\frac{|A \\cap B|}{|B|}\\right) \\geq \\text{contain\\_thresh}$$\n", "\n", "This is the maximum of the fraction of $A$ covered by $B$ and the fraction of $B$ covered by $A$.\n", "A small blob that is almost entirely inside a large blob will merge even if the large blob barely\n", "notices the overlap — which is the right physical behaviour for a shrinking or growing feature.\n", "\n", "| `contain_thresh` | Behaviour |\n", "|---|---|\n", "| `0.0` (default) | Any single pixel of overlap merges the two blobs |\n", "| `0.3` | One blob must cover at least 30% of the other |\n", "| `0.6` | One blob must cover at least 60% of the other — stricter |\n", "| `1.0` | One blob must be entirely inside the other |\n", "\n", "Higher threshold → stricter → less merging → more events.\n" ] }, { "cell_type": "markdown", "id": "md-3605445270516296413", "metadata": {}, "source": [ "#### Run `method='temporal_neighbor'`" ] }, { "cell_type": "code", "execution_count": 9, "id": "cd-6867693402443186060", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 1 · morphological cleaning …\n", " fraction flagged = 0.1022 (OK)\n", "Step 2 · area filtering …\n", "area threshold : 100 cells (floor=100, percentile=22.0)\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 103\n", "Step 4 · wrapping result …\n", "=======================================================\n", "SurfTracker — Result Summary\n", "=======================================================\n", " Input shape : (40, 138, 288)\n", " Tracked events : 103\n", " Duration min/median/max : 1 / 1 / 20\n", " >= 1 ts : 103\n", " >= 3 ts : 29\n", " >= 6 ts : 9\n", " >= 12 ts : 4\n", "\n", " Parameters:\n", " radius = 2\n", " min_area_cells = 100\n", " min_size_quartile = 0.25\n", " positive = True\n", " method = temporal_neighbor\n", " contain_thresh = 0.6\n", "CPU times: user 1.07 s, sys: 23.2 ms, total: 1.1 s\n", "Wall time: 1.17 s\n" ] } ], "source": [ "%%time\n", "\n", "tracker_tn = SurfTracker(\n", " features,\n", " mask,\n", " radius=2,\n", " min_size_quartile=0.25,\n", " min_area_cells=100,\n", " timedim='time',\n", " xdim='lon',\n", " ydim='lat',\n", " method='temporal_neighbor',\n", " contain_thresh=0.6,\n", ")\n", "result_tn = tracker_tn.run()\n", "tracker_tn.summary()" ] }, { "cell_type": "code", "execution_count": 10, "id": "cd-4401567511888064082", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Result attributes:\n", " initial objects identified 791\n", " final objects tracked 103\n", " radius 2\n", " size quantile threshold 0.25\n", " min area cells 100\n", " min area (effective) 100.0\n", " percent area reject 0.10522655374881522\n", " percent area accept 0.8947734462511848\n", " method temporal_neighbor\n", " contain_thresh 0.6\n" ] } ], "source": [ "print(\"Result attributes:\")\n", "for k, v in result_tn.attrs.items():\n", " print(f\" {k:<30} {v}\")" ] }, { "cell_type": "markdown", "id": "md-4848944312164747236", "metadata": {}, "source": [ "#### Run `method='3d'` (default) for comparison\n", "\n", "`method='3d'` is the original SurfTrack algorithm. It serves as the baseline here.\n", "Because it can bridge gaps diagonally through the 3-D volume, it tends to produce\n", "fewer but longer events than `temporal_neighbor`.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "cd-2272425708389277010", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 1 · morphological cleaning …\n", " fraction flagged = 0.1022 (OK)\n", "Step 2 · area filtering …\n", "area threshold : 100 cells (floor=100, percentile=22.0)\n", "Step 3 · labelling (method='3d') …\n", " initial objects : 791\n", " final objects : 60\n", "Step 4 · wrapping result …\n", "=======================================================\n", "SurfTracker — Result Summary\n", "=======================================================\n", " Input shape : (40, 138, 288)\n", " Tracked events : 60\n", " Duration min/median/max : 1 / 1 / 22\n", " >= 1 ts : 60\n", " >= 3 ts : 20\n", " >= 6 ts : 11\n", " >= 12 ts : 5\n", "\n", " Parameters:\n", " radius = 2\n", " min_area_cells = 100\n", " min_size_quartile = 0.25\n", " positive = True\n", " method = 3d\n", " contain_thresh = 0.0\n", "CPU times: user 1.14 s, sys: 39.6 ms, total: 1.18 s\n", "Wall time: 1.29 s\n" ] } ], "source": [ "%%time\n", "\n", "tracker_3d = SurfTracker(\n", " features,\n", " mask,\n", " radius=2,\n", " min_size_quartile=0.25,\n", " min_area_cells=100,\n", " timedim='time',\n", " xdim='lon',\n", " ydim='lat',\n", " method='3d',\n", ")\n", "result_3d = tracker_3d.run()\n", "tracker_3d.summary()" ] }, { "cell_type": "code", "execution_count": 12, "id": "cd-5024469705492651527", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Result attributes:\n", " initial objects identified 791\n", " final objects tracked 60\n", " radius 2\n", " size quantile threshold 0.25\n", " min area cells 100\n", " min area (effective) 100.0\n", " percent area reject 0.10522655374881522\n", " percent area accept 0.8947734462511848\n", " method 3d\n", " contain_thresh 0.0\n" ] } ], "source": [ "print(\"Result attributes:\")\n", "for k, v in result_3d.attrs.items():\n", " print(f\" {k:<30} {v}\")" ] }, { "cell_type": "markdown", "id": "md-7667271539148406956", "metadata": {}, "source": [ "#### Method comparison summary\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "cd-4259594726603611570", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Method Events\n", "----------------------------------------\n", "temporal_neighbor (thresh=0.6) 103\n", "3d 60\n", "\n", "temporal_neighbor finds +43 events relative to 3d\n", "\n", "Key difference:\n", " 3d : can bridge gaps diagonally → fewer, longer events\n", " temp. neigh.: gap of 1 timestep = new event → more, shorter events\n" ] } ], "source": [ "n_tn = tracker_tn.n_events()\n", "n_3d = tracker_3d.n_events()\n", "\n", "print(f\"{'Method':<30} {'Events':>8}\")\n", "print(\"-\" * 40)\n", "print(f\"{'temporal_neighbor (thresh=0.6)':<30} {n_tn:>8}\")\n", "print(f\"{'3d':<30} {n_3d:>8}\")\n", "print()\n", "print(f\"temporal_neighbor finds {n_tn - n_3d:+d} events relative to 3d\")\n", "print()\n", "print(\"Key difference:\")\n", "print(\" 3d : can bridge gaps diagonally → fewer, longer events\")\n", "print(\" temp. neigh.: gap of 1 timestep = new event → more, shorter events\")" ] }, { "cell_type": "markdown", "id": "md-6077361249033243866", "metadata": {}, "source": [ "### 6. Inspect intermediate steps\n", "\n", "Each pipeline step stores its output as an attribute on the tracker object so\n", "you can inspect and plot the intermediate results without re-running the full pipeline.\n", "\n", "| Step | Method called | Output attribute |\n", "|---|---|---|\n", "| 1 | `.clean()` | `tracker.binary_clean` |\n", "| 2 | `.filter()` | `tracker.binary_filtered`, `tracker.area`, `tracker.min_area`, `tracker.N_initial` |\n", "| 3 | `.track()` | `tracker.labels_unfilt` |\n", "| 4 | `.postprocess()` | `tracker.result` |\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "cd-674781515874036898", "metadata": {}, "outputs": [], "source": [ "tracker_tn = SurfTracker(\n", " features, mask,\n", " radius=2, min_size_quartile=0.25, min_area_cells=100,\n", " timedim='time', xdim='lon', ydim='lat',\n", " method='temporal_neighbor',\n", " contain_thresh=0.6,\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "cd-6975884657546262522", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 1 · morphological cleaning …\n", " fraction flagged = 0.1022 (OK)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABv4AAAErCAYAAAAWp/Q6AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA2xVJREFUeJzs3QecE9X2B/CTXrZRRVFU7Iqo2FDUh4pgR8Xeu9hFxfbgvafvv6goojzFghV7RcUu9opiV+yKigoisGxJb//PuXdmks1md5PsJJmZ/L6fT5hJyCaTZDInc+8959pSqVSKAAAAAAAAAAAAAAAAAMDU7JXeAAAAAAAAAAAAAAAAAADoOXT8AQAAAAAAAAAAAAAAAFgAOv4AAAAAAAAAAAAAAAAALAAdfwAAAAAAAAAAAAAAAAAWgI4/AAAAAAAAAAAAAAAAAAtAxx8AAAAAAAAAAAAAAACABaDjDwAAAAAAAAAAAAAAAMAC0PEHAAAAAAAAAAAAAAAAYAHo+AMAAAAAAAAAAAAAAACwAHT8AQAAAIClffDBB3TQQQfR2muvTR6PhwYMGEA77rgjXXjhhe3ud/PNN9M999xDlXTvvffSEUccQRtvvDHZ7XZad911e/yYl19+OdlsNlq+fHm39911113FpVrw+8LvjxnFYjHaZJNN6Oqrry7L81Vi34hGo3T66afTGmusQQ6Hg7baaitxO38vTjjhBLKKavvelYJ6nOvqfW1qaqJevXrRU089VYEtBAAAAAAoH2cZnwsAAAAAoKyee+45Gjt2rGj8veaaa0QHwpIlS+ijjz6ihx9+mK677rp2HX/9+vWraIfCfffdR0uXLqXtt9+eksmk6NwpJ34PwBz4s+KOjHPOOYes6pZbbqHbbruNbrzxRtpmm22otra20psEJta7d286//zz6aKLLqJ99tmH3G53pTcJAAAAAKAk0PEHAAAAAJbFnX2DBw+ml156iZzO9E9fzqrj/zMa3k7O9GP77bcfffXVV2V9/s0224wqIRQKkdfr7ZCxA7nF43G69tpr6aSTTqKampou36ZgMEh+v9+UbyXv/z6fj84+++xKb0pVSiQSYl/jTGmr4AzSxsZGevzxx+moo46q9OYAAAAAAJQESn0CAAAAgGWtWLFCZPFldvqp1A42tXTgwoUL6c033xSdT3zJLLPZ0tJCEydOFJ2InCWy5ppr0oQJEygQCLR7TP477qTgLKWNNtpINJhzZxpnF+Yjc5v0tnjxYho3bhzV19dTQ0MDHXPMMfT33393WRrvl19+Ea9p2rRpNH36dPH6OeuKS6XOnz+/3d9yFiV3qPL7xp01vDzyyCPp119/bXc/LqfKj/nyyy+Ljqv+/fuLjql33nlH3P7QQw/lLIHK/7dgwYK8X++qVatEOdf11ltPfA6rrbaayPL59ttvu/w7zrgcP348rbXWWuKz5td8xRVXiA6QTHzb8OHDqU+fPuI93XrrrenOO++kVCrV7n78PnAn7osvvijuw+8Nl+i86667qFhz586lP/74g4499tic5Q4/+eQTOuSQQ0SG0/rrry/+j7eLswS5XCZvA/8f3+fnn39u9xh8P+4UX2eddURnLG/zCy+8QOXGr+OOO+4QncLqd7KzUrzhcFh81vzaeN/mz4T30aeffjrnfnHyySeL+/C+vO+++4r3IFfZV/77LbbYQuw/vB/NmDEjZ0nJcry3hx56KA0ZMqTdbfvvv7/Ylscee0y7jT97vu2ZZ54R1/k7fuaZZ4rjEL9e/h7svvvu9Pbbb7d7LPW7ztvHHWO83/Prfv3117XX/MUXX4jtUN/jCy64QHwvvvvuO9prr72orq5O7O/5DqrgrGbO5lTfNy7DucMOO4j9O9MjjzwiPk/u5ObXsOeee9Knn35KxeBSz6NHj6Zbb721qL8HAAAAADADdPwBAAAAgGVxYzHP8XfuueeKZWelM5988knRsD9s2DB6//33xYVvUzOmRo4cSbNnzxaPww31l1xyieiE4DKi2R093Gj9v//9j/773/+KrBJu5OcOMF7XEzfEFzIvGM9zuMEGG4jt4IZ8nueKG9DzKSc6c+ZMmjdvHt1www30wAMPiA5P7kRrbm5u13HAcxPyfThzcerUqaKs6nbbbZdzfkHu9HO5XKK8KW/TiBEjxPvPz5XtpptuEo/Dl3y0trbSzjvvLDpgTzzxRNEJwg393BnL29QZtcwqb/+///1v8VlzJ9FVV11Fp556arv78uvlDsJHH32U5syZIzpVuezm//3f/3V43M8//1x0THGZQbUziR/3rbfeomJL2HIHTmcZmrwt/Flzh5DawcHbyp3Ve+yxh/jsuaOKO7v5ff/rr7/adWjy/s2dI3y/M844Q7x27twpJEusuwt3+nSFv4O8j3GHkPqd5E66XCKRCK1cuVJ0zvM2c+cxf/78PnCnsYqfkzvLHnzwQfEa+TvOnbfcaZWNO2r57/v27Ss6nrgzix+XjwPZyvHe8mN//fXX2v7L7yEPVOD3h7+bqldeeUUMdFCPDfy+sP/85z9iv7n77rvFsY7//4033ujwPHzseu2110RnP+//3EmtOuyww2jLLbekJ554Qmz39ddfL/bpAw88UHw2/H5ypyK/Rv5OdIfLKp933nnie83vMQ+Q4GMqf7dUV155pTh+8r7O3zU+XvD3e5dddhHvRzH4tb/77ruiExgAAAAAwJJSAAAAAAAWtXz58tTOO+/MPXPi4nK5UiNGjEhdddVVqdbW1nb3HTJkSGrkyJEdHoPva7fbUwsWLGh3++OPPy4e8/nnn9du4+s+ny+1dOlS7bZ4PJ7aZJNNUhtssEFB277vvvum1llnnU7/3+FwpHbfffduH+c///mP2K7zzz+/3e0PPPCAuP3+++/XbuPXn/keLFq0SNxn6NCh4nWoPvzwQ3H7Qw891Onz8v3b2tpSNTU1qRkzZmi333333eJvjzvuuA5/o/7fp59+2uG5Zs+encrXf//7X/E38+bN6/J+fB9+f1Tjx49P1dbWpn799dd295s2bZq478KFC3M+TiKRSMViMfG8ffv2TSWTSe3/+DP0er3tHjMUCqX69Okjnq8Ym266aWqvvfbq9LP+97//3e72999/X9x+3XXXtbt98eLFYn+9+OKLxfWmpiaxrQcddFC7+7377rvi73N9P7LxfdTvW1eX448/vtvH4vvw/pON39Ou/p73Pf48Tj755NSwYcO025977jnx3LfcckuH73j2vrDddtulBg0alIpEItptfMzgzzfzNLpc7+2PP/4o7nfvvfeK6++88464zo8/ePBg7X6jR48Wx7ju3ptRo0a12xb1u77++uunotFozv0q+zVutdVW4vY5c+Zot/Fj9+/fPzVu3LguX89bb70l/nbSpEmd3ue3335LOZ3O1DnnnNPudv4cVl999dRhhx3WYRszZR/PVHxc4Pu+8MILXW4jAAAAAIBZIeMPAAAAACyLs3W4pB2XiLz66qvpgAMOoO+//54uu+wyGjp0aM5MtGzPPvssbb755qIcXWbGEmfLcdZddtbMqFGjRDk5lcPhoMMPP5x+/PFH+v3333V7bbwNr776at73P/roo9td5+wdzgziUn7d4Wwefh0qzlhjmWU829raRKYPZ5rx4/KFy/JxduA333zT4TEPPvjgDrdxZg9nsmVm/XEpQC4Hyu9hvjhTibP7OEuqEPxZ77bbbjRw4MB2n/Xee+8t/p8zrFScFcWPz2UP+b3h7EXOEuTyssuWLWv3uLzvrL322tp1LvPI25ddBjVff/75p3ifOpP93vLr4n2Vy7tmvq7VV19dZHCp+zBn1XHZzOx9hTPXOHM1H5xlyd+37i7ZZTV7irMbd9ppJ7HP8b7HnweXXs3c99TPj/f97P0uE++zXLqWM9m43KuKH5szBivx3nLJVi6jyRl9jLP8+BjGz7to0SL66aefROYjl8zN3u8565PLivJ+p743fOzI9b3kjDv+/1y4ZG2mTTfdVLx29fvB+PH5GNDdvq2WOD3rrLM6vQ9n3vJ7edxxx7V7b/l1cBZ2rozFfKjfHS6XCwAAAABgRR0nOwEAAAAAsJhtt91WXBiXtuQOKi5Tx+X7upuPikv1caddZ43h2Z2H3OCfTb2NO4V47rhKyN4ubqDnjlHepu7w/TLx3F+M519THXXUUaIz4V//+pco3cfz3nGnAJdrzLyfao011uhwGz8ul0287rrr6NprrxWfFZf347nE1OfMB89rltnRli/+rLksaHef9YcffkhjxowRJQNvv/12bT5ALt84ZcqUDq83+/1TX2uu9yUf/Hfc+dGZ7PeWXxcnOGZ2SGfi0o9M3Re62oe7w50+2eVvSz2fJZeV5M48nn/uoosuEtvK+/ctt9zSbi5Ffn18O89Plyn7fWlqaur0/cq+rZzvLQ8q4BKkjDsAuWQod/7xc/P1DTfcUOwbmR1/PDcnl5k9/fTTRRlanvOUO6r5e5qr4y/X91KV/b7xPs/zc2bvi3w7z4va3XeUt6Or166WSe2sxG+x+5C6vcV+/wAAAAAAjA4dfwAAAABQVbhTh+e74o6/r776qtv7c0M5z6OV2YGQ/f/Z88RlU2/L1QFULrwNa665pnadM2e4M0KPbeK5/jjzid/XSy+9tMPca7lwp2AuPO8ZZ2fy+80ZUryd3GlRCM4QLCa7kj9LzmbkzrtcOBOQ8VxkvB/xa87s9OCOv3Lg7ezsfc313vL9+TbOfs3Vgarepu4Lne3DnHGWT+dUZmZkZ44//ngxT6Ye7r//fho8eLCYJy7ztfP+l4lfH+9P/N5ldmJlv97evXuLx8mcn6+z+5b7veUsRu545jlLJ0+eLG7nefU4A5Cz7DgrcYcddmj33nAHNXeCZuJ58gr5XuqNv6M8HyS/9s46G9VjqzpXql7U7072sRsAAAAAwCrQ8QcAAAAAlrVkyZKcjcpqpovakdNVBhaXt7vyyitFwz13LnSHs964w0DNAOLGbe6Q4FJ9lcr2Yw888ABts8022nXOpONOEO4U6CnuLOCsp+yOjzvuuEO8/kLw58WZWzfffDNFo1FRWrHQ7D0uPchlN7kcJ3eK5Is/6+eff158Vtz509Xr5cyxzPKnvO/cd999VA6bbLKJKO1YyOvizlQubZhd5jITdxhxRybvK5nlQt977z3RqZRP5xSX+uysUymTnp0u/HlwlllmpxV3KD399NPt7sflITnDl7+P3MGs4o7cTDU1NSJDmDtyp02bppX75HK23NlbqfeWO/74NXK2Hme7/eMf/xC3c4YfZzry4/BtmRmrfP/s7+UXX3whSo8OGjSIKoW/o1dddZXokPzvf/+b8z5cTpm/Z7yv5yoNXKyff/5ZLDfbbDPdHhMAAAAAwEjQ8QcAAAAAlsUNx9zZxp1H3FmSTCbps88+E6UkOTPmvPPO0+7LJfO4A4A7Bbg8HzfS820TJkygJ554QjSon3/++SIjjB/nt99+o5dfflmU0Rs+fHi7Dg3ubOLGee5A4A6sb7/9tkPnQi5ff/21uKgdF8FgUGS7qI3UmQ3V3CDOHRn5zvPH5RD5b7g84MKFC8X28RxkXXVW5IvLevL7w+U5+fVzJwZnfXF2Uq9evQp+PP5c1Pf07rvvLvjv+TPjz5HndOQMxO233150zPE2cUcNz+OXC3dAcOYUz7t27rnn0sYbbyyyDn/55RfRIchzpfH+xHMecglFLm962mmnicxJ7iAqpBxpT3BnLW8r7x9carE7PPcdb+eJJ54o5q7jz4r3Te4Y5znheD/njjDu7Jw4cSI1NjbSKaecIjpgFy9eLObjy7ccJb9n5cafKe/fZ555Jh1yyCFim7msJXci//DDD9r99tprL/Fe8HeWS1FyRzh3gN17770dSkfy+8ufMx9DeH/kDmzev/m4kZltWc73luem4/lG+bjD+7D62XPHH28TX3i/zH5v+L3gbFw+Xnz33XfitfEgBu74r5RddtmFjj32WPF+8EAJ3k7+/nz66afidZ1zzjniOMLbOmnSJNFZx58fv498f8565Pf5iiuuKPi558+fLwZy8GcDAAAAAGBF6PgDAAAAAMviUnic9cNlPbkhnkv/cWcAN5RfdtlltOmmm2r35QZkvs+pp54qMpa4tBx3+HDjMpfx46yeWbNm0aJFi0TpT85C48fJztQZO3YsDRkyRDw3dw5y9hhn+Rx++OHdbi9n4WU3ZHMHAeOGe+4kUHFHRCHZdNwxwn/PGTacBcSdoTfccIOWzdRTDz74oOggufjii0WHAneIcCcad54Uijvq+H3l95mznApVV1cnOl349fJnxu8pdxjwXGHcSdMZ3je484Y7SriTh8uF8mNxJ4na6cC4Y5dLkU6dOlW8j1xClfcb7pg5+eSTqdS4w5H3h+eee07bP/LJxOOsM15yZzR3XnPGK39O/H6ruKNF7bDmDEbuMOcOT+7YNCrudFu2bJnYTv5cuOOeO3z588v8PnHHHs/hyB1//H3mjFJ+/VwOk9+bzE5q/ry5w58zR/m7y51z3LH4559/dsjsLOd7y8ecL7/8st08fnws4vn9uJMz83bGnWbcQcyd8JztyIMH+DmffPJJeuONN6iSuNTr1ltvLbaN1/n7ztv3z3/+U7sPH6f5thkzZtBDDz0kjuH8WfB3udASwIwzk+fOnSu+Q+UqawoAAAAAUG62VD4zrwMAAAAAQPc/rm02Ouuss+imm27Cu9UDXIqQsxFnzpwpOlugI+5w5A7WF154AW+PDp3WRx99NL377rsi27MzsViMttpqK9HRy1l3YD6cIT1mzBiR9cwdrwAAAAAAVoSMPwAAAAAAMASey4vnKeOMH86+O+GEEyq9SYbF86MNGzaMFixYILKfID+cNcbz8XGZR84A5LKPnN3JJTqzO/04e5NL4/K+yKV3OVOO5wfl7DMwJy4tetJJJ6HTDwAAAAAsDR1/AAAAAABgCFxik0sgcgnWxx57rMP8dVyspLvypg6HoypK+PFcbzz/IXdIQf64dCvPt8kdQIFAQOtg5uvZuOQvz8v3999/k8vlEmUpea7H7HKaYA5NTU1inkNkEQMAAACA1aHUJwAAAAAAmALPSbbbbrt1eR/uDEOmIAAAAAAAAFQrdPwBAAAAAIApcAbWd9991+V9Bg8eTH379i3bNgEAAAAAAAAYCTr+AAAAAAAAAAAAAAAAACzAXukNAAAAAAAAAAAAAAAAAICeQ8cfAAAAAAAAAAAAAAAAgAWg4w8AAAAAAAAAAAAAAADAAtDxBwAAAAAAAAAAAAAAAGAB6PgDAAAAAAAAAAAAAAAAsAB0/AEAAAAAAAAAAAAAAABYADr+AAAAAAAAAAAAAAAAACwAHX8AAAAAAAAAAAAAAAAAFoCOPwAAAAAAAAAAAAAAAAALQMcfAAAAAAAAAAAAAAAAgAWg4w8AAAAAAAAAAAAAAADAAtDxBwAAAAAAAAAAAAAAAGAB6PgDAAAAAAAAAAAAAAAAsAB0/AEAAAAAAAAAAAAAAABYADr+AAAAAAAAAAAAAAAAACwAHX8AAAAAAAAAAAAAAAAAFoCOPwAAAAAAAAAAAAAAAAALQMcfAAAAAAAAAAAAAAAAgAWg4w8AAAAAAAAAAAAAAADAAtDxBwAAAAAAAAAAAAAAAGAB6PgDAAAAAAAAAAAAAAAAsAB0/AEAAAAAAAAAAAAAAABYADr+AAzovffeo8svv5xWrVql22O+8sortOOOO5Lf76d+/frRCSecQMuWLdPt8QEAAIwS95599lk67rjjaOjQoeRyuchms+HDAQAAS8a9lpYWmjJlCu266660+uqrU21trYh/U6dOpXA4rMv2AgAAGOl8b9KkSTRs2DDq06cPeb1eWm+99ei0006jX3/9FR8UgAIdfwAGDYhXXHGFbgHxzTffpL333psGDBhATz/9NM2YMUN0BI4aNYoikYguzwEAAGCUuPfkk0/S/PnzabPNNqMtt9wSHwwAAFg27v322290ww030NZbb02zZs2iuXPn0iGHHCIaWPfbbz9KpVK6bDMAAIBRzvf4cY488kiaPXs2vfjiizRx4kQx+HP48OG0YsUKfFAAROTEuwBgfRdddBFttNFG9Pjjj5PTKb/2gwcPpp122onuuusuOuOMMyq9iQAAALq5/fbbyW6X49vOPvts+vjjj/HuAgCAJfF53S+//EI1NTXabbvvvru4zueB7777Lu28884V3UYAAAA9zZw5s911znrneLjPPvuIhIeTTjoJbzhUPWT8ARgMj8zkEzTGQYvLk/HljTfeKOrx/vjjD1qwYAEde+yxWqcfGzFihOgM5KwIAAAAq8Q9pnb6AQAAWD3ucQdfZqefavvttxfLxYsX93CLAQAAjHW+l0v//v3FMrPtE6Ca4ZsAYDCnnHIKrVy5km688UaaM2cOrbHGGuJ2LleWTCbFpTscQB0Oh1j/6quvxHKLLbbocD++jUeAAgAAWCXuAQAAGFm54t5rr70mlkOGDNFpywEAAApXyrgXj8cpFovRt99+SxMmTBAJDuPGjcPHBIA5/gCMZ6211qK1115brPNEtTvssIO41NfXi1R1l8vV7YXn7lOpta15wttsfBtqXwMAgJXiHgAAQLXHvS+++IKuueYaOuigg3IOAAUAADB73Fu6dKn4P7/fL+a55U7A119/nWpra/HhAiDjD8B86fE8V1F36urqco6OyaWz2wEAAMwc9wAAAKox7vF8f/vttx8NGjSI7rjjDp23EAAAwBhxr1+/fmJqo0gkQt98840Y8LLbbruJEqJqViFANUOpTwAT4REyPFKmO5mdeX379hXLXJl9nGqfKxMQAADArHEPAACgWuPer7/+Kho9eX6jV199Fed6AABg2bjHsW7bbbcV6zvttBPttddeYg7Bq6++mmbMmFGS7QUwE3ulNwAA8ldMCvzmm28ull9++WWHx+Pb1P8HAAAwGpT6BACAatKTuMedfrvuuiulUilR6iyfhlQAAACrnO9x3Bs4cCB9//33Zdl2AKNDxh+AAXk8HrEMhUI9ToFfc801afvtt6f777+fJk6cqE2GO3/+fPruu+/E5LcAAABWiXsAAADVFvd+++030emXSCREibN11llH5y0GAAAw9vnejz/+SL///juNHTu2B1sKYB3o+AMwoKFDh4olp6Yff/zxYnTLxhtvTOuuu664FGrq1Kk0evRoOvTQQ+nMM8+kZcuW0aWXXiqy/U488cQSvAIAAIDKxT3OeuD5HthPP/0klo8//rhY8uOpJWEAAADMHvf43I7Ley5ZsoTuvPNOcZ0vmRkQyP4DAACrxL0vvviCzj//fDrkkENovfXWI7vdLiqaXX/99WK6I056AAAiW4rrQACA4fzzn/+k2bNn09KlSymZTIpyLTyKs1jz5s2jf//73/TZZ5+R3+8XE75fe+21tNpqq+m63QAAAJWOe/fcc0+nA1v4RJP/HwAAwApxjzP8uOOvM//5z39ERgUAAIAV4t5ff/0lOvfef/99MeglHo+LAS5jxowRzzFo0KCSbD+A2aDjDwAAAAAAAAAAAAAAAMAC7JXeAAAAAAAAAAAAAAAAAADoOXT8AQAAAAAAAAAAAAAAAFgAOv4AAAAAAAAAAAAAAAAALAAdfwAAAAAAAAAAAAAAAAAWgI4/AAAAAAAAAAAAAAAAAAtAxx8AAAAAAAAAAAAAAACABaDjDwAAAAAAAAAAAAAAAMACnGRCyWSS/vzzT6qrqyObzVbpzQEAAANKpVLU2tpKAwcOJLvd/ONcEPsAAKCaYh/iHgAAdAdxDwAAqkmqgPM9U3b8caffoEGDKr0ZAABgAosXL6a11lqLzA6xDwAAqin2Ie4BAEC+EPcAAKCaLM7jfM+UHX+c6cemP/EWvb/cRnccsUXefxuOd/5/XmdxfwdQaV3tuz2B/d5Yn0muz0PP5+nu8xbPFQ2L9Wvuernd/zn6DqQLD92WKun8p7+lpauCYn3v9eoo2NZKlxyxmxYzzE59HRzc6+vr8/47xD2wKsQ+434eV7/2E7VFk9S414bi+pyPf6FoLEENfo+4XuNxUDKVIoddVu7YZaM18j6GrX3YTbRsztmd3n+1nSdq68vemdbp/TY892n6cvoBXb6m/90xN+ftF58+loyqpaVFDJC0QuwrNu51FftwvgdmhrhXnZ9HOc/3csU+I8c8q8a9Kfe/Sl5/LTkcdnI609kckUiCQgF5Ph4Jx+iaRz8iSkTF9d8eO7fTx1X3oczfSKrf3uj8txJApSHuGYsZ414+sS877k27/628zidVd374q1i2hhMUjqe02y/dfX2xvPejxWIZjCUoovy/w0509k6D2z3Oq9/8SQFlYwORGAWDcj0WS1AymX7caDhI/zlhj7zinik7/tTynuuv1Z/OH7dJQR+wu5P7dLZTqX/b2d8BWOlgm82NDm9DfS71OY5Nej5nV5+3+jyNN74ir/v8RA4nDdhkI3H91N27PxaXwp0f/kYnb7+2XD92e+325774nQKtPrFulZLQ6uvgxs98GkC7i1/dNX4i7oHRIPaZ5zO58sBh7a4PGtCXRm3QV7v+6o8rxPXnvv1bXO/qmFafdUwLv/LPDve5+60fxPKPz7+kyafuRZPPGdftttvd/i6fd9otc2SsU+TzmEZihdhXbNxjuWIY4h6YDeJedX4m2ed8XT2nb9jZFPr0Jl3O93pvlx5UU8hjGoWV4t4aa/Qjf00dxZNJUtt6o9EEJVJR8irNuA5XnFY9f3GXj5e974S/mKXtN00LzPcZg/Uh7hlTuds69X4+d7zz8z2Wec6XeazM1/l7DO3y/321soPOndF553bYOpzfrDsgROF4Uqy3hJPUEoqJ9UgsQRwenEpZz2ioLe+4Z+6JHwAAAAAAAAAAAAAAAADAvBl/ql03GVjSMoUocwh66jDaKm7cETDY9wtTijT07h6zFPsBP2Z3n/2Uu16TK043hRZMp0pTs/2y7bvFWqLsS7VB3AMjUUeOq6PGEfespZA4NGqzNXNe33eLQbrEPc70K5Sv1ke9D76Nmp4YX/DfgnHo8ZsVv3tB79jHcY8zalgxWTU43zMmvUtu5vN4eu8L6uN1ddwzY7af1XApdIfDRsGIzPyQUuRyOei0PTfv8eMj2w/0xFlT9r6yfT654k+aeEZxVTJKHfvwe69wpSg1baS2zilq+2aJY19n7ZbZhq07QFt//8cllErJN6PO6xRxwalMkxFxykxAy3f8lVM+DeIAufabrvapctUzroTuyudahVlrXHemu+fBiWD1QNyDnuw7uY4XVo97nb0OxL389GSf8A+S8ycEF/+U99/8PH0f6nv8Q6LzT4hHiFb9JdeDze3ui9hXHfJpEAfoat/JPF5kHzdKPVd3pVRD3DPr/O1dyfU8iHXGYVMuPKfTySPSDcZ3vCvnkdITzvmgGNMefIcmH7GtWK9ZZwNyOh1i3dV/U7FP+fa+Xlxveub8Dvub2aGt0xptnT5lgJZR7bjBGp3+39wPv837cVDqEwAAAAAAAAAAAAAAAMACLNDXXrpSC1YYiQD6KWR/KHSUo9H2tULKkha67dUyKlRvpZjgtiu+Pa6m0CuXlu8JoewQ96A7iHs9f1+6uj9inz7lYNgFB24plr5ht4vllBcWi2Xo+fO6/LsVs4+k/ic+Itbb/lzcIdMPquO3lNF+h0PlZO4LnBEcbA3KK5EAkd1JZJMllljTnDOKfuxqPN/r7jkg/R7l+36PuOYtvG0WdcDW61B9fX2H20/ZbeOCvked/ZYy2vEIKmfaXS+mr8QicplMyKW/QS6dLnHbxGN30+5qczjpmqcXinW3162Fx1SKaNgVrxEt/clw+1op415nf4O4Z7y2TitkuXc39V0mA30FK/vFNtLBCIxFrwO+mek1P2F3j4+gaBzo9DMvxD0oxX6k9/2rPe6pz2HGuHfKI1+J5R2H93yOmWKc8+Q3dONBm+b8P21erSU/5P14f999uI5bB5WQb0OL1Y5ToK/s/YMHBvQ59kGxnvC4yWa3kdvjFtddHpfl9ifEPePgOJZPg+R7F/+DfA89qpUrM3MjJpTmO6vOt63CPgKZpj34LpFTxjWKRzu+OdGQXCZiYp3n8hNsdqKaBiJ3eic8e5Qsu3/z6z/Tp//ZnYgvBleOjjq0debHN3qqWIbmXaLvBwDW7vjrbERn5hc53x/sZmyYgZ7JtW/wyd/K+47q8VtbzD5oJKVqrOxq/iejKufolM5G7Jl9fwL9dJXJUEj2TOb9oXqU8vhh9uMU4l7aTQdvXlDDpB77Tv+jZ9NBBwwT1+89aosu9yet84+3cdvzKfSRnGMErKmz40kx53yIe9Wnu/2iJ+d9Voh7pWwELcVjW+Wcr2nBTVRzyN1iPfD4idrzqzK3o9d2u9GqBa+XZ8PAVHEv304/M30PQd/9x+50UjKVbJ/ll0ntDMzuFPTWkM3tI5uS5hcJRWjqU3Jg4Hnjtq1YBpcZzvnM9H0ra9x7IXeHX6FtWNAR5vgDAAAAAAAAAAAAAAAAsAD0mXbDTL3xoI/ORhLwqLvkyj+pcVZGDWwuYM3sDiK3jzy1NeLqRQdvbfn9qdQjLsxUAk3vUSjdvXazvC+VgBFB+r6PUB1KfTy3yv6EuNcxI2Gdc5+hrYauIa4/feq2PXpvu9pP/n7g+IL2J3VUO2f+qVkTw/+xCb127o5kNYh7+r6PUD3KleVudqV8n8x0vqd39kN3r33Fwx0z/XJZMutg8g17vayZ+EZg5oyiSsi1X5jpuwf6yP7OiIQ9bstkDieRy5su8almAmZS75uIUyoSpCj5tTn+zjkgdxuoGZU67pnp+6fneUY+r72Q96XaylyHi4x7VREqs8sioMwZFIPLbPj2vl4EuZzp7tEQRbj2dTf7YOa+CNY7Gaz0Z4yTIMjcFzL3Q5Q5g3Ifi7Ih7lnvZPC76ftr67zNalmpcp6AdRX3quVEECSc80EldXbcRuyzVtwzyvle5nNrg122PldrCM28Haoz7nX1+Zvl+walddmRw6nx3nflFbuDbP56sZry+IkiAaJYpH0ZUHXJHYPREF14XO55/BD3uoe2Tv06IBH3uoZSnwAAAAAAAAAAAAAAAAAWUBU5RxhtAHrtK6EXzqfGu17LnfHHo1+CLWK18bYXiHx1NPm4nfHmV+kE8JUcEYqsPyjn/gbmpmZoMYwMNw6zZUBklv8spiwMj9RU/7YYKHcJhexvUN2wnxiTWc/5KlnhIPucL/TJ/8TSN/K/consP8vD8Qx021eSSUqllDZOLvPJZT3V0p5qph/oyqxxzyhtndx2kRnnJp20OzXeOEe7PvmcceXZKIOzpVLqJGXm0dLSQg0NDdTc3Ez19TIVWe8fTWb70oF+DaDdNnxGw2LReOcrHTv/MjlcXOxarE48YXS7/8IPtOJY6XuZax8o1euz+v7W2fsWDeofK6wU+xD3oJTHByOUwrICxL3iVMP+1lljcynOkyoFcQ+Mdny4+uEPxTIeaE2fB/K8SJ4amnjkCN2ep9pZJfZ1tg+U85wvs1G0fpuR9Ncdh5JZIe4V/56ZdUAZlK+tU7RvhgMFdfRNPKNjxwpiX3Gs9N0sd1unGue44y/bZJN3/unR1lkVP0fz3cGs9EWD4vBo8+w66dkaH/wgv2DI8/2FYlqQ5cdGEKyuOthGycqzaiZErteVuX9YZV8pVj6vv9rfI9Cvg853wG3k8vnEesvDx7U7Xlvt2FNOVmqoQdzT5z3sat/gdSvsK8VC3INi9pNCYlS8ZaVciQTbD/bk8729rhbLphcvRdzrIauc85X7d1CuOGv2ag6dtc2otyPuFf4+QnXqtq1TqV5WiGm3zNE6AHG+1zNWiXuVOOdT41xmtp+qUbnNTB2A3cW97PXuYI4/AAAAAAAAAAAAAAAAAAswdcdfdz2c1T76B3pO3YfUS+PNzxC1rpCXzIw/p5smj9+HyO2TF08Nkbc2fek3CCNgdMIjHjCaCDrbF6p9/8g8XgH0dB8qaD9KxESmH19U1f591BPeR1D3g+zvVbV/zxD3QM99qNvYx1M+KNM+aHgOJJeHQq9cKi7V/H3UE95HUPeDzs75qhXiHui9H/W07aCav496qvbf9D3VVVZf441z2pW+rqa4Z+pdqtw106H6dNjHuHxnJqdbLCafsZ9cjt875+NMPnVMaTYQTI0Dj9nLrxhZNf1oQtyDSn9vQs+a44c0VFbmCRfiX2m+v1HEPoCC9P7HP+WK002hty7v8r6Tzz4wfSyr6S3WQ+/8H95xgApB3AMo/rvTYzW98PaD4Tr/Gu95U17hhB2LKuT7W3DG31tvvUX7778/DRw4kGw2Gz311FPa/8ViMbrkkkto6NChVFNTI+5z3HHH0Z9//tnuMSKRCJ1zzjnUr18/cb+xY8fS77//XuimAAAAlBziHgAAVBPEPQAAqCaIewAAYEUFd/wFAgHacsst6aabOmapBINB+uSTT+hf//qXWM6ZM4e+//570bGXacKECfTkk0/Sww8/TO+88w61tbXRfvvtR4lERunECqUoAxSEJ3NXJnSH8rJCNpc6wXIxx67M9O98L9VEz9eLuAcARmCVuKdeEPf0ZfW4x3DOB6UQeu9Keekm26/d33x6k8j0Q7ZfaVnlHKYnxy6c73X93ugFcQ+qlW/3KeIiqpmplzwzqyaftLu4gL4Q93rWzjn5hJHiYuu9RvrG+n6WqDZTzO8iWyqVShX7hJzxxyd0Bx4oS17ksmDBAtp+++3p119/pbXXXpuam5upf//+dN9999Hhhx8u7sMZgYMGDaLnn3+e9txzz26ft6WlhRoaGsRj1dfXo7MPSib7C8V1gclmk1ccLq3EJ1RWNXb4F/NjwLfjpRR6/2qqFtmxQg+VinvZr8ft1+f1AFjxRKMaIO5BuWKfUeIezvmgVBD3zKEa4x7D/tk9xD0AfY4tjbPfVr5Uf3f9x0432kLLAHEP9Ih7BWf8FYo3gk8Ye/WStX8//vhjURJ0zJj0nGdcEnTzzTen9957r9SbAwAAUFKIewAAUE0Q9wAAoJog7gEAgBmUdFx3OBymSy+9lI466iitB3Lp0qXkdrupd285GbZqwIAB4v9y4TkB+ZLZsykeP07krtKRX1AZU178nULPnYu334CjlaptNEzm6813JGjT21eLv5s2a668weWlyaemB2GAceJet7EPHxZAVUPc6/y98Q07W1vnkqKZ7xmYOO5V2e88KB/f3teLZeiF8/G2G1g1xj2mvuauYpioSqSYeMY4bX3arU8SeWvF+uRTRpdwK6sL4h5Y1eTjd+lwTMkpHi3PBlU59bhfbbGv0LbOYtpGq0nJ3hLO6jviiCMomUzSzTff3O39ueIoZwbmctVVV9EVV1xRgq0E6Jx6wPBtrXT0pZKWqAkM1afTH26JNmq86zXL1mUv9w8kPeMeQ+yDcsv+oezb4RIKzZ+KDwJMJfTBNGq87XmxPu2WrPjnqaHJp+VXZtKMyj3fOeIemB0fIybts472e3nKXa+J9exzvuzf0jy3EYBRTB6/j1hy7OsQ90Kt6X3YW2u5QZ+IewCF0atjJDMuIiaCkdo5q2F/DMcr3PHHJ4GHHXYYLVq0iF577bV29UZXX311ikaj1NTU1G4U6LJly2jEiBE5H++yyy6jCy64oN3oT54jotKyf1Rljq4CCwXCVLLox1JHnaPDEIxq8jG5j7tWUM7RPnrHPYbYB5X4rvj+cblcaV2ua+zieIhYCBUXCVDjzKfluq+OyOWhycfupOtTiAFja21KoblnUCW+y9EyxT7EPTC73tudTZOyBr/lG6faNXiO30cbbFBtDU9gDLn2v5zCbWQ1iHule18zVVvGkVWVqn2k2wzBPGMizhdBj/1N/X8r/w7zFvBdtpfqJPCHH36gV155hfr27dvu/7fZZhtyuVw0b9487bYlS5bQV1991WkDqMfjEY2omRcAAAAjKEXcY4h9AABgRIh7AABQTRD3AADAjAru729ra6Mff/xRu87ZDZ999hn16dOHBg4cSIcccgh98skn9Oyzz1IikdDmceD/57keGhoa6OSTT6YLL7xQNI7y7RMnTqShQ4fSHnvsQWbRoYRCxm3I/LNQmTM186HIEQfqKFL+/+zRBtnZgJlz0iArAgqRPQIv1/EpVzkYyA/iXtf7Fd+OuGeh0WKBJt2y2jNjI8dDbfRdxjGIR6lzaTXEPShl3GsnmZDLwCqi2vZz0PVEu99xFcj20xPinoS4Z/G456nRrbxiLtkxL/N+Vh6FDqWRK+OqoNgHXULc6zqTpFrn2LSSSs99lk9WYOb5IkOshB6d84FQ8Ff/o48+ot122027rpbgPP744+nyyy+nuXPniutbbbVVu797/fXXaddddxXr119/PTmdTpEhEQqFaNSoUXTPPfeQw+EgU6esKycP025/tsNkp2gUNWcQDL11eY8CV7GQ4g5dmXbXi0R2ebycfNwuFLZ7iw6Ajbe/lG4ExY+rnBD3updr/0PcM2fsC308Qyx9O16aV2de9m354MZPDEAAPX6/Fxr7OpTka8u/o7sr/B3QSgbadC+oUnZmj3vlKFPW2b6H2GdsmfsFz2HbePvLRZc/zLe8Yt5lGDNgugjQK+512B8xX2VOiHtd7DO3vUAUDXX6/4h71uvw4w63UrZ3AnRm2m1Py3Mpj09cn3j8HsW3deZIwKlGBR8C+GQulUp1+v9d/Z/K6/XSjTfeKC4AAABGhrgHAADVBHEPAACqCeIeAABYkS2VT0+dwbS0tIiSoX+taNbm++tp2nIho0DFc0XD1PjIx/KG5r+5y5PIrmxEItbp32I0jPHku+/wPpJ532JGwGgZDm5vlyWiGMqeFaYaSk/03k7uIyKroGE1sT75iG2LGkmcM/Mh8/8sMDJGjRXNzelYYWZ6x75CvjPT7niOfzLIK7FwQc+DuFfdcS8fXR1vUAa7uuMe6z1mCpG3lkJPjW+frc4yMtZ7qpi4l/M74XDR5DP3p0qxUuyraNzrQVYN4p4xdbbv+Eb8U66EWqhpgSxd7U2Gi/593ZPjTa5jihV+k+ulWuJe5r7q22cGTTp8GFHL8pI8lxX2L8Q9neIeVy5Tf1s5XAWd8yHuGVM+v5nUfSTXfSud9WeF45MeqiH2Zf7uzp4WRE9T7nrNEu3thcS9Clf51UchJ4DZjViZj7HJpS+R2g36+ZQ9u34MXkko375UstsOv8xgOvHU/fLfYDBsfeuuOk06o94/VwAz+4EHytPpp2lbmV632TjduuDHzLX/dlZ+r/HOV4iCLYb7EZb5Iyjze823W/kHUqFxL9ffFFIGbeIp+9K02a+mY15WOeuuYA5Ac8e+zI43rZShjro7liA2Vi9tf+XS1qEWanz4I23Ay+RT5e/0UjbMF41jcoXiXvb/W01Pz/lufvaz9M+lVIrOGjusy0bMYjv/EPfMtc+E3rtSLH3DL9JuM+SxBapynw09f54cdF7l+2Su8xnEvY7vUfb+c/1jH4plIhYVHXoTjxnZ6XustlOK2FfgwCo1XqIDsPIqPZefHozS1gTlkf17W8Q7p7skzxUyUbt7rnO+YuKeBQ4JPTsI3vDMl2LpctnpzF3WzPtxZrz8YzoYOpzpTsA89N71X9T0xv/lfX8wRiC0QgAF88oMUI23Pq+NwCvZSWBUefyHlczmjE4/o9bLtnJjZ0/oduyyK/NWeWvlfDgFdP6pHdfqSHowxz7QYcCBjox2/ADjCr0i55sUc3GpcY9/e3eVNTPzabmST8OVW84hUahOR0Erc/CWA+Je4cc9rV+2xHMxIu6ZL+6FPri24/xnJRx1DpCvxvveLdmbNW3Op2I5cVznAyGMBHGvc2Nvm08vn5qee3fqU19RIhpJBz+1QlmJYx/O98wV+7r6G/V3dqUz/8qh09dY4UoeVauAtqa8NQwgs+pJ7DP/7PMAAAAAAAAAAAAAAAAAYP6Mv0JHNNz2yje08u9WsZ5YuUQrFXTDSz/IO2SVy8tV4oXT1xPxeHqkqN1BE08b2+3fCfEosv0sAqM+oVLHt8mn5y7HmWv0ZjwWp1RSKUdss5HdbiebMtzdZreRw2Enh1M+Ed88/flvxXoinqBIMETUvCz3E9gd1HjHPCJPjbh6w6u/0fJ7jij8RYIhs4+zYxjHPYdXftbJRIJS8WiHstVdlUTDyE9zylUKoycjPpHlBz2KfaeOyX9fO+sAsfzfc19R66o2sZ5qXSFHjzo98k41vchf56cL9tmkXaY7m/bsNxQOhNLz23DmIJ8jqOliGfftwOnKezsh/32imNg38vp36aihfcR6OJygZDKlzlbLM913G/ey5bqts9iHuGdOXcUp/r9SZz3wc2Bu2+rT3fFt8smjaMr974t1cV6nxiIuv88XtfpUqLWwEo3eWgoHZTzjx9fOGZXHtblkvJx09A6Fvygoe9yLJ1J065uLxHo4FKNYKER2l/xNkmtWkHziXq7bcc5XfQqZl9YMCtruRMyQ1a7Mjo9vxew/tt5rkMuTPq6J9s5wQP5nJNh+Cjbus/HKNixHTQPVNvipGpm646/QQHjfez9RMBijREg2APCPIrXzxr/2+qKhO5lI5hXQztwvnUKfC2pbG2df6Gxex2KpJ2OFznWEQAHlpJZrmfXqt6Khi9ntNjptlNLAmcPNL31NoYA8cYwFA0QcQJVyaqQ1laXSQZRPDpWTS3T6WUNXce/8Q7fv8m8R96wb93pa8gXxDyrl3H03p9tf+06sx/rVi4EvbrcsxXnyiLXb3Xfmaz9ROCjLykTDPBdOvH35To53atmZXPN6K3NR2Dw1tN4Fz9PP07sfpAOlJQc6yd8vDoeN4rb0z5iU8tuoq9iXT1xD7DNO3OvuPnrIFc86lAftYeOgmeafgfKZdMyOOW+/5eVvKBKWMSnY5qdk8/L8S6Rx6X6+pA+NaU53x9vA0F47d0e67ZVvtQG+vrpaiseVjuBUqt3n2dU5X3dxDXGvOs758tFVvDNi6eyedFSq0wiogwuh5+x9B4plMhYjm9LumGpZLs+z1KkTfHXkrKmjOqXT7qzd16dZb/8i1qPRBIVDUVIKGlOKp6bJnIaNH8Pp0Y6JiXi6v6eaoNQnAAAAAAAAAAAAAAAAgAWYOuMvHzzKN6716qZEGijFO47SjQTDlIiEibgMkBgB81uZtxSKVfYRLv6GvO+KLAeo9H7NGX6jb5ov1ued3XWZFpEZmFkHhMuV2ZSSaDx6hv+PS78wUfLMTjaUNLOEmS8upFi0gNJAUFGVHNmpQnwDs+zXp+6+caf/d+cb31EgENOy/MR5gsLmcFHKpow25ZGniUjHLAp1NKrHTzZfnVj1+r308/TcmRlQXm9MGCE+Y5ZI2MRPFy5XzWLROE178B18JCZhhLjXGcRDqOR+fcaug+mWN34W67GYmyJc1qwtz4y/rnC8U2LelQ/OF1NDcPUYxlNH3PzuUvrpur17/jygK49H/i7hTL9kwk4O5dyez/NjkShNu+8NvOMmYeS4p0fpbNZ401My31idRsvhIlJKDPdESUqQKpWuGu95kyafMFL/x68ivbc7W1Q3qG2oFdfPHb2B9n93vvcbJZNJOnX3rEplGdMsqFMXicNbZvsl70fquZkqKc/tEjE7xRx2uuGZL8X1CfsPpWph8kNJ13b/3/t00Ab1FI3IHyxcxjMeS3Ctl/Sd6vuLRSIaJQqs6pDC3lUKPJgnYOpZ/iX07hTtgK8GKIfbQ5cd2XUZPCjf52x2ev/I667DT8VlsBxO5WTB5ZHlQLQfYU4twKrsDjt5vLK0mRGZ/cdyOdz+miwHE4nEKRGLa6VbEPvMTe+4B8aEuNdzPDgwoZT5F/O/KXHO4eTY59DmO4rHuXRMjIiXQkrMGaF29nl8HnIr8034/a6K7hNRfOfbOXlX2fHLHYDJpFuUBGI2W5xSSuMAzvnMT411lS57BuX7nM1Or/307vmLtWkd1IGZ2lQNmSXPiqH8fTIaEc/hcsv45vI4DdPph7jX3gm7bKhN9+HxOCkWk79juBxsIpGgBMlOFcQ9a50LmDXuTT77QN0eq2zzDSrlkcvJKud83OGXPSVDtpN33ajbmKcmd4np2pIpSmV2/mV3/Cn4nI77g2x2C7yRBf6GsKXavUPm0NLSQg0NDdTc3Ez19fVddvwduH4dhYOy4msiHu+wU2izVql1ZPOUK1Ci1rVxd/hiG0C7C6IbX/KSWH43dc/CHhhKyuxBsVI/3DhDOtAmj5eRUESMFFRHdvIoT24ItXHmnzLS0+Wy01l7DSEjfu78HuYbK8yiFK+HTwrZqpUBiq5cRhQNdXrfzjoFEfusF/eK+Tsj8O1/M1GgSayHXpvUoxNEs2VwIO4VH/fCytxInAGmzvvGsY7nglBHkXImIMdFLePP6SJvjZ9q67zi6umjNyUjxD1mpdin92sRv3MC8jMMtYUo0SIrvXQW+xD3jCPfmFRMA6iZ416pcHxU52NS52IyWlxE3CN6aP7P1BqIase1MFexamsmCrXq8yarHYicheOrI19tjbhaW++l8Xsg7hk97vH+EYrIA1woFKNAa5iibS3yP9vk7+Vc0NZp/bjXk78zmrJ1+GWq7ycWk4//R1mf1uxxT+34K2Yu4/ve/VEsw5EERaNxbUBDLBKjGCdyMa7uyIM41eSFjLm+bXY72Z0OcrrkTs8DWcyU9Zf9W7WQWIE5/gAAAAAAAAAAAAAAAAAswDIZf131fN8091N5n0BI1uVVM/t4PRJMr+vJ4aKJp+2v72NCp7obqVLMSM5Kj4BZ97xnxfKXGftVbiNMyuwjYSq53/FcbywaiYvsaLtSGpmz+5xOB43fI6vWtoFZKeuhmNiXz36kZvyt/LuF4sv/TM/h2APIACwPK8a9QjXeMU+/Ue0FQuaDviq536klj9VyWIyz3U8fOVi7PvO1n0RcVLk9TkNlvFs19ukd93i0cEurrGzQsipAiZVLdSmHh7hnrGx3K8c9I2RBqJmA4jnue1fMA25z+8T1SUe3n15g7XPm0m83ji3JduB8T5YwbmuLahWuYsGAnL5Gj7YtLpemlkxzechZ20B1vWTGn9HiH+JeJ6Jhum/B72K1LRClttYwRZqV6Y2ypjkqFOKesc75Co17+TyuGVQk20/NgmZ1fWnysSPK9rTVmvF333s/aVl+0WiCIhF1vm6Z8ZdU5//j2Ncu4y9d+trhcIhpjZwupX3T7SS321Gx7PVyxj1Tf9V5p3fnseOfPXaYWE576F3ZqKnuFLH05JC6y5oLC8whV8mkSrjuyU/ptOH9tMm0PT5ZSurCg7bq8u8a732XKNTSvmyRcqCbfGZpTrqMyCo1sCvB55M/YtxuntOP6JTd5Nw4YL7Y191JwBMf/ZKeC5k/bC7jqsx1BdXDKHEvH42z3yIKNBdUmr3UJ5pG6QBE3Cteh8njczBaI2e10SvuOR08iEmZn9thp4Rdp3mwwFTMFPe603j36zT56B3T15WynCV9Tn4OtQSkaGSzU4rLa4mOwPfI6XZp86We/Y+BNHjCc2J90Q376rod1Rz3Zr8jS54FgzGKhqMUi8iOPzGovSedfmpHn7dGNmwrn7PL4yF/rY/q62WbBJgj7j3xxVJSp38UUx6pV6AqWaXDr3HWi3JFTeKpBPVcNNQq2mv/eVT7QS+lYvp5btfZIu+7PrbgF7EMReMUicRFh586UDMRk28AL5P8+0ONe2rjVjLeYQCL3W4TnX5qqU8+D+C7qwPhTxtlngSHQqHUJwAAAAAAAAAAAAAAAIAFmLyvPz/3v/2dWNY01FGwNUgptTe4VBl/nE6qjpYCQ+hqVEulRn3e8brcL9kpO61DN736k9yeYERMzK2VL0smKBTxi9Up978vyi9qI0x4yRmscWUy01zUUcxKpmspRoIaJePBzKNAjTLy6qSRG5FZZX/eZvr8K7FP8WhsNTmdRzzFuUxThcomQnXEva7c9IIsMxxoDVE8Fk//VuN9spIjOrvReNOTRHX9aMYbf4rrf999eMW2xWyjQI2y75lZrs/aLJ9/JfYph8Mm4p1cdxC5vaWvAgOGi31mPvY03vMmUbC53TleObL8OsjMkk0l0tdTSZFVpFbZ4h+aemf6ZarWuBePywodiUSK4rEEUSzS82OZy0tU00usenwekRWhZkZ4vU46dXdjVIFB3Mt/n0okU5RQqrmIjD9uR1JP/nhpvlmfwALnfMVqvPMVoqBS3cwo4hFKJpK02kmPasfOxTMPKPnTmrGts98JD1PoqdPyuv8jHyyiaFy2BXCmH2f5xZSMv0Q8QXHl/8TxLfM4ph3XlNtsNm3qIjWmqZU/1OOiWqHAym2dJv/qF8Zut5OvxkdxtyxlF9WhtnVO3HiqnkhCWRQ7P0Ol5nW47ZVv5Q8vxf/m/Sg7+0SFTqXTTy3VmfEj3qg/zbjkmVE7/5iRg6LZf4CBebmcdnIpNc5tXOZT77luoaSKbcA04nxG3OnX0iQ7nZOrlpmr7J5oRLFXtMPPjCeDRtsHoTo47XZR6ofZuQMQAzWrJu4V83dGcOWDH6TnruFzQ6MOhHHK9hWbwym+W+2+Z2VQbXGPBzEwbrBMJpPpdoNCO3K4h9Yv5wZy1dSRr1bO1VhT46KTdzVGRx8UZ/zjC2nUOnLwuLqv8MCXmNOT7ujNbG+Sd1KWOC80kmLO3cwc9zJd/fCHFG9ZKa8YMv7xQGqbmDuOlaPTz6xxb/k9R3T4/2c/XyyWyVSKYsqAlgh38iWSolMuc9CCej2RSFAyIdutUhz/uKxnZjuWmMJGPrHN5RFz+TG70yFCZOac7k6nTVysDqU+AQAAAAAAAAAAAAAAACzA5P3/+TlmFzla6a5Xv6bxe21Otzz/hbgej/nlRJAsEuj5E/EEyMxXRxOPHNHzx4OSqdQImFvnfaOlJKspxVyqIxKKUDScMSl39ugrHVSkDAx0yewjsIzA6KOcjDA6sLPj3f6b9qdHP1si1hO9/bR0WcZIKadblGsqJPNq4hnGy/oF42f7sdZVAUo2/SWvmC3z1OMnjx9VHvJlxP3PbBD3un5vMqs95Nrf1FKfXp+bAs09n5oBsc/YjBr38irpyVpXkOF5asjmqxOrbq9bZD5wpSU2Yf+hFd44Y9B7H1QT+0RpdG43UEt95oN/4zOPn2weP3n9MgOsrt5Hp43ahIwKsS+/uHfeU7J0fjSe5FwkrbqL283tTx6KhOUUMSk+x1Mz/HiH4gx4h/JAahtpJxD3jM2scU/VeP/76fZ5o5X2zCay3B20ZNbBld4Sw8lnH+RyxCwUjVNYKeXJmX1cNUCtHMAZ7omEXasgYIvb0sntvJKZ6a4cx2xK34yTMzFt8nE4S5DLstqUx+Vjo8fjNHR2u15xr+CMv7feeov2339/GjhwoOi4eOqpp9r9P6dgXn755eL/fT4f7brrrrRwoQw+qkgkQueccw7169ePampqaOzYsfT7779TqZ00ajOxPGOfLcTlgsN2IPLWyosa5DKCWcEBjX/w+upEXV8w/kGo3MHwlpe/pkgkIS7xeEp0+PElFomJjj9R3pMv4TYyHeVkz6jM/MMHKs/McS/zxwKvZ15/+YcV5HU5xKVfg5cmnrJvOvZxTFRKJBTUiACGZqRj4f+e+0pcpjwwnxIr/pAdfmbr9OM5bk/biy46ZBsyGiN91mA+Zo97aqxT1/ly2mNy+xx2m7i43XaaeNTO8oKBK5ZlxmPh1Y8skI2dRmvw5AY1vnBpyNo+8tJ7DfL06Ud1vWrF5aKDt6YLDthSdPiVu9OvEuf3lcLzG/ElEVdKnKmfTXefW+81yNVngLj4evemhj511KdvrbgYudOvHKwS92YcOERcbjlkKHHztttpFxefz0U1NW668PAdxGXiaft33Ee4M5AvPPgTTMvMx8HGu18nalpizBiYyd8gLu4+/am+d03FNsPsce+AIauJyxHD5HGXL9zh53TI45a4uByiHKecp5v/X5YTFxenQwxg4cFHfHH4asnl9YlBSHzhOf3s/Jg22VnIj+9yOcWFj4mn7GbcTj89FbyLBAIB2nLLLenEE0+kgw/u2Kt9zTXX0PTp0+mee+6hjTbaiBobG2n06NH03XffUV2d7ByYMGECPfPMM/Twww9T37596cILL6T99tuPPv74YznRehlNPGonsZx229My2GU1OuU6Eey93dnUtOCmsm0jmLeONXf2sWg0KWoRZ07SJ66LZNMQUdtKokTXI6sMy19Pk0/eo9JbYUjZ+yJGKuqrXO+n1eKe+r7FEikxz59aVz3TxJP2ancdcc+4zDqqs61ZDnJJNS8rfE6aSrPZafLZB1Z6KwwJca+0EPeK97+DhtATC37SEhzEKOAuzvkQ94zLrHGvK1c+OF8s/3nIVpSIJ4x3Xuj2ka22t1jlDDG3R46mP2efzana5doXS32sTiTk7ybx84kH3/mVjVAPcCqHk1xuOTjP5XGTy+3Qjn0ej4NqfS46bPvBZGSIe8Xbb9i69PTHi8Q6N6AnsvaPiacf1CHuMbR1Go8V415ObU1kWMp8qM7aBvIr86Geu2/1xkA9zvme/EpW/OFsP21uYJ4z0S47AcX1lJyfVM1eZuqciur8f9p9lcewKVUHWEppZ+C7uN0O8nrl75cT/7EhVUvcK/jQsffee4tLLvyG3nDDDTRp0iQaN06ePM2ePZsGDBhADz74II0fP56am5vpzjvvpPvuu4/22EN2Ftx///00aNAgeuWVV2jPPffs6WsCAADQDeIeAABUE8Q9AACoJoh7AABgRbqOGVi0aBEtXbqUxowZo93m8Xho5MiR9N5774mOP85uiMVi7e7D6fKbb765uE+ujj9OmeeLqqVF/5TfieMPyPu+pRwBU4kRY1AaM19cSJGI/PASsbiY1y+VlGUTRFkOLuupzulnRnV9xWLyCSPJDDLnOtP7cUtxXzCHUsW9csS+UZutZZi413jjnA63o/SadV354AfmnNPPJefy8622BplB5pwvpXhcve8L5mDmuHfwdusbIu5Nu6VjzGOIe9Xpqoc+pGRMZvg1PvJxt/NrlZ3HT65e/eiSw7YlM7D6Od+Bd3xEe69bK9Z5ihmX29U+0U8plcacznSWBGc6uJ2yZBo7bDtjZ/oZiZnj3gHb5P85lzrTL1fsQ9wD1jjrReO+EW4fefoNEPOgstNHb0pGY8S4t/nkefRV4+gu/4Yz9hjHMKcSt9S5/9RMPV5yTFNjGWf/Zf6fbGJPZ8Hzbep83mosVNd9XicdvWP+5wJWoetPEg6GjDP8MvH1X3/9VbuP2+2m3r17d7iP+vfZrrrqKrriiiv03FSAkuD5ilg0EqNYNCZLtYgbQkThgPHKthTKLYOdq3d/05z8laIRFA2ZUOq4xxD7wEqmPvoRxVYuk1diYTIdfwM1rDHAlKXN9DoZROwDhrgHoJ9rH/+YkqLVSil5zZ1+Rpnvnecw4kXffnTBgVuSmVg57tV6XVRbI0uVeb1O0WCa2e/HjZtcJo3xPEmHbLtuhbbUOhD3APR17ROfiGUsEqVksNWQyRD2vgPFsu9qvWj8HptUTVunKPnLJaSJKLRgetGP012nH1Nn+5AdfeptqXbX5dx+dlIr9GdXtI4nuPNP3pl/T/HfqR1//LcuZd3jctC4bdahapQufKojtb6qKrPmame6us9ll10mSoSql8WLF+u6vQAAAEaKewyxDwAAjApxDwAAqgniHgAAmI2uY5hWX311bUTMGmukyyAtW7ZMy4bg+0SjUWpqamqX/cD3GTFiRM7H5TR6vgBUekTeZv98mb6+Ml2+IdM1j31E0aAyUoWz+zjLz0p6rU4NfetNme1Qiolo9VA1kzTryGilj0sV9xhiH+TDyMcQLl/GEquWEcWjZFaO/mvRZUdsT2ZmpLhn9P3WaBD3ANqz0vGDK8SkOD4mlINjLFK5eGlXhtN7/OSs60X1vWrE1TP33IzMyChxT31uvfbb+49pn3156fPf09X7bERWgrgHYN24N+WB+ZSKKtVfePojo1VFc3mobq216bz9hlI1xj7f5iPI7ZUZf6WMe3M/+43i6lRYyXTWHuOsPafDpmXquZx2cuQYMM9/HU8kKZFI/63NTqKsNfM67bTX0Pynt7Fq7NP18DF48GDRwDlv3jwaNmyYuI0bO998802aOnWquL7NNtuQy+US9znssMPEbUuWLKGvvvqKrrnmGjKz0TPeEUuuG/vyWTsU9aHl+nJ09mUx2g8iqwbCW+d9I5Ytq4J07NBeoiQLc3s9dN6YDcT6NU8vpGjLKqKg/vNP6sblIfLVk92VPognea5BuUJkd6bzpjn4JhNkU0p71jTU0oT9zRn4KlkTO5/nhfwZ8ZhX7XGPTbvjOTlPm9JoVehcDZ19rptc+Cz9MmO/vO5bjYx8/Gic/RZRy3Iytd5rUL8BvQw7l4NR5//L93khP0Y85iHudZynqNC4p94/+3Eyr0959mdyNPSj5Q+e0KPPy0rMfvzg+W1ZMpEgSiXT51xc3lPt7Ct1p596rqfW0PLKueJcDX3IXyvnsa2pcdNJI63VkVTJuJf53KWATr/SQ9wjuv3lhdq8WtxAf/rehbcNcezrKu7977M49ekvSwx/1ph7TsRqZPbYp2qc/bZciQSMV9qzphfV9OsnVs8fuwVVc1vnFtusq33Xe/q83WVQO+2yCGWK++mUsUd2ZZ5aj0v+39it1iarC5f4d0nBh5C2tjb68ccf2010+9lnn1GfPn1o7bXXpgkTJtCVV15JG264objwut/vp6OOOkrcv6GhgU4++WS68MILqW/fvuLvJk6cSEOHDqU99tiDzKy1VU7Km0gky/LjslKdFdVkxrNfUrBVBqVEOCQatxPKwSkS8lDjI7I2NYVajBe8eNRmTS/y1MoTuosO2SbvP91g4gtiAvCvr9yxhBsIYA6Ie93gRqqMH4fTZj1DE0/bv8fvu1OZwDkT4p5xXf3IAoo3/W3eOfzcPrLVyozc+t51dM4+Qyq9RQAVg7hXGG64LLTzrztrbzWU1lm7oaKdFVC8Kx+cT8lIOP07KfO3kjiXVDrgxMCpEmU78Bw9DmUHcrhEnHO6XVqDm8PpoInj5KA1gGqHuNc17uxLKdk58Vicrn9MVvU4/1AdKmIog82HbNFAr5+XroaDuGf+OMiSsSgRZ/ip54dqhnul9RpA9X1kR/O5+5q7opme3pjQeUUqPdV7HNSmDEbyUUp0+DEXz+lns9Fum8o5FqECHX8fffQR7bbbbtr1Cy64QCyPP/54uueee+jiiy+mUChEZ555pihrNnz4cHr55Zeprq5O+5vrr7+enE6nyHzg+44aNUr8rcPRsZEPAACgkhD3AACgmiDuAQBANUHcAwAAK7Kl9MjhLLOWlhaROfjXimaqr5dzjhnBNv95WSz79PHT2xfurMtIlZ6mdVfDKJlSpb7fMPcLCraFKKlm8vGcCzw6RR2hwiMSeJRmOedc4ILF/LzqdadLjOC08YhOMbDTRZcctm15tsmi8vnOWKXcgtkUejzjWDGgbwM1NxsrVlgt9mklWtTyUQ4XTTy1fYnOQvTe7myxrN1qF/r77sOLegyrxz6jHYPEHLfNTXKeBqOVuOYsB8Y/d9XSasr/2Tx+ser1e+nCg7aiapXv98Vo+101KOZYZqXYZ/i4l6EnGX+5Hm/yOfqUzbYKox9/rnnsY4qGZfUfEQujwXbVEEpGZPLJEp3k8pJNyfCzOx3kdDrIrgys5uw+K0/bUCjEPeNC3DNm3Lv1hS8pEZOBJhqJavNxXXj4Dj2OfY5+a4rlZUcOL+jvEfcMNm+f2m6qtpeqbaWc8V6udtOuOFzk7DNArPbqW2fJqRzMFveufu0nbf3S3denahUu8fkeOv5KINcXpdiglPlYPZ0U2kqBsZQHIz5xY9FgQKaka4Ero9Ov1Lgx0iMnVHe43eR0ObWTNj6BczpludGz90YpslLo7rti9MYHqyn22GWlxk8jN4BqJ27qgISaXmRzeYo+Eew9/DyxbNh6F/rllkMQ9wx83Jnx7Fdi2baqlVItf1eudItLafSsaSCPT667PG4RK9WGCbHkRlilg5rLWZ+552aV2V4DwqAXY+nJb3YrxT7Dx70ciukAVAe8sKYFN4klzvmMGfcyXT/3C7GMBMMUDwXlvEXqYNFS4UGgPllJye6rIbfHTS6PHODicjnEvDjibjYbjd9jk9Jth0XgnM9YcM5n8Lj30HvpdrGMwfETxx9Q1OOpsQ9xz1yxTzXtiU8oHMoc8BKS6+pASyPkGCltqp6+/alX7xo6dfeNqdp1d5w9+M4P6bnxOpTwBcPEPdl7AAAAAAAAAAAAAAAAAACmZpKxBNUru/c387pZRoLoqVSvefpTn4llcFUzUbBF3liqidZVmZOtczkyVzpLgUduejzy/8/aC1l9AGACaqnPZIJSPSjn0fTBjHbXqz3uGfl1J+Lyc07xyE67s/QZf2q8VEp0un1eUaYTE7IDgJmp2Q65Yp9Rj/+lZvTXfcMzX4pMPxYPh4hiYU4t1yejj6dy4JjK7HxdTulgd3vI5XaR2+sR130+J502Cll9AFAmavsYl27kylgss4x+D2NftZ/zmeE1T3/qc7GMRaIU59KvaoZ75rm/ETL9nG6y1fejhj4yQx6V0vIXT6Ron1s/FOvPn47MPyswwaHFfHpaktMMOnt9epcTLcf7eN2Tn1Jo2VJ5RU1P1wOXvVPnFnK5ZfBRT9zsdnIo5Tq5fKfT5RJlx5jH46CTRm6k33ZAUfudlUrjmhk+B3Pg0mbT7ng+/cO/UiUfTVTKu9DnMZot//MqHbtlH7HOJaiT3pr0gBZuAC10H1BLxfIgGI+fHB7ZsMmlrnmeIrnuELFy/B7VNSdDOaj7HI65lYfPwBzUkp6dlfy0CsS99m58fmG60VMZ/CJ+93BDJ3fSiev2rhvDOd5pMc8jO/uU+Mml0jnu2R3ysbh0p0OZp8/tcaJEtc5wzmcMiHvmMPGYkVUb94zQ1tlw5H1i2fzQsVSJwS7c0Sc6+7hziJfcAZwZ69S2T45pIi7qMBgmG7en8uMzjrmizVVNqHCT0y23gQfI1NZ5MDimiLjndTno6VO31f+zg4rFPhM0LVmDERpUyrENPf3xXK7GzqmPfiSWMZ6EPbiqsLkY1BM1DjjaSZtbBjol2PHJGnfuaROqO7ijz6F19vG8Q2pDJjdiHr/zBnq+PACA8uOOHzEi3SsmzK6WuHfOnK/oxnGbW76jL5uIY8r8s9zgGefOP7fsrEsmamRcVUd/iiyIVKeNnk63m1zKY3HGO8fFaptwHQCsgRtEi5nnz0ydGXrEVjPGvVte/kZr9OR5Y9X59JLceccxTY153DCZOfhFnDNmnDdmNFQ6nC5yup1a554YEOq0afO5Y6ALABiazUbTbn+WJp66n+U78SvZ1llzyN0UePxEKqVb531DiURSi3F8icdkXEsmEtq86eo8sim1w41xproqkVAGAisZol1VAlLPCdX4yI/JVYS0zr10vLQ7nGSz20Q7q7jO6w5OolDbVZ0iiYIhkaJ46PSzHszxBwAAAAAAAAAAAAAAAGABJhxrZ256jETp6QjJno7S7O75i338Uo78vPphWaM4vmq5LEFWiMzRJjyCk0d1MqebHEqGAmfv8bqaxedy2WWWX7syLTZyKdeP3GE9vV4aGFg1lP0FUE2Z+6NYhuacXJIRmD35LpUy7t1+WDrbr5Jxr/cxD4hl0/1HUzl8/K/daNar34r1mMtO8XiSUspIUP43lawVo0PFdWWuB22EppIFzzi7T1yU0ZrHjFi/LNsPpVHt85IBOFcbRDtOeY3en7S7IeJesbEvn+cuJr6b7dhw5xvfi2UslpBxTrmdz/HsdpnhkEq5RJxLKXP8ccaEWFfmPhZZCZmVYDIy5l0uhzhv5OwJ9XFP/MeGZX+dUDzEPajqud29teRu6ENbTX5JXP2scU/Txr18nr/Y89pCXteMZ7+kUCCsnStxvJh8yJD0vIpuL+mZ5ReNqll9SUoq52z86aYyPmaOXw4nZ+LJ6xzj+P5ahiBnBCrnfSLDj2OgmumnlvzUsvpcZFPLW9vtIotPjYG8VGNm9jkjt6dmtrFyZjziZeWgrdM8TPbT2zys+iUw42tqvPt1oram/P9AjW5ctjOzZrTLQ3YXT6qulGZxOUU6OeNGSz5xc7tkEDp6RzRcml1XHQX5nuDp+X2x6jEFrKPp0fYdflZhlu9duTr8Mp02ahOxnP3Oj6L8i9rBx3g1qTSCMj6B48ZNxoNgMADGmLpq0MgnDukd9/R+TICSzHF73+vk9NeK66ut3kCfHr6dqeeswndOuvutHzIGrtjI7eYGR9nZl0g4RJxjotMvJRtCmYh9KW7QVDr+HA7x92r5To6F6jkkpnuoPCPFvXyfE6Dice8u2dFn89VRfS8/9evnN/WHUunvHJ9LLV60TF5ZtVQs1MOSmJTI5aHGB+aL65NP3FWX59x88jw6dYfVtevcyeZytO+Aa99Eyh108jqf93GnHw+IEdsai1NCWeeYqN5f/Gtv35nHnX3px+XbZYxlsmMvfV+Om4iT5W/rzHfwl14Q90oLpT4BAAAAAAAAAAAAAAAALABjiSqgHOnhhTxePttSzHOXY4LdXBrvfJUo2ExU00veEFjV/R+pQ1e4rGdGKU/O+rO75MhOl8dNHq9bZPcxj8dJHqU02VE7onSnVRVbMkLvUSuVHoUG0BNGKQFt1bhXaRiJaS2IewCFmfHWMlpzHTnS/bPDtzNU3FMfM9/tKPT5rRr3dpvxHh2/dX+tpBhX6eQsBodDpvklk5kZC3KpZgByJoT8m3QGA2ctHLfTBmV+FWC2uJe9LQCG5ZRtZF6/h3w+F70zcRftv6oh7jE9Y9+K5QEt0y+nWEReuL3zrteobrX+Yv28MRvSrLd/yai6ks7Sk1J0+/z043J8UrP0eJ1jU2bpTDUz3WG30bHbrUUPf/qn8qg2SmnFrokS/DiJlCiDLTYv5tQqvchpjmTmnrzOpbHT2YK8UMKkuA2xsXKK2ZdLUZEFca+08LOihKxSosgM29942wtEiZi8kogX0OFnlzWylbItXNbTpnT88Xx9TreT3B63uO7zOemU3TYu0SsAM7JiQwdAT1mhVIPZtx+gVBD3ADpafPvhpo8bZt9+vex58wdi6eVpHJx2sqstlUoDZUZF64xGTNmgqf7X4dsPLus2Q2kh7gF0NPE4OY/tAbM+oP6BAB2/sznfJaPEPrVUdF4Cq6h1pWyjvGrOFyIwqbGJy2o6xHx86pyyDgorBzFOYOAOOO6oFf/nsNFj3zbTGxNGdPpURwzvOsHhsQW/iGVcmeuPYToH80PcsxaU+gQAAAAAAAAAAAAAAACwAIOMb6g++abUVmoEil7PW0jZjGKzRBpvnFP4H6nlPL21ZHd7yaVMsO50cYafUxsR4/U46ViUZQFF9v6JkTAA+pddqba4p+dzA+gNcQ/AunFPr+e2Utx76czhld4EqDDEPYCeHTPzLbNplXO+fF5rd22dXGmsIC3LxSLh9smyq3aZ4WdzukVpTbV8J09P9FXjaCqVQ7dbt2SPDeWDuGdtBv3JXd2MeiLUU/n8ACjkZLDxpifbXZ94xjixnHZLFx2BHBB9deTw1Yirbq+HPF6Xlu5+8q4bdf/EANT5forOQIDCVXPc62l5VCuUVgXzQNwDKO33yezybQhF3AOzf09xzgeg3/ep2uNeNBzt8m+5rbNdO2dKKa1ptxM5PeR0y/ZMl8dNPr+b/H55/YRdNsz/hQAoEPesxYKHXeMp5MSmEoHQjJOyN97ybPtJFrrr8FPYeg0gr98rgiHjgIhgCKX64Zfre2XFH7sA2RD39Ndw1H3U/OCxHW7HMQWMHvcy7wNgVYUMXsT5Xs/geAJGoLahIO5BNTPyOV8hGXmVdMMzX1KkuanL+3Ro63R5xcLuryd/rU9r3xy/xyal21Coepl9B2jrNA/M8QcAAAAAAAAAAAAAAABgARh/W+FRoBix2Pn7leu9abz7DbkS7zoVvoOaXmLR0KeOamvdyPKDkkOdbKh2iHuFv19d/Sbw1fh6+pEAlBTiHkDuYznO98w53x9AdxD3ABD3io17U+5/X6ynAquIoqHCdiW3zPjz1fpowtgtsBtC2SDumY/uGX/xeJwmT55MgwcPJp/PR+uttx7997//pWRSqUHMB7ZUii6//HIaOHCguM+uu+5KCxcupGrQVTmIajlIZF4K1rZSXgphd5Czpk5czh61Pjr9AEBXiHv5xb1qjX09jnuKpbcfoudmAQAUDXGva9Ue9/SMfd3pc+yDpXtwAIAMiH2dQ9wrLO5d/cgCSjUtEZeCO/2IqLZ/f3Hx+eRcfgAAZev4mzp1Kt16661000030TfffEPXXHMNXXvttXTjjTdq9+Hbpk+fLu6zYMECWn311Wn06NHU2tqq9+YAAACUFOIeAABUE8Q9AACoNoh9AABgNrqPv3v//ffpgAMOoH333VdcX3fddemhhx6ijz76SMv2u+GGG2jSpEk0btw4cdvs2bNpwIAB9OCDD9L48eP13iQocJJOI5RbybUNUx+V+1De3EpZNIeT7HZMZwnG+Y6Btd43xD1zypzw3ahxD8DMzHD8NiIzvG+Ie+ZkpbhXc8jdYhl4/ET9NghAx+8YWO99Q+wz9+8qI8W9ePOK9I02GzeUF/Y4ygOdPnKwrtsHYNXjtxGV65xP996QnXfemV599VX6/vvvxfXPP/+c3nnnHdpnn33E9UWLFtHSpUtpzJgx2t94PB4aOXIkvffeezkfMxKJUEtLS7sLWEN2GnxXafGxSCT/B/bXE3n88mJ3UCKREJfb3lrU840GqIBqLp9R6jJRRox7DLGvevZnI+/fAJWCuGfcfQ9xDwqlZ9yb9sQn9H/Hbi0uFA3jwwBLqdbzPTP8HkZbJ+gW91we0U4pLr66gh7X0X8tCofj4nLHu7/iQwHTq/ZzvlLT/SkuueQSam5upk022YQcDtnhMmXKFDryyCPF/3PjJ+MMv0x8/ddfcx+0rrrqKrriiivISvLZocv9w6eSP7TyeW6ny0Vxh1LDOhHr+s7BFqLaPmLV5vFrGX+xWHquSYByK+Q71tUxoqv/M/oJkxWzIEoR96o19lVi/63Ud8bK31UAFeJezyDumR/inn5xb9BZT4vlmTuvTu6Mai7XPPYxXXzoNj17cIAK7Os43zPP+R5DW2d+EPe6Pxa4/LVEfOGqeJwByB2AgVXyP7vJ/kusWEJtLR6xPuG0vfL8VADMfc5n5bYTb4mzJnXP+HvkkUfo/vvvF2U7P/nkE1HGc9q0aWKZycbpzBm4BGj2barLLrtMNKqql8WLF+u92QAAAIaJewyxDwAAjAhxDwAAqg3aOgEAwGx07zO96KKL6NJLL6UjjjhCXB86dKjIaODMheOPP55WX311LQNijTXW0P5u2bJlHbIhMkui8aVaWLknuyfqe9dSszL4JdG8nCjWTWmXcJtYeOrrye5wiHWXC3P9gbUZpX59NSlF3Ku22Id9FgCKhbhXfoh7+kDsK8zimQeI5ZQH5lMoEBLrVz/5JaWSqOgC1UXNCsAxpLzQ1tlz2Gelul41YhAwi4RjlErWUEKtbhaPEsVjRJFA+o3jcqDJhFznEtfqOkCVQNwrnu69IMFgUCurqOLSZ0nlB/ngwYNFI+i8efO0/49Go/Tmm2/SiBEj9N4csJAz99yM+vSvExdXn9XSNbE7MfHU/cTF5XGT1+cSl/F7bFrWbQaoRG1ro5ZHsSrEPTASfP+hWuMe9v3yQdyDSvLVeEX7Al969aml8w8djg8ETEWvmIW4V16IfaBn26bX6xQXrgDkcjvJV1sjL737EPlkGVCNzU7k8YtLw3ob0MRT9hUXALNAW2fl6J4Xsv/++4u5jdZee20aMmQIffrppzR9+nQ66aSTxP/zQW3ChAl05ZVX0oYbbiguvO73++moo47Se3MAAABKCnEPAACqCeIeAABUG8Q+AACgau/4u/HGG+lf//oXnXnmmaKM2cCBA2n8+PH073//W7vPxRdfTKFQSNynqamJhg8fTi+//DLV1dVRtUPqe9f8frdYNq1o6za9fdotc7T1gVtsrsvnA2CWSV2tmgpvxAnfEfd6xmr7aKWtPf5RWnbnYZXeDICKTGZuxbKfpZ7wvRiIez1jtX203Hr19tNJ+2yiXZ865yO65LBtK7pNAJU6n0HcKx/EvuqOfWNmzqdoLElvTNCnUp3DISvlOV1Ocjgd5HQq1512SiYSFFmVced4lDy9eovVc/bYgKY8Ml+sDxzUl078x4a6bA+AmeKe+phW4i1RW6ctpRYWNpGWlhZqaGig5uZmqq+v7/D/RjoxLpTVdly93ffeT2L515JmCv/5S+471fQiCqzKOkOU82hNPnandjcPmfQyLZwypkRbC1AcvY9hVj2udPc+cawY0LfzWGGl2Ie4B6q1znyK+vSrpS/+uwfeFDANxD393icrxT6rnvNZ9XdZ2fD8RhkaH/lETO3A0AEIZlGK45cVjy3VGvdOuvcDcvtrKRCJ04pWecwLhuP0wlnmnR7JrPvngXd8JJbf/LCCli5eJspMsw03W5OGrteX7ji8uCSDB96XbZvhSFyW+3TJx00mU9TcHKbWplZxPdW0hMjf0K4t86o5X4hlIhKhycfv0sNXCFAeiHuViXsmPfSab2SsVYNguXvna5U/OvSArYmIL0TTH/2Akiv+0O7jrqunaHbH36q/xKLxxjk05alvqfcGcpRobYOftvm/1+njf+1W7MsBMLzsY6FVjjfdvY6oRV6nVeOelfbFcozIzvxsx93xIT1/+vY579e8oplWLF1R/BMBWECuY6EVjjf5vIZqi32Ie9UR9+Z+uogO23KNDve56/3fiFqXU2yVvPP0p5x0wYFbFf+kACZmxXO+ao171x+wiWjMvWDut6IjiHldDsS9CnjqFJlRftaT39AfG/alv5tC4nqveg85HDYaO2uBuO502OnB47eRn1Ue+6Tb6dCWLoeNDtx6nXbf46c+/lksf//DSzW1nnZ/m/j7d22d2zhv+iIp1pfefkiPXy+AmSDudU/mEgMAAAAAAAAAAAAAAACAqVlwbExa9igLs40ItQo96+/uvYUcBcOe+0yW+uzdr45WxPqTwyNHwdjsXfRnO1y0znbb0AaD+2g3JZJydAxAtbBqTWxA3DMSPedcUb+zpz8my7rU+Vwd7rP55HliGV/+B1EcP3gASvmdBOPA+Z614x477K4FdMxW/dr9/+wPZbbDkt9XEiXSdw4u/pkab/yZ7vu9Rlz/buqe+mwQgAkh7pnf9LHp+UxViHuVMfOgTXN+x/ae+Z5Y93kKC4AvL2oTy3qfi67bf+N2cY8/4yOGr6ddf+SDRVrcW/zD4g6PhUw/gPR3Eud77eH01wCsvlOW6vUdvO26Ynnfuz9SuHcDeZRAG2gLE7l9RDFl/geextIva972W3tN+vbMjgEboBohKEKlWD3uleo1OpWBLY8cv0WH//uqcbRYDp4QJZ6+We0IVG8HAMQ9qCyrx75SvT6/x0mHbdW+zGc8nhDLVCzS4f6+tQbTd+cMK83GAJgMBnxCJVVD3OMSn50NzOxKXCnhyp1+3Tl8+GC65eWv5ZWkjH+Cw0n166Q7CAEAcS8bSn0CAAAAAAAAAAAAAAAAWIDFx18Yn9VHwGTLTF8vJNuoqzKtfeu8FIkmKJGQI2Z8fg8le/enWFgZARoLkau2Qayu1sffg60HAICeQtwrPu7dcfjm3f7dohv2LeJTAQCAUqm2uJcZwwrJNursfC8cS9D4uT/RbYcM0W47eVeZIXH93AgFuLqLUunF23c1Grx2ekoHAAAov2qKe/PO3qGots6EkvGX75RUPiWj0FXXi2Ic9zjhr6ae+vdFGycAdK6KDsfGUk2BMPt1611uYp8t1qLHP/qFIjE15d1F8XiSEkoJmGQ4QbHWVWJ93NCh+jwpQAlUYh5SlPuEcqrG2Ke+ZnzXAIwT96r1eATlV+3nfHq8/kA4TnabLef/DehfS6s8TgoFo+K6z++mcduk54QHMCKc84GVVXvcU9e7c+9RWxR0PDhhlw3F8uaXvqbmhGzrtDsc1BqQ8Q/AyBD3KqdKD8lgtYPDsz+00D1Htp/zaOqjH4llklJETrdYf2vRSvrHxgP131AAAAAT/zAGAAAwYtxbp38tOe25O/6O2nE9euTDRRSr84jrx2y7Zqk2EQAAoOLnew31Hkoq2YIej4NO3XldfCoA0CnM8QcAAAAAAAAAAAAAAABgAcj4q4BqTX0vZdkzj8vR4ba6BlnremXIT2SXT7S0RZn3D8BgKpnhg7JnUGrVHvf0LnsGYAWVzmzF9xFKCcd6/aZ46G5+28O3H1z8gwOUEeIeWF21x75yTPFw9I7r0+x3fhTrLgdyecD40NZZWVV+WC6/ag+EpXofebL37BNLdfJbb20txWLyP5evDNED7/9ELa2yA3Dl3y104eE74HMByArIOFZBqY7XoO/7WMyJJTr7Adp/F7r6jgEUCvtS+ePeWU9+I5Z1Hge1hOPUEoyJ65F4gh47YetO/w6g2iDuQSng2Fra9zI7ftmV8teRWIKe+3Y5JVOy9Ofipa3UvLKN/nvL8+J602uX47MBoOpu/8DwAAAAAAAAAAAAAAAAAAALcFZruZFKPDcUPuIsM1W+4PfcLct/ujwuSikjYAJtYQoFIhQKBOWdVv1F026ZQ5PPGYePB6r2+JQLRkVbA+KeOUdal/Jz63vcQxT88l2xHvr0ptI8CUAeEPegFHpy7qDn80NhI617ejyYedCm2vox939Of7eExXqNJ/2EuZ77Xy/+oGVKJFJEV++zET46sOzxKRvO96yh0vsV4l752zqPHbG+WN7/3k/0d3OIAoGouL5qRSs5XU6i1uXieu/tzsb5HlSckc75wlWY+VdFLxXM/OUv5Et5yN2f0GFDetMq5YQvHIxQbOUy+Z8xeVu2xhvniOXEMzp2AFbTAQEgE0rBgFXtNuM9ikYTYv3di3YxfdwrxIp7jyQivkidbQ9iH1QjxD0AfRXSsKlX3Ln/mC27/P/MbZm0x4ba+skPfUbHPvC5WPe5nTTr0CH6bBCAgSHuAZj3nO+Ybdeku+cvJqdTJj3U1PmpvsGbs7Mv1/bgfA+qVbiKOgBR6hMAAAAAAAAAAAAAAADAAqqgb7PyzNCDPPudHymZVMqcJJJks/GEsbJf2O2y09E7ylRyM7zPzYEo/bm0ldpWtSg3KNl+eeCyn9lZf9kjY8zweYL5GCX1vTP4HkAhjHqcHHfnx2J53LD+FIvJjL9b530jljYOfEKKkkkih0Ne93icdPzOG5BV3+vORqTiOw+lhrgHVmLUuGdFesS9XMegO4/cqt31/W5bQM+O365nTwaQAXEPrAaxr7Lv8y1vLKJQMEKJuDyvdTiddNKOa3f6GNnHIJzvQbXHvnAVtPdb8CVBvuZ8/KtYhqJxUfIsFIqJ67FITMyJpzaC2hx2mvHsl2KdOwO5P9Bul//HKeVutyPvRtEbn/+Kztkjfd/r53whlpcdsb1uH9y8s3egxnvfJWprKurvufOvs7Kf1ZYSDNAZzAkBZjTn5G3E8oH3fxKDXBgPeuFLXDlh4ql+OM4lkzLO8f12uvZt3cqCGjF2DDjuPrH8695jO70PvvNQ7fAdALBW7OuuFNvjJ6PTD6ob2j0AjB33RDtuIEypSFDeYLPRtGe+pokHb11U3MN3Hqpd2ILt/SV5KX/88Qddcskl9MILL1AoFKKNNtqI7rzzTtpmG9ngxp1KV1xxBc2aNYuamppo+PDhNHPmTBoyZEhVTSpZaeOGDhDLhz/9U2Q4cIcfC7UFiJIJIqdbXHc4HERKIkRKNJAmiRLqm5gim8NFV/2+Ur0q/59X4zH+A/lY4gb+zwQ13rtEXnd5yFdfX5oXl4yLoNcTubL/MvF+NGPOR2KdR9gkW1cSuX3iep+Bq9GZe27Wo+cHMDrMCWGeuJf9eVU7nrsnnpBZ7k4nD2ixaVnv6jIeT2odf8du1U+sz3r1W5EJqA6M8bgdpsiI707zg+kOv+5OBq30IxigUIh75oh7DOd8kI+drnqd3r1st6pqAAIoFL4H5oh9iHvV57z9Nm93feDpc+jPWzuPafm2DeCcD6pdOOP7YfbfgLrP8cfBbaeddiKXyyWC4ddff03XXXcd9erVS7vPNddcQ9OnT6ebbrqJFixYQKuvvjqNHj2aWltb9d4cAACAkkLcAwCAaoK4BwAA1QaxDwAAzMaW4iEpOrr00kvp3XffpbfflmWxsvHTDRw4kCZMmCBGyrBIJEIDBgygqVOn0vjx47t9jpaWFmpoaKDm5maqLyJjrNxZD4btHY6GxeKBj/+gVc1hamlqE9cTATk3nt1fJ5Yen1cr7cmZbdFIlJKhgHwMTinnrD6HS3lQmdWn3Lnr57fZydF3oFi97OAtxHLGyz/mHLlSjMY7X5ErIX5dym5us6e3Lw9dZfxd98h8bR5Eu8NOsbYW7X3oPaAPnbVXeUY0g3WYOSPLiMe5nsYKI8U9s8U+I+4P2fa+5QOx5Pj23PjOy02PuvF9OnqLvmI9oWQJqgnlnPnHmYHqTyl+LM4gZCeN3IjMqKv9xAyfK5gL4p45Yx/iXkc4PpoX4h4YaZ8zMqMe56x0zmem8z0j7xPQPcQ+KCezxj2jHucKiRW6Z/zNnTuXtt12Wzr00ENptdVWo2HDhtHtt9+u/f+iRYto6dKlNGbMGO02j8dDI0eOpPfee4+syKg7+EOf/CkugWBM1IbWePzkqutFdb1qxaVXbx/VN3jFxV/rJZfHzbPGygt3ovElFlYuEdnh112nH0slKRGLicsNL/1AM1/7SfxY4svW/32t5y+Qy27yxVtDVNtHXry1Rc33l3ldvaRW/km+Gq+48FyHXLpUfV/CynyJAGB9iHvmiXuZuNOOL16Xo8v7vXrOjlTvd4sLz2nLnXuZF+4E5HKgfIlE4hQIxMTltle+odnvyMEsZvthm/njVr3Oly3/82olNw0ADAJxL3fcM3LsO2L2p5XeBNPEvczbOO4h9gEAQ+zryMhxD7qWK+5teN7T4rL6qY/j7QOwCN07/n7++We65ZZbaMMNN6SXXnqJTj/9dDr33HPp3nvvFf/PnX6MR71k4uvq/2XjUTLcm5l5AQAAMIJSxD2G2AcAAEaEuAcAANUGbZ0AAGA2uicsJpNJkfF35ZVXiuuc8bdw4ULRKHrcccdp9+NR9pk4yyv7NtVVV10lJsgFfcz5+FdqDcUomZSlyTiDwe32UaLeq3w2RA6HXcuCcNhtFI0nlc+JKMzZbdpn1YNKsR4/efzyOTlrQjynV5bK/OTfu1OPcVlP5Xk0RVS2zc76a/8USgnURFI+dkSWSw0FVtF1TxJduO8m2n3v/+gP+nt5QNvfPR759XO5HHTaqPT9AMBcShH3GGJfaT1/euflPbMdsuXqYvnoZ0soardppT1j8aSIpWo8FaVAufw1d9yKDHbSsv6O33kDMntJC4+n6+xIAKgOiHvm8/Dxwzr9v3Oe/IZuPGhTqna54t7nV4yqxKYAgAGhrROsHvecLgPWNASAHtH9W73GGmvQZptt1u62TTfdlJ544gmxvvrqsvGMsxz4vqply5Z1yIZQXXbZZXTBBRdo1znjb9CgQT0+uFVbWvqJD38plrus4RGlPdWOpzqfiw7eYnUit+yEyzb3s98ooTRyam3Uaqdaofz15K7vJVbre9VQr3qPWD9imJzrr7NtKNSaZzxJE0atLdZj0Vi6v8/toJSvjijUqsvztC76IX3F3yDnPGTJBIV+/5kab/tZXq/pRRRY1e5vgxnvyXVPhqhvP1mG9IRdNtRl2wCqtd51uZUi7pUq9lVb3NPLnC//EstEMkXxRJJiMdm5F4slRGefOg8uD2BR17lTl+f7czlkvHz288W035bFf35G8OE/d630JgAYQrXHPsQ9axkzuJae/ORXLc7ZbTYat806ld4sADCQao97DG2dUC0Wzzyg0psAUHFei8Q93V/GTjvtRN999127277//ntaZx158jB48GDRCDpv3jyRFcGi0Si9+eabYsLbXHgOQL5AzwQjssU3HneJRku7Xc7rF0846flvl9M+W6yV8+/GbiU70NhD838Wf5uMyyy6cKI3UdvKzp/U5SFnr/5i1V/np5oaF9X63eK6z+2gsZutVpKP9Y9bDury/xvvfUeuNC/T70mDzZ3/X1anX/u/a6EQ2ajJLhuHb3/tO5FVcdxO5soOgZ4z26AEqwRCI8Y9hthnnEEzY9atEeuhSJwikYTo8GMOh418PifV+GS2uidjvkA1ozOzI7BabTflDZEV+fG/dqv0poDBIO6ZE+KetUTjiXbVXZzO6o1XAOVgtsF4OOeT0NYJVhcOhiu9CWBRiHuVo3uz7fnnn08jRowQJc8OO+ww+vDDD2nWrFniojZ8TZgwQfw/z4fEF173+/101FFH6b05AAAAJYW4BwAA1QRxDwAAqg1iHwAAmI0tpU5Uo6Nnn31WlCj74YcfRKYDlyo79dRTtf/np+Q5+2677TZqamqi4cOH08yZM2nzzTfP6/G53FlDQwM1NzdTfX190dtZzlFWRholdfdbP1BbW1RkKrC6Wjf1qvXQ/nmWIOM5ApsDUbHe2hqhlqZWopa/5X8mMt5Ut4/cffpTXYPMDuTSopz5oJZI4+QHNROCl06HnY4ZsT6VU+M9bxK1riBD4FKhnEHiryOX20lOt8wg4WyS8Xtg3o1qYpYRoEY6rpUyVhgh7un1eqo17vXEGU98TTsPlFUHgqEYhcMJbU4/zs7mGNqgZLLvt6nMcGfPfP03haJxiijZgVw+jUuBepwyu9vLWe8ZGfVWcvNLX4sYH43KeJ9MJETQV2P+efsNrfAWgtEg7pkv9iHuWSf2zf30N4poGX8pcU6GUp8ApWWWuGeG45qVzvnQ1gkAVoW4p59CYkVJOv5KzYzB0Eg/mh58/2dqbo3wzxJx3e93U68aNx0wrPAGyMcW/EJNLWFqbQmJ66G2EFFMSQ93eclb4yOvTzaI8lxH8XiSgnwfLisTihAlZAeirCvjIYcymazdbieb3U4OpyybxssJ++vfUKjuA9MeejddkjPG702FubxEHp9YtXv85PLITkB+L8/ZJ/+OAjAvowdFIxzLjHQSWA5m6/gz076Sr0c/XESBcFwr9ckdWT6vk2q98hjtdtoppjSetoZj1NwSoWCbjInxWFzENacS15xuJ7ndct3lctApu21clteQuQ+U6rOZ/vTnlIjFKRaVT5aMx4nikXR89fjJ1yAHu1x40Fal2QgwHcQ9fVgp9iHumQMPCmWxRFI9vSSX004NPieN2mzNym5cmeIeQDEQ9/SBuFf5fauajq1zP/tNLKOxJIXEfO/KQEdlYKgaA71