{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example: Compare ASCAT SM against ISMN" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:30.786613Z", "start_time": "2024-06-14T13:26:30.783029Z" } }, "outputs": [], "source": [ "# install the ISMN package first https://github.com/TUW-GEO/ismn\n", "import ismn.interface as ismn \n", "import warnings\n", "\n", "# install the ascat package first https://github.com/TUW-GEO/ascat\n", "from ascat.read_native.cdr import AscatGriddedNcTs\n", "\n", "import pytesmo.temporal_matching as temp_match\n", "import pytesmo.scaling as scaling\n", "import pytesmo.metrics as metrics\n", "from pytesmo.utils import rootdir\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import tempfile\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the ascat reader:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:31.054848Z", "start_time": "2024-06-14T13:26:30.818658Z" } }, "outputs": [], "source": [ "testdata_path = rootdir() / \"tests\" / \"test-data\"\n", "ascat_data_folder = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"55R22\"\n", "ascat_grid_fname = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"grid\" / \"TUW_WARP5_grid_info_2_1.nc\"\n", "static_layer_path = testdata_path / \"sat\" / \"h_saf\" / \"static_layer\"\n", "\n", "\n", "#init the AscatSsmCdr reader with the paths\n", "with warnings.catch_warnings():\n", " warnings.filterwarnings('ignore') # some warnings are expected and ignored\n", " \n", " ascat_reader = AscatGriddedNcTs(\n", " ascat_data_folder,\n", " \"TUW_METOP_ASCAT_WARP55R22_{:04d}\",\n", " grid_filename=ascat_grid_fname,\n", " static_layer_path=static_layer_path\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the ismn reader:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true, "ExecuteTime": { "end_time": "2024-06-14T13:26:31.231377Z", "start_time": "2024-06-14T13:26:31.055833Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing metadata for all ismn stations into folder /home/wpreimes/shares/home/code/pytesmo/tests/test-data/ismn/multinetwork/header_values.\n", "This may take a few minutes, but is only done once...\n", "Hint: Use `parallel=True` to speed up metadata generation for large datasets\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Files Processed: 100%|██████████| 8/8 [00:00<00:00, 64.84it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Metadata generation finished after 0 Seconds.\n", "Metadata and Log stored in /tmp/tmpkfwxw4c4\n", "Found existing ismn metadata in /tmp/tmpkfwxw4c4/header_values.csv.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "/home/wpreimes/miniforge3/envs/pytesmo/lib/python3.10/site-packages/ismn/filecollection.py:435: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", " dfs = dfs.fillna(np.nan)\n" ] }, { "data": { "text/plain": "[Station 'CST-01' with Sensors: ['ECH20-EC-TM_soil_moisture_0.050000_0.050000'],\n Station 'CST-02' with Sensors: ['ECH20-EC-TM_soil_moisture_0.050000_0.050000'],\n Station 'AAMU-jtg' with Sensors: ['Hydraprobe-Analog-(2.5-Volt)_soil_moisture_0.050000_0.050000'],\n Station 'Abrams' with Sensors: ['Hydraprobe-Analog-(2.5-Volt)_soil_moisture_0.050000_0.050000'],\n Station 'AdamsRanch#1' with Sensors: ['Hydraprobe-Analog-(2.5-Volt)_soil_moisture_0.050000_0.050000'],\n Station 'node414' with Sensors: ['EC5_soil_moisture_0.050000_0.050000'],\n Station 'node505' with Sensors: ['EC5_soil_moisture_0.050000_0.050000'],\n Station 'node703' with Sensors: ['EC5_soil_moisture_0.050000_0.050000']]" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#set path to ISMN data\n", "path_to_ismn_data = testdata_path / \"ismn\" / \"multinetwork\" / \"header_values\"\n", "\n", "#Initialize reader\n", "meta_path = tempfile.mkdtemp()\n", "ISMN_reader = ismn.ISMN_Interface(path_to_ismn_data, meta_path=meta_path)\n", "list(ISMN_reader.stations_that_measure('soil_moisture'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will compare only the first station to ASCAT here. For this station, we will compare ASCAT to the available measured time series from depths above 10 cm (which is only one in this case)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:31.234536Z", "start_time": "2024-06-14T13:26:31.232239Z" } }, "outputs": [], "source": [ "station = next(ISMN_reader.stations_that_measure('soil_moisture'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will first temporally collocate the ISMN time series to ASCAT. Then we will perform a CDF matching so that biases between the two will be removed." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.149900Z", "start_time": "2024-06-14T13:26:31.236020Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wpreimes/miniforge3/envs/pytesmo/lib/python3.10/site-packages/ismn/filehandlers.py:638: FutureWarning: Support for nested sequences for 'parse_dates' in pd.read_csv is deprecated. Combine the desired columns with pd.to_datetime after parsing instead.\n", " return pd.read_csv(\n", "/home/wpreimes/miniforge3/envs/pytesmo/lib/python3.10/site-packages/ismn/filehandlers.py:638: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n", " return pd.read_csv(\n" ] } ], "source": [ "label_ascat='sm'\n", "label_insitu='insitu_sm'\n", "\n", "ISMN_time_series = station[0].read_data()\n", "ascat_time_series = ascat_reader.read(station.lon,\n", " station.lat,\n", " mask_ssf=True,\n", " mask_frozen_prob = 5,\n", " mask_snow_prob = 5).tz_localize(\"UTC\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { "end_time": "2024-06-14T13:26:37.169189Z", "start_time": "2024-06-14T13:26:37.150724Z" } }, "outputs": [ { "data": { "text/plain": " ssf proc_flag orbit_dir sm sm_noise \\\n2007-05-22 02:41:57.999995+00:00 1 0 b'D' 62.0 3.0 \n2007-05-22 14:00:06.000021+00:00 1 0 b'A' 87.0 4.0 \n2007-05-24 03:40:32.000005+00:00 1 0 b'D' 70.0 3.0 \n2007-05-25 14:37:59.999998+00:00 1 0 b'A' 87.0 4.0 \n2007-05-27 02:38:29.999996+00:00 1 0 b'D' 71.0 3.0 \n... ... ... ... ... ... \n2014-06-25 13:51:37.000006+00:00 1 0 b'A' 83.0 4.0 \n2014-06-27 03:32:04.999979+00:00 1 0 b'D' 79.0 4.0 \n2014-06-27 14:50:18.000019+00:00 1 0 b'A' 81.0 4.0 \n2014-06-30 02:30:05+00:00 1 0 b'D' 77.0 4.0 \n2014-06-30 13:48:17.999999+00:00 1 0 b'A' 83.0 4.0 \n\n snow_prob frozen_prob abs_sm_gldas \\\n2007-05-22 02:41:57.999995+00:00 0 4 NaN \n2007-05-22 14:00:06.000021+00:00 0 4 NaN \n2007-05-24 03:40:32.000005+00:00 0 4 NaN \n2007-05-25 14:37:59.999998+00:00 0 4 NaN \n2007-05-27 02:38:29.999996+00:00 0 4 NaN \n... ... ... ... \n2014-06-25 13:51:37.000006+00:00 0 0 NaN \n2014-06-27 03:32:04.999979+00:00 0 0 NaN \n2014-06-27 14:50:18.000019+00:00 0 0 NaN \n2014-06-30 02:30:05+00:00 0 0 NaN \n2014-06-30 13:48:17.999999+00:00 0 0 NaN \n\n abs_sm_noise_gldas abs_sm_hwsd \\\n2007-05-22 02:41:57.999995+00:00 NaN NaN \n2007-05-22 14:00:06.000021+00:00 NaN NaN \n2007-05-24 03:40:32.000005+00:00 NaN NaN \n2007-05-25 14:37:59.999998+00:00 NaN NaN \n2007-05-27 02:38:29.999996+00:00 NaN NaN \n... ... ... \n2014-06-25 13:51:37.000006+00:00 NaN NaN \n2014-06-27 03:32:04.999979+00:00 NaN NaN \n2014-06-27 14:50:18.000019+00:00 NaN NaN \n2014-06-30 02:30:05+00:00 NaN NaN \n2014-06-30 13:48:17.999999+00:00 NaN NaN \n\n abs_sm_noise_hwsd \n2007-05-22 02:41:57.999995+00:00 NaN \n2007-05-22 14:00:06.000021+00:00 NaN \n2007-05-24 03:40:32.000005+00:00 NaN \n2007-05-25 14:37:59.999998+00:00 NaN \n2007-05-27 02:38:29.999996+00:00 NaN \n... ... \n2014-06-25 13:51:37.000006+00:00 NaN \n2014-06-27 03:32:04.999979+00:00 NaN \n2014-06-27 14:50:18.000019+00:00 NaN \n2014-06-30 02:30:05+00:00 NaN \n2014-06-30 13:48:17.999999+00:00 NaN \n\n[830 rows x 11 columns]", "text/html": "
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ssfproc_flagorbit_dirsmsm_noisesnow_probfrozen_probabs_sm_gldasabs_sm_noise_gldasabs_sm_hwsdabs_sm_noise_hwsd
2007-05-22 02:41:57.999995+00:0010b'D'62.03.004NaNNaNNaNNaN
2007-05-22 14:00:06.000021+00:0010b'A'87.04.004NaNNaNNaNNaN
2007-05-24 03:40:32.000005+00:0010b'D'70.03.004NaNNaNNaNNaN
2007-05-25 14:37:59.999998+00:0010b'A'87.04.004NaNNaNNaNNaN
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2014-06-25 13:51:37.000006+00:0010b'A'83.04.000NaNNaNNaNNaN
2014-06-27 03:32:04.999979+00:0010b'D'79.04.000NaNNaNNaNNaN
2014-06-27 14:50:18.000019+00:0010b'A'81.04.000NaNNaNNaNNaN
2014-06-30 02:30:05+00:0010b'D'77.04.000NaNNaNNaNNaN
2014-06-30 13:48:17.999999+00:0010b'A'83.04.000NaNNaNNaNNaN
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" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ascat_time_series" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { "end_time": "2024-06-14T13:26:37.174928Z", "start_time": "2024-06-14T13:26:37.169973Z" } }, "outputs": [ { "data": { "text/plain": " soil_moisture soil_moisture_flag soil_moisture_orig_flag\ndate_time \n2008-07-01 00:00:00 0.50 C03 M\n2008-07-01 01:00:00 0.50 C03 M\n2008-07-01 02:00:00 0.50 C03 M\n2008-07-01 03:00:00 0.50 C03 M\n2008-07-01 04:00:00 0.50 C03 M\n... ... ... ...\n2010-07-31 19:00:00 0.26 U M\n2010-07-31 20:00:00 0.26 U M\n2010-07-31 21:00:00 0.26 U M\n2010-07-31 22:00:00 0.26 U M\n2010-07-31 23:00:00 0.26 U M\n\n[15927 rows x 3 columns]", "text/html": "
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soil_moisturesoil_moisture_flagsoil_moisture_orig_flag
date_time
2008-07-01 00:00:000.50C03M
2008-07-01 01:00:000.50C03M
2008-07-01 02:00:000.50C03M
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2010-07-31 19:00:000.26UM
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2010-07-31 23:00:000.26UM
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" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ISMN_time_series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will rename the soil_moisture column from ISMN so it's easier to differentiate them in plots. Also, drop all the NaNs here, they might lead to problems further on." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.179514Z", "start_time": "2024-06-14T13:26:37.175575Z" } }, "outputs": [], "source": [ "ismn_sm = ISMN_time_series[[\"soil_moisture\"]].dropna()\n", "ismn_sm.rename(columns={'soil_moisture':label_insitu}, inplace=True)\n", "ascat_sm = ascat_time_series[[\"sm\"]].dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we need to temporally collocate the two time series. We do this using the nearest neighbour within +- 1 hour." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.188262Z", "start_time": "2024-06-14T13:26:37.180209Z" } }, "outputs": [ { "data": { "text/plain": " sm insitu_sm\n2008-07-01 02:41:05+00:00 79.0 0.50\n2008-07-01 13:59:12.999987+00:00 81.0 0.49\n2008-07-02 13:38:37.000012+00:00 60.0 0.47\n2008-07-03 03:39:39.000011+00:00 68.0 0.46\n2008-07-04 14:37:08.999993+00:00 66.0 0.45\n... ... ...\n2010-07-25 13:57:54.000013+00:00 78.0 0.41\n2010-07-27 03:38:19.999997+00:00 76.0 0.38\n2010-07-28 14:35:46.999995+00:00 67.0 0.35\n2010-07-30 02:36:15.000004+00:00 66.0 0.31\n2010-07-30 13:54:24.999980+00:00 63.0 0.30\n\n[244 rows x 2 columns]", "text/html": "
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sminsitu_sm
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" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matched_ismn = temp_match.temporal_collocation(ascat_sm, ismn_sm, pd.Timedelta(1, \"h\"))\n", "matched_data = pd.concat((ascat_sm, matched_ismn), axis=1).dropna()\n", "matched_data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.558414Z", "start_time": "2024-06-14T13:26:37.189630Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax1 = plt.subplots()\n", "matched_data.plot(figsize=(15,5),secondary_y=[label_ascat],\n", " title='temporally merged data', ax=ax1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is still a bias between the time series, especially at the start. We can remove it by scaling, here we use CDF matching as a nonlinear scaling method." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.755852Z", "start_time": "2024-06-14T13:26:37.559887Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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MU0bKOcarKamskiAIgiCI8QKJY+OVbNL5ff+O0dkPN+3r2W2ib+y42cYCiT52G907uvtBEARBjFsMRyD/8J1jw3kNgiAIgiCIsQSJY+MVzZVf1b9zdPbDDRfH9CyQjo/uvowluDg2sHt094MgCIIYtzicY5mRyBwjcYwgCIIgiPEBiWPjFbdzrG+MOccAWxAiBOfYntHdD4IgCGLc4iyrpG6VBEEQBEEQHBLHxivZlPP7seAci3UA8Q77exLHbPhnMdiV+7sjCIIgiBHAGcg/nMwxCuQnCIIgiNFG0w2cf+tr+PkjG0d7V8YFFYljN9xwA2bPno1gMIilS5fi+eefz7vtM888A0mScr42bnT+Au+9914sXLgQgUAACxcuxP3331/JrhGcsSiOdax3fk/iGMMwnJ8F5Y4RBEEQ+wBjhJxjdlklZYcSBEEQxGjxbvcgnt7Uhb+8PEaqxA5wyhbH7rnnHlx66aX43ve+hzVr1uD444/Haaedhp07C4svmzZtQltbm/U1d+5c62cvv/wyzjnnHJx33nlYu3YtzjvvPJx99tl49dVXyz8igqGNQXGsncQxTzJDzow4EscIgiCIfYAu6GHDcY5xB1pa0x2CG0EQBEEQ+w/u5KYGOSND2eLYddddhwsuuAAXXnghFixYgBUrVmD69Om48cYbCz5v8uTJaGlpsb4URbF+tmLFCpxyyim44oorMH/+fFxxxRU4+eSTsWLFirIPiDDxco6N9gTWLY4N9Y7Ofow13CIh5Y4RBEEQ+wBnIP/wu1UC5B4jCIIgDgwS6coXhcYqVsyBpkPXaTweLmWJY+l0GqtWrcKpp57qePzUU0/FSy+9VPC5RxxxBFpbW3HyySfj6aefdvzs5ZdfznnND37wgwVfM5VKIRqNOr7GFa/8Abh+CfDE1ZU9nwfyNxwMQAKyCWCwe8R2ryK4OFbTym4LOcd6tgE3nwpsenjf79doQ+IYQRAEsR9wZI5lh5E55hDHaLWaIAiCGNu8tK0bC658BL96bNNo78qIogkDe5rG42FTljjW3d0NTdPQ3NzseLy5uRnt7e2ez2ltbcVNN92Ee++9F/fddx/mzZuHk08+Gc8995y1TXt7e1mvCQDXXHMNamtrra/p06eXcyhjn2wSGNhZeYld1izTC9TYYtRollamB4HuLez+7BPYbbI///b/vATY9Spw16f3+a6NOol+5/cDJI4RBEEQI4+BkXGOiUZ0CuUnCIIgxjpX/fstAMBvn9o6ynsysmgj5AgnGGolT5IkyfG9YRg5j3HmzZuHefPmWd8vX74cu3btwi9/+UuccMIJFb0mAFxxxRW47LLLrO+j0ej4EsjCDew2UWHpIXeOqUGgbgYQ2wv07wCmLR2Z/SuXzrcBGEB1M9A4hz2WLOD2m0juKXKOEQRBEPsBY4ScY2LpBjnHCIIgiLGOIlfUh3DMIzrHklkNtfCN4t4c+JT1V9LU1ARFUXIcXZ2dnTnOr0Icc8wx2LJli/V9S0tL2a8ZCAQQiUQcX+OKEBfHKgyt5wHvaoCJY8DoOsfa17HbliVAwPxdpQqIY2JA/XiH/45l82RG4hhBEASxDxi5zDH7PpVxEARBEGMdn5LfdHMgM1LjOsEoSxzz+/1YunQpHn/8ccfjjz/+OI499tiSX2fNmjVobW21vl++fHnOaz722GNlvea4gzvHKg2tt5xjY0UcM/PGWpYAwVp2PzmQf3t3Q4HxDBfHJs1nt1RWSRAEQewDnJljIxPIT2WVBEEQxFhHkcenOJYVmuKkhuEIJxhll1VedtllOO+887Bs2TIsX74cN910E3bu3Ikvf/nLAFi54549e3D77bcDYJ0oZ82ahUWLFiGdTuOOO+7Avffei3vvvdd6zW9+85s44YQTcO211+KMM87Av/71LzzxxBN44YUXRugwD0BC9ex22GWVY1AcU4PsfqGySi2z7/dprMDFsZbFQMd6YKgbyCQBX3B094sgCIIYVzhXmIdRVkndKgmCIIgDCHWcimOOcZ0Wq4ZN2eLYOeecg56eHvzoRz9CW1sbFi9ejIceeggzZ84EALS1tWHnTluESafT+Pa3v409e/YgFAph0aJFePDBB/HhD3/Y2ubYY4/F3Xffje9///v4wQ9+gIMPPhj33HMPjj766BE4xAMUq6yyH9A1QFbKez4P5FfGgDima0AHC0FEy6FAzCyhpbJKBhfH6mcDaoh1Fo3tBRoOGt39IgiCIMYVxghNonXqVkkQBEEcQIxX55iYOUbOseFTUSD/JZdcgksuucTzZ7fddpvj++985zv4zne+U/Q1zzrrLJx11lmV7M74hDvHYLDyQ15mWSruQH6AiWOGARRodLBP6H0HyAwBvjATfDJD7PFCzjF9AjrHwg3I1kyB2rcNfW3vop7EMYIgCGIE0QUdKzks55h9n1aqCYIgiNHkb6/vQl3Yh1MXteTdRh3FQP439wzg2c1duOj4g+BXi++HYRi4+YV3sXhqLY45qLHgttStcmQZn20bxgOqH/DXsPuVhPJbgfx+oHYaAIk5kga7R2wXS4aH8TcvYg64UgL5JxL89xuqx26NiaKvvLF+FHeIIAiCGI+MVPkFdaskCIIgxgJ7+xP4zr3r8K2/rS243Wg6x659ZCN+8egmPLe5q6TtN7RF8ZMH38b/3Ff8elB3daskhgeJY2MZ7h6rJJRfdI6pAaDGbIAwGqWVYt4YYAfyZ4YmVrZYPhL97DZUh06w1QE1vnf09ocgCIIYlzgC+Ucoc6xgIH/XZuCRK4BYR8XvNeoYBvD0NcCmR0Z7TwiCIAgX73QNAgBiqaxDKHJzSvzf+JTyDID9v6gzkGDXu93x0hrOxZNZAMDegYQjDsGLrE7OsZGExLGxTHgYofw8c0wNsNt6lgmH/h3D369y6d7CbictYLfcOQZ4l1a6TwJFTgoHPIJzrA2sfDaUPIAvJAiCIIgxiTFCXSbF64+CFxm3nAq8cgPwr69W/F6jzqaHgWf/F7jrnNHeE4IgCMLFzt4h634633gUa8f/6/0tfuG7CSqySAxjcagS+HgbTZZmCuGCVzKjYzBdeF91nQL5RxISx8YyPJR/OM4xxRTHRjOUn+9/9SRzn1TAV8XupwZyt88knN9nS1PZD1gEcWxHlv3Oa1IkjhEEQRAji+j4GinnWEFxjI9vu16t+L1Gi1gygwtuex1rN2wY7V0hCIIg8iCKY6I49OaeAXz2T6/gjV39QHrQejyADJJFBKeRxhLHElnrMU038LU7V+Om57blbC+Oq92xwtfBjswxV1llVtPx1b+uxi0vvFvRfk9ESBwby/AQ/koyx7igpI4BcUwQfyyCpnvMyznmziLLJnK3GS9kU0DGPGGH6vFOipWc1mZKq0knCIIgiFIZqSD9sleqy+24PQZ49Z1ePLmxE89vq2CBkiAIgtgv7Oy1hS9RHHpofRte3NqDW190CkMhpDG0n8WxlIdz7PktXXhgXRt+9tDGnO2zmj3G9gwWEccKjMdv7Y3iwfVt+L/n36lovyciJI6NZULDKKvUxpI4Zu5/SOi4WSiU3y2YZZL7Zr/GAjxvDBKMQARbkuxzqc92jtouEQRBEOOTkXOO2fczWgnRB3JFzdFHFX6RkaBoVIIgiDGLo6xSEIe4aLRye5+jCikopfd7WSUfT2JJ2zkmjp0Jl1iXFVpLd8XSBV9bK5A5Nphm7zecGIWJBoljY5mRKKscbXHMMMg5Vgjrs6lDNKljl8Z+57VGNLe8lCAIgiCGgTFSzrFSyyo5wxDHDMMoGLJcCloFz+fHNZgVHqQmQgRBEGMGwzCwo8e7rJKf9ff0J9Ddb19bBrD/xbG06WiLJjLQdYONa8I42hlzGkFE4axYiL84vrkXvbjoRl2lS4fEsbGMVVY5jEB+r8yx/RlwnxkCNHNfRHGMO8eSHplj7sfGtXPMFg67B1OIogpDhvk7i1LHSoIgCGLkECfjWd1AtsIJsziNyLsiLW4kVV5WeeGfV+ID1z2bk6VSKtFkBsf+75P41t/WlvU8flxDGdEmR4tWBEEQY4WBRMbhxhLHI3FRZdMeO64miHSOU2tfw0W7gUQGn/rjyzjt18+jd9B2hHVEnQKY6BwrJo7pRv6yyiFLHBvnze1GEBLHxjKh4WSOcedYkN1GpgGQmAtrsHtEdq8k+L7LPsBfZT8eZNla3mWVLnFsQjjH6tETTwOQ0GaYv/fonlHbLYIgCGL8obsWxyp1j4kr1XlXpIUA5OFkjr2wtRvvdA9iV29lc4EtHXF0RFN4bkt5WZ6861lKvIbKjuPFOoIgiAMM0TUGeDvHAGDb3h7r/v4WxwzDsMaT7ngKq3b0YWN7DE9ttCN0huccs++7F5H4cYpiG1EYEsfGMtxpVUlZJXdr8bJK1Q9EprD7+7O0UiyplCT78XLKKieIc6zHPPnZ4hg5xwiCIIiRw11dWGnumCiypfOJY+LCnl75hQgX4mLJykoauTsunswW2dIJF/18krDv5BwjCIIYM4h5Y4DLOSaMU9s77WvpoJTG0H4sq8zqhmWkZkYIxrOb7AWbTrdzTAzkjxfJHCvoHGPjXkZjpZxEcUgcG8sMq1ulK3MMEEordwxvv8rBK28MKC+Qf4I4x7pNe22b0QgAMAZ2j9ZeEQRBEOMQ9+S4UueYXkpZpRgJkYpV9D6GYSBrvlk8VZ64xeHPT2S0sspI+XH5ILwvOccIgiDGDG5xTHROicNdR49dlRREGsn96BwTx1l/qgeny6/Ahyxa9DacLK8CYKAzVnlZpSaMa+5A/oTwvbZ7FbDzlUoOYUJB4thYZjjOsayrWyUA1E5ntwO7hrdf5SAEzjuwnGMemWNuwSw9lLvNeEEQx3rNlYG9YOKY1k/iGEEQBDFyjJRzzCglkN/qxgw2rldQ1iGWb8bKdH5xRGfbYKr047WcY6I4Rs4xgiCIMcPOnvzOMXGc8hm2+yqIjOWo2h+I+/QD31/we/9vcJr8Kn7t+z1u9v8KC6Ud6IwWKqss5hyz7+eWVbLjlKFDvflk4JYPOsdmIgcSx8Yy3DmWGXS0oC0Jvr0iiGNVk9jtUE/u9vsKPpH0hZ2PBwpljrkeS/aP+G6NGcSyykH2O2s3yyr1fsocIwiCIEaOEcscE8sq872Gwy1msLlMmWQFcazcskjrNYQrh1iq9NLMtPk8H6iskiAIYiyS6xwTyyrtxwOSfe4PSSmHo2pfYwtWBo6VNwAAJkn9mCsxE8RkqT/XOSYs6nTHigTyO7pVegfyOxZ59qcOcABC4thYJlALSOavqNzSSi/nGHeiVVKmWSmWOBZyPl7IOeZ+bDz/E+cE8ttllRTITxAEQYwkbufYSJRV5u2ClY47v/fKGC2CKI5FK8wcE51t5ZRmepdVkjhGEAQxVuDiWJWfNX1xlFWakfz1YR8CEJ1jaST2Y+YYH0umSV2YLPUDAJqlflRLSWt/3IH84tgXS2ULurydmWPO7Xi2mmMcIwpC4thYRpaBYB27X25ppcbFsaD9GC9t3J/iWNZjPwC7W2WhQH6f2d2ykrLSAwUxc8wVyC/HKZCfIAiCGDncmWMjUVaZN5DfLY5VkDumCcJbpZljDnGsDPeZd1klZY4RBEGMBdJZHXsH2ILFnMnV1mMcri8tm9WAAOzFlQDSVrkhJ57K4pYX3kX7wMif4/k+LZU2W48dLNnXeEGk0WEG8j+xoQPPbu7KiSvoGcxfWinGD7gXvBJezjEK5i8IiWNjHSuUv0yBqKBzrH/Yu1X6fpirrG5xrJRA/obZ7LbcYz+QEDPHXIH8arJvfOetEQRBEPuVkSqr1Esqq3SLY5U4xyoTthyvUaHAZnerJOcYQRDEWGNPfwKGAYT9CqbUsQqllCNzjN0ubI2gWrHP40FkcpxjV/7rTfzogQ245K+rRnw/+T4dKW+xHpurttv7I6UxkMhgYCiDr/x1FS6+fSUGXWNVodLKQuIYz1ZTxXgAY/+55g5ESBwb64Qq7Fjp1a1yVMoqzf3wuZ1jvKzSyzlmllXWz2K3E8Q5xlcFBuUqDBrm7y1K7jGCIAhiZHBn4lfqHBMn43kD+XOcY8Mrq6w0kH/4ZZVi5hg5xwiCIMYCO3pYjuWMhjACKpM0vAL5fYqEGbWK9XhQSltZXJz7VrMom9U7+0d8P7lgtVQQx6YaHdb9Kpm52t7pjiOjGUhldezqdS7EFOpY6RTHXIH8ZgaZX3SOaYUD/ic6JI6NdSrpWGkY9h++MsrimCXSuTLHSnGOTQhxrB8AkPXXom+I/c6m1IUod4wgCIIYcUbOOWbfzy+OuQL4h5k5VnFZZYWh/mmvskpyjhEEQYwJdpl5Y9MbwgioPHMs1zkmSRKm19iSRxDpiheGKiGd1RFGEgukHdZjCuz9bAqw+7v77PFlh6vRQCFxTBzXUxl3WaXpHJOE482SOFYIEsfGOpWUVYqdLUXnWLhCF9pw8HKwAbZzLJvM7cSZcolj47WsUstaLrl+VMMwAEkCptaFsNcUx+58/OX9egInCIIgxi98Du03V9lLGV8Mw8CV/3oTd7660/EYp7RulR7fl4CYOVZpIH+2QudYxupWSZljBEEQY40dPUxAmtEQtsY0Z7dKdg6XJKC1SrIeDyJtZXEBzjEs7LcdZiNFKqvhMHkbFMk766vBz/ZFFMd29jgXl7rjpWWOJd2B/OZxOsoqyTlWEBLHxjq8rLIc95SWRxzjzrHM0P6b4OXrVsmdY4BzNdkwBOeYmTk2XrtVCl05uzX2+dSH/agO+NDOQ/l3vYynNnaOyu4RBEEQ4wt+sRD2566y5+OZzV24/eUd+J/71wuvY/88XWq3ygrEsYxembDleA1BHCunNDOd9QgyJucYQRDEmIB3qpzZaJdVOrtVMmRJwqSQPU4F4SyrXLnDvsYO+9UR3890VrfC+DVDyvl5nZ+NUbv6bLfYoKvss5BzzMimMRnM+JLrHGOvQ2WVpUPi2FgnzEshK3SOKX77fiACSEr5rzcc8nWrlBXAzzqLOEor04N2UKAVyN+XG5QyHuAOvkAEvUPs+Bqr/KgKKGgDc459Wn0G/dtWjtYeEgRBEOMILo6FfKY4VoJzrM+jS5a4Up3O5nkNHsjPx/8KMse0EckcqzSQnz3PL5ajZEgcIwiCGAvsFMoqLedYJtc5JkuA37CdxyHJWVb5n7V2vnM0kcnp6jxc0pqOI+StAIB1xsE5P6/1sXFJdI5xGqvYdXwh59hnNn4drwW/igXSDo9Afi/nWGUu7IkCiWNjnXATux0swz0lClKSoFBLElDdzO7H2kZm/4ruS55ulQAQrGW3goPKmjxLChCZyu4buh3SP56wwvjr0G1efDRW+xH2K/iPdoy12ZTt947G3hEEQRDjDD7lt8SxEpxjYu6X9TrCxUMmr3PMLAupaWW3lTjHxJLIEQjkd3cAK+V5qrjivj+7fRMEQRCeGIZhO8eEzLG05pE5BsmO+QFQhYQlGqWzOh5+0+4cmdb0nE6WwyWV0VEvsfHvHaM15+c1ChfHhnJ+1lLLrp8LdaucEX8DAHC28oxHIL+HA5qcYwUhcWysUzWJ3Q52lf4cLo4pgdyf1U5jt/27hrdfpZKvWyXgHcrPSyqDEfYc7i4bj6H8YqdK0y7bWBVA2K9iqzENX0x/GwBw6MAzgE65YwRBEMTw4BcLIbOsspTMMc1DHCstkN8UwyJT2G0FgfxO51ilmWPCa5QhjqWsbpXCc8ZrzANBEMQBRM8gK42UJGBqfQgBX65zzBAyx8SqqhopYYlGL2ztQv9QBpNqAlBkZijpHxpZZ1Va0y3nVswI5fy8WmHv5+Uca+XiWIGySo4KDams7li84mWVPsocKxkSx8Y61ZPZ7WAZuVP5QvABoG46ux3YPbz9KnlfuHMs92RghfJ7Oce4cFZJ5pqJYRj4yQMb8Kfn3yn7ufsFhzjmdI4BwPP6oRgwwmgw+qC9++Jo7SVBEAQxivz11R34/j/Xj0ipR05ZpeAc29U7hK/euRprd/U7nuMtjpUSyG+WVVrOseF1qxxMa577UgxHblkZ7jMu+vnFiwoPcWzd7n585Y5VeHFrd9n7RhAEQZQPD+OfUhtCQFXgV5ikITrH+HAhSU7nWA2GrIWhf7/BSipPX9KKBrOEsZA49uo7PfjqX1ejI1p6dnc6q1uLLDGEc34elrPWdm5aBHHsxw9swB+f3Zb3fXzIwjBsN3dW0+2uy5LoHKOyykKQODbWqTLLKuNd9pJvMXggv5c4xp1j+00cK7AvXAATV5O5UMaFs0oy10w6oin86YV38YtHN5X93P2CII51mXbZpuqAFQaZgYpHtKMAAIOr/zYqu0gQBEGMLiue2II7XtmJbV3x4hsXwRLHPJxjD61vw4Pr2vCXV3Z4PkfEkTmW1zlmllVy51gl4pirZLOSUP5MttLMMS/nWO5c5O7Xd+HhN9vx2T+9iqv+/ZajCxpBEAQx8uyy8saY+cJ2jnkF8sPlHBvCUFpDIq3h8Q0dAICPHjYFdSEfAKA/kd9Z9eeXt+PB9W2WqFYKqaxmBeJ7OcdCyP9+rbVs+76hDG5+4V387yMbnZ2bhfGZC2C8Y+WQ8FmoVFZZMiSOjXWqTOdYNmFPNItRSJCq5c6x/VVWmadbJWALYCkPcSxg5pGFWTB9Jc4xrsCnsnpFq837nGQ/uw3Vo91cgWipDaIqYLcR/o++HAAQ3PIAKf0EQRATkKwp0iTSw29Mw01UdiC//Zp8zIwmnGON1/hplFRWaYp5ljhWfuZY1tWMpxJxLFuhcyxdYlmluNp/20vbcfpvnseanX1l7ydBEARRGtw5NqOBObG8nWNmWSXgcI5FMIRERsNTGzsxmNYwtS6EI2fUoS7MxLGBAs4x3hjGKx8sH+msXVYZF51jZnRQoIA41lTthyzEhxsGsG6XUHGVsfeDl07ycV1cqKGyytIhcWys46+ySxJLLa3M1yES2P/imFXiWSBzTHSOcaGMh/VbZZXl53xowuy9lFyV/Y7gHGsfMMWxSNC6aAGAl/WF6DYi8Kf7gHefHY29JAiCIEYRPpLldWiV81rmuMjL98XwXq6BuQUoURzjzy9aVqlr9qSdl1UOM3MMqCx3bLjdKlXJVVbpctLxfTx1YTOaIwG80z2IT974En756Kb8JacEQRBExVhh/I1VAICAx4IPHzxlWXI4x6qlJCRDx99XsWvhjx42BZIkodZyjuUfZ7jg5JUPlo90VrdcXQ7nWOMcAICqp6CKCpiAX5XRUOU0u6wWF19StqM8ALbffFwfcohjVFZZKiSOjXUkCajmofwl5llYgfz+3J/t97LKAuIYF8DyBfIDQNgUxyooqxQn1WNdHGsbYCfZ1togqgKqtYkGBQ+bpZV48/79vYcEQRDEGCGvQ6sM+LBol1XmrrIXEsf4fb1Yt0rR6T4c55i7rLKCjpWOjpdliGNc2PKLFxV6Jqc8lH8mxxzUiMcufR8+fvgU6Abwu6e34uO/fxGb2ss/boIgCCI/O3vZGDO9AucYAFRjCM9sYs3uPnYYG6NqQ8UzxwYrEMdSWd1ybjkyx5rmsv3LJDC5xqPaC4Aqy2iqdl7PO5zJaVscq5UGrfcDnM4xlZxjJUPi2IEA71gZL9E5phVyjpni2FBP6WWaw6FQt8pgAecYd5UNo6zSIY7tw9XbWDKDr9+1Bk+YdeslY4pjKV8EUXPC31IbtC5aOP/RWGkl3v6PY+WDIAiCGP9wHWokXEh2ID9bhHE6x9jPYi4BSnRhZy1xzP65537xCbuk2HOYYQbye+1bSa/hEsdKbWyQ9socA3Kc7HyuocgSasM+rPj0Efj9uUeiPuzDhrYoPvrbF/DHZ7eNzXgHgiCIAxDLOWaKY1bmmDCm8VM9C+R3Xj9FJCZuzZlcjQWtNQBglVUWyhxLpO2yylLHkpQQyB81BHGskYljyCYwKeJxnQzAp0iY5BLO1uzqt99bFMfA7ltllRl77PJLlDlWKiSOHQhUldmx0iqr9HCOheps4Wlgz7B3rfi+cOeYR+YY34837gC6NrP7bucYL6tsXwdctxB49uclv3VB59iTPwZWLCndjVeAVWvX4oqNn0DXQz8t74mmONanM0twdUBFTdCHKr/q2Ox1Yx46jHogNQBse2rY+0sQBEEcOPBJ8Mg6x9j0z8s5liOOCe4t3aus0mu/eKmHv9p2iWeGAK08cUtzZY7FKgnkF/Zf0w3HMRd+Xj5xzLlYJ4pjnNMPbcWj/3UCTp4/GWlNxzUPb8Snb3oZO3tKz6khCIIgcklmNHRE2bUuzxwLKDyQ38M5JiHHOVYDdi4+ecFkJp4BViB/ocwxXqo4mNYwUKD8UiSt2eJYUqmyf2A6x5BJ5jjHQkjiYf/lWPjGT9FU7fzZ9zO/Rea3xzADilBWWS+x+0mPskpyjpUOiWMHAvWz2G1XiV0XC5UyAkJp5X7IHbP2xcMuOv1o+/6mB9ltWphQA3ZZ5Z5VQHQP8HTpApReKHPs+V8C/TuBl39f8uvlY+rmv2CK1IvPxP9c3hNNcaw7y07szRH2GYVdzjGfouIB7Rj2zZv3DW9nCYIgiAMKPpKNhDhmZ455OcfYbTzlnPBni5ZV6rkr6GmzlDBQDQRq7MfLdI+5SzYryxxzC2ylvUbGK5AfyFlUy3qIYwAwuSaIP31+Ga795BJU+RW8vr0PH/r1c7jz1Z0lOw4IgiAIJ7xTZU1Qtdxe3DkmLtbY3SoF55jMxj4ujtWFbCOJ5RwrII6JpYqlllamMnYgvxSowRp9DrpDBwEtS9gGyQGHOBYJqlgo7cACeSemb70Ds1V7QUaGjo/JL8LfuxHo2epwjrVIfahDzBII82eOkThWCBLHDgSmLWO3u14rbftCmWPA/hPHdM3+B/TqVtl6KHDCd9j99vXs1t3dkotjFVBS5tgInCCSijDxL2dV3BTH2tLsWHm7XlEcU2QJB02qssWxTQ/ZnxFBEAQxYUiNYFll0OeROWaOmcmM7hCURCGMG7lEQ5dh5JY/WrEN/mpA8dnu8TJzx9yliJVkjrn3rdTX4BdZfjOQP+M3HXA5ZZVsO7c4BrBynnPeMwOPXHoCjprdgKG0hv+5fz3Ov+11dESTOdsTBEEQheEllTMawpbrK6DmBvLzRQhZdI6Z1VgRib1GyGdLIbVhM3MsT1mlYRgYyojiWGlO4HRWQ8AsawwGQ/hk+ircvfQuu1lNZhDTquz9nt1UZZVBSjBwTPxx62eT0G+NScgmHeIYACyTN1uLXtStsjJIHDsQmPYedtu+rjRhpFC3SkDoWLmPQ/lFC2u+feHuMS6OuV1vocrFsaxDHMtzUTECq7eDvnr7m4GdpT1J1y1xbHeKHWtLLbsNC2WVqixhbnMN1hhzEAu2spPglseGvc8EQRDEAYI5THkG35eJVVbp8+pWKXR1FAQkUaDKmkKQ7ho7c1xtvNQjYLrAuXusTOfYSGSOufetlFB+wzCszzsgs88oFTQjLtzimLmL+bqNASw0+u6LjsH3T18AvyrjmU1dOPX65/CftXtLPQyCIAgCwI4eWxzj+FWvQH52K+saYJhjXTU7j3PnmJjzzMsq8znHUlndMR6W6hzLZm0xKhgMQocMn8/HxkezUmq6z144mtVU5WgEs6DzAfCJwNxAv/3CmYSjrBIA3iNvtBbSqFtlZZA4diBQN4Mp3XoWaFtXfHsrkN+784XlHOvfx84xMfwwnzjGLaXdW9hKcynOsRJD6QuWVVqMwMVGVjjJ9Gwr7UnpGGCwk9fOIbZS0crFsYCzrHLu5GoAElZWvZ898Oa9w9ldgiAI4gBiJMsqdaus0qtbpb2dKCA5yio9MscAIJN1O8d4RIKZr8JzRMt0jmUrELbcVCKOiUIkv0gZDJiNBcpwjonIsoQLjz8ID379vVg8NYKBBGvm8/W71qB/iFbyCYIgSsFyjjXa4ljAFMd6B9P46l9X49nNXZZzTDGE8ysXx0znGHdRA3ZZZb4sMdGJBZQujmkZ+/1DQXat5zMz0vj+tKoD1jattSGEFPu9agZ3YqnEsrmPb7aNJ6nkYI5z7Ch5k92tUrj2pcyx0iFx7EBAkmz32O7Xi2+fLSaO7SfnGBe6ZBVQVO9tappNi6sBdL6d6xzj3SpFEv0lvb1WknNsBLpYaoJY17O1tOeYrjGoIeyKsf1sNjuVhIUTdUbTTXEM+Jd2LHtw82NlX2AQBEEQByZ8gj8S3Sq5phW0nGP2a4pjZlTI9hLf1yqrdGlhKc21AGWJY6ZjjDvHksNzjkUryBzLuhx3pZRViu4DvuIe8zWxB4acmWNegfyFmNtcg/svOQ7fOHkuFFnCf9buxanXP4enN5XYdIkgCGICI5ZVcrhzDAAeXN+Gz9/ymjVOqbogBlVx5xi7RnWIY2b+WD7n2FCmMnFMF5xjMyfVAQCm1ZsmkOpmAMAk2OJYQJVxUL0zGuks5TkAwCGCc6ytu8+KMHhOY2aTxdK7yCbZ+Ms7awKAj7pVlkxF4tgNN9yA2bNnIxgMYunSpXj++edLet6LL74IVVVx+OGHOx6/7bbbIElSzlcySXkMFtO5OFZC7lixQP46Lo7ta+dYgU6VIq2HsluxbJQ7x3zh3O25sFQEvZTMsREQxwzhpGd0lymOherRHmXHzJ1jqmL/W+oGMLeZiWOP906C0XAwkE0Amx4Z9n4TBEEQBw77wjmWEsZGI09ZpSgUceeYO1A+p+Qzp6yyMufYSGSOVeQcy+aKYwOKuViXr1ulVJo4BjDXwGWnHIL7vnIsDp5Uhc5YCuff+jquuG89BitwxxEEQUwUuDg2s8Hu/Mgzx0T46OEzeBi/DwjVAbCdYyFBHKs1nWOJjOZ53SiKTUDpmWOiOPbfH16M/3ztvThlIRPFuHOs3rCvbf2qjEuOn2EeGBs7P6K8giBSaMh2WNv1DcSsMXWTMR1tRgN8kobq7rUAqKyyUsoWx+655x5ceuml+N73voc1a9bg+OOPx2mnnYadOwtnLQ0MDOBzn/scTj75ZM+fRyIRtLW1Ob6CwTzizkTEco6tLL4t/ycsFsgf3cNC8/cVhTpVivDSyvb19nO4OOY12SxRHHNkjgm5KjlJwsNFOMnoPVtKe44ojg2wY+aZY25mNlZBlSUMpnXE536MPfgWda0kCIKYCPBRKj2C4hjPWRGdY/nKKkXnmGaKYG7RKuN2tbnLKq3MsQGUAxe2uCmrsswxtq9V5jGXVlZpl0oqZlZNryWOOcsq83WrLIXDptfhwW8cjy8eNxsAcNdrO3Har5/H69t7izyTIAhi4qHrhtWtMp9zjGOVVepCFrcpNkU8MsdqAqo11kQ9SisHU85r5j1lllXqkoqgX8WSabVWIwHuHKtK91rvHVBlVKvmmDr9KBh1M1EjJfBB+XVUJdut1x2IRq2xdhBBrDLmAQAau5lWIIpjVFZZOmWLY9dddx0uuOACXHjhhViwYAFWrFiB6dOn48Ybbyz4vC996Us499xzsXz5cs+fS5KElpYWxxchMOUIQJKZoDWwp/C2xZxj1S2ApLAMs3iH9zYjQcYldOWDi2Nt6+znFHKblSiOaY7MMWHiLp4URqSs0n49qdTMMfMY9GAduuPs+bxbpRufImN2E7vA2Nh4Cntw6xMll5cSBEEQBy58KBuJskp3IH9aswOGxTFTFJAyHs6xnOaUbuFO7FYJAEGz02OFzrE6s4vYcDLH+GuUIrBx0TCgGJDNi4puycxAdYlj+jDEMYCV9Vz50YW486KjMbUuhJ29Qzj7jy/jmofeLpCXShAEMfHojKWQyupQZAlT6uzr3ICnOMZuVcMUutSANRbxbpVBwXEmyxJqeSi/hzjGxaapdex6LZbK5s0nc+yHeZ1oyB4RQ6ZzTB7sQFM1M5P4Vdm+tlSDkA4/FwArraxOtllPjcVjlks7boSwVl4IAJjctwaAnZGmypIj4J+cY4UpSxxLp9NYtWoVTj31VMfjp556Kl566aW8z7v11luxbds2/PCHP8y7TTwex8yZMzFt2jR85CMfwZo1awruSyqVQjQadXyNa/xVQPMidr9Y7pj1D5XHsaWoQGQqu//wd+3Hn/lf4NHvVb6PmSTwjwuAtfew77Omop5PpOO0mGWVHW/Zq82+As9JlLaimresUswIM4Y/8ZQEcUyO7gbeuLP4k0xxLOljKxh+VUa9aef1gpdWrk21ApMXst/xtTOBOz4J/P184D/fBB77AfDsL4BX/wi8cRew8UHg3eeBvW8Ave8Agz10QiQIYuKx8lbg/i8D2oFZrmaY3rFyyyp/8+QW/Oyht52v5XKOAbboJpZKRpN5nGO6dyC/uM3uviE8/+a77JvAyGSOsaBkA+cP/B54YUVFr1FfxcbYcpxjIcU+rk6jjt0RxbFUHP898FPc4/8RZm6+LafkshyOPbgJD196PD61dBoMA/jjc+/gjN+9iLf2lue2IwiCGK/wksqpdSFHDI0qS3CvT/BxStEE55jZHGa5/Bb+z/crROJOUwNfRPHKHUtk2NjRUOVHUzXbrpTSSsO89jJkj+s80zmGeCcmR0xxTJHt6zXFBxz2GQDAcfJbaEnY8T3xwbi1EDWIIN5WmU7QHF0HaFkrIy0S8pFzrAzypKR7093dDU3T0Nzc7Hi8ubkZ7e3tns/ZsmULLr/8cjz//PNQVe+3mz9/Pm677TYsWbIE0WgUv/71r3Hcccdh7dq1mDt3rudzrrnmGlx99dXl7P6BT+thrPSwa1Ph7UopZ2yYBQzsZAKKYbAQ/2euYT879hssKL9cdr0KvPkPoG0tcNg5xR1s1r4cxLLFMkPegtqiTzjLCOOlhdaKZR9iroqj2+UIlJVK7pPMi78BTJU/L6Y4NiizC4aWSNC22HowZ3INgHZs7Yyz137s++wHW58of4fVELtQCUaYvZjfivcdtzVAoNb5mBr0LnklCIIYazxwKbud92Fg4cdGdVeGQ06uV8FtdVz/xGYYBvDl9x2Mhio2kXc7xwC2eBTyK47EgXgecUy3Msec7yc6xx5e347W/m5AgS2KcedYsjyhh4fp14f9mCftwieyDwFPPAQc982SxyC+//XcfVaCc4x/1tWKDn5NsVevY3cSfUxoVVTgjTvx3sxLbKl5zc+A9dcBi84Eln2RxWGUOU5Ggj784lOH4ZSFzfif+9djU0cMZ/zuRVz6gbn48vsOdlwMEgRBTDR29DAxaGajM5NakiT4VdlRKWQ5x3TBNGKWVTZKMZyirEL87b8A84+0nmM5xzw6CPOyyrBfwdS6ELrjaezuS2DRlNqC+2xkzOtOr7gjSxzrwMLWCN7cE8X0hjDQKUQk1c/ERuUQzNc2O57a1duHRM0AQgAGjRDaArORyPgR0hPAwE7LOVYb8sEndqBOxssTgCYYFX027ot4wzA8L+w1TcO5556Lq6++Goccckje1zvmmGNwzDHHWN8fd9xxOPLII/Hb3/4Wv/nNbzyfc8UVV+Cyyy6zvo9Go5g+fXq5hzKm+d1TW/Dwm+2486Jj2D9rldlGvJhzqli3SgD45C3AL+cw51QqapdAAKwTUyXiGA/T56uqVlllEXFMVpgrTnTEiaWYH78ROO4bwNv/AZ7/FSstLQFxZTsplqOI4ph4v0Ik86T7krYQxyobWKMDwyg8KTZLIgfAHGH58sY4vGPlls448PGvMKE00cdKVJJRdpuKsguPVNT1WJTdZszVjWyCfQ0OozOW7HMJbLWmiOYhsAVqzJ+7HvNXAzJN9AmC2IekhVXdTGn5IGONSsoqh9Ka9TzROc3HRVWRoMoSsrphlRA6yyqFbpViWaXLOeZXZKQ13ZE5NpjOokliDrFrnuvBf55+En8/PIipQMmxCPb7mSWRIR+S4sp3csAKVgaA3z+9FQ+ua8NdFx1jhSpz+PHxkpVSAu/5Zx0SxLH7NmdxLR+qE31A9STgjb8CALbqU9DaWIuqvreBtXexr8mLgGXnA4eebYuDJXLqohYsnVmP793/Jh55qx2/fGwznni7E9edfRgOmlRd1msRBEGMF3je2PSGcM7PAqriEMcs55iR6xyzntOzwfF9nTl+XPyXVagJqAgHFFx/9uE4dk6T1S25JuhDU3UAa3cPWB0rd/UO4YI/v44L3jsb57xnhuM1DZ07x/KXVSLeiavPX4zPHzsLC1sjQBsXx9j+zJlzCLDJKY75jTQ6urowC8AgAggGfOiN12AqevDPl99CIsN0g0hQhU8Smu8Mw+E8EShLHGtqaoKiKDkusc7Ozhw3GQDEYjGsXLkSa9aswde+9jUAgK7rMAwDqqrisccew0knnZTzPFmW8Z73vAdbtuQPNw8EAggEigS9H+D88jH2T3D/6t34wnGzgRDPuyhRHFMKfD7Vk2y31lCP86JhsDv/8wrBbavJfhZ6X6JzLJ3V4W9Z4hTHxOf4gkhPPgz+vW+w7/tL67KZzVtWKawGZId/scSdY68Z83EsNrDS0EQfEG7I/yTzAqFHY1lirUXEsTlcHOuIwZAVSLNPKH9HtUyuYMZvUzGXsBYVhDfXYzAAPcNE2hJLXL2RPES0PA42Tzeb+b1C6x8EQeRBXEwZgTL60aCSQP6EEMSbEsomuf4lSxKCPgXxVBYps2GNuKAUK1JWyW8DqimOaeJ4q6PJbEu/rt+PvXoSa3ukisSxjJA51gH7PZDodYhjv3iUOer/8sp2fO0kZ8UBP75G0z0XK0Ucc5VVZg0ZGajoM6pRL8XZvGmwE2h7Axmo+FT6Svzxo6fiKP+7rIz3zXuBzreAh74NPH4lsOQs5iabckTJx95YHcCN/+9I/PONPbjyX2/hjV39+PBvnscVpy3AecfMhFxhxhlBEMSBSDqrW2WVMzzEMXcofyHnGEftfJNds5qL9XUhe3EllsoilsrisQ0dOHZOkzUuRoKqVX7ZGWPXuj95cAM2d8Tx3XvX54pjVolkAefYYCdCqmS70FzPUatyrymDSCOTiAMyMIQQ5rXUYKC7GlOlHjy/bguGatlzqgKqo1ulVOY4PNEo66rS7/dj6dKlePzxx3HmmWdajz/++OM444wzcraPRCJYv36947EbbrgBTz31FP7xj39g9uzZnu9jGAbeeOMNLFmypJzdG1dkhUlwddD8R+ViS1HnWIldIkMNpjjWZ7uKgJyw2ZLhXTINnQlkJYhjK57YjBuf2YZnTpyLVvEHgnPsD89uw/WPb8aDH67HHAAY2F3S7mj5xDHRLcbdbcNAMlcEYkYI6dBk+BOdQP+OksSxriw7uRdzjs1uqoIssRyYrlgKkyMVdHJVfGyfCu1XMXSdiX9lC2sDTjebngVgsMfL7F6Wg6/KKZiVUi7qdrMV+18hCOLApF/opH2gNjGpyDlmT4S5OCSWQsqShIAqI56yG9aIP3eUVXo4x/i2AZ+CWCqLtGaPscmMhkbTOdZtsIl+pznWle8cszPHghAWtoZ6WSSDC6/SUy4ONprOsdLKKp3iWMacLvcaNbY4tukhAMDLyjL0IQJFkYBpy9jXB38KrLsHWHkL0LURWH07+2o9nIlkiz8JBIo7wCRJwplHTMPRsxvxnX+swwtbu/HDf7+Fxza04xdnHYYpdUUaHhEEQYwDrn98M3739FYoZlXOTE/nmEscg0e3SpdzTErH2TVbA9MkuOgFAAtbI9jQFrWuIWOWc0y1HGa8q6XYGTKHbJopLqqHOMarwvQsGx+rzK7ImqsUM1Sf89RFk/2o6mEmj48dNQ+xhhr0r2emi0ysB50Se414KuvIHJOTfcUrnCYwZVsuLrvsMpx33nlYtmwZli9fjptuugk7d+7El7/8ZQCs3HHPnj24/fbbIcsyFi9e7Hj+5MmTEQwGHY9fffXVOOaYYzB37lxEo1H85je/wRtvvIHf//73wzy8A5eOmC3gNFbzf4wSnWPFAvk54QYgupuJbSMhjolB94k+241WoKxy1Y4+pLI61mVnOMUxQVBbub0XqayOtwYjZYljjrJKsVtlNul9v0IUc0UiDR+GwlNNcWxn4RVi8wKhLc2Os8UldkmS80Il6FMws7EK73YPYktnvDJxbCSQZTawBCNAeVUiNobB/jYc5Z8DLjEtll9Y49vx311mkH3F2gq/byGUwPBz2HxhGmgIYqwhjhcH6GppJYH84kQ9ZY5/4pgoS2xcAWzxTFxQihXtVslugz52MZLO2s/NZFJMQALQbbALkXZzrCv3d8Azx/yqjKBkl3pm492eE9hc54BhiYp8LlVKIL9VVimbrjqzHKYPNQDagHg7sO5vAIAH5RMBAIoYExCqA47+EnDUxcDOl5mbbMM/gbY3gP98gzU/OuwcYOn5QItznuzFlLoQbv/iUbjj1R342UNv48WtPfjgiudw9ccW4cwjphbMLCUIgjjQ+fWTrJpMM8dDr7JK9/mfD2myeF0crMt98fb1ljhWKzjH5rfWYENbFAlLHDOdYyGftR3vVqnmcfIahgFDZ8+TvAL5FR8QbmTX3vEOQRxzllU6xTEJgIFDm/3I9LJr77OPnY87tiroN+N6aqU49vSz6/AvHjcbkQdgRQTIepoZHXgmKOGgbHHsnHPOQU9PD370ox+hra0NixcvxkMPPYSZM2cCANra2rBz584ir+Kkv78fF198Mdrb21FbW4sjjjgCzz33HI466qhyd2/csLffo9yvbOdYEQElLIhtDnGswlI50ZE11CvsR/6VTT5X36nOAiSZuc5cYe9pc3Lc729hD6QGmFOpSIaHeB2Rt6xyBDJoZNM5loGKwdAU1GEN0Lej8JPMC4RdSSZgussqfbKcU0IzZ3I1E8c6YjhuTtOw93vUkCTAH2ZfNS2Vv042nUdYE51rA4XLRHl3VC0FDKVY3l7Fx6UIAlttATebh7AWELalHDaCGDnGgTjGKUccSwhjHh9LBO0LkukcA+zFI1E8yxvI78oc468h7psvwRbYsoZsTdR3p8x5QJnuvayZOeaTJYdzbGigC3z9XxzffYrzAiUl7HtTGeKY5RwzxbGqUAg3n70MfXeyiwlt7T1QBjuBcBNezB4BIGs5GhxIEjDzWPb1of9lGWWrbmUdpF//E/uadhRzky36uDNv1YUsS/jc8ll475wmXPa3tXhjVz8u+9taPPpWO3525hLLGUcQBDHemdHo5RxTHN9bGZtWWWXQWxBqX2816wn47Dk4j7ThMQVcHKsJqjnimJJHHMtoBvxmSaOkeohjACut5OJY80L2mLsUkxtkAKBuBtC/AwGkEZASgAEowRoE1Az6DbbPdYhbmx/SXIOFsyOA3eiSXaeTOOZJRWE9l1xyCS655BLPn912220Fn3vVVVfhqquucjx2/fXX4/rrr69kV8Yte/ps0cZqr245x4pM8LMlOses1+txOqgqdo4JolOit6TyTn7i6kmrQOMcoHtzzuSQB/0mEGD7nOhlFzxFxTF7Upw/kH/4zjEujqUNFbHgFPZgfxGB2LxI2z7IPpuWWucxq4oEt0N37uRqPL6hg4XyE8yerDbaqyyVoGu5jjQvYc3LuWZtH2WirqGxcuJk//COy1+DgjlspbjZlDwDMEFMNAaEjMphZSSOHpUG8nPyOcf4KrtX2WVMCOQXSxWzugHDMCyhjbvPxH3zJdkcohcRGGDvsSthzgNSA3anxxLg2aGKLDvEsYQgjvGyFnZc+cWxxiq2D7EKyiqh+PG+QybhYV8doAPKlkfZ44eeg9QqBUA278WRRVUjay60/GvA9ueYm2zjA8Du19jXI5ezbtRLzwcm5W9iddCkavzjy8vxx+fewYonNuPRtzqwakcffnbmEpy6aBgLTgRBEAcA9WEfIsHcea7bOcbHJbusMgAoPmTkIHy6cP3XbkdAiXmdzTXMuJDIKav0CV0tvcWxzR0xxJJZHNJcbeV9Sfnm5tWTgc4NQFxolGY5xzzKKpsOYaWgiX52/QEAgWoEfANoMxek6iS70V7Yr9him3WgvUD9TO/9meBQkvUYZY/gHLM0Hu70Kja55IJPoUB+8fVEIQuo3D3jdo5Z3SqLO8eiyQzQsoSJYy6nGZ+kZjUdqJ3G9rd/F+twWYD95RxTDNs51h8wu44UEscMwxLH3hlkJz23c2zpzHo8v6XbKlkBgLnNQsdKYmSQFVb+IgQ7l41hsG6vJZeJ8q6irsf432U6xr5QWldWT9RQBTlsrsdcDk6COCAZB84xO5A/N08rH0OCOypf5hgXtrhzTCyrLOQcc5f8A07nWDDNxLEew8522TEkXBQk+4Gq0tzPPH9VVSQEJXvsTke7rPu8gxg7FueqEj92SQIazED+aDIDXTcKBtpzUS1oOseg+KAqMppbpzpPzYefC/31NmsfS0KWgYPez75iHcAbdwCrbmPzhlduYF8z38s6XS74qOcCo6rI+OqJc/D+eZNw2T1rsakjhov/sgpnLZ2GKz+60PPCkSAIYjwwo7HK83F35hgfDxTROQZA89fAl/QWx1oFs0LYz8dI9jrRhOAcC7vKKhXne59386voHUzjkUtPsPK+pHzX5TyUP95hP1aorLLpEGDr48CgPQ7CV4WAGke/wT6bOsm+VvQUxyo1wkwASBwbo8xusv/xrdVesU6atxH3ouTMMdNxM9TrErZG2jmWv7yTH9tAIgPMWMI6PLkyyvikO6MZQO10oH2d0w2Qb3eEGXzKEcgvnBBHsKwyDRV9PjM5rZA4lhmyPqtevQqKLFkt5jm/Ovsw/P6prfjsMbaqP3cys79uJXFsbCFJLFg5UA1EplT+OplkiQ0OBvKXifLy6GwCiCecA225yD6Xc622gJvN1eDAymGrojJRYnTo3AhsfgToEeoIShXHsing1T8Ac06xSxxGEe4ez1TqHMt6OcfsskqvbpVxh7imowFRnKM8A3loFnTDLu8IKBLOUx5DXXcKSNQAL/8eJw88DQDoMmx3d3/SgFEbgZSKmqHDpYljg2kN75ffwJLubTjtuCnAa+xxbdCepwwk7H1NuMUxU/gLqDJaa4M42/cCOrQa7Ow9AbOavC+wANstF5Bs5xgARBqabXGs5VCgZTGy+l4Aua61kqhpBo7/FnDcpcC2p5ibbPPDwI4X2Fe4ETji/wFLv+DZgGDRlFr8++vH4brHN+Om597BP1btxsvbevCLTx2KYw8+gOMXCIIg8uDVqRLIFcdSXs4xAIHqeiApCEvR3exaONyATy2bhne74zjhkEmWc5mPK1EP55hVVuk6/3fH09B0A+90DZZQVmkaKxziGC+rNK8PxRLIpjnsll9rmnPtoM+OMhDLKoN+BdDd4tiBuVi4PyBxbIzy4SWtOHJGHVbv7LdzQhSVXYAmB5iAlU8c40KXV8tYEbGsUhS2Ku5WmS9zLL84xg8tmsgAU5eyb7hoZ8JXyzOaDtRNZw+WEMqvO7pV5imrzAxiuKgGF8d86FJN9b9/Z/5OIOYFmi77MIQAWmsCOXbcyTVBXH2GM6T34EnVkCSgdzCNnniK8kXGG74g++KDZCVoWbvUs5CwlrdM1HwMBhtIE73DLEWT8pR/lupmM7ctsQSLICxuODr3sVLFsc2PAo9fCWx9Evj8v0d2v4aBO4eyEENi5ph5gSD6ziQhkN/OHLN/HhWcYxlNx2eVp/Ad39+w8+0a6At/bv3sPdlV+C/fbcBrtwHhK4DnfoHDzZ/tNpzijBaog5qKmnOMuSUdx2Aqi1/6/oCmt6LAkZ8XDtD+XYrOsUTa+Rnxi6OAqkBN9ODnyg2IyiG8uPcLRcQxXlbJE4zNi5ra6fZGR/w/dlzmB5cvkLkkZAWYewr7Gthjd7eM7QVe/DX7OuhElk027zRH6XxAVXDFaQvwgQXN+Nbf1mJn7xDO/b9Xcf5xs/DdD823fs8EQRDjgRkN3hVJuc4xdh6XxW6VACRHLA8Lt0f7euCg98GnyPje6WxR7JV32PWwO3MsImSOxZJZaLrhOP9nNd0aF/b2J6yySngF8gOCc6xAWWWVcM0/2ayc4gvi5nVDQFWszLEGKWZtHvYp1uvFjSCqpeQBGzOxP6ArjjGMvQopzFhDDewCt9AfNa8/lotMiBxlla4W6ZXg6FYpvGaBbpWG6BybdTzwsd/mdHm0yip1A6ibxh4swTmWFcWxbJ6yymS0rPwTL8Syyi7ZPHllBtkFgNfquHmBlvHVApDQUpv/8xEJ+RVMqw9hV28CWzrjJI4RuSgq+78ONxTfNh+6zhoV5IhoxYS1AacQp2cBGObjA8M7Ll9V+TlsbjdbMSctMf5JRkvbji++dG3cd/tSBnwkKyuQP51bVlmOcyyd1ZHKagioCtJZHTUSc1n7Et2O7eZkt9hvuuMlAMBL6tF4OTEdf9fe59indKABKnaWNceIJ7Oohunw3vqkvf9J+zXEzDG3c4yXwwRU2RT+gYiUwPZdO4FD8zt9uaAYlOyySgBIzzkNVz99HuqDCr6x9HwAtjhWNHOsVGqnAideAZzw38CWR5mbbOsTwDtPs6/qZuDIzzGxsM4W694zqwEPf/N4/PSht3Hnqztx64vb8dzmLlx39uE4bHrdyOwbQRDEKDOzIV9ZpfO6l49tiruiKmCX/KN5EdDxpiWOiYRcC0hemWMAG4PEMv3BlD0O7elPQLXGkTymFc+ySu4c4wszU4Gz/8LKK6cfBXxkhXktLLEFE7Bxrt10drdIbIz0KzIr+dTYnKDTqEO11E5llQUgcWwMw8UxcTUX4Qag793Ck0sujklFypmsbpV9uc6xfK6nQrgFNi7OFehWyY8tmsiw9zvycznb2GWVZuYYUIFzTCyrFEQ8GGXln3jh484xQ8WgpgI1rUCsjYUlFhDHEio7Obvzxgoxd3KNJY4dc9AwgugJIh+yzMSkYAQo3PMiP4bBSpZL7hw64PFY1HafZgbZV6yt8uNSAnmca7WldxX1hSmH7UBAHIsAWCvDqVhpY9uguXob72B/i8FI4e33McMO5OfOMeHpsqdzzJlpNphi4lhG0yHL5gp8OubYrhpCTMHulQCAm33n4sl4rrM94atFGChrUh5PZSFxeTBqj/v+VL91X3S55WaOmc4xn+zIXOnc8y6AY/K+L593+F0XNdVVYdyqnYaarIpvqOyxERfHOIoKzD+dffVtB1b9GVhzB/u7fO4XwPO/YqW/y77IHGeygqqAip+duQSnLGzGd/+xDtu6BvGJG1/CV0+cg6+fNAc+pci8kCAIYgwSUGXrfD49T1mlO5Cfl9XLmtM55hjTp73HFsdchMzMsURGg2EYVtxAJKjCp8io8isYTGsYSGQgnv7FhjZ7+hOo586xQoH8QGHnGGB11ATAMildBFQFbQa7NpyMPijQEPKb72mWVXahDgehvXIjzASAxLExDJ+/OyasvOSwoHOMb19kosbLKhO9TnEsm2QB44HqsvY3xznGlfkCjg2HcywPPGeFiWMz2IMliGNi5ljeskqAnSCGIY4pBjvpZaCyVeu6GaY4ttMuFRUxxbGYxD7flkh+8dDN3MnVeGpjJ7Z2xIpvTBCjhSQB/jD7qhlG97RsuoQGBwOFy0TT5v+KlmLhpWKAadnHpQjOtdry3WzBCOtGSjls+xa3s5ivDOsZNr4VaBKT1XS8/MbbOJ4/0LMVmHrkPtvVciinrFLsuJUuOXPM+RqxZAZ1IR+yugHFFMfUTNyxXRhD9jeZQcBfg7ezUwDkjulxuRaNQFni2GA6CwW5xx3I9lv3Hc6xtFsc484xZ+bKYFeBXFDYn3VA5hc17AKlxgy6j6VYKY0iS9ZcY8TFMZH6WcAHfgi8/wpg04PMTfbus8xZtuVRIDINWPp54IjzgEgrTpw3GY/91wm48l9v4d9r9+I3T27BUxs7cN3Zh+OQ5pqib0cQBDGWqA6oSJkLXzMaS8sc4+dxd+YYfILzbPpRwKpbvcUxcwEpkdYwmNassY+PA7UhnyWOidVKYmbn3v4EJhcVxwoF8heJSBII+GR0I4K0ocAvaWhGH3TfNMfrdRl1AIDOzjZc9PsXce0nl2B+y+guAI41SBwbw3g6x6ycsEKKr/mEYqvjlnOsxyyBEhjqKV8cczjH+uza6gIXIpZzLJmFYRiQPPaZZ45lNcN2jsXa2CpwvhMNnJ23nN0q3eLY8KylKuzMsSQXx3a9mj+U3xTHeGhiS23p5V5zJlPHSmICofoBtRGoGoZLUtdcwlmpwprrvqEDhsacpsn+4R2X3y2mlZrDJrjZCpz7Jjy97zq/nzSfiWMA+10XGJO2dsWRHugAeHVGz7YxI46VU1bp5RzrHWJjdNAne2eOudSxWDJrX1yYApWSiTnG03rNNX5OW4ah7d77NCCZE/AyOmLHk1nIMHIer8raJbKFyirtzDGnc8w/1IZoMpO3qyMXFAOussqaoD1tjqeyiATVfecc80L1A4vOZF/dW9lF3Rt3Mlfd0z8FnvlfVmKz7IuoO+hE/OYzR+CUhc34wb/exJt7ovjIb1/Af586D1987+z9s78EQRAjwORIED2DbAxriXhX3LidYxzZKqs0n6cKgtO0o9ht9ybWGEuIAuJjZCKj2V0pZQlBH3uf2rAfeweS6E9kHM7uWNIpjr0HzkWWHLg4xiOJVH9uWWUJBFUFBlhp5QypCzPUPvhbFrAfCmWVANDX3Y61Pf24f/UeXPFhEsdESBwbw3BzgeFwjglur3yUXFZpXnCK3RtDDey1h3qA+pnez8uH2znGbaslBPJrOrOr1nhMVPkFQVrTWSCh4mcKeHRvwX0UxbFUVrfFN3fJzTDFMZ8ljqnsoqHJ3Kci4liPxlY+WmrLcI41U8dKgigLWQFCdeyrUgyDuWlLLhONeottfIKW5o62PQXftiBqqIBzrbY0N5saHJ9lon0ucaxuBhMk0+bvqUDTi2gii0ZJyMgTu12OAuL4n8nmikT5cIhjpmDEx405k6shFckcA5j4w8UxGbZzrHuIjXmRoIr6jKsj7oxjkNziFKg4vYbpWCqjnGMwlYXsyz1uP9JAegjwh12B/N7dKoM+xbEI2CL1YmNbDEfN9s5nzC2r9Fmv41dlpLM6YskMqvx2xo27W9k+p2kO8MGfAif9AHj738xNtvMlYOMD7Kt+FrD0C/jo4f8PR116Ar577zo8s6kLP33obTz+dgd+9anD8pYnEQRBjCV44P1vP3NEXmHf7Rzj5DjHRJGq4SD72rdrIzDlcOtHIeH83h1jrxEJ+SwjR22IySgDiYxj8SomjEmdsRR8Mm/skkd2CdYxQ4meYdUNtVMrdo4BQBsaMQNduOmMFgSOMCuYzNfj4lg4y+Y5dD2ZC4ljYxjbOeYK5AdKzBwrMlHzV9v/jAC72KqdaopjFdQiu7tV8nKqQuKYcGzRZGFxLKsZTDGsnQb0vsNKK0sUxwAmkAV9Sq5zbJgdO3xGFpCYOGaVVQJA3w7vJ5jiWEeGTUrLyRzjzrHOWAoDQxnUhsk9QhD7HEliTtpy3bRusqkSO4cO5C8T5R12swkgnnDa8MtF9rmca7Xlu9nMFuJjCrdzrG4629c078aan1gyg3mSsM2oi2P2/bLKKjNiID97Hp8Ez53MRCq+Kp7KkzkWT2at1XDuHFOzcfSbDrT6Kj8iyXbn/k47CslMwvHYlNog9g4k0alzcay0BalUVkNG04B8w1yil4ljCftYc51jQiC/EB/RKvXi7bZoAXGMfRYBKXfFPxJU0R1PI5bMYlKN/ZkpyigJzb4gcOjZ7KvzbWDVbcAbd7GcsieuAp76KZoXfBS3vv983L1wMX784Nt47d1efGjFc7jyowtx9rLpnq59giCIsQIfn6qD+aULdyA/JydzTHRjyTLQsoSVqbevd4hjQUFs6zTFMdE9zEP5Bwo4xwwD8HmMI84dlNmiXXQPm9PVTrWvqcsRx8z93WvmjkXSHQD/THjmmCmOVWlsnkOVSLmQODaG4ZMVXZwPh+vZbaGW9HyCW8w5JknMicYvrkL1tpusjLIHC0duWcLexwLdKsXJ+MBQBlPrcl1UdrdK84OwxLHCHSvdE/1kRmMXA6JTDhi2c8xv2mUzhmqXVQJFnWN7U+xzyWcP9qI6oFoXGlu7Ylg603tiTxDEGEQNANWT2FelaFmXM81LWMvnZhMeg8EmS0M9wzwHSgW6hZaQw8ZFuGF0DM7B7Ryrnc7eBygqjkUTaUzCGHKOCfczwwzkF51jAHKdY66Xj6XsCT93jvkycfSbzrEpgTQCg/bEWjckpFuOAPCS43Va60LYO5BEu7kgVOrf22BK88wb4xiD3ZBqpzmdYyWWVbagF/9py/+3wI/bL5nvL1xM1QR9ljgmLsKpY6FMcfIC4LRrgZN/CLx1H3OT7VkJvHUfpLfuw2ca5+JDJ3wWl21eiKd3ZvHde9fj0bc68L+fXILJNaXPRQiCIPYn/JJOLiDk5y+rdItjrjgbURwTUBUZfkVGWtPRGWPXjp7i2FDaWlABnJljAOArVlYJCOKYGcpfQVklFwd5KD8GhOoE8/U6UQcACGtsnrOrb8i+PiYAkDg2puH//pU7x0pYzQ832uJYuAEIm8H0lVwsuUWnKOssN2T4se6dHhw1q8HR6hZwroqLofyabuD17b1YMrXWOuGkeUlJrdm6fP0/gMM+nXd33M4xK5R/BMsqdU23TnoZqHjlnV70f/hgdurp3+ndGY2XVeosELK5DHEMAOY012DvQBJbOuIkjhHERENRzXP1MP73dR1Ixz1EtALCmle5qJ4F6wI5wL6Gg6+qsLAmdhWd9d7CZf8u51iPMglBqQpVADu2AiQHBxCQhDD5nm2VdW/eB5TjHPMSx7Z0smO3xDGzBOOlbT3oH0pbcw1ZYnmg8WTWWpxSTJlO0VPojzP34kH+fsd7bjKmY4qc666cUhfCqh19eKvPnOSXLI55541xEtFuhKfYmWMLpe0IpJzCsy2OOcsqW6UevF1IHDOP2+uihl8cxZIZxzyj0EXbfscfBo74f+yrbS0Tydb/HejZgvoXrsItSgBbZn0AP9h9FJ7aaOCD1/fhJx9fgtMPbR3tPScIgshBHJ886XgLTRnvsUXWeeYYL6t0CU4th7Lb7c+za0tJAma/D6hqQtBnimPRFAADR2EDsDUNHPR+1IXZuOB2jsWTbnGMl+cXkF2sUH7TjV1JWaXLOYaohzhmOseCRhIBpJEy/NjWFceiKZW2px9/kDg2huEnAMfUsJzMsWLdKgFbbANczrFKxDGX6JRlpRXXPv4u/rxjAD8+YxHOWz7LsYmeRxx79K12XPLX1fjs0TPsl+PL2tyZtfVxpvK3LPHcnVxxzDw5mSsICcOPkJQeVjvbdCaNoMTeJ2X+O515xw48DYkd/2B3rksk0Q8AGDCq0FTtz7vSkY85k6rx3OYubOsiKyxBEBUgy0x0EtuZl4thAJlE5Q0O+HbmOIHMIPuKtRV/77qZwKXr8u9X33bHQ199oBNf6c7gfTLY+xZAi7FupknDh4CsQUrHWAZIgZyyfYkYPZDW9LyNa9wkHOKYBl03cpxjfKV4R88QTv/NC2iOsAuHSMiH/qEMYimhrFKyJ/5DUbbAM0N1zhNW63NR73JuAcCUOrYAtHXQDwQALd6NUtao46ksJHEGVDMFiO2196OvC2GwSIZpUiceCvwPkAIM41PWZ8Tz1gK+3LLKTR35/xYylnPMq6ySXVj1DKbHnnPMi9bDgI+uAE79MRPIVt4CqX09Dml/EPeoD2J7YCZuTp6Iy+8cwGMb5uBHH1tMkQ0EQYwpCjrHEv3ATSfiDLUO/4Pr4L7+zXGOcZMFh19Hdm4A7r2A3T/4ZOC8+xDyK4gms+iMpbBM2oQre34E3AHgrFtRG2Ki2kAi41i8Et3MQBnOMcB2jlVQVskNKG2GeW0/sNv+oTn+9Ro10CBDgY46xNGBBmztJHFMhMSxMQw/ARjlOsesbpWlOMfqhfsNwxPH3FleJi/tHALQgD+98G6OOObMHLNPJtt72Mr07j47uyTLLauHfxZ45hp2v3tL6eKYWTrCRbwOox6zpI5hiWOZdBLc95Ux/53e7c/CmDwFUnQPc4/lEcf6UY2WMvLGOPXmpDXmWpkgCILYb0gSc6f4w0BNc+Wvk02bYlqhBgdmBluiD9jwL6B/R05XKYtYOxPcJAU4/jIgUIM3HzMQM8ySvmLOsSH28xjC8AUUKMlec5FjlMQx8b7BxjW1hGyrobQzc2xPfwLJjA6fImGmGcIuhhfv6U+gqYaJY7VcHEvmBvIDQGqQiWNTJTZPeFdvxlrjYPxJ+zCO8xDHeFwCD+RX0tGi3aYBJo45yio/9DNgyxN4bd16HKWvRSLKhMxoIoOlkp3xubkjjnktNdaxW8cqlFWGpDQCmRjSWd1zgSrHOSYEKS+cEsELW7uxekcfTp5v/12M+e6PgRpg2ReBpecDe1YDK28B3rwXs7I78GPfbbhCvQv/fnM5vrH1NHzx7E/ifYcMo/ybIAhiBOHOMc+zbHQvoKVQpXWgFoMYgNPBbItjpnPs0HNYufms97LvJy8Ajv0G0PYGmyPsXWNFKoTMRaTOaBIHy8LiXecGRMIs7L5/yBnI3zvoNIuUJo5x51gHc/fzqq4y5x4/OmMRtL0asB62OKZr4LOJDFTEpAjqjH7US3F0GA0Uyu+CxLExjJU5Js6ORedYvlKPcsoqHc4xoVRnJJxjJkkzTdfdRQpwllWK7di58CO2jLdU+brpwPyPsG5MBRx0Wk7mGC+rZOWf7WjALHTAGOopxWPnSSZll5KmhdTgVNVUBKN7gP7twLSlzieZZZX9RjVaIqV3quTw7ilJj4sQgiCIAwrVD6iNQFVj8W0NA/hJM1uIGey0XcQiPG+sdhpw0veRzuqI/+dhxFTzXFskcyyVZOf0FHzIBiJMHCuU8bmPcQ1jyGgG8mQOOxDH23RWtya/BzVVQ1XY3MCdMcIXq3iOihjIr8J+vWR8AEAQzQZb4X5GPxxXZz/PfpbNHZdazY7MA6iGZkhQJMNs2lNYVI2nsg5RDvM+DCw6E71vnw2k1iIT64JhGKxTmDCdfXnzXsxrmQcgf1klwNxjQ+ks/GruBUumQFnl8oMbcdNz7+DFbd24TD8EAHP6HzCh9pLE5iXTlrJul+vuAVbeinDX2/i0+gw+nX0G6++4Ef+ceTZOPeerCFfXjfYeEwQxweFDoed5Vhijp0g9GDCc4piUkzmmAh+5XthAYs5agJkufrfMMjLwcbIzlsIhEBbXBvagrtE7kL8r5rwetsbPfN0qAac4Fu9gmbCSAtSUV+r+ueWzgKEIE8eGutlCokAGKvpRjTr0o16KAQawpYPEMZEx1mKKEOGLkJ6ZY3o2/wp4qd0qAdspBrCyyiozc2xwGM6xUL3j4ZTBJpVeYo4hrIsPOMQxdj8lnGyyYt5KuLiDTs9bVslOWu0G209jGJlj2Qx7Ld2QoAn/Tr0+s1OnVyg/F8dQVVanSk7Ax8Wx0vNnCIIgDngkSZhAdnpvw/PGGmYDgNVZMQbuHCsijqWYWzltqMj6zTKD0RTHXJlb6RJD+YcyYlmlnlNSCeS2vedzDV42GBfKKkWRShti+XKNWfY72GM0WT/zGpe421mHjH6+ol/CuJuTOWYu+GUCbOzW4j1IZDRkdcMx/q7ZYo+7VlmlyzkGAC1SjyObTYRnnNpZMbY49p5ZDVBlCbt6E9jeM8R+PNZdY/kI1QFHfwm45GXg/EeQXfQpZCU/lsjb8fFdP4fxy/novPurQPubo72nBEFMYApmjiX7rbutUu7YkuMcKwS/hk0NAFrWMiR0xpJMTOJE9zi6VYrOse64s5KqaLdKwFlWyR1fkSmVNSsK1QN8QTC6xxEpkIWCXlM8rDfFPp5HSjBIHBvDyF7OMX/YVr69XFNG7kSyIGKo83DLKrlzrGaK42HuHPOaNOfLHONhhg5xTPcQCQuIY9l84phZx91himPDKavMmop8GipEs+8ufrHgFseyKZarA2DAqKyskrcW9lqhJwiCGNdYE8gO759z51g9E8d6TXEsbpgTxSKZYxkujsGHtL+OPVgo43M/U2oovyOQP6PlhPED9kILh0cX8Al/LJm1GuKI5Y3ZBBPHatNMHLPCf+G9CBYQrG59ZmllKXOMeNKVOWbOafQg79rdi2iCzRUCkv2+m3fssS5ULOeYK3MM4M6xPOKYxh1z/KLGdoZXB1QcNr0OAPDCFlbaecCKYxxJAmYuh/qpP0H99ka8e+QV2Cm1ogoJTN54B/CH46D/6QPAG3eyrEGCIIj9iJU55nWudTnH3ORkjhUiWGffTw7YZZWxFBoKiGPiwlXPoFMc83uMIzmIzrGBXex+7bTi++uFJAG1U639FF3TGajo0kxxTGKLZjt6hkpeeJsIkDg2hpHN347hrqsoJAyVK47llFWOQOZYTYvj4RSYUp7WdKf7C05XnFdZZSrjLA2xKKExgZ6vrFLj4hh7DSnZD2iV5Xfxssq0q0J5U9KcvLvFMdOmq0NGDCG0lNmpErAtvlRWSRDEhEOcQHrhco7x7I8YeFll4RXStHBOT/nGgHPMNfyXIo5puuEYL9Oaji2mc2xuc37nGG8/H7HEsQzSGhtnHNlfpsBYlWTh+KJzzN2lC7C7YgJAL7g41l30OHIyx/icxpy3yMk+K6u03m+Ph3ImjnW7+wGwZgQAL6t0O8d6HdlsIplsfnEMAI49mM2VntvCjkOVx9F0uqoRsz92Oeq+sw43zrweD2hHI2MokHe/DvzzK8Cv5gEPXw50bRrtPSUIYoJQMHPMvLYCvJ1jUjnOMUUFAvbYz8UxwwAaICyuRfei1uxczAL57cG6O19ZZUFxTHSODVMcA4CIKY4N2M4xQ5KhQ0af6RyrA5sXZHUDO8ysb4LEsTGNlTnmckAVFIaMMpVfsawy3ACEm+zX1st8Ld5Zw1UfnRKyuNqjztpn5HGOxYo5x0oQ8dyB/Kmst3NMguGw5JZDNsNeKys5xbE1MbMLXI44xi6yYlIVDMgVlVUGqaySIIiJirujkxuXc6x/iI0rcZSWOZZNc3HMh6RqnsdHURxzkylhddct+CQz3mWV7swxPgZHQmw8Y2WVZimLKFKlY1CRRSDBnWO2OOYOIgacIlw5zrHBlCaUVUpWVIRazd7Pl+63FtXqfbY4FpGG8MIW9vopc5wM+uScRbBW5HeOWZljhnc5zHJTHOMi3IFuHPMiEvLjK+d/Eeo5t+N05Q/4eeYc7DImAckB4NUbgd8fBdz6YWD9P+z5H0EQxD6ALxQVyxxrlXKvjctyjgGs3Nx8XV5WCcDpHMsMoV5mgtJQWkNCGHcTLvNCSYH8VZOt10XnRnbf3VWzHLiwFt1tRQpIsg81QRX95iJVgxSzEpgolN+GxLExDP/3d2tjVj30kNeE3d64I5bBf9budYhEb+4ZwEtbhRVbsawyVG9/b+jlC0a8ZEFwjulKAKLOv6fPaccX3V0OcSzFxTH7BCPWc5dSVuleYHeXVQ4hgAHewazC3DHNvJDKwrkasHJAEMfEpX/zBN6nswuUisoqzVV4co4RBDHR2Jk2xZUynWPRErtV8nN62lCxM2GuMo8h51imBOeYW/DZ3TuEWDILWQJmN1VZj7udY3xRygrkT9ndKkUHl5KOoRl9kAwdmuRDNyLWz3o8xDGxG2SPJY4VL1WNpzKQ+PsKTnhfDRPHQpl+yzlWK4hj1UjgRXOe4wjk53MUiV3stEo9no2CALGs0pyXuFb8j5xRD78qW/Mz3uRgPPKhxS2487IzsGXexTghdT0+n/4uXvUfA0OSgR0vAvdeAFy3AHjsB0DPttHeXYIgxiGlZo65yyoVaJAM8zxfinMMsK+zE72WcwywM7o41Sl7HjKYZywBhLJKuYBzLFAN+M3Fqz2r2O0IO8eg+FEf9tvOMSlmda/eQuKYxfgdzccBduZYZc6xz978Gr5+1xrc/brtXrrgz6/jvFteQx+fwLrLKhWfbScd7Cpvh/nKYcR2jmVlp/izp98pjolHFhXKMXggv+iOymqic6x4WaXmcr7ZZZXs2NNQrdbyleaOaWYgf1ZynvDajUY2ccwmnQ4HLo4Z7AKlMnGMyioJgph49MRTuGm1OYHzco4lB+wxoX4WADuQ33KOFckc00w3cBo+PLGdPTcVq7xpy0iTKsk55hwb+GLT9IawI/8r6FOgQEMATkGLB/InEkkosb0ADIc4FtQHMVUyxaeqKTDEZjSDuQ6igKpg2Ux2sdGH0p1jcdE5Jtv7Hapl4lhYi1qZYxHVnj/UYAhrdvVB1w2hrFK2yyrNLJZWqReDecoqeVmqksc5FvTZxwTY87XxSlN1ADedtxS/+NQRWO1binOi38CJ2d9h7cFfgVEzhf0+X/oN8NsjgdvPADb8K6cBAkEQRKVYmWPFnGNwji0BCOehkp1jXBxzOsesQH5TxFLibagJFg/ML6msErCd8d1myfqwnGMemWOKivqwz4o3qEcc81rY/Xe7qaySQ+LYGCavTd8qKSwsjrVF2ST14fXt1mN9gxlouoF+7tJyB/KLt3d8svSd1TWAK/NCWaUmOyeUJTvHkkWcY4U+A/7eLk3R7RxLG76yJuqe75E1nWOSD78/90j84CML8b5DJiEDFUMB8yQnllbyTpVGFSJBFWF/+V1IgiqVVRIEMfHoG8qg02CLN0bMwznGXWNVk4AAO7f3DrJxJVaCcyyj6VYmZRoq+s3FE2MYTVuGi7tbZWnOMW/BpzrgHG8Cqox7/T/EK4GvIQhb1GLOMQO3a9/B6U+cjMvVux1llTUYwlSZjZmhSTPxrVMOsX7m5RwLqDJ+d+6RkCXYC1KDxTPHBsXMMcE5VlXHxtYqYwjRQdYtskYQx6qlBDKagaxuuAL5zW1M4bS1QLdK/jnnE8cAO3cMANTxWFfpQpIknLV0Gh75rxNw7MGN2J6pwxlvHY8v1N6M3o/9GZhzCgAJeOcZ4G+fA65fBDz5Y++u3QRBEGVgZY55nWoFcaxF6rUdx4Bz8adU5xi/Dh7qsZxjfmQQkcxr2JYl7HZgN+rC+QUvPi6U1K0SsDNVOXXDEMcipuvM5RyrDfvRbzrHGqQYGqrYPpHhwobEsTFMXudYqJBzzN5WN8sZxbJKzfy5FdYbqgfmfwQ45DRbcJp5rPn6ZZSSiHkTQlmlpjhPRDnOMY/MMcMwrGDgjKBweZZVpqJ5VyfdWW0JlziWgk9wjlVaVmlnjp1+aCsueO9sLGhlJSadinmS698h7IQpjqEarbWhit7TKqukbpUEQUwgsrqOLqMOAGB4lVW68sYAoM/tHCuQORZPZq3yhxR8iIIJanKRnLJ9SW5ZpTtnIZd8pYJuASeoSjhcfgf1UhxHyFutx2tDPtRiEPMlJmocI78FRRDpqqUEpvnZKrNUNRlfP3ku5ppZZj1xb3GspTaIH398cXndKlNZyBIPmrGnq5H6SdANdixp09VXI9vzgBqweUZW163MMUcgf+0MAECVlEJmyFsstcpJDfM5cu5C1vKD7ay1A75bZRlMrQvhjguOxlUfXYiAKuPZrX14379D+OeiX8P45hvA8d9i+TnxDuD5XwIrDgX+ejaw6WG2kEoQBFEmhZ1j/dbdgJRFo1D+aDnHZJ/DgVwQPofo2GBV6/DwekNSgMkL2c+je60YAi8m17BrYF8p3SoBoKrJ+T0vjawE/lqJPvs6WfahPuxzBPKHfGxsK2XhbaJA4tgYxgrkd8+FBUU7B8E5ZnBxTBTMzPvWP4EkAZ/+K3Du3bYcf8qP2G06XvpERhPFMbGs0imO7e7LL46lszqSGQ2JjJYTpg+4yipDdbCyzPKIePw1eK6Ku1tlGj4rlLBQeWYh9Cwvq7RXAxa0stfcoZknJk/nWHVFJZUAlVUSBDExyWQNdKEOACDFO3OVI1feGGCLYw7nWJ5mM7FkFn5zIp2GDzGDCWpSunBO2b7EPRKW0m6du6FqXE4xt4ATMOxx25q8A6gOqpgk9VvfB5GBLInOsQSafcyxxecjYfO93C3sZcnO46ryq+jl+WQlimNemWMNNSEMgEUTpKIs/qFKEcQxiYtjrrJKvnoerEVaYuOvMejd2CFjNiIo5Bw7dFotqsySm4kkjgGALEv4wnGz8eA3jsdh02oRS2Zx6T1v4JIHe9B7zOXAf70FfOrPwOz3ATCALY8Cd32aCWXPXAtE9472IRAEcQBRqnMMcHasDEjm2FBqSSUATD+a3e561SqrtML4ww1C2P2eHHEsLJRhNpvXeb5Syyp5OScABGuBYCT/tsUw3fNszmOLc/Vhv1U1VS/FrP0tJbJhokDi2BiGz7XyOseKlFVycWxgyHZk8Zcq+E/A/6GAouHFFlm+Wiyxkhb+sMTEsaZqdut2jrmPLZrIWCWVbjLiBY2s2N1E8pS8cFGwypy022WVXpljlTnHdNOFpgvdKrlzbEPC3D8P59gAqirqVAmY5SFgYp/h/tsgCIIYp2R0HV1mWaWkJVnGmIiXc8ws84tx5xgMtvDjQTSZsVaZU4aKGHeOjaI45qacQP66KudEPEcc0+3u0UGh9MQny5jhtz+jGmnIkTlWLSXQpJj5JOZ8pDrAJti9LueYmHEW9itl5Xw6yyrt16kN+ayykFgfE7fCkugcY8KdphmuQH77AmHQxy5C5CHvbFX+OcvcbeYhjvkUGUfNZsc/EcoqvZgzuRr3fuVYXHbKIVBlCQ+/2Y5Tr38OT2zuAxZ9HPj8v4GvrwaO/Tr7W4nuBp75GXD9YuDuzwJbnyi/MzpBEBMOvZBzzAzkN8wsMDGU33KOlVpSCQDTlrHbni2oM5hznOeNSeFG29EV3YO6kHNsmFRjv0/YryASVO3Fp0KB/IBTHDMdzhUTMIW1dIzlXwOA4kNd2Gc5uGulIYR9LtMMQeLYWIafAHL0j4Jh9GJZJfv17jUFKd3l0sqLGgB4OWSp5SSaXar4++d2WP+UGTNz7CCzQ9ae/oSj3NF9bAOFxDF3OUmogIMOtnOsKsBVcc2xr2n4hBKP8pxjGU3HxbevxB0vslIUMVvtoKYq+BUZ72bNMtU8zrHmSGXimNg5hZR+giAmCpmsjhT8dudJdyi/p3PMbO4Cv72IkWfRJ5rMwC/ZzrG46RyTCywS9Q+l8eFfP48bntmad5vh4F4ASZcwgU1k2BhaH3ZO2t3imE8bsu5HJPu+LAPTVHvsr4FTHItgCA0SF8fYZJ7nZ7ozx/hiDsAWqnrLCuTP2oH8wgWRIkuIyWyOMdTP/gZCkv2+1Q7nmJA5ZgldPgz52PxBybMffI4kG4XLYY41SyvlCSqOAcwZ+I2T5+KfXz0OcydXozuewoW3r8R3/7GONVdqPBg49SfAZW8Dn/gTMONYllG78QGWbfubw4Hnr/NuskEQBAF7LMzRxnTdKqvUJi0C4HKOoQLnWLgBaJoHAJgafxMA0AhzTAw32WH3A3sQEZxjqiw5xl1FltFUHRAC+YtkjjnEsWF0qgScRhdedir7UBfyWc5rAKg3x/JSIhsmCiSOjWFk87fjzs6yRSGPckKHc4wRS2WRdJUqFlWIuZWzTOdYylDxzzV7rH/wjOkcm9EYhiSxCWe3UHbhdo4xccw7Q0zTDeeFQpGOlZY45ufOMZ2pcTxzzPAJE/XyxLFH32rHYxs6IJtlGrqwGqAqMuY2V2O3YTroPMSxAaNy51hQEMeotJIgiIlC1jync/cY3LljfdvZrYdzDJCQUc0JYZ5Fn5iQOZaGz3KOSXramasp8LeVu7ChLYqfP7KpvIMpkeGUVbrLPVTZOeWTMnZ3qlrYTjFZktAqiGPVSCKkCM4xJNDqN1eizbG+Kk9pBo81ANgqurUglU0A6cLdsQZTWUiWOObc9yGVzVGycXYRFBScY1zo03QDqYxYVmnnrqQCbP7gS3o3BkiX4BwDgFMXNSPok7FoyjDKX8YJi6fW4j9ffy8uOn42JAm4Z+UufGjF83h5m3mh6gsCh34K+OLDwCWvAkd/mZUO9e8AnrwauG4h8PcvAO8+57EqTBDERIafEXKcY6mo9VOllQXlO8Uxcw5QjnMMAKYfBQBojq4DIHSqDDcAkSnsfnQPagL2NZlflVEfdoplR81ugL/UQP6RFMfUgO1U44tAig/1VX5oUNBvsPlQrcGOi5xjNiSOjWGKZo4VDeS3f72xZNYhRBWdYHPFuUjbewvLOaayfzBzHzNmFleVX0FzDRODxI6VfI/8ZiZJIecY4FK2i3Ss5MfL66mTGc2cHBvWvvLSjHLLKm99cTsAuwOJJjkvQha0RrDLEsd22WUDQiB/pZljPkW2HADUsZIgiIkCFyx47phDHMumgIHd7L7pHEtndcRS9niSVs3zfZ5Fn1gya60yp6FiEMI5Os9YKDp5s/tgcpkbyF+Cc4yXVRZxjoniVJ1k35clCS3KgPC9gWa/LQ5ODWUwPeQUx8IB787LYlllVYB9pmmY2xYZd53OMed0NanWAQAi5sRe7EhmZ47pSJpznaBPscUxRUU6yBxfgZT3PuSWVXo7x2Y2VmHl90/B9WcfXvBYJgpBn4Lvnb4Qd190DKY3hLCnP4HP/N8r+PEDG5yLeZPnA6ddC1y2ETjjBmDqMubse+t+4M8fBX63DHjpd2UvXBIEMT7h13Q5Jl2eN+YLQzLH/o/MFLpVVpI5Bli5Y019bwAAGnjIf7gRqDHFsWwSdUL4v0+RXc4xCdd8Ygmm1JjjoOI9TlqI4thwOlUCzGLHr+W5XqD4rHkBD+XnY2gpC28TBRLHxjD8/z83c8z850nHhawvE49ulQCbZDrEsWIT7EC5zjG7VDGjGZa7LWWKYz5FxrR6VqIi5o5xJ1itqbRHkxmrU6UXnh0ri5ZVCpljQuOAdIXdKtfu6seqHexkzMObdTlXHGs3GphAqaUAHvrrcI5V1q0SAIJWkwFyjhEEMTHgTVls55hQhtW/E4AB+Kqs3Mv+hHN8zCimcyyP0BVLZmznmOGDDtkK5c/nNhMFqLaBpOc2I0k5mWPVAQU+xZ4H5ORiCdlr9cIEX5GBSXDmuYWy9vHL6ZjtXHc5x9z4BecYG4sl9BrFQ/mzmo5kRrfLOV1dxjIB9r58NV9sLhDh3So1l3NMcIFlQ0wcC6VzxZesptv5NkXEMQCoDqgTuqzSi6MPasTD3zwBnzmKXeDd/MK7+MhvX8C63f3ODf1h4IjPAhc9CXzpeWDZFwF/NdCzFXjse8Cv5gP3XQzsfIXcZAQxgeFVVJLbOWbmjSFUb5U7VqfshbOKMscASxyr7V0HFVnBOdbIXLBhNoY06rb72K/KjjmBT5EgSRJkfRScY4AtjvFFBsVvOdt4Q7oanY315ByzIXFsDGNljrl/EKyzV1Hd7jFD/OO2TyCxZKa8skqry0WpzjEz5N5QmfBmOsfSZlmlX5UxlYtjonPM3KU6s/xjYCh/WSXg6lhZpKwy61VWKYiJafjKyj/h3Priu9Z9HrJouE54C1pqkIWKTsl0t/WxUH5DdI5VmDkGCB0rsySOEQQxMeDjVpdRxx4QnWNi3pg5dvYNOseSlOUc8x7XogmxWyUbN+IoLI6J4+rO3iHPbYaFawJQTlll2K86nFulOsckSUIjnLENQU1YKDM0ILqH3TfH4aq8zjFBHDMFtFIWpQZT7Bhkj26VAKCbFxH1ZjmoT7fH9iqvzDFVcZRV6qY4VpXJnT+IDnWpSFklkZ/qgIprPnEobvnCMkyqCWBrZxxn3vASVjyx2XsO2noo8JHrgW9tBD6yAmg5lC0urrsHuOWDwI3HAq/elNuIgyCIcQ8/K+csQ3DnWLAOiDBBKTjUZv24oswxAGicA4TqoWhJLJB2olHimWPmdZ0pxNVl7aYufkVGnVBWqfAoA63EcYSbPgCgdpjOMcA2unBxTFatBgJ8HK7S2HGVkmc6USji7yNGEz6PzelIKMvsJJDoZX/wNS32z0xxTHedPlhZpf190SD3oLkyX6o45nCO6dbJIw12kvCrMqbW5TrHuJuN21AHEllL1PLC8c/LFXav7DXYqwzhgCAkmc4x1gNLtssqkwOsk1URy2tXLIUH19snXb8ZsqjLzhPefLNj5XatCS1yF3M1TF0Kyfw8k2otIqHK//24OHbx7avQVO1HJORDJOhDJKSat+z7mqBq3lcd24gXTARBEAcCueKY4ByzOlXOsh7qdYXDp5VimWMZKxuEj10xI4RWCXld1OKYtKt3CLe/vB3/WLUbt3zhPVaX5uFguNSxdAmhuYk0O4awX0FAlRE3TVWqkl8cc2eO1Wne46q9Y+bCjOUcKy6O8dD+XivOIH/JXNw8Bj/fZ5c4JpmiXL3E9lsVnGO8W2Uqq1nzCZY5Zv49KKrlLqzK5h6n+DslcWz4nDS/GY9dWo/v//NNPLi+DSue2IKnNnbiurMPw5zJNblPCNQAy84Hln4B2LMaWHULsP5eoHMD8PB/A0/8EFj8SbbNlCM9EroJghhv8EvhnMwxLo4JzrHAUBs+pTyDv2vvr9w5JsvAtKOALY/ir/6f2U1rqtjCCiLTgLa1qMt0AmDjiVfmGAB77JGLXPeJIfoj6RxL2M4x3sW6H2wcDmVN51iWnLkcEsfGMHbmmMcfbPVk9scebweaFwo/YNtyccyvyix3JZl1BPuX7BwrMXNMyyShgK22ZzWD5UcA2OWfA4CVVfL2tqJzjO8SL6scSGS8j9ckK7b8tjLHCmeG1ARE5xgre8nAeXIADGbN5Se9PGzpjCGjGZjVGMauvoTlMjBcZZUNVX40RwLYnZgE4G0WOCusdoYjjbnW4DJYOCWCPf0J7OwdqsitEFBlh2hWE8wV0GyRTXjcvB9Q5WHtP0EQRLlwR08XPAL5PTpV9g85xbGUUjxzLK9zLM9YKLqZO6IpPLWpE+t2D+Cptztx9nuGv/JbSeYYd46FTHGMo7gC+UVxbLLUb28nSYiY4ljK8NmZLW5kn7WQFg54L7iICzF+VYZPkaxyDgx6h+EDQNzMHq32S4AOQHK+vmKO1XVSDBJ0qAM7rJ9VIQHAsLLXAN6t0i5t8dcyUa/aSxwTFw+14mWVRHHqq/z43blH4NS1zbjyX29h3e4BnP6bF/CdD83H+cfO8i5LlSRg2lL2depPgXV/A1beAnS9Daz5C/tqPQxYej6w5FNAoDr3NQiCGBfYmWNucayf3YbqgOpm6+FPyC8wcazSzDEAmH86sOVRRzdnq2rJDOWvSXcCYF0yfYrkKKu03NqlOsciU+xjEI6lYgKusVbxoSagQpUlK3MsmOkHQGWVIiSOjWHkfIH8AFOUuzYCA3ucj5vOMcNgz50zqRob2qKIJTNlBvKXlznWF42jCWy1Pa3prCPRwSfh+f/sBLAXgTzOMe6K42WV0QIllUB5ZZU8rJ6fqFIZzSqr5K4ADQpiUjVqjDgT2YqIY7yEJuhToMhS3rJKgOWO7d5mvl7/Tmt1I2qEMLmuKmf7crjxs0diY3sM0WQG0UTWvM0gmsyat/bjMeEx3uwgldXRFUuhK+bdga0YfkW2BLQaD2dapKDY5kPQR+IaQRDlkS3JOWaLY70ucSxZJHMsKmSOXfHRw/Dk00HEhljHynxjoTihHEhkkDHH1o3tJeZ1lklJZZVmzlbYpzgyvwpljondvSQ9g3C2HwCwzZiChdIOeNJwkJUFltc55nMKcmG/ir6MKWIk8rvTePZolU8GUshxBwUibGxtQAwLlL2QeO4MAAU6QkhhUBDH/IqzW2XTpFb2+noMGU2HT7H3k/9O/YoMyVrxJ3FsuEiShDMOn4qjZzfiO/euw3Obu/DjBzbg8Q3t+MVZh2F6Qzj/k0N1wNEXA0ddBOx6lYlkb/0TaFsLPHAp8NgP2Lxz2ReBliX76YgIgthf8GvYnEsHyzlWx8ajT98F3P0Z1PE8ykq7VQLA0s+zcu+b3m8/5iqrrBHyzdyB/D5FYg3ZuNO62CKL4gO+vpodhzwCFT6WOGaWfqoBSJKEurAPfQn2M1+6HwCVVYqQODaG4fNYTycVt1sO7HI+LpRVqrKE2U1VpjiWhVZJt8oSyyp7BmJMHDNYWaVhGJCqGpHWtgNgK8bTCmSO1VfxsspMbj25QNozkN9bHEtkeMcudjISA/kzkv2nPyBFTHGseFckLo6pCvt8/XoRcWwr71i5UwjjH17eGHt/GYun1pb9PE03EE/lCmhRs0tortjm2iaVhWGw30N3PI3ueLr4m3rgUyRX2WcBt1pINZ1t9jZhv0LiGkFMMOyyylKdY87FlqTMyyqLO8eqwlVQZAmxIpljojjWn0hb7uZNHSVGEhTBPfqX062ynMyxiJRABIOIogpqqhcSDGQNGTuNyViIPOJY4xzrbjhfIL/iFMeq/IogjuUfcwdTvDRUMsUx5+sEa9nYWifFcbx/C/ugZp8AbH8RMDTUIIEh8zVUWYKqiIH8PjQ0sVX5OsSxt28IM5ts1xH/jH2KVPqKP1EyLbVB/Pn89+DO13biJw+8jVfe6cVpv34eV350IT61dFrhsV2SgBnHsK8P/S/wxp3AqltZgP/KW9jXtPcwN9miM1ngP0EQBzz8ejHn9MAXRoJ17NYUrRoscWwYzjGAZR9CgjUac3Eswt6nKtlubcoC+cXMMcked4DSHMgj6YB1O8fMz6A2ZItjaopdm5JzzIbEsTEMt5l7Vhla4thu5+PmxgYkTK4JIGI6suKmqMEp+k8QLM851htlK9BpqDAMJsKoioS0WcPsU2RMMZ1jsVQWA4kMakM+a+JfG7LLKnNWtwWczrHCZZW8kyNX8ZNZO5A/BXui248aTCvwOiJcqFQkiTnHCnQgmd9SgzUGF8d2WOJYP6rQUjs8caxSFFlCbchnfd7lousGBtNZ26GWx63mENtcj+sGK4/qGUyjZ7AycU2RJU9nWk0wn8DmFN+qSFwjiAOOtNWtso49MNQN6BoACejbzh4TnWOD5ZZV2pljUPyQJQkxgzvHvMUuccEmmshYpZ+bRsg55s4cLWV1d8jM6wr5FYdzK9c5Nuj4dorUg6hRBd8QW2XuRi0GDJfLWQ0BWXOBq8kWx6pdgfxVfgWDaQ0Bn1M0CwdU9MddHbQ8sJ1j3plj1XWmOIY4jlY2AlkAM48D2tYByX7USEPWa1ilpZZzTIVcxeYPPknD7o5OhzjGFw/9qlNQI0YOSZLw2aNn4riDm/Ctv6/Fqh19+M4/1uGxt9pxzScOtWI4ChJuAI79GrD8q8D255kw9vZ/gN2vs69HrwAOO5dlk02at+8PiiCIfUZJmWOAdW3IOjAblWeOcbiLi1/vhXnmGBPHggmnc6zOkTkmZF0C+3+RhV/LZwYd718f9qOvh415apKLY5Q5xiFxbAzD//91r7rK2hnsNo9zzICE5togIkH2K3Z3qyzZOVZi5lh/jItj7KSQ0Qyoij2R9ysywn4VDVV+9A6msacvgdqQzxKb+MkkmsjkrDSLOEQ9XlaZ7Ge2VVeeiqdzzMwcSxv2n74dDlxcHONvL8vMOWaddD1OeAtbI9ilswm80b8Lkvn6/UY1WkdJHBsusiyhJsgyyniZbDkYhoHBtOYo83QIa26RzbwfS9oiXFY3oOkG+oYy6BsqXIab9zgkMDeaVQKaW/ppO9ZcIlzIh2q/6p2RQhDEPoOXVfYgAh0yZENnK6J6lrmCZdXR4anPJY4lZC50eXe7iyWzjom0LBXPHBNDbAcSGWuMYs7a1LBD+d2jfylllbZzzJ05lr+sEgCmSN3YaMyAOsTKVbuMWts5xwnVAzFTHBOdYy5xrDqoMnFM9XCOGeWUVZr77CoxqWlgzi9FMrBcW8kenLEcWPNXJo4hYWWvWQKd6ALzh5GW/PAbaXR0tAOLDrJeO205x8QQf3KO7QtmNVXhb19ajv97/h1c99hmPPF2J1aveA4//fhinLaktbQXkSTmGpx9Aiu1XnMHc5P17wRevZF9zTyOuckWfqzyi2SCIEaN4pljpjhmVhX5JQ1VSA4vc4wjLlJxN6qZORZMtION1BICqrOsUpEF9zGw/8vzxYB/wPoM6sJ+K3NbMcUxzby2ypknTEAqEsduuOEG/OIXv0BbWxsWLVqEFStW4Pjjjy/6vBdffBHve9/7sHjxYrzxxhuOn9177734wQ9+gG3btuHggw/GT3/6U5x55pmV7N64QUKRzDHAwzlml1W2RILWai7rVmm/UKpoID93jpUmjkXjbJKdMv+k0pqOEBSks2xy6jMnyFPrQkwc609g4ZSIdb7hrWWjiUzOZFok41VWaehMIONimUnSEsf81vdGNgUJtogHAD16NXPMliSOic4x2coc85o4z26qQq/ahKwhQ9UzLEQWwACq0VJbvrA0HpAkCdUBFdUBFVPcF10lYBgGEhnNs/RTFNAKZbFlNAO6wS5kBxIZAImi75t7HKzRQ25X0MLloVyIqw6qNAARRJnw878OGQNSBPVGPyut5ONU7XRHx+E+M3OsLuxD/1AGiSJllWLmWK5zrHjmWP9QxuFu3tQeQ9OcYYpjFQTyDwqB/IUzx3KdYwCgmM6xLqPOPn5OqA6I7WX3BXGsylVWWR1Q0YFUrjgWUO1GOKWUVXLnm8s51hCpQdwIolpKImQkmDA6bRlbKR8AqqUEBtMu55jLBZZUI/BnutHf0+F4bb6C7pcBZPKP8cTIoMgSvvy+g/H+eZPwX/esxdttUXzlr6tx5hFTcdXHFpXndK+eDBx/GXDcpcA7TwErbwU2PQzseJF9PdIIHH4uE8oaD95nx0QQxMiSP3Osn92G6titPwxDDUHKJlAvxYbvHAOsa2sHpjgmaynUI4Y+ROBTZIT9CvyKjLSmszHXEsekkckRKwd+Lc9RuXPMh10GE86kpL1IldF0KPt7H8cgZYtj99xzDy699FLccMMNOO644/DHP/4Rp512GjZs2IAZM2bkfd7AwAA+97nP4eSTT0ZHh3Mi8vLLL+Occ87Bj3/8Y5x55pm4//77cfbZZ+OFF17A0UcfXf5RjRNKyxzb7XJN8W6VMpojQdRw51gqC7HRY9GWrWUG8scH2STbdo7p5q05yVRscWz9ngHs6RtyHFu90K0ymCe7BIDVlh0A+yf31wDpGCvPEMSxrKZb781fWzeAbCYJH+xOZADQpVWz/4QCE3WOtXJhOsd4CY6k5k6cVUXGwc21aOtqxHSpiwXHAug3qnD4AeocG20kSULYryLsVysqTTUMA6msbgllA3kENNvRlutsS2s6DAPsZ8ksKhHXAFtc8xTWCjQziISYuKgWcFgSxHhEtP33SPWmONYJxNrYg0LeGAD0ms7SSdUBUxwzhZ68gfxZ+GV7Ii1JWds5VkLmmLvb8sb2GI6bU7jJS7mU5xxzZ47l6VbpqwIyg5gmsVwSJcGdY3WIwSWO+YRFjULOMfN7v0scC/tV9Fhu7QLOsSQXx7zLKkN+BXtQg2owNzhaDwP8VdZKeQ2GMJRin0PQco6ZQpfM9i0bqAcy3Yj2Ouek/DOuUg2WdwY4RFdi3zC/JYJ/ffU4/PrJzbjxmW24f80evPJOD35+1qE4fu6k8l5MloE5H2Bf0b3A6r8Aq/8MRPcAL/2WfR30fiaSzT+dymYJYozDR9a8mWPcOQaw68HoHjQgJgTyD+e6y+OaWQ0AVZOBwU5MkXrRZ0TgUyQr8L4zloKqSE738f6Oc8njHKuv8qOPi2OJXkjQYYAJekEfiWNlj/bXXXcdLrjgAlx44YUAgBUrVuDRRx/FjTfeiGuuuSbv8770pS/h3HPPhaIo+Oc//+n42YoVK3DKKafgiiuuAABcccUVePbZZ7FixQrcdddd5e7iuCHHOioSmcImi1qadaGoMVu+WpljLPS0JsgG/JxAfk1zv6KTYHnOsaEhJnbxckV+wcAnmXzldqoZyr/bDOXnu1RrCliDaS0nRFkkZ9U8XM/EMZewlRQuIMS2upk0E8eShj0R4ieIcgL5rcwx5BfHAGBBSwS7OydhOrpgtK2FBKAf1WgeZiA/URmSJCHoUxD0KZhc4e8gmdHKdquJ5aO8i2oslUXMdEdUQnVAFTLWCrvValzb1ARVR3c2gjgQEM//XUYt5gDMOebRqRIA+k3nWFN1AFs640hI+Z1jqayGdFaH38/dRQHIkiYE8nsvFKVd4pjolNo8ArljhmtSXkouCM8cc5dVqkoe59jk+cCeVZjCxbFBUxxDLaJucUwshayyBYtqf25ZJQCHOAcAVQEFW1FCWSU/BtVbHAOAmFwDGGYXrhnL2a25sOfpHHOVSErhBiAOJAe6HK/L/85CijBPIufYfsGvyvjvD87HSfOb8e2/r8W73YM47+bX8LnlM3H5afMRztMVtSCRKcD7vwsc/y1g6+Msm2zL48A7z7Cv6mbgiP8HHPl5oH7mSB8SQRDDxDCM4pljPJAfYLlj0T1oGCnnWD4iU4DBTrRIPXjLmAW/Od5xcUwRM8dGQ4B3i2MK+wxqQz7LwS0ZOmowhCiqrW7bE52yRpl0Oo1Vq1bh8ssvdzx+6qmn4qWXXsr7vFtvvRXbtm3DHXfcgZ/85Cc5P3/55ZfxX//1X47HPvjBD2LFihV5XzOVSiGVSlnfR6Mj0xlqLFHQOab4gJpWtgo2sFsQx+zMsZZIECHThRVLOle0S+9WWXxy3z+Uhp5NASqQldg/Py8t4e/DL8StjpX9pjhmTvxF27w7RFkk58Ig1MByJVzCFl85/6ryT0Tu/wv+z9eJjcZ0ZFMfYPsl/On3gotjZQTyyxJURRDHFO+T7oLWCHavZc4ByTyBx6RqNFbRRPtAxRLXaopv60Uqq+V1psU8Ghi4t+FZevFUFvFUFm0DyYr2I+xXcoQ1b7EtV3yrCfpyHCEEsa8RncMdei0rh493eHaqBOyxpMkM9x6U8ofrx0ynkhXIr/ohSwm7rDCP20wso0xldUe258aOEQjldw15pQXym2WVPmdZZc5FBc8cm8TFMTYGyoXKKsVxUni9kMvxXeXn4liuc8xakErHWJMcj8UlXlYZyuMcA4CEWgt+3WOLY+y1IxiyFh/ylVX6ahqBTiAT72Udts3j4Z9xUBE+axLH9itLZ9bjwW+8F//78Ebc/vIO3P7yDjy3uQu/OvtwLJ1ZX/wFvFBUYN5p7KtvB7D6dvYV7wCe/xXw/HXA3FOYm2zuqeQWJIgxgngZXDSQH4BkhvLXIT4ymWP5qJ0GtL2BVoldg/rMBShuylBlyQ7yHwvimCkQ1of9SMOHIQQRRhKT5EFE9WoK5Tcp68zf3d0NTdPQ3NzseLy5uRnt7e2ez9myZQsuv/xyPP/881BV77drb28v6zUB4JprrsHVV19dzu4fcPCJmqc4BrB/yugeYGAnMG0pe8ywyypbaoPWc+PJrCPYv+g/AC+rLCGQf2fvEAKmSGQofiBjTy75CqxfyBwDbHGM75JPkVEdUK0Q3nxk3RcG1ebfTf9Ox8PJjIZJ6MN/+/4GbAZOUYBTsAqxtskAgJTgHOs2zGMd2JPzfh3RJL559xqcd8wsnH5oq3XhI8vMOcZXJGSftzg2v7UGrxrOcgAjWE9h7hOYgKogUK1UHNSd0fTcRgau/DXPZgfmNjyPaCitYSitob3CdYWgTy6crRYq1D1UzXGUEEQxxEWdNi3CZjDxTk/nGP8/AYCmajZRjcuCS1jXHPkf0QQ7lweszLEAJAlFnWNuN7Mo4G3piEHXjWGd7/MF8v/sobfRHUuhtS6IXb0J/PrTh0OSJGg6Kx0HPJxj+TLHzE5+U03nmMydY4aHc+ywc1nA+XRn5IVfla2cFUWWrNIMsVsmwLLJYgjDgAQJBruwqXHO/wC7rLKQONYTmAZk1rBvuDhmut6rkUC7WVZpnWtcZZWhCFu4qtKi+PWTW3DpBw5hHwv//GTNfm/KYdnvhP0qfnTGYpyysBn//fd12N4zhE/94SV85f0H45snHzK8BZr6mcDJPwDefzmw6SHmJnvnGWDLY+wrMhU48nPsy8wWIghidBCvgx2jWDYFZFjlkpU5BlgxOyPmHDv6y8CrfwAWfcL5uHlu4AtLPjO6gMf5sEB+0/Cxv8P4gfxllbwJnhRB2EhikjqIbenSMk0nAhUti0gu1VZccRPRNA3nnnsurr76ahxyyCEj8pqcK664Apdddpn1fTQaxfTp0/NufyAiW+JYng1qpwO7XnWG8lvOMaCxym9Nklkgv71Zyc4xLcVOPgVOKj3xNPzmyScrsYsQ/g+WyjrFsVYziL4zylx/hhCwWBvyFRXHcv5xpxwBbHkU2LMSwMXWw8mMhpDErawB7NEimIouyH3bAAAJoVvlJsPMyuvelLOK/fNHNuGVd3rxyju9OP3Q04WySnah4QObPEt5Pp8FLRH8wyWOKVUNntsSRCn4FBkNVX40VOg+zHJxrYCA5lUqyrflboxkRkcyk0JnLFXkHb0JqLLDiVZIZLMftx8LqHLBMYIYf2SF4Mwuo47dyeMcG0jY5fncqdunNLKyAi3FOj3Xz7K26efimLXKzAL540bhzLFCTq6htIZdfUOY2VhVyuGVREbTkc7quOm5dxyP//cH52F6QxiprF0KGPQprsyxfOLYAgBAM/qgIgspzjK4uow6JOA6zxz9JeDgk4DpR+XsWzigID2kI+RTcNAkdswHT6p2baNCh4yEUoOwFmWRCF7imCls5QvkB4C35n8TD740DZ/58Mk4qoo5BazMMWnILqvkr+Eqb1HM59RLMfxl7V5LHOPCXA2/liHX2Khy/NxJePTSE3DVf97C/Wv24PdPb8NTG7tw/TmHYX5LpPgLFELxAQvPYF8924BVt7Ful9E9wDPXAM/+nDnNlp7P/u7duX0EQexzxMtgh3OMh/FDAgK19uNh+9xui2PDcI594Gr2/z/rvc7HI1MBAC2mc4xXQy1srcWjb3XgoKYqQDPnDqMxjuQJ5J/fGoEkASlfLZDuRJNsNtWjskoAZYpjTU1NUBQlx9HV2dmZ4/wCgFgshpUrV2LNmjX42te+BgDQdR2GYUBVVTz22GM46aST0NLSUvJrcgKBAAKB8d2Omc9jjULOMcBTHNMhw6/KVjljLJlxlHsU/QcQ1eZUrKA4ltUNSxzTTWWcB/5zMYtbTXn5JL9w4bskQUIk5LMcZfnIcbxNfw+73f264+FERrM7SfpC2KbPwFSjC+rADgB244CQT8HuTBM0fwRKOgp0bwZaFluvE00688/EskpFluGXuHPM+6RXX+XHUHgqIGh+/urGgsdIEPsSVZFRX+VHfYXimqYbiJvi2kAF3ULjqSwMg52DumIpdFUorvkV2c5UcwtropiWp7FB0Efi2oGG2EimyzAnwt2b7UBeUewysysjQr5e1lCAhoNY5+CerY7t+d+hT3COyTLsQPq8gfze4/PUuhD29CewsT02LHHMq1ulV/QA784sfkZ+VS7iHDPLKutnIiP54UMaLVIfJNM5NqDUI+U+PjUAHHKq575W+VX0D2UQ9Mn4xklz8ckjp2F6Q9i1DRPr4krEFMe8c8d4WWWQz1I9xLGvfXgZ9h67yPkeAds5NmQ5x9xllea5z+x4XSfFrW0BWIJ/c5X5eY3Gij/hoDbsw/XnHI5TFzbjf+5fj7fbovjYb1/Ef51yCC4+4aCR6f7ceDBw6o+Bk74PbPg3sOpW1uFy4wPsq24msPQLLJ+sevLw348giJJwOMfEoYCP/cFap3BtimMjFsjvCwKHfDD3cVMc484xfk379ZPm4BNHTmVj006zsmlMlFWyz2B2UxVeuvwkNP/rT8A7W9Aos4Uyco4xyhLH/H4/li5discffxxnnnmm9fjjjz+OM844I2f7SCSC9evXOx674YYb8NRTT+Ef//gHZs9mq7zLly/H448/7sgde+yxx3DssceWdTDjDV6Koef7W+XiWP8u4UEeyC9ZZQ4AC7oXV92L/gPICuCvZpPnVBSoyt9xS9MN+M0LCk1mk06+ms5v+eSUi2OJjOZY4ZYldhFTjKz7w5hqlpP2vgMMdlv7mczoUGBuq/jQLTUBBuCLspNU2iyrjIRUJDIa4vULUNvxKtC+ziGOhVxdO/jHJkuS6Rxjxy3nCeQHgKrmgwChYjNcN7Ldywhif6LIEmrDPtSGfajEq6vrBuJpUywr4FbLyV8THtcNdm7pjqfRHc+fUVgInyIxx1pRt5p3R9GwXyFxbT+TEZ1jqGN3Ot5kt9XNrFuhCV+AqQ37rAtnTdfZBXDX28wlMucD9uvFUpCg2+KYGoAsSYgZQlmlYeR0m8oXYLtoSgR7+hPY1B7DBxe1VHrIOYH86ayOnsFcQZkveKXMZjuS6W4WS88UMZDfMGznWKAGUf9kNKZ2Y460G5IpmsV9jUhmh5xvJOUvL6wKmKWUqgJZlnKEMcDuahmXajAZyNsIh7vIQ3xa4FHWqHi9hymOOZxjecoqeelNHeJWEwMA6IyxHMemsPnZUSfDMcNpS1qxbFYDrrhvHZ54uxPXPrIRT77dgV+dfdjIOTTVAHDop9hX50bmJlt7J9C/A3jyauDpnwELPsLcZLNP2P8d6AhigpE3c8wjb4x9zxc+YoIbfB8YampN5xjYOMZFPMf4N6YC+e1r1dbakFB+ysZ8EscYZZdVXnbZZTjvvPOwbNkyLF++HDfddBN27tyJL3/5ywBYueOePXtw++23Q5ZlLF682PH8yZMnIxgMOh7/5je/iRNOOAHXXnstzjjjDPzrX//CE088gRdeeGGYh3dgw///82aO1ZnlgAO2OKZrGmQwccynyFbHKMAOHAZKawePQISJY0VyxzTdsBxUXBxzd6v0K2xyWhNUIUnsRCd2pZQlyRHKr8iSw+nGEVfFAbATYtMhzD2weyUw70MAuHPMFN9kFV1yI6ADss5OUjyQvyboQ0c0hYHIfFMcc4q5ojhmGAa7uAJ3jkmWKKgUOOm2TJuFzG4FPontT009rTgSExdZlkx3lw+oIFdZ1w0MprOIJk0BLSGKagVKQoWfa7qBjGagdzBdsAFIIRRZyhHWagKFOoeK3UNVVAdUEtfKRHRpWc4xjqtT5UCC/V5rQ7Y4ltUNYNIctkHPVsf2XbGUdT4HACh+SJKEOM8cM3QmJgWcZYL5JpNLptbisQ0d2DTMjpXu4T+tGejxEIQt55j5GfkU5owUyyodzjEtbQcF+6swGGxFY2o3DpdZ9AB8YeioQs7eF8je4p0Eg778pWfVpoAWlcxJe8JbHLMC+bm45+Ec88TMHKtBwmpMkC+Qn19A1UtxDKU1K86DO8cmWeIYlVWOJSbVBPB/n1uGv6/ajR/9ZwNW7ujDab9+Hv/z4QX47NEzRva8Onk+cNr/AidfCbx1P3OT7X6d3X/rfqBxDhPJDj/XutAkCGJkyZs5xssq3eIYF30QH5myynyYmWMskN/IGa8B5DqW9ye+MBs7zaqynM+Af04yG+lJHGOULY6dc8456OnpwY9+9CO0tbVh8eLFeOihhzBzJmt/3NbWhp3cQlgixx57LO6++258//vfxw9+8AMcfPDBuOeee3D00UcXf/I4RkKxzLHcssqsrsEPQIeEoCojoLJuVems7hCjSvoHCNQAMRTtWKkZtnNMd4ljVlml2Y6dXxgPJDLoG7In+DxzzDq0kM9x0cqPIeNlo5t2lCmOvW6LY2kNiiWO+dArO91aKbOsssYUD3tq5mEGkCuOCR24BtOaI5BfdI4p/vzi2LwpDWgzGjBDYh3AGhpJHCOISpFl5viqCfoALlyUgWEYGEprns0M8nURdQtvWd2AphvoG8qgbyhT/E29jkOCmbWmWmKhu/SzJl95aMiHar864Rp7iA1ZOg3XZLjBLY6x30tdyG+JQrphsItZIFcci7vEMTUAWQISCECXFMiGxlzULnEsX+bY4qlMvNtYaceLPGSy3mWV3DmWsRakmLAjBuIrYtkJd40BgK8KifAUYAA4TDLFserJ8KVkZKAiYfjtDM8CIhV3jgV9xQU03ka+mHOsUFmlJ1bmWMIS2HIyx3iZpHlBVYc4srqBtKYjoCroMjNRG0Pm/xeJY2MOSZJw9rLpWH5QI77997V49d1efP+fb+LxDR249pOHoqV2hC+E/WHgiM+yr/b1wMpbgXX3sPPIY98DnvwRsOjjTCibcQy5yQhiBCnuHKtzPkHIHJO4+3pfOMdqpgCQEJAyaEDM28yiuRZl9ieSxMbE5AD73l3lFLLd0wCQdhtQJigVBfJfcskluOSSSzx/dttttxV87lVXXYWrrroq5/GzzjoLZ511ViW7M26xMsdy+lWZcHEs0csmuv4qZLK2OMYnx5Ggiu542hFQXEo7eL4Cmy9rhaOLmWOKLY7ppjsDsCfqABO+BhIZ9A3a+yO5nGNucazKryCd1ZH1yneZtgx44w5g92vWQ6msBtUSxxT0qpMA4XoibYlj7LYrbDaMaF/nWToDAH2DafC3VySnc0z25Z+ILWytwS5jMmagC0NGAJMbavNuSxDEvkWSJFQFVFQFVLRW8K9oGAaSGd2zQ6hTWHM+FjO3HUhkkNEM6AYTcNh5uXDWovdxADUB1ewKWnp5aK15vzqojkxOz35EXNSJIQRNDkDRzRJDt3PMFC2Zc8zMHNMKiGOxlDWOAQAUvzkJl6Cp1ZAzA54LRXyf6sM+SyiVJGBBKxs/t/cMIZnRCgpGhcjpVqnp6I7nllVy5xgf23k5Zd7MMZ43pgYBRUW2mq2AW86x6mYoabZ9DGGE+ABaknOsQOmluU2vYYpjeTLHLHGMv1TJ4pidOWaJY6rC8in46jkXu8LcOcZ+r0MpDQFVscoqG/mwrlQ0VSb2A9MbwrjromNw60vb8fNHNuLZzV344Irn8OOPL8bHDttHXSZblgAfuQ445Wpg/T9Yp8v2dUwsW3cPa3Cx7IvAoWfnXrQTBFE2DueYOG3hmWP5nGNSDEOGKYrtC+eY6mf5g/EOtEo93maW0exWCbBGBZY45naOMRGxDuQcE6ERfwzD1fF8VZUI1rI/+tQAc49NmmetrBuCOFYT9OWKYyWVVZplD8WcY7roHAuYr284BDgx96Qu7MPOXrvsBWAnu4ggjon3ATbp7hvKeP/jTjND+fesBnQNkBUk0kJZpeJDn+J0jqWhQpbsEo/2wEx24koOsDJVs2RVzEXrG0pD590qZQmqIlnlpIXKKmc1VuENiXWs7EcVWiL74ARNEMR+QZIkhPwKQn4FzRX8LxuGgVRW9xTQ8oltMdc2qawOw4D5/CwqEdcAUVzzENYKNDOIhFhZqKqUKFiMEM7wewnJQBOqEmago8s5xrtPRkI+8N3UdEEc698FZJIsaBeuskrFD0iStUCV8VXDlxnwjBjgCzZN1QFLHPPJMpojAWshaFtXHIumVLYo4m7Iky+QnzvH+NjOm+A4Mscc4pjpHDNz2rQIW2yrN7NHUD0Zcr8pjhkhTJb62eOFMsdMp7U7q1MkbI65PRoXx3KdY7puWCWRQdN1Xr5zbAiDPJDfJ9ulLYAtdpmr5rXSEGToGExnURf2WWWVDUFyjh0IyLKEC947G+87pAmX/W0t1u0ewDfuWoNH32rHT85YXHHzmaIEaoBl57OQ/r2rmZvszXtZpuHD/w08fiWw5JPA0i8CU48kNxlBVIhezDkWrHM+QRB9dL79vnCOAay0Mt6BKVJPEefYKI0jYu6Y4voMrNxNdp1fkjbw/9k77zipqvv9P/dO3b7UpVdBqnRpghWwV4RoRI1YsSFJTIgmUeNXjT8V7CXGGDVBsBtFBWMUEERFwIaKitI728u0+/vj3nPb3Jmd2TIzu/O8X699zezM3TtnZ2HOuc95Ps8nC6A4lsHUmzkGqO6xvZqg0+FwhELq4l6BpJfc5GsBuEk7x0QL2AQyx0TgYUSzjYYiEYuQ5bE5xwBYypHsmWP2cP5cbdHt2Bms40CjecAHdwPHzkdNMAyXZJRVlnps4pjigVuWkePRwoHDspotsfsL9UsTx2oCZnEsiHAkglPlNegUGIMDcme9rNLtjX2R7HbJqM3rBtQAZUo+Dito3V1WCSGxkSQJfo8Lfo8LHQvrP96J2mA4KketvMaerebsaKuoDaFGcxlV1IVQUReq59Vik+d11etWK8xxa8426zEFpi6SiWLfHKn2tjPEsajMMa2sMtdwjoUVRW3aIjaVDm1R5w9o4pgI7tUWkCK7KOTRhBwHF7UYU4cCHzbvVYUlj0uCJEk4vFMBPt5yEN/urmiEOGZ7vZhllSJzzO4ci5E5ZhPHpGJbe438ErgkwzmmE8c5luerP3NMOMf2h7VzOpRVVpnC8X3JimN+wzlmnMNl7N4DUWWVAFAENXessi6kC3NtxFTNQP4WwWEdC/DSVRPw8P++x4PvfY83P9+Fj7ccxF/PGYrjBpQ03wtLktocqusoYNr/AZ8vUd1ke78G1j+nfnU6QnWTDZ0eHZJNCImPaR60aMz1BPJ7pTDaKJrBozmcY4DasXLnenSSDuKAmLAr9wGblwGDzzKJY2mSXMyfN3aBUHvfChV1bUPnmArFsQxGqOMxM8cATRz7CihTLxBE3ogCYyEpcrXMTq3knGP1iGOmzDFFu6gIhiOW1zCXVQpXmHmBL8GaOVaca1XYhTjmVE4C2aWWVv74PvDBXcDQ6agNyqZAfheCrjyUKbkoktTOW3VQQ5rFeWsCYXXxIsSxAacAULteCg5VBdDlwGpc6X0Q+AG4pNe7+u/tiZM5BgBSu77AdqDM1SbpC0JCCDEjxLUODRTaA6GI1g00llstfv6aEA+qAmFUBcLYVVbboHHkel0W0czRwWb6XmyoFPjcqKgLoczbER3Eydr2sZzbWlapPhaOaCXz7foAO9erXY47DoSiKNhXUYdeenCvOv/ozjG3Ko5VVRyCvR9ewOQcEwhH3QCTONZUiC6tdsRcZTjHossqXU5llV71d3O16WE9YX6JvgYpV0ziWNxulepawxc3c0x9bk8oF3DBsaxSlFR6XBI8kjYHJ1tWKdXChTDCcKnvQdhaMqveutXj68r1UH7hGsv3ueGXjQ020jLwuGTMPaE/jhvQEfOWbMT3eytxydOf4rwju+OmUwbpm8XNhr8IOPIyYMylwLa1qpvsq1fUsss35gLLblbLLUf9Cuh8RPOOhZBWgtkkYnWOlaq39vJlby7qJB98Sh18ktGBulkoVDtWdpYOYp+4ZPzXOcCujapArm3AZYRzzP4eaA67gojmHKM4BoDiWEYjJ+Icy9McUVppQki0Kjd9eBjiWJJllX5tp7s+ccyUOSb+8wdDiqlrlmQJjhYiWKkpkN/uHCvKsf7TFMH4f1+1BUf1a49jD7eF2k/9P+Cxier9sm2oCXYzAvldHngUCbuUdhZxzO2S9BKP6kBYzZEALKH8wmEBqGLegIpv9O9dEkzOsfgfuuH+J2PhT1/g5/ZHY1zcIwkhpHnxumW0y/ehXX7DFovBcEQXzxJ1q5kfE+JHdSCM6kAYyWbWF+d5UFEXwgedZ+Ownj3VkqW8dvrzkYiCH/ap4k9U5hgA5GnzR/UBAEB5TQiBcCTKOSYW4UIcu/XFjzBJnoDTTFlGYqfVLI6JksbDO6mL0m/3NKE4ForgQFX0JlGdrVul2JAyl1W6XbGdYznFtjk1v6M+b5cn6BwTwpffXb+Ati+cF1McE1lheT43JLH+ifO6FkzlNUWowkEUquJYxOSQNJ8rpw1QV45iVKK6LqS7xTsW+IBQqXpMc11UkWbjiG7FeOPao/D/3vkWT324BYs+3oZV3+/HPdOHYWyfdvWfoLFIkhrM32MccOKdwMZFqpvswPfq7adPAV1Hq2WZg89WA/8JIY5YxTHTE7GcYwCqXEXwhfYaDzSXcyxfnTvbo0yfA7Fro3r71StAu77q/YwUx1SHXX6kHIDiXJ2VhVAcy2DEwtSeOWJBfCBopQlBrbRCgVkcU0UnsziWcLdKoN7MsYjJOSYuKgIm55jdKVWgLY4rTeU8kgSM7NkGg7sUoqI2hCmDOuG5j4yup6IUAwBeW78jWhzrNAToeRTw8yqg+iBqg51NzjE33C4Ju5S2GIBt6vjghluWkKuVVVrFsc/105rFsdLqAAKy8eGar1ToOxJuT/zF8wlH9MQln/0KF4zrGfc4QgjJdDwuGW3zvGjbwCyfUDiCyrpQlFutvJ5uoRW1aibUiB7FeO6jrfjZ1UMNxrax8L+bsXF7GbxuGeP7tMPXu1T1LSzmUjFvagvrfZWq862NT3S1Es4xTRzTyioLUI3Pt5c6i2MFxnvh1sS4LkVqN9UDDk6vRIkqqwwr+PlAddRxtaJbZZxAfsdulZo41qNzJ0QgQ4a2Nsgv0R13FRbnWGwH1wkDS/DWF7txyhGdYh4jLh5KFW194VBWWallheV53UaIfqLOMZcbNa585IQr0UaqwEGlUHWyCeeY7LHW5eS2BUp/RrFUiapAGNVaSWeHAp9RisnMsRaJ3+PCH08dhBMGluA3L2zEtoM1+MXfPsJlk/pg3pT+DW6SkTS5bYHxVwPj5gA/rVTdZJv+A+z4VP16+w/A8PNUN1nHAakZEyEtiIilrNL0+S0C+e2ZY1DFsbYWcayZNjk0cayXvwqTTjzc+pwn1zT3ZEBZpT1zTJSfIohc1LGsUoPiWAYjPgAi8f6tCiuptsgPh6MXksJGXlqdpHMswcyxUNhwjimmbpWBsLrANe9cA0YnKxGWC6hr1aIcD968bpI2VuvFhHCOAcDKzfsRiSgWNxoAINe44KkNhg3nmOyBW5GxS2mrHxpQVDeBUVYZAkqGqE+WblWtujnF+m48ABysDsAVMsqH2gd26vfdvvg7El2Kc/D23MlxjyGEkGzA7ZJRnOuNKp9PlMc+UDsqVjrkpS37ajce+O9mAMCdZw1Fr/Z5+EYrawyLFba2WyrmTVFK1zEHam8DPXNMPUw4xwqkGuyqsb6miDKwllWqPyhcUlWNyHWzd6uuCYYtmzaCOq2ssi6qrDJW5pitrNLlUtcTIiA/vyNckprbpWeOSXLcUPEhXYvwzg3x5zmfW4ZbllAa0QpUaw5GdYiurFXfrwJ/A8QxADXuIuSEK/X29GpZpRC6bCWS2sVBG1SiOhDCPvFvodAPhDSHHp1jLZrxfdvh7bmTcPsbm7D40214YsWPeP/bvbhvxnAM6ZrC7uGSBPSerH5V7lWzyNY9DZT+DKx9TP3qMUF1kw08XW8WQki2I+bBqOknjnOsxl0EmE3WzeUcy1PDHY7sGAaKcqw7Wt7czArkt89l3jx1vROuQxtUUBzTYPhRBpNQWaVtBzwoyipNzrFCp7LKpnaOSVbnmJo5Jsoqrf/MhCBVbQq7l22feJLte7Nz7EBVQHcCWNAWuag+iJpAGG5T5pjbJWG3Yljp6+CBxyXpolt1IKxeGGhB/NjzJQCrc+xQdRC+UJn+fYfgDv2+N04gPyGEkKZDbPgIEUXw/d5KzFuiljNcPKEXzhmldmAUolAoEsM5pgki7XNEVyubc0yIY6hBea0puwpG5lgHkzgmShrFOBvT9CBR7IH8orTTZwrHt8yzNucYAGtuS36JvgFVoagOuHh5Y4kiSWrW5yFo64twwBiLRqWprBKKNgcnIY7VulXBQ3TetJRV2sUx0a1LqkBVnZE51rFAvWAAQHGsFVDg9+Cv04/AkxeORvt8H77bU4kzH/4QD/x3s97lPaXkdwQmzQOu2wBc8BIw4FT1/9fW1cDLlwH3DVTzyQ78kPqxEZJh6NX1dnUsVuYYgBqPTfhurs9xEdNQuU+9Nbuh3TnpdyALowsQ/R5IkmkOrGS3Sg2KYxmMhAQC+fVFfikAwzmmmBaSzmWVSvxyTUDv+pRM5pjkFuKYogtwXps4ZghSprJK2zldNleYyAYTrNi8L3oguhvgIGqCJnHM5YFblrALJucY3NZAfiGCddICUrXcMXsgvy9ovBcdg9v1+x6KY4QQkhKE6GTualhRG8Tlz36KyroQjuzdFjedMlB/zuUSLuz44lg78TGuZ46p3wZcqoCU7yCOhSJGt0qBcI7lN4VzLMEIEHsgv1dzjJnn33jdKlVMz+d1iO5WmWjuVz3k+dyohg8RWbtYsOWOVVnEsQY4xzxCHFM39tRulaaySjPavwU1kD+EPeWqO7yk0AeExEUNxbHWwgmDSrDshsk4aUgnhCIK7lv+Hc55bI2eUZhyZBk47ATgF/8CbvgSOOYPasB3zUFg9YPAgyOBf54OfPWqtakEIVmEMIlYLg0VJa5zrM5jekz2NNn8FYXI/q7ap46p3Lg2RKAqs7pVOs1lmrGkrVTBQH4NimMZjPEhkIxzTMscM6nr+ZpzrMK2y17vf4IEnWPmbpXwqIvdQMjIHPPZyipzRFllHOdYVMWk1yaOfecgjpmcY7XBCNySKXNMlrHbXFYJDzwuOdrFZgvltwfy+03OsY6acyykyHC5WaFMCCGpQHeOaaX5kYiCeUs24sd9Vehc5MfD54+0OJaFyBPlHNN2ePdpXZDb6plj9kB+dS4skKqj5lFRVlngd+tClMgcyzM1fAnH3eWKjfgp+zxqx+4c82oCnd/kHHNZAvlFWaVJHDNffLt9JueYKKtsmosLdd6VEPIVqw/UHLQ8L5xjBT63oQ4mIY7VedTz6mWVHhmIiAuUeGWVYewtF84xP51jrZS2eV488suRWDhzOAr8bmzcVoqT71+Jf3y4xRDQ00FhF+CY3wHXfw6c9zzQbxoACdjyAfDCRcB9g4D/3gYc+jl9YyQkDYj/lpaqokCl4Sx2Ese8xcY3zVVSCeiZYwjXqWaSMqOqCDWHTHNPmssqJZezQJdrzIHBEAP5AYpjGY1YmMd3jlmzU8LaAlmyBPI7Czf12id9miW1nsyxcDjaORaKREzlHTGcY7ZAfjN2sSzXa/0d1v18KHo3XmtJi5qDqA2GHQP5BWrmmIQcrymQH4gK5a+1BPIHbc4x9QMwyOg+QghJGXl6WaU67zz0v++x/Os98LplPHbBKIuLCzAcU2ER4KlndZYCMJxjeiC/togVC/GA2+Qcq7G6N/TukG4ZhVrHZVHSmG+ae80ut2QQDm+7A9uOcI7Z593YmWPCOZZvPBa2Zn0azjGtrLIJnWMAEBBlL9XO4liezwVEki+rFOKYpawyHEMc0y4MiqRKVAVC2FuhOsfUbpUM5G+tSJKEM0d0xbIbJmNSv/aoC0Vw63++xgV/X4sdpTXpHZzLDRx+EvDLJcDcz4FJvwHyS4CqvcDKe4H7hwHPTQe+WQqEm79km5B0I+ZBy5WhcI25fIAnJ+pnghZxrBk3ODw5gFcToKr2A+U2cUzMq3bXcqoQ4lgsgdAULcDMMRWKYxmM0IcSyxxTF5ehiHCORZdV2rG3bD1UFdAvEgCYnGP1lVVG9K6NsrmsUi/vcHaOmTPH7BljdnHMvGtelONBMKxgzQ8HrAMRZZXVB1BjCeRXO1OanWN1UEstLYH8gNU5VrXfIo4drA4gJ2S8FyUhimOEEJJqjHLFMP67aQ8WvPsdAOD2M4dgWPfiqONlXRyLX1ZZ5LU7x9Rv61yqgDRB/soijimKER/gcckozlXnWrdJmBJCWVVdCDWBMLYdjO40GQ8xS0uSIbo5IZxjdbZ519qtsp6yyohV+BPHl0M7JgmBKh5i3q3VxLFw1QGs+/kgVn+/H6u/34/1W0sB2MoqkxDmAl71vMVQXe9+e7dKM2bnmDlzrJCZY9lA56IcPHPJkfjLmUOQ43Fh9Q8HcOKCFXhx3fb6o0dSQXEP4Pg/Ajd8Bcx4BuhzLAAF+H458Px5wMKhwPt3Wd0qhLQyHDPH4pRUAkDQZ3q8OZ1jgFFa+fWrwKGfTIOoMuZa+8ZMqhARSe4YmzymskqKYyoUxzKYxJxj2n/+UC0QqEZYK6s0i03iQsKO2TmmKApOfXAVpiz4wBCEzJljcVpmSqbdZkn7AAqEIlGLdH3IXlFWqQlqDut982Nel2wR8qYMKgEArLaLY5aySpNzzOWB2yWjErl6dkwdPHC7pGihrqg74NcW7E9OsbxuMBRCXnC//n1BpEI7F8UxQghJFUZUQBC/e+kLKAowa1xPzBjd3fH42IH8aqdEQxzT5jmXNZC/Tgvkd0sRnBhYpl80h0yTs0eWUWRzjgFml1sI1/z7M0y6+3/Yst8aQJ8oZhd2nw55lufEfCvmLHGsff7VcRLHintaDikpVOfzclFW2USLe70sVlbXGP9b/y3OeXQNzn9yLc5/ci3e3bQHgCirTD5zLKA5BqyB/LGcY0bm2IGqOr1stkOBqVslnWOtGkmSMGtcTyy9fhJG9ihGRV0Iv3lhIy5/dh32V9bVf4JU4PIAg84ALnwVuPYzYMJ1arVExU7g/TuBhUOARecDm9+tp8U9IS0Px8yxOGH8ABDyG4aIZt/gyFevS/Hf24A1D1mfK9+l3qatrFJzaLuj3XUADOcYKpk5pkFxLIPRYkvi7175CgBZE2dqDiEUii5BKIxRVmlWiEMRBTtKa1BaHURptbaIzG0HQFIXp9UHHM8BwNhdBSB7jG6V9q5ZAl2QqosW8vTzmB7zuCR9VxwA+nZQL1TswchGIP8hm3PMo4/h456XYXf3k/Gt0h0uWTY5x8T7JgHjrwUAuA79iLYoR/+SfHhdMsbK3yA/XAY7dI4RQkjqEFleVYGwfvH6m2mHxzw+Knczv5N6G6wGasv0cxS4tTlR2+QRc/CugiH6ufpie1QJIwB43JJJHDPmXyMfLYStmmvspyTEMT1yS5J0oatjgQ9tcq0LbbGpFa+s0pJ7pmeOmcoqz34C6HMMcPFSAMD8kwfg6P4dcN35ZwJDzlEvyJuAMb3UufqLcnWx/uOPmwEAfdrnqYKYRkMD+YNR4pgrdmmLXz22ANX4aX+1drysrpvEz9A5lhX0bp+HF66cgBtPPBwel4TlX+/BtAUr8PaXu9M9NCvt+gJT/wLM2wSc83eg51Hq/5Nv3wT+dQ7wwDC1/LJyb7pHSkiTEGmAcyycSufYuCtjP7f9Y/U2Xc6xzkeowvrEGPO3FknUht0qdSiOZTCGcyyOOCZJptyxg3rnLCRQVlln+k9gXjTrIfQuj6GGl8e2bCsm55isBfIHw5GorlkC4RwTCrWTc8z8+edxy5axiuei3hbxPtSVIxQIGN0qZZdeHvJJ519iw9j7EIGslVVqmWPBsCFCHv1bRNoPAACMlr/FVcf0RZs8D6a7VgAAFoWORUg2FssBJU0feIQQkoUU+KI/c8WmixNCSCqtDqiB295cfUEYOvgzDlSpc1i+Lo5ZM8fKAjLuDs5QXxvV+saMObzW45JRrIlj5mwvszgm5nJzpED9aFkrkiF4HdYxX88DE4g50t4Ix+wcC1nEMQfnWPt+wIWvAb0mqt/m+/DPS47EiUO7AtOfir24TpJfjOmBHI8LX1eq0Q3tIvvQt0Me3p13NE45orN+nCqOJZ85potjEN0qZSObyX6B4jOaLfx0QH1PSgr96t9ed45RHMsWXLKEOccchteuPgoDOhXgQFUAVz63DvOWbIjekE03bh8wdDrwqzeBqz8Gxl6lVj6UblUdLPcNBJZcBPz4QeJtbwnJQPTrM/O0V1uq3mobHFE/I3Kogebf4Bh8FnDRG9bHOg5Wb6u0BnLpEsdcHrUke9xVzs/r0QIsqxRQHMtgxMK8Xoe0nrV1UC+rNKtL+QkE8psXzeacLRR2UW/jiGOyJo6FJTc8WieMYFgxdc2y/jPL9VjHIyFaHZMkSRfNPC4ZdUFjrLIujtkm+5xiiE9Ob7AMbogSGY/ePSwUiei/q1uWdKEuHFEsdtLNftUpcFzuDzjtiC7onBPGSfJaAMAL4aNR4eukH0vnGCGEpA6/R47aVImXxyWywCKKyT1WpJZgVu79CYqiXhTnykJAsXarrKgNogJqaWGBVK3njpnnDLcs6YH8btOcl6fno4X0/DBzF+T6MF8TiLm0X8d83dUmqItyjqljN+eMReoTx1JEUa4H00d1w04tB7QLDuKySX0gyxKKco0LiAJ/A51jfqNUEqinW6VPLe3MRw2qtaiHjqKhg+4cY1lltjGoSyFeu2YirjqmL2QJePmzHThxwQp8+P3++n84HXQ4HDjpLuDX3wJnPgp0OxKIhNQMpGdOBx4cBax+EKiKUwVCSIbSEOeY4k+hc8xpHEOnW7/P1PJ80a1SqojKIs9WKI5lMOIjIK5zDDBlbR0wxDHTnzbP63J0Z5kV4nDYwTkGmMSxnbHHqS0gQ5JXX5AHwhH9wsHrtr6432v9Z+dQVan+BtoTXpdsKasUYlrUuyK79Lwwf7AMbq1JgAjkB1QRULjk3C4jkB8wSiuD4Qie39MNAHBC7g9wu2RMk9YiT6rDFqUTPlP6odJv7G4HKI4RQkjKkCTJkqXpcUmO5fkCn9uFPO2z/mC1JngUqZ/x1ft+BgC0y/NCjljL6MS8WVEbQoWWu2V2jgmnttclQ5Ikx8wxwzkW1oWumgZ2rhQusMM65usbPgLdORajS7Q63nrKKlPIxRN7YZei7ux3cx3EmSO6AgCKc4wLiDxvw8QxUU6jBvIrWllljEB+zTnmliLIgSmMH6BzLMvxuV343YkD8MKV49GzXS52ltXil0+uxS2vf2VEcWQanhxg+PnApcuBK1cBo2ernfQO/gAsuxm4bwDw0mXAz2voJiMtBqUBmWMufx5qFG0+SUVpvFkck2Rg8JnW59PVrbI+zGWVdI4BoDiW0QhxqN7pS8/aOoiQ9g9bMi2c7RcSgoAlc8y4b3GOaRcQCTnHZA882uI9GDKVVdoW6fbyl/rEMY9Lwrg+7fRjjbJKh3dGey9yw2VGIL/s0XfyQ2FFV8ZdsgyPS9Z31oUo+O3uCiyr6A0AaFfxDRCowvF17wIAXghNBiChyk/nGCGEpAurOFb/UqZYK608pItjqnMsfGgrAKBtnhcIac9pO7xiaqqoDaFcd47VoFxzn4mySiGGdW+rHtM+31iI6/loDSyrNLpVSmifr45rSNcivQOnwF5W6RTE39cc4p9G55g6lnz06avmxHWWDsKvjbfY5BzL87kN63wS4ljIVwwA8Eph5KFWK6uM4Rzz5undvfNRAwBol0fnGDEY1bMtll43CReM6wEAeHr1TzjlgZVYv/VQmkdWD52GAqfeB/z6G+C0+4HOw9R/018sAf5xIvDIOGDt44bIQEiG0hDnmNct4yDUzY+UOMfEtTigCtJtegOFXY3H0lVWWR85YjOpEkFmjgGgOJbRxCwftKOXVR5yLKsEnHPHAjEyx5zLKuM5x9Td1Yjs1S9SQqYyxahulTZxTI6hjomHPS4Zpx7RGY9dMAqrfnecUW7q9LbkiK4bFXCJskrZpV+8hMIRhLXFtkd7g0V2i3ib60Jh7EAH7JHaQ1LCwBcvon/NRkQUCa+EJwEAqnIM51gdMvQDjxBCWinmuIBExLG2eUbuGACgWBXHvFXq3OZ2SUZzGbe1rLK8Nmh1jtnKKsWm0GnDOuOh80fghhP6668rNoeC4UjDxDFTWeW95w7H3y4cjRE92sBeRRorkB8Alt8wGc/NHovDOhYYP5BmcQwAfj/zWCiQ4FYCQJVariZy24CGl1VKnlzUaVmgbaRK1Tkeq6xSkhDxqO9LoaQG8ou4BTrHiCDP58btZw7FPy85EiWFPvy4vwrnPLoa9y77NvNDrH35wKiLgStWAJf9DxgxC/DkAvu+Ad66Ebh3APDq1cD2T+kmIxmJYsre1BGZY3HEsUOKEMdS8BnuMXWD9Oaqg+0x3ngsU8UxTUPIl2qhhGrTPJjMgOJYBhNXBDJjCuQX4phkW0gWOOSOBWzdKgW1pnwvXfVOoKwyLHstFwJiwWC/cHG7ZIubLFYxjHB0ebSSlROHdELX4hz9eMe3RbSklSrhgRHA6zKVVYrfVc9i0W7EhUtIc5Z94RqkPvEfNYR4VWQIdkF1sNXkdNFfMqjEDoImhBDS9OQl7RxTF6aHqjSRRHNF+6tUV7RsCWC3BvJX1Ib0zLFCqdpwjjl0hjz1iC5ok2c4jcRzgXBEv+6sTSZzzHRR0KNdLqYMUpvkuGI4x4Qz2jzH9ispwFH92hsHh0OAWASnqawSAIoL8iHld1S/Kd+uPmbqwmnpViknPs+63S4cgvp7FaNCfa9ilVUCULTSSuEc0987m1hKyNH9O2DZ3KNxxvAuiCjAg+99j7Me+RDf7q5I99ASo+tI4IyHVDfZyfcAHQcBoRpgw3PAk8cDj08CPn0KqGshvw/JCnQDsZNzLEYgv88l46CSQueYGY+6XkBPsziWoQ5kXxEikjq/eoNlaR5MZkBxLIORbaJNTEyB/KKs0r7L6iiOxepWGXBwjpVtjz1Oc1mluBAwl1U6lHf4PcZjsZxjelml7efjvi+aUNgOFfBIYlHtNhxtYUUXv8RjutimnU68F1+7B1lO/WJ4sn6/OtdwjrGskhBCUou5rNIbJ4xf0MZWVqkUquKYr3onJETU+SYcK3MsiApF3RU2O8d0ccwp1FPDiBpQ9DkmlnOsXpe4Cfu8KQS3ePOuTrDKuJ9G5xgAYwOuTBUpi3LMZZWuBjnH3LKEQ4oqjrWTq9QLqojYLHOYr/WOlZo4Jt47W5ktIYDaUOL+X4zAw+ePRJtcD77aWY7THlyFJ1b8YFlLZzT+IuDIy4CrVgOXLAOO+IXqkNz9BfDGDaqb7D9zgV0b0z1SQvTrPWvmWP1llaXaJknKNziEONYSnGOyjKBXy+sOUBwDKI5lNHKyzrHqA4hEhHPMunB2zByL0a0yZiB/jIW7pKgLyIgpkD8YjhjdKh0W6bleYzyxMsfE4/YLH/13cxqOJhT+zvM8Osul6mNyfOeY/SJDPP+1d4j+WNCdh2WR0fr3tWbnGMUxQghJKZbMsXhCkIYoqzxUHUAoHMEvlqhijL9mL9b7rsDsqr9FldHJDs4xnxRCdbUqLgVtZZVOJFpWOf/lLzDxrvf0sH+BMe1a56lYzrF4gfw6oqRSdqdf+CkS7nT17+EzbZzl+9yAIqIiEl+uumQJpZpj4J+eO9U3MRxb6JK0Rj7COeZz0zlG6ueUIzrjnRsm4/gBHREIR3DH0m9w3hMfYeuB6nQPLXEkCegxFjj7cdVNNu0OoN1hasOOdf8AHp8M/O04YP1zQKAF/V6kVWHEC5idY5qQEyOQ3+tOo3NMjKnDQMPZlqmB/ACC3mIAQE6oNK3jyBQojmUwIlM/4cwxU1lltHMs+j+lpVtlrED+As0hFa4Dqg86j1NbdEbMgfxhJWYgP2DK9EC0kCcwl1VaXk/Xxhzel77H6XcnStqOl+wydauM6O468Zh4eXHhInb+drp7At3GAAC2D/gVamEskGvzu6Cm/RCEIaFoyFTH8RNCCGkeGlxWWR3E7vJarN0r67lUxVIVTqt+JSqAXczBFbUhVMLIEwlWlQIAAiGrC9kJsTkUMIljTmWViz7eip1ltXhtvbX5jX5RYJsm7YH84YiCkGlTyhPPTWfOG4vT5TMlFFqb/vRql4ehXYswtndbNZ+0gc6xDyJHGA/UlsYtq5T9hQCAAi1zjM4xkigdC/x48qLR+Os5Q5HndeHjnw7ixPtX4N9rtyblBM0IctsC468GrvkUuOgNYPDZ6v+XHeuA165W3WRLbwT2bkr3SEmWIa73knGO9e2Qj025o1Ej5wG9JzXzCDVOuFV1ZZ50t/q9LAMjZ6kdITsfEf9n04jo8JwbpnMMAC0vmYyROVafOKbmYKH6IMI5olulNZ+jvrJKkVMC2Bbubh+Q1wGo2qcuXvPaRb++Vq4QkT3wyKbMMYfsE4E5lD9WRYrRrdL28+J9ccpA7TcFewdehI6b/gk/xMLWAw9MZZWa+OXWLh7sZZXiednlAmYvB0K1KN9dB3z6oTEE2Y2cOSsRCdZirC/X+RcghBDSLCTbrVIvq6wKaHOHhB1KO/SRdhsHBVXnkHCOiTlYdVPLqFByUCDVIFRdqh6egEtLiFSBUMRUVhmKebxd9NIzx2zHuRxErdp64gx0ApXqbRrzxnSKrGWVLlnC69dMBKC9/w0Qx1yyhMfCp+NG92LIkgLUlpkC+aPXQpIQx2Arq6RzjCSAJEmYOaYHJvRtj1+/sBEfbzmIP7zyBZZ9vRt3n3MEOham2LXSWCRJFRN6TwIq96l5ZJ/+Ayj9Gfj4cfWrx3hg9CXAwNMBTwv7/UiLI6JvEmnzXjgIBLRcvBiZY3k+N+78/Y2Q8Vtjp6u5OWouMOE66+tNvR044bbUjaEBhPyqOJYXKk/zSDKDzP1LEaOssr5GOJZAfk0cs5dV1hPIH44VyA/U27FS1hadiuwxLgTMgfwOi/REnGPiGsF+4WEE8juLhgc7jLWdyFxWGdF/V5f2QSXeZ3E24aJzy5K6SPDk6CU5ApcsAbIMmcIYIYSknKQzx0xllWFNpdqhtLceVLZNvRXOMdtpqyQ1nytcoy4gQxHhjo6TOWYpq1Qfi9et0h1jt8g+TdrLKgGgLhg24gwSKatMd94YYGr6YzjmJEkyxSeIq6JknGPqsfuhlkuittxwjjm5wETmGFTnmM8tulWKDTaKY6R+urfNxfOXjcPNpwyE1y3j/W/3YerCFXjj89gNrTKe/A7AUTcA120ALngZGHAqILmArWuAly8D7hsIvHMTsP/7dI+UtGL0zDExDdSaHE5aWbwTsnatllKcXi+DhTEAiGg6Ql6E4hhAcSyjEUvfhAP5a8v0shDJ9h+x0KGsMqHMMcC0eHUO5Zd0ccxtKquM6OJbQ51jYnHsdVsPqC+LbV+xzboqu3TRTg3kt5ZVRnWrtHezhFGSI3C6MCGEEJIazBs+iTnH1M/w0uqgvgGy0y6OHfpZvbVljgnqXJqYVKcuzBMpqzSLY6LMyj7HmsuvXLa5O9b07zQHmZ1jCWWOZYI4pnUNFc6xKCLJZ44JV7hoooC68rhllUIcy7cH8uvOMZZVksSQZQmXTuqDN649CkO6FqK0Oohr/r0e1y5aj1KtGUiLRJaBw44HfvEv4IavgGNvUkuiaw4Cax4CHhoF/PM04KtXDFGZkCYiKnOsplS99RU6N1khSaFozrF8llUCoDiW0cTq4hiFyVLqD6n/sKVEulXGyByLLY7Fd45FZI8RPhxSEIxT3mF2jkUXjKi4YpRV2jeU7ZS722NrpIPpRB59J9kcyB+rrDJsex5QXQrmDJeE/zaEEEKaHHPmWNwSQg1RVnmwKgAx9e1UbDEBovTO7SyOhTyqiCJru9aJlFX6TDmcYgOmxuYcqzNtVMXKCpPsgfwOc1BdMGzEGbSUskqxvqjYaQhhZkRZpS0qIh5i40s0UUBtedyySuhllVrmmPh72ho0EJIo/UsK8Mqcibju+H5wyRL+s3Enpi5Ygfe/3ZvuoTWews7A0TcCcz8HzlsM9JsGQAK2rABeuBhYMAh491bg0E9pHihpLSj2bpV63lhxWsbT2lBy1LVQfqQizSPJDCiOZTCyzdEUE5dbF8jytE4TdueYU7fKYMg4byhW5hhQb1mlJFqkyx79IiEUabxzLFZZpXG88/tSEwxjndLf9ANuXegyl1WKBbSR8aI5x8LWsktAdbEV5xq7x3SOEUJI+ihINnNMK6ssrQ7q5ZA70N75YK30zq4/RXyqiCIH1QWkEMfcCZRVBkIRfcayl1XWmaIM7HNLooH8gCqyJSLYZZRzrKCTWqYVCQGVDsJBAzPHAKBc0cSxunIgbKxTotD+rsI5ZnSrtDZoICQZPC4Z86b0x8tXTUCfDnnYW1GHi//xCf7wyheoqoudO9hikF3A4ScCv1yiCmWTfwvkl6gZxavuA+4fDjx3DvDNm8b/P0IagKgU0jesakvV2xh5YyRJclXnWKHCskqA4lhGI9VTPmhBK63Mi+kccyirDBsLdGvmWCznmHPZg6xozjGXxxI+HC8Y2CqOxcpYieEcQ/z3pSYYxrqIWRwznGPBsKI3HxDil1G+qt7axTNBW5M4RucYIYSkj2S7VYqyykA4gopa9UItKnNMEMM5JoLb3ZrzKpF8L10cC0cQiTiXVUa5tU3EDOR3eMnaYNg07ybYrTLdyC6jK7bTGkNpQFmlNreXm51j4TidJzVxrFDPHBPOsVrtZ+gcIw1nWPdiLL1uEn41sRcA4N9rt+Kk+1fik5+cO8C3SIp7AMfdrJZczngW6HMsAAX4/l3g+fOBhUOB/90Zu3yakDgIk4gU5Rxz7lRJkkPSNIQiimMAKI5lNAk7xwA9lL8gUqr+rGwXx+J3qww1KpA/2jkWDCuGc6zeQH7H0+r5hVFhx3pZpfP7UhcM47NIP9OJXPpOcjii6CWkQsgTIpy9W6V9B79NniEw0jlGCCHpI89nzCFxhSCNHI9Ln4v2V6rlclFllQKXcyC/J09rd65UoS5klDAm0q1SzRxTH7OXVZo3pMwu7ng4llWanGNeV5wyRL2sMgPEMcDUsdIh17QRzrEK4Ryrp1ulY+ZYOGS8NrtVkkbi97jw59MG49+XjkXX4hxsPViNGY+vwZ1vbUJdKLY43uJweYBBpwMXvgpc+xkw8Xogt51aNv3BXcDCIcCi84DNy53LqAlxwHBQi8wximNNiZynbhQWoTLNI8kMKI5lMKJsIhFtTDjHCsLOzjHHskrTItzsHLMv3HVxrGyH42BcitGt0msO5I8TDGwWx2K5sGJljtUXyF8TCONbpTvqZC2M1+RoC4UjUeKXuAASO/R28UzQxlJW6fzahBBCmp8Cn7FZkYhzTJIk3f17oFJ1Ee2KJY7FcI758ovV10Y1KmpDeq6mU0dmgXlOjJgC+SPmDSnTxXEwbN2ciroo0HAqq6w1dav0JOQcy4DMMcBwp79wUXT5VQPEMT2QXzjH6sril1XqmWNmcazOeN7JbUZIA5hwWHu8NXcSpo/qBkUBHv/gR5z+4If4amcrDMJu1xeYchswbxNwzt+Bnkep/5+/XQr8a7padrniHqBiT7pHSjKc6MyxUvWWmWNNgpynroWKURHTeJJN8BI/g2mIc6wwooljCXSrrIvlHLPvYuWXaAfVGItqE3rmmMujlyKGIop+/vrKKmMhLkzsFx7WhLBoaoJhhOHC94Xj1AeKe8CtZ6Ep+s68cUGliW3a22GIZ9bXFZk15rERQghJPWbnWCLiGGB0HRbOsQA8qJZyow/UyujsgpQ7V20ZX4BqlNcETfleyWWOAdZ51uzWDtl2fWLNc7GcY/q821IyxwCgywjj/q4N1ufqtJ1sT07CpzOcY9rPWMoq6+9W6XO7jDB+gM4x0qQU+j2459xheGLWKLTP9+LbPRU48+EP8fD/vte7qbcq3D5g6HTgV28CV38MjJujZkWVbQXe+4sa4L/kQuDH942FOCEmojLH6BxrUtz5mjgmVSEUCqZ5NOmH4lgGY2SOJSCO5ar/sIsUVRxLuqzSNCFHOcc8pouHYHXUeczOMbOQVR1QRTOnRXqu2TkW41+h+AyMco5p38ZSt8WFxtv9blFt3V1GGKJdWIlyjklRzjHnzDGRWWP+WUIIIakn359c5hhguH+FOAYAV7T/J06v+4v1QHeMssrcYgBAgVSD8tqQPpfEE6K8euaYYpnLzfOstazS7hyzZa1oOM1BLTKQHwDGX204usq2WZ8r3areFnVP+HQebZFgOMfM3SpjZ47p3SrdsiGmQQJkh1JMQhrJ1MGd8M7cyZg2uATBsIL/9863OPfxNfhxXysubepwOHDincCvvwHOfAzodqTajOPr14BnzgAeGgV8+ABQdSDdIyUZhJE5xkD+5sCTb7joA5WtKAuxgVAcy2D0oPhENlK0ThNicRdVVmm6kPDquWCxMsds4pgsGwKZg3NMVlQRTHF5LRcJohuPUx6M3+Qcs7eoF4jFvz1zTBwfSzMU4cYef55q64YhdAUjEb1s0m0vq6wvc8xcVknnGCGEpA1zVEBULmUM2mru330VAf2xfUE/vlB6IyiZHEUu57JKT14xAFFWGYwbHaD/jCirDEUsUQDVMcSxYKKZYzHLKjXBLk6pp5E5liFllbILGHSGer80hjhW3CPh07lEWaViDuQXZZVOmWOiW2UtZETU9044x9y+2MGohDSSdvk+PHbBKNw3YxgKfG6s31qKkx9YiX+u/slSet3q8OQAw88DLl0OXPkhMOZSwFsAHPwRWP5H4L4BwEuXAj+vTjBbhrRmxL8A/ZOYzrEmxePxoEybL8OVFKYpjmUwSZXuaWWV+s/a7Fgelwy/R33M5zHKPATheIH8QFxxzKUYi06PRRxTF/xOwcDWbpXRL6c+HqNbpc3pZUdcaJhfQ2SQhCMKgjZnmF1si+0cM5VV0jlGCCFpI8fj0ueOhpZVAupmigIZZe4OxoExnGM+LZC/UKpCeU0oIZeWNZDf5BwLxiqrtDnHtNtEnGM1gbA+f7WoskoAKOqm3ppD+YM1QNVe9X4S4piYu8sdnWOxM8cAIB81ardK4RxjSSVpZiRJwtkju+GdGyZj4mHtUBuM4M+vf4ULn/oYO0tr0j285qfTEOCUe1U32WkPAJ2Hq///vngB+MdJwCPjgI8eMwQRknUI55h+acvMsSbFJUs4BDVeIFy5P82jST8UxzIYOamyyvjiGAAUaLljwrUViOEcc2wrLxbRDmWVslh0ur1wyZJ+QSHO47SDnZtAIL+wz9p/Xi83jeGoE+KYEAMBo7V7KKwgrO2su7SLB3sgv8gks198tM0zB/JTHCOEkHQhSRLyNPdYvEB8M2KD40CVIY6JTZxST0fjQIfMsRyPCy5RVokalNcmljlmdmrHco6Zu9VFZY6JQH6bw9pp3qyoNbJC4r4nLUUcEy4yb0FSDgE9cwxm55jIHHMoq3T7ENacg/mosTrHXBTHSGroUpyDZy8Zi1tPHwy/R8aq7/dj2sIVePmz7dkRku3LB0ZdBFzxAXDZ/4CRF6ob8/u+Ad7+HXDvQODVOcD2T+kmyzKMQH5mjjUHkiShDKqTPFLNssoGiWOPPPIIevfuDb/fj1GjRmHlypUxj121ahUmTpyIdu3aIScnBwMGDMCCBQssxzz99NOQJCnqq7a2tiHDazWIz4BkMscEjuKYdiEhHFXmssqwSWmKKqsEjEV0HOeYpGWG2HfRnS4c/CZxLEZVZUxXgBHI7/y+1OjiWLRzLGjqVqk7xySrcyxkK7sUMJCfEEIyBzGnJZw5pn2G7zeVVYpszDKP2TkWXVaZ53Mb2VSSCOS3N3eJxhLIn1DmmH1eSzxzrKLO6PQYT7AzyiozSBwTzrCyrcZj5pLKJOZctx7IL8SxsvhllQCCHvXCoECqVgXNsKmskpAUIcsSLprQC0uvm4Th3YtRURvCvCUbcdVzn+GAyfHa6uk6Ejj9QdVNdvI9QMfBalOwDf8CnjweeHwS8MnfgbqKdI+UpABxicrMseajDOr6RmHeX/Li2OLFizF37lzcdNNNWL9+PSZNmoSTTjoJW7dudTw+Ly8P11xzDVasWIFNmzbh5ptvxs0334wnnnjCclxhYSF27dpl+fL7/Q37rVoJhnMsgYNtZZWSHF3KKEL5haMqVrfKulAkOutAlFU6BvIb3SqB6HIOR+eYp37nmJE5Zgvkt4lZdsRFR45JgBPOsXBEiSl+CREyZrdKBvITQkjGIJxjiWaOic9wszta3C8TzjHJpWZgwVpWme9z6eV3BahGRU1Qd1/HE8fE/KcG8huP1wQNIcsslCXarc5RHKs1zplYWWWGZI4BMZxjP6u3SZRUAsZ7Uw6tW2V9ZZUAgm71vchHjfreheI4zQhpZvp0yMeLV47Hb6b2h1uW8PZXuzFt4Qos/3pPuoeWWvxFwJGXAVd9CFyyDBh2nurm3P0F8OY84N4BwH+uB3ZtTPdISTNiyRxTFDrHmoFyWS2rVOgcS14cu++++zB79mxceumlGDhwIBYuXIju3bvj0UcfdTx+xIgROO+88zB48GD06tULF1xwAaZNmxblNpMkCZ06dbJ8ZTv1dWW00JCyyhiZY4C1zTyAhJxjotuUvZzDaZFuFq5iXdaIHQKPLdBfzxyL8bbUar+X3+3sHNMzxbTH9PdZO9b+vMDsHGMgPyGEpBddHEuyrNKMmEcqvCXqHZNTyJwtaXaOeaUwqmuqEBSB/A5NZwSGc8w6p1oC+U1zcTBmWaUV57LKkPaakqUkNIqMLKvUulHWHALqNGebcI616ZnUqcR7rjvHgtXGxp7sLI6FPOqFQYFUrf7d6RwjacbtknHNcf3w6tUTcXhJAfZXBnDZM5/iNy9sRLmphDorkCSgx1jgrMdUN9m0O4F2/VQX7LqngccnA08cC3z2rON1CmnZ6JljEtTPclEmT3GsyaiQtOzNajrHkhLHAoEA1q1bh6lTp1oenzp1KlavXp3QOdavX4/Vq1fj6KOPtjxeWVmJnj17olu3bjj11FOxfv36uOepq6tDeXm55au1IRa/+ysDWLD8O5RVx5kM6wnkB4zuXkI0snSrtJVyRIXyxxPHoJVVaiHG9nIOpwuXnAScY8mUVX63pwJ/eu1LPLnyR9RoZTJW55gpkD8snGOydj5bWWWMzLECn9vocMm0PkIISSvCDZ1sWaUTZV7NOWZyCpmnpjyfG/DmQ9Hmi2DVIX0uiefSEs+ZndpAvLLKWIH81vnI6SVF5ljc92P9c0Cl5j7JJHHMXwj4itT7wj3WgE6VgDF3VwrnGABUa06DGM6xkCirhBaATucYyRCGdC3Ca9dMxBWT+0CSgBfXbcdJC1di9Q9ZGpyd2xYYPwe45hPg4jeBIeeoovfOz4DXr1GzyZb+FtjzdbpHSpoIS+aYCOOX3Zk1h7VwKmRVHJNq2fgiqUv8/fv3IxwOo6SkxPJ4SUkJdu/eHfdnu3XrBp/Ph9GjR+Pqq6/GpZdeqj83YMAAPP3003j99dexaNEi+P1+TJw4EZs3b455vjvvvBNFRUX6V/fu3ZP5VVoEZm3m/v9uxqsbdsQ+2OOHIkof4SyOdS5Wy1Q7FKo7ofGcY1Gh/HHLKq3lCm7bazuKY2bnWIwN7uIc9Xxtbbv9kkO56f3vbsYza37G7W9uwnd71F1nn+l13SIUOaJEdaM0nGjq4+EYZZeSJKFrG3WxXezgQCCEEJI6SgrVOa1tHNHLjJhTnDjo19xJee31x8wbN/k+NyDLevlduKZcd3nFzRzTXGUBm+gVq1tlMNx451hMJ13lXuC1q43vM6msEogurWyoOKa9NyG4UStp8RxiNzyGOObLKwYAFEiaOEbnGMkg/B4X5p88EIsvH4/ubXOwo7QG5/9tLW77z9fOOcHZgCQBvY4Cpj8FzNsEnHAr0KYXUFcGfPwE8Oh44KkTgY2LgWB2Z1i3dMT1niqOmUoqWcXTZFS5VHFMZldYOCeT1oN9B1NRlPgWfgArV65EZWUlPvroI/z+97/HYYcdhvPOOw8AMG7cOIwbN04/duLEiRg5ciQefPBBPPDAA47nmz9/PubNm6d/X15e3uoEMvt7uq8ifhhnxN8WLk28kh0yx64+9jAM7FyIzkV+vPn5rpjdKgGHUH6vJo45llWqx0raDqt9Ye504WB2jsX6t3Pr6UNw+taDGNfH2mzALmYB1iBifVwmccuj3Q+ZAvnF83qGmXas/XkzD58/EjtKa9C1OCfqOUIIIanjt9MOx9jebXHikMRiGEQZphOHcnoAM5+zCDHmKUD8bNhbAIQqEKkpRdBXf+aYeM4eA2Auq6wyzV/2jSqdBAL5K/WyyhjjCdkuEDNt1724O7D3K6BM61LZQHHMXA5bLeXBr9SqYd5AzLLKwiLVfX/dRG3zV+9WyY0wkjkc2bst3rp+Mv7vzU1Y9PFWPPXhFnzw3V7cN2M4hnUvTvfw0kd+B+CoucCE64At7wOfPgV8sxTYukb9evt3wPBfAqN+BbQ/LN2jJUmiz58SGMbfTNTK6maZHGSTi6TEsfbt28PlckW5xPbu3RvlJrPTu3dvAMDQoUOxZ88e3HLLLbo4ZkeWZYwZMyauc8zn88Hna907evalb1lN/IyBsL8YrgoRZhu9cG6f78OM0d3x+fZSANDzUoDoUg5zyQcAY4fZQRxza84xySW6VRqvLUnRDizA6hyLlW3fo10uerTLjXrcLmY5jd98HGBcSEQUo5xUXEDoZZraCe3OMjNDuhZhSNci5wETQghJGSWFfpw7OvFNsVxv9KaRQJYlYOBp1scszjH1ZyPeQqB6J5TactNcEntzMJaLK5Y4ForYyipjhGs6zU+irDJmmaf9XO4M2+TRnWPbgGANULVX/T5JccxMtZyHthFThkossUtrttDJp5VTikwbOsdIhpHvc+POs4di6uAS/O7Fz/HDviqc/ehqXHPsYbjmuMMSLjNvlcgy0Pc49at8l1pGvu5poHw7sOYh9av3ZFUkG3Aq4Kb43RKwZI4xjL9ZqHOrm2VygOJYUp+gXq8Xo0aNwvLlyy2PL1++HBMmTEj4PIqioK4utgtKURRs2LABnTt3TmZ4rQ572UR94ljIZ/qgiOPkM7pnJeEci1dWCe1YPXPM+GfldcmOzjBzWH6yrlhxuHnI9sw0wLqz7jaNSZSw6M9L4nzxu1USQghpuZgdy3acyhTNc1eeV9tL1EQUqa5cL4GM260yxnPmObbSJI5FlVWKsdjHG6dbZcyyyrBtDZFpc5y5rLJUc4/5ChvlEKiWbBtsrhh7wj41kB912oWB7hyjOEYyk2MP74hlN0zGacO6IBxRcP9/N+PsR1Zj8x5e3AIACjsDR/8WmPs5cP4SoP+JACRgywrgxV8BCwYB794CHPopzQMl9RFxyhzLKU7beFojAZdqgnEFKtM8kvSTdFnlvHnzMGvWLIwePRrjx4/HE088ga1bt+LKK68EoJY77tixA8888wwA4OGHH0aPHj0wYMAAAMCqVatwzz334Nprr9XPeeutt2LcuHHo168fysvL8cADD2DDhg14+OGHm+J3bLEkL44VG9/EUZyM7llxulVGBfKLsspocUw4x2TdOWYVx5yQZQl+j4zaYCRmIH8sJLvVC0AwEu0cM5/WvLNfp3UNc9vLKhNwjhFCCGmZyLKEHI8rOlMTzmWKTmWVsl91DrsCFfoGUyJllXaqA4YgZhbHogL5ReaYPZDfKXOszuhW6UgkwzvciY6VZdutJZWNyJWplm2lozHKKkUnUtRpzZ105xidJSRzKc714sHzRmDKoBL88dUv8cWOMpzy4CrcOO1wXDKxt6OInnXILqD/NPWrdBvw2TPqV+VuYNUCYNVC1Wk2+hJVQIsloJO0E5U5RpqMoOYcc7OsMnlxbObMmThw4ABuu+027Nq1C0OGDMHSpUvRs6caZrtr1y5s3bpVPz4SiWD+/PnYsmUL3G43+vbti7vuugtXXHGFfkxpaSkuv/xy7N69G0VFRRgxYgRWrFiBI488sgl+xZaLfT1YnzgWsDjH6t/Jjucci7p40MsqoxVlt+Yck9wey/mBODvYUHfxa4MRhwLQ+AgxKxnnmPm+EP7c9rJK2J1jXFQQQkhrItfrLI456S9RgfwAXHmqOJYTqTJlfMWeK1yyBFmyzldA7LLKYIzMsUScY4KYYp0QfDIVIY6VbgNKf1bvN6KkElAzxyzECOSnc4y0ZE4f1gVje7fF7176HO9/uw+3v7kJy7/eg3vOHYbubaPjSbKW4u7AcTcBR98IfPe2mk32w3vAD/9Vvwo6AyMvVL+Ek5WkHeEck5g51mwEPeoc6A7SOdYgeXzOnDmYM2eO43NPP/205ftrr73W4hJzYsGCBViwYEFDhtKqsS9+y+sTx7zFxjfxxDG3k3PMuludTFmlG+rCXgTyi+5c5tdyItfrxqHqYL3NHKIQgfym1LFgPZljHlP5SK12USLELyPgX73Vu1XGueAhhBDS8sj1uXAgOjrT0Ynl5BzzaKUcBVI19leqAoonzjwHqGJVXSj2HBvXOQZnscxpvILYZZXRjWsyCnExWr4DOLRFvd9IcazK7hyLJY5pjkDUlqm3erdKOsdIy6Ck0I9/XDwGiz7ehtvf/BprtxzEiQtX4E+nDcKM0d2TX2u3ZlweNWNy4GnAwR+Bdf9U88kqdgEf/BVY8f9UF9moXwGHHa+6z0jaEJeoEp1jzUZI68TtitQBoUBWz30ZFjhBzNg3hutzjtW6zUHxcRbO2q5yRDFKCOt3jsUrq9TEMYfMsXjlJn6P5txKcr62l0EC0eM3HweoQqP4VlykxCqrFC40OscIIaR1ketx3hOsN3NMC+SXtMyxQlTjYJXqxIoZgK/hJFZZnWPG/SgXtF5WaX043vzUYp1jBZ0A2Q0oYWDbJ+pjTe0ci1lWaXeOae8VnWOkBSFJEs4f2wNvXz8ZY3q1QVUgjN+99AUu/een2FtRW/8JspG2fYAptwLzvgamPwX0mgQoEeDbpcC/zwXuH66KZRV70j3SrMUayF+qPkhxrEkJeUxzZV12l1ZSHMtgnDLHYnWuAoBaj0kcS8A5BhjuMXvmWF2sssqgQ7dKzTkmMsfccoJllVrnsKQzx7Rba1mlk3PM+r1wj4lyUrszTOzQM3OMEEJaJ7k+ZweAU5miU1mlcBgVStX6pkx93eGcxLPY3SpjBfJbxxevrDKmWJfpmWOyCyjsot7f9pF6m7KySi1zbNcGdRNQd45RHCMtjx7tcvH85ePxh5MHwOuS8d9v9mLaghVY+sWudA8tc3H7gCHnABe/AVz9CTDuarV0r2wr8N7taoD/kguBH/5nWJlIShDzoDVzrDhdw2mVuN0eVCnafFdXlt7BpBmKYxmMXTMKRRTHrBRBrbvY9MOJBQQLcaxe55goqww4iWPqsbLmHPOayyrjXDSIHfxkNSijDNJcVhk/cwyIFsOEiCfZMszYrZIQQlonuV5ncSzRskohjrWBsbMaL3NMfT56LqnRxDFFUVAVMItjsQL5Y4/XPofGLqvMcOcYYOSOCVIljpldCB/eb3KOZW9pCWnZuGQJl0/ui/9cexQGdS7Eoeog5vzrM1z//HqUVWe4UJ5uOvQHTrwD+PU3wJmPAd3HApEQ8PVrwLNnAg+NAj58AKg6kO6RZgXiek8CWFbZTHhdMiqgXevTOUYyFftOMRC/tLLaXFYZt1ul8ZxwUYVt4lJNwN6tUltgOohjHuEccyqrjOMc82sXKU6/ZzycyyrjZ44BscUy2Sa20TlGCCGtk1xvrLJKp8ccnGMdBwIAhsg/Qexn1+ccM+dwCsQGVE0wbHFBO230OGGez3I8VsEvplhnzhy7/P2EXifl5LW3ft9YcUy2hZHHKqvscDggykoO/kjnGGk1HN6pAK9ePRHXHncYZAl4bcNOTFu4Aiu+25fuoWU+nhxg+HnA7GXAVauBMZcB3gL1M2L5H4H7BgAvXQr89KH1ooQ0KRF9k0hiIH8z4XXLqFRy1G9qy9M7mDRDcSyDcVqsxxXHXImVVUqSFNWx0u4cqw3ZnGN6Hoe1i4WiKEYgv4M45otz0ZDTwMwxe3dJwLlbpb3sxH4B47YH8otzMZCfEEJaJbGcY05liua5SXeOdR6GMFzoKJWim7QfQALiWBznmDmMH0gikN8sjnnt4lg9zrHu44AuI+KOOW2Y3QC+wkZfACXsHJMk4JR7tB/aT+cYaVV43TJ+PfVwvHTVBPRpn4fd5bW48KmPcfOrX6A6kOGNOjKFksHqZ8SvvwFOe0D9DA0HgC9eAJ4+GXh4LPDRo4aziTQZ1swxOseaAw+dYzoUxzIYpyyueFboSrnQ+CaOOAZEd6wUgpAIya8JxMgcC1RYdkfCEQUerazS5VYXneaFeX3dKoEGiGMOzjHnbpXW7+3OMb1bJcT56BwjhJDWTGznWPzMMRHID08Odub0BwCMkDarD9WzkeKcOaZekJrD+AGHzDHzjrkJ8yn9NudYzHlXZI7FEogyAfMFT3GP5BcINqrt3SpjOccAILed9kMH6BwjrZIRPdrgzesm4eIJvQAAz320FSffvxLrfj6Y3oG1JHz5wKiLVPft5e8DIy9So2f2fwu8/Xvg3gHAq3PUpiJ0kzUJ4m2UETZcTcwca1I8LhkVwjlWR+cYyVAcxbF4zjEpB0ElsXbDYvEctDnH8n3qwrHO7hwTZZVKBAgZHW/CigKv7hxTF5Fe04VCvIsGsaBPOpBfOzximnSculXaM2Q8MZxkRlml9VzMHCOEkNZFzMwxh4978xSgl1UC2FM4FAAwQv4eQAKB/A5ilSirrLI5x+xllUYgv21spvnNXlYZM+sz3ALFsUZSLeUb30gu6x/VTq5W0ll9EAhp4hidY6SVkeN14ZbTB+Nfl45F5yI/fjpQjXMfW4O/vv1N9NqfxKfLCOD0B1Q32cn3AB0Hq9dIG/4F/P0E4LFJwCdPZn2ZWmMR5oU8pRr6rMiyyibF45ZQASGO0TlGMhQn81c8cSwQVnAIBbF/2IQQrfRuldqCvMCvXgDEdI4BltLKSMToVpm8c0zLHGtwWaWBU1mlfafdbbtg0J1kNicanWOEENI6yYtVVhnHOSZLVgGqtO0wAMBIWXWOxZvnAGfxrDYYQSSiRJVVhhPsgtawskohjmWw4JPT1rjfJOKYKXOsPlEwV3vtqv1GCSqdY6SVMvGw9nh77mScPbIrIgrw6Ps/4IyHPsSmXRRyksZfBBx5GXDVh8Ds5cCw8wG3H9jzBfDmr1U32X+uB3ZuSPdIWyTC/5Af0a4/PXmAO4PnsRaI1yWjUtHmy1p2qyQZSrLOsWA4gkOKJmIlWFZZZ+tWKUpHorpVyrIRVhswFOVwOASXpNWCa4tIcwh/vB31nAY6x0Q2jKWs0uGCIiqAP8b34lHhRBNCm/3nCSGEtGxykiirFBsseV63ZbOlquNIAMAg6Sf4EEggc8x5LqkJhqOcY/aNHr1LV5xulR6XbJmv6u1WKTu/BxlBEzvHqsyB/PWVOImyylANUFOq3ndRHCOtl6IcD+6bMRyPXTAKbfO8+GZ3BU5/aBUeef97faOYJIEkAd2PBM56FJi3CTjxLqB9fyBYBax7GnjiaOCJY4HPnnFscEaciejOMe36k3ljTY6aOUbnGEBxLKNx0mbK4znHQhGUQohjibWWF2WVYrdalI7UBh12rx06VoaDRmt4lyc551iO7hxLsqxSuzVnhDmtee3vnz1g320vq9Qep3OMEEJaJ3p2mA3nbpXiZ6xikrttL+xTCuGVwhgs/VRv5pilSY1pTqwOhHXnmNgssm/06GWVtpcwNxCQbOeNKdZFNCEuo51jTSuO1ZidYyJHLBa+AiOTrGKnekt3AskCThzSCe/MnYwpg0oQDCu4++1vMePxNfhpPwWcBpPbFhh3FXD1x8DFbwJDpqufLzs/A16/VnWTvfkbYM9X6R5pxiOu8fKEc4x5Y02O1y2jEswcAyiOZTQNc44lVlapd6sMOWeORTnHADWEErCUVYZDJnFMOMdMi3ZfPHFMuxhIVoLSA/m1753C+IHo7mNuW9aI0a3S6kQTzQnoHCOEkNaFPZ9L4PR5L+Zgu6BWlOvFhkg/AMAIeXP9mWOm592ypI+hNhjWA/mLc9W5VzjHFEVRG/CIQH7bTGkeryxJlrm2XudYFmWORaTEclgBqApknpY7VrFbvaVzjGQJHQp8eGLWKNxz7jAU+NxY9/MhnHT/Sjz70c/6ZjRpAJIE9DoKmP531U12wq1Am96qAPHJ34BHJwB/nwZsfB4I1tZ/vixEd45FRBg/nWNNjRrIz26VAMWxjMbJUBVPHKsLR3AwwbJKn61bZVgXx9SFZJ2TOKZ3rDRljpnEMVnbYU24rNIryirjDjUKeyC/Uxi/el67UyxWt0oVe7dKimOEENK6iNWt0snBLKaAfJtzrCjHg890ceyHpAL5ZUnS8zarA0ZZZVGOKliJQP4/vfYVRt2+HN/srtDGZz2nZX6SrB0rvbGcbC0hkN9XYNwv6t7o09ldf/UiSiv1zDE6x0j2IEkSpo/qhrdvmIwJfduhJhjGH1/9Ehc+9TF2ldWke3gtn/wOwFFzgWs/A2a9Agw8XW0Usu0j4JUrgPsGAO/cBOzfnO6RZhRCm80Pi7LK4rSNpbXidZkC+bO8gQTFsQzGvlMM1OMcCyl4IzIee3MPA/qfGPfcYmEthCXdOSYC+RMUxxRNHAsrEiCri3PzhYI9KNjMUYe1x6DOhTh9eJe4Y7VjiFnqbSiGc8zerTJW5phsc6KJklKfO4kdZ0IIIRlPboyySqfNkFE92+KIbkWYPtoq0hTleLBV6QgAaC+V1buRYhHPTEJWdSCkl1XqzjHNufzlzjKEIgo273HewTXPb7JkFeDqDeSXM1gcK+oGDDwNGHZeo9wBC2YOw+AuhfjLGUOAY/4A5HUEjplf/w+KUH4BnWMkC+lanIPnZo/Fn08bBJ9bxsrN+zFtwQq8un4HXWRNgSwDfY8DZj4L3PAVcOzN6mZAzSFgzUPAQ6OBp08FvnwJMJkQshVhhsgVZZXsVNnkdCz00zmmkcGprMRpvR2/W2UYqyND8K8RZ+GGbv3jnluUGEZsbqm8eJljccoqQ3BDXHKYd60L4uzadm+bi6XXT4o7TidkWxlk0KFTJRC9024uq3TJkuEUEJlj2mmEMBhP2COEENLyyI1RVuk033Yo8OH1a46Kerwox4MqqKJJvlRPjhWsYpXZOWYO5C/OUR1KonO0cHXXaZs/9uG5LJljkqV0M2ZZZaQFdKuUJGDmc40+zVkjuuGsEd3Ub475nfqVCMI5JnD7Gz0WQloisizhVxN7Y1K/Dvj1kg3YuL0McxdvwLKvd+P2M4eibV4Gf460JAo7A0f/Fpg0D/j+XeDTfwCb3wF+Wql+5XUARlwAjLwIaNs73aNNC+IqLzfMssrm4vCSAj1zTKkrSzryqDVB51gGk3TmWEj9+KivrTygbloAJueYtgAXYlayzrGgSWc1XwjYy1GaAkkXs4TrLYZzzO4UM4l2btm66w4YQmFNQP3dcymOEUJIqyJWmV0yXZML/G7UQhVN8lB/RozXbZ1vdHEsEEZVwOocE4H8QhwTt/bdHvN4ZTlR51gLyBxLN7ntrd+zrJJkOYd1zMdLV03AvCn94ZYlLP1iN6YuWIH/btqT7qG1LmQX0H8acP7zwPWfA5NvBPI7AVX7gFULgAeGA8+eDWx6AwiH6j1dayLKOcayyiane9tc1LnUxnuhapZVkgzFOXMs9gdiQBO4vPXknwAm55i9rFI4xwJxAvktmWOqWBeCISSZF+ZJ530kgL0MMhTDORadOWYNRRaI8lUFqkgo3sdYwc2EEEJaJrEcwcmIY7IsQdG6N+c0wDlmlFWGUakF8hfZAvnFPBRM1DlmDuSvr6yS4lhs7M4xllUSArdLxnXH98OrV09Ev4752F9Zh9n//BS/e/FzVNTG3rQnDaS4O3DcTcANX6pO2r7Hq4//8F9g8S+BhUOA/90BlG1P7zhThN6tks6xZsMlS2jbVt0cUpg5RjIVSZKiBLLyOJOQWEzX11YeMDo5ClFMD+T3q4vm2lAc55iprDKitUYPSibnmGmRXuBvvspdsZMQs1tlVFml8YDlwsLkRDM75lhWSQghrYu8GIH8yTZgcflUcSw3EeeYSayS7M4xW1llKKJAUZRo51jUeI37koTEyipbQuZYuokqq6RzjBDBkK5F+M+1R+GySb0hScDiT7fhpPtX4qMfD6R7aK0Tl0fNYJz1MnDdemDiXNXdWrEL+OCvwMKhwL9/AXz3DhBxuG5rJYhKoZyIloXFzLFmoVNHNUvVHaw0FMkshOJYhmPfzQ6EIqh1KnmEsYj2JhAkL/SzWM6xYFiJDrp37FYpnGPGBYc5cyzf1/SLcEPMUm+dulVKUnT3MbM4Zt/JF+cTJZWyZHT0JIQQ0jqI6RxLUhxz56hdFXOQgHPMbRbHJL1jZk0wHBXID6hzml0cs2+UmdcGkiQlWVZJwScmDOQnJC5+jws3nTIIz182Dt3a5GD7oRqc97ePcPsbX8e8PiFNQNs+wJRbgXmbgOlPAb0mAUoE+O4t4N8zgPuHASv+H1CxO90jbXLEZV6u3q2SzrHmoHunEgCAjDAQrE7zaNIHr/4znGRC+cUiOhHnmEsrq4xyjpnKIGvtO9YOgfyKKZBfYA6+z4vRGawxiIsC8WHp5Byzd6oErJljjs4xKKjWxLEcjytKXCOEENKyiZUlmaQ2Bl+OOh96EKq3m5h1M8YQ6KoDYVTWCueYSRwLm8SxBMoqZZtzLOYaIKLFMrjYiykmefbMMYpjhDgxtk87vD13Mn4xpjsUBXhy1Rac+uAqfLG9LN1Da924vcCQc4CL3wCu/gQYd7XqpCrbBrx3O7BgMLB4FvDDe0CMTOaWhqgUytHFseL0DaYV06drR4QVbf2QxR0rKY5lOE4CTSxxTIhEiQTyi3V02BZqb25zX2PPHdMyVizOsbBD5lgzl1Uab4loJhDtHHPKjzGLdm6HKyFFMXeq5MUDIYS0NmK5qpw2VOLhyy0wvjHNiU6Y3dSyJOl5ljWBkB7IX2RyjgUjEb1LpeEcix3IL8E678cuq6RzrF6iMsf4XhESi3yfG3edcwSeung0OhT48P3eSpz1yIe4/93NMSNPSBPSoT9w4h3Ar78Bznoc6D5W3QTZ9Drw7FnAgyOBD+8Hqvane6SNQpghckLMHGtODu9UqHesDFSVpncwaYTiWIbjtFyvzznWkEB+0T7eI8v6wj3KHu3VLgbMFwLCOWbOHDMJT81RVmkugwScyyplh7fA0q3SoawyokB3jrFTJSGEZA/JOoXzc3NRp2jzXj3lB2ZBToIpcyxoZI4V1eMcs2Oez+xllfUG8jNzLDZRmWN0jhFSH8cNKMGyuZNxytDOCEUULHj3O5zz6Gp8vzf+xgFpIjw5wLBfALOXAVetBsZcBvgKgUNbgOV/Au4bCLw4G/hpVcvMklIU+BCAV9FiDCiONQudi/yohGqE2bVnb5pHkz4ojmU4lnbt2t2y6sY7x+yB/OLWJUvwe9SfjxLHHMoqhXMsbBLHzFpVc5RVindE2GyjstEQyzkmOd63BPKbyioJIYRkB8kG8hfleFADTTgJVMU91mvLHLOUVWriWKHfo89F5sYwunPMPl7b2sBSVllfID+7VcaGzjFCGkSbPC8eOn8E7v/FcBT63fh8exlOeWAl/r5qi74RT1JAyWDglHtUN9npDwJdRqqu4S9fBJ4+BXj4SOCjR4GaQ+keacJEFKAQ2jwryYZZgzQpkiQh6FbFsZ1796R5NOmD4liGY16vF+eqi7RYzrG6UOLimBCHIrbMMbfLVPIR5RwTZZWmCwGHzLE6U6fLWJ3BGoOREaYNwWHSdc4cM94XS+YYjPMZZZUUxwghJFtINnOsMMeDKvjVb+oRxyyZY7Kx+VJZF0JtUJ2383xueDTLc7UmmAFxAvktA07QORahOFYvbp9x4eXyRr/xhJCYSJKEM4Z3xbIbjsbk/h1QF4rgL298jfOf/AjbD2VvwHda8OYBIy8ELv8fcPn7wMiLAE8esP874O3fA/cOAF65Ctj2cca7ySKKgjaSZszIaeNcHkSaBMVXCADYt79ll+I2Bv7rynDMDijRzaq+zLGYnaoczuvsHBNllfZuldFllYqDc8zcej7ZDmCJIMpfhLDnlGvgtJ61OMccu1UqqNbyX+gcI4SQ7CHZuaoox4MaJUHnmG2+EWWV+yuNTpd5PpdeKlllyvsM6oH81vGZN4AURbHM++xW2UhEx0p2qiSkQXQq8uOfvxqD288cghyPCx/9eBAnLlyJJZ9ug5LhQkyrpMsI4PQHVDfZKfcCJUOAUC2w8d/A36cAjx0FfPIkUFue7pE6ElGAYpjEMdJsuHNVcezQAYpjJEMxizyFflUcqzLtKpsJJFFWqTvHbKWJbtnYgQ7E7FZpdLBQwtHOsYn92iPX68KYXs3zAWZ2egHOgfxOJTKxAvmNskqjCQEzxwghpHUyY3Q3AMC1xx2mP+ZUih+P4d2LUZ2oc8xtdSqLhi/7KlRxzOOS4HO79HnJ7BwLOsxvgFXMUwD4LIH8MX6XsHZemQ1n4iJKK90UEQlpKJIk4YJxPfHW9ZMwqmcbVNaFcOOLn+OyZ9bpn30kxfgLgTGXAleuAma/Cww7H3D7gT1fAm/+WnWTvX4dsHN9ukdqQYGCYoniWCpwa51AwxkqlKYCimMZjnkBLNxMsQJ6gyF1EZ1IIL84b9jBOWYE1NsW5Q5llYZzzCjTKPR78Nkfp2Dx5ePrHUdDkG11lSGHVsVOFzoeSyC/tSRFnI5llYQQ0rr56zlHYNNtJ2JI1yL9sWS7VQ7pWoTBvbqo3wSTKKs0davcX6luLuX53JbjzM4xfZPKNjzzBlBEUWxllTHmLzrHEkOIY3SOEdJoerXPw5IrxuP3Jw2A1yXj3U17MG3hCrz95a50Dy17kSSg+xjgrEdVN9mJdwHtD1fnss/+CTxxjPr12TP1bv6kAkUBiiRtHBTHmpWIVzXC+CPp/7unC4pjGY5Z5BGCTZ3d0aWRjHNMrNVDtswxj0vWS7nDUeKY5hyLBIGQtuujLbbNZZUA4Pe4mqWkEjCcXkK8Ezvr5lJIp9d2xQjkl03nq2YgPyGEtGpEKL7fPGc0YLpy+RxyOB2wdKuUDGfywSpNHNOcZGLTRpT3A8a8Hi+QX1HsgfwxfhlmjiVGXnv1ls4xQpoElyzhyqP74rVrJmJApwIcrArgyuc+w7zFG2JGxZAUkdMGGHcVcPVa4OKlwJDp6gbKzvXA69eqbrI3fwPs+SptQ4xEFFNZZdu0jSMbiHjVskp/mOIYyVDMC3ZdHLMH5WsEQ4lnjokSw0hEgaIoFueYy5TBZUGIY4DRsTISnTnW3EgmpxdgOMfMpZBOFzoxA/lZVkkIIVmH37SR1KDNHN1NHT9o2rxhJZu6VQryNeeYmJerA9FzfHQgv3E/oiiWDpWxM8cojiUEnWOENAsDOxfi9WuOES0emAAAWpFJREFUwtXH9oUsAS+v34ETF67Ays370j00IklAr4nA9L8D8zYBU24D2vQG6sqBT/4GPDoB+PtUYOPzQLAmpUOLKGBZZYoQzrEcOsdIpiKZnWOe+M6xuiScY+ZAfnOzR7cs6a8ZVb3pcgPuHPW+COUPpUEci+EcM7sAnEpkPKaLH8tOvmNZJTNZCCGkNWN1jjVEHMtVb01NahwPixHIL8j3W51jTrmi9kB+t61bl/nZmGsAIY7JFMfiIgL56RwjpMnxumX8dtoAvHDlBPRql4tdZbWY9feP8afXvrS4ZkkayWsPTLweuPYzYNarwMDTAckFbFsLvHKF6iZ7+w/A/s0pGY4CBW0YyJ8SRLfKHCV7u8tSHMtwzAtevydGUD5Ul5fRrbL+Rb5YhEcUxZLZpWaOQX8uCrFTvu5p7aDozLHmxuz0AoxAfvNuvORwoeMyvS9m55i4xlBYVkkIIVmDec5IwHAdjXBTB+MvIu1llfb5JU93jomySmd3uBmz0c0+V8fMHWXmWGLQOUZIszOqZxssvX4SLhzfEwDwzJqfccoDq/DZ1kNpHhnRkWWg77HAzGeBeV8Dx90MFHUHakuBjx4GHhoNPH0q8OVLQCjQbMNQM8c0cSyXZZXNiq8AAJBL5xjJVOQEnWOhiKKLRb5YYbwO5w2FFT1vDFB3o4VwFIk4iGNubbG44V/qrbYTHUmhc0yM3V5Wab7gcOpW6YnVrVI4xxSgRtu1YlklIYS0bvzuxjrHEs0cM5fxO5VVurTjtEB+J+eYZP/eFMhvWxLELKuMaOd10Rkdl/b91duirukdByGtnFyvG7edMQTPzj4SnQr92LK/CtMfXY173vnW0QhA0khBJ2Dyb4HrNwLnvwD0PwmQZOCnlcCLlwD3DQSW/xk4uKXJXzqiKCiEtgnlL4p/MGkc2vubp1AcIxmKJXNMF8eid5WDphrImGG8JoQ4FDHljQGqqCQW3U7aGM58VL0VO9DpyBzTnWNxAvkd3gJrIL/pn77pfOxWSQgh2YFwYwMNFMc8iZVVWrtVqheEZuyB/FUOpUXxhhdRFMvzTptDAOgcS5Qe44FfvQWcujDdIyEkK5jUrwPemTsZZ43oiogCPPS/73Hmwx/im93l6R4asSO7gP5TgfOfB+Z+ARz9O6CgM1C9H/hwIfDAcODZs4BN/zFK+RtJRFGQI2nzlyenSc5JnFG0stUCJf66pjVDcSzDMe8O++N0qzTvsMQsqTAhwofDEQXhsNk5ZgTyR3WrBIC2fbQXVBVlSVtsR+Q0BPLrZZWac8wb3wVg3r03l1jKJjGQZZWEEJId+OpxG9eLKKusJ5DfZw/kj1lWqQXy1zkE8kf1qzRQ6nleh5ljiSFJQM8JLN8hJIUU5XqwYOZwPPrLkWiT68HXu8px+oMf4rEPfrBUuJAMoqgbcOwfgLlfAjP/BfQ9HoAE/PAesPgCYMEQ4L3/A0q3NeplFAXwg+JYKpA0cawQFWkeSfqgOJbhmA1OucI5FowtjklSYot84RwLRQznmCSpopk5gysKUUYSDqgL7bC6w53KzDF7JpoYf32ClrlbpbWsUkUBUBtkt0pCCMkGzM6xhhjHjED++soqra/j98iW1xPdKsUGTiKZY2Yc52on2K2SEJLhnDS0M965YTJOGNgRgXAEd731DWY+vgY/H8jeMq+Mx+UGBp4KzHoZuG49cNQNQG57oHI3sOJu4P4jgH/PBL57B4gkN78BqnkhB3XqN26KY82JIY5VRWc2ZAkUxzIcS+aYN3ZZZUB0qnTJjmH0dsy5YiKzSwhGhpMqjjgGAIEqSBFVyVdS6BzTyyC1b4MOzjEn11usskpzmaa4KPFTHCOEkFaNOl+q9xvmHNPmw/oC+d3m+UaNLjBv5gjnmBhDsmWVipKguBehOEYIyXw6FvjxtwtH4+5zjkC+z41Pfz6Ek+5fiX+t/TnxzQCSHtr2Bk64BZi3CZj+D6DXJECJAN+9Dfx7BnD/MOCD/wdU7E74lIqiwCdp85fH3zzjJgAASXNMy1CAurI0jyY9NEgce+SRR9C7d2/4/X6MGjUKK1eujHnsqlWrMHHiRLRr1w45OTkYMGAAFixYEHXcSy+9hEGDBsHn82HQoEF45ZVXGjK0Voe1W2X9ZZWJlFQCpkD+iKJ3e3TZxLGwk2Ds8gJCCAtW6wG/qXWO2csq1Tt+08WGkwXbXFZpdo6Zz1ejiWO5LKskhJBWjSRJeih/wzLHRCB/fZlj5vlGvTW7k+2B/Mk6xxw3spxg5hghpIUgSRJmjOmOt66fhLG926I6EMZNr3yJi//xCfaU16Z7eKQ+3F5gyNnAxW8A13wKjL8GyGkDlG0D/nc7cN8gtfTyh/fqdShFFMVwjomsT9IsuL0+VCqaAFmTnZ1jkxbHFi9ejLlz5+Kmm27C+vXrMWnSJJx00knYunWr4/F5eXm45pprsGLFCmzatAk333wzbr75ZjzxxBP6MWvWrMHMmTMxa9YsbNy4EbNmzcKMGTOwdu3ahv9mrQRL5pgm2Dh1cBGh9F53Yn9ScyC/EJJEN0eXHMc5JkmWDl2SVqaRSueY+RJGURQEHbpVOnXadJm7VZq7h4lzwQjktwcmE0IIaX10b5sDtyyhXV4DBKMEu1V6XdHB/34H55iYl527VcbPHBvft512XIyDImF19x5g5hghpMXQvW0uFl02Dn88dRC8bhkffLcPUxeswOsbd6Z7aCRR2vcDpv0fMO8b4KwngO7jACWshvY/exbw4Ehg1UKgar/jj1syx9x0jjUnbpeEUmh5qtUUxxLivvvuw+zZs3HppZdi4MCBWLhwIbp3745HH33U8fgRI0bgvPPOw+DBg9GrVy9ccMEFmDZtmsVttnDhQkyZMgXz58/HgAEDMH/+fBx//PFYuHBhg3+x1oLZPpyTiHMsQXFMdsgcEyH1eqZXrABM0265pKjiWCSFi23zRYKiGM4x8+/uNHSP7Owck0zOMT2Q38uKY0IIae08O3ss3rxuEtrl+5L/YV0ci19WaZ6bxMxjdY6JbpUNdY4Bg7sU4c3rjsKnN53gfJC5axjLKgkhLQhZljD7qN5489qjMLRrEcpqgrhu0Xpc/e/PcKgqkO7hkUTx+IFhM4HZ7wBXrQGOvBzwFQKHtgDv/hm4dwDw4iXAT6uM8iCo16M5eiA/nWPNiVuWUaaoa5tI9cE0jyY9JKUABAIBrFu3DlOnTrU8PnXqVKxevTqhc6xfvx6rV6/G0UcfrT+2Zs2aqHNOmzYt4XNmC4lkjnkSLKt0mzLHhHNMPCaZujc6YrogMJxjqQ/kB1R3W0j/3Y0nnDLHzIH8LofMsYiprDKHzjFCCGn1lBT6cXingob9sDfRsspo55h5jsn32wP5HZxjcc4vNtEGdymKLfJFKI4RQlo2/UoK8PKcCZh7Qj+4ZAlvfr4LUxeuwP++2ZvuoZFkKRkEnPz/gF9/A5z+ENBlpDpPffkS8PQpwMNHAsv/BLx3O0aXvgVZ0q7rmDnWrLhdEkoV1TmWreJYUgrA/v37EQ6HUVJSYnm8pKQEu3fHD9br1q0b9u3bh1AohFtuuQWXXnqp/tzu3buTPmddXR3q6ur078vLy5P5VVokOQl0q0zWORY2BfKLckqXyByLlWNi6tAlaQvuiJTKskqTcwxAUBf3TM4xB2XP7BbzOJRVhiMRXWRk5hghhJC4JBjIb3Uqq7c5pk6ZunNMm8Oq6qI3wOJFoiWUOWZxjjFzjBDSMvG4ZMw9oT+OG9AR85ZsxPd7K/Grpz/BeUd2x02nDNI/T0kLwZsHjJylfu3cAKz7B/D5C8D+79QvAOeZj6dzrFlxyxIOIbvFsQbVjtmzLxRFqbdD4sqVK/Hpp5/isccew8KFC7Fo0aJGnfPOO+9EUVGR/tW9e/ckf4uWR7xA/mADnWMhi3NM/VmhMcXsCOPVapGDVZAjqXeOSaZfUS2r1Lpt1uscM553OQTyV5lKWXLYrZIQQkg8xCI9HLCKTzYkSdJzx8R8Y861NMoq1edE9qXlHHGGkVAevxifJAMy5zdCSMvmiG7FeOPaozD7qN6QJGDRx9tw0v0r8PGW7LygbxV0GQ6cdr/qJjt1IXDkFYDXcHZHJBedz82MW5bxQWQY/hGahmD7gekeTlpIShxr3749XC5XlKNr7969Uc4vO71798bQoUNx2WWX4YYbbsAtt9yiP9epU6ekzzl//nyUlZXpX9u2bUvmV2kxmNe8QrAJhCNRwlWyzjGXXjppyhyL6lYZSxwzBfJr3SpTmjlmuq+WVVrLQoFYzjFTIL/DTn61FoIsSYAvwfeREEJIliI2ioB6Q/mFW9lwjpkyx/zWQP5kiRmBYEZ0qmQYPyGkleD3uPDHUwfh35eOQ9fiHGw7WIOZT6zBHUs3odZhk4G0EPyFwOhfASffDeR31B8OySypbG7csoQXwsfg1tBFqOs6Id3DSQtJKQBerxejRo3C8uXLLY8vX74cEyYk/gYqimIpiRw/fnzUOZctWxb3nD6fD4WFhZav1o55MW13jwnnmNeV2OJadnSOWcWxmAtusVseqNbLKuFKYVmlzVGol1W64gfym51j5mPF6YRzLNfjqtcJSQghJMtxew2xqb6OlW6rc0wxbX0V+NRzuOM4v+N2q0zEOqbP1SypJIS0Lsb3bYe3507CjNHdoCjAEyt+xOkPrcKXO8rSPTTSWEzdKcOuBjTOIUkhy5Ke7S1il7KNpBWNefPmYdasWRg9ejTGjx+PJ554Alu3bsWVV14JQHV07dixA8888wwA4OGHH0aPHj0wYMAAAMCqVatwzz334Nprr9XPef3112Py5Mn461//ijPOOAOvvfYa3n33XaxataopfsdWg10cM7eCF1lZiTrHzIH8wnmlZ46ZnnNE7JYHKiErmnNMSt2CO5FAfqcMFvOuvMuhW6UIQWZJJSGEkITw5gK1ZQk4x9S5WW8AY1pz+rX8MU8c51iTlVWmcCOLEEJSRYHfg7unD8PUQZ3w+5c/x3d7KnHmwx/i+uP74apj+sbdfCAZjNu4vgy56BxLBW6XjEAoousD2UbSq6SZM2fiwIEDuO2227Br1y4MGTIES5cuRc+ePQEAu3btwtatW/XjI5EI5s+fjy1btsDtdqNv37646667cMUVV+jHTJgwAc8//zxuvvlm/PGPf0Tfvn2xePFijB07tgl+xdaDx6WquRFFdKw0yiNEWWWimWPxAvmN7o31B/LL6XCOmQP5FSAYjg7kdyoJjVlWqd2KEGSKY4QQQhLCm6+KY8HExDHZoeGN2KCJ7xyLfW4FCSxgw3SOEUJaPycMKsE7PSbj5le/xFtf7sa9y7/Du9/sxX0zhqFvh/z6T0AyC7NzjGWVKcEtSwgAFMeSYc6cOZgzZ47jc08//bTl+2uvvdbiEovF9OnTMX369IYMJ2twyRJ8bhdqguGojpW6cyzJQH5VHBNliYl2qzQ6dAlxLKWZY6aLBAWG7dNdn3OsnrJK3TnGTpWEEEISwWNsFsXDKKtUv3fMxYwbixD7OWaOEUKIQbt8Hx755Ui8tmEn/vjal9i4rRSnPLASvz9xAC4c30s3CJAWgGlDJ0znWEowmvZlZ1klPaYZjlnjkSRJX2BHZY4J51iCZZXm3euwzXmlZ6LEWnDrgfxGWaWUJnHMHMhvLqt0co6Zn3c7davUnWMsOyGEEJIA+nxYHfcwI5DfyPuMOkZu2JIspsvbcpA6V7PTFyEkG5AkCWeO6IplN0zGpH7tURuM4Jb/fI1ZT63FztKadA+PJIolc4ziWCoQBhKndUo2QHEsw7GXS4guioGQs3PMl6RzLGR2jolA/voyxzzGxYBwjikpXHBHl1VqzjE5fiC/y1xW6YouqxTOsVw6xwghhCSCEMd+WmkNEhOE6oBdG/U8Md05Vo+72U7csspknGMUxwghWUTnohw8c8mR+MsZg+H3yPjw+wOYtmAFXly3PbFmJiS9uOkcSzW6RpClZZUUx1oYPo9wjllbFCebOWYO3RcuK5dt8V5vWWWgSneOKSl0jpnd0IpiiHueejp1mt1ibodAftGtkpljhBBCEkLMh6sfADb8K/r5Fy8BHp+Mk0LvAjDmm7G920Yd6m5wID8zxwghJBaSJGHW+F546/rJGNGjGBV1IfzmhY244tl12F9Zl+7hkXiwW2XK8ejOMZZVkhaAz60KN/ayyoCm7ibardJlcY5ZM7tEmWFMN6WprNKlpH7BbW5prygwOd/i/+7mXXmzi0zPHKtjt0pCCCFJIOZDANi8LPr5b94AAJxR8woAY3Pnssl98OfTBuG9Xx+tH9rQQP7EMse0uVpmbAAhJDvp3T4PL1wxHr+ddjg8LgnLvt6DaQtW4J2vdqd7aCQWJkEs7MpJ40CyB6ERBOkcIy0BX4zMMeEcS1YcszrH5KjnHDEH8mvOsVQuuC3OMQChcHQgvxNm8cxjKatU71cHVecYyyoJIYQkhMckjm1dE7PGUZHUeUXMNz63C7+a2Bt9TN3T4jnH4pFYt0pRVknnGCEke3G7ZFx97GF47eqjMKBTAQ5UBXDFs+vw6yUbUV4bTPfwiB23IY5FWFaZEsT1tFN+dzZAcayFoYtjQWtZpcjdSrSs0hzIb88cEzvUMUN+TWWVLj3kNz3OMWsgf/zf3WNxjpnLKtVb8evSOUYIISQhzM6xqn3AwR9jHCgyPWOfKt4cJsXrVplI5UNEuLyZOUYIIYO6FOK1aybiyqP7QpaAlz7bjhMXrMDq7/ene2jEjFkcc1McSwVG5hjLKkkLIFa3ymSdY2ZV2J455jIJZ46YAvldSno7YCkKEBRlofXsurtiZI7Zf4ziGCGEkITw5lq//3m142ERSXVXS3HqIxsayJ8QYYpjhBBixud24fcnDcCSK8ajZ7tc7CyrxflPrsUtr3+FmkC4/hOQ5sdtLqtk5lgqEJVW7FZJMhK7PiUyx+zdKoVzzFtPaaFAd45FFKMs0datMmbGb5ozxwBD0FJMzrF4eS2AdVfebckcs75nuR5mshBCCEkAs3MMUEsrBRHTxZU258hxVC6PzVbmdUVnYzoR0+VtRs8cozhGCCFmRvdqi6XXTcIvx/YAADy9+iec8uBKbNhWmt6BEUvmWISZYylBbNQxkJ9kJNHiWBM5x2STOBbVrbKeWmNzWSXUxb+U4t1oIWiZM8fq61Zpdo65LJljVnK8/G9BCCEkASSb09jsHKstMx2nzivxZimXzcac50vMxZyYOMbMMUIIiUWez43/O2sonv7VGJQU+vDjviqc8+hq3Lfs2yhDAkkhLKtMOW4G8pOWhM8julVa7b6BJDPHXHJ0WaXuHEs0cyxsan+cYnHMcI4BwUS7VZouPDxxnGM5XjrHCCGEJEDYHOAsAYe2ABVa57Pqg/ozvkgtgOgyfjP2sso8nzEXxc0cS2T9queDcn4jhJBYHHN4RyybezTOGN4F4YiCB977Hmc98iG+21OR7qFlJxZxjM6xVCAqsRjIT1oETd2tMmRxjiXZrdJEyp1j2oWCGsifmHNMkiRdIHMK5BfksFslIYSQRBCOLAAoGaLefv9fVRgr/Vl/KidSBaCeskrb5la+SRyLZzlT6BwjhJAmoyjXg/t/MQIPnz8SxbkefLWzHKc+uAp/W/Fj1goGacMsjsl0jqUCwzmWnY5JbiG2MPRA/qBz5liyzrGIYjjHhLgknFQxP/9dXrWURDG511Id8iucY0DCmWOA+nuHIoplh95+zZHLQH5CCCHJ0mMcsOcL4LU5UU/5w5UA6gnkjyqrNDvHYpOINsbMMUIISY5TjuiMMb3a4Pcvf4H3vtmL/1u6Ccu/3oN7ZwxD97a59Z+ANB4XyypTDZ1jpEVhOMecyyp9CTrHrIH89swx9ZiY3SolCfDmW8+XpkD+SERJuFslYIiH1m6V9rJKimOEEEISYOwVQFF3YNKvgSNmAr5Cx8N8kWpIiMQN1rdvbiW6UZNUID+7VRJCSMJ0LPTj7xeNxl1nD0We14WPfzqIExeuwKKPtybm2iWNwySIsawyNYhr5FCWZo7ROdbCiNmtMiTcX8kH8odt4pJLhN3H+9D35gF1athwQHFZAu5TgTl/RfznTeR3F44xa7dK6zEsqySEEJIQ+R2BuV8YE8nvt1qtXOE64P86QYKCfNQmlTlmLquM5zhLaPkaoThGCCENQZIk/OLIHph4WHv8eslGfPzTQcx/+Qss+2o3/nrOEehYSEdTs+E2zBcKnWMpQS+rZLdK0hKIlTlWpznHvEmWVYYikajMMVnPHItzAq9hJw7BHTdHpTkwNw0Q43e7JPRqp46rwOes+4r3z+cxiWO2Y1hWSQghJGHM858kAbJsfHly9JyvAlTH3cQxb9q4ZQl+00ZNvBm2d/voHNAomDlGCCGNonvbXCy6fBxuOnkgvG4Z//t2H6YuXIE3Pt+Z7qG1XugcSzlio45llaRFIEQde1llUBPLPAmWVYod6dpgBLVafpn4z6CXXNbnHBOvDVdUC/rmRuyim9vMemQZ//jVkTh9WBe8cNV4x5/79ZTDceH4njisg1EWat+RpzhGCCGkydBKLU8bkI/zjuwR8zCzc8zrli1NZpz2n/5zzVE4Y3gXPHjeiPrHoGeOsWCAEEIaikuWcNnkPnjj2qMwpGshSquDuObf63HdovUorQ7UfwKSHC46x1JN/5ICjOvTFh0LfPUf3ArhKqmFIcoqo7pVJukcK8wxSisOaR/m9syxuDkmHrM45k69OKbdmstL3S4Jvdvn4YE4FwozxnTHDHS3nss2dD/LKgkhhDQV/iKgej/mH9sF6FoU8zBzFqYqjsWfz4d2K8L9v0hAGANMmWN0jhFCSGPpX1KAV+ZMxIPvfY+H//c9Xt+4E2u3HMDd04fh6P4d0j281oNJEFPoHEsJc0/on+4hpBU6xzIce+5XrG6VQiTyJugcc8mSXnp4oEoVx/TMMb2sMlHnWBrEMe3lzG1m7XktiWIvCc31UjMmhBDSRPi1kP668riHmcUwr8sqjjV6hmXmGCGENCkel4x5U/rjpasmoE+HPOwpr8NFT32Mm175AlV1oXQPr3Vgyhxjt0qSCiiOtTBidasMJukcAwz32IHKOgCGKCbKDOOWGpvFMcWlh/inCqOs0hDHPHLD/jnbR85AfkIIIU2G6GBZWxb3MHtZpXmzK14gf0LomWMUxwghpCkZ3r0Yb147Cb+a2AsA8K+1W3HS/Svx6U8H0zuw1oDLKO2jc4ykAopjGY5dnxLiWCDcOOcYYIhjB+3OMW0NnnjmmFsP8U8V4uXE7y1LaPAY7FnKfg//WxBCCGki/AmKY6YNnqjMscaOIay5GGSKY4QQ0tTkeF3482mD8e9Lx6JrcQ62HqzGuY+vwZ1vbYoyNJAG4qFzjDQ/VAFaGHrmmL2sUhPLPEmUFhblWMsq7d0q7SWdFuxllWlyjonf252EYy7WuQDVNdboHXpCCCFE4NNyxuotqzQ5x2xllY1Wx9itkhBCmp0Jh7XHW3MnYfqoblAU4PEPfsQZD32Ir3bG3xwhMVBM17t0jpEUQHGshWF0q2y8c6xIc46JnxULcyEOxW3h6snV74bggquBeV8Nxe4c8zTCuWbWwlhSSQghpEnRnWPxxTHzJo8vgUD+pