{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "tobac example: Tracking of precipitation features\n", "===\n", "This example notebook demonstrates the use of tobac to track precipitation features from isolated deep convective clouds.\n", "\n", "The simulation results used in this example were performed as part of the ACPC deep convection intercomparison case study (http://acpcinitiative.org/Docs/ACPC_DCC_Roadmap_171019.pdf) with WRF using the Morrison microphysics scheme.\n", "\n", "The data used in this example is downloaded from \"zenodo link\" automatically as part of the notebooks (This only has to be done once for all the tobac example notebooks)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Import necessary python libraries:**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:41.054935Z", "iopub.status.busy": "2026-02-02T20:14:41.054540Z", "iopub.status.idle": "2026-02-02T20:14:41.808031Z", "shell.execute_reply": "2026-02-02T20:14:41.807373Z" } }, "outputs": [], "source": [ "# Import a range of python libraries used in this notebook:\n", "import datetime\n", "import shutil\n", "from pathlib import Path\n", "from six.moves import urllib\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:41.809738Z", "iopub.status.busy": "2026-02-02T20:14:41.809542Z", "iopub.status.idle": "2026-02-02T20:14:43.088254Z", "shell.execute_reply": "2026-02-02T20:14:43.087673Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using tobac version 1.6.2\n" ] } ], "source": [ "# Import tobac itself\n", "import tobac\n", "print('using tobac version', str(tobac.__version__))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.107401Z", "iopub.status.busy": "2026-02-02T20:14:43.107123Z", "iopub.status.idle": "2026-02-02T20:14:43.109424Z", "shell.execute_reply": "2026-02-02T20:14:43.109044Z" } }, "outputs": [], "source": [ "# Disable a few warnings:\n", "import warnings\n", "warnings.filterwarnings('ignore', category=UserWarning, append=True)\n", "warnings.filterwarnings('ignore', category=RuntimeWarning, append=True)\n", "warnings.filterwarnings('ignore', category=FutureWarning, append=True)\n", "warnings.filterwarnings('ignore',category=pd.io.pytables.PerformanceWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Download example data:**\n", "\n", "Actual download has to be performed only once for all example notebooks!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.110736Z", "iopub.status.busy": "2026-02-02T20:14:43.110629Z", "iopub.status.idle": "2026-02-02T20:14:43.112288Z", "shell.execute_reply": "2026-02-02T20:14:43.111987Z" } }, "outputs": [], "source": [ "data_out=Path('../')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.113563Z", "iopub.status.busy": "2026-02-02T20:14:43.113470Z", "iopub.status.idle": "2026-02-02T20:14:43.116890Z", "shell.execute_reply": "2026-02-02T20:14:43.116469Z" } }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", "data_file = list(data_out.rglob('data/Example_input_Precip.nc'))\n", "if len(data_file) == 0:\n", " file_path='https://zenodo.org/records/3195910/files/climate-processes/tobac_example_data-v1.0.1.zip'\n", " #file_path='http://zenodo..'\n", " tempfile=Path('temp.zip')\n", " print('start downloading data')\n", " request=urllib.request.urlretrieve(file_path, tempfile)\n", " print('start extracting data')\n", " shutil.unpack_archive(tempfile, data_out)\n", " tempfile.unlink()\n", " print('data extracted')\n", " data_file = list(data_out.rglob('data/Example_input_Precip.nc'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Load Data from downloaded file:**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.118042Z", "iopub.status.busy": "2026-02-02T20:14:43.117958Z", "iopub.status.idle": "2026-02-02T20:14:43.759999Z", "shell.execute_reply": "2026-02-02T20:14:43.759475Z" } }, "outputs": [], "source": [ "Precip = xr.open_dataset(data_file[0]).surface_precipitation_average" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.761593Z", "iopub.status.busy": "2026-02-02T20:14:43.761434Z", "iopub.status.idle": "2026-02-02T20:14:43.768236Z", "shell.execute_reply": "2026-02-02T20:14:43.767908Z" } }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'surface_precipitation_average' (time: 47, south_north: 198,\n",
       "                                                   west_east: 198)> Size: 7MB\n",
       "[1842588 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 376B 2013-06-19T20:05:00 ... 2013-06-1...\n",
       "  * south_north  (south_north) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n",
       "  * west_east    (west_east) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n",
       "    latitude     (south_north, west_east) float32 157kB ...\n",
       "    longitude    (south_north, west_east) float32 157kB ...\n",
       "    x            (west_east) float64 2kB ...\n",
       "    y            (south_north) float64 2kB ...\n",
       "    x_0          (west_east) int64 2kB ...\n",
       "    y_0          (south_north) int64 2kB ...\n",
       "Attributes:\n",
       "    long_name:  surface_precipitation_average\n",
       "    units:      mm h-1
" ], "text/plain": [ " Size: 7MB\n", "[1842588 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 376B 2013-06-19T20:05:00 ... 2013-06-1...\n", " * south_north (south_north) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n", " * west_east (west_east) int64 2kB 281 282 283 284 285 ... 475 476 477 478\n", " latitude (south_north, west_east) float32 157kB ...\n", " longitude (south_north, west_east) float32 157kB ...\n", " x (west_east) float64 2kB ...\n", " y (south_north) float64 2kB ...\n", " x_0 (west_east) int64 2kB ...\n", " y_0 (south_north) int64 2kB ...\n", "Attributes:\n", " long_name: surface_precipitation_average\n", " units: mm h-1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#display information about the iris cube containing the surface precipitation data:\n", "display(Precip)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.769719Z", "iopub.status.busy": "2026-02-02T20:14:43.769616Z", "iopub.status.idle": "2026-02-02T20:14:43.771551Z", "shell.execute_reply": "2026-02-02T20:14:43.771152Z" } }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", "savedir=Path(\"Save\")\n", "if not savedir.is_dir():\n", " savedir.mkdir()\n", "plot_dir=Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:43.772843Z", "iopub.status.busy": "2026-02-02T20:14:43.772747Z", "iopub.status.idle": "2026-02-02T20:14:44.145748Z", "shell.execute_reply": "2026-02-02T20:14:44.145139Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", "ax1 = plt.subplot(1,2,1)\n", "Precip[42].plot(ax=ax1)\n", "\n", "ax2 = plt.subplot(1,2,2)\n", "Precip.plot(ax=ax2, bins=120)\n", "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Feature detection:**\n", "\n", "Feature detection is perfomed based on surface precipitation field and a range of thresholds" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:44.147612Z", "iopub.status.busy": "2026-02-02T20:14:44.147482Z", "iopub.status.idle": "2026-02-02T20:14:44.149994Z", "shell.execute_reply": "2026-02-02T20:14:44.149600Z" } }, "outputs": [], "source": [ "# Dictionary containing keyword options (could also be directly given to the function)\n", "parameters_features={}\n", "parameters_features['position_threshold']='weighted_diff'\n", "parameters_features['sigma_threshold']=0.5\n", "parameters_features['min_distance']=0\n", "parameters_features['sigma_threshold']=1\n", "parameters_features['threshold']=[1,2,3,4,5,10,15] #mm/h\n", "parameters_features['n_erosion_threshold']=0\n", "parameters_features['n_min_threshold']=3" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:44.151578Z", "iopub.status.busy": "2026-02-02T20:14:44.151431Z", "iopub.status.idle": "2026-02-02T20:14:44.175761Z", "shell.execute_reply": "2026-02-02T20:14:44.175185Z" } }, "outputs": [], "source": [ "# get temporal and spation resolution of the data\n", "dxy,dt=tobac.get_spacings(Precip)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:44.177215Z", "iopub.status.busy": "2026-02-02T20:14:44.177117Z", "iopub.status.idle": "2026-02-02T20:14:45.112634Z", "shell.execute_reply": "2026-02-02T20:14:45.112214Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting feature detection based on multiple thresholds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "feature detection done\n", "features saved\n" ] } ], "source": [ "# Feature detection based on based on surface precipitation field and a range of thresholds\n", "print('starting feature detection based on multiple thresholds')\n", "Features=tobac.feature_detection_multithreshold(Precip,dxy,**parameters_features)\n", "print('feature detection done')\n", "Features.to_hdf(savedir / 'Features.h5','table')\n", "print('features saved')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.114019Z", "iopub.status.busy": "2026-02-02T20:14:45.113843Z", "iopub.status.idle": "2026-02-02T20:14:45.119859Z", "shell.execute_reply": "2026-02-02T20:14:45.119466Z" } }, "outputs": [ { "data": { "text/html": [ "
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrsouth_northwest_eastlatitudelongitudexyx_0y_0
00150.065727139.8574779112013-06-19 20:05:002013-06-19 20:05:00331.065727420.85747729.846362-94.172015210678.738492165782.863285420.857477331.065727
1015120.527119172.5003254122013-06-19 20:05:002013-06-19 20:05:00401.527119453.50032530.166929-93.996892227000.162468201013.559414453.500325401.527119
2018126.779273145.36840115132013-06-19 20:05:002013-06-19 20:05:00407.779273426.36840130.196499-94.139960213434.200454204139.636582426.368401407.779273
3034111.611369155.4520304242013-06-19 20:05:002013-06-19 20:05:00392.611369436.45203030.126871-94.087317218476.015240196555.684682436.452030392.611369
4035111.765231164.9388668252013-06-19 20:05:002013-06-19 20:05:00392.765231445.93886630.127221-94.037226223219.433218196632.615461445.938866392.765231
\n", "
" ], "text/plain": [ " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", "0 0 1 50.065727 139.857477 9 1 1 \n", "1 0 15 120.527119 172.500325 4 1 2 \n", "2 0 18 126.779273 145.368401 15 1 3 \n", "3 0 34 111.611369 155.452030 4 2 4 \n", "4 0 35 111.765231 164.938866 8 2 5 \n", "\n", " time timestr south_north west_east \\\n", "0 2013-06-19 20:05:00 2013-06-19 20:05:00 331.065727 420.857477 \n", "1 2013-06-19 20:05:00 2013-06-19 20:05:00 401.527119 453.500325 \n", "2 2013-06-19 20:05:00 2013-06-19 20:05:00 407.779273 426.368401 \n", "3 2013-06-19 20:05:00 2013-06-19 20:05:00 392.611369 436.452030 \n", "4 2013-06-19 20:05:00 2013-06-19 20:05:00 392.765231 445.938866 \n", "\n", " latitude longitude x y x_0 y_0 \n", "0 29.846362 -94.172015 210678.738492 165782.863285 420.857477 331.065727 \n", "1 30.166929 -93.996892 227000.162468 201013.559414 453.500325 401.527119 \n", "2 30.196499 -94.139960 213434.200454 204139.636582 426.368401 407.779273 \n", "3 30.126871 -94.087317 218476.015240 196555.684682 436.452030 392.611369 \n", "4 30.127221 -94.037226 223219.433218 196632.615461 445.938866 392.765231 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Features.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.121263Z", "iopub.status.busy": "2026-02-02T20:14:45.121169Z", "iopub.status.idle": "2026-02-02T20:14:45.292024Z", "shell.execute_reply": "2026-02-02T20:14:45.291611Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WwQrRfPwxdzc3u58LmOZBWhpVji1rk2WgJCKzlJtBPrWeJ/IovLC3yfKyKenMV+L+EDAVk4Bpzpw5Yl2uMWPGiLWbmL7hMV4X6Y033hDf86ryvDimOl5gktdkMpX0OBwsSWuAAUDxUL5kDrn7+JtwXKQsfv+lAArxkvzZpYTDw5vcLAiYsJRHMQuYeLHNpUuXigU31d28eVPjMi+gOXz48EKr1Y8YMUIsPinx8/Oz8RkDgLNoWCGMYoJ9KTktU+eHB3/kRYf4iuMAZId/QC0JzJCoLD6z5NLT02nQoEFilXBefV573FV9+/HHH8Wq6RUrVtQ4zt/fX+M4XiUcAIB5uLvRlK41dX52SJenPFVTHCcH/NmI7JL15SsUYsvLL9g4k+cUK6m6uVu+gVU4/JUcNWoUde3aldq3b2/wuOTkZNqyZYvIMGlbs2YNRUREUK1atWjChAli9gIAgKRjrZK0aEAcRQdrzhTizBLv5+sBAGQ7JMd1RseOHRNDcsasXLlSFNj16dNHYz9np2JjY0Vm6fTp0zR58mQ6efIk7dixQ+99ZWVliU2SlpZm4TMBALnjoKhdjRg6evke3X6QSZFBBcNwcsksgW1wVollZueLrxnZeeJrgI+H+OrjWZA3cJfrz4GlKUekK50/YOLpmFzgvX37dpMq95cvXy6CI+1juX5JUrt2bapSpQo1bNhQBGJxcXF6C8xnzpxphWcBAM6Eg6MmFcMdfRpgR/kFcRKlPsoRX2/cfyS+hgUUFFKXCCz4GuhT8HHo6SGzwMnSYTUMyTn/kFxCQgLdunWL4uPjydPTU2w8223x4sXi+7y8gr8C2B9//EHnz5+nF154wej9cpDk5eVFFy5c0HsMZ6FSU1NVGwdvAAAAALLLMLVr145OndLsjfL8889T9erVadKkSeThUZAuZcuWLROBVb169Yze75kzZygnJ4dKltRfk+Dj4yM2AABwDZnKobhTd1JJkZ9PPrcSKT89jSqUKkmhsdWpTESAuD7Y11NeQ3QYkpMNhwVMXI/EQ2jqAgICKDw8XGM/1xd999139NFHHxW6j4sXL4qC76eeekoUfZ89e5bGjx9PDRo0oBYtWtjleQAAgPPI/fcEZe/5njLSU8Tlk/xHdEgYNR74ApWLa0byY+lMN4fP7So2ZP9KcmE4r9szYMAAnevj7Nq1izp16kTVqlWj1157jTp27Eg7d+7UyFAVJ9JUWKeZEgsAsuQq/4Zwoog3X28Punv2CGX9/CUplMGSJCv1Hv2xZB6d2fcHZeXmiw1Am5uCoxEXx1ks7t2UfDdVFp1+DdF+tzABAgAs+bekuP8bkp9f8ESTUjJo29SR9Cjlrt5jfUPD6dmPviB3dw/y8/Yw+JkRHR4iamBt9ZkhfS75NBxLbp5FLyFR5GZR1tGFNj1XVyH7DBO41l+DAGBbjzPU3LzRiRo4WtQpm+jh1X8MBkssM+UuXTt7mjJz8lSNLh0OjStlQxZLowAAANjSo9T7Vj3OblD0LRsImJxEcU+bA4B9/y2RQe7EplTJIeVXn2DNpbf08QoKpZy8gsybgH97QQkBkx0p8vIoMyGB8u7cJo+ISPKNjye3YlqcDgAgJ1FVapB/iXDKuK9/WM4zOIwiK9cgWUHjStlAwGQn6Tu20725sykvOVm1zyM6msLenEL+7TuQO1JIAGBHrvZvjoLcKa7fcNr3+Ty9x1TvOYS8vQo+FmXz6mBITjZQ9G0HD3dsp9vjxmoESyzv1i2xP2On/nXvAADAOsrGNaUag8aSd0hYocxS7edep6g6jfFSg17IMNlYbk4u3Z07W/c0FN7n5kb35s6hgLbtMDwHAGCjWi3pa+n6TahU3UaUfOEs5TxIoaCwMCpRsQaFBRWsUxqgXFPOTS4ZOAzJyQYCJhvLOpZQKLOkQaGgvOQkUdvk1xh/3QAA2JqbuzuFVqwpvvf3kXkdqRiSs2TxXZkEfsUAAiYbkRJK2cm3TDqeC8EBAMA2PJVrwwUo14rz81FoZJQClIGTp0fBcYgzQBsCJhvziIw07bgI044DAADTuSnLt6XO3VKxu9SU0sfLXeO4bOWyKF4eBfs9HL0Ir7S2iyW3B6tA0beNeTeIJ/foaP1zLtzcyCMmRrQYAAAA0PyMcLd8A6vAK2njmaDePp4U/uYUZXt+raBJeTl80mQUfAMA2PDfYh5q483X211s/t4eYvP2cBdbXr5CbOmZuWLLyskXG69FJ61HB64NAZMdcJ+lyI8WkkdUlMZ+7sMUNX8hBXToaI/TAAAAZ434LNnAKlDDZGPSeHlgx44U0K4dPeJO37e503cE+cTFk5unhxhLl8bP8bMNAGC7f4vdtGp6FMqGA5xdYumZeQX7lUklD3cv8dXLzUENP9FWQDYQMNkRL4Pi16igdQCvEg4AAPKRn59Hdy+cocy0+xQaEU4RYpmUgoDJYdDpWzYQMNmZ9NcMAADYn3aCKK8goUSJRw9QwvplGmvN+YaGU5MBL1D5+GbkqVz3k/8Fx9+7rgk1TAAA4NIuHTlAf3w2r9DCvJkpd2nvkvfpSsJBh50bZsnJBwIme7/gbm4Fm7tyU15GbR4AgP1wloi3nNxcOrB6qcFjj6z7knJzc8VsOek/u0HRt2wgYAIAAJeVdP4sPdTKLGnjzBMfB64NARMAALishyn3TD5Oql+yaw2TnRtX/v7779S9e3cqVaqUWIB406ZNGtcrFAqaMWOGuN7Pz49at25NZ86c0TgmKyuLRo8eTRERERQQEEA9evSg//77j5wdAiYAAHBZ/qElTDwujBzCzkNyDx8+pHr16tEnn3yi8/p58+bR/PnzxfVHjhyhmJgY6tChAz148EB1zNixY2njxo20bt062rdvH6Wnp1O3bt0oT6qwd1KYJQcAAC4rumpN8i8RXqjgW51/iQiKrFJD9Gri8KM4d/7u0qWL2HRRKBS0cOFCeuutt6hPnz5i38qVKyk6OprWrl1LL730EqWmptKyZcvo66+/pvbt24tjVq9eTWXLlqWdO3dSp06dyFkhwwQAAC7L29OTWvzfCIPHNOg3jPIUbpSTl0+5+Qqx2Y+lw3HW+5hPTEykpKQk6tjx8eoUPj4+1KpVKzpw4IC4nJCQQDk5ORrH8PBd7dq1Vcc4KwRMAADg0mIbNqcnXppIfiXCNfb7hYZTi5cmUpkGTR12btYakktLS9PYuM7IXElJSeIrZ5TU8WXpOv7q7e1NJUqU0HuMs8KQHAAAuByptIfbu7BKjZtTbMMmdOXMacpMvU/eQaGi07eXl6dYvipfUXAcf++MKzXwkJi66dOni+LtonDTqovi10N7nzZTjpE7BEwAAAAiePKgqKq1NdaWcziRJbJgMEgZpFy7do2Cg4M1htLMFRMTI75ypqhkyZKq/bdu3VJlnfiY7Oxsun//vkaWiY9p3rw5OTMMyQEAgMtyU25eHu5i8/Eq2Lw9CzYvDzexeboXbB7KpsPO1laAgyX1rSgBU2xsrAiIduzYodrHwdHevXtVwVB8fDx5eXlpHHPz5k06ffq00wdMyDABAADIlZ0X3+UWAP/++69GofeJEycoLCyMypUrJ1oGzJ49m6pUqSI2/t7f358GDhwojg8JCaHhw4fT+PHjKTw8XNxuwoQJVKdOHdWsOWeFgAkAAFyelDTy9SrIyCiUn468dJX4qhyP8XBzI2+P4js4c/ToUWrTpo3q8rhx48TXIUOG0IoVK2jixIn06NEjGjlypBh2a9KkCW3fvp2CgoJUt1mwYAF5enpSv379xLHt2rUTt/VQLmDsrNwUzli9ZmU8Y4Cj4uS7qRpjvAAAULxJPZWkmqU85Uei9MmoK2Diz4ySkaGi55CtPjOkzyWfLgvIzcuvyPejyHlEWVtft+m5ugpkmIyQfmn4l0mRl0dZxxIo785t8oqKIt+4eHL3dO6I2Vqvj5NPfgAAFyfN4PJUfpX+TVN9FZVOBZftW8Nk3yE50A8Bk4kydu6glHmzKS85WbXPIzqGwt+cTAEdHjfoAgAAgOKn+A7EWglnlh5s3053x4/VCJbEdbeS6da4sfRwx3ZydXZfkBIAwEqZJd54yE1j4318nfSfhYkeZ1l8F/TDK2kED8NxZonEOtXaVxbsu/v+HHEcAACAMy++C/ohYDLiUcLRQpklDQoF5SUlUWZCAtkiY+MsmRv8XgKAM5L+7ZIySqrMEmIO0IIaJiPybt827bg7ph0HAABg7pBhkSHDVPwyTHPmzBE/FNwUSzJ06FDVD4u0NW2quQgiLyA4evRoioiIoICAAOrRowf9999/Vjsvz6hIk47ziDDtOFMVrF2kEKtjixWy8xRik/bLBTJLAAC2/DfWzeINilHAdOTIEVq6dCnVrVu30HWdO3cWbdWl7ZdfftG4ngOsjRs30rp162jfvn2iS2m3bt0oz0o1RYGNGonZcHqjdDc3cb1vfLxVHk8agsvOzRdbakaO2B5kFmxZOfli42J02ax1BE5P+rmTAnPp58tZhoQBAIp9wMQBzqBBg+iLL77QWKhPwuvd8No10sZt1iXciGvZsmX00UcfiZbrDRo0oNWrV9OpU6do586dVjk/Nw8P0Tqg4IJ20FRwOXTim+I4AAAAmyx2Z8kGxSNgGjVqFHXt2lXvGjN79uyhqKgoqlq1Ko0YMUKseCxJSEignJwc6tjxcR+kUqVKUe3atenAgQN6H5OH8biLqvpmCPdZipq/kDyiClZjlnjERFPk/IUUqPb4llIo/5OG4u6lZ4stKSVLbFLGKTMnT2z2zjRpZyKk8wTnJr2PKRnZYrv3IIsunLpNZw/doMQzdyg7p2BYGADsC0Ny8uHQom8eRjt27JgYktOlS5cu9Mwzz1D58uXFAoBTp06ltm3bikCJM09JSUnk7e1dKDMVHR0trjNULzVz5kyzzpWDJv+27cRsOC7wdo+IFJ2+yQ5rCiny8+n+pb8pK+0+5UZFUETlGo5+66AYu3H6Lp36+RJlpmar9vmH+lDjPlWoUlyUQ88NwNWg6Fs+HPape+3aNRozZoxYtM/X11fnMf3791d9z1mjhg0biuBpy5Yt1KdPH733zcvjGSp0mzx5smpBQcYZprJlyxo9Zx5282vcmOwhX5m0uXb8ECX+/DVlp91TXecTEkYN+g2j0g2aqtY58lEuGCldthUpm/UwK7fgPJUFLsF+XuKrhz2XDACLSfVJWbkFP3D/HE2mcxser1QuyUjJoj3LT5ObW20qXy8S7zMAuByHDclxloiH1+Lj48Wqxrzt3buXFi9eLL7XVbRdsmRJETBduHBBXOaapuzsbLFisjq+X84y6cPZKV6EUH2To6vHDtL5tYs0giWWlXqPDn3xIV0/fshh5wbFcxHSi9uvGjzmzw0XVIuVAoDtYUhOPhwWMLVr104UZ584cUK1cQaJC8D5ew8dRdR3794VmSkOnBgHW15eXrRjxw7VMTyT7vTp09S8eXNyZgpFHiWsX2bwmBPffUWPsnNEdoAzUlJWyhYNMrVn791/mCO2W6lZYpP2Y1aVc5HaQvAK7PcS0yj7weNhOF0403Tzwn28zwB2goBJPhw2JBcUFCSG2dRxH6Xw8HCxn2fPzZgxg55++mkRIF2+fJmmTJki+i317t1bHB8SEkLDhw+n8ePHi9vxDLoJEyZQnTp19BaRO4tbF85Rxv27Bo/JTLlLty+co+hqmq8jQFE8Ssu26nEAAMWJbCuHOcPEGahVq1ZRSkqKCJratGlD69evF8GWZMGCBWIIr1+/fvTo0SORuVqxYoXODJUzeZRy36rHGcMz8wq+KahBkkqhpKyTVKuUkV0wVHo3PUsUo1/75xTlpqdSTmwZiqxcg3yC/ZS3Ry2TM/H1cqeQMB/Tjg32tvn5AICSpa0B8E9x8QyYuIWAxM/Pj3799Vejt+GC8Y8//lhsxYlfaAmrHmdt984coctbVqvqq7jZg19oOLUc/CJVbOTcw6GuKrpSKPmFeNMjtdlx2ni2XFTFULueF4Arwyw5+XB4HybQwokcBVFE5erkXyLc4MvjVyKcytSoRT6e7uTuTmIrat8nqfZI6usk9VniGYe8SX16MrJy6eLh/fTPN4sLFaM/SrlLvy6eQ//8uR81Ls6GFx/1cKNGfaoYPIxbC3h54p8NOXK2BbsBnA3+5ZMpd3cPiu8/3OAx9fsOE8fZEw/Dnf5hhcFjDq39kvLzrbM0DdhXubqR1PL5WiLTpJ1ZajGkpmgpAAD2nphhyVpyeLeK5ZAcPB5v5h/0cvHNqO6QcXR+0wrRSkDiGxpOjQcMp3Jxzcjb07L+S27KB5RqlLJy8zT6LXkpG3NK3bxvnj8jis0NeXjvDt34+wyVrlEHtUxOQvo58PQgqtggisrVjaBbF1Mo80EO+QV7U0zlUHJ3d7N5ny/QxL+HRy/fo9sPMikyyJcaVggr1ANLyiap6hBVV2jWI4Lz/m5aVhOKHwBrQcAk0w8ub2WgUrFhM4qNa0zJ/5yjzLT7FBQWJjp9B/kVFOhamnqXfg+lf4OlQEkq7vb2KLgsPUzWgxST7jf93l1xX/whC/Kn+jlQ/vzxsFvpamGqn0d86Nrfr6dv0pxfzlJSWqZqX3SwL73VtSZ1rFXQWkVdoX8L3HRP5ACAokHA5ATc3D0ovEotjY7ejuITZFrBr3/o40WSAcA828/cpLHrjmnnjOhWWiaN+eYYLRoQpzNoguIHRd/ygRommTYS5KE23oL8PMUW4OMhNi8PN7FZexVq6ZeSh+B446EX3qQicE4U8cZF5jwkaAhfH165BuWIonEUoDrjz5/0/kuXwX749232lrOFgiUm7Zv9y1nji24rJ5CoLip/F3n4XX3D76jMuVlhA6tAwARmZ7vqPv28wWNq9h5i92J0gOKCa5bUh+G0cQyUlJopjgMXYFHBN/7isSYMycmUVNjp5+2hcVn6q1IqDZIKPRUW1ilIt5OKyKXHzVUWe0uPH+jrSVWbthBDg7x0i3o3cp+QcKrTdyiVrNdEtU86P6kWBgAM4wJvc44rVOyt+qXWvMjtQQqO1yb9G6J+SVedI36HwbUhYIIiKRvXlErXb0TXzp6hrLT7lOcTTKGx1SnQ3wuvKIAFeDacNY8zFS+qnHwxhTLSssXMSG5kikkbzl/DhFUXrAcBk0xJvx+eym6Ubp4FO3K1Vti19iwmKZPES2WwHOUda2eKCnZ7ULUGDQrOK0/5d6nyPLyU54vMkmX0zYLU/X5AccCtA2KCfSk5LVNn7ojf6uiQghYD2vsN/axIJU9Spkn6IOVLV07epsMb/qEMtS7v3IsrrldlqhQXVXC88t8G/KzZFwIm+UANEwCAjPAfLVO61tQZBEmXpzxVs1A/pqLiYGnP8tMawRLjJXL2rzwrrgcABEyyJ9Xs8T+OvEmz2KTLtqrp48wWb1yrxJt0WfvxPD3cxMa1TWLzKdik80TNYdFoz2iSlqbJztXcuMaMN+k4KB64ZQC3DuC+S+o4s6TdUkA0NuRQSt/MKOVsOWmZI/XJczwMx5klQ4788C9l5+SrllECO8MsOdnAkByAE+ElZ5LOn6WM1HvkH1KCSlWvhRmJxRQHRe1qxBjt9G0J7uaunVnSlpGSRbcvpVK5Guit5ggYkpMPBExO2olZ9U+mm20fz0P5jfQwucoSKimboZpZo/wGRaLmkV4/6fXWfj2zcgpe8MycPLp27JCYmciLHEt4geaGzw6n6k2fKLgf7tGFOpNig4OjJhUN9z1TZXyVM2X11rtp/S7z/oy0LJPOI/NBtiotxbkmdZg9B64CAROAE+Bgad/n8wrt57YOvy+ZRz6e7hTbsLlDzg2cF8+Gs+ZxYH3IMMkHAiYnI/01qZrhYqeSAilzJP3ASJPioGi4dkSddEl6P6XFjjOyc8Uw3NH1ywze34E1X1Lp+o3Jza2grYM0aqPKKmAWXbGn7z1W/QxoLdKbn+9G0ZVKiNlwXOCtT0CoD5WuUkJ1WZqoq8qKGnl8sAwCJvnALDkAmbtz4Rxlqg3D6fLw3h1K/ues3c4Jigf+Qyi+V2WDxzR+ugqG2gGQYXJ+9v6rTvprVXvhEzRHM0+uMsP0uP5EuV+ZuuOaJenyw5T7Jt1n2t17qtvxzEX1Pl5SoTCyAK5Lu9bJ3b3gZ61KfDR5ebrTnxsuiAJviX+oDzXqXZnK1o2gPLVUtlYrOPJS/mOAfwNs9b6hcaVcYEgOzPL4A1czUsMHsWmkzx1uCcC0ZzxJRd68cLH4BfVwo4DQx8MhhngGhVB6Zq74nltBMF9l43V3NymZjMCpuHu8xIlp4+Ycu5erG0kxNcPEbLj0+1nkG+xNEbHBolllTq40oYM0m9SS5s8Whn9txNIFdDFUajUImABkUtPEH1YP7meSb5A3BZcLUnVWjqhSg/xCwzVmx2nzKxFOkZVroEsOWDQ8F105lMKUARJ6LskDMkzygYAJigQZJetkAbJy8+n6qTt0cvNFjcJb3xBvqtu9ovjLnzzcqfGAF2jvkvf13l/tPs9TTr4b5WuNl0gZLE/lVw9p+AR/dhY72i0ptOYV6P3dlY6XsppZuQXDusp5B+TjqbnckZRhklqLqFqeSD9j+McBiikUfQM4EAdLh74+V2iWUmZqNh1e/be4npWPb0atXpkk+i5pZ5aav/gGlarfxK7nDS6cCb2YQtdO3BJfFfqiMrB6hsmSDawDGSYAh7SFKPjwOfHjRYPHn/zpksgyeXu5U9WmLSi2YRMxGy793j3yCylBIRWriU7f2cphFDdlBkn6HJOyBl4eCo2Mk1yngmss76Jq6om6q6JklrSbyxb6GVS95gVf85TfSD9L0u09lH9W3zh5T/y8qgf3PsHeVK9HRSpVO0IshaTeyFJuP1vOypWH5C5evEhfffWV+Lpo0SKKioqibdu2UdmyZalWrVp2Px9kmAAc5M6lVMpMM21ZCgkHRyWr16HYJi0ppnodLIsCdnHj9F06uKpwJjQrrSATeuN0QSYUwFr27t1LderUoT///JN++OEHSk9PF/v/+usvmj59OjkCAiYAB+C/xrMf5pi8LIW0iLG02DHXk/Dm4+UhNm9Pd7FxCRNv0mK9nMXSbpIpR1wXI1ooZOaptnsPc8T2MCtXbNIxoLlAs7QorrSorvYiudJlaYFmaVNfhFd9Mpb0MyZtfNCpny8ZfNn/+ukSZeXkiZ85LNJrZS66+O6bb75J7733Hu3YsYO8vR93mm/Tpg0dPHjQIeeEgAnAQbAsBTiDO4mpoqbOEL5ePRMK1uOqNUynTp2i3r17F9ofGRlJd+8abuRrK6hhAnAALw83sdyEsWUpuHlgTOXQx3Uh0hVSHYqyQaVUf5KrNUtOqitR1ZdYcaV7a5DqZNIeFWTbrt7JEF8V+fmUeP4vyktPpVLR0RQaW51KhwWI64L9PGX5XOxNyiJJNUoa9V/qC2grf1i01+ZVr6dT790l/axIzSrvmJgJzUjNEj+HqtNw7bcHLBQaGko3b96k2NhYjf3Hjx+n0qVLkyMgYAJwEP7Ar9+zkqgN0Yc7LbtaYHD3zBG69PPXlJ12T1y+xR/mIWGitUK5uGaOPj2Xw00srXkcmMdVi74HDhxIkyZNou+++048B26Zsn//fpowYQINHjzYIeeEgAnAAaQgqHJcNHl7uNPhHy5oZJqkZSliG0SJy256/hH0VA6qe+RqLoUiLY0iZQ2kLs3SX/+Fe/Fo3z/ZhVSTdDutYEmOzdt2UNgfKwvOQe24zNR79Mdn86j+kHEU17qV2Ofnrb1Aj2mdr6VsnaM7b0u9sGx1OtL9S++9MR7KnxmF8mWVspaRsaFGM6HcNyyq4uNMqKGfNTD/fbQoYHLSVN+sWbNo6NChIpvEM0Br1qxJeXl5IpB6++23HXJOCJgAHKxcvUiKqhFWMGvuQY6obSpZJdTlMks8DBeSsEl3gKj8+vePK6l+yycwO9CO+OewQc/KdGCV/sWda3et6HI/r/biqhkmLy8vWrNmDb3zzjtiGI4zTA0aNKAqVao47JwQMAE4kJQJCvT1pMCa4SbXfaiSBsrjeYYcC/L11Fp8V5k1UNWVKPs1SXUtWj18HrNPLx0pi3E3I5seJJ4jzwzDhcOZKXfpypnTFF2tNvkon7O+D2qppkdaC02q7/Lx9NB4jWxFu7ZIeq7SVykbw/Vs4rKZAcfjzIHme6q6Xrqo6rukeb2+pU+UPyKq8+MMVbl6EZT7f9XFbDj1AnDOPMX1KligV6p9cs6PZ5CrSpUqiU0OEDABOJBqCMPNzGEdzc9K1Yeup7IgunAzQ2UTwsefnhq0Ow+4awVWtn7+AV6elPHogUm3uX/7DvmVy6FA5ZodPnoCDSkwkQrKUzMKvkYE+dileFx6r6S2Dpk5BUuOPMzK09gfpDyPAOXz0V6Q2dSFsN2lInAj5/P4VnoeRyoWl4JxZSBUsUEUVagXKWbDcf+wgFAfiqwYQl7KwFW1JIpWMTlYyEUX3x03bpzejJmvry9VrlyZevbsSWFhYXY7JwRMACALXkGhJh3nE2zacWC7BXrNCezAMq46JHf8+HE6duyYqFuqVq2a+OPvwoUL5OHhQdWrV6dPP/2Uxo8fT/v27RP1TfaAgAnACaj+zVPODdeXaTI6PCTdn9bxqvtTaD+O1uNbmZQZiw7xoah6demf4DDV7Dhd3AJDybdMVcrIylMtEistCitlq6TnKhWUJ6c8opTEv+ni9evkHhBC8XGNyM3dnXy8/M0qHjeb2gLL7F56QYbryv2H4uudRwWF7pVDg8TX8hH+Rcp8aWeaClXwq64t2psoBUY+ynV3tIvnHyeWsCQKWI+UPeKlUYKDg8W+tLQ0Gj58OD3xxBM0YsQIUQD++uuv06+//kr2gIAJAFTy8vPo5J1jdC/zDkX4RVKDqHjycLdRQKHFzd2DKnT9P/rnm8WFruOPaP449m7dVwQ7prp89CAdWr2UslIfB2EHfg2jKj2GUIW2ra127gC24qoZpg8++EB0+ZaCJcbfz5gxgzp27EhjxoyhadOmie/tBQETQDHKNGnV+RLXOyvy8ij9yFFS3LlNnlGR5N0gnnx9vAplMfZc20kLjs2j24+SVfui/KNpXPwkaleug87zUdVK5eeS+7UD5JaeTIrAaFKUbUHk7mE8M6W8Xqrfqdn8SQr196a/NnwlCrwl3IepdOdBFFqzoSrjIS0Sqyqi9tB8TS78uV+0ItDGwdPprxdQqL8XlY1rSr5eBQGhtT5XpNdEOq9UZQ3VqeQU8XXDyYLX92pyQc1W/coR4uvwuDIFz9UroEiZL+1Mk76ibrMp7/dxmKpVq4TMkk1JyyJZcntnlJqaSrdu3So03Hb79m2RaZKaW2ZnG+5CXyyXRpkzZ46IhMeOHSsu5+TkiKZVvPheQEAAlSpVSjSrunHjhsbtWrduXagN/LPPPuugZwEgL4927aCkpzpQ2svD6MHbk+j+i8PodteOlLFzh8ZxHCxN2T9BI1hitzJu0Zt/jKffru7U+xjuf28m30/qkO/q7uSz6YWCr5/UFvuLolT9JtRp5v8o7uWpVGvgq1Rt2GSqO26+CJZMlZ+fRwnrlxk85ti3y8RxACDPIblhw4bRxo0b6b///qPr16+L73lIrlevXuKYw4cPU9WqVV0rw3TkyBFaunQp1a1bV7UvIyNDFHxNnTqV6tWrR/fv3xfBVI8ePejo0aMat+exTO7VIPHz87Pr+QPYm3bdSOFaJYUIiu6Nf71QgVP+rVt0e/xYivhoIQV17CiG4RYe40yMroxEwWDY/IT3qVWZNoWG59zP/UjePwwpdFu3BzfJe8Ngyum7ivKr99D/PJTnL2WNHmdVPKhK/QZ6nnMBaRp7oTNWEN34+yxl3De83hRff+PvMxTWMF55/9b9UzxHWUN170HBX8CbTnHPcqIdO85QWcVt8km5QQ8U3rQ9qTkp3NypabmCWqaYUF/NpqNmnpf2z4aekiZwqgyTJUNy5JQ+//xzUZ/ECZDc3Fyxz9PTk4YMGUILFiwQl7n4+8svv3SdgCk9PZ0GDRpEX3zxhViZWBISEiLGL9V9/PHH1LhxY7p69SqVK1dOtd/f359iYmLset4AcsbDcPffn20wCLo/bw4FtmtHJ+4co1tamSXt45MzkujE7WMUH93o8e78PPLa8aa4vnCjSR4QciOv7W9SVtWuYnjOnjJS9BeOq8tMKxgms5fQm2fo1ZzNFEwZRIEF+9KT/qV9oU9y+0e7ngs4CQuH5Jy1rUBgYKCICzg4unTpkpglx/2YeL+kfv36dj0nhw/JjRo1irp27Urt27c3aUyTI20et1TH3UAjIiKoVq1aYp2ZBw8M93PJysoSY6DqG0BxqnfIOHqU8pINBEEKBeUlJVFmQgLdeXTbpPu+naF5nPvVA+T+4Ibef485aHJLuy6OM4ZnuvHGjTelLcS/YONaI11bgK+H2Hg5GGlJGOVTI/8Q03qz+IeWIGtTKP/LycsX291H2WLLOXeUYhO+oSBFwQLDkoC8h9Tp7jZK/usoJafnUFZOvtj4eVgjOyT9TGhvxs5f+s9U0vmauoE8cTaHlx7hRW95tKZixYpiBCdfbWFvDl64+JpLZfgYLo05c+aMTc6HAyQefeKRJvVgyREcmmFat26dGHbjITljMjMz6c033xTTCNWr5jk7xW8sZ5hOnz5NkydPppMnTxbKTmnXS82cOdNqzwNAbvJumxYE5d25TRHlC9arM4ZnzWlIN5SVKsJxVhRTrSb5hoZrFI5r8ysRTpGVa9ht2Zc6V3eJ77WDFTcp57d/Aykq1LHL+YDzsPcsuffff58+++wzWrlypUhCcAnM888/L0Z9eGYamzdvHs2fP59WrFghaoh4dKhDhw50/vx5CgoqGFq2Bo4NePFdHlXSLu7+4YcfyN4clmG6du2aePFXr14tunYawgXgPI7JES43q9KuX+LsVO3atcUx33//Pe3cuVMEYvpwUMXZKmnjcwEoTtzCC2ZeGeMREUn1I+PEbDj9uXs3ivaPoQZRcZq7A/k2JjBwnJTtkLJEnh5qm3If1zfxxrU8YuPv1S5rZ0z4e25uF99/uMHTajzgBfL39bb4A6kQjn4UBd3VxUYKSr96nvxzHhh4hYnc0lMo8F7i47uxcSbG0tlXlkKmybIMoTmbOQ4ePCgKrnnkp0KFCtS3b18xdf+osnaYs0sLFy6kt956i/r06SM+ezm44rrjtWvXkjUTKi1atKCzZ8+KYm+OA/j73377TQRvjuCwgCkhIUFMGYyPjxeFXLzt3buXFi9eLL7n7p6MX6R+/fpRYmJioZ4MusTFxYlF+7gjqD4+Pj7iftQ3gOLEq0E8uUcZCILc3MgjJoZ84wv6LI2Pf1O6QvtA8X9uLaBd8J1frjnlB5XSUcFUgPcrgkuL4xyBWwa0eGmiaEmgzic0nOoOeZ3Kxzez27nkpptWK6V4iPIA0KT6A8GCjWmXoXBpii7cFHLXrl30zz//iMs8YsPdtJ966ilxmT+Lk5KSNPof8Wdqq1at6MAB48Pvppo9e7aoX/r555/J29ubFi1aROfOnRPxgHoNs0sMybVr145OnTqlsY/Tflz1zu0E+C9EKVji4Gf37t0UHh5u9H55HJVvV7JkSRuePYA8SRkJNw8PCnrjTUp9Y5zaoI+S8k/O8EmTRTE236Z12XY098mPaP7R9zUKwKOVfZjaltNRY+juQTkd55L3hiEiOOKaJdV5KIMovt6Ugm9rZjqku/L39qBqTVtQyboN6c6/5yj9/n3yDQ6l0jVqkbu7B/kqZ6FZu/+StC5fnrLkw53cyDvQtFqp8LAI8lZ2Lpfd7CY95yPVOZm8uK+zViE7ubJly2pcnj59uqhD0safvzzywp/F/DnMyYtZs2bRgAEDxPUcLLHoaM3MMV++cuWK1c734sWLIsslBWQPHz4UmWCeOde2bVuHlNU4LGDicU5O5anjfkscFPF+LjzjVCAPrXGEyW+a9EZxu3SOOPkF5YJvjny56JvTdby2TIMGDUQqD8CV+bbtQDlzPqRHC+aR4tbjIMgjOloESwEdOmoM+bQp255almojZsPdybxd0Ok70nCn77zqPSj76ZViNpzbg8c90hTBpSinw1xSGGgpYC8cHEVVrU0llNP83c3oFG4t/uWqUrZvMHllpukMF/jMvILDyK+c/XrKgGs1ruTSE/XRFA5CdFm/fr0oleHhNa5hOnHihGjpU6pUKTGl//H9arc0UVh1aJs/56UJXKVLlxY1ytyXMSUlRQz/OYLD2wrow42qNm/erHPqIGebuCqfgyZOHXKqjtsTcATNESlHzhwZA7gqKSYI7tSJgtq3p7wTxyj/zm3yiooin7h48vDy1MgCSBNgOLiIi25UaJ0wfThbkF+9J2VV7abq9M01S2IYzs6tBFTnpDxpb8+CFyFIuTab9Bw9lR3BzV08VpW907qZdp2RdmbFR5yHO6U16k3hf6xULfPy+PgClbsNpohAf/KxcudxY6THUT2/InYKL2pncX2vK1i36NvU8pM33nhDTLCSGkBzkMKZozlz5oiASWrhwwkM9ZEcLrHRzjpZ4sknnxRlOPz4PNLENc9cv8T7eISKXD1g2rNnj+p7LjbjiNUQDpC47gkANEnBgAgSPD3Ju3ETjf2Sxx+OBdGEIl9j5RVV4KWveaJqt4cHKSo8aa3FOCwinRMPhakHTo8DAumr4Q8h1SK+ykhLuiwFXPpeE2m/tLBwiG/BMjRVmjSh7BLe9GDnt+SWkfr4fANDyatlXyoX31QtwDK/YaVcAie994+hOKfA2RvtLCwnIPKVvwfSrHQOXHg0h/EMNv4s5hl21vLJJ5+I2fHSRC2uTeZaKi4054bW5OoBEwCAHJuAZh1LEK0aeFahR6OGokasKLyrNqC0EtXJM/kSPUy5R7l+wVSxVi2zFhQG12LvteS6d+8uapa4sJqH5I4fPy5aCAwbNkx5fwVLmHFRdpUqVcTG33MDaW77Yw1ckvPTTz9Rp06dxGUO4CZOnCg2R0LABFCMSP84ekhDalKGSPm1UA8g6Xhl5klaMLZYLh9j5gcHtwQQy8vMnU35ajVg7tHRFPLGZArupHuVdClDI81OkhYWrlGiYDiklL8fUfkwSsspWJQ3wreglsTfx6NIQ4Vyh8ySc/Vh4hU1OIMzcuRIMczGtUsvvfQSTZs2TXUMBy6PHj0Sx/CyZU2aNKHt27dbrQcTz5R/5ZVXxKw4OUHABACgAwdLd8aPLVSkxGvx3X/jdfL0WEj+7TvgtYNihYMe7rPEm6EgbMaMGTpn2VkLB2Gc3SpfvjzJBQImgGJI+qvS3U33lG9tUr2Mu7LuxpULcUVDxbw8usdr8emqoxT73Oje3Dnk3aoNuXt4atUAKWfjKS/7Kou4eTkX9UxSRG5BZilAeTlYWevk6Ndcu5bJXo8H8sgwycXIkSPFrHeeAMb9GnkWvTpeLsXeEDABAGjJPJZA+YbW4iMF5SUnidomv0YFBfUAxaGGSS769+8vvr722msawZ/UvkBqbm1PCJgAiqFC9TtFvL0r4llhebdvmXQsF4JLs+j0zUCUZr1J/9x6KTta5nkVpHACfQv2+3o7ZnacMXpny0kX5XW6UEwkJj5eJkguEDABAGjxiNRaaFgPnjUHYOuA1aIhOSeNaMvLqHZJgrmsACAb0oKsvOXmKTQ2aTFbe5yDtylr8UXzWnwNNc5Z/fRUCwt7uInNz9tdbFzTpL5xvybepP9kPxSkXFxY72Xp9kaej6MX/3UW9l58V06+/vprsWoHz9STll3hYvQff/zRIeeDgAkAQIu0Fp/yktaVBZdDJ04ucj8mAHOLvi3ZnNGSJUto3LhxYukzXg5FqlkKDQ01OIPPlhAwAYBscD2QtD3KyRNbVm7Bxj2i7NEnyk25BXXsSOEfLSCP6CiN63ktvsj5CymwYwfR30rKIKn+mlduXIvEG9c28ebl4S42H6+CjRfZ5U36UONi1oLNfjPU7Km4ZD3APrgf1BdffEFvvfWWxlJnDRs2pFOnTpEjoIYJAEAPv/YdyLdNWzEbTnHnjqht8osv6PRtrSVDAAxx1VlyiYmJqqVX1PGiwQ8fPnTIOSFgAoBCtDMc9vpHNyf38QNn5RSk4D09ChLh3nb610rq0C2tRadwdyevJk1VAZJUl6Ovd5XUhylfebx2TytP1Ww6d42u7NIzl24vl6EUk/syYdacjV5/1+zDFBsbSydOnChU/L1161aqWbOmQ84JARMAqDhqKEh6XPUhN+Xse1WgJAUWcqUKLLT250mNLJWXPZXr1Cj7WRbyOHDSvF/ZtBdQNkNFgg1s6Y033qBRo0aJBXj5j4jDhw/TN998Q3PmzKEvv/ySHAEBEwAAgEy56pDc888/Lxbh5XXrMjIyxMK+pUuXpkWLFtGzzz7rkHNCwAQAhWgPP9nr8aQmkHIcUpBeC3NPJ1+ZNVMobydlljyUKyM7Sy2U6nkrtDJNYOPX3TWH5NiIESPEdufOHcrPz6eoKM0JGPaGWXIAICuKfAXdvphC10/epjuXUlUBBwC4jpkzZ9LFixfF9xEREQ4PlhgyTADgcFLt0uWTt+nsz4mUmZatus4vxJvq96hE1RrFkDN4nInSDPQeF4UXfHVX1TBpFT85SUJA35Ip2llJJ05wyIOlbRic9PXfsGEDvfPOO9SoUSP6v//7P7G2XKSJHfhtBRkmAJCFKydv07G15zWCJfYoNZsOfn1OXA/galy1ceVff/0ltrZt29L8+fNF/RI3sVy7dq2oaXIEBEwA4HBZ2fl0eMMFg8f8ueEC5eUpnKbhotS4Umpsye0KeFPdl/I/6TjV9dJ/Mm3wWGjpDa3/tI8DKKpatWrR7Nmz6dKlS7R7927RamDs2LEUE+OYbDMCJgBwuNuXUkUmyZCMlCy6dTHFbucEIAeuvJacuoCAAPLz8yNvb2/KyckhR0DABAAq2lkDW5OWAUlPyTTp+Iy0LHKW15DbLfHm4+khNl9Pd7FJS6UYu72zKM4f0nLgqkNyUrfvWbNmiUaVvCTKsWPHaMaMGZSUlESOgKJvAHA432Bvk47zM/E4gOLCVfswNWvWTDSrrFOnjujJJPVhciQETADgsH9kpRlWURVDxWw4Q8Ny/qE+FF2pBDmLx0unFFxWSI2YAMCoNm3aiI7eXMckFxiSAwCH42LnBj0rGzymcZ8qqnXeAFyFqw7JzZ49W1bBEkOGCQAcnoXx8XKnSnFRotP3Xz9doky1TBNnlhr0rESx9R3bg8VSTvq5BQ7myp2+//vvP9q8eTNdvXqVsrM1s8/casDeEDABgGyUrh1BpWqG053EVHqUlkO+wV5UumoJZJYAXMyuXbuoR48eopXA+fPnqXbt2nT58mWxEG9cXJxDzgkBEwA4HPcpYgE+Bf8kBdaMUNU3STPKnPkvZYCictWi78mTJ9P48eNFt++goCDR+ZuXRxk0aBB17txZvgFTWFiYWXfK/7Dx9L/y5csX9bwAwAWH5rw0/kVys2jRW4DiwFWH5M6dO0fffPON+N7T05MePXpEgYGBIoDq2bMnvfLKK/IMmFJSUmjhwoUUEhJi9FhOl40cOZLy8vKscX4AAADgYgICAigrq6DvWqlSpcRCvFIR+J07d+Q9JPfss8+avFrw6NGjLTknAHDxTBMAuPaQXNOmTWn//v2iaWXXrl3F8NypU6fohx9+ENfJNmDKz883604fPHhQ1PMBAAAAFx+Smz9/PqWnp4vvubs3f79+/XqqXLkyLViwwCHnhKJvAAAAkJWKFSuqvvf396dPP/1U53Fc58Sz6XgIz2kaV96/f59WrVplrbsDAABweZwfsmjx3WL+Cr700kuUnJxsl8eyWsDEjaV4vRcAAACwXl2fpVtxpuDVu+U2JJeWlmbwetQtAQAAWJerFn3LkckZptDQUCpRooTerWXLlhadyJw5c0Rx2tixYzUiRy724imFfn5+1Lp1azpz5ozG7XjaIc/Ki4iIEGOYPJbJ7dQBAAAA7J5h4k6bb731FjVp0kTn9RcuXBBjiUVx5MgRWrp0KdWtW1dj/7x580Sl/IoVK6hq1ar03nvvUYcOHUSbdD4fxgHWTz/9ROvWraPw8HAx9bBbt26UkJBAHh7KZcIBAACckKvOknPqgElau6VVq1Z6M1BFGUvkqYLc6vyLL74QAZGE74ubZXKQ1qdPH7Fv5cqVFB0dTWvXrhXBWWpqKi1btoy+/vprat++vThm9erVVLZsWdq5cyd16tTJ7PMBAACQC14ZSLk6UJFvD3Yekhs4cCD5+vrqvT4mJoamT59u9gmMGjVKNKWSAh5JYmIiJSUlUceOHVX7fHx8RMB24MABcZmzSDk5ORrH8PAdL9InHQMAAADFU/ny5cnLy0teGaYRI0YYvJ4zP+YGTDyMxmvO8ZCcNg6WpPvVfpwrV66ojvH29hY1VNrHSLfXheuepJbrphS0AwAAOIQo+rak6pucWnZ2Nt26datQA+1y5cqJr6dPny7+jSuvXbtGY8aMoe3btxvMXGn/oPBQnbEfHmPHcIH5zJkzi3DWAAAA9uOqs+QuXLhAw4YNKzRaJH2+O2K9WpOG5BYvXkyZmZkm3+lnn31mtM0AD6dx1BgfHy9WIuZt79694rH4eymzpJ0p4ttI1/EwIEef3DRT3zG6TJ48WdQ/SRsHbwAAACAPQ4cOJXd3d/r5559FvMCjUbwdP35cfHUEkzJMr7/+Og0YMMBgJkjdxIkTRV2RNJNNl3bt2omF9NRx48vq1avTpEmTRFt0Doh27NhBDRo0ENdzcMRB1fvvvy8uc7DFY5d8TL9+/cS+mzdvihQdz7DTh2uheAMAAJAzN+V/ltzeGZ04cUIEShwTyIVJAROnwDjA4cyPKR49emT0GA6muDhbHfdR4tYA0n5uGTB79myqUqWK2Ph7XlOGC9BZSEgIDR8+XLQS4NuFhYXRhAkTqE6dOoWKyAEAAJyNq86Sq1mzJt25c4fkxKQIyNxi7p49e4rgxVKcqeLga+TIkWLYjXtAcc2TeuaKVy3mQI4zTHwsB3bctwk9mAAAAJzT+++/L2IATpRwEkR7JlxwcLDdz8lNYc+FWGSKZ8lxtir5bqpD3gQAAHCuz4zo8BBRA2urzwzpc6nLot3k5RdY5PvJeZROW8e0sem52gLXLxma+OWIom+HzZIDAAAAw1x1ltzu3btJbhAwAQAAyJS7m5vYLLm9M2qlZ1URR0LABAAAALKTkpIilj87d+6cGIbjQnDuzcRDlbpIy6iZg9sgRUVFWXdpFAAAAHDMkJwlmzM6evQoVapUSUzsunfvnpgxN3/+fLFPXx+mTZs2idU/OKAyZduyZYtYz9ZUyDABAADIFGdWLFkaxaJlVRzo9ddfpx49etAXX3yhammUm5tLL7zwgmg59Pvvv+u8HTe/NjVj9P3335t1TmYHTFyZztP2d+3apXN9l99++83cuwQAAADQyDCpB0uMv+dWAw0bNiR9heLmtDTaunUrlS5d2nYBE6//xgFT165dRYNJZ41eAQAA5M5VZ8kFBwfT1atXC3X65qXM9K0iYm6h+BNPPGHW8WYHTOvWraNvv/2WnnrqKXNvCgAAAGZw1Vly/fv3Fyt5fPjhh9S8eXORnNm3bx+98cYbYqm2ouJhvRs3blC5cuXMvq3ZARMXVFWuXNnsBwIAAAAwBQdKHCQNHjxYBDmMu32/8sorNHfuXCqqM2fOUFxcXJEaX5o9S47XbVu0aJHotgkAAAC242aFzRl5e3uLWIOXReOFeI8fPy5my/GsOR8fH4eck0kZJu3eBlzYzcVStWrVKrS+yw8//GDdMwQAAHBRrjpLTuLv7y/WkjMVZ48M4TVnbRowaTeJ6t27d5EfEAAAAEBXcoYnlXHBt7EmlPqSM2fPnqVnn32WYmNjdV5/8+ZN+ueff2wXMH311VdFunMAAAAoOne3gs2S2zuLkJAQVUaMg6aiZMd49n6TJk1ErZMuPLzH7QqKwuyi77Zt24rILjQ0tNDKyr169UIfJgAAACcekrt+/TpNmjRJlN7wEFbVqlXFEiXx8fHieq5hnjlzJi1dulTUGHGA8r///U+U6VhCPTnDmaai4FYB58+f13s9tyRo2bJlke7b7KLvPXv2UHZ2dqH9mZmZ9McffxTpJAAAAEA3ey6LwgFQixYtRH0yB0w8xPXRRx9pJEnmzZsnlin55JNP6MiRIxQTE0MdOnSgBw8eWO0t5OQMryWnjZMzfJ0+CxcuFJs+vLQKN7i0aYbpr7/+Un3PL2BSUpLqMk/P27Ztm1kdMwEAAEBe3n//fSpbtqxGtqdChQqq7zm7xAHJW2+9paozWrlyJUVHR9PatWvppZdessp5yDE5Y3LAVL9+fVVqUFd05+fnRx9//LG1zw8AAMBlWWtIjjMz6nhqvq7p+Zs3b6ZOnTrRM888Q3v37hWJkJEjR9KIESPE9YmJiSJh0rFjR4374i7bBw4csDhgskVyhmfZ/fLLLyIQtEvAxC8SR5YVK1akw4cPU2RkpEa/BF7szsPDw6KTAQAAAOsXfWsHC9OnT6cZM2YUOv7SpUu0ZMkSGjduHE2ZMkV83r/22msiKOImklIAwxkldXz5ypUrFr91tkjOXL58mXJyciw+N5MDpvLly4sH5BeMF7fjywAAACB/vAYbzzyT6Gv+mJ+fLxa3nT17trjcoEED0R17yZIl4vNfop314oSKNXo+yTk5Y9YsOS4C+/HHH2natGm2OyMAAACw6pAcB0vqAZM+JUuWpJo1a2rsq1GjBm3YsEF8zwXejDNNfKzk1q1bhbJORSElYzhws5Ynn3xSZKYsZXZbAW4dsGnTJpGuAwAAANuxdHkTc2/LM+S0p+Vzo8fyykCGG0Jy0LRjxw6RfWJcnM31Tlwwbm1cx3T16tVCBeA9evQw+T64fskazA6YeOHdd999VxR3cU+GgIAAjet5rBMAAACcz+uvv07NmzcXQ3L9+vUTw2Lcb2np0qWqjNXYsWPF9VWqVBEbf89LmAwcONBq58G1VLyqyKlTp8RjSuvXShkzUxbP5UCPZ9tx9ks7Y1WUkTI3hZmr6OprNy7uzM1NPElnw7MHuMNo8t1Uk1KWAADguvgzIzo8hFJTbfeZIX0uPbf8IHn7Bxb5frIz0unrYc3MOteff/6ZJk+eTBcuXBCf+TyiNEI5S069ceXnn3+u0biSu2xbS/fu3UWtEnflluqZ7t69S+PHj6cPP/xQDLMZwrfjbt8REREiI6Y+rMnfHzt2zPYBU3GEgAkAAOQYMA3+yvKAadXz5gVMchARESFWDqlbt654HThgqlatmtjHQdPx48cN3p6HELkdAncstxazO32r41gL8RYAAABYEw+5BQYGqoKnGzduqAIhQ0ufSDjzxb2krKlIAdOqVatEIyiuOueNI8Cvv/7aqicGAADg6qRZcpZszqh27dqqJpY85MfLsezfv5/eeecdMURnDAdL27dvt+o5mV30zevHTJ06lV599VVRTc8ZJn4SL7/8Mt25c0cUjAEAAIDliromnPrtndHbb79NDx8+FN+/99571K1bN1G3FB4eTuvWrdN5m8WLF2tMUONY5dChQyLBw22RLJ2gVqSiby72Um9gJa0lw11DuemUs0ENEwAAyLGGadiqPy2uYVo+uInT1TDpcu/ePSpRooTerJmhSWnWmKBmdobp5s2bYsqhNt7H1wEAAABYYtiwYbRo0SIKCgpS7eNVRjjrNHr0aFq+fHmh29g6YWN2DROnub799ttC+9evXy/6MQAAAIB1h+Qs2ZzRypUr6dGjR4X28z6uo3YEszNMPBzXv39/+v3330UNE6e29u3bR7t27dIZSAEAAIBjl0ZxFmlpaaoZ+A8ePCBfX1+NmXPctZvXk3OKgOnpp5+mP//8kxYsWCCWSOEnxevOcI8EqU06AAAAgLlCQ0NVQWLVqlULXc/7OXHjFAET4yVRVq9ebf2zAQAAAI26GXdHNVt0gN27d4tETNu2bcWCv1y3JPH29hZ9mEqVKuU8AROvyfLvv//qXJ+lZcuW1jo3AAAAl+ZqQ3KtWrVSFXCXK1dOVudvdsDEPQ14gb0rV64U6vLNT8yUBfEAAAAA1HGjSm5Y6e7uLtog8MK7+nDDbGMyMzPFfepK7vTo0YNsHjBxg8qGDRvSli1bqGTJkrKK/gAAAIoT/oh1d5HGlfXr16ekpCRR1M3fc3yhq1WkKcmZbdu2iX6R3FC7KLe3yvAmr148e/ZsqlGjhijO4sZa6ps5lixZIqJEbqbFW7NmzWjr1q2q6/W1ef/ggw9Ux7Ru3brQ9c8++6y5TwsAAEB2OFiydHMWiYmJFBkZqfqem0vyV+3NlKaTvBoJL4/C/SE5u6S+FXUkzOwME6/pwvVL3I/JUmXKlKG5c+eq7ov7LvTs2VOsQlyrVq1CjTA5mBo+fLiYqaduxIgRYn0ZCa9vBwAAAM6jfPnyOr8vCh6GGzduHEVHR5O1mB0wcYfN8ePHi7SZrvVZTBlXlHTv3l3j8qxZs0TWieukOGCKiYnRuP7HH3+kNm3aFFp4z9/fv9CxAAAAzs7Vir7VnT9/nj7++GM6d+6ceB7Vq1cXMUi1atXImL59+9KePXuoUqVK5NA+TFLbcok0zmhJ0Tff7rvvvhNtz3loTltycrKom+IslLY1a9aINgccSXbp0oWmT5+u0U5dW1ZWltjUG2UBAADIjaXDas40JKfu+++/pwEDBoiaaSkm4GQKF4WvXbtWDLcZ8sknn4hj/vjjD6stvmt2wGTttVq4Cp5fDK5mDwwMpI0bN4pGmNo4UOIgqE+fPhr7Bw0aJBbc4wzT6dOnafLkyXTy5EnasWOH3secM2eOwxpfAQAAmMrS5U2cNcE0ceJE8XmuXm7DOCEyadIkowETB1W//vqrKNHhTJN6po2/L0rA5KbQVYJuBV27dqUvv/xSzKQzJDs7m65evUopKSmiSRXfZu/evYWCJk7FdejQQaTnDElISBARKX+Ni4szOcNUtmxZSr7r/Ks5AwCAbfFnRnR4iJj6bqvPDH4Mnkj12rdHycc/sMj3k5WRTov7NbTpudoCl9pwSwDtemmeeFavXj3KyMgweHtOonBQ9Oabb4o2BQ5rXGkKXmtO18J52rhzp/SCcKBz5MgRsULx559/rjqGU2o8lskL/BrDQRKn3vhF1Rcw+fj4iA0AAEDO3N3cxGbJ7Z1R69atxWe/dsDEa9c++eSTRm/PyRhe99ZawZJNA6ai4oSXevaHLVu2TCzHwlGlMWfOnKGcnByjmS0AAAC5c7WlUdQbS/LQG48WNW3aVFXDxLXOXFKzefNmjWO1DRkyRCRZpkyZQsUiYOInwkXaPBzGqxKvW7dOjDVywyn1tCS/QB999FGh21+8eFEUfD/11FMUERFBZ8+eFTP4eBHgFi1a2PnZAAAAgDWMHDlSfP3000/Fpus6pm+yGe+bN2+eqGPi2fvaRd/z5893roCJZ74999xzot8Sj9Xyk+JgiWuVJBxEcdaJq+V1Deft2rVLDOGlp6eLwItrp7gozMPDw87PBgAAwLpcteg7X2spk6JMKOPkCeMJYdZoteDQgImH2ox58cUXxaYLB0hcIA4AAFAcuZOFNUzkpBGThXbv3k3WJrsaJgAAAHA9ixcvFgkSX19f8b0hRWkLINuAieuTwsLCbHX3AAAAxZ4rDcktWLBA9FbkgIm/18eUPkrc25HbEHGmiZdJ0R7iO3bsmH0Cpn/++UcUZ+s6iWnTpomv3HAKAAAAis6VOn0nqjXGtrRJNq9Gwg2seYmUxo0bW2WJGLMDpi+++IJeeeUVMSuNG0Npd8+UAiYAAAAAR+Cl1H755Rerzpg3O2B67733xCK53B8BAAAAbIdzEpYUfTvTkJw6zgxxM2vu1K3ugw8+oMOHD4t2Q4aULl3a4Jqydulpdf/+faNruAAAAID1apgs2ZzR3r17RZsgbZ07dxYriRjDvRs5sXPlyhXHBUwcLG3fvt1qJwAAAACGa5gs2ZxRenq66LWojRtQckNrYzg7xYXfFStWFJkmnoSmvtlsSE59eh+v6zJ16lTRorxOnTqFumc6YqofAAAAFB+1a9cWS5to10VzM+uaNWsavT03u75+/TrNnj2boqOj7Vf0rT29LzAwUKTLtJtGmjLVDwAAAEzjpvyvqCy5rSNNnTqVnn76abEEWtu2bcU+Xtnjm2++MVq/xA4cOEAHDx40aQ1aqwZMlk7vAwAAAPO5UlsBdbyg7qZNm0SG6Pvvvyc/Pz+xfNrOnTupVatWZEz16tXp0aNHZE1m1zC98847lJGRUWg/nxhfBwAAAGApLvrev38/PXz4kO7cuUO//fabScESmzt3Lo0fP170jLx7966oe1LfisJNwSvbmoEXteXFcqOiojT28wnxPl2rBssdv3i8+G/y3VQKDg7Wexw/t9zcHCKzXjEoEjciT08vLKIMALL8zIgOD6HUVMOfGdb4XJr503HyDSj69PjMhw9oevcGNj1XW0lJSRHZpUuXLtGECRNEsTZ36OaaJG4bYIi7e0E+SLt2iUMe3leUWMXsPkzSg2k7efJksV0KhZ/znVtJ9CA1xdGn4nKCQkIpIkqzQSoAgKvgf/ss+ffPWf/t/Ouvv6h9+/YiaLx8+TK98MILIsbYuHGjaBWwatUq+S6+W6JECdUbV7VqVY03gSM1ngL48ssvU3EkBUuRUVHk7+/vtD+Azhak8tDv7Vu3xOXI6JKOPiUAALCTcePG0dChQ2nevHkaDSi7dOlCAwcONHp7U4fubBIwLVy4UHyI8fosM2fOFFGfhHslVKhQgZo1a0bFDQeDUrAUHh7u6NNxKVzkxzhoCouIwvAcALgcVy36PnLkCH3++eeF9vNQXFJSkt6sFLcjkIbjjDlz5gxVq1aNPD09rRswDRkyRHyNjY2l5s2bF+q/VFyJmiUikVkC+5Ned34fuH4OAMCVWNqt21kHRHx9fXUWZ58/f54iIyN13qZBgwYimNJ3vTZO8pw4cUI0t7RJDRMHTFz0rU+5cuWoWFEWeGMYzjFUrzsK7QEAXEbPnj3FzPtvv/1W9Vlw9epVsbYc92fShUfBuH+TqQmO7Oxss87J7ICJh94MBQ/OOEsOAABAjnjhXUsW37Xkto704Ycf0lNPPSVm33PbIq5J4uwRZ4VmzZql8zYtW7YUGShT8X1JpR82CZiOHz+ucTknJ0fsmz9/vt4nAdZXMbYCjRkzlsaMHVvk+2jbprWqW3vCseNUv359siee+VCpYqz4nruxHjt+wq6PDwAgd65awxQcHEz79u0TvZe4lUB+fj7FxcWJmXP6cM8lWzI7YNLVZpwXuStVqhR98MEH1KdPH3Ilzz8/lFatXCm+58KxsmXLUu/efWjGzJkUEBBgs8f98/ARq9z/Cy+MoJnvvEMRERFkb/xaXb9xkz768EPatWun3R8fAED2LKxhcsaVUXJzc0UNE9cX8bIo0tIojmZ2wKQPtxrgqnZX1KlzZ1q+/CuRbfvjjz/oxREviM6kny5ZUuhYPsYaBfOmFrUZw2O9MTEx5AhcxM2PzWsTAgAASMmH8uXLy67Ex+ylUbTbi3P30L///lsUWlWpUoVckY+Pj/jg54wJ94cYOHAQ/fjjJnHdzBkzKK5BfVq+fDlVrlSR/Hx9RGEav24vvfgixURHUWhIMLVv11Y0/1S3efNmatyoIfn7+VJUZAQ9/XQfjSG5RQsXqi57uLvRkiVL6KmnulCAv58Y6jJlgUJdKU2+r19//ZXi4xqI++Jzu3XrFm3dupVq1awhznfgwAEaS+Tw8N5ro0fT62PHUnhYCSoZE01Lly4VgeOwYc9TSHAQValcSdwHAACYxp3cLN6c0dtvv02TJ0+me/fukdMGTKGhoaKJpbRx582aNWuKVYH5AxsK+gdxJkny77//0nfffUvffb9BVafTvVtXSkpOop+3/EJHjiZQgwZx1KF9O9UPx5YtW6jv033oqae6ivqiHTt3UcP4hgZf3unTplKfPk/T8RMnadCg/6NBAwfQuXPnivSWvDNzBi3++BPat/8AXbt2jZ7t348WLVpIq9espZ9+3kI7d+ygTz7+WOM2q1atFEN7h/48TK++OppGjXyF+vV7hpo1a05HE45Rx46daMjg53SuRQgAAPrbCliyOaPFixeLERsu9+FeSVy/pL45xZCcdrtxbhDFw0OVK1c2uflTcXb48GH65pu11LZdO42pi6tWfa0aRuMitlOnTlFS8i2RnWIffPihyErxujkvvvgizZk9i/o/+6yohTJUP6aub99nRPt49s6779LOnQVBzf8+/dTs5/HOu+9RixYtxPfDhg2nKVMm04V/L6r6VTz9dF/avWc3TZw0SeP83nr7bfH9m5Mn0/vvzxUB1IgRI8S+qdOm0WefLRHNxZo2bWr2OQEAgGvo1asXyY3ZEY4t2o07uy0//0zBQYGiUI0zSz169qTFix9nX3gsVr3m6FhCglhKJjJCs3M4T528dPGi+J6L3Ya/UBBomKqpVqf1pk2b0cmTRZt5VrduXdX3UdHRotZJvbkXL3545MhhjdvUqVNXoz6JO6PXqV1H4zaMh/cAAMA4V50lN336dJKbIqWELl68KJZK4eEe7slUo0YNGjNmDFWqVIlcUes2bejTT5eIYm5OH2oXdWvPZuPpkSVLlqTfdu/ROeTJzOkNYUhRG26qPwe+D+3nxPv4eei7ja7bSeeifTsAANDNVfswSY4ePaoRa8THx5PTBExcDNyjRw/Rs4eHbLiA+cCBA1SrVi366aefqEOHDuRqOCDiIUlTNYiLEw24eAiTG4Hqy/D89tsuev75502+3z8PHaLBgwc/vvznIapfv4HJtwcAAJCD//77jwYMGED79+9XJRJSUlLE0mzffPONmGQl+4CJ25K//vrrNHfu3EL7J02a5JIBk7m48RZ3GO3TuxfNmfu+KGi7ceMGbf3lF+rZq5foazV12nRRBF6pYiVRy8TDfdu2bqU3Jk7Ue7/ff/8dxTdsSE888QStXbNG1FN98eUyuz43AACwHlddS27YsGGixIWzS/wZybiLN+8fPnw4bd++Xf6z5Pjk+WS18ZM4e/astc6rWOPUIs+Oe/LJlvTC8GFUvVpVGjjgWbp85bKqzqd169a0/tvv6KefNou2BDy1/8/Dfxq83xkzZtL69euofr26Ysba16vXiBmMAADgnERrADcLNidtK/DHH3+ImfdSsMT4+48//lhc5whmZ5i4eJkLkrV7LvE+XvPF1Xz11QqD10+fMUNs2oKCgmjR4sVi04e7puvrnH4p8XKhfSVLlaJff7Us6uZALS9fc6XboUOHis3Q89JVj6XrHLXvGwAAQFu5cuU02vNIeLSldOnS5AhmZ5h4ijhPe3///fdFlMdrvfDw3EsvvST2g3NZsuRTMcOP2xzYG688zY89Z85suz82AIAzcNU+TPPmzaPRo0eLom+ulWb8PU8w44V5nSLDxB29OTvy0UcfiS6cjGeGzZgxg1577TVbnCPYCA/ZcSsDKZq3N/65kRp5Sv2oAABAM6vhbuHtndHQoUNFk+MmTZqoejxydom/5xIg3iT26gbuWZT6Gy765u3BgwdiHwdQ4FhFGepyVFpTwj/45swuBABwNfyZW9T2MNLtLTFnzhyaMmWKyOxwOyHGGZ+ZM2eK5a/u378vgpr//e9/Yra8tUiPJSdmB0yckeAXixsZcqB05coVWrZsmSgu7tixo23OEgAAAOzqyJEjIihSb2QsDZfNnz+fVqxYQVWrVqX33ntPzJDnWWzWSqAMGTLEpOO4JIjbDUitB2zJ7Gxdz549adWqVeJ7PsnGjRuL4Tnej7XkAAAArMfNCltR8GoUgwYNoi+++EKsGyvhhAlnf9566y0xKal27dq0cuVKMXy2du1asrfZs2fbbUjO7IDp2LFj9OSTT4rved2zmJgYkWXiIIoXywMAAADrsKilgFqX8LS0NI0tKyvL4OOOGjWKunbtKvoGqktMTBSNl9VHlLgGlZdN4ybW9iYVhMsyYOIoUkq5ceMojjB5AV5eTJUDJ3NwRopTfcHBwWLjZo5bt27VKPqSxm+lTXvRVn7TuZKeF3nljtvchZw7hAIAAEAB7owdEhKi2rg2SZ9169aJ5IiuY5KSksRXqWeghC9L1xVXZtcwcZHupk2bqHfv3mKZFC7+lhZU5aDHHGXKlBHjj1LhL6f1eGjv+PHjquKxzp0701dffaW6jbe3t8Z9jB07VizJwm8wL/Y6fvx46tatGyUkJIgFYAEAAJyZNToDXLt2TeMzWt/MZD6OC7w5IeLr62tyMblCobC4wLzYBUzTpk2jgQMHikCpXbt2IivE+MVt0MC8dcu6d++ucXnWrFki63To0CFVwMRvKg/76ZKamioKzr/++mtV2nD16tUikt65cyd16tTJ3KcHAABQ7JZGkUZyjOFkAydA1Be5zcvLo99//50++eQTUdjNOJvEi8hL+DbaWafixuwhub59+4qGg9xAatu2bar9HDwtWLCgyCfCbwhniR4+fKgKwtiePXtEB3GuxOemmfymqL+x3AlUfSyVe/twEZqhsVQextMez5V7y4BDl+7S5hPXxVd0ywYAAFvgz3JuZMyrd0gbr286aNAg8X3FihVFEmPHjh2q22RnZ9PevXvFwrjFmdkZJsYvlnbWh2fLFQW/MRwgZWZmUmBgIG3cuFG1/lmXLl3omWeeofLly4tCM26a2bZtWxEoceaJI1weolOv4DdlLJXHZbmHhDPYdvomvfPzWUpKzVTtiwnxpWndalLn2o+je2vivyQ+/PADOpaQQDdv3qQNP2ykXr162eSxAABAPn2YuEaZkw7quD44PDxctZ9LYXh2Gi+Rxht/z62GePTJ3ngSmp+fn10ey+FNQHkxPY5aeRjulVdeEb0XpEV8+/fvL6r0+U3i4TsuCP/nn39oy5YtBu/T2Fgqdyjn4Txp4zFbuQZLo9Yc0wiWWHJqptjP19sCZ/nq1a1Hiz/+xCb3DwAA5nX6tmSztokTJ4qgaeTIkSL7dP36dVGWY+0m1hcvXqS3336bBgwYoBpd4pGtM2fOqI755ZdfNIYGZZdhsibOEElF3/zCc6OsRYsW0eeff17oWH5RONt04cIFcZmzXJwK5E6j6lkmfmENpQY5OyX3pTh42I0zS7omTPI+Dgff/fksdagZQx7u1i2048webwAAAFwao44TErwcGm+2wkN8/DnUokULMerBNc5cnvPXX3/Rl19+Kdoa2ZvDM0y6skP6+kPcvXtXZIOkaJKL0ry8vDTGUnkI6fTp004/lnrk8r1CmSXtoOlmaqY4DgAAiift1jpF2ZzRm2++KTqI8+e7+uz4Nm3a0MGDBx1yTg7NMPH6NBxB8qw2XpeOi745kuWUG3cZ5ej16aefFgHS5cuXxfHcb4lbGjDuJTF8+HDRSoDHV8PCwmjChAlUp06dQs22nM2ttEyrHgcAAM7Hkm7d0u2d0alTp3R2Do+MjBTJE5cLmJKTk+m5554TWSEOfriJJQdLvCYNr1nHLxh3EOclWDho4shy/fr1GuOkPDOPF3Ht16+fuA1X+PP6Ns7egykq2NeqxwEAgPNx9OK7jhIaGipig9jYWI393KfRUQvHOzRg4h5K+nDVOzfGNIYba3388cdiK04aVQgTs+G4wFtXHRP/CvD1fBwAAEBxMnDgQJo0aRJ99913IujLz8+n/fv3i1GkwYMHO+ScZFfDBAW4kJtbBzDtvw+ky1O71bR6wTcAAMiHHGfJ2QMXeZcrV05kk7hEh9sNtWzZUtQn88w5R3D4LDnQj/ss/W9QnM4+TFNt2IeJfzj//fdf1eXLiYmi9QPXiPEPMAAA2IerDsl5eXnRmjVr6N133xXr2nGGiVcT4b5PjoKASeY4KOLWATwbjgu8uWaJh+FsmVniLu7t2rZRXR4/fpz4OnjIEPrqqxU2e1wAAAB13FmcNzlAwOQEODhqWjHcbo/XunVrLL8CACADrjpLrm/fvqI3I7cXUPfBBx/Q4cOHRW2TvTnr8CYAAIDLLL5ryeaM9u7dK1b60Na5c2fRyNIREDABAACArKSnp2s0rFSvbUpLS3PIOSFgAgAAkCl3crN4c0a1a9cWfRe1cYNrnjHnCKhhAgAAkClLh9WcdUhu6tSpYqUPXoC3bdu2Yt+uXbvom2++cUj9EkPABAAAALLSo0cP2rRpE82ePVsstMvNrHk1kJ07d1KrVq0cck4ImAAAAGTKTfmfJbd3Vl27dtVZ+O0oCJgAAABkylWH5OQIARMAAIBMuVlYuO2sGaa8vDxasGABffvtt3T16lXKzs7WuP7evXt2PyfMkgMAAABZmTlzJs2fP5/69etHqampNG7cOOrTpw+5u7vTjBkzHHJOCJicQX4e0eU/iE59X/CVLwMAQLHnqo0r16xZQ1988QVNmDCBPD09acCAAfTll1/StGnT6NChQw45JwRMcnduM7ktqk3uK7uR+w/DxVe+zPttZe6cOdSkcSMKCQ6imOgo6t27F50/f95mjwcAALq5asCUlJREderUEd8HBgaKLBPr1q0bbdmyxSHnhIBJ7sHSt4OJ0m5o7k+7WbDfRkHT3t/30isjR9GBg4fo1+07KDc3lzp36kgPHz60yeMBAACoK1OmDN28eVN8X7lyZdq+fbv4/siRI+Tj40OOgKJvucrPI7dtk4hIUahkz40UYq/btjdJUa0rkbuHVR9669ZtGpeXL/9KZJoSEhKoZcuWVn0sAADQz1XbCvTu3Vs0qmzSpAmNGTNGDMktW7ZMFIC//vrrDjknBExydfUAuWlnlrSCJkq7ToqrB4gqPGnTU5FSoWFhYTZ9HAAA0OTuVrAVlSW3daS5c+eqvu/bty+VLVuW9u/fL7JN3NTSETAkJ1cPkq17XBEpFAoaP34cPfHEE2JtHwAAAFuIi4uj+/fvi+/feecdysjIUF3HmSaeKeeoYIkhYJKroGjrHldEo199lU799RetWfuNTR8HAAD0D8lZ8p+zOHfunKpWltsKpKenk5xgSE6uyjUnRXCpggJvHn7TIiqb+PpyzW12Cq+NHk0//bSZ9uz9XRTgAQCAfblSp+/69evT888/L0Y0eHTjww8/FDPkdOH2AvaGgEmu3D1I0fl9MRtOFHirBU1SGbii81yrF3yL+1UoRLC0adNG+m33HoqNjbX6YwAAAKhbsWIFTZ8+nX7++Wdyc3OjrVu3ih5M2vg6BEygqUYPUvRbVTBbTr0APLhUQbBUwzZjua+OGkXffLOWNm76kYKCgkQ/DBYSEiJWjAYAAPvgP48tmyXnPKpVq0br1q0T33NHb54lFxUVRXKBDJMzBE3VuhbMhuMCb65Z4mE4G2SWJJ99tkR8bdumtcb+Zcu/oqFDh9rscQEAQJMrzpLLycmhwYMHixomBExgHg6ObNw6QF1efuGaKQAAsD9X7MPk5eVFP/74o0OG3QzBLDkAAACQlV69etGmTZtITjAkBwAAIFOuNEtOHTeofPfdd+nAgQMUHx9PAQEBGte/9tprZG8ImAAAAGRd9G3Z7Z3Rl19+SaGhoWJJLt60Z8khYAIAAACXl5iYKLvXABkmAAAAmXInN3K3YFyNbw/WgYAJAABAplx1SG7YsGEGr1++fDnZGwImAAAAkJX7ykV41XsznT59mlJSUqht27YOOScETAAAAHLloimmjRs3FtqXn59PI0eOpIoVKzrknNCHCQAAQOaNKy35r7hwd3en119/nRYsWOCQx0eGyQnk5efRsVvH6M6j2xThF0lxUXHkYcOlUQAAAOTo4sWLlJub63oB05IlS8R2+fJlcblWrVqiFXqXLl3EeOXbb79Nv/zyC126dEks/Nq+fXuaO3culSpVSnUfrVu3pr1792rcb//+/VUL+Dm7nVd20rwjcyk5I1m1L9o/miY2epPal29vk8fk9+TzzzTfl7enFrwvAABgRxY2rnTWBNO4ceM0LisUCrp58yZt2bKFhgwZ4noBU5kyZUQAxB092cqVK6lnz550/Phxcd2xY8do6tSpVK9ePVEANnbsWOrRowcdPXpU435GjBhB77zzjuqyn58fFZdgacLecaQgzbXdbmXcEvs/bDXfJkETv/az5zx+X1atXEm9e/WkhGPHRfAEAAD24aIlTMRxgPZwXGRkJH300UdGZ9AVy4Cpe/fuGpdnzZolshuHDh2i4cOH044dOzSu//jjj6lx48Z09epVKleunGq/v78/xcTEUHEbhuPMknawxHgfj0vPO/I+tSnbxurDc9rvy3uzZtFnnxW8LwiYAADsyEUjpi1btoiskrQkCo948Npy5cuXJ09PT9cu+s7LyxPDaA8fPqRmzZrpPCY1NVW0ROd26erWrFlDERER4sN8woQJ9ODBA3J2XLOkPgynK2hKzkgSxzn6fQEAALD24rtff/21+J5bCTRt2lRkl3g/J1Zcsuj71KlT4oM4MzOTAgMDxVTCmjVrFjqOr3/zzTdp4MCBFBwcrNo/aNAgio2NFRkm7tEwefJkOnnyZKHslLqsrCyxSdLS0khuuMDbmscV5X1p0fzx+7LhB93vCwAA2I6lM92cdZbcsWPHVLPhvv/+e4qOjhbDdBs2bBC1zq+88orrBUzVqlWjEydOiAiSXwgu5uIibvUPZy4Af/bZZ0UPhk8//bRQ/ZKkdu3aVKVKFWrYsKF4sePi4nQ+5pw5c2jmzJkkZzwbzprHFeV9OXa84H35YcMGen7oENq9R/N9AQAA23KzsOjbooJxB8rIyKCgoCDx/fbt26lPnz6ijokzTVeuXHHNITlvb29RXMxBDgcyXOC9aNEijWCpX79+YiE+zhqpZ5d04SDJy8uLLly4oPcYzkLx8J60Xbt2jeSGWwfwbDh9fx3w/mj/GHGcrd+X2cr3ZbHa+wIAAGAr/PnDNUv8+fzrr79Sx44dxf5bt24ZjQOKbcCkjYu8pOEyKVji4Gfnzp0UHh5u9PZnzpwRtytZsqTeY3x8fMQLrr7JDRdyc+sAph00SZcnNppkt35M4n3JfjyMCQAA9qv5tmRzRtOmTRM1yRUqVKAmTZqoamg529SgQQOHnJNDh+SmTJkievuULVtWFGpzcfGePXto27ZtojFV3759xdDazz//LIqPk5KSxO3CwsJEBoQbWHHB91NPPSWKvs+ePUvjx48XL2aLFi3I2XHLAG4doN2HKUr0YZpksz5Mb02ZQp3V3pf1yvfll63bbPJ4AACgh4vOkuvbty898cQTovcSj3BI2rVrR71793a9gCk5OZmee+458YJwY8q6deuKYKlDhw5iCuHmzZvFcfXr19e43e7du0XDSg6adu3aJYbw0tPTxQd8165dafr06eThUTw6YXNQxK0D7Nnpm9+XIYM13xcOlvh9AQAAsAeezKXdMohbCzmKQwOmZcuW6b2O03A8DGQIB0jaXb6LIw6OGsU0stvjfWngfQEAAPtx1VlycuTwWXIAAACgm6vOkpMj2RV9AwAAAMgNMkwAAAAy5aI137KEgAkAAECuEDHJBgImAAAAmULRt3yghgkAAADACARMAAAAMp8lZ8lmDl6irFGjRmIdt6ioKOrVqxedP39e4xhu+TNjxgwqVaoU+fn5ib6IvMpGcYeACQAAQKbsvTQK9zYcNWoUHTp0SKzfyqtu8DpuDx8+VB0zb948mj9/Pn3yySd05MgR0VySGxvzyhDFGWqYAAAAQODVNtR99dVXItOUkJBALVu2FNmlhQsX0ltvvUV9+vQRx6xcuZKio6Np7dq19NJLLxXbVxIZJiegyMujjMOHKW3LFvGVLwMAgAuwUoopLS1NY5MWuTcmNTVVtYYrS0xMFOu6ctZJfUH7Vq1a0YEDB6g4Q8Akcw+2b6dL7dvTtSFD6OaECeIrX+b9tjJzxgzycHfT2EqV1FzPBwAA7DdLzpL/pKXEeG1QaeNaJWM4mzRu3DixCG7t2rXFPg6WGGeU1PFl6briCkNyMsZB0Y2xY/mnVmN/bnKy2F9q4UIKUovyralWrVq0fcdO1eXispgxAIArunbtGgUHB2tkhYx59dVX6a+//qJ9+/YVus5Nq5qcgyvtfcUNAiaZ4mG3W/wXgK4FiHmfm5u4PrBdO3KzQTDj6elZaJVoAABwzrXkOFhSD5iMGT16NG3evJl+//13KlOmjGq/9LnA2aSSJUuq9t+6datQ1qm4wZCcTD1KSKBcQ+lNhUJcz8fZwoULF6hM6VJUqWIsDRjwLF26dMkmjwMAAPKZJceZIs4s/fDDD/Tbb79RbGysxvWxsbEiaOIZdJLs7Gwxu6558+bF+q1Ehkmmcm/ftupx5mjcpAmtWLmKqlatSsnJyTR71nv0RIvmdOr0GQoPD7f64wEAgDxwSwGe7fbjjz+KXkxSXVJISIjoucTDbmPHjqXZs2dTlSpVxMbf+/v708CBA6k4Q8AkU56RkVY9zhxdunRRfV+nTh1q1qwZValciVatXEmvjxtn9ccDAAB5rCW3ZMkS8ZWbUWq3Fxg6dKj4fuLEifTo0SMaOXIk3b9/n5o0aULbt28XAVZxhoBJpvzi48kzJkYUeOusY3JzI8/oaHGcrQUEBFDtOnXEMB0AABTfteR4SM7ofbq5iU7fvLkS1DDJFBdyR02erLyg9QOvvMzX26LgWxv36/j73DmNAj8AACh+S6OAfgiYZIxbBnDrAM4kqePLtmwp8MaECaKAjxuU/fnnn/TMM31Fo7PBQ4bY5PEAAADkDkNyMsdBEbcOELPmbt8WNUs8DGfLzNJ/1/+jQQMH0J07dygyMpKaNG1KBw4eovLly9vsMQEAwOElTGAAAiYnwMGRf+PGdnu8b75ZZ7fHAgAAAxAxyQaG5AAAAACMQIYJAABApuw9Sw70Q8AEAAAgV5bOdEO8ZDUYkgMAAAAwAhkmAAAAmULNt3wgYAIAAJArREyygYAJAABAplD0LR+oYQIAAAAwAhkmAAAAmbJ0PTisJWc9yDA5gfx8BV3/5z5dOJIkvvJlW/r999+pR4/uVKZ0KfJwd6NNmzYVWs165owZ4voAfz9q26Y1nTlzxqbnBADgyiVMlmxgHcgwydyl47do37cX6GFKlmpfQKgPPdGvClVsEGWTx3z48CHVq1uPhg59np7p+3Sh6z+YN48WLJhPy79aQVWrVqVZs96jTh070Lm/z1NQUJBNzgkAAMCREDDJPFj6denpQvs5eOL9nV6sbZOgqUuXLmLThbNLixYtpClT3qI+ffqIfStWrKSSMdG0du1aeumll6x+PgAALguz5GQDQ3IyxcNunFkyZP93F2w+PKctMTGRkpKSqEPHjqp9Pj4+1LJVKzp48IBdzwUAwFVmyVnyH1gHAiaZuvlvisYwnC7p97PEcfbEwRKLjo7W2B8dFa26DgAAoLjBkJxMZaRmWfU4a3PTmnrBQ3Xa+wAAwMJ/ay2c6YZ/lYtJhmnJkiVUt25dCg4OFluzZs1o69atGh/CM2bMoFKlSpGfnx+1bl14NlZWVhaNHj2aIiIiKCAggHr06EH//fcfOTv/EB+rHmctMTEx4qt2NunW7VuFsk4AAGAZzJKTD4cGTGXKlKG5c+fS0aNHxda2bVvq2bOnKiiaN28ezZ8/nz755BM6cuSI+LDu0KEDPXjwQHUfY8eOpY0bN9K6deto3759lJ6eTt26daO8vDxyZiUrh4rZcIYElvARx9lTbGyseB927tih2pednU2/791LzZo1t+u5AAAAuETA1L17d3rqqafE1PSC6emzKDAwkA4dOiSySwsXLqS33iqYjVW7dm1auXIlZWRkiNlYLDU1lZYtW0YfffQRtW/fnho0aECrV6+mU6dO0c6dO8mZubu7idYBhrR4poo4zto46Dxx4oTY2OXERPH91atXxbDbmDFjac6c2SJQPX36ND3//FDy9/engQMHWv1cAABcmdS40pINilnRN2eEOEvEPYB4aE6ajdVRazZWq1at6MCBgtlYCQkJlJOTo3EMD99xcCUdowsP46WlpWlscsQtA7h1gHamiTNLtmopwDjbFx/XQGxs/Phx4vvp06eJy29MnCiCpldHjaTGjRrSjevXaduv29GDCQDA6jAoJxcOL/rmbBAHSJmZmSK7xFmLmjVrqgKeQrOxoqPpypUr4nsOqLy9valEiRKFjjE0Y2vOnDk0c+ZMcgYcFFWoFylmw3GBN9cs8TCcLTJLEq4VyzPQroCzTNNnzBAbAADYDpZGkQ+HB0zVqlUTwz0pKSm0YcMGGjJkCO3du9ei2VjGjpk8eTKNGzdOdZkzTGXLliW54uCodFXNoBAAAABcaEiOM0SVK1emhg0bisxPvXr1aNGiRfpnY916PBuLj+GC4/v37+s9Rhce2pNm5kkbAACA3GBATj4cHjDpyg5xjZE0G2uH1mwszj41b14wGys+Pp68vLw0jrl586YoRJaOAQAAcFYo+pYPhw7JTZkyRaxZxsNh3CqAi7737NlD27ZtE0Nq3DJg9uzZVKVKFbHx9+qzsUJCQmj48OE0fvx4Cg8Pp7CwMJowYQLVqVNHzJoDAAAAcPqAKTk5mZ577jmRFeLgh5tYcrDEvZbYxIkT6dGjRzRy5Egx7NakSRPavl1zNtaCBQvI09OT+vXrJ45t164drVixgjw8PBz4zAAAACxn6XpwWEvOetwUPAbm4rjomwO25LupheqZsjIz6frVRKoQG0u+vr4OO0dXxbMnuQ9U6XKx5IPXHwBk8pkRHR4iegHaqgZW+lz659odCrLgMR6kpVHVshE2PVdXIbsaJgAAAAC5cXhbAQAAADA8S66o0OjbehAwAQAAyBQaV8oHhuQAAAAAjEDA5ATy8/Po2pm/6O/9e8VXvmxLv//+O/Xo0Z3KlC5FHu5utGnTJo3rebFd3q++NW/W1KbnBADgyrPkLPkPrANDcjJ34fAB2rNiKaXfu6PaFxgWQa2HvkhVGtumOScvgFyvbj0aOvR5eqbv0zqP6dS5My1f/pVGx3YAALAyFDHJBgImmQdLP8+fXWg/B0+8v9u4KTYJmriZKG+G8PIy0vI1AABgG4iX5ANDcjLFw26cWTJkz8qlNh+e02fvnj0UEx1F1atVpRdHjBDr9wEAABRXCJhk6vq5MxrDcLqk370jjrO3zp270Ner19DOXb/RBx9+REePHqH27dqKNQABAMB6sJacfGBITqYepty36nHW1L9/f9X3tWvXpoYNG1JshfK0ZcsW6tOnj93PBwCg+LK0cBtF39aCDJNMBYSWsOpxtlSyZEkqX748/XvhgqNPBQAAwCYQMMlU6Rq1xGw4QwLDI8Rxjnb37l26du0axZQs6ehTAQAoVjAkJx8ImGTK3d1DtA4wpPWQF8Vx1paenk4nTpwQG+PFb/n7q1eviuvemDCBDh48SJcvX6Y9e/ZQzx7dKSIignr37m31cwEAAJADBEwyxi0DuHWAdqaJM0u2ainAjh49SvFxDcTGxo8fJ76fPn0aeXh40KnTp6h3r55ihtzzQ4dQlapVaf+BgxQUFGST8wEAAHA0FH3LHAdFlRo2EbPhuMCba5Z4GM4WmSVJ69atKS9foff6bdt+tdljAwDAY1hLTj4QMDkBDo7K1qrr6NMAAAA7s3R5EyyNYj0YkgMAAAAwAhkmAAAAmcKQnHwgYAIAAJAprCUnHwiYAAAA5AoRk2yghskYZa2dQqF/1hjYjup1R3d/AABwIGSYjL1Anl7ia0ZGBvn5+dnjPQE1/Lqrvw8AAK4Es+TkAwGTEdyoMSgklG7fuiUu+/v7kxtX4YHNM0scLPHrzq8/vw8AAK4GRd/ygYDJBBFRMeKrFDSB/XCwJL3+AAAAjoKAyQScUYqMLklhEVGUm5tDhHIm23MrGIZDZgkAXBlqvuUDAZMZ+MMbH+AAAFDcI6ZPP/2UPvjgA7p58ybVqlWLFi5cSE8++SS5MsySAwAAAJX169fT2LFj6a233qLjx4+LQKlLly509epVl36VEDABAADIfJacJf+Za/78+TR8+HB64YUXqEaNGiK7VLZsWVqyZAm5MgRMAAAAMp8lZ8lmjuzsbEpISKCOHTtq7O/YsSMdOHCAXBlqmNSaIz5IS3P0+wEAADInfVbYo6FxmoWfS9Ltte/Hx8dHbNru3LlDeXl5FB0drbE/OjqakpKSyJUhYOIf/gcPxItRObaso98PAABwos+OkJAQm9y3t7c3xcTEUBUrfC4FBgaKITV106dPpxkzZui9jXa/QYVC4fI9CBEwEVGpUqXo2rVrFBQUJLsfCP6rgH/Q+fyCg4PJWeF5yEtxeT+K03PB83Ce94ODBw6W+LPDVnx9fSkxMVEMkVlKV7CjK7vEIiIixGxw7WzSrVu3CmWdXA0CJi7kcnenMmXKkJzxL6wzfxhI8Dzkpbi8H8XpueB5OMf7YavMknbQxJs9cWYrPj6eduzYQb1791bt37FjB/Xs2ZNcGQImAAAAUBk3bhw999xz1LBhQ2rWrBktXbpUtBR4+eWXXfpVQsAEAAAAKv3796e7d+/SO++8IxpX1q5dm3755RcqX768S79KCJhkjseZuThP33izs8DzkJfi8n4Up+eC5yEvxeX9KKqRI0eKDR5zU9hjXiQAAACAE0PjSgAAAAAjEDABAAAAGIGACQAAAMAIBEwAAAAARiBgcgBe8blu3bqqhmjc52Lr1q2q67kOn1vWcxdZPz8/at26NZ05c0bjPrKysmj06NGiK2tAQAD16NGD/vvvP9k8j5ycHJo0aRLVqVNHnB8/l8GDB9ONGzc07oOfG3egVd+effZZ2TwPNnTo0ELn2LRpU6d6P5j2c5C2Dz74QFbvh7Y5c+aI8xg7dqzT/Y4Yeh7O9Dti7P1wlt8RY8/DWX9HwE54lhzY1+bNmxVbtmxRnD9/XmxTpkxReHl5KU6fPi2unzt3riIoKEixYcMGxalTpxT9+/dXlCxZUpGWlqa6j5dffllRunRpxY4dOxTHjh1TtGnTRlGvXj1Fbm6uLJ5HSkqKon379or169cr/v77b8XBgwcVTZo0UcTHx2vcR6tWrRQjRoxQ3Lx5U7XxbeX0fgwZMkTRuXNnjXO8e/euxn3I/f1g6ufP2/LlyxVubm6Kixcvyur9UHf48GFFhQoVFHXr1lWMGTNGtd9ZfkcMPQ9n+h0x9Dyc6XfE2PNwxt8RsB8ETDJRokQJxZdffqnIz89XxMTEiA8ESWZmpiIkJETx2Weficv8y8kfhOvWrVMdc/36dYW7u7ti27ZtCjk8D33/SHGMfuXKFY1/fNT/wZIL9efBHwY9e/bUe6yzvh/8nNq2bauxT07vx4MHDxRVqlQRH7Dq5+VsvyP6noez/Y4Yeh7O9Dtizvsh998RsC8MyTlYXl4erVu3jh4+fCiGUHixRV70sGPHjqpjuHFaq1at6MCBA+JyQkKCSOerH8PpfO7GKh3j6OehS2pqqkhfh4aGauxfs2aNSNPXqlWLJkyYIBa1dBR9z2PPnj0UFRVFVatWpREjRoiFKCXO+H4kJyfTli1baPjw4YWuk8v7MWrUKOratSu1b99eY7+z/Y7oex7O9jti7Hk4y++Iqe+HM/yOgH2h07eDnDp1SnyQZWZmUmBgIG3cuJFq1qyp+sdDe1VovnzlyhXxPX9Y8AKJJUqUKHSM9grTjnoe2vj6N998kwYOHKixkOWgQYMoNjaWYmJi6PTp0zR58mQ6efKkWOhRLs+jS5cu9Mwzz4hlAfjDeurUqdS2bVvxIcAf1M74fqxcuZKCgoKoT58+Gvvl8n5wsHfs2DE6cuRIoeuk19QZfkcMPQ9n+h0x9jyc5XfEnPdD7r8jYH8ImBykWrVqdOLECUpJSaENGzbQkCFDaO/evarr+a9MdTx8qr1PmynH2Ot5qH9I81+WXBSZn59Pn376qcbt+S9RCf+1WaVKFbHgI/+jFhcXJ4vnwesqqZ8jnx9/MPBfn9r/mDrD+8GWL18u/uHXXgldDu/HtWvXaMyYMbR9+3aDK7XL/XfE1Och998RU56HM/yOmPN+yP13BBzEzkOAoEe7du0UL774oigu5LeFiyLV9ejRQzF48GDx/a5du8Qx9+7d0ziGCxinTZsmi+chyc7OVvTq1Uuc2507d4zenutTtGsd5PA8tFWuXFlVQ+NM7wf7/fffxfmeOHFClu/Hxo0bxfl5eHioNr7Mxbf8/b///usUvyPGnodU7Cz33xFTn4fcf0fMeR5y/x0Bx0ANk0zwX1o87VZK9aqnd7Ozs0WWoHnz5uJyfHw8eXl5aRzDK0pzelg6xtHPQ/qruV+/fnThwgXauXMnhYeHG709Tw3n25UsWZLk8jy08Sre/NeqdI7O8n5Ili1bJs65Xr16snw/2rVrJ4YWOVMmbfwXPP+1z99XrFjRKX5HjD0PDw8Pp/gdMeV5OMPviDnPQ+6/I+AgDgrUXNrkyZPFXzCJiYmKv/76S0z/5tki27dvF9fzX2U84+eHH34QU6YHDBigc8p0mTJlFDt37hR/afNMDntP0TX0PHJycsRf/HyO/Fea+hTcrKwscXvOFMycOVNx5MgRcR88Jb569eqKBg0ayOZ58Iya8ePHKw4cOCCu3717t6JZs2ZierQzvR+S1NRUhb+/v2LJkiWFbi+X90MX7ZlJzvI7Yuh5ONPviKHn4Uy/I4aeh7P/joDtIWBygGHDhinKly+v8Pb2VkRGRophE/UPNU7xTp8+XUyd9vHxUbRs2VJ8KKh79OiR4tVXX1WEhYUp/Pz8FN26dVNcvXpVNs+D/zHheFzXxv+gMj5ffm78HPg+KlWqpHjttdcK9W9x5PPIyMhQdOzYUezntHu5cuXEFGrt11ru74fk888/F+enq2+MXN4PUz7YnOV3xNDzcKbfEUPPw5l+R0wJmJz1dwRsz43/56jsFgAAAIAzQA0TAAAAgBEImAAAAACMQMAEAAAAYAQCJgAAAAAjEDABAAAAGIGACQAAAMAIBEwAAAAARiBgAgDZuHz5sliMlbf69eubdduhQ4eqbrtp0yabnSMAuCYETADFUOvWrWns2LEkJ+YEMryu2q5duzTW63r66aepQoUK4n4WLlxY6DaLFi0S65MBANgCAiYAkB1ehFZ9IdqMjAyx6O7cuXPFwru6hISE6L0OAMBSCJgA7OCnn36i0NBQys/PF5d5dXTOlLzxxhuqY1566SUaMGCA6vKBAweoZcuW5OfnR2XLlqXXXnuNHj58qLr+008/pSpVqpCvry9FR0dT3759VUNTe/fuFRkXaYiKh7qMOXv2LD311FMUGBgo7u+5556jO3fuqK7ftm0bPfHEE+J5cDDTrVs3unjxour67OxsevXVV8Wq7XxOnA2aM2eOuI6/Z7179xbnI102VaNGjeiDDz6gZ599lnx8fMy6LQCANSBgArADDnwePHhAx48fF5c5oImIiBBfJXv27KFWrVqJ70+dOkWdOnWiPn360F9//UXr16+nffv2iYCEHT16VARQ77zzDp0/f14EM/wYjAOlZs2a0YgRI8QQFW8ccBnCx/Bjc90Q3zffX3JyMvXr1091DAdr48aNoyNHjojhMnd3dxEASUHg4sWLafPmzfTtt9+Kc1q9erUqMOLbsK+++ko8lnQZAMBZeDr6BABcAQ8XcTDCQVF8fLz4+vrrr9PMmTNFIMXByD///CNqjxhnUwYOHKiqQ+JMEgckHNQsWbKErl69SgEBASLLExQUROXLl6cGDRqoHsvb25v8/f1NHqLi+4yLi6PZs2er9i1fvlwEWnxeVatWFTVE6pYtW0ZRUVEiM1W7dm1xTnyenIXiLBKfkyQyMlJ85ewUhs0AwBkhwwRgJxwMcaCkUCjojz/+oJ49e4pAgzNHu3fvFsNg1atXF8cmJCTQihUrxPCYtHHGibM5iYmJ1KFDBxGQcF0PD52tWbNG1PkUFT8en4P640nnIg278VcO4vgxg4ODKTY2VuznQEkaCuShxmrVqons1/bt263wqgEAyAMyTAB2DJg4K3Py5EkxnFWzZk2RMeJhufv376uG4xgHRlzTxIGHtnLlyokM0rFjx0QAxoHJtGnTaMaMGWKoi7M45uLH6969O73//vuFruOaJMbXc8bpiy++oFKlSonbcMDHtUuMM1QczG3dulXMcuPhvPbt29P3339v9vkAAMgNAiYAO9cx8ZR4Do542Iq/cmE0B0xjxoxRHcvBB0+lr1y5st778/T0FAEJb9OnTxeB0m+//SbqnjigysvLM/nc+PE2bNggao74frXdvXuXzp07R59//jk9+eSTYh9nxrRx5ql///5i4yL0zp0707179ygsLIy8vLzMOicAADnBkByAneuYuBhaqlXiIIozRer1S2zSpEl08OBBGjVqlBjmunDhgiioHj16tLj+559/FjVNfN2VK1do1apVIuPDw2GMA58///xTzI7jmW5SYbY+/Dgc2PAsvcOHD9OlS5dE5mrYsGEiyClRooSYGbd06VL6999/RWDGBeDqFixYQOvWraO///5bPJ/vvvtO1CtJGS8+Jy4WT0pKEgGiOTiLxc+VN/7++vXr4ns+FwAAu1AAgN2MHz9ewb92p0+fVu2rV6+eIjIyUpGfn69x7OHDhxUdOnRQBAYGKgICAhR169ZVzJo1S1z3xx9/KFq1aqUoUaKEws/PT1y3fv161W3Pnz+vaNq0qbiOHy8xMdHouf3zzz+K3r17K0JDQ8Xtqlevrhg7dqzqvHbs2KGoUaOGwsfHRzzenj17xH1v3LhRXL906VJF/fr1xbkGBwcr2rVrpzh27Jjq/jdv3qyoXLmywtPTU1G+fHmd58Dnyfd5/Phxnfu1N34NtKmfEwCAtbjx/+wTmgEAGMYZMS4m5/YL5i6NIuGhzo0bN1KvXr3wcgOA1WBIDgBkp3nz5mIzx8svvyxm9wEA2AIyTAAugIMJrp3S5f/+7//os88+IznIzc1VdSXnjt7GGm6qu3XrFqWlpalm9nGfKgAAa0HABOAC1IMJXTPbuAElAADoh4AJAAAAwAjUMAEAAAAYgYAJAAAAwAgETAAAAABGIGACAAAAMAIBEwAAAIARCJgAAAAAjEDABAAAAGAEAiYAAAAAMuz/AWrRdJlnzsw5AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frame=42\n", "Precip[frame].plot(cmap=\"Blues\")\n", "points = {\n", " threshold:plt.plot(ft.west_east, ft.south_north, \"o\")[0]\n", " for threshold, ft in Features[Features.frame==frame].groupby(\"threshold_value\")\n", "}\n", "plt.legend(list(points.values()), list(points.keys()), title=\"Precip [mm]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Segmentation:**\n", "\n", "Segmentation is performed based on a watershedding and a threshold value:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.293382Z", "iopub.status.busy": "2026-02-02T20:14:45.293279Z", "iopub.status.idle": "2026-02-02T20:14:45.295180Z", "shell.execute_reply": "2026-02-02T20:14:45.294744Z" } }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for segmentation step:\n", "parameters_segmentation={}\n", "parameters_segmentation['method']='watershed'\n", "parameters_segmentation['threshold']=1 # mm/h mixing ratio" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.296456Z", "iopub.status.busy": "2026-02-02T20:14:45.296361Z", "iopub.status.idle": "2026-02-02T20:14:45.794974Z", "shell.execute_reply": "2026-02-02T20:14:45.794546Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting segmentation based on surface precipitation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "segmentation based on surface precipitation performed, start saving results to files\n", "segmentation surface precipitation performed and saved\n" ] } ], "source": [ "# Perform Segmentation and save resulting mask to NetCDF file:\n", "print('Starting segmentation based on surface precipitation')\n", "Mask, Features_Precip = tobac.segmentation_2D(Features, Precip, dxy, **parameters_segmentation)\n", "print('segmentation based on surface precipitation performed, start saving results to files')\n", "Mask.to_netcdf(savedir / 'Mask_Segmentation_OLR.nc', encoding={\"segmentation_mask\":{\"zlib\":True, \"complevel\":4}})\n", "Features_Precip.to_hdf(savedir / 'Features_Precip.h5', 'table')\n", "print('segmentation surface precipitation performed and saved')\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.796250Z", "iopub.status.busy": "2026-02-02T20:14:45.796143Z", "iopub.status.idle": "2026-02-02T20:14:45.939026Z", "shell.execute_reply": "2026-02-02T20:14:45.938578Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qIvap7f9MOCD5bVO8E1HoM9O97T6YqJfJKdYVUZFXzqxVvsr674M/T7aZ/bToxKlXRPIMYFBIPH1aKlUoY/9bk12QSUeQ/s32XyWvF891JjFR2tWuro/HrHp40bMxl89KXI17RaJis/5AyRflyM5Z/A6FUqA+fvx4GTVqlAwaNEimTJmi69IqQ5k4caI88cQT+nOzZs1k1apVTrf36tVL5s+f7/Fzm+dBkF6AgTpR2KlXwHawfjDJusLhn574+OwNrrwJ3BmnB5ecKq1EkJ4vP5NO5IWoWInwIlDnlPchFqhv2LBB3nrrLaldu7bT+sOHDztd/+abb6Rfv37SvXt3p/X9+/eX5557zn49d+7c2bzHRERERCEKx5TeHFhyuF/oBOpJSUly5513yttvvy0vvPBCqvomR59//rk0b95cKlas6LQ+T548qbYlIvKUKSGpcnXgZc/dYSY9+23/77RTZrB2IWuGmu89hYWISOvizf3JJ/z+Tg4cOFA6dOggrVq1Sne7o0ePyuLFizWj7mru3LlStGhRqVGjhgwbNkxH1xMRERERBTO/ZtRRR75582YtfcnInDlzdCBOt27dnNYjG1+hQgXNqP/yyy8ycuRI2bZtmyxbtizNx7pw4YIuxunT1swJERGFN5NJv5xszaVfSk7Ryy3HT+lltG2gce3CrAGnEIZTR16VvrD2JegDdbSpwsDRpUuXejSq/N1339Wg3HVb1KcbNWvWlMqVK0uDBg30AKBevXppDlwdO3asD14FERGFEjNQ9/zlZL1MPH9ZL3PHRFkvY62X245bA/o6RRiwUwhi6UvA8Fvpy6ZNm+TYsWNSv359iY6O1gXdW6ZNm6Y/Jydb/5GENWvWyK5du+T+++/P8HERnMfExMju3bvT3AZZ91OnTtkXHDQQEREREQUSv2XUW7ZsKTt27HBad++990q1atXkySeflKgoa9YCZs6cqQF9nTp1MnzcnTt3yqVLl6RUqVJpbhMXF6cLERGRO6b05dhZa5lkbJQ1r1U0t7VlXYHcMU6lMiyFoZDC0peA4bdAHfXmKFVxlDdvXilSpIjTetSPf/zxx/Lqq6+meow9e/boQNL27dvrYNJff/1Vhg4dKnXr1pUbb7wxR14HERERUWjxsuuL/3uVhAy/t2f0ZMCpxWKR3r17p7otNjZWVqxYIVOnTtU2j2XKlNEOMqNHj3bKyIdqDaUjjtsgouz89yZc/o0xrzM6yvqDmaT24KmLennRNrjUDCqNirRm1omIQj5QX7lyZap1DzzwgC7uIDB3nZWUiIiIiLzA0peAEVCBOmU+k05ElJ3/3uCMplVEWGXWY6Otp+6L5LLWpP931trg4PgZaxeYQrkuO3WBYa06hRR2fQkYDNSJiIiI6Apm1AMGA/UgEi6ZLCIKnH9vLGF6ttKsi4m0ZtaL5bX+uUy6mOx0e4o585Aje0pE4YaBOhERERFdwdKXgMFAPQdFbfrZbfbGZK6S69+Qk7tDRJShyDA9lWdq880/17mjrbXoeWOinS5NV5jwfJcoZLH0JWAwUCciIgohK0+flVyWrLcoPp941qf7Q0RZx0A9B0TaMulmprtkW1FjhC0VE2NSMkRElOPcnTQwmfQo27/PeaKtfy5joq3Xc8dEOXWHqVWoQM7sLFFOYOlLwGCgTkREREQupS9ezC4apiVz2YGBejaydwWwTmQnl2yZ9GRbZt0+nx0z6kREAVmbbzLmMVG2f7dt12OjIp22Y1xCRNmBgXoOss1ILZG2U6fmlOrl+tdb1+fkzhARUSqmhGXbf6f0MsL2L7MphYl2SayYUsZt/53WyzqFWQJDIQDfc2+SiExA+gwDdSIiIiK6gjXqAYNJ3BzoboQzpFhwChVLnG2RBg11wanTcG2BRkQUiP9um3+Xo6OsS4xtwZlQLChtxHLxcoouKGnEsv2/07qEm9WrV0vHjh2ldOnSEhERIYsWLUrV7nLMmDF6e+7cuaVZs2ayc+dOt4+Fbdu1a5fqcVauXKnr3C0bNmxIc9/uueeeVNs3atTIh6+eKPswUCciIiKvnDlzRurUqSPTp093e/vEiRNl0qRJejuC6pIlS0rr1q0lMTEx1bZTpkzRYNpVkyZN5PDhw07L/fffL+XLl5cGDRqku39t27Z1ut/XX3/txasNoyNWbxbyCZa+5ADXiYzMIFPXCTUibFNm8PtNRORftW215q4T1O04Yc2Wp9huQDZdt7PdHmHrlGFuD5ezpciAY3EHf+sQfD/11FPSrVs3XTdnzhwpUaKEzJs3Tx588EH7ttu2bdOAHsF8qVKlnB4nNjZWA3zj0qVL8sUXX8gjjzziNrB3FBcX53RfygBLXwIGM+pERESUyunTp52WCxcuZOldSkhIkCNHjkibNm2cAuemTZvKunXr7OvOnj0rvXv31qy7J0E1gvR///1XS1sygrKZ4sWLS5UqVaR///5y7NixLL2WsMGMesBgoO4HFtt/REQUXPGKqU1HxtxxuZycogu6wGDZcSJRF7N9MCpTpozEx8fbl/Hjx2fpcRCkAzLojnDd3AaPP/64lrd07tzZo8edOXOm3Hrrrbqf6UGmf+7cufLdd9/Jq6++qtn6Fi1aZPnAgygnsfSFiIiIUjlw4IAUKFDAKQvuDdfyFJTEmHXIjiOQ3rJli0eP9ffff8uSJUvko48+ynDbXr162X+uWbOm1rOXK1dOFi9ebC/FIdcPK9LLCY+YB/YVvpN+YLoJREbaFtt1jr8gIgpMrpn0yynWBW3UsSSnWBdzu8UsQXwGFUG645LVQN2UsThmzwHlJybLjiB9z549UrBgQYmOjtYFunfvrh1iXM2aNUuKFCkinTp1yvT+oPYdgfru3buz9HrCAktfAgYDdSIiIso2FSpU0GB92bJl9nUXL16UVatWaakLjBgxQrZv3y5bt261LzB58mQNyh3hAAjr7r77bomJsc/x7bHjx4/r2QLXwapEgYiBOhERkYcstiUF2XTbrKROCUjbfwbq1H89mboFYahJSkpyCrAxgBQ/79+/X8tbBg8eLOPGjZOFCxfKL7/8ogNA8+TJI3369NHtEcijLMVxgbJly2qg7wjZdzx+v3793O5LtWrV9HnMfg0bNkzWr18ve/fu1UGl6PdetGhR6dq1aza/KyFQ+uLN4ode/BcuXJBHH31UP9+8efPqGReUSQUzBupERETklY0bN0rdunV1gSFDhujPzz77rF4fPny4BusDBgzQGvGDBw/K0qVLJX/+/Jl+LgwiRSb+2muvdXv7rl275NSpU/pzVFSU7NixQweoouNL37599RKBe1aeO2z4ofTFF734Bw8erAdp8+fPl7Vr1+qB2m233SbJyckSrCIsppl3GEPbKYxoP3r8lNPAGSIiIjB/KbcctwaA5y9a//CjTh0wWylg9mnH67g4k3haWlUuq8Fjdv6NMX/Lntu2S3J5EYSeT0yUZ+tUzfb9pcBjvkNxrcZJRHSuLD+O5fJ5ubB8VJa/Q8ioI+Du0qWL9fEsFs2kIxB/8skn7dlzjHGYMGGC9uLHcxUrVkzef/99+wDiQ4cOaVcgTHCFDkHBiBl1IiIiT/9oRliX6KgIXRCQY0FYHuFQEmNfbINNiYKLt2Uvvg0vEzzoxb9p0yadBMtxGwT3KKNy7NcfbNiekYiIiIiu8LYNne2+yNA7QnCdle5BR9Lpxb9v3z77Npi9tlChQqm2ce04FEwYqBMREWXAxCym77cpbUFLRjBVpCZ5br+0tWnMSXcV2Cf58+fN8v0TI86ItbKcyDuuk1GNHj1aB4RmRy/+tHiyTSBjoE5ERERELhl1byY8ivDppFklHXrxO7bVdOzFj23Q9vPEiRNOWXVsY9qABiPWqBMREXnI1KKbiepca9VNDfuVxbodUTi2Z/TVpFkVPOjFX79+fe2r77jN4cOHtR1oMAfqzKgTERERkc9r1DMDrRT//PNP+3XTi79w4cLaT9/04q9cubIu+NmxFz+61aC3/tChQ3XWWtwPPfRr1aolrVq1CtpPl4E6ERFRFuOQaFutusV2GeFyu2bUbbcRUfq9+Js3b26/jl78gN73s2fP1l78586d0178KG9p2LBhql78mMk2Ojpaevbsqdu2bNlS74t++sGKfdTZR52IiDy0/T9rF4sUM3jUNk7UDBd1F6gnJZ6WlpXK5Fgf9YSEpd4NJk08IxUqtGEf9XDuo95uskTE5M7y41gunZML3zzO75APMKOeAfOP8H//e81pfeGBj9p/Zvmh83vF94OIQp21c7rDv3emK4ztaq1CBey3n+ZfWgo2fih9Ifc4mJSIiIiIKADxOD8DJpN+Kdmc5rRe/jv9Soa92KNXsuvEzDoRhS6TKd9x4rTb9QYTihTUHDq3ZPn+5BMM1ImIiIjoCpa+BAwG6hlIsdVdJ9t+MJciKdmeQXadzC5YMjTBsp9ERFn996124ewbFEpEZDBQJyIiIiK7iIgIXbKMGTufCZgiovHjx+uXAg3tjXvuucf+ZTFLo0aNnO534cIFefTRR6Vo0aKSN29e6dSpk/z9998+P/tjZpkzkFg3C+rYXbvC+MLkfYd1eXXvIeuScFiXSXuvLKF0poyIiIj8zzX2yspCIZRR37Bhg7z11ltSu3btVLe1bdtWZs2aZb8eGxvrdDsC+y+//FLmz5+vM1FhRqrbbrtNNm3a5JMG90UfsQ4UPW4bPBoVaRtU6rCNS4WKz0peTJnNxcvWMhtzoBAddeX4ygTrQ8qX8vFeEDmXXyWt2KuX5p/fvC3LW6/z32MiIqLQzKhjytg777xT3n77bSlUqFCq2+Pi4qRkyZL2BVPCGpg8YubMmfLqq6/q9LB169aVDz74QHbs2CHLly/P4VdCREREFAIifLBQaGTUBw4cKB06dNBA+4UXXkh1+8qVK6V48eJSsGBBadq0qbz44ot6HZA1v3TpkrRp08a+fenSpaVmzZqybt06ufXWW90+J8plsDjOxJWRIrbMurtM44kZvi17sdhy9Cajfu5istNz5oq98uRx0ZF+y6yb/Tl5Yp19z6FQ4RtzbB8oeyUut2bR4eJl6/fQuLQ0QS+jo6z/IudvZc2wExFRcGONeuDwa6COcpXNmzdr6Ys77dq1k9tvv13KlSsnCQkJ8swzz0iLFi00QEem/ciRI1oK45qJL1GihN6WXj382LFjff56iIiIiIIdA/XA4bdA/cCBAzJo0CBZunSp5MqVy+02vXr1sv+MLHmDBg00aF+8eLF069YtzcfGpETpDWQYOXKkDBkyxCmjXqZMmUztv+PDFx74aLZmrC8lW2vUz1y6bF0vMW72JyLHM+smk37JVkNvzgSc/M+6vmDhJtm+D5Q9XMdJwLmLKU7r4mKsl7nEOhYkyZZ9z8fMOhERUXAH6siKHzt2TOrXr29fl5ycLKtXr5bp06draYrrYNBSpUppoL579269jpr1ixcvyokTJ5yy6njcJk3SDhKRjcdCREQUak6d2iwpKe4TYJ5ITDzv0/2h4MOMeuDw22DSli1b6qDPrVu32hdkzDGwFD+769hy/PhxzcQjYAcE+TExMbJs2TL7NocPH5Zffvkl3UA9WFxpDRmhS7JFdLmUbLEvl82SYl2QCXWdKMkT5n4Z3d9xG2RWsZy/lKzLmfPWxazP6r5Q4Hz3HBfTohRnrLDgTAqWy8nWxbQr5edORBTc2J4xcPgto54/f34tZ3GEPuhosYj16AYzZswY6d69uwbme/fulVGjRmm/9K5du+r28fHx0q9fP23JiPuhI8ywYcOkVq1aOjiViIiIiChY+b3rS1qQUUfG/b333pOTJ09qsN68eXNZsGCBBvnG5MmTJTo6Wnr27Cnnzp3TTP3s2bN90kPdX6bssw6ENcnoSFsD9TzR1tfkOPGSr506aa0vjy/YxKkW32TGT9k7vFypnT9r60pz9rK1hj5XbJTTtqxVD17RDl+23HHWzzXKti6Zp0uIiEKTty0W2Z4xNAN1tGI0cufOLUuWLMnwPhiI+tprr+lCRERERN5hjXrgCKhAnVzYMpaoB4ZY24ykpm81xJh1tixnVmeJNB1bJFVvdCvzsI5Z1MuXnbvRnDh/SS8L5rLOHpsrxrpv5i6cwTIIOXyfoiMjnf7VMN8Ek2Hn5xv4XE+C8DMjIgpsDNSJiIiIyM7aRMCL+hWWvvgMA/VAZvslQccXsEQ4ZzAds+tmXVb7p0fYfqtMwi05xZotN220o2z74JRRt91o1l2yXUcHGL092fr1Yq168Mrb4spso2dWWPukx9hmwzXfwjwtyzl9TynwmF9b+5kz+w08G0JE7mMCrwJ1Ruo+w0A9AD1ezhpsv/zXIb2MtQVGZqIZx0Dd/OTtuD7z+2gezwToZsBoSjq/sLlsg1wL5bLe6YLtPhdtlzEOpToUXBw/9rwtrUH7me/2OgXxjM/9x/zev7Zil/UH2+f1WMuq6W5vF2EieAbsRESBiIE6EREREdlxMGngYKAegEyG0mTOXTPqzhv79rnjC1nbMv53/Ae9vGxKYmxPbcYTOg5kzR9r/RrlsrXENG0ak5NNaYx1ew4qDY3vZT5bZp38z2TSzT8NrmfYMjzbYf5JcWnDar3JeuXw1p/1svR1DT17TCIKfmzPGDAYqBMRERHRFRHe1ahbeETvMwzUA5gZGDppr7VW3ZSmOybWr/wamVaOtvURvsnmm/ryFNsDO/7ixkbbtrFdXrKlzs19HbPv1j20PQYHmRD5lOsYE1epBpHa7+h89dDWnxzuk/Zt7m4vfd0NeslBxUREvsNAnYiIiIh8VqPuXccYcsRAPYCZ7/mQ8qX1ctLew9b1blu8+LZrQ8HC1lr1E/9Za9WTU+zVr6l20GTIbaX0Emd+sLGVsjOT7kNpdflxPWvBfytD22Ot3Hd3SUtGGXfnGnXn+9hbt9o2SrGd2jN/kA9usdayX12XtexEwY6BeuBwKU4gIiIiypzVq1dLx44dpXTp0hrkLVq0yOl2zLA9ZswYvT137tzSrFkz2blzp9vHwrbt2rVz+zjly5e3B5FmGTFiRLr7lpnnJgo0zKgHVWbdWrM+eZ81s27+AXLcxtcKFrrRadIix/p416yuqUkvXOgmp/XM6vqOec/37Z3idP3KR+GcUTefSbnyg324FxRs7BOamb7pLkxnl/SmYzCZ9AuXUpzmWDDdn+JiIp1q2a+yZdYpPJw5c0bq1Kkj9957r3Tv3j3V7RMnTpRJkybJ7NmzpUqVKvLCCy9I69atZdeuXZI/f36nbadMmZJu6cRzzz0n/fv3t1/Ply9fuvuWmecmG3Z9CRgM1ImIiMgryIBjcQcJJQTfTz31lHTr1k3XzZkzR0qUKCHz5s2TBx980L7ttm3bNKjesGGDlCrlfqZtBNclS5b0aL8y89x0BUtfAgdLX4IIEgxYMHOpWbyelMDD50TNOhZ0dDCLuc0ceSPhhgXZdyz22ylTzPvoeh3L/r1TdEFPfSwXL6focuFSsi7nL6XogmwnlpQU1BKnfkwKL+Z3MSKN/+zbuVkstsV851y/W66PbRzcdUwXdIwyXaMouJw+fdppuXDhQpYeJyEhQY4cOSJt2rSxr4uLi5OmTZvKunXWs7Vw9uxZ6d27t0yfPj3dQHzChAlSpEgRue666+TFF1+Uixcvev3cRIGKGXUiIqIQEhPTUWJisl7SEROTKCIjpEyZMk7rR48erbXemYVAGZDFdoTr+/bts19//PHHpUmTJtK5c+c0H2vQoEFSr149KVSokPz8888ycuRIDcbfeecdr56bnDGjHjgYqAchxyy1qVvPqYSV6QYDJ/9bl36PZsqUnz6Z63S9ZIN/rO+vw9trMpOmPvjSZev1y7bBA2bMQq4Y6yyxUZEWp5p289Upa6tZ5xmP8JLW523qyd3NTHrI1s0lynbnPLHW71akbb4Es97+2HkqOD3W4T+s3+PSVYqnuw8UeA4cOCAFChRwykR7w/XsL/69Muu++OIL+e6772TLli3pPgaCeaN27doasPfo0cOeZc/Kc5P794vtGQMDS1+IiIgoFQTpjktWA3VTxmKy28axY8fsmW4E6Xv27JGCBQtKdHS0LoCBqejSkpZGjRrp5Z9//pnl5yYKZMyohwh/JAbiCzVx6gjjup4yx7WO13TYMf2qHTPnqA12/NztfbDNfW0/oaZY19tuMF1gTIbddINhYolSfQ8szpnyaNssxea8jCV3BedZke33c/7OmctDfxzTy6uqWjPrFD4qVKigAfOyZcukbt26ug515atWrdJMOKDF4v333+90v1q1asnkyZO17WNaTAY+rYGnnjw3pcaMeuBgoE5ZZv6AuwbmDPoyxwQyJqg2pxtNgG7WO64zAXekCZpsJ8fsAbntMcx9L9tuiLIFW2ZOKgxMBZbChJcrbT0tTuUpbrmUspgDyhRb+ZX5dprvnPn9dz3wNJ0hzWr+OxFakpKSnLLaqBvfunWrFC5cWMqWLSuDBw+WcePGSeXKlXXBz3ny5JE+ffro9gim3Q0gxX0RbMP69evlxx9/lObNm0t8fLx2hkEpTKdOnXQ7o1q1ajJ+/Hjp2rWr/nua0XOTG2zPGDAYqBMREZFXNm7cqAG0MWTIEL3s27ev9i8fPny4nDt3TgYMGCAnTpyQhg0bytKlSzPVxxylNwsWLJCxY8dqB5py5cppP3U8tiP0Rz916pT9ui+eO9wwox44Iixm9FkYQ9spHJ0fPX7KaeAMUU4wv4FrF7xvvW5bH+Ey0QyUrP+vXtrG8V3JvqcqN3Bf+hJlu2NMtMmsW1PrnBgpPLiWoaT3r79rxtt8p0z51eVk998t2/xHYku427P20bbbo20bhFMJDP7GlCgSr8Fjdv6NMX/LMOumN0FoYmKi1KhRI9v3lwKP+Q6VvO8DiYzNk+XHSbl4Vo68+3/8DvkAM+pEREREZMeMeuBgoE7kZyZzaS5NptLd+OBjm4s5tcQrff2/zgNP06h3NwXCJoFqsp2RtvWRtoGDgV4/bM4cHDn4t16WuqpMQO9voGfS7a1V3WTWXc/sXKlRF+ezNWY7892xfZfMZ+U4xgIibS1DA/27RhTOwjlQ37Nnj8yaNUsvp06dKsWLF5dvv/1W5xXAmaacxvaMRERERBT2Vq1apd2GfvrpJ/nss890kDRs375dJ/zyB2bUiQKEvWuGLUdpMpJuMxO2VUc2FdXLkg2smfUIe9GxOQY3EyQ5P6apcXeftw88B/8+oJeXbacCTJ30/v37nOuer3aeSTHcuWbSHW5J55rLSpeviLlqJjwytev2VqEu3WFcM+rRtow62zUSBbAw7foyYsQIeeGFF3QwtOM4DwyURnbdHxioExEREZGEe+nLjh07ZN68eanWFytWTI4fP+6XfWKgThQgrnTNsGUqzaRG7rKZLl1fTP48RZw7b5hsp2tP6yhbmxfzXOUqWCc+CiSHDlqz6HDhUrJenj57SS8TL13Wy/hcMXqZ33Z5yJZ5L83MunMNuo1rky/7FEb2ibNScz35Yr4z5gyQfbItl0y6a0cZe//1sO8zRkSBqmDBgnL48GF7737HibWuuuoqv+wTa9SJiIiIKFVG3ZslGPXp00eefPJJOXLkiL6GlJQU+eGHH2TYsGFy9913+2WfmFEnChANe9ypl+s//kAv7Q1bHHLqpt+5+UfQ9Z/CK/dx3i7S5dJkRV3rilP3zk69nzn176+ZhRXOXrBm1Hf+ax3Y88/pC3pZoZi1z2+lQnn1MjrSmln3lGv3E/P+5CT7e7znSOobr7HO1JjV3Up3xlHrIzs9vidPY5vc1s7eBcalr7p9e5OBd/nOGez+QhR48HfHq9KXIC1Sf/HFF+Wee+7R7DnOQFavXl2Sk5M1gH/66af9sk8M1ImIiIhIwr1GPSYmRubOnSvPPfeclrsgo163bl2pXLmy3/aJgTpRgGbWN3yaekDL9d37OF23b+PcLj1VPXFcdKTbzLprRtlkQcz66IRlqfbhcoXW1m2z+d9hx8zsOVuN+n9JF/Uy0XZ5JDZKL0vkidPL3LbrGdWqr171vVPW3tRPm9r9ps2uTIWeXezvvS2T7lrjDRG7jziNOYioZM2we6p0leIuXV+cPzTXz9Bs77Sftu9GWtl5852JsH35IlLVsrtcv9JyiIgoIF1zzTW6BAIG6kQBxgTRJmBPzw3d73QKpg7ss7WPMtO622KiSFugbphY8HihBnp54tQPelm34E3O27l5TtegPrs4BpExtki1eAFrQB5le2Ema5N4yTrINP6ytfQl1uX1ujKDKi9cso7YPW87EMgTZ/0ncfVKayAPt2RT0O46CNO0nrxoKyFx3E9zoBXzpzVwj/QwYDfvYeqAPf19cnoM2+fsLoh3dHDX0TT2wTlgN9dLVbFO3hWkiTei0Bam7RmHDBnidj3+3cqVK5dUqlRJOnfuLIULF86xfWKgTkREFEL++usvyZvXOm4jK86cOePT/aHgE66lL1u2bJHNmzdrXXrVqlU1WbJ7926JioqSatWqyYwZM2To0KGydu1arV/PCQzUiYKY/d9C27TtZcoNcsqs/1fQmjF3zZPaqytM+YXLoFL7dm6uxCQsz5ESGMeBnXnjrCUtlQtbg4+Cua3/dJ0+n+w0qc6ly84TIpkWj6WvKuNcXmJrfXnmgrXN49Gz5/WypCW3Xkbnydyg1KyI2HPUaV/PXbTu1Mnz1rIeOGvL9BfOFauXBW37FWfLrEf4OLPuzVkS84fZlLiYL4zrH2yzD0H6d5yIQlhnW7Z81qxZUqBAAV13+vRp6devn9x0003Sv39/HVj6+OOPy5IlS3Jkn9iekYiIiIgk3Nszvvzyy/L888/bg3TAz2PGjJGJEydKnjx55Nlnn5VNmzbl2D4xo04Uwpl1M5Ry2+kfnDPotvUmm2uSoFtPrXVbq+54nxQPa9XtA1JXj3Naf/mWUc77nOaLuvKjqTnPZ6shNzXrRXMlO7UINH8cTIbddYKfNautteeXbSn1Uxeste0HTljbPcbYBpOaDL7j6/DV350rg0bFqT7+6BlrVv+3o1fKDk4lWferZGFrG8q6pax/PApFWTPrmc37p5VZN/XivnDlfXKpRXdpBUlEgQu/p978rgbr7/mpU6fk2LFjqcpa/vnnH82sm0mRLl68cuYzbDLq48eP1z+ygwdbZ0i8dOmSNp2vVauW1tqVLl1am80fOnTI6X7NmjVLdRR3xx13+OlVEBEREVGwlr7cd999snDhQvn777/l4MGD+jNKX7p06aLb/Pzzz1KlSpXwyqhv2LBB3nrrLaldu7Z93dmzZ7Wg/5lnnpE6derIiRMnNIjv1KmTbNy40en+qBlCz0sjd25rnSlRuHE3SRJcV8CaId9iy5ibTLrpNBJty1C71rI7Porr1PDRtlr1lIrWWnVX0ausmXT7vEURzhn25KbWzHpaSpW+0lrxwIH9tv201UFHWTPeeWyZb9fkzZU6aRf2DivWH87YstkXbbXtpibcZORhja2Vo6+7v5jWkOcuWp/z92PWTPqev660QbyUlKiXSWesGfCr46216vlyWf/pjs5krbrr9+SqqsXTnNiKiMI9o+7NmBUJSm+++abWnyPhe/mydQxTdHS09O3bVyZPnqzXMaj0nXfeCZ9APSkpSe688055++235YUXXrCvj4+Pl2XLnHs4v/baa3LDDTfI/v37pWzZsvb1qBkqWTJzf6iIiIiIyA0vS1+CtT1jvnz5NB5FUI7uSSifRD91rDeuu+66HN0nv5e+DBw4UDp06CCtWrXyqHYIR3ioD3KEWaSKFi0qNWrUkGHDhkliojULlZYLFy5orZHjQhQO9YZI4mJBJh1LssWii307l39fzf2wYDMs5jEsLosri32x/mdWpLV9epDwx4J+4lhyxZglyu0SEx2pS+mryuqSap9s+xAbFaFL4byxuuSPjdYlWwdEYYKjPUfs7z0mc8JyKumiLpfOJNoXOXtSlwtnz+uSdDFFl+Rkiy7m9XjL8XN2XdJiPlf755sGTJTkOFmS6/fGk4WIQhuy108//bRUqFBBqyIqVqyolRIppkWXbcwRBnWiFBrboPR5586d2bI/CMxR5YGKDscg3R/8mlGfP3++lreg9CUj58+flxEjRmhbHMfRuMjG44NFRv2XX36RkSNHyrZt21Jl413r4ceOHeuz10FEREQUKnK6j/qECRPkjTfekDlz5mjSFSXO9957r1ZXDBpkbY6AriuTJk2S2bNna404qjBat24tu3btkvz584uvICb9+OOPtXrDddDoZ599JmETqB84cEDf/KVLl+psT+nBwFLUC+HICs3mXevTjZo1a0rlypWlQYMGegBQr149t4+HYN5x9ilk1MuUcT/VOFEoMV1QTAl2lL33tfX6dfHO3V4ul79Sfx7511LbY7jUw2fw77Frvbyn/3w7Pq5jVtzT+7jfF3GqdS+a2zrTaYFYa/8UZOMhxkzpKiI3N82mmUldOvDE2ertY/NdSURcjLCuy53X+m9krmiXF5gD2WbznqaV2XbMlmcXX3feIaLA6vqyfv16HciJCgsoX768fPjhh/YxifjbNWXKFHnqqaekW7duug5BfYkSJWTevHny4IMPiq8SyGhc0qZNG0344hITHh05ckS6du0q/uC30hf0oEQLnPr162uhPpZVq1bJtGnT9GfMCmWC9J49e0pCQoK+aY7ZdHcQnMfExOgbm5a4uDh9HMeFiIiIiEQiIyO8XsC1zBilx+5gMqEVK1bIH3/8oddRGYHZP9u3b6/XEQMiWEbg7BjLNW3aVNatW+ezj2zcuHFan/7VV19JbGysTJ06VX777TeNQx3HRoZFRr1ly5ayY8cOp3U4zYHRtGjLiK4OJkhH0P39999LkSJFMnxc1CvhfqVKlcrGvScKLq7Z0GjbP6KmO4qZBdQ1exq916GEzNwY6ZxtTytxcrnpSL2MWTXeZb2tj3om9t/XmVTThz2vrS97LtsLNu+Lybj78rntGXSXS/PwJpufO1/uVKeP8xewZv7zxUQ7nQEJpgFbafXdT6++3ZuZUonI/1yrFUaPHq115q4Q92EcImJAxH9I1r744ovSu3dvvR1BOiCD7gjX9+3b57P93bNnjz2rjwOBM2fO6L/D6ATTokULv5RN+y1QRz0RSlUcoV86gnGsx8CCHj16aAkLjmzwoZkPCtO74kgHbygGkuKIC4NJf/31Vxk6dKjUrVtXbrzxRj+9MiIiIqLg5avSF5Q5O1YtIPh1Z8GCBfLBBx9oGQtq1Ldu3aotuUuXLq2tEa88rsuBvsXi00H/iC9NQ5KrrrpKxz5iPp+TJ09q23B/8Ht7xrSg0fwXX3zhthUOsusY7YtgHadKcGoCbR5x5IYjIRyxmT7LRHSF+ffMZIztmXSXN8lkOd3VJSebTLqHten2DLq9x7v/mHpz0xs9NibS6XWa9utZqUtPq47a9T10fUvNWQ2T3Y+3Zc8hLtb671iR/NZ1eU1G3ZZSz8n30vVsS4TLzKMZ1aqb272ZBZW16kTBNZjU0/LiJ554QhuGmAkrERwjUz5+/HgN1E0LbiRsHSsmUELtmmX3xs0336xl1nh+VHRgLOV3332n61AJIuEeqK9cudL+MwYSuE7/7QqBOeraicgzrv/wmquug0hNEOb0G2gGoCZYy2EuV2jlFOynfq7A+1TMPtkD9tXfu42ePSm5MP88vbHtf07rTbD/YJ2B6e5DpK18JVe0NRgvkc86oBXtIo1zl6ytyYrltd6GlpOOJTqZnegoOwN2T3kSsLPkhSi8IFsdaf5RtEHCNcXWntF090PAjKoJQEcWxIDoGOMr06dP1y6DpvEIxjyiVh4DWDEBp4R7oE5ERERE4dX1pWPHjlqTjgGbKH3ZsmWLtmK87777bI8XoaUwGOyJ7n5Y8DMmvETbbl9AyfWXX34pt956q17HgcPw4cN18ScG6kRhwGUcqFhcWiu6/qNq395h/ZVpJ6xi9i7Xy+QKV1o4Bgvz+m7xovXim9utmfTLyaZMyDYg1VaWkuJyRjBiz1HrD/YSmQinLLlpFZnfVt4CF2zZpDzRzm0jA/FshaclMGll1plFJwrfPuqYeR4Z6wEDBmg5C2rT0XLx2WeftW+DgPncuXO6zYkTJ6Rhw4ba4ttXPdTRcfDhhx/WLi+BhIE6EREREfkNgm30SceSXvA/ZswYt11jfAXBP7L55cqVk0DBQJ0ojJha9K2n11qvF3CuTXflLltuJksKxKxuTjCJ8hTbG3HZlvW2D0iNtP7w5jbr5GzmbXogX3frdq6TL9lOW+SyDWx1nGwpj+00RoxtoqM4W2Y9EN76jCZCys7nJKLQyqgHigEDBmj3QDQ0wTw/6EboqHbt2jm+TwzUiYiIQkjjq6pJgXxZLwc4nWRtT0fhK6dr1ANFr1699PKxxx5zOugwbSDNZJw5iYE6URgx/3jWdenykpXHCFdv2WrTzZkFI61Wl6ZW/c2kT/Xygbzd3WbUzQiCKFtG3vE5Yk23lyj/dXvJCGvMiSjYJSQkSKBhoE5ERERETgfeXpW+BESBXuYFUm26wUCdiIKGqYfetPgvp/Xm70n9DhWzfx/Mc7pkxE1G3Uxg5NotJ9WfLXs/dVv3F9v15JSIVNl4U7YeiH/6vK1V9+QPerifxSHKaeFa+gLvv/++vPHGG5pdX79+vQbvGOSKXu6dO3eWnObcXZ6IiIiIwpoZTOrNEoxef/11GTJkiLRv315Onjxpr0kvWLBguh1pshMDdSIKGhsX79HlUnKKLui4ggWZZ9e+5dklwrYgE44FfdOxREVF6IIZSbE8UGeALsi0u5u9VU8t6+lla/bJPJ55HF1wHRl320Z4hbpYcrbbSk4z74m3WT3KOatXr9ZJa9D/GkHaokWLnG7HYDy01cPtuXPnlmbNmsnOnTvdPha2bdeuXarH2bt3r/Tr108zm3iMa665RkaPHq0zVKbnnnvuSRVENmrUyCevG329KXS89tpr8vbbb8tTTz2lM6MaDRo0kB07dvhlnxioExERkVfOnDkjderU0SnY3Zk4caLONInbN2zYoNPBt27dWhITU3eYQebSXUb2999/1ynl33zzTQ3yJ0+erCUKo0aNynD/2rZtK4cPH7YvX3/9tcevbeDAgWm+ZhxQhMPBclaWYJSQkCB169ZNtT4uLk4/b39gjToRZYprJjcn/0G2tSyXZFs7lCt14Tm3D8iWu3s/TDcYw+zbw9cNdH7f9hzRC9uEpqmK3p1K3E39u+tO2B5DAqj7i/keZHaGUgoNCFjTClqRIUfwjSxlt27ddN2cOXOkRIkSMm/ePJ2B0ti2bZsG9AjmS5UqlSrYxmJUrFhRdu3apeUKr7zySrr7h0ALBwdZgdkvn376aXnhhRfs6xC0Oe5LqAnXPuoVKlSQrVu3phpU+s0330j16tX9sk8M1InII/4stbBPMmT7wbQtNAF6ZEAOs0xj0KXLevtgUzNhksMfuCiz0oV9bQBOPhWs3R4otdOnT6cKdrFkJUt55MgRadOmjdNjNW3aVNatW2cP1M+ePSu9e/fWrLunQfWpU6ekcOHCGW63cuVKKV68uNYa43lffPFFve5poH7TTTdJkSJF5PHHH9ezALfeeqtOOY8AjkLHE088oWdQzp8/rweYP//8s3z44Ycyfvx4eeedd/yyTwzUiYiIKJUyZco4XUc9eFamb0eQDsigO8L1ffv22a8jCG7SpInHnTX27NmjNcWvvvpqutsh03/77bdrlhQHDc8884y0aNFCNm3a5NGBB7KsS5Ys0br6yMhImT9/vt5v8eLFqWauDBXh2vXl3nvvlcuXL8vw4cP1wLFPnz5y1VVXydSpU+WOO+7wyz4xUCeiTLHY0rg5mTnd/LW1HWNODRjNigdqD/ToD5TlGluwsvuo9brLa4pwqH0x73HgvurUzOsvXcWarTz0xzG325kSGQpcBw4ckAIFCtivZyWbnl45hJntEb744gv57rvvZMuWLR491qFDh7T0BAH4/fff79Fsk1CzZk0dGIigHYG2KcXJCO731VdfSatWraRhw4b6Mwa0hqpwLX2B/v376/Lvv//qmAhPz7xkFwbqRERElAqCdMdAPatMGQsy645158eOHbNn2RGkI0OO0hRH3bt3l5tvvllLVxyD9ObNm0vjxo3lrbfeyvT+YB8QqO/evTvNbTCg0F2wiYMVPP+NN95oX7d58+ZM7wMFprFjx8r//d//aUehokWLSiBgoE5EAc9k0s0gUjOo1BIZhBlnW5bcNQawjy11eDGRthr84M1NXcmsmzMxhusZmSBOwJEHpSMI1pctW2bvqIGWiqtWrZIJEybo9REjRqTKjNeqVUs7u6Dto3Hw4EEN0uvXry+zZs3SUpTMOn78uJ4tcB2s6qhLly7h/bl627klSH+fP/30U3nuuefk+uuv14AdZ2OKFfPv2T8G6kREROSVpKQk+fPPP+3XUQuO7hkY6Fm2bFkZPHiwjBs3TipXrqwLfs6TJ4/WAAMCeXcDSHFfBPqATDbqxLEOXV7++edKZyHH+1arVk0H/3Xt2lX3C3X1yMwjMEcvdrRzRLYUt6cF9fjhLFxLX7Zv366tP+fOnavdhzD5EcqdELTj4A3f2ZzGQJ2IAp69LaOtp+GVzob+z6Vn9e+RuZvp8mJx93jXlHSffQ/Abi+uUu2bxf3OBvJrIM9t3LhRM90GAhzo27evzJ49WwfnYXKgAQMGyIkTJ7TOG91U8ufP7/FzYHscDGC5+uqrnW5zHOuBlo3oBgOYtAYT1bz33ns60ySCdeznggULPH5uZN8ReJrnRCcQtJVEu74HHnjA4/2n4FCjRg09kMTyww8/6GeNA82HHnooVSeknMBAnYiIiLyCTLfrwGhHCHSR2c5M1xjXx8MMo1gycz8M+ETHFm8g64+A/K677tI6e2RYMbj0gw8+0OvPPvushJpw7friCl198B2KjY11OzlXTuDMpETkEfuMc7b/shv+1poFtelYUhz6jls3si7IrAdCdt0TrrP3RUdGOC2ezOwXjDP/hdLshRRefvnlF7nhhhv0548++khr59H/HZlWnC0I5dIXb5ZglZCQoH32ccYEHYIwWBgHmKbNaE5jRp2IiIgoDZcuXbK3ply+fLl06tTJXgt/+PDhkHzfwjWj3rhxYy1twsEYeqqbPur+xECdiALyH2DHDLl5TsdZO63rbR1UgrDFQEQlW/257XoAt4inIHN233mJzhuT9fufOe/T/QmFmuU33nhDOnTooJ1rnn/+efvgVsxWSqGjefPmOgMpPvNAwUCdiIiIKA1oIYkOMS+//LIOjq1Tp459kiZTEhNqwrXry7hx4yTQMFAnooDkmD1H7TbERjl3SAmFPuNGkP5dIwqLgbKYpRIdPwoVKmRfjwGm/mjXlxPCNVCHv//+Ww/C9u/fr/3+HaFlY05joE5ERESUDrR5dAzSoXz58nzPQsyKFSt0DAJ696PNJ7r7oPc+OgnVq1fPL/vEQJ2IAl6kLaMeE+3cqMokbep1qOiP3SKiMPHJJ59oxxd3WVZ0BQk14TqYdOTIkTJ06FCdnRR99jFTafHixeXOO++Utm3bBm6gjpnFMnvKA1/ccuXKZXW/iIjs6tsC8RTbiMstXyfoZb32FYP6jwIRBb5p06bJU089pfXpn3/+uXYD2bNnj2zYsEEGDhwooShcS19+++03+fDDD/Xn6OhonaQrX758Grh37txZHn744cAM1DGb15QpUyQ+Pj7DbXF6ADOPJScn+2L/iIiIiPxmxowZ8tZbb0nv3r1lzpw5OstqxYoVdaKj//77j59MCMmbN69cuHBBfy5durQekJkOMBinENClL3fccYem/z3x6KOPerNPRETpDjA1GXYiouyGcpcmTZroz5il0sxQiZlKGzVqJNOnTw+5DyFcS18aNWokP/zwg052hHacKIPZsWOHfPbZZ3pbwAbqKSlOcwFmyF/TrBIRERH5UsmSJeX48eNazovlxx9/1BaNmMESVQShKFxLXyZNmiRJSUn6M2Yjxc8LFiyQSpUqyeTJk/2yTxxMSkRERJSGFi1ayJdffqldP/r16yePP/64Di7duHGjdOvWje9bCKlY8crZWrTeRNmTO6hjR3cYlMoETaB+4sQJ/SLffffdvnpIIiIiIr9CfbqpLHjooYe0wcbatWulY8eOej0UIR/uVemLhLYHH3xQGjZs6BTYB3ygjhoujIRmoE5EREShIjIyUhejZ8+euoT6eCDHSeeycv9QZsnBkiePA3XMyJUe1qUTERFRKDp//rxs375djh07lmrcHkogQk24DiYNRM6zh6SjYMGCOitXWsstt9zi1Y6MHz9eBx8MHjzY6YgFxfxokYOR1pjGd+fOnU73QxsddJkpWrSo1grhFwbTvxIRERF569tvv5WyZctq1w/EGF26dLEvXbt25RtMgRGoY4YmBNPfffed2wU1XFmFSQNw/9q1azutnzhxoo7AResjbIOR161bt3bK3iOwX7hwocyfP19rxjBC97bbbmMfdyIiIvLaI488IrfffrscPnxYs+mOS6jOGWO6vnizUA6XvmC0MzRt2jTNjHtWanYQWGNq1rffflteeOEF+3o8FiZZwmxgZlQ1JhooUaKEzJs3Twv5T506JTNnzpT3339fWrVqpdt88MEHUqZMGVm+fLnceuutmd4fIiIiIgPlLkOGDNH4I1xERlgXb+5POZxR79Onj+TKlSvN25HtHj16dKZ3ANPvoqm8CbQN9Cc9cuSItGnTxr4uLi5ODxTWrVun1zdt2iSXLl1y2gZlMjVr1rRvQ0RERJRVPXr0kJUrV/INJDv004+JiZGAyqj3798/3dtxpJnZQB3lKps3b9ayFlcI0s3juj7Pvn377NvExsZqjbzrNub+7qCu3UwR68lAWSIiIgpPKL9F6cuaNWukVq1aqQK0xx57TEKODiYN3/6MFy9edDtwGGMV4Jdffgn9CY8OHDgggwYNkqVLl6abqXf9oqAkJqMvT0bboNZ+7NixWdhrIiIiCicot12yZIk2tUBm3TG+wM+hGKiHa9eX3bt3y3333ZeqKsPElf4Yk+BRoD5t2jR54IEH0g2oHb3xxhtad44BqGlB2QqOVurXr29fhzdg9erVevS6a9cuXYfMeKlSpezb4D4my45yGxz1YLIlx6w6tmnSpEmazz1y5EitN3PMqKOunYiIKNidLnxMLPnOZvn+iXHWKdTJ6umnn5bnnntORowY4dRPnULPPffcI9HR0fLVV19p7BkIg2I9CtQxXW7v3r09DtSHDx+udePpBeotW7aUHTt2OK3DhEnVqlWTJ598Umd7QiC+bNkyqVu3rt6OoHzVqlUyYcIEvY4gH6egsI2ZfACjsnFKAh1j0oJadyxERERE6UHs0atXr7AK0iNs/3lz/2C0detWTSQjFg0UHgXqSPkjsMZRhifOnTuX4TYI4jHo0xH6oBcpUsS+Hq0Xx40bJ5UrV9YFP+fJk0cHtkJ8fLz069dPhg4dqvfDtL7Dhg3TGjLXwalEREREmdW3b19ZsGCBjBo1KmzevHDt+lK9enX5999/JZB4FHlndpBo586dNWj2FjLzCPoHDBig5S0NGzbUmnbHTP3kyZP1AAIZdWyLA4rZs2dLVFSU189PRERE4Q1luThLjzp1zPfiOpgU871QaJgwYYLGnkgMuxs4XKBAgRzfpwhLVpqfhxjUqCM7f/T4Kb98CEREFNp/Y0oUide5P7Lzb4z5W/bLqhWSP1++LD9OYlKS1GzaMtv3N1g0b948zdtQw4xJH0OF+Q61m/q9xOTO+nfo0rkk+WZQ86D7DkXaypvSamQSsINJiYiIiMLR999/79F2f//9t87lEgq17OHa9eV7Dz/rnMRAnYiIiMgH9c0YjIhmGMEuMiJCF2/uH4yaNm0qgYaBOhEREZGXWEkcGk6ePCkzZ86U3377TctdcACG3uooCXKnW7dumX4OtDEvXry4R9sG//kZIiIiIvJ56Ys3SzDauHGjXHPNNdqo5L///tMOMBgsjHWbN292e59FixZJbGysBvKeLIsXL5akJM/nKmBGnYiIiIjskEn2ZrKfQJgoKCswb1CnTp3k7bfftrckv3z5stx///3aMhyTcqY1MainGfJPPvkkU/uU6UAdI17R/nDFihU6A2hKSorT7aE0+pmIiIiIwsPGjRudgnTAz2jZ2KBBgzQHoGamJfk333wjV111VfYF6oMGDdJAvUOHDjoxUbAeNRERERH5SijFQ+Ha9aVAgQKyf//+VDOTHjhwwGkOH28GoN50002Z2j7Tgfr8+fPlo48+kvbt22f2rkREREQhKZQGk4Zr15devXrpjPevvPKKNGnSRA++1q5dK0888YT07t07y4+L8plDhw5J2bJlM33fTAfqKJivVKlSpp+IiIiIKFT9+uuv2kedgtcrr7yiwfndd9+twTVgdtKHH35YXnrppSw/7s6dO6VevXpZmjAp011fhg4dKlOnTg2pI0ciIiLKOgyy69ixowaqCHTQCcMRYoYxY8bo7blz55ZmzZpp8OIOtm3Xrp3bxzlx4oTcdddd9g4a+Bnt9NKTmed258yZM/LMM89ohhWJSvRJd1yMMmXKSFRUlISCCB8swSg2NlZjXHzP0BN/y5Yt2v0FXWDi4uL8sk8eZdRde0RiwCiK4WvUqKFHGo4+++wz3+4hERERBTQEs3Xq1JF7771Xunfvnur2iRMnaps7jHGrUqWKvPDCC9K6dWvZtWtXqtrfKVOmpFnv3adPH50B9Ntvv9XrDzzwgAbrX375ZZr7lpnndgcdP1atWqXPU6pUqZCqRU9LuHZ9MfLkySO1atUSTyFbnp5z585Jtgbqrk3eu3btmuUnJCIiotCCDDiWtDLaCL6feuope+Jvzpw5UqJECZk3b548+OCD9m23bdumQfWGDRs0KHaECWgQoP/444/SsGFDXYcOHY0bN9agu2rVql49d1qQmETv6xtvvDGT7woFg27duulBHAaSZjR5UVrJaJQ93XHHHVKhQgW3tx8+fFj++OOP7AvUZ82alaUHJyIiouB0+vRpp+s49Z+V0/8JCQly5MgRadOmjdNjoVvGunXr7MHy2bNndcDe9OnTpWTJkqkeZ/369Zo4NEE6NGrUSNfhcdwF6p4+d3oKFSqUqfZ7oSAywrp4c/9gER8fbz8DgGA9K2cD0AUR30vUsruDMhocVGZFpgeTtmjRQo8oChYsmOoXukuXLuyjTkRE5EeHEvZI3jx5snz/M2fP2muuHY0ePVprvTMLgTIgi+0I1/ft2+c02QzqwDt37pzm47ibVAbrzHNk9bnT8/zzz8uzzz6rmXiURIQDf5S+HDx4UJ588kk9g4FSEZQpzZw5U+rXr28/OzJ27Fh56623tIYcgfH//vc/LcP2hmMyGpn1rEDLRZzVSQtKrG655ZacCdRXrlwpFy9eTLX+/PnzsmbNmiztBBEREQUW9I5GhtHwdjCda/CGwMus++KLLzTRh8F7mXkM18fJynNn5NVXX5U9e/ZocF++fPlUY/PSmlo+2OVkmTkCb5QWNW/eXAN1HHzhPS/okBT2dqxBdiajUV6VnmuuuUYnRsrWQH379u1OtTiOR69oN4O6sczMtERERESBC0G6Y6CeVaaMBXGDY905Zjc3mW4EQK6BGWBg6s0336xJQjzO0aNHUz3+P//8kypjnpnnzggCNMpeEyZM0DM4jtltHBT5cqxBsCajPQ7Ur7vuOvupEBxxuELLo9dee83X+0dERERBDAPsEDAvW7ZM6tatq+sQDKGTCgI0GDFihHZXcYSuG2iLh7aPgEGjp06dkp9//lluuOEGXffTTz/pOpTMZPW5M4KSn3Djq9IXT8c54IzKrbfeKrfffrt+Nkj8DhgwQPr37++zsQY5nYzG9/frr79OVUKWbYE63iQc0aBnKH5JihUr5tR3EqcpQqV/KBEREXkuKSlJ/vzzT6eYAQPoMAgTszEOHjxYxo0bJ5UrV9YFP6PeG+0WAcG0uwGkuK/ppHHttddK27ZtNXh788037e0Zb7vtNqeBpJj+ffz48dqhDgFjRs/tqU2bNmnnGTxm9erV7YF/KPLVYFJPxzn89ddf8vrrr8uQIUNk1KhRGmc+9thjGoxj8iFfjDXI6WT03r175dKlS17vm8eBerly5fQJ8YbhFw/XiYiIiDZu3Kj1xQYCLujbt6/WFA8fPlwHCCJLagYCLl26NNO1xXPnztUAzmRWO3XqpF1iHKFmGVl2w9vnRpkMWu+hLAKlOUha4vHxeufPn++UuKSsjXNISUmRBg0a6EEU4CAIk1K9/vrrGnf6YqxBsCajMzWYFAMoPv/8cx39TERERASY7TO9GcsRTCGTmpmuMe4eD4nCDz74IFP3y8pzO3r00Ue1hAOBI7L6pjwCByE4aPjwww8l1Piq9MXTcQ4YP4CzFI7wXn/66ac+G2uQHpN8xgGDr2BsBTLx3sp01xcMqsCUvuZomYiIiChUoT55+fLl9iAdEFSiNaBjzXQoQZjtTZ46s/dFxxfX9oaYIKicLYD2xViDzMCB2P79+1MNLMUZHE+hPt0XMh2oV6pUSXuKongfvS3z5s3rdDuOLomIiIhCAbKsri0ZAet8mYENZ6aHPkpfevbsqeUn6Jf+1ltv6e2+HGuQHtTKY2zDjh079DnN2RlzhgADSzOCAwyUSSHb7/r9yEpFSqYD9XfeeUdrtDCoAosjvBAG6kRERBQqMLhw0KBBWuJSunRp++Q8CC5btmwpoSgyIkIXb+6fGddff70sXLhQRo4cKc8995xm0NGO8c4777Rv46txDunB54znxhkUU69+/PhxGTp0qLzyyisZ3h+zj2J20qJFi+oZAMfyIfycI4E6Cu6JiIiIwgEGq2K2VPT1RhcTBFwoi0D7vYzq5YMV4ktvxmhm5b7o3oMl7ceM8GqsgSfWr1+vPf0xmDQyMlIXzDqKLkJIRGc0IRcmYXrxxRd1hlVfyXSg7sj1lAARERFRKEFwjtlHUR/9+++/a+yDGvVWrVr5e9fIx1Daki9fPv0ZWfFDhw5p60/UyrvW0LuDTD96wftSZFbu9N577+mRJEazYqldu7a8//77Pt0xIiIiokCB6erRAQaZ1VAP0k3XF2+WYFSzZk375EcorZk4caL88MMPWo6DUpiMIEhHOY4vZTqjPmnSJHnmmWfkkUce0VG6OLLEi3jooYfk33//1ZotIiIiomA1bdo0nUwpV65c+nN6QnFsnj9KXwLB008/LWfOnLGXsaAUB20WixQpoj3z3XH8fqDhCmLkH3/8URParoOQs/JdibCk1/jUDRTZjx071qkBPcyZM0frhoKxhh39UePj4+Xo8VMe9fskIiLKzN+YEkXidZKc7PwbY/6WLZ39luTNkyfLj3Pm7Flpc88D2b6/gQyxDiZxQoBmZkZ1B5ljdAoJFeY7dN97P0lsHmsJSFZcPJsk797dMCS+Q//9958UKlQozbME6X0/fPFdyXRG/fDhw9pCxxXW4TYiIiKiYOaYdAzGBCRlzX333SdTp0516iSDSbaQZUfZ07vvvpvqPtn9/ch0jTrS+h999FGq9QsWLNC+lkREREShAvXJZ8+eTbUerQJxWygypS/eLMFozpw5+rm6wjqMz/SHTGfUUfbSq1cvWb16tdaoI5W/du1aWbFihdsAnoiIiChYIe7BODxMruMIwTtuy0pv7EDn7YDQYBtMevr0aR1ziSUxMVHHJjh2gsEso8WLFw+OQL179+7y008/yeTJk2XRokX2NkVoCm+mdSUiIiIKBYhz3AWe27Zt07IICn4FCxa0H5xUqVIl1e1Yj4Myf8hSH/X69euHbJN/IiKiYFa6RgvJny/rszUmJiX6dH+ClRlAaII3x2AdWdakpCTNtIeiyKz273a4fzD5/vvv9YAMs9B++umnTgdgsbGx2kfdzEobFIF6SkqK/Pnnn3Ls2DH92dEtt9ziq30jIiIi8gtMYY/gDQMMkU1FNxTH4A0zlTZu3DgkP51wK31p2rSpfWBo2bJlA2r/Mx2oozdknz59ZN++ffaZSQ28MBxlEhEREQWzvn372tvvobOda09sCg3bt2/XiY4iIyO1neSOHTvS3BYTfGbk/Pnz+pjuktmdOnXK/kAdp3kaNGggixcvllKlSgXUUQcRERFRdmRbTfePS5cuOd0e7H3C3UFoFxkmEx5dd911cuTIER0sip8R17qbYsiTZPS3336r8wxhAtCs3N8nZUS7d++WcePGybXXXqvF9zgV5Lhkxuuvv65HJ/iSY8EppG+++cZ+e1rT0r788sv2bZo1a5bq9jvuuCOzL4uIiIgoFXR3wWzsCOTy5cunteuOSyhCkO7tEiwSEhKkWLFi9p8xKREuXRdPJivC9+T222/XeYWQTXdcslpxkumMesOGDbU+Hf3UvXX11VfLSy+9ZH8s9K/s3LmzbNmyRWrUqJFqAiUE8f369dPOM4769+/v1Ms0d+7cXu8bERER0RNPPKGDDWfMmKHZ0v/9739y8OBBefPNNzWGoeBWrlw5tz9nBcpdhgwZIiVKlBBfyXSgjpmZhg4dqqcJatWqlapmy5P6HaNjx45O11988UXNsqMOHoF6yZIlnW7//PPPpXnz5lKxYkWn9eht6rotERERkbe+/PJLnewGZ/AxsPTmm2/WBCOCurlz58qdd94Zcm9yuA0mdbRr1y557bXX5LffftPXUa1aNY19q1atKhnp0aOHrFy5Uq655hrxax91wJfVMPU83gwmxf0+/vhjnabV3Sjqo0ePal08su6u8IuCdpE4gmnXrp2MHj3aafpXVxcuXNDFsdE9ERERkav//vtPB5QCynRxHW666SZ5+OGHQ/IN87Z8JZhKXxx98skn0rt3bx2LaWJRJI8x2HTevHla1pKe6dOn6zZr1qxxm8x+7LHHJNsDddTp+BJG1+LNwChZ1H4tXLhQJ1ByhQAdwXe3bt2c1uNIFr9AyKj/8ssvMnLkSJ2EYNmyZWk+5/jx4/3WuJ6IiIiCB87i7927VzPoiE8wC/sNN9ygmXaM1QtFSIh7kxQP1oT68OHDNY50LKcGJICffPLJDAN1BPNLlizREmxk1h3PLODnrATqERZ3Q1t9oEOHDvLOO+9oZ5j0XLx4Ufbv3y8nT57UJvO4z6pVq1IF6zj10Lp1az0dkZ5NmzbpkRAu69Wr53FGvUyZMnL0+KmQHL1NRET+g78xJYrEa+u37Pwbg+dBU4dfNvzp9YRHNa+vlO37GywwE3tUVJQGWahVR3yDKoDLly/LpEmTZNCgQRIqzHfosY82SlyefFl+nAtnk2RazwZB9x3KkyePtlZ0HYeJRip16tTRgcXpQdIY35MRI0Zou0e/TXjkidWrV2sbo4xg0gDzhiDA3rBhg0ydOlUHaRg4hYCaoQULFmT4eAjOcaoBb2pagXpcXJwuREREROl5/PHH7T9jnNzvv/8uGzdu1DpkBG+hKDIiQhdv7h+MmjVrpjGna6C+du1aHZuQESSfe/Xq5bMgPVsD9axCgt8x2w0zZ86U+vXre/QLsXPnTu1xmlEmn4iIiCgjGEiK4Msk+DBzJRYEZbgNnWBCDcJMb0JN34WpOQsTEqHEBVUZjRo1steoYwwlSqa/+OILp23dTZKFpPKoUaNCI1DHC8HgT5SdJCYmyvz587WmBw3jHU/D4A169dVXU91/z549OpC0ffv2UrRoUfn111+1I03dunXlxhtvzOFXQ0RERKHm3nvvlbZt22ofdUeIW3BbKAbq4WrAgAF6iVacWNzdBmk1T8G6iRMnap06uiC6DiZFqVRQBero5HLXXXdpv3TUROFFIUhHLbqB4B1ZdozCdVc2s2LFCi2VSUpK0oAftWMo+kc9GREREZE3TFc7V3///XemJ3oMFuE6mDQlJcXrBilIFgManPiiZaVfA3WUtGTkgQce0MUdBOYYeEpERETkSwi4TD/xli1bSnR0tFPmFF3wkGkPRZHiZY26BGmk7iUMNva1gKtRJyIiIvK3Ll266OXWrVvl1ltv1RbSjmf0y5cvn2qmdAo+06ZN04Rwrly59Of0ZKW9YsAG6qg/L1y4cHY9PBEREVG2QRktICDHYFIEcuEinEpfJk+erHPy4PPFz2nxpA865gRCG3Fk1o8dO5aqlGbz5s05E6j/8ccfOujT3U48++yzeomG8URERETBDJ08AF1e3MU96AATasJpZtIEh4k8vZ3U87777tMJN3v06KGTYmW1Lt2rQP3tt9/WKXPRZQWN3V1nXTKBOhEREeW8o3uS5EyerAcISWeTfLo/wQ7zsiAAW7dundtBpu66f1B4Wrx4sXz99dc+7TyY6UD9hRdekBdffFH7TBIRERGFsnvuuUcHkn711Vc6R4svsqSBDi/Rm8GkwfoW9ejRQyffxMyijl5++WX5+eeftV14eq666irJnz/rswL7JFA/ceKE3H777T7dCSIiIqJAhMGkmACnWrVqEi7CqUbdEToJmrEJjtDd55VXXpGMYM4fJLLfeOMNKVeunPhCpiePQpC+dOlSnzw5ERERUSCrXr26/PvvvxJOTI26N0swSkpK0o4+rjBxESbgzAiy8RhQWrFiRc2so6mK45JtGXXHdjWVKlWSZ555RqdUrVWrVqpZl/zRuoaIiIgoO0yYMEGGDx8u48aNcxv3FChQgG98iKhZs6YsWLAg1XhLTL6JA7aMYHLOgwcP6nelRIkSOTeY1LVdDXqJ4vSA62RDnrSuISIiotCyevVqreNFiQhmG1+4cKG9D7kZeDl27Fh56623tIS2YcOG8r///U9q1Khh3+bBBx+U5cuXy6FDhzTOaNKkiQbJpuQE3eaaN2/u9vlRP3z99denWWM+Z84cp3V4fiQcPdGqVSu9xKRH4TKYNML2nzf3D0bPPPOM9sbfs2ePtGjRQtetWLFCPvzwwwzr0wEDjtevXy916tTx2T55FKh7266GiIiIQteZM2c0OLn33nvdTgI0ceJEmTRpksyePVuqVKmijSlat24tu3btsg++q1+/vvazRrvD//77T8aMGSNt2rTRGCQqKkoDdxwEuAZWCO5RcpAe1BjPmjXLft1deUNOzjYZ6MKpPaOjTp06yaJFizQj/sknn0ju3Lmldu3a+h1r2rSpZAQHlefOnRO/DiZ97rnnZNiwYZInTx6n9dgxHE2zPSMREVF4adeunS7uIPM8ZcoUeeqpp6Rbt266DhlulAbMmzdPM+mA2SENTDKEYB7B/969e+Waa67R4BptoY1Lly7JF198IY888kiGJQZxcXFO980MTwI0Ch0dOnTQJSteeuklGTp0qHZH9FWZVKYHk+LUFYrtXZ09e1ZvIyIiIjKQET9y5Ihmxx0DZwTArr3JHTP0yIBXqFBBypQp43YbBOkY5InSloygbKZ48eKaze/fv79OXJQZa9askf/7v//TrD5qkOH999+XtWvXhuQHHa6DSeHkyZPyzjvvyKhRo/TMjplR1HzuGZ25QekLyqTwfStUqJAuBQsW1MscyaibmixX27Zty/KIViIiIgosrl0uEFxjySwE6YAMuiNc37dvn9O6GTNm6MBNBOooI8Asj2mVqcycOVNuvfXWNAN5A5l+dKxDuzwcNKBcBvXHqKf35PV8+umnctddd2lZDgK2Cxcu6PrExEQtkcAEN6EGcZ43AyGDtdf89u3bdUxCfHy8nsm5//77NbbFmAt8V997770cL5PyOFDHkYD54HBE6vghYCAFsuwPPfSQz3eQiIiIcp5rAIz+0qgb91Xw5i7xh2AYteuoRUff6p49e8oPP/wguXLlctru77//liVLlshHH32U4fP26tXLqasH6tkRtGMWSVOKkx6U4KAv9t13363dPwxk11EOTKFjyJAheoYGYyocJy7CwV6fPn38UiblcaCO+jL8UmEaXZS44GjDwNEu6skaN27s8x0kIiKinHfgwAGnmtqsZNPB1IYjs46ZPQ2Un7hm2RFbYKlcubI0atRIk4TIZqLtnSOUxRQpUkQH/2UW9gGB+u7duz3aHgNeb7nlllTr8d6gTCIUhetg0g0bNsibb77pdsZRc2bIXRYeB4CRkZ5Vk+/cuVOqVq2qs936NFDv27evXqJeDEeRrgXyREREFDoQiPqiRzjiBgTrKGOpW7eurrt48aK2eEb7xfQgQWhKTRzXIVBHhjsrscjx48f1IMTxoCE92O7PP//UhKQj1KdjYptQFK4zk+bKlcvtxEY4WCtWrJjb++A7jSA+rdtdIamN2W49/e5EZ+UXzrU9kiO0VSIiIqLwgfJXBLMGasERjKC+F3HB4MGDtZ4bmXIs+Bnd40w5wV9//aUTzWDAKQIeDNxDEI/2eO3bt3d6ru+++04fv1+/fm73BbXt48ePl65du+p+oVwHLSMRcKPuGIMEixYtqrd7Al1pBg0aJO+++66W6qDPOwYMogMeO92Fls6dO2s5kympwue9f/9+GTFihNu2o+bAEeMeXLshpgUHqZmR6UAdR5TpDRIIxcb/RERElLaNGzc6TUaEWl9zNh690zFAFG2cBwwYYJ/waOnSpfY6YGQy0VkFZba4HSUxKDdBVxh0z3AdRIoz+9dee63bfUH289SpU/oz+q/v2LFDBwGiTAXBOvYTBwWONcjpwb7j8XA/TA+P/UIZEAJ1tIYMRZEREbp4c/9g9Morr+iBIb5z+L6i5hzZcmTB0XLRHXwf8J3zFB4LB6CeirDgUCAT0N3FEfqYbtmyRScywIvwZGBGoMFpDtTEHT1+ilMBExGRz//GlCgSr8Fedk43b/6WrZi/VfLl8SwIdSfpbKK0vOO6bN/fYIM21L/++qukpKTodPKYPTXUmO/QhG+3Sa68Wf8OnT+TKE+2rRO036HvvvtOO/zgs65Xr559dlp/yHRG3d20qBhBXbp0aZ3wKBgDdSIiIqL0oLQhoxlQQ4aXNeq4f7C5fPmyntlByRbad2IJBJkO1NOClo0YLUtEREQUKlDu8tprr2mPbHSqQZbVETKvFPyio6O1G1CglXBnOlB3HQ2LyhkMLsVgDQwQISIiIgoVaEuNjjU9evSQG264IWgn88mMSInQxZv7B6Onn35aRo4cKR988EHATOKZ6UAd06C6m7QAEyM4TgRAREREOa9Bif+kQL7MdZZwdDopyaf7E+wwMRJmH73xxhslXIRre8Zp06Zp9yKUcyO7njdvXr+fPcl0oO46PSoavKOVUqVKlTxu3k5EREQUDDDZjacdYii4denSRQJNpiPr7JgelYiIiCgQvfrqq/Lkk0/KG2+8oVnWcBCuM5OOHj1aAk2WUuB79uzRXqe//fablsGglykmA7jmmmt8v4dEREREfoJOLxhQipkk0fnFdTbU//77L+Q+m3Dto+44L4BjjFu/fn0JmkB9yZIl0qlTJ7nuuuu0Xgv16ZiQoEaNGvLll19K69ats2dPiYiIiHJY7969daZUzKaKiZjCYTBpuPr777/18/7hhx90TCZgoixMsPXhhx/qeMyAD9Qxjerjjz8uL730Uqr1ODXEQJ2IiIhCBZKR69evdzuPTKgK18Gk9913n07kiWx61apVdR1mHcX6fv366Wy6AR+oY+c/+uijVOvxIlAOQ0RERBQqqlWrptPJhxNtzxgRfu0Z16xZowdmJkgH/Iw++v7q+hOZ2TugwwtmbXKFdcWLF/fVfhERERH5HSoIhg4dKitXrpTjx4/rfDKOC4WOsmXLakbd3ayl6P7jD5nOqPfv318eeOAB+euvv7RmB7Vaa9eulQkTJugXmYiIiChUtG3bVi9btmzptB5j9BADBdpMlr4QrqUvEydOlEcffVT+97//6QBSfL4YWIqGKa+88kpwBOrPPPOM9hNFuyLM3gRoDI+ZSR977LHs2EciIiIiv3CdPyYcRGal5MLl/sHonnvukbNnz0rDhg3tcwMhm46fUeKNJae7/WQ6UMfRBQaTYklMTNR1nAiAiIiIQlE4zh+DWM+b7jbedsYZP368jBo1SjPZZvwjzmCMHTtW3nrrLTlx4oQG08h8o+ugrwTiWMtMB+oYUIE3C71EEaDv27dPZs6cKdWrV5c2bdpkz14SERER+cH27dvTDEZz5cqldc1xcXE5vl+hasOGDRqM165dO1VZyqRJk2T27NlSpUoVeeGFF7TTILqy+Cph3LdvX4/HLaBto2nhmJ0yfXaic+fO8t577+nP2MkbbrhBy2Cw/vXXX8+OfSQiIiLyC8wbU7du3VQL1qMjTHx8vAZ4mBQpVET4YMmKpKQkufPOO+Xtt9+WQoUK2dcjQYxs91NPPSXdunWTmjVrypw5c7RMZd68eZLT0FM/p0pfMh2ob968WW6++Wb9+ZNPPpGSJUtqVh3B+7Rp07JjH4mIiIj8YuHChVK5cmXN8qLD3ZYtW/RntO1DkIiqgu+++06efvrpkJuZ1JsFXDvkXLhwId3nHThwoHTo0EFatWrltD4hIUGOHDniVLmBsxgoS0I7xZyGA4eckulAHUcv5hQDGr/jyCYyMlIaNWqkAXtmIAOPUxsFChTQpXHjxvLNN984FfWbOimz4Hkc4UPHCN2iRYtK3rx5ddZUzCxFRERE5K0XX3xRpk6dqhPe1KpVS+MW/Dx58mStKEAGGH22EdCTM8zkiTMOZkHteVrmz5+vyWB32xw5ckQvMTOsI1w3t4WqTNeoV6pUSRYtWiRdu3aVJUuW6KBSOHbsmAbbmXH11VdrnQ8eE3AaAyU0OFo1gwPQFmnWrFn2+8TGxjo9xuDBg+XLL7/UD7hIkSLaIvK2226TTZs2SVRUVGZfHhEREZHdjh07pFy5cqneEazDbYAymMOHD4fUu+aLDosHDhxwig3TquXHdhg4igQw6v49HaRqsbXIDGWZzqg/++yzMmzYMClfvryOuEUWHPDmomYrMzp27Cjt27fXQQFYcNSaL18++fHHH50+VJTXmKVw4cL2206dOqWnnHBEi9MkeP4PPvhAf3GWL1+e2ZdGRERE5AR16EgqXrx40b4Ok+JgHW6DgwcPpsr2hkIfdW8WMBUTZkkrUEdyFQlf9C5HK0Qsq1at0pJq/GzeW9fsOe4TSu+7TzLqPXr0kJtuukmPHOvUqWNfj4kAkGXPKkwY8PHHH8uZM2fswT9gJjDMeIqRtahFQjBvZkDFB4tfFseaJfR0xyAD1Czdeuutbp8L5TKOdVKcWYyIiIjcQQtAlNWiCgBlL8jgohMM4pavvvpKt8EkkAMGDOAbmEWIIc3ZCePee+/VA6Enn3xSKlasqMnaZcuW2ZPCOHBCMI8JN0NZpgN1MNltR+j+khX4YBCYY7Q0sumo8UKrR2jXrp3cfvvtenoJAwkw2VKLFi00QMdRGY6sUArjODLYk5ol1D+hFycREVGo+ffnjXIhd+4s3z/x3Dmf7k+wwyzse/fu1TP2f/zxh5ZbIGnZp08f+5i9u+66S0JJTvdRx/uIJKsjjDssUqSIfT1KndFtBQN7seBntArH55DT0FQltxe/Y9keqPsSRk1jFDVaPX766afa4ghHSAjWe/XqZd8OH1SDBg00aF+8eLEOYk1LRjVLmFF1yJAhThl1DHggIiIicoVE4kMPPRQ2b0wgzkw6fPhwncsHZy7MhEcou/b1pJt79uzRsZG4xCBiVHF8++23Giea8ZNff/215BS/z/KKjDgGkyIIR6Yb5TR4Y9wpVaqUBuq7d+/W68jq49QHPrDM1CwhG+9aN0VERETkzvvvv69lvyivNR3u0PXl888/5xuWTVD6PMVhplAkYMeMGaOl16jCQFLXNQvvLTwmOvv89NNP8tlnn2lfd0Cp0+jRo8Uf/B6ou8uGp9Vn8/jx4zoyGAE7YNBBTEyM1iwZ+AB/+eUXPVVFRERE5A20ksZZeJTjIjGI2nRA2W0gTjnvC66tsbOyBKMRI0bojKeIKx27DDZv3lzWr18ffoH6qFGjZM2aNVr7hVp1zDiFIyj0JMVRDLrL4I3B7ViPLjHol24GraInJ3qZoiXjihUrtK3j//3f/+nRkGuzfCIiIqLMQo90zJSJGAUdSAxUArgOgAwV/pqZ1N927NjhtjFKsWLFNFnsD36tUT969KgOwEAWHEE3RlOjDqh169Zah4Q3DDOeon4dWXQc0SxYsMCpHgmnnvCL07NnT70PRg7Pnj2bPdSJiIjIa2hm4a79NMpo0akuFOX0YNJAUbBgQY1JK1So4LQeieCrrroq/AJ19EBPC0bTYkKljKAxPo52sRARERH5EoI2NL1wnfQIM6mbLnUUGvr06aPtINEuHAcbKSkp8sMPP2iFx9133+2XffJ71xciIiKiQPXEE0/IwIEDdQAjxtH9/PPP8uGHH2oDjHfeeUdCUSB2fckJmKvnnnvu0ew5PmsciGFMAgL4p59+WvyBgToRERFRGjDxzuXLl7U94NmzZzVow+RH6FB3xx13hOT7Fq6lLzExMTJ37lx5/vnnZfPmzZpRR9kT+rb7CwN1IiIiojRg/BuaXPTv31/+/fdfnYUU5RAI1ik0VaxYUZdAEKxnJ4iIiIiyXefOnbWxBaB5RadOnWTSpEnSpUsXbd0YisK160uPHj3kpZdeSrX+5Zdflttvv90v+8RAnYiIiCgNKIHAlPHwySef6ISKmPQIwfu0adNC8n1D5Yq3SzBatWqVdOjQIdX6tm3byurVq/2yTwzUiYiIiNKAunTTFhpT1nfr1k0iIyOlUaNG9llKKTQkJSU5TXTkWLt++vRpv+wTA3UiIiKiNFSqVEkWLVqkM6OjbXSbNm10/bFjx6RAgQIh+b5FSoTXSzCqWbOmztfjav78+X5rxcnBpERERERpePbZZ7XTy+OPP66TKjZu3NieXXc3EVIo8LZ8JVhLX5555hnp3r277NmzR1q0aKHrMPM92nGit7o/MKNOREREXkH9bseOHaV06dLamg8ZaEfoST1mzBi9HRMaNmvWTHbu3Om0zYMPPijXXHON3o4p2zGI8/fff3fapnz58vbWgWYZMWJEuvvmyXNnNMBw//79snHjRp093UDQjtnRKXR06tRJv7t//vmnDBgwQIYOHSp///23LF++XAcP+wMDdSIiIvLKmTNnpE6dOjJ9+nS3t0+cOFE7peD2DRs2SMmSJaV169aSmJho36Z+/foya9Ys+e2337TEBAE2ykww4Yyj5557Tqd5N0tGE9F48twZwX2QPUdtunHDDTdItWrVJBRF+OC/YNWhQwdtv4nvNNpxfvfdd9K0aVO/7Q9LX4iIiMgr7dq108UdBNxTpkyRp556Sgdiwpw5c7R7yrx58zSTDg888IBT5vyFF17Q4H/v3r2aaTcwsBOBsyc8fW5yFq6lL4GIGXUiIiJKBV0uHJcLFy5k6V1KSEiQI0eO2AdhQlxcnGYp161b5/Y+yGYiu16hQgUpU6aM020TJkyQIkWKyHXXXadTvl+8eNGnz03WjLo3A0mDNaOenJwsr7zyip4twcFg4cKFnRZ/YEadiIgohOzvVUfyFcib5fsnnT4j8qSkCpBHjx6ttd6ZhUAZkMV2ZPqRO5oxY4YMHz5cA3WUlSxbtsypXd6gQYOkXr16UqhQIfn5559l5MiRGoy/8847Xj830dixY/W7NGTIEB1YijMxOKODunUMKvYHBupERESUCtoROrYfRCbaGxj46VqW4rruzjvv1Ppx1J4js9mzZ0+tF86VK5fejs4rRu3atTVgx2BPk2X35rnJ8f0Kz9KXuXPnyttvv6116gjae/furWVX+K79+OOP8thjj+X4PrH0hYiIiFJBkO64ZDVQN/XkJrttoA+5a6Y7Pj5eKleuLLfccovOAoquLwsXLkzzsTHpEKBLh7fPTVeE68ykR44ckVq1aunP+fLlk1OnTunPt912myxevNgv+8RAnYiIiLIN6swRMKOMxUBdOaZrb9KkSbr3ReY7vdr4LVu26GWpUqV8/twUfq6++mo9m2MmukKvfEC3IG/PKGUVS1+IiIjI66nXHbPaqBvfunWrDsArW7asDB48WMaNG6fZciz4OU+ePDqREPz11186IyQGfaKH+sGDB7WcBX3P27dvr9usX79eyw+aN2+umXcETyiFQe9rPIeB2vbx48dL165dtbwlo+em1LxtsRisg0m7du2qExw1bNhQx0Og9GXmzJnaR9+x7ConMVAnIiIir2AyIATQBgbjQd++fWX27Nk6QPTcuXM6icyJEyc0EEK2Eq0WATXoa9as0VaKuB1lKSh/QWeW4sWL6zbIaCKYR+0wsuzlypWT/v3762M72rVrl71kATJ6bkotMsK6ZJU39/Wnl156yf4zxj5gQDXGSCC7jgNCf4iw4LxSmEPbKRydHz1+ymngDBERkS/+xpQoEq/BY3b+jTF/y77fu8Trri/Ny9+a7ftLgcd8hz7f8JfkzZf1A5kzSYnS+fqKQfEdqlevnmbRMTAZk2kNGzZMz7gECtaoExEREVFYzkz622+/aTtQwNkalHEFEpa+EBEREVFYtme87rrr5N5775WbbrpJBy+jLSg6vrjjj17qDNSJiIiIKCzNnj1bJ/P66quvdPDxN998I9HRqcNj3MZAnYiIiIj8Cglx77q+BI+qVavK/Pnz9efIyEitVzcDmAMBa9SJiIiIKFXXF2+WYHPp0iW5++67A65GnYE6EREREYXlYFIjJiZGPv/8cwk0DNSJiIiIKOx16dJFFi1aFFDvAweTEhEREVFYdn1xhImNnn/+eZ1oq379+pI3r/N8BI899pjkNAbqREREROQymDTrgjROl3feeUcKFiwomzZt0sW16wsDdSIiIiIiP0hISAi4950ZdSIiIiKyi5QIifSifgX3J99goE5ERBRCNh3YIbnz5c7y/c8lnfPp/lDwCdfSl/vuuy/d2999913JaQzUiYiIiCjsnThxIlVv9V9++UVOnjwpLVq08Mv7w0CdiIiIiCTcU+oLFy5MtS4lJUUGDBggFStW9Ms+sY86EREREYX1hEdpiYyMlMcff1wmT54s/sBAnYiIiIgoDXv27JHLly9L2JW+vP7667rs3btXr9eoUUOeffZZadeundYFPf300/L111/LX3/9JfHx8dKqVSt56aWXpHTp0vbHaNasmaxatcrpcXv16iXz58/P8ddDREREFPS8nPAoWBPqQ4YMcbpusVjk8OHDsnjxYunbt2/4BepXX321Bt6YCQrmzJkjnTt3li1btuhtmzdvlmeeeUbq1KmjBf6DBw+WTp06ycaNG50ep3///vLcc8/Zr+fOnfXR7kREREThLExL1AXxp2vZS7FixeTVV1/NsCNMSAbqHTt2dLr+4osvaob9xx9/lH79+smyZcucbn/ttdfkhhtukP3790vZsmXt6/PkySMlS5bMsf0mIiIiCllhGqkvXrxYs+h58+bV66j4WLRokZQrV06io6PDu0Y9OTlZy1XOnDkjjRs3drvNqVOndApXTO/qaO7cuVK0aFEtnRk2bJgkJibm0F4TERERUSjo0qWLvP/++/ozWjI2atRIs+lYj0RyWLZn3LFjhwbm58+fl3z58mlrnOrVq6faDrePGDFC+vTpIwUKFLCvv/POO6VChQqaUUevy5EjR8q2bdtSZeMdXbhwQRfj9OnT2fDKiIiIiIKPt51bgrXry+bNm+3dXT755BMpUaKElsN8+umnOoby4YcfDr9AvWrVqrJ161Y9csEbgWJ9DA51DNYxsPSOO+7QXpYzZsxIVZ9u1KxZUypXriwNGjTQN7tevXpun3P8+PEyduzYbHxVRERERMEpwsvBpF4NRPWjs2fPSv78+fXnpUuXSrdu3bROHZn1ffv2hWfpS2xsrA4mRXCNABoDR6dOneoUpPfs2VMSEhI0S+6YTXcHwXlMTIzs3r07zW2QdUcZjVkOHDjg09dERERERMGlUqVKWpOOuHDJkiXSpk0bXX/s2LEM48+QDdRdoYjflKWYIB1B9/Lly6VIkSIZ3n/nzp16v1KlSqW5TVxcnL7hjgsRERERXRlL6s0SjJ599lkd61i+fHlp2LChfcwksut169b1yz75tfRl1KhR2jO9TJkyOgAUg0lXrlwp3377rTaW79Gjh5awfPXVVzrY9MiRI3q/woULayYeDegxkLR9+/Y6mPTXX3+VoUOH6pt54403+vOlEREREQWnMO360qNHD7npppu0dzoqPIyWLVtK165dwy9QP3r0qNx11136hmBCo9q1a2uQ3rp1a22J88UXX+h21113ndP9vv/+e53oCMH6ihUrtFQmKSlJA/4OHTrI6NGjJSoqyk+vioiIiIiCUcmSJVO1/EZrcH/xa6A+c+bMNG/DaQeUwaQHgbnrrKRERERElHXh2vUlEPm96wsRERERBY5w7foSiAJuMCkRERERETGjTkREREQOwnQsaUBi6QsREVEI6Z+vkhTInzfL9z8tZ2SYT/eIgg4j9YDBQJ2IiIiI7DiYNHCwRp2IiIiIKAAxUCciIiKiVF1fvFkyY/z48XL99ddL/vz5pXjx4tKlSxfZtWuX0zZo2T1mzBgpXbq05M6dW+fTwWz0oY6BOhERERGlKlH3ZskMzIkzcOBA+fHHH2XZsmU6O32bNm3kzJkz9m0mTpwokyZNkunTp8uGDRt0UiJMkImZ7UMZA3UiIiLyyurVq6Vjx46a7YyIiJBFixZlOhv64IMPyjXXXKO3FytWTDp37iy///67/XbMWN6vXz+pUKGCboNtMRP5xYsX0923e+65R/fJcWnUqBE/8QCCWenxOdWoUUPq1Kkjs2bNkv3798umTZvs358pU6bIU089Jd26dZOaNWvKnDlz5OzZszJv3jwJZQzUiYiIyCvIfCLAQrbTHU+yofXr19cA7bfffpMlS5ZocIasanJyst6OoD0lJUXefPNNDfInT54sb7zxhowaNSrD/Wvbtq0cPnzYvnz99df8xHMgpX769Gmn5cKFCx6976dOndLLwoUL62VCQoIcOXJEvw9GXFycNG3aVNatWxfSnyW7vhAREZFX2rVrp4s7rtlQQDa0RIkSmg1FJh0eeOAB+33Kly8vL7zwggb/yKQje45gG4tRsWJFrWN+/fXX5ZVXXkl3/xDU4eCAcrbrS5kyZZzW4wwIzqykB9+XIUOGyE033aSZc0CQDvjOOML1ffv2SShjoE5ERESpIAPqGuxiyayMsqEmUHfN0CO7jjIX12DPNfNqsq7pWblypQ5SLFiwoD7viy++qNcpex04cEAKFChgv+7J9+eRRx6R7du3y9q1a1PdhrIl16DedV2oYekLERERpYIAOT4+3r6gM0dWpJcNNbcZM2bMkHz58umCumUMLIyNjXX7uHv27JHXXntNHnrooXSfH5n+uXPnynfffSevvvqqlt60aNHC4zKMcOSrri8I0h2XjAL1Rx99VL744gv5/vvv5eqrr7avN2dDXL8vx44dS/W9CjXMqBMREZFPsqHp8SQbeuedd2rtOurIUc7Ss2dP+eGHHyRXrlxO2x06dEjLYG6//Xa5//77033eXr162X9GKUWDBg2kXLlysnjxYnspDrl8Vlno3OJ6/8zAdwFB+sKFC/XsB86kOKpQoYIG6zhwq1u3rq7DIGJ0i5kwYUJIf3wM1ImIiCgVkwX1lmM2tFSpUulmQ032vnLlytqZpVChQhq89e7d2ylIb968uTRu3FjeeuutTO8P9gGB+u7du716XeQ7aM2I8Qqff/659lI3mfP4+Hjt8IMDusGDB8u4ceP0u4EFP+fJk0f69OkT0h8FS1+IiIgo2zhmQw2TDW3SpEmGmVbHEpWDBw9qa8d69eppDXtkZObDmOPHj+vZAseDBvJvI3UMCMZ4A3y2+FzMsmDBAvs2w4cP12B9wIABelYE34WlS5dqYB/KmFEnIiIiryQlJcmff/7pNIB069atOtCzbNmyGWZD//rrLw3KMOAUPdQRhKGkAdnU9u3b2zPpCOTweCiL+eeff+zP59jRpVq1alpP37VrV90vdBnp3r27Bn7oIIN2jkWLFtXbKXu7vngKB2QZPmZEhH6WGXWNCTUM1ImIiMgrGzdu1HIUA+31oG/fvjJ79mzNhp47d06zoSdOnJCGDRs6ZUNRg75mzRpt44jbURJzyy23aFcY050F2+NgAIvjQEPXQA8tG00f7qioKNmxY4e89957cvLkSQ3WsZ84KAj1TKw3HAeEZvX+5BsRFk8OY8KgBRXqoI4eP+WTejwiIiLHvzElisRr8Jidf2PM37JTWxZJgfx5s/44iWckvm6XbN9fCjzmO7Txj8OSL3/WP/ukxNPSoEopfod8gBl1IiIiIvJb1xdKGwN1IiIiIrqCkXrAYKBOREQUSv7eLJLXue94ppw578u9ISIvMFAnIiIiIr91faG0MVAnIiIioiu87PrCON13OOEREREREVEAYkadiIiIiOw4ljRwMFAnIiIioisYqQcMBupEREREZMfBpIGDNepERERERAGIGXUiIiIisovwsuuLVx1jyAkDdSIiIiKyY4l64GDpCxERERFRAGJGnYiIiIiuYEo9YDBQJyIiIiI7dn0JHCx9ISIiIiIKQMyoExEREZFz5Ys3XV/4XoZGRv3111+X2rVrS4ECBXRp3LixfPPNN/bbLRaLjBkzRkqXLi25c+eWZs2ayc6dO50e48KFC/Loo49K0aJFJW/evNKpUyf5+++//fBqiIiIiEKnRN2bhUIgUL/66qvlpZdeko0bN+rSokUL6dy5sz0YnzhxokyaNEmmT58uGzZskJIlS0rr1q0lMTHR/hiDBw+WhQsXyvz582Xt2rWSlJQkt912myQnJ/vxlRERERERBXGg3rFjR2nfvr1UqVJFlxdffFHy5csnP/74o2bTp0yZIk899ZR069ZNatasKXPmzJGzZ8/KvHnz9P6nTp2SmTNnyquvviqtWrWSunXrygcffCA7duyQ5cuX+/OlEREREQX1hEfeLBRig0mRAUdW/MyZM1oCk5CQIEeOHJE2bdrYt4mLi5OmTZvKunXr9PqmTZvk0qVLTtugTAZBvdnGHZTLnD592mkhIiIiImDxS6Dw+2BSZL8RmJ8/f16z6ShjqV69uj3QLlGihNP2uL5v3z79GYF8bGysFCpUKNU2uC0t48ePl7Fjx2bL6yEiIvKnXRUflHz5C2T5/kmJSF4959N9ouDibVacGfUQyqhXrVpVtm7dquUuDz/8sPTt21d+/fVX++0RLp82SmJc17nKaJuRI0dq2YxZDhw44INXQkREREQUQoE6MuKVKlWSBg0aaKa7Tp06MnXqVB04Cq6Z8WPHjtmz7Njm4sWLcuLEiTS3cQclNKbTjFmIiIiIiIUvgcTvgbq7bDhqyCtUqKCB+LJly+y3IShftWqVNGnSRK/Xr19fYmJinLY5fPiw/PLLL/ZtiIiIiMhzHEwaOPxaoz5q1Chp166dlClTRlsuYjDpypUr5dtvv9XSFbReHDdunFSuXFkX/JwnTx7p06eP3j8+Pl769esnQ4cOlSJFikjhwoVl2LBhUqtWLe0CQ0REREQUrPwaqB89elTuuusuzYIj6MbkRwjS0Ssdhg8fLufOnZMBAwZoeUvDhg1l6dKlkj9/fvtjTJ48WaKjo6Vnz566bcuWLWX27NkSFRXlx1dGREREFJwibP95c3/yjQgLak3CHNoz4kDh6PFTrFcnIiKf/40pUSRemxdk55go87fs550Hve76ckONq7J9fynwmO/QHwf+lfxefPaJp09LlTJF+R0KxRp1IiIiIiIKgD7qRERERBR40x15c3/yDQbqRERERGTHCY8CB0tfiIiIiIgCEDPqRERERGTHri+Bg4E6EREREV3BIvWAwUCdiIiIiOwYpwcO1qgTERGRV1avXi0dO3aU0qVL68ziixYtcrodU7aMGTNGb8+dO7c0a9ZMdu7c6bTNgw8+KNdcc43eXqxYMencubP8/vvvTttg8kNMlIhe31jw88mTJ9PdN0+emyhQMVAnIiIir5w5c0bq1Kkj06dPd3v7xIkTZdKkSXr7hg0bpGTJkjoLeWJion2b+vXry6xZs+S3336TJUuWaIDdpk0bSU5Otm/Tp08f2bp1q85ijgU/I1hPjyfPTe67vnizkG9wZlLOTEpERNko3GYmRUZ94cKF0qVLF72OgBvZ7MGDB8uTTz6p6y5cuCAlSpSQCRMmaCbdne3bt2vw/+eff2qmHQF89erV5ccff5SGDRvqNvi5cePGmnmvWrVqqsfI6nOHK/MdSjj0n1ffVTxOhdKFOTOpDzCjTkRERG6DLccFAW5WJCQkyJEjRzQ7bsTFxUnTpk1l3bp1aWbokV2vUKGClClTRtetX79eg0gTpEOjRo10XVqPk5XnJgokHExKREQUQpb/cURy5U3K8v3Pn7He1wTIxujRo7XWO7MQKAOy2I5wfd++fU7rZsyYIcOHD9dAvVq1arJs2TKJjY21P07x4sVTPT7Wmefw5rnpCk54FDgYqBMREVEqBw4ccCp/QCbaGyiJcS1LcV135513av344cOH5ZVXXpGePXvKDz/8ILly5XL7GGk9TlaemygQsfSFiIiIUkGQ7rhkNVDH4E1wzXofO3YsVaYbZSyVK1eWW265RT755BOtPUe9u3mco0ePpnr8f/75J9XjZOW5iQIRA3UiIiLKNqgzR8CMMhbj4sWLsmrVKmnSpEm690Xm29TGY9AoBrj+/PPP9tt/+uknXZfW43jz3OGMXV8CB0tfiIiIyCtJSUnancVxECdaJxYuXFjKli2rXVfGjRun2XIs+DlPnjzabhH++usvWbBggQ76RA/1gwcPalcW9D1v3769bnPttddK27ZtpX///vLmm2/qugceeEBuu+02p44vqG0fP368dO3aVctbMnpuSi3C9l9WeXNfcsZAnYiIiLyyceNGad68uf36kCFD9LJv374ye/ZsHSB67tw5GTBggE5ahM4tS5culfz58+t2qEFfs2aNTJkyRW9HWQrKX9CZxXEA6dy5c+Wxxx6zd3Hp1KlTqt7tu3bt0iy7kdFzEwUy9lFnH3UiIgqhPurjFm6SXHnzedX1ZVTX+uyBHYbMd+jA0RNe91EvU6IQv0M+wIw6EREREdmhcMWb4hUWvvgOA3UiIiIiuoKResBg1xciIiIiogDEjDoRERER2bHrS+BgoE5EREREqfqoZxUnffUdlr4QEREREQUgZtSJiIiIyI5jSQMHM+pERERElDpS92bJghkzZkiFChV0Aqz69evrJFjhjoE6EREREfnVggULZPDgwfLUU0/Jli1b5Oabb5Z27drJ/v37w/qTYaBORERERKm6vnjzX2ZNmjRJ+vXrJ/fff79ce+21MmXKFClTpoy8/vrrYf3JMFAnIiIiolRdX7xZMuPixYuyadMmadOmjdP6Nm3ayLp168L6k+FgUhGxWCz6ZiSePu3vz4OIiEKM+dti/tZkt/Nnk/x6fwp+p72Mh8z9XR8nLi5OF1f//vuvJCcnS4kSJZzWlyhRQo4cOSLhjIE6/hFNTNQ3o1KFMv7+PIiIKIT/1sTHx2fb48fGxkrJkiXluTubev1YeBw8HoUX8x2q7IN4KF++fFq64mj06NEyZsyYNO8T4ZKKt1gsqdaFGwbqIlK6dGk5cOCA5M+fPyC/EDgixZcd+1igQAEJdnw9gYufTWALpc8nlF5LRq8HwQaCdPytyU7olJGQkKBlBL4I2PB4FF58+R1yF2S7y6ZD0aJFJSoqKlX2/NixY6my7OGGgToK9SMj5eqrr5ZAh3/8Q+EPmsHXE7j42QS2UPp8Qum1pPd6sjOT7hpoMcCmYPsO4cAQ7RiXLVsmXbt2ta9ftmyZdO7cWcIZA3UiIiIi8qshQ4bIXXfdJQ0aNJDGjRvLW2+9pa0ZH3roobD+ZBioExEREZFf9erVS44fPy7PPfecHD58WGrWrClff/21lCtXLqw/GQbqQQA1XRiAkVZtV7Dh6wlc/GwCWyh9PqH0WkLx9RD5w4ABA3ShKyIsOdUvioiIiIiIPMYJj4iIiIiIAhADdSIiIiKiAMRAnYiIiIgoADFQJyIiIiIKQAzU/eT111+X2rVr2yfHQM/Qb775xn47xvhiml3MZJc7d25p1qyZ7Ny50+kxLly4II8++qjO6JU3b17p1KmT/P333wH3ei5duiRPPvmk1KpVS/cTr+nuu++WQ4cOOT0GXiNmMXNc7rjjjoB6LXDPPfek2s9GjRoF5WcDrq/FLC+//HLAfTauxo8fr/syePDgoP3dSe/1BNvvjiefT7D9/qT3WoL5d4eIggMDdT/BTKgvvfSSbNy4UZcWLVro7FsmoJg4caJMmjRJpk+fLhs2bJCSJUtK69atdRpqA38wFi5cKPPnz5e1a9dKUlKS3HbbbZKcnBxQr+fs2bOyefNmeeaZZ/Tys88+kz/++EP/+Lrq37+/9k81y5tvvhlQr8Vo27at036i16ujYPlswPF1YHn33Xc1mOjevXvAfTaO8HuBCTFwEOIo2H530ns9wfa748nnE2y/P+m9lmD93SGiIIL2jBQYChUqZHnnnXcsKSkplpIlS1peeukl+23nz5+3xMfHW9544w29fvLkSUtMTIxl/vz59m0OHjxoiYyMtHz77beWQHo97vz8889oC2rZt2+ffV3Tpk0tgwYNsgQix9fSt29fS+fOndPcNtg/G7y2Fi1aOK0LtM8mMTHRUrlyZcuyZcuc9i1Yf3fSej3B+ruT3usJtt+fzHw2wfC7Q0TBhRn1AIAsETJHZ86c0bKEhIQEOXLkiLRp08a+DSbRaNq0qaxbt06vb9q0SU+LO26D0+KYyctsEyivx51Tp05p5qlgwYJO6+fOnaunu2vUqCHDhg1zyoIG0mtZuXKlFC9eXKpUqaLZsmPHjtlvC+bP5ujRo7J48WLp169fqtsC6bMZOHCgdOjQQVq1auW0Plh/d9J6PcH6u5PR6wmm3x9PP5tg+d0houDCmUn9aMeOHRosnT9/XvLly6eneqtXr27/Y1SiRAmn7XF93759+jOCkdjYWClUqFCqbXBbIL0eV7h9xIgR0qdPH62ZNu68806pUKGClir88ssvMnLkSNm2bZssW7YsoF5Lu3bt5Pbbb9dpjREYoiwB5SQIMBAUBvNnM2fOHMmfP79069bNaX0gfTY40EAZCMoRXJn3N5h+d9J7PcH4u5PR6wmm35/MfDbB8LtDRMGHgbofVa1aVbZu3SonT56UTz/9VPr27SurVq2y346smSMMknNd58qTbXL69TgGhMiUYSBVSkqKzJgxw+n+yKwZyJ5VrlxZGjRooH8o69WrFzCvpVevXk77iX1E0IFsmusf6WD6bAA1tggscuXKFZCfzYEDB2TQoEGydOnSVPvoKFh+dzx9PcHyu+PJ6wmW35/MfDbB8LtDRMGJpS9+hKxRpUqV9B9tdBSoU6eOTJ06VTMv4Jo9wulhkynENhcvXpQTJ06kuU2gvB7HQKNnz56aRUM2yTEj6A7+iMXExMju3bsl0F6Lo1KlSmmgYfYzGD8bWLNmjezatUvuv//+DB/PX58Nsq54H+vXry/R0dG64IBj2rRp+rN5f4Pldyej12MGTwbL746nrycYfn8y81qC4XeHiIITA/UAgowR2pKZ06SOp0bxhwt/JJo0aaLX8ccD/9g7boNuAji1arYJlNfjGGjgj9Py5culSJEiGd4fXUlwP/whD6TX4ur48eOafTP7GWyfjTFz5kzddwTxgfrZtGzZUst4cHbALDj4QCYTP1esWDGofncyej1RUVFB9bvjyesJlt+fzLyWYPjdIaIg5e/RrOFq5MiRltWrV1sSEhIs27dvt4waNUq7GixdulRvR9cKdKr47LPPLDt27LD07t3bUqpUKcvp06ftj/HQQw9Zrr76asvy5cstmzdv1m4DderUsVy+fDmgXs+lS5csnTp10n3dunWr5fDhw/blwoULev8///zTMnbsWMuGDRv0MRYvXmypVq2apW7dujn+etJ7LegAMXToUMu6dev09u+//97SuHFjy1VXXRWUn41x6tQpS548eSyvv/56qvsH0mfjjmtXjWD73Unv9QTb705GrycYf38y6uASzL87RBT4GKj7yX333WcpV66cJTY21lKsWDFLy5YtnQIntJkbPXq0tpqLi4uz3HLLLRp0ODp37pzlkUcesRQuXNiSO3duy2233WbZv39/wL0e/IHCMaG7BX+oAfuN14jXgse45pprLI899pjl+PHjAfVazp49a2nTpo2uRwu5smXLars51/c9WD4b480339T9RGs8V4H02XgSPAXb7056ryfYfncyej3B+PuTUaAezL87RBT4IvA/f2f1iYiIiIjIGWvUiYiIiIgCEAN1IiIiIqIAxECdiIiIiCgAMVAnIiIiIgpADNSJiIiIiAIQA3UiIiIiogDEQJ2IiIiIKAAxUCeigLd3716JiIjQ5brrrsvUfe+55x77fRctWpRt+0hERORrDNSJwkizZs1k8ODBEkgyE0AvX75cVqxYYb++c+dO6d69u5QvX14fZ8qUKanuM3XqVDl8+LBP95mIiCgnMFAnoqBRpEgRXYyzZ89KxYoV5aWXXpKSJUu6vU98fHyatxEREQUyBupEfvTll19KwYIFJSUlRa9v3bpVM8NPPPGEfZsHH3xQevfubb++bt06ueWWWyR37txSpkwZeeyxx+TMmTP222fMmCGVK1eWXLlySYkSJaRHjx72EpBVq1ZphtmUgqCkJCO//vqrtG/fXvLly6ePd9ddd8m///5rv/3bb7+Vm266SV8HgujbbrtN9uzZY7/94sWL8sgjj0ipUqV0n5D9Hj9+vN6Gn6Fr1666P+a6p66//np5+eWX5Y477pC4uLhM3ZeIiCjQMVAn8iME3ImJibJlyxa9jkC6aNGiemmsXLlSmjZtqj/v2LFDbr31VunWrZts375dFixYIGvXrtVAGDZu3KiB+3PPPSe7du3SIBrPAQjQGzduLP3799dSECwI9NODbfDcqAvHY+Pxjh49Kj179rRvg4OEIUOGyIYNG7QsJTIyUgNvc/Axbdo0+eKLL+Sjjz7Sffrggw/sATnuA7NmzdLnMteJiIhIJJpvApH/oCwDQTCC8fr16+vl448/LmPHjtUAHkHwH3/8obXlgOxxnz597HXmyJwjEEYw/frrr8v+/fslb968mtXOnz+/lCtXTurWrWt/rtjYWMmTJ4/HpSB4zHr16sm4cePs6959910N8LFfVapU0RpxRzNnzpTixYtrJr5mzZq6T9hPZN2RNcc+GcWKFdNLZONZnkJEROSMGXUiP0MQjgDdYrHImjVrpHPnzhrgIlP+/fffa7lJtWrVdNtNmzbJ7NmztQzFLMiwI3udkJAgrVu31kAYddsoUZk7d67WcWcVng/74Ph8Zl9MeQsucfCA5yxQoIBUqFBB1yNANyU3KOmpWrWqZvuXLl3qg3eNiIgo9DGjThQAgTqy0Nu2bdOykerVq2uGHOUvJ06csJe9AAJy1Kwj4HVVtmxZzZhv3rxZA38ExM8++6yMGTNGS0qQtc4sPF/Hjh1lwoQJqW5DzTngdmTY3377bSldurTeBwcaqE0HZORxEPHNN99o1xaUzbRq1Uo++eSTTO8PERFROGGgThQgdepoLYigHOUhuMSASwTqgwYNsm+LoBctCStVqpTm40VHR2sgjGX06NEaoH/33Xda145APjk52eN9w/N9+umnWlOOx3V1/Phx+e233+TNN9+Um2++WdfhTIArZNp79eqlCwa3tm3bVv777z8pXLiwxMTEZGqfiIiIwgVLX4gCpE4dgyxNLTqCd2TGHevT4cknn5T169fLwIEDtZxk9+7dOlDz0Ucf1du/+uorrVnHbfv27ZP33ntPM9woOwEE3D/99JN2e0HnFjPgMy14HgTU6Drz888/y19//aWZ+vvuu0+D60KFCmmnl7feekv+/PNPPSDAwFJHkydPlvnz58vvv/+ur+fjjz/WenST4cc+YRDqkSNH9MAkM5C1x2vFgp8PHjyoP2NfiIiIgh0DdaIA0Lx5cw18TVCOABglMBhsee2119q3q127tpbEIEBHBhsDRZ955hl7GQqC388++0xatGih93vjjTfkww8/lBo1aujtw4YNk6ioKPtjmzrytKCU5YcfftB9Qy08SlqQ4cfBBcp0sCAIRy07bsNAWAx4dYS6dpTONGjQQNsp4iDh66+/1vvCq6++KsuWLdPyGTPw1VOHDh3S+2BB15hXXnlFf77//vsz9ThERESBKMKCEWxERAEMwT0GqaKNJc4+ZAVKihYuXChdunTx+f4RERFlB2bUiShoNGnSRJfMeOihhzSrT0REFGyYUScKYwhiURvvzv/93/9p6UwguHz5sn0WVcxAmtFETY6OHTsmp0+f1p9RIoQ+80RERMGAgTpRGHMMYt11asHERUREROQfDNSJiIiIiAIQa9SJiIiIiAIQA3UiIiIiogDEQJ2IiIiIKAAxUCciIiIiCkAM1ImIiIiIAhADdSIiIiKiAMRAnYiIiIgoADFQJyIiIiKSwPP/XMt+xgy17pQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8.8, 4.8))\n", "Precip[frame].plot(cmap=\"Blues\", cbar_kwargs=dict(pad=0.1))\n", "Mask[frame].where(Mask[frame]>0).plot(cmap=\"tab20\", alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Trajectory linking:**\n", "\n", "Trajectory linking is performed using the trackpy library (http://soft-matter.github.io/trackpy). This takes the feature positions determined in the feature detection step into account but does not include information on the shape of the identified objects." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.940447Z", "iopub.status.busy": "2026-02-02T20:14:45.940348Z", "iopub.status.idle": "2026-02-02T20:14:45.942333Z", "shell.execute_reply": "2026-02-02T20:14:45.941972Z" } }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for the linking step:\n", "parameters_linking={}\n", "parameters_linking['method_linking']='predict'\n", "parameters_linking['adaptive_stop']=0.2\n", "parameters_linking['adaptive_step']=0.95\n", "parameters_linking['extrapolate']=0\n", "parameters_linking['order']=1\n", "parameters_linking['subnetwork_size']=100\n", "parameters_linking['memory']=0\n", "parameters_linking['time_cell_min']=5*60\n", "parameters_linking['method_linking']='predict'\n", "parameters_linking['v_max']=10\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:45.943505Z", "iopub.status.busy": "2026-02-02T20:14:45.943413Z", "iopub.status.idle": "2026-02-02T20:14:46.076977Z", "shell.execute_reply": "2026-02-02T20:14:46.076575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 46: 18 trajectories present.\n" ] } ], "source": [ "# Perform trajectory linking using trackpy and save the resulting DataFrame:\n", "Track=tobac.linking_trackpy(Features, Precip, dt=dt, dxy=dxy, **parameters_linking)\n", "Track.to_hdf(savedir / 'Track.h5', 'table')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Visualistation:**\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:46.078383Z", "iopub.status.busy": "2026-02-02T20:14:46.078306Z", "iopub.status.idle": "2026-02-02T20:14:46.080047Z", "shell.execute_reply": "2026-02-02T20:14:46.079618Z" } }, "outputs": [], "source": [ "# Set extent for maps plotted in the following cells ( in the form [lon_min,lon_max,lat_min,lat_max])\n", "axis_extent=[-95,-93.8,29.5,30.6] " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:46.081212Z", "iopub.status.busy": "2026-02-02T20:14:46.081124Z", "iopub.status.idle": "2026-02-02T20:15:04.881002Z", "shell.execute_reply": "2026-02-02T20:15:04.880459Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot map with all individual tracks:\n", "import cartopy.crs as ccrs\n", "fig_map, ax_map=plt.subplots(figsize=(10,10), subplot_kw={'projection': ccrs.PlateCarree()})\n", "ax_map=tobac.map_tracks(Track, axis_extent=axis_extent, axes=ax_map)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:15:04.882422Z", "iopub.status.busy": "2026-02-02T20:15:04.882317Z", "iopub.status.idle": "2026-02-02T20:15:04.942680Z", "shell.execute_reply": "2026-02-02T20:15:04.942188Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'counts')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Lifetimes of tracked features:\n", "fig_lifetime,ax_lifetime=plt.subplots()\n", "tobac.plot_lifetime_histogram_bar(Track,axes=ax_lifetime,bin_edges=np.arange(0,120,10),density=False,width_bar=8)\n", "ax_lifetime.set_xlabel('lifetime (min)')\n", "ax_lifetime.set_ylabel('counts')\n", " " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:15:04.944128Z", "iopub.status.busy": "2026-02-02T20:15:04.944018Z", "iopub.status.idle": "2026-02-02T20:15:04.947365Z", "shell.execute_reply": "2026-02-02T20:15:04.946970Z" } }, "outputs": [], "source": [ "# Create animation of tracked clouds and outlines with OLR as a background field\n", "animation_tobac=tobac.animation_mask_field(\n", " Track, Features, Precip, Mask,\n", " axis_extent=axis_extent,\n", " vmin=0, vmax=60, extend='both', cmap='Blues',\n", " plot_outline=True, plot_marker=True, marker_track='x',\n", " plot_number=True, plot_features=True\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:15:04.948585Z", "iopub.status.busy": "2026-02-02T20:15:04.948502Z", "iopub.status.idle": "2026-02-02T20:15:19.241877Z", "shell.execute_reply": "2026-02-02T20:15:19.241364Z" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", "HTML(animation_tobac.to_html5_video())" ] } ], "metadata": { "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": 4 }