uJ3mVaSD232qQKePeehc8L5Y/T99Hh60CMH7s81ow7slh5wAAAAAAAAAAAAAAAABgaibpy6ye3uVy8HudckSmosbjLCrbjx263bpi+ciHi8QyEKqhsPIGR6MyI4Kz/MT1SJwS8ThFgzLjTysPmiGRtSS7Qysb2nhvMzncMnvQ6/fS+WO3IL32gcnH7qStX/Xwh3IbAi1EwRbt9olnjKNpt8yhsuCsSSVzMhkOUMTtlTdHaum6Jz8jr09ml5y115DybA8AmF61xz49HLb9YK0sGosq8S2pFE/gsp4hJfYFgjEKBiIUblHiSKhFZLfHXB4trpHTrWW5T330I1EKlHGpZ6/XSaeP3rSi+wDfv5hRb5FQhBLBNqJwW8cy4CwaopBSZnvK/SGadMyOhT8JAEA3EPdK76wnv6Gd15BxLRCKaed/rMnjoCeCv4j1g7eV54zlVkzcM9OIbwCATIh7pXXkvZ/RPhvUiXWuAMMxLxKRcS+Z5Kx3eU5od3CVF7t6lW78cyG5XHaq8ct2vGN32sDwcW+1kx8lj085bwUA08JPWoMptpGtEAcW2cnXlcOVxlD24pe/i2VbJC5KooVCMXE9FIyKmudks6c79ZLpk8Oc1P/n8mCxMCWUvw2Eaunaxz8W6xyMzt1Xv/KXlx2xvVhe/cgCikeCHRssyy0elRd+O2IRCsXqKR6VHYE3PPMl+XwuGr/HJpXdRtAdHwfwwx2qQTnint7GdhJHn/l8MdlsMm7ZxJx2diKHPMHTYhrHFcaxRfm/pN1O3IUoo6XU5nDSNY8FxPrFh25LZqDGZdHpx6Wz85BqWkKNd8yjyaeMLvHWgdGpxwHEPrA6K3UuzTxoU3rui8ViPZ5Iah1/aoOoOgCUp5roXeumvYeuVdHtBTASxD2oJmY858tW53ORMmW51qnH85qrN4jOP2Wux2QiKaZ6UAdFcnvmciWxYdrSFurVp0asl2u6h0JseNGLdN7ua2tTVPAA1UsOM8f5KBgf2jrLq+rm+KtUY0J3Ac6qcw+88vUf1BSQTZmtwajoBFTnO4q0NKcbQJWOrbxxB2Btb7Hq8teQ2+vukAFYyGed6z2fNudTmakRlds78aQ92/9/ubL/OpsDkNX2JrfHRW6PzBqZ0IMsSDAuIzaCmuE4ZaX5Hnryeowa96zW+Kl66as/xHJlW0TMp9umzIEb5pjHWeTqgBaHMz0QprMYyFmB/P70X50mjhuW1/P3NPZ19VjTHniL3H6/WHe5XXT+AVu2+38eMMPizSuJIrLTsmAc12rrTNPZCaWBuFc8K8U+nPOZz+MfyQy/5rYohcMxMQiGcaaD1+vS5jty2G3afEiJZEpkzh+5w3pFPWcp456Vfp+AsSHuFQ9xr7L7ULW1dT73hUx0WMWVXSLpOf54wEsiIeMaxz5uao+G5TleuHlV+0GRNhs5+g4UqwMG9qaTRm5kmLin/k3j7LflHO2Muw343DVzQKtIkEil/187x3WR3eOlfx61Q/4bCVUJca94mOMPAAAAAAAAAAAAAAAAoMpYYLyF8RUzwsIq9thsTW39tW/+pL+aw9rITx4ZE1fmN6JETGbWKfPaaXnznUkliZT5gWLxKMVjss52sXJlnWRnVxjqc1Lfp6YlFHX7KOqtFVeveeyjorMkbn7pa608D5clsNlt2nxTDoeNXC4HnTYKJUUrAanwYDbVHPf23FzGvVe//oPsYrSnvD0W43luY7J0tYpjX1eiSrZgczPNePYrOm8//cpaF1Vyp2U5RcMyCzFa04uufeITsX7R/puJ5aUHDRXLxrtfL36j2poo2tZEjbNkjLf568lbI5/zwoO2Kv5xwVQQ98BsCslyt7JDlLn8nv18Ma0KOCgaS0/rwGU/m9QpIHg+wIgSA1MpURr71nnfiKt6z29rtVJzYE0o+wlmVI3nfPtuIUtWP/PZYkqmohSPy/ZNu1oDVCn/ydl/cTUG8jlgplSKEstllZjWOllNpVSKrrDDGX4tfxf1nMk2osYb56Qr2PjqafJxOxX1WGBdiHvlgZ+9JVTMSYWVT0R231Smsj80/2ex5NT3UMCRbhDlkmdqenghpT9DrZSKRejKBz8QV6e98BP9efdRRW2jKcsQcMOw0jgcTfSiqx76UKz7an00YX/ZCNudmS8upGAgImuPq4/Jnatqi7Uyz+GUpbI8gcvtJJdSXrS21k0NdR46bLv0PI+gPzSCglkUeuw0zbG2QKOUgS8PvP+TWIZCHgqG3On4Vkica1tJIZ+/JCfWBcc9Jd6Qy0NJVyd/0N38vflQSoWmoiEKheUcGFc+OF+Utp548NY9f3wwPJwMglkg7nW035aDxJQPq4KysZMbQEPROAWV623LV4jYlilU11csZzyboN69vXTcTht0+94XE/tMeb4HVQPnfGAGaOsk2n+rQfT0p79RMCKDSjRu0+a15RKYXM46mUi0H7ifQ7AtRHe/9QOd+I8N83rve3rOl+9n5/F5KNJEurVXNt76vLg6+fR9dHhQsBLEvdJSJpcBAAAAAAAAAAAAAAAAADOrujFu5epJxujBzqkTtz/ywSJqViZ453IvYbudYsVk/ClSSWVS3Wg3pdPyZMqyBIFVspQcjxxKpej6uV/Q+WO36PbPYtEExbjcTiSYHpWT4zNIrVQyC5WLeEqHk/6q7083LG0T13v39tHxO3c/QhfMmf2AY5v5lGu/wb6RW786j1iGwnGKhvwUV0t9Fhjn4jrFtq4UtI/EY2Ika6ar53yRX7nuQnD2uRKbkok4hVuS1HjzM+L65DP31+95wLCMMAoUxzfzwTmfsaZ8eOqTXykUpXR1kaxsP0GZxqE1sIqiYVlKrdQqfWwByAVxD4qBuFd+Bwxbm1788nex3haOU2tSnq/xFDrhcJzCgVC31VASrasoHO7Z1EWliHsut4siHqXijNpO2BNK1qPI/PPJ1zv5+F16/rhgCWjrLJ2q6/grBzQO5Ofw4YNp7me/ifXlzWFKxBMU43KfxXB7ya7MR9f6yPHlOYnzyNJjWiDvIn2/rJTyaMlkgoKpPnT905+L6+cfsGXnf2OzifcvaXeki5Lni8uANi3haZmEtuW9afryAPXuI38k5FuyAADMC3Gvc3tuvpbW6MklzlrCoXbH6rzZDVCkgedoUDv1Usl0+RrFpePkQJPG+98TA1F0wfNLqPMBk03GW+V6n2MfpJX3FVfaGwCgJxD3CuNyOkQJtFhLHnXDkgmKLPuDZjwrj/Xn7Zff1AVGNu2JT7TBMnyaddEh21R6kwAACoK4l9teQ+W53ktf/S5KWrNgPEmRYJio+a/u39hwG7U2F3heWGKDzn6azt11rfQ5mB4df6qMdtPG2W+j8w+gxAzQigQAAAAAAAAAAAAAAAAAPYWMvzKNgNlx6ltimUqlaP6lI/V8WlMbu9XaYvnogkUUCrko6HQV90CpFF125PCylmyZeNKedONTH4v1i8YOEcurlDJniUhEyQKMFJfZoYdYmFKRIMXccse8Ye4X7bL5Juy5ociUVNdvePF7CiuZHHEurcYlQ3lZqLYmCvLlL5+4es1fzeT2ylJ3Xq+T6mrddPSO6+vyEgGg8jD6Mz8Hbr0O3fXm99TSpGav6adsce/kvWnaHXJidjV+sGnPfE0T998sfUeXR8YaPUp+2p1ELuW5nC6y2exkd8jsdKermcrh5pe+pkQiSYm4jIk2u43cbrkNXq8Lme0AVQZxr3D7brEW3fj8QqJQa35/kIjLaQgqHPfU5+nJZ87VVzgaJpVpKThbfsoD88W62+NC9h8AGB7iXn5VXrhdkyUSKYq15l/9JLr0N7r+aVeXlbrKWZr6hxsOoGn3v0kUVbLz9Dqvy876i4Wp8ZZn5bkjc3nI5nTTpKN30O+5AKpcVXb8lbt27D1v/0Bj15aNVh6/p8ttqlaHbTeY7n7rB2rzyPenkJmMJp4xrmJzNJxzoFKmRfn8Ljti+07ve81jH2vzD3KHnBZEe1oilMtzZpReayeVopRSVoZPNrnjWb3r/+b9SOfuu7m84vbShLFb0MwXF4qrbTzfIpddDTZ3W5O8UzxPoPIjRp3JimcBXO72UeNPy8R1n99L/lov1dbIHznH7oS5AY2s2o9TZmeE+UKqfZ/yeZzkUDqtCj6qNi3RViv5OU48ZR+xnPbQu+nbMjv9GDducgxJFRE7sjld5PDK0tGXHdk+xmZf19PQf82j1hY5eOfsfwwUHX/qPIspjttqXHS4aOqSVVTXS5b/PnPPrPcCTK3ajlFWg7hnLPFYYcEr3LQivV7h3y/8/N0dD6Y/9ZlYXrDPJmJ53XPfiGWS40csQYmYcoYbj2jz/EbCTmq8711yuFzdnksClAtin3kZYZ6sat6f/Mqge253y3ugiyLw20/K2paG+AwnHjOSpt0yJ93xxwMxE7Hi2wc7w/FQiYn8nnFzZeNNT6WnmfDVitXJx+6k33MCVNFxysIvrfw6GxG4cmWQEq1yAvOIrU/OvwGihho3tdbIDtIY15JWD/5ddPYZRT4ngxcf2n4uB3XuvUg4SvFIlGxKY3CKX3eorX2HoDb3nl0GWbWDj2/nCXd5nr2Mzjbt/2w2ETjl39rIxgE7oYw2VToEM521l8xcvOmFhcQ5ijH1r9UJ/PTA26hsZ6iJiNdWKLXDG3/4g9w1MrBzh6Df76KTRm6k33ND0awcCKH0x7/s+1crj8tBTldxHX8c94z03k08cqd2n/v/nvtKxDMpJWOTOh9ET04OXZ6SdvB15sv/G03rX/iCdvLODbcpNcZmzV8Ya11BK5fLz/XKFS3Up38DeTzyzXE4bOR2ysr6Rwxfr7wvAnoEcQ86g7hXHI/XJc4v8jXxhNHa+230z50HeEbbZCPvlEc/ledgSoYfJePyXE2NIWpFGMbnZsEWSqjnQre/LOLn5ON2LvGrAegIcQ86g7iXn/22HCSWM5e0FL0zGSXmZba7ig5A7vTjjjgW5iH9JaS2d3LlNKV6WuONSiekug0ePzm9PnK65cAZu8NOdrs857LbbeIcTLR/5hiYydVcuD2U75fr/6F6eKugnRNz/AEAAAAAAAAAAAAAAABYQBX0bVZegsua8Hxpytxvs179llzKiP8jR2xY4a0zjnHbrEP3vSfT2wMtq1Fi+e+Gz/Trieza3TOe/UosE4kExf1+URJGzTRwOGQfvc1uFyU7E0q5MTGClOc/4qVKzazg+ZfcPrr08O3aPY+aweDzOWnC/kNzbtvZew8RZT9blOzABGdtZI5O1Zua3dm6gqKtsqwP38I5FY1ffy//z99A3rpaqq2TWaENdR46cgdkT5RSNYx+ASh3nLutSWbB/b2yJu/5X80S+zgrTnC45EXNVudSN11l/YmyoBmlqvnvanuLVU+tzAKvhJ+u21sseV6qaCRKoZin83kulNeXXPEnLW9ZqW2/08lZnvJgetPKhVRb66YTdsFvP6NC3AMonbo6D61Ujo3dVRMxetzjctCn7ThQrCfiCYoG2ojaZIWflMMpY6CK4xvHDLVEWiY1lqjnQrwMt1HjbS9o53M2ZZ7bScfsWNoXBVUJcQ9Af36/m5q6qWJmtrhHdf1kqWrGMS5XTCsHNXs+GqJ4K1GcY66aCajGXqebHE6nmJedXfvEJyIbUJ1rNx6Ni3U14+/qRxZo52u8VG8X1512ZARakLeK2jqr6KVWbt4HPuCQejCKR6itNSwm8mb3vP4NnbDbpqXfCJNYo5c8sQkE6mh5oK7guthmKn+Q7bz9lPn2FEMmvSyWC6eM6XDfG575Uiw5WF2w98Y07Vk5h0Qk6KaU0vhodzrpn0ft0GlDZne47KfaGdka60XU/BdVhPpjqeVvCvNFuXk5z6v0mzzB7tWnlvr28tIh265bmW20kGoKgNXICPMdGWEbKmlAHzlfXVvrAAr9/jNZpcQ5nxQp1VREZxcPVNFOB3nwU3Ynp1qmhZf8h+qx3ukml7+GvMqcyOftl3uASjmds48sg33D3C/Eso0bcVv+7vwPuFS3Micjv0Vx5bWGffUUDvlFeRnmctkpkUh3IMqyNHbt/47DvLdlgbhnbUaY78gI22AEfWrdtLSuXqxH9JxGoIzUz5DLQfOgECbKXGe+Hi7rqU7DkEkdDMPlsLPnZe+iYVONEo2zXiJXQx+6JGtQJ0AxEPusrdLnW9Ue93gao2V9BlBs2WKyAu6UnDbrGTEFg8Dt25Xq+MumxtustuMED5pRSn/GlWmQKJFIn6ulkpRQOwodrnQHovI3RMqJrd1OUx6YT26vLMntr/GIjl124j8wmNNMvFXa1lnyUp9XXXWVqKs7YcIE7TbOYLr88stp4MCB5PP5aNddd6WFC+UPZwAAADND3AMAgGqCuAcAANUEcQ8AAMygpP2dCxYsoFmzZtEWW2zR7vZrrrmGpk+fTvfccw9ttNFG1NjYSKNHj6bvvvuO6urqyHq9x6n0yAgx8D0hJjdnp48cXOV5l+3tsdmaYrkqEKO21n4U/lPJEOhuVKQBsx96Klemnyq7ROfEccOoFNQsxOue/JRCIV969KkRJGIU++s3sfr3ciet7L063bhMTjLc0OCl3rUe2l+ZXBnyU60jYPRUbXGvq/1muylviOWCSbu2u923y79pt6P3E+vPn749VZsDt15HLGcHY7S4dYC8sVIZ1TrGvng8Hac5OyGVSJLDIbMbElx6mktSqyMyufRNTS+xKisg2MSgMDXr7aJDtiEjmjBWfq85y6NZvbGrzD+VGjsTcQqnkpRURpvy+8OZ+zy5vPratUnpnQ5Rctvtlu8hl4h3Ox101I4oca0nxL2eQ9zD/pavfbcYRL8vk+d2f8ukaFPHvVhUxjRROiyfc1Uua82U2Cj/OJF/1kQkQLFVSZr66Efi6iWHbVvElkO1Q9zrOcQ97G/5TO9wy4oArVhGljHxtP1p2j3z2sczI+Osvu5kltnuAp+pRZTswIivjlr9NVo1GJ/fRTVKBuAxI9bv8WZDaXiruK2zZC+9ra2Njj76aLr99ttFA6eKG3ZuuOEGmjRpEo0bJ2sYz549mwYMGEAPPvggjR8/nqwmFAin57ZxuCgRj1MkbJC0aIM6ZLt1aVZLmMKB1eQNPO+bUVLJy1D202guPGgYNd73nrE6/jIl4mJOyOZVMuC21PejlXV+mrVcNi7U+F109I4IwlBaiHtpW/7nVTpiEzk32zWPfUQut/yhHI3EaNIJ/6C6AUqZxyp2/M4b0Mw2OU9CUxvHOHPXwjltz81p2kPvpm/g16OWT+FOPT5BVE8SnS6tpKVDKQuqdXhlzKlgVFz685aXZYntFVwWRinr2S3+HdPyN0VjSme/x082u4NSyjzQglovlYiCdofoAFQ7CZ0uh1aCm0uB8oXLqjI3X1fLhDrtdJDSwQxQSoh7UKj+vWX8X9F3TUqu+MPUb+CZ+8n52qc98FbHuWqz8f/7lGO/y6MNjOFKYolYrP28sfw4EeWcK7tMdixMsaC8re9xD9GKe4/U9TUBQNcQ9yBfZ4zZjK5tkcfyyJJfLfHGTTxhtFhOu+ul4h+EB4Cq7eNdzQFvNGp7dNtKiitz+rbV9qZgm48CfjllFZ8fnjEGU3mBsZSsa+Kss86ifffdl/bYY492HX+LFi2ipUuX0pgx6Wwmj8dDI0eOpPfee89SHX/qPGypcBtRTJkENZkkPrQp1+jm13/uMFHoMfd/LpaxRJIeOb40mVxmUF/rprY6OZIiyGMs1PcQKmLysSOo8f730xkORmykVkbqpFb+SW2BGmrzyo4Hl9dDM1Z8SV6lN9bjcZLPI9cP335wBTcYrARxL62lOUyJVfJEJ2GzUdRTo80HYPPWanXxq93q/eT7EgoOovAfi8j0ouF0oyUPFFHnM+IGTz6xU+dOcLrJrjR6cocfd/6du2/7eW6NLvOk7qYXFtKqv5anByp1R52DIpmgFJ/8qo3FyoTz2v8lE+L7wxI2O0WdLk4FlP/vcJHD5Ww3Eb267nbb6e63fiC/GueGdx/n5nwsGySicXkCrrZB+9wOLUsVIBviHhSTBcHuaAnT0rDSqRVYZfI30iar+6jZBZmdeCpvDblq5HmJx+fpUL2lK9Oflm0D0VBEZIjzNCryaXI8DwCUFOIeFGLD9fuL5XfJlFatyhIKqcgmBn9ynJSdY8SVYNTBoPw4mY/F54uhNtNUfOP5fZPhAAUTfcRVDstb//c1+uTfu1d6ywBK2/H38MMP0yeffCJS4LNxpx/jDL9MfP3XX3OPgohEIuKiamlp0X2bAQAAjBL3GGIfAAAYFeIeAABUE8Q9AACgau/4W7x4MZ133nn08ssvk9er9OjnoI5UU/GItezbMifOveKKK6gU1HKM6txsPX2cTFzSU1lpXzs4EqCEnIqMVi4nalz8B9mU0h9ur5u2rlXrJdtFSSePR46KP310daUM96vzUCiizIPjdFA8ap5Sn1Y1+ZgdxXLanE8p3CTT2ymozXRUXpw50lXWIZfGUcrjxAJuigVqKeDxaXNK8XeNzXr1WzGHks+df2YEQKnjXiljXynjnmrRDfvSFCVDOMUj+dUywakUpewOWv6XfN08h1lNjZs8Loc2Su6obQaK9Xs+WEy3vbeE3r/kH13OGWhmB2+7rlg+EEvQb9G1KPH372Rq2ueclMfnzGM0j/L0+MWqw+3VSlSaMdsv29l7D2l3nedfioXUef1i6feBKxfwe6N+73lUq5jfKd6x3I36f5myym1zFmBCmUM6wpmDfBHvr5vcHje1ZcQ5znh3KGVU7TabuLAUpSiRTGnzDMYTfFxKz9kYjibogfd/Eus1Hiey/8CUcU+NWaWMe1CYU3bbmG6OymPcyiWO/LKlDYqPuQmqkVl/jDMZuOKPyltLnvp6qm+QMXD8HpsU9PgXHCBLima77MjqmycZoFKqNe6pjwPFOXDY2mL5rN1GC/lUwCpZf/lknCvnfWLqB64Co0wBwRVL+PyPcQUYbpvLPhfk9kYWbm4WpTUNjdv4lfb+ZMJDiQSy8cFYbCmda0Q89dRTdNBBB6Xr1nPDRCIhgh2Xc/ruu+9ogw02EJkRw4aly1gecMAB1KtXLzHfXz5ZD4MGDaLm5maqr6/XZbtLcSI4/SlZliPY1FT8wYobyvzyNfrr6+iCA3P/8Leq575YLJbLWyIUDEZp1vsyc+b9ScZPna6WH0hXPvgBJZv/7nZC3Lw789TScNyAyesZc0LxDwO1PBz/WEgmZMNkbNWKjnNg5Hx8V7q8gFIG1ON1k8vj1jrYvV4XPf9zKz12wtZkNHr8cK+mfZZjRUNDg66xolxxrxyxr1wNoDOelWWvWTQcpUggqEyRzY1lHnK6XdqPf+4M4nnL1PV7Pl5GkYjc0I8m70bDr3qTPrhsJFnRXW9+T3/9Kcud8ZylmfyD1tfmEjKyaXc8J1d4zjqes08tS8k8fnL45Akgz/molqUspNyZFUrAxyJRiivlNBPhkOwMVDv+uFNQjzkv+Lejr45cSsOUy+sWxyJ1/kSHg49NaiMUL1Pa+TufFvB91TYqvp96X4/bQcfutAFZKfaVMu7N/Uw27gTCcYrGk5RQfrPw/JZupzzO8VIdAGCm2Ie4B3qY+6n8jvy5PEBNy1spEZCDCXlA7KSjdyj571693DT3U0rEE2IeVuZwOikWjWnHzto6X8GdfVDdzBr3KgVxr3Po+DOOxxb8Qj/8INszkyv+7PR+E88YR0Y37fZnu2//U9qx7b5acrr43C/d2aee75+1V/vBk7lcr5S7DrS0EUW4HUHB51CdbQO3I/JgnPQJjmx/UOdV17uUaF1fsfA11NOFB1XvdF09gbbO0sU93cP+qFGj6Msv04187MQTT6RNNtmELrnkElpvvfVo9dVXp3nz5mkNoNFolN58802aOnVqzsfkOQD5AgAAYDSliHsMsQ8AAIwIcQ8AAKoJ4h4AAJiR7h1/dXV1tPnm7dN0a2pqqG/fvtrtEyZMoCuvvJI23HBDceF1v99PRx11FFVKT9LgOxs1pY6Wtrm9lFJKeVKotbAH50nCm+VE4Ty2YfD5z9Gi6/elarHvFoPE8sSHv6Tf/m7TsrLAOHr3q6c2t5MiQWVC+ziPvInll4GXnYnnqyWHt6bg8jUi65BXuntOLrnGQjFt9E8kVSOyLxJxZRuIaEVLhMbOknO1zT1tO7K6co38nPOxnM8uFk9SUnn/OfPE7XRoZTDMCHGva+ftN7TbDKhYRH43E7E4JeJyh/T6bPTuRbu0u79Vs/3YSSM3Ell/bIXLQZGWZu3YqI6QNLya3nIZDZK7vpeW1RcJR8UgS628p8NOTiXjqZrkym68+pEFFA8ovw0zR632JOOPfzumkhTLGM3KWbU2Jfsk4XCIzyDz96o6IJZLfqZSCe3/uRS2up7OErSGUsa+Rz5YRK1B+XkGAlGR7axm/CWVjHDGy6k//Z0+aVA+DxtnzKoZl0o2OX8WbreTanzyuFDvd9F+W8rfyeWGuAd6GKv89nvq099ETGhrkyX56+pkmWKz4DJlKbeLamvldns9DorGknTiPzas9KYBWD7br1zMHPdYMW2d2F/0deh269JspZLNYp4WqnkZVQOu9FJT56Mz99ysqL8/P6Pc9Y3PL9SmJ0glZTUNXjK+XT3X4UpMXIFJbWNIcnUV/rNkxnRcLLMMrzqFURFFEe1umaiEbD/j8SLu6d/xl4+LL76YQqEQnXnmmdTU1ETDhw8XtbI5mFppB1IbvHgusZhNpl4muXwhpySrDTpuL9k9fkoqBysxv0F2urJa+tDGpZes1eiSr7uPGEpH3vsZLUG9ZMM5Y4yce/J/z32lNfDKICwbgJPxBKXUxkcOomLd1r6sGZf45DkEj5dzeRVKBPtCvxvq9yzmFPMkJZXvK2/ia+fKuQyrQakC4b3v/qjVNxc/yFLpOaQYl5LTGjhtssyh1iHgsGlzvh2icwm0SrFK3NN7n1E7QtQ6/vwFVBu81WNLNVmrnxz44HLaqbVONoCK6ybp+KvvI3/rxCI+6tu/lrxuud2tgSiFQnHtGMC/Zar050wHlx6eHlxy1UMfUCKmDFDh34rcgcfLYog5pWU5nJjdQcmUWytHzN8xHnTB1A5Y9bPhJR+71d+b8nblBNsiU1aU+gSQ419ra4TCSsdfOBimVFuT/Dx7QBvapJZAr+tD3/74N9Up84b1afCKRiWjQNyDfPHgLy6Ny+WEmbo0i4cXrhSd9O9MbD9YCcBI0PhZeoh70J3jd5Yl82dF4rRMnbu70OQQI+D2Oz7XUNuq+Xr2OYvSucbnD2futp4uT3vOPt2XBu1q+hHtfCeRkB2FGQPx4rXKeWxbC1FATr+RF7dPa/sHY0HcK9Ecf2av4Z3vSJh8dqB73v5BG+kbj8uOj3iMM4vkhfGIhMy5buLRGIXE/EfcgxIUB1KHTzYE1tTXdJj0tJqcOedr+mOFfG8eOXHbgv62u89L73rCOMCU15QH5lOKvy8FBmjBW0ueGj95/d4e/5goNTPtp7e98i3FYvI4x8c/PubxDywVT+qsdgDy7Wok4o4/zkxxu9VsE2fRI6bLNcdftcQ+Mx3Xtvm/1+njf+1GZsYZsnElQ4jHSowdNrigv8/n89LzmJL5fGNmzqeXz9qh0/tu/d/XKBqVxwP+Gbpwyhj9NsTCGu9+PT23RSEdgnxS7m8QFSiY1++hC/dVOtaV2zLd/tq32u9WOVepOnrWTifvuhGVW6n201KZ+eJCal0VoHigRd4QVJalVteX6vr1oXCwjS49fIQlYh/iXnWZ9IIcBDZl741KlqFituMJVKdq3k85Yz6qzoWc0TDvcdnFwNCDtl7H0ud8lY57ZtxnzIgHu/y8WGaYtf3xm/xdz0kiPMffqfsV9FhXvvoDNQXlh3vjQZuW9Hhy09OfyMcMhIjCbeSo753uOFu1XN5J7dD0yIFp9tre1NCnNq/5/Mpp1qvfauun7ZIeOHfLG4soFIpSqE2+jhR3zPL5V65qLMo5lq+hQVy9cBzm9ytWNce9UseK6quzBAAAAAAAAAAAAAAAAGBBVdAPWjkn7JI7S+XON76ncFiWcopG4mR32Om8MTLlm816+xexjMd7F10H2YpqPQ4xn0kpevl7UvscKo+zERI82kYpGarV7O6KU+5LDrdHZD8YOdPPjHjexFBAljUT2X7JJCVjSnlVHi2llipTqSl/cnIjsrvk5+PyuEVZBubxOKm2xk0OJfvkyB30KRlhNve8+T2tu9Zq7ebHgfbMnu3Hxm2zDv3rRVk5IJZM0dgSxb5SxL2usv3YJ//enbab8oZYD4VitNXlr9Jnl49qd5/VT31cLF0eFy2+6QD9N9KEJp/Yfr9uvOu1/DLd+ZjbtpJSLjn/RJj60o2v/CjWz9mnYyWJU3ffhG58/ivt0KyWBa3WcvP5uvON78QyFIxSvK25/KWbWldQa+sKCoeUrFAAk1Ez/QplhLgHAMXjSgMsFkuKigNRde5vzvxTzhG5Qpbb69Lu6/U4yedxWmZaCKguY7dam+4LyN/iifiaFAlFCioXmRn3/rvnhmVr69RKY9rtZKttoJo6v3Z7W7KvWE+Eg3JKH6UMKP8Jf7eN5rRRm+S8PXu6ET7mBAIxikWi6Sp+SruWjSv0uZzI9ANDQ8dfBVJFuyuT1NkBqNp5HHbyuZ2GTu2thpRiI0pEwrLGeCGViyMydT/h8lIsJhtDq0U59lP+8cc/YIVAU8HzVKk/DfmvIn5ZOiFUU0fhsE+UBmQznv2KXK70XFU8D1p9jSyRYeWTwGW/LyObQ5aqfTL1a86SN3rA8azy/m+v9Ilcdydrlfy8innuBZN27fL/l95+iFj2Ovp+6n3MA2K96f6ji9tAi5p80u7aeuN97xGFWtIldnLFQ+U4zPPNBfNsXODjrVqlORqN0+2vfUen7r4xmVGpvyOtrcqcfk0rzDlfCyDumRDO+QCM9/3ojjq3e0tLRJTTS0TD6cG7/PtFLRXI5/cK7goMOd3UXCtLC/rraqmu3kuPL/iFgm2IueXcT3hKI7VkP88VfdLI8peBt4LVGmS5fZ52LhBwa6X19fy8jrz3M3rouK1ID8c/8CmNXlt29DG31y3aYhjPl+fxyXaYhNtJdjGYW74eTnThAdxmxQMiO7PxJS+J6W0uPbysmwQmjHuVhFKfAAAAAAAAAAAAAAAAABaAvtAs6B02ple//oNGru2nWEJmuTz18c904DayzN+0B9+lhn69dCnVmP35oxRMaW140Yv0w7V79fyB1LKRuSbc7UxClhChcIAuOGJbqgaFHt9umPuFKOPAnE4bJZM8mkvNxbPReft1LBGn4jLGWsZDgdl+HQTlxNfxeJTagh6yqRNF87bxQDIls8XhdFKoTo6ce+D9n2j/If3JklpXUktTH7H6l8tOcz7+VZSF7AnEPuPLLE+m5+dl9Li36oFj6JrHPhLrVz+ygNweN11w4JaV3izDmXzsCJr2xCdinbOtUzxKXh0pn519Fg1RLBgQq9c+/jFddMg2HR4vHFSyA1PagF2Ryc0jvG9+6Wtx3Qzl6Mt5bIsElYyFoJJ5CYaGuGd8meXJqinuAVjx2Kb+dgi0hijS1iZv5HLlhZy/8++aVX+J1WA0TDZbP/J4HBSK4Utcjn3j1nnfiGXTilZZcYl/Gzrd4rek2ysrKHm9Dhq/x6Y5/45/QyYSSXI4ZPvCuft23pZQDfbcfK30+s0fUETJonx32ed0++Fb6vJd7lPnIVIyah98/zeKROK0cplsW7nwiB0LeqxHjh/W7vpD83+m5lZ5vhDhqayUEwY+V/P5nFVRye67qXtWehPAwHHPKGwptWaaibS0tFBDQwM1NzdTfX19pTcHSuipT38Ty2gsIRqcUiR31+UrQ7Tye1nfnQOMZ/W1qXffWnH1lN30LUGV78kgDjbFdfxxWYCfrtubeqrxnjfTjZsZZUG65fYR1fSiyccU9sOn3PRolMjeR9X5RtW+PP4somHlx1soLDvsnB5trj2b3UbJhLxzPBYT5Vjsbvn/vhof+fxKeYdEklqbgxRftphKomG1dIdvJNC+UdsrjwPevv2prpbo9D23tkysUGPfpKn3kbdWlj+l+n7i5MnplnMi9u1Xi3IrULZjTtninnLCeuXjn4vj0PXz5FzIHp8H8//leJ/ke/VZel5VPkZmD8BQ5vsjfwN5/D66aGx68NS1cxdq8+vwAAu19FCSTxlSsmQPc3tc5PW5yO2Wc3icvGtlfn8Z5bfZ1EdlB3XsL/nbtVJ4jr8plxxridjX2Tnf4bM/FUuXw073H4OBANAzh94jB03cd8zW3d4X53tQaj2NfUbbR3kgaTgUoXjzCnlDRL95aO1916SBg/pQKNBGZ+5tjXM+o7Z1/u+5r6itWQ4aS678s2NJeZccfEtur5zbTR01xuVb1XU775z8d/K6p8afc/BZtceix07oPhYV4tEFi8SSO+mCwZg2HQsPmj5r/62KP65EwzTztZ/SHX8Knquw2jt1obrjXk/d/dYPYskd9WqXndfrohP/sWFRsQKlPgEAAAAAAAAAAAAAAAAswGL9otIRyijQh7NSkcF8AsrIkZbWCCUSKTFxqrh9ZVP6TqkURQIBUm+Z8eyX5Pe7yeFQUs1dDjEimB0+fHC5XwJ0gUtzRCIFlPfogt3tpSSPKFPLeHaXzKyOSnO65Ui0KnLj8wvFkjM6EvG4yNBjnM2XUkdhcnnNjPcwxtkhnB2plmNRsuzUwp+BFUQB9T3l++o4mrOD5mWd/19Ylo4J/9FGkT4WLfWZWaq2aQnxJ6J+i/5s7kUPKNk3R++4fuW2D6AEONvP7XaR0yl/vibi+sQPK/rnIVtR48Mfp+Ncdsafej3YQhGbna55WsaFiw8YQpFwVJQDZQmHi5IO+X6n+PifiFNCuc6ln/kSjTq1Uk6nj25f3skMBp31tFyxEfn8MhPy+2sKL0PuUjKv02OeQdds1qibZn/4O/29rJWG2mTWQU1dHd5k6JFxd35MK5VSZQCgnysfnC+WyZaVRLF0RQI9JeNxcjsdFHdaN5/hqU9+1Y5RPo+TjtxBTndTTjOe/YpaV7UStSpZm7naWdTPuLvPmrMB+XcpZ7PYbKJM/cSD9c1wMyu9M/1UNiXDsr7GQyuXt4n2H7XaU0/wbzJ1V3C5naK9FgB6hksnR1qVaSOSSXL4ZUWzXn2LP+exTMffPW/LVMjff/qThirlix75cBEdvj06eszMoZSX4s6hYGuQkoHmdo37mpblFGlZLu/LU2A53WSr76elmqtlqWY2Bammxk0n7JJOkYXK+apxNA2Z9DIN/dc8cf3L/xvdowZhSqXnn5NlJLJ+ZHLHFeM54tR5AbkDJR6lxrvfkNedbjFXkpHoPfeIMm0fxWNxikWifNYkb+BfbmrHXvYPem4k7m6uvnx/8JdJaPnfVHUCqygaG1TprQDQTd3hsykeVbpSEjEKzT2DLhyHgV2qqx76UL418Zg4OWCTj9xOLo+Q5ZMaH/xANrLkKoPNx+twG0WVwQSN974tj/VqPHW4KMXxk/FtHBuUBpuEzU7RFD+sjCHxmJNue0WWYR+/R8/m9SjnnFtOtzwd4tJHwTYZv/h3SVe/SXiuIm4wUcugisFp6n7KJa3MN5OCoV375Bfk9dVQqmlJu9sjHqVkbYkccLss3/r0qaWbC/r2176jYFB+N2MRLr8uv3upZIocLidNxPGupLiEsToADqCSrDbXZJKnhSj1eWG4ldqCfSkUtN6Qm2vuf1vEPWpbyTUZxW191t+gbM9/15vf06omOZA32BaSA28LmY+xM/wYyuAyXg8HW6jx1ueU60kin2zk9vfpQxccgFLeemhVfmO0NIflb1VlLupkdntZgUKhmFaGkKcesdvx2xeqO+711FUPf0iJ5X+0O49McEKG6ONYpzo7/m596Wu6+ICt6Mmv/qKlfyj5Xq0rtMPXsuUyaIB5HTFcjmia9eq3FGhJdezw60w8qjUOxPhLo3T4xGN9xaTCM1+UI9vdbieduvvGVVUv2GgWThmjy+Pwj42E2jjZ4T9dRN4abT/gOYv+eYj8Idl4/3tyv1IbOV1eMV/g5BNGkhXk2n+dTvk+cYe4zW6nVFx57fweqO8hn2CYPROylFmHRuV0k1MZ9frcF79TSzBKUeXzrfe76KCti//BANXFKLEvHomkG43E3CCgWuvMp+iMnVZPZ0QpHXuNd78uj+GZMVEbGJMDx8DOfl9lxgExZ0vGqHqbjRIJh5ZxnCI/xQ2QhVnovrvo+n3zvq/6+5E7CCPBcPuBM+p7iE4/3aWallIq7O9wuzJrUDv73Co7w58/ffuin48HjzY1h2nUQK/WOdfd+UJXuKOYtbWEKBrm76raSK2ctaoDq/g7rB7nnC6KubwiG4IhI6I0njplWzrx4S/F+uF3f1TSTl4Aq/9my8Tzt7GIkrhQEpEgLVv8F4VDMgvcUtqaiBKRdr/FeL6ncuAKDs1NAYq1taQr/ejR6Zct14A0ft38OyvUStOeSCD2FdBRy3hQmk2dU1H8JE1XTUskEmLAWpLbxbi5x+2mGXM+EokSrE/fmnZziHUnGIhSSjm/8Hjd2mA4dQlQjbGvGNcqv/UTPBduJ+eR0aW/0vSnnXTB3hunz/3zZN2ceAAAAAAAAAAAAAAAAIAqYur+0ZZFP9JVT9iprldNzvrEzT99TzNftNFZew3J+fcPvv8z+ZUu4gOHrCaWd89fLJZcZiUeT2p1il0uR49GekLPnDZqEzEvWXO4Qd6gpLt2KbOnXJ2rJtBCoWSSIg45Ct7hdIjR2/X1ckTvsSPWN11qtFVGOfQUz60TV0YvJXlEmjIHnbwhIfYHdfSTmu2nUcuXqftKMkG+MdeKq6GXLyIzyWd/cLns2sgsMUemOtJcLckC5hWPaiXDjt12TbrtrUUUDstRfq2tEZrz8a80bhtk/YF5hJ46rd11xL20328+kK55TM7jF427MsotZ5Vl1iuDW4z2TshSlup1XleyAHme2Hi8/GV+yvU76I7Xv9POC0RpwFBLulwVVESsJWPOb8WKJvmZ7HD1mzT/0vyqNzzw/k+0siks57cUg2ijlBQlb+Xn3ery0PSnPyevV87j6HY7RKUJxnOK83moWi6S/4T/z6381kpk/B+Pthfl0rrKClW/q/x9DrVSWMkkvfqRBVRT56dz9sl9XgvFu/uIoaYohYVzPlCZYV+wK+0tVNNLTEVQMjzvXKg6qrwEVnaMebve8B61tMjff5/8e/eiH/vG57+icFD+fowEAmIqnYpKxCm8/C+6Ye4X4uqEsVtUdnsMbKdr36ajhvYR67FYsn3FeV7JyADkak+qZDxBSVtSmxYpXEDdxQ0vepFO2rp3u8d1KZmDGU9XNMQ9MGPcK8b0pz6jSKvSdt3NeWXwt5+o8WF5XpBI5t92a/q3LrH8d1q1yk3kr0+XIcpIQ2/64Ttq/FGmPZO3lkiZ/0+yafWyFy78g1JcFq6zDqXaPrTWmd+I1fU26E9vXbBTqV4SdGJAPz85HGuI9ZXLvESr/ur6vcosWagWA3K4xI9QtQOIG6m4ZILaUL7ztLfJ45H7BHf88ok8d/qy187d0XCfjVUPfsU4/4At6Xrlh2HYJpom042fPB+R26v9qGlH/J8vfdzgBkxxsW6JgpNGbqSVrhLlH6LyuCgauTJq7oM5/f3TL2I5dWWgXbkN/kG+5O82mv3Oj+K6x2WnmNKIzcc7uZSf+4zXFouGzZ6cQAKUAuJeey5lfrpY1E0pZe69Dh1/epVtFh18GQ0IDhfZ+He1cl3G2JRWckiNNVaiNqSkeB4axMnKC7fR9U9/TuerZW+I6IRt5GBOLu0vSnTunB7scse7v9KKZbJ0WUyU3IzmNaCQP/bgSqKgeh7pqyMbl5FXGrf5t5Q6zw2XzPLVeMnvl/8v2dJl6Qt9jcrvsviyxdQc6EVXPyIbuP21Pjp3380LfTQwIcQ9MJP/PfcVtTW3UTLUVr1TL5RK6woxt/NlB6c7wY7cvDf9/ecKsc7TldT37yvWV+vnp1AkQcuWyE7XWChIdreHnC41NnEbgPx9mOLO0+zfjkYQDVFbc6tWfvT00ZtWeosMZ8zM+WKaD7XNkn+exmNxcWE88EhtC+CfKdz+qQ4UTKklZMNyn4isXE6N98p9afJxO3f5vLW1ynzfysAmno89obQj8G+dG575kibsX/ygGsQ9qAY3zP1CzDGf95RmrPkv7ZieL5T6BAAAAAAAAAAAAAAAALAAa+QL8WjNzFR0JYtPjK5MxNLDc7n0X2b5vwydFlzx1clHcntFWUiGbL/KOGz7wdr6ve/+SKtWybKfoUCYkomEVu41xSOwecSSkvHHI5u4DCRzedzk9Tq1ETE8SF1OgCsfl9dDoZg2UpjX1bJVG1/yEn03dc9yvmQo0PkZJSCue/IzSsTlKCbO8LzokG1y/o06mqnX0feL5aoHjpG3n2aez7rYEVF+H/8hj1KXJVLDDgfFg0rGCI86yTXhNhifkh0QW7GUyOMnm8evZSEE28IUCkS07Bx1Mm/O7uPRgOrk36FQPGcJbQAwXrY7u+axjyiakN91QRy/lR83/HuIjwtc1rqnOMuJs+R51euXGYfKjyjOgkupv8W6KmWog0qMBBZZXTyUWvm92GW5RiibAJe9eUhm8Tnc7nb7XjjgoOue+1as82cXbuPyZX8X/2RaafSIdu6YncHHZxGxml4UqpXVaMRI+8wqEjW9idpWFvf80RDFle8fYnRxRt80nyLRhJapwL9/Xj9vRJGPBlA+ZsmAiUVilIyEiILyuAz6VzxrvO33dBlVllFKtYWz93j5c8e/5V8wpju7b5XxstUnp+aB9l4+a4ecpen5XF4tXS7KjGu/00VKYOdlBfPMPPr0P7uL7N5Qm9LuEI1TSn1cu53sDidd+7icjqCzdjgAK8W+fPHUAaHWYDrrls/P9arO0wmLvYUK9U2r7092V/oEUJTy5IYQrU4P5zqrb7BNlAIkt2w0cfs85PF5yScaxuUcc5OOrsBrgZyO22kDbf2RDxdRjOdjVBqb+CSOa1ur+ISb599g3OHX1Tx+J+/afh7HHae+pXUEcik8dP6Zx4UHbVXQ/dUOP6MGuwJKruft6B3Xp0cXLNJK3/L3JKyUQ41wyThOI0fDpvn0Wl0suFOPy3s6lYEODqdTm8NWEKXJ0sdJbvziC/vpur0rsukAUBwu+6d25MdjXnlir5bg5E79aJySLbIxSJsLsFAcF5wuIqcsd+hw2smuDIpjNoedXMoxxJlxu5HiXk9KKR24Qb1WOinFjSU8uBCMQRmolODuOHXQks1OSYeTYhHlejzS6QBQ3QVWUUwNsB4/uT1KWVCOyT4/xdUOxIgsyZ3398/j177n6nzNUJh5Z+8g5sRizc08L3KMhkx6WVyvrfXQB5flNy8kQKkaN40U+wpx2ytyWhxtkJBSDhmxsoRKOXeiUWQMnOFj9xsTMFCjO6fslm7TfPD9nykQkr+DgsG4KCsYTdak2807+S3r2/Z8Cn10fZfPw+XGb3lZfu9bmwMUVUvgx2OUTMQpmpQDylc76VFadtdh3W43VB+zx718iU7yQDhdojM7cU2PwblV1/Hnl5lgbr+fvH6PdmKUTCrZe0rw4MyGuFrXWpknhbPBxEP4XHRsRucSGNfhGZmAenv/kn+0uz7y+ndpm/97Xax//K/dSva8AOVy2HaD6ZEPFol1PjRyTXa5bqNwtA6jNc2mphf562u0hnf+HL1e2QDvdjvJYbdpWQocCfk6O3KH9Sq2yQBdGXXj+/TqOcabY9dozt57SIfbbnn5a7GU2bxJCinzAUYCGXNad5bZrTa02J3pOZN5qa4rA61synwe8nns4sLcTrvlRlRzo6aWTVbikZlQGDWznSt7pJK+dvuw1lmbsMv53jOz79S5pwqtcMCdcNq+0EkHsLKPcBxWK494vHIZ8sjGsFBLS/uT/3Yvyiafx6VkObg85HS7yeuX1/1+pUIDFCyz4Xi3Ge9pgzzVed4BoHBqhpGYL5wbMTOPtQDF4ix5Pj77PNS/F/apQh2143odsgGDQTmAL1pXJ+bm44u8ISh+a7DuOv1UZ4zZVKvI1toqBzWFglGZ+atkGoaDRQ44BLCAWa9+K74PsYCSTZtd9aMM55TWOisHAAAAAAAAAAAAAAAAqFK6D2u76qqraM6cOfTtt9+Sz+ejESNG0NSpU2njjdPpxjxa9oorrqBZs2ZRU1MTDR8+nGbOnElDhnQcrZw3dQSyv548dXJOhboGPzXUecinjt7LKlnHpSHj6hxGKVnmzqOUJtp/q0HFbwtY1pvn71TpTQDQveb14cPTWbN3vfm9WEajXM7NnR6tiZKfxot7ubh92hymXq+LvB4H1SlZAbUeB+2x2Zr6Ph9AiWzbKLPrufzs3rd8INZfOGM43u8CnDFmsw4jDlnY56FISGZIiRKgPCeHOs8Hjzrkcp7KPGI2m13Oncx4yTFByepTqXNgc8a4WmWjlFnElZrrgbOm7Q7lfEMtYValDBX37A5yKOUva+q8WvUWzrQTma5Bmc0Xi7qU8tfp/1fngo7HEqI8rjoPTpJv5/1dmTfe4XSJ0rZqyWwxt6WCs1u4dFYi0JrOHnQ4ycbZhby/+j3kr5FxuMbvJpfDTol6mbUX7VdDoVB/Cipz7/JcPOoIeZvdJjJo1dfG3y/e//x+ue/VKUvoGczvB2ZglDmOOFuIcZZsNBLXMqpjnDGkljDmLOho2JIlPg0V+6zKZk+379b0opoGGUt79/LSY/tuXtlts1gZ0GwH3vERPXX8tj2eiknV+5gHyjLvN1iTUeJesWa+uFAsI+EYhUORdLWdCtD9rXzzzTfprLPOou22247i8ThNmjSJxowZQ19//TXV1MjyY9dccw1Nnz6d7rnnHtpoo42osbGRRo8eTd999x3V1clynAVTGyXsTlHmhfGJEcqXgdlxvWOzH/Sg/K594hOxjCz5TasZPfmccd3+3Uk7ri2W0575mijQjA4/I8e9HLikH1+Y3+ekfnUe2nPztXR7fIByxb2PJqfLae95s+z4g57h+arZnW98r83nyWXvxSUiOyIS8YQ4hqi/pbnzIaE07CUTsnSXWhKa5/fj0nhqeTz+u5NGbmTZj+nEf2xIM579Uqzb3F5K8eCYQktEWkTZ4x6X8vTw46bS5TlVdgellIGc3FFW65P7rttlp2gsqe3r8bhb7KMepdOOy9GqbVFh7vjLaJjiVb7uUkrW+txOOmS7dfPa1Nnv/CjK4Kp/W+jUEQ/N/1ksg8qEJ07lcTi0c2dljXJScNDW6xT0uGBs6vw2OOcDI7l1npy/KxpN0P+3dydQcpVlwsefqlu31l5ICNlIiBhBhECAhCWsGRwDGVajx6AOAw4wIss3OfGMB47fHNDjJ6ADh8/DoojmoCMmfg7BIAwQRxLAGJcQJKwyJiEJkxiDJN3prr3ud5733lvd1Uu6mnR3Lff/OxR1b1V1p/rtt+9T7/a8JZ00730eyHZnxNE0xU04uNcobb6m0uKl82xtK2/LpBKpmEwYl+w3URmj47Fr3t+g32De+/fPVhX7zr5zTflcP6e1tETZ5gEN657HN5kJgfmsNxkm7+0x7o9Z1cCIDyc89dRTFefLli2TiRMnyoYNG+Scc84xjah77rnHBMlFi9xO6IcfflgmTZokjzzyiHz+858f6bcEAMCoIe4BAIKEuAcACBpiHwCg0Yz6OqJ9+9zljOPHjzf3W7ZskV27dpmZMb5YLCbnnnuurFu3bsCBv2w2a26+Dt0IfTCFbHmFSsxLdwY0ImZ+om9d6G2oGcF+6jVNkeFvIPu1+34m//uGS6urf52dgZvFWU9xb9ixL+HOII3GouVUnxErzGo/NMUq96evJ8XnSLp6/tEV6Z0LhZJkvXSCZsWfFZZEwj2PRCyzesk8593rqir3ubBZBVcvcW8s/PNFx5v7u1ZulHS+VaTz3Vq/pUDEPbt9vNjJFilpOk4tdz+lnGY0CFvmcZXJ5KW7XFEiZuZ40luRWopaYoVDEvdWAKailnz0Q4ea4zWb/yrZgiPnzzr4dNhXnjW8FX59ka0meMjuAr8eDKQWse+Ym5+Wq+dOkGzGW9Wu19xSQXN6eucZqTlNBak3TU0eqs0HhDHv62x0dkwkNU7iKTedfDwRNZ8l/QX3qZRtVuOrSDhc9Up7NHZfp64m7upyry2ZdF7+4mUWQfOrp7h3MO56dGN5u4BcNu+m9eyboaSGRrU4dXXf0qVL5ayzzpJZs9x8zBoIla7w603P33777UFzaWue7KoUiz37M/j79wENqNEudqgvfuq1bCIpJf2QrR+m29wUJAdy1xOvV+6biprEvWHFPjsu4aQ78BdLxCTl7fuT8Do3gUZC7BtbfmrOH/zqv819seiYTpgrzpg5xu+kscTiUUnvZ4+1sYp7ml7W7HGn6ax1bz5v7z39t3UgOuJNeNEUYdlsofyc7vPuTwSNhN00tQlvH8rzZrodtWr+MVMPskYA7x9xD/XmjTvOlzt/8vueAb5M19ikttb2p6bR9mkb1t/zTQcfNQ2kpn426cYjZsBIr/thpyc95FipSV9nPfPicnlA1vs9WokWiSVj5f6JZDIq7d6+t22JiEStkOSLbr/tR9mLPpBxb8O/9mzvADSKD/zzz6Wro8scLz3/SDN51tABP3+CYp0Y1aGFG2+8UV5++WV54YUX+j3XO3ezHzj7Pua75ZZbTFDtPQtm+vTpbnCx4+5sT28PK73P6wirvm5/MPfdAND8hloRmki4HZKFQqIchBJJ2920+QD527944UfKA4Dp4vjyakGMbdw7YOzr3bjSWa6xpNhR9/etHfZxr5PzkhPd/RoBYCj/MMx9yIKeCcGyzIZrtX4bgYl7+nV600md5nt4e9mGJSQhM/DnVgpdqeqvSNXXZfNFs/pd6SoC7WDsPeAHAPWuVitCU60J6Sh4e/zqwN9YCIUkNmGSpFrcfYeTSbu8X2omW5RcrlARQ3TvQXffwbHPUjPqfZ31RN+79rv6P4PuVeVNLLaSbRJPxiQWt8ufj3SSjmaMULrK3l9pn7Ats9q+Pe6enzBjYm1+HgB1rREyIWz9vxfJkUueMMe2HSnvN17yJz+MxJ5+OvHFu9aa/r9iQSSXHva3GbWivOmmm2TVqlXy3HPPybRp08qPT548uTwbZsqUKeXHd+/e3W9mTO/l8XoDAKBejWTcU8Q+AEA9I+4BAIKGvk4AQKMY8YE/nc2igXDlypWyZs0aOfLIIyue13PtBF29erWcdNJJ5rFcLidr166VO++8c1j/VmTcRLGSLVLM5XpGPYsFb9aPSLo7J4u+t0EevXrOSP14qFOPvLhDCt4I+z/MrbMZUsAI57xWQ82A8dO3rfjtFun2vpHOlN+1p0vO+rfnzXl7a0ye+PypA369zrTUmYnd/kwVzVPdSOItIrabCma0jWXcK6/yS7abw3A0LnbMlnjCT6FiySfmsh8CgMbVCPs9FAru7P2gbiow1nFP953UW6lUNPv5+bNqwxF33z5d9eenEfNXh+hL9HNPzst6oAsV9Kue/qO7L6NthSSmKzdF5MyjeyblAEAjtflGSyoVlWzabV+k0/GxSfVZLEj2r3skFnfTL+serZ86tTK++H76u62SzhWkO12QcOgABdjIbb5a0pUmiRb3OJYyKc791fXK8lb06b58LcmopLxtRlpjliSjYTnlg+7EVwBolLg3XFvuudA9yGXk3x5/zRxmdOu5kdo2yd/HVi/JdkwcP9OlSle/h+CIF+cNN9wgjzzyiPzsZz+T1tbWcp7r9vZ2SSQSppG8ZMkS+frXvy5HHXWUuelxMpmUz3zmM8P6t3RT2GRLUgr5qBTybjoAbQhGou6PFY1FpOSQ7rPZ/fQPO82g37Hj3fQCv/3TLolHwqQOAERkcZ/G0pObO2XnHjddy9/NSMm9//mqRL30G7r3jTZolKbo0JQdxfZDzHlW93ios1zVA4q5+xiGkm0SLYzNxvNjGfdUdNwEafE2kdeBvmg0Ii3evn59f98AgJHz0LNvmvtisWQ6vQreJIy6mByjjUNNBzMGe5yPddzTCS7RmG0G+HQAr5CvTJ9T8vZ317Rv/sBfVAcKw46UvM81un9lPlQqf84plMKS8zodbnvmLbltwVEHVygA0ESS8Yjs99I35pKtUtRrZ7pz9P/hbJdkM24fXsbr4xuIe62PmFkdIWdseonHOvbV9PNEyziJpdx2dSIVl/a2mLQl3b35YhF3z11lh0MSjYTkzKOYQAMgmL63bptpq6h8viDFgx3487++ZZxYtr+nfEhKpZA45dSf1e81P+IR8oEHHjD38+fPr3h82bJlctVVV5njL33pS5JOp+X666+X9957T0477TR55plnTPAEAKCREPcAAEFC3AMABA2xDwDQaEYl1edQdCbMbbfdZm4HQ2eZtLREJWrr7Br3MU33EvHTvdiWPHb+sQf1b6D+fXL2FPnJS/9jfvf+qk9dALti4zvmfPFJh9f4HQLvj7/Eve8y+INZ+v4f/zhHPrd8kzlubY1Jd3desllvpnw2I06pZ/m4pk0udO93TxphtZ9KtJZXLxbGaJ/3sYx7asLENpkyqc0cf/zkGQf9/QCgnmiMG8m4N1IWPvAbuWSme+1VuuKvGHdnwzvaEPFXQozEZu6D0X8n7BeGY9Jah+NuWutw2EuHGRt8hUSjxr3WlpgkUjHzPfP5olnZp/TYpP30GoL6vnJ593OMru7T10e8dJ7abrStsFmZYM51lYjXfhyDRZIA0FBxT7OILHvurfJ5IRmXQt7NOGJW5GnMy3jtxJFiRURS48SOuisZ/H69gei1veSExCqEzPV8LIx17Bszurqk92cXOybRZFLGHeqm+pw4LiGXnHhE7d4fgEDEPf/xRhO1w2LbfhY1S4oayw5G0m1vxlLJclpl7afVjCf5ktfOi9Rwxd9Y5x2fNC4pF54wrdZvBTX2qROnystv73ZPwuY/AINYdvnx5v7pV3bIXtuS/d3uCFk+l5d0Otsz0KfpPbPV546uWUMl5nZ6Wi3tEk/Gy42uULhXDuwm8vdnzpS2tp7OZwDA6BvfEjPplcudf44jpaIbZwqSFCfipV5xim4MHamUaH7jMdku0VRKrIh7roN88XjEpHsujwmGQ5LuGqF9JerI9EOTkmpJyd/MdDudH3vV/cy/rysnhUJJbNub9KmDsd4oXrFUkkQ0Iq0Jt2F8/qzBJwL+LfNEAaCfCW3x8oT6fLFkJlsonTiajtqS9ya/mJjn7wGYS5v4eEDenkXmPhIVy9s7LhKxxI5Fpa3NjaepA/QAX3jCdNOW1cnf4WJDd2sOKDRusoQSKRPcHb893rV3eN8kdYjYLW6bUTuPta1fzKTd54qFnnRy+gFCz70BVCuRktb2lEw51P390t8KAIO74pRp8uDzW8sLEMy1VPdJ9QfodDsif4KKxkp/UYVOuOg7YVTbe951O5mKlQcUzb7luaJp/6lspvr+QMZHAAAAAAAAAAAAgCbQ0FNjPjgpJQtZ7QfPCTMmVpTFCWTAQ5Mvgz9Y58+aJs+8+k7P5JNC3MwkUblM2KTMNbM2VRWpTcaEzkxMtpvDWGurxBIxiUbdWTA64z/hbaqrG9IXMw0d4gAgsEYr7h2MH11xoqx6aZs57ooVJGtSTkbNua4681OAacZsTZWdyxxizvM6u75jT+U3s91VFNYhEyRiR8wqdaXfQ1O5+CFXV/D5KyGSyaikkrbEvJinKdDitiUtMXce5zkfnmruOzo65HppLud8eErFSvfLTiLlGIBgbPFQSxefOL18rPEv46VZNrHJCknei4GlUsqkIFO5jLfiPdtV+c3ibtrIxISJkky5XxeJhMvxT+mhrvrzV/pdOsS1XtuyftxrNhMmHSKJVIspk1zO3coi3XWI5LJ5KenqPJXpctvq3meKULJN4in3ONUSl2TSLq96188MXdm8dHbly583/JUkhUJR0ulCOYtBLG7LpEPJrAYgeHGvGjesfF3S2YIsnOlemzO5Qrnt5viNQT9jS6JN4q0tpr1nni+VpOhda4uFomkzOv4KwLAldjxutjfw23664t6n2UxyeTd+WuHqt5Zo6F7RM4+aUuu3AAANbcFxPamvHn9pu3R6DTHt0Mxk8tLxnpviI697/WlA8hsafjqX0Rrc81OPaMCMRMvpYHSgr6XVbdCMa4/LIcmoXHD8wOmem7ERCAConWr2uFm1cZtkCkXJenvN5XIF6e4ebzrrVCgcNg05pZ1ymp5SO1HNc9pWFEeKxZ7JNv5ziajFHjsAgJrHP02x2ZUtSjrntguzuWI5DWgmE5NsPCa5TrsnPWWiVZKHuZO0Dz00JW1J97loJFyxP592nGoWM39AL8imT2yRVEur2FbIfDZQWlTzj3En+Yy0x/+wXd7tyJhj7WheNIdZ9AAwkPs+/hG5ZsUr5QUU2lbzj82d9l96A392IiGxeFTicav8Wn+QUCeOZrMFyef87SIciURts5WDSsQsScbcY53sGTFf637xvnhABv4AICh6b3GgM2JGY9Pb3rM61X9u2iF/8QYCOzuTks/3WtFQLJqA5Qc4f4ag0rzTOutTZ68oR/NW60BhLtN/0NCOuUHR8hqHus+DZYkVcVcwuMdukIzGIpJI2NLuvScaJADQvMYi7o2GS6pYjfbUph3m3o2hIdPRqbRBN1qdegCAxlsBUY+xr+/A3BMv7zCTRpUOBnanI5JOuh2ZpdJhphNT23BKV6Alvb1pD7T3atD97bFTx3RP94tnV/YDAMBYacQ230OLZ8nP/7DdHGtzrhBz+0nzyaiEwm3lflI7GvH2ZPeylFnh8qROzbaWiUXKE2e0r1VXwsf9wb5oRFLe13302Mp42dHhrjasBnv8AQAAAAAAAAAAAE2gAcZRAQC9jdUMmIW9UmhqGtC0ruDrtdWfrvhzvAdMGmsrVE7bUig6UvBWAep9Ll8qz2TRJe29srqYr/Xp99Dn/FkwOuMl6uW11mXun5j7gdH8kQEAdagRZn4Ox2ApqgEAaLS4d+EJ/WOapkFTDy0+vgbvCADQiBop9l3Ua6X0oxveNvcRKySFFke87kzTrxmNWKaP1D/3u0JLjmNSK+cLboeo9q1a4bDE7HDVW0xUo4GKFABQK33TgB6Mx1582wwM+sGuWNLAGCoP/JkBRS+laMTSwGcN2qgEAAAAANRXGjQAAIJgUR3vi0qqTwAAAAAAAAAAAKAJsOIPDW/Vxm1S0BVD3lpaKxxic2Kgjl12cv3OhgEAAAAAAACARsbAHxrWit9uMffdmYIUiyWTHlCFwyI/XPcnSUbd9IDsCQYAAAAAANDf5Q9vlOVXnkTRAADQRBj4Q8P46e+3yidPmGyOv//rbdLZmTPHuUxWCoVieYNMSzfOjEclnbDN+Q9/9d9yxZkfqtn7BlDpsM+tkP17O81xeuU1FA9wkB78rzfKk18ikbC56ep3c26F5PLTPkgZAzV0xE2rJNOVMce7v/8pfhcAgLrCoB8AAM2HPf4AAAAAAAAAAACAJsCKP1Tl27/eau6vm/eBIV9785N/NPd7OnOye19aLjmqzZxnMgXJZnJSKpbMeankSLFQdI+L7r2It2ShVBJxSiIhbx1fyJKQZcn/eWOn+6p8RiTtrhiSYqHi3y/EUpJLtUshFzPn+XxUzvzm8+b4V/9yNr9xoMYOmzJO4sl4rd8G0DAeevZNk9I6n3fjZz5flGLejX0m1XWpJGHLncsVDoclbFlm9buKxy352L3rzfHqG0+v2c8A1Cv/7yNqh+WJz586Yt/3/Pt/Y+7/tPmv8pcduyUSdTNRAAAAAAAw2hj4Q1WqGfBT33j2T9Kdczsm96Vz8l5nVrJZt3MylytIIV+UfDrtvjizXyTnHVfBGxIcWrZLnHBYCl6nZ6FgM+AH1JHXvr6g1m8BqAv/8Xt3Us3e/VmTvjq9342Jxe5ONz7qBBgVCrsTYSxv4CBsuTdl2RIKh81kGvNUuCT6jBVxBwItK8yAH9DLsufeKg+ga4rcTx5ziDm37bD8eP1mc/zp04eXHvfxP2yXXN6bzOaISbX79PWnUe4AAACoiUu/+3szsU39v6tO5rcABBCpPgEAAAAAAAAAAIAmwIq/JvGL196Ropnt76bGPH/W4TV5H1/6m5n9Hntp65/NfabgSDpfks6MuwKwK1uQrD87uuSI4zhSKDjl1YHZTF5ymZw51+d0sUPIS/2pqxvCYS8NqIRMijM76lbnRMKWf/roMWPw0wLwXfuTVyTipRp84BPHUjDAEK5Z8YqcMTlqjt3Vft1S7OroWRGvS5F8urrPjrk3jXp2rJzKU1f06bHGRf88GrVMLFRXnvUhfheAiPz0d1vlrx0ZSafzpjyKhZL5fKk382cWDkuX91nyO794XWKxiMRs9+9M45uffd6nq/r05ot6f5MxOywLjjqUMgcAAEDN/OzauZQ+EHA1Hfi7//775Zvf/Kbs3LlTjjvuOLnnnnvk7LPZg204/tdjb5j7j30g5Q6OeR0QS1e9IQk7LMmo2xEYj4Tli+cOL23RSDnxA5Nq8u8CGFkrfrNFct4enbqvmA7E295g38KZrdKeYC7JUIh78D20eJa8sWOPOf5LV17e7c7Lvi53sMAfmLC9QYdELCLJmCVx79y2QlLwUnvqvR5ePHt6TQt38cMbJeqlF/3hZ2fX9L0g2I5c8oRsuefC8vknvr/B3J8zMSb793aK46eZLxXdAfbyXtGOSDThHkaiEo5ExIq4cS1iRyQWtyUed891UDAZtSTmDfZFrJDY3mfwlPfZGy7iHgDUj39f9ydzX9A9oh13grXPn2StE6y1jRePujFO490Fx0+r0TtuPMQ9AKhvP16/2UzqjHiTpz95SnXbmzWimvXSrlixQpYsWWKC4plnninf+c53ZOHChfLaa6/JEUccUau31RDu+KX7YW1XZ14y3oo5rbA609jvbDhleqt8+qTarPoD0BzO+9avZd++jDnW+xvOOby80lY7P1PJqCRiboNQO/y9cQhzjTqsxZarT+Va3htxD30dM22Ce9/gRXP5wxvlvf1ZyWTdzyTz7nyuPDnAHyRpTdkydVzSnH/3U7Nq+n7RvCZctVy6/me7JM5ab85jMz4s4yeNN8ennzHJHfTr2jv4N8hny4c6zcXbZVPyqUOk1NYutu3WYSsUMqsAvbkvbtYK78X5kiOv7OqUWUfEJeiIewBQHxbct152vNMh/zjH/exZyLuTXsoZJMxkF2/leswSJx4pD/z5E7swNOIe3o+fv/JnuWhWz4KJxzf9WYreoHzBceSTs6dQsMAI9G9ms27su/b0yWJHwuKHN11U9a3LGr1XZmA1i+B33323XH311XLNNdfIRz7yEbPab/r06fLAAw/U6i0BADBqiHsAgCAh7gEAgoS4BwCQoK/4y+VysmHDBrn55psrHl+wYIGsW7eu3+uz2ay5+fbt22fuOzq8vXAC5vq5hw35mhMCXD5AkHlbaIqXjawq87/5vLnfuzcjWW9fzWKhKLl0VooldwmDzgDNdrdLPOHuSeYUC1LI5KUz667oKYnuk+R+v5c275dp4+LyQFenOf/snNqkIPSvgb1T2NTKcONeUGPfoy/vlEUnMKOx0Tz48Zny4xd3SGeuWM5IsHVPt2z7s3sN6NhflFx3RBLiXl/+ddVG+Zf5/fcEBg4m7qnN3/q7A7723ic2Sfee7uH/I9ms6D8TibgxMRLKieQtyXjpYTRWhr0Vrt0xS0qJiHR0uHtyBjX2EfdQL9b88V1zP/9o9t5E88W9att8P73iWDn3G89J2mufZTNZk+HaT2ltRyNix9z9oZ2iLVYoIkXLTT0vll3X7Q/iHhrRf73pbvmwL5s3n9keWef+jSVsSz76YXdlrq+e//6Aeo17faXCObFtty0XLmQkErYkLu7K9q+dN7Wh/s6GE/dqMvC3Z88eKRaLMmlS5d5ver5r165+r7/99tvlK1/5Sr/HdYUgAGBs3PLj9/d110ttdXZ2Snt7e03fw3DjXpBj3+dq/QYwan7T6/hrlDPQ1LGPuAcA9eclaV7EPQBANZ4JUNyr2R5/yt/7xacjlX0fU7fccossXbq0fL53716ZMWOGbNu2readufU02qudwdu3b5e2tjYJOsqDMqGe8HejMUUD4dSpU6VeVBv3FLHvwLjOUyZDoY5QJkGsI/UW+4h7I6cZ6+vBokwoE+oIfzfEvebGdZ7yoI7wN8N15P3HvZoM/E2YMEEsy+q3ymH37t39VkOoWCxmbn3poB+NnkpaHpQJ5XEg1BHKJEh1pF4mhww37iliX/Dq60ihTCgP6kiw/2bqIfYR90ZPs9XXkUCZUCbUkWD/3RD3ml8z1deRQHlQJtSRYP/dtFfZ3nM3phhj0WhU5syZI6tXr654XM/POOOMWrwlAABGDXEPABAkxD0AQJAQ9wAA9aZmqT41decVV1whc+fOlXnz5smDDz5oUnded911tXpLAACMGuIeACBIiHsAgCAh7gEA6knNBv4WL14s7777rnz1q1+VnTt3yqxZs+TJJ580e/cNRdOf3XrrrQOm/wwqyoTyoI7wd8N1pL4dTNxTXOcpD+rI8PA3Q5lQR2qLuDeyuKZRJtQT/m64ltQ34t7II/ZRHtQR/ma4jrx/IUd3BAQAAAAAAAAAAADQ0Gqyxx8AAAAAAAAAAACAkcXAHwAAAAAAAAAAANAEGPgDAAAAAAAAAAAAmgADfwAAAAAAAAAAAEATaMiBv/vvv1+OPPJIicfjMmfOHHn++eclCG677TYJhUIVt8mTJ5efdxzHvGbq1KmSSCRk/vz58uqrr0ozee655+Tiiy82P6P+/I899ljF89WUQTablZtuukkmTJggqVRKLrnkEtmxY4c0Y3lcddVV/erM6aef3rTlcfvtt8spp5wira2tMnHiRLnsssvkzTffDHQdqaZMglZPGhFxj7hH3OtB7KtE7Bt+eRD36l9Q454KepuP9t7wyyRo1zTi3vDLI2h1pFEFNfYR9+jn7Iu4V4m41x+xr0kH/lasWCFLliyRL3/5y7Jx40Y5++yzZeHChbJt2zYJguOOO0527txZvm3atKn83De+8Q25++675d5775Xf/e53poH4sY99TDo7O6VZdHV1yezZs83POJBqykDrz8qVK2X58uXywgsvyP79++Wiiy6SYrEozVYe6oILLqioM08++WTF881UHmvXrpUbbrhB1q9fL6tXr5ZCoSALFiww5RTUOlJNmQStnjQa4h5xj7hXidhXidg3/PJQxL36FfS4F/Q2H+294ZdJ0K5pxL3hl0fQ6kgjCnrsI+7Rz9kbca8Sca8/Yl+VnAZz6qmnOtddd13FY8ccc4xz8803O83u1ltvdWbPnj3gc6VSyZk8ebJzxx13lB/LZDJOe3u78+1vf9tpRlp9V65cOawy2Lt3r2PbtrN8+fLya9555x0nHA47Tz31lNNM5aGuvPJK59JLLx30a5q5PNTu3btNuaxdu9acB72ODFQmKuj1pN4R94h7PuJef8S+/oh9By4PRdyrb0GOe4o2Xw/iXn/Evf6IewcuD0Xcq39Bjn3EvR7Evf6Ie/0R94YuE3UlfZ1OQ634y+VysmHDBjN7qTc9X7dunQTBW2+9ZVJ86PL/yy+/XDZv3mwe37Jli+zatauibGKxmJx77rmBKZtqykDrTz6fr3iNluesWbOatpzWrFljUn4cffTRcu2118ru3bvLzzV7eezbt8/cjx8/3txTR/qXiS/I9aSeEfeIewfCNW1wQb6mEfsOXB6+INeRekbcc9HmGxhxb3BBvqYR9w5cHr4g15F6R+wj7g2GuDe4IF/TiHtDl4lvTYDriWqogb89e/aYNAOTJk2qeFzPdcCn2Z122mnygx/8QJ5++mn57ne/a37mM844Q959993yzx/UslHVlIHeR6NRGTdu3KCvaSaaGuJHP/qR/PKXv5S77rrLpAM677zzTP7+Zi8PnRi0dOlSOeuss8xFWwW9jgxUJkGvJ/WOuEfcO5CgX9MGE+RrGrFv6PIIeh2pd0GPe4o23+CIewML8jWNuDd0eQS9jjSCoMc+4t7giHsDC/I1jbhXXZkEvZ74ItKAdCPivr/gvo81I62wvuOPP17mzZsnM2fOlIcffri8MXNQy6a391MGzVpOixcvLh/rxW/u3LkyY8YMeeKJJ2TRokVNXR433nijvPzyy2Z/gr6CWkcGK5Mg15NGEdRrO3GvOkG9pg0myNc0Yl915RHkOtIoghr3FLFvaMS9SkG+phH3qiuPINeRRhLU2EfcGxpxr1KQr2nEverLZHGA60lDrvibMGGCWJbVb9RVl2n2nRkTBKlUygwAaioY3dRdBblsqikDfY2mUXjvvfcGfU0zmzJlirnIaZ1p5vK46aabZNWqVfLss8/KtGnTyo8HuY4MViZBrieNgLhXibhXKcjXtOEIyjWN2FddeQS5jjQC4l5/xL4exL3qBOWaRtyrrjyCXEcaBbGvEnGvB3GvOkG5phH3qi+TINeThh340+WXc+bMkdWrV1c8ruea8jJodGnq66+/biqu7vmnFbZ32WjlXbt2bWDKppoy0Ppj23bFa3bu3CmvvPJKIMpJ08Ju377d1JlmLA+dlaEzPR599FGzlFvrRNDryFBlEsR60kiIe5WIe5WCeE17P5r9mkbsG155BLGONBLiXn/Evh7Eveo0+zWNuDe88ghiHWk0xL5KxL0exL3qNPs1jbg3/DIJYj0ZkNNgli9f7ti27Xzve99zXnvtNWfJkiVOKpVytm7d6jS7L37xi86aNWuczZs3O+vXr3cuuugip7W1tfyz33HHHU57e7vz6KOPOps2bXI+/elPO1OmTHE6OjqcZtHZ2els3LjR3LT63n333eb47bffrroMrrvuOmfatGnOL37xC+fFF190zjvvPGf27NlOoVBwmqk89DmtM+vWrXO2bNniPPvss868efOcww8/vGnL4wtf+IL5/evfyc6dO8u37u7u8muCVkeGKpMg1pNGQ9wj7hH3KhH7KhH7hlcexL36F+S4p4Le5qO9N7wyCeI1jbg3vPIIYh1pREGOfcQ9+jn7Iu5VIu71R+yrTsMN/Kn77rvPmTFjhhONRp2TTz7ZWbt2rRMEixcvNo06/TAwdepUZ9GiRc6rr75afr5UKjm33nqrM3nyZCcWiznnnHOOaQw2E/2Qqo2dvrcrr7yy6jJIp9POjTfe6IwfP95JJBKmMb1t2zan2cpDP+gvWLDAOeyww0ydOeKII8zjfX/WZiqPgcpCb8uWLSu/Jmh1ZKgyCWI9aUTEPeIeca8Hsa8SsW945UHcawxBjXsq6G0+2nvDK5MgXtOIe8MrjyDWkUYV1NhH3KOfsy/iXiXiXn/EvuqE9H8DrwUEAAAAAAAAAAAA0Cgaao8/AAAAAAAAAAAAAANj4A8AAAAAAAAAAABoAgz8AQAAAAAAAAAAAE2AgT8AAAAAAAAAAACgCTDwBwAAAAAAAAAAADQBBv4AAAAAAAAAAACAJsDAHwAAAAAAAAAAANAEGPgDAAAAAAAAAAAAmgADfwAAAAAAAAAAAEATYOAPAAAAAAAAAAAAaAIM/AEAAAAAAAAAAABNgIE/AAAAAAAAAAAAQBrf/wdWngn+euKFLwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction flagged: 0.1022\n" ] } ], "source": [ "# Step 1 — morphological cleaning + masking\n", "tracker_tn.clean()\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(18, 3))\n", "for t, ax in enumerate(axes):\n", " ax.pcolormesh(features.isel(time=t).values, cmap='Blues', vmin=0, vmax=1)\n", " ax.pcolormesh(np.where(tracker_tn.binary_clean.isel(time=t).values, 1, np.nan),\n", " cmap='Reds', alpha=0.5)\n", " ax.set_title(f't={t}')\n", "fig.suptitle('Step 1: binary_clean (red = flagged warm cell)')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Fraction flagged: {float(tracker_tn.binary_clean.values.mean()):.4f}\")" ] }, { "cell_type": "code", "execution_count": 29, "id": "0fbccce5-c73d-4e9b-aad0-8481773af6f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before wrap: [ 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n", " 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36\n", " 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54\n", " 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n", " 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90\n", " 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108\n", " 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126\n", " 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144\n", " 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162\n", " 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180\n", " 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198\n", " 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216\n", " 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234\n", " 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252\n", " 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270\n", " 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288\n", " 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306\n", " 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324\n", " 325 326 327 328 329 330 331 332]\n", "n = 332\n", "After wrap: [ 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n", " 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36\n", " 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54\n", " 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n", " 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90\n", " 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108\n", " 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126\n", " 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144\n", " 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162\n", " 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180\n", " 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198\n", " 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216\n", " 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234\n", " 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252\n", " 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270\n", " 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288\n", " 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306\n", " 307]\n", "n = 307\n" ] } ], "source": [ "# Before wrap\n", "labels_unfilt, n_unfilt = label_temporal_neighbor(tracker_tn.binary_clean, contain_thresh=0.6)\n", "print(\"Before wrap:\", np.unique(labels_unfilt[labels_unfilt > 0]))\n", "print(\"n =\", n_unfilt)\n", "\n", "# After wrap\n", "labels_wrapped, n_wrapped = wrap_labels(labels_unfilt.copy())\n", "print(\"After wrap:\", np.unique(labels_wrapped[labels_wrapped > 0]))\n", "print(\"n =\", n_wrapped)" ] }, { "cell_type": "code", "execution_count": 30, "id": "cd-6979174851198041519", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 2 · area filtering …\n", "area threshold : 100 cells (floor=100, percentile=22.0)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Area threshold : 100 cells\n", "Initial objects : 791\n", "Area stats — min: 3 median: 61 max: 3682\n" ] } ], "source": [ "# Step 2 — area filtering\n", "tracker_tn.filter()\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(18, 3))\n", "for t, ax in enumerate(axes):\n", " ax.pcolormesh(tracker_tn.binary_filtered.isel(time=t).values, cmap='Blues')\n", " ax.set_title(f't={t}')\n", "fig.suptitle('Step 2: binary_filtered (small objects removed)')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Area threshold : {tracker_tn.min_area:.0f} cells\")\n", "print(f\"Initial objects : {tracker_tn.N_initial}\")\n", "print(f\"Area stats — min: {float(tracker_tn.area.min()):.0f} \"\n", " f\"median: {float(tracker_tn.area.median()):.0f} \"\n", " f\"max: {float(tracker_tn.area.max()):.0f}\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "448117fc-4b60-46b8-98d6-3941911417b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 103\n", "['N_initial', 'area', 'binary_clean', 'binary_filtered', 'clean', 'contain_thresh', 'da', 'event_duration', 'filter', 'labels_raw', 'mask', 'method', 'min_area', 'min_area_cells', 'min_size_quartile', 'n_events', 'positive', 'postprocess', 'radius', 'result', 'run', 'summary', 'timedim', 'track', 'xdim', 'ydim']\n" ] } ], "source": [ "tracker_tn.track()\n", "print([attr for attr in dir(tracker_tn) if not attr.startswith('_')])" ] }, { "cell_type": "code", "execution_count": 35, "id": "cd-1228762885216131025", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 103\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Step 3 — labelling\n", "tracker_tn.track()\n", "\n", "n_unfilt = int(tracker_tn.labels_raw.max())\n", "cmap_unfilt = plt.colormaps.get_cmap('tab20').resampled(n_unfilt + 2)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(18, 3))\n", "for t, ax in enumerate(axes):\n", " unfilt = tracker_tn.labels_raw[t].astype(float)\n", " ax.pcolormesh(np.where(unfilt > 0, unfilt, np.nan), cmap=cmap_unfilt, vmin=1, vmax=n_unfilt)\n", " ax.set_title(f't={t}')\n", "fig.suptitle('Step 3: labels_unfilt (before date-line wrap)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "id": "cd-6602821036343168289", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 4 · wrapping result …\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Step 4 — postprocess\n", "tracker_tn.postprocess()\n", "\n", "n_ev = tracker_tn.n_events()\n", "cmap_ev = plt.colormaps.get_cmap('tab20').resampled(n_ev + 2)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(18, 3))\n", "for t, ax in enumerate(axes):\n", " res = tracker_tn.result.isel(time=t).values\n", " ax.pcolormesh(np.where(~np.isnan(res), res, np.nan), cmap=cmap_ev, vmin=1, vmax=n_ev)\n", " ax.set_title(f't={t}')\n", "fig.suptitle(f'Step 4: final result ({n_ev} events)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-7284175340569933745", "metadata": {}, "source": [ "### 7. Side-by-side maps\n", "\n", "Compare event labels from `method='3d'` and `method='temporal_neighbor'` at the same\n", "four timesteps. Same color = same event ID. Different colors for the same physical\n", "feature across the two rows means the methods disagree on whether it is one event or two.\n" ] }, { "cell_type": "code", "execution_count": 37, "id": "cd-7275854864381961292", "metadata": {}, "outputs": [], "source": [ "lon = mask.lon.values\n", "lat = mask.lat.values\n", "mask_2d = mask.values\n", "\n", "# Build a shared colormap scaled to the larger event count\n", "n_colors = max(tracker_3d.n_events(), tracker_tn.n_events()) + 2\n", "cmap_ev = plt.colormaps.get_cmap('prism').resampled(n_colors)\n", "\n", "def plot_labels_with_event_ids(ax, labels_2d, title, lon, lat, mask_2d):\n", " plot_data = np.where(labels_2d > 0, labels_2d.astype(float), np.nan)\n", " ax.pcolormesh(lon, lat, plot_data, cmap=cmap_ev, vmin=1, vmax=n_colors)\n", " ax.pcolormesh(lon, lat, np.where(mask_2d == 0, 1, np.nan),\n", " cmap='Greys', vmin=0, vmax=1, alpha=0.55)\n", "\n", " unique_events = np.unique(labels_2d[labels_2d > 0])\n", " for event_id in unique_events:\n", " event_mask = (labels_2d == event_id)\n", " labeled_blobs, num_blobs = ndimage.label(event_mask)\n", " for blob_id in range(1, num_blobs + 1):\n", " blob_mask = (labeled_blobs == blob_id)\n", " y_idx, x_idx = np.where(blob_mask)\n", " if len(y_idx) > 0:\n", " lat_c = float(lat[int(np.mean(y_idx))])\n", " lon_c = float(lon[int(np.mean(x_idx))])\n", " ax.text(lon_c, lat_c, str(event_id),\n", " color='white', fontsize=8, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='circle,pad=0.1',\n", " facecolor='black', edgecolor='white',\n", " linewidth=1, alpha=0.75))\n", " ax.set_title(title, fontsize=9)\n", " ax.set_xlabel('lon')" ] }, { "cell_type": "code", "execution_count": 45, "id": "cd-6656493286843307123", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t_labels = [f't={t}' for t in range(0,5)]\n", "\n", "rows = [\n", " (result_3d.values, \"method='3d'\"),\n", " (result_tn.values, \"method='temporal_neighbor' (contain_thresh=0.6)\"),\n", "]\n", "\n", "fig, axes = plt.subplots(2, 5, figsize=(18, 8))\n", "\n", "for row, (labels, row_label) in enumerate(rows):\n", " for col in range(5):\n", " plot_labels_with_event_ids(\n", " axes[row, col], labels[col], t_labels[col], lon, lat, mask_2d\n", " )\n", " axes[row, 0].set_ylabel(row_label, fontsize=9)\n", "\n", "fig.suptitle(\n", " 'Numbers = event IDs. Same color = same event. Grey = land.',\n", " fontsize=12,\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-735491464162401775", "metadata": {}, "source": [ "### 8. Events per timestep\n", "\n", "How many distinct events are active at each month?\n" ] }, { "cell_type": "code", "execution_count": 46, "id": "cd-7624873108319027987", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def count_per_timestep(result):\n", " return [\n", " len(np.unique(result.isel(time=t).values[\n", " ~np.isnan(result.isel(time=t).values)\n", " ]))\n", " for t in range(result.shape[0])\n", " ]\n", "\n", "n_per_t_tn = count_per_timestep(result_tn)\n", "n_per_t_3d = count_per_timestep(result_3d)\n", "times = np.arange(result_tn.shape[0])\n", "\n", "fig, ax = plt.subplots(figsize=(10, 3))\n", "ax.plot(times, n_per_t_3d, label=\"method='3d'\", color='steelblue', linewidth=1.5)\n", "ax.plot(times, n_per_t_tn, label=\"method='temporal_neighbor'\", color='darkorange', linewidth=1.5)\n", "ax.set_xlabel('Timestep (months)')\n", "ax.set_ylabel('Active events')\n", "ax.set_title('Number of active events per timestep')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-5040413120133712281", "metadata": {}, "source": [ "### 9. Event duration distribution\n", "\n", "How long do events last? `temporal_neighbor` with a strict `contain_thresh` tends\n", "to produce more short-lived events because gaps and low-overlap transitions that\n", "`label_3d` bridges become breakpoints.\n" ] }, { "cell_type": "code", "execution_count": 47, "id": "cd-1582733675849661751", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Method Events min median max\n", "-----------------------------------------------------------------\n", "temporal_neighbor (thresh=0.6) 103 1 1 20\n", "3d 60 1 1 22\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "durs_tn = np.array(list(tracker_tn.event_duration().values()))\n", "durs_3d = np.array(list(tracker_3d.event_duration().values()))\n", "\n", "print(f\"{'Method':<35} {'Events':>7} {'min':>4} {'median':>6} {'max':>4}\")\n", "print(\"-\" * 65)\n", "print(f\"{'temporal_neighbor (thresh=0.6)':<35} {len(durs_tn):>7} \"\n", " f\"{durs_tn.min():>4} {int(np.median(durs_tn)):>6} {durs_tn.max():>4}\")\n", "print(f\"{'3d':<35} {len(durs_3d):>7} \"\n", " f\"{durs_3d.min():>4} {int(np.median(durs_3d)):>6} {durs_3d.max():>4}\")\n", "\n", "max_dur = max(durs_tn.max(), durs_3d.max())\n", "bins = range(1, max_dur + 2)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 3), sharey=True)\n", "for ax, durs, label, color in [\n", " (axes[0], durs_3d, \"method='3d'\", 'steelblue'),\n", " (axes[1], durs_tn, \"method='temporal_neighbor'\", 'darkorange'),\n", "]:\n", " ax.hist(durs, bins=bins, color=color, edgecolor='white', linewidth=0.5)\n", " ax.set_xlabel('Duration (months)')\n", " ax.set_ylabel('Count')\n", " ax.set_title(label)\n", "plt.suptitle('Event duration distribution')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md-8196290194080671846", "metadata": {}, "source": [ "### 10. Sensitivity to `contain_thresh`\n", "\n", "Higher `contain_thresh` = stricter overlap requirement = less merging = more events.\n", "`contain_thresh=0.0` (any overlap merges) is the most permissive setting.\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "cd-3883790983635987005", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 1 · morphological cleaning …\n", " fraction flagged = 0.1022 (OK)\n", "Step 2 · area filtering …\n", "area threshold : 100 cells (floor=100, percentile=22.0)\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 63\n", "Step 4 · wrapping result …\n", " contain_thresh=0.0 → 63 events\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 67\n", "Step 4 · wrapping result …\n", " contain_thresh=0.2 → 67 events\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 75\n", "Step 4 · wrapping result …\n", " contain_thresh=0.4 → 75 events\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 103\n", "Step 4 · wrapping result …\n", " contain_thresh=0.6 → 103 events\n", "Step 3 · labelling (method='temporal_neighbor') …\n", " initial objects : 791\n", " final objects : 163\n", "Step 4 · wrapping result …\n", " contain_thresh=0.8 → 163 events\n", " method='3d' → 60 events\n" ] } ], "source": [ "thresholds = [0.0, 0.2, 0.4, 0.6, 0.8]\n", "event_counts = []\n", "\n", "base = SurfTracker(\n", " features, mask,\n", " radius=2, min_size_quartile=0.25, min_area_cells=100,\n", " timedim='time', xdim='lon', ydim='lat',\n", " method='temporal_neighbor', contain_thresh=0.0,\n", ")\n", "base.clean()\n", "base.filter()\n", "\n", "for thresh in thresholds:\n", " t = SurfTracker(\n", " features, mask,\n", " radius=2, min_size_quartile=0.25, min_area_cells=100,\n", " timedim='time', xdim='lon', ydim='lat',\n", " method='temporal_neighbor', contain_thresh=thresh,\n", " )\n", " t.binary_clean = base.binary_clean\n", " t.binary_filtered = base.binary_filtered\n", " t.area = base.area\n", " t.min_area = base.min_area\n", " t.N_initial = base.N_initial\n", " t.track()\n", " t.postprocess()\n", " event_counts.append(t.n_events())\n", " print(f\" contain_thresh={thresh:.1f} → {t.n_events()} events\")\n", "\n", "n_3d_ref = tracker_3d.n_events()\n", "print(f\" method='3d' → {n_3d_ref} events\")" ] }, { "cell_type": "code", "execution_count": 49, "id": "cd-4563324283166344021", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 3))\n", "ax.plot(thresholds, event_counts, 'o-', color='darkorange', linewidth=2, markersize=6)\n", "ax.axhline(n_3d_ref, color='steelblue', linestyle='--', linewidth=1.5, label=\"method='3d'\")\n", "ax.set_xlabel('contain_thresh')\n", "ax.set_ylabel('Events (after date-line wrap)')\n", "ax.set_title('Event count vs contain_thresh')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "370a64f6-55ad-4df4-8c59-4cfb37ecadd8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "NPL 2026a", "language": "python", "name": "npl-2026a" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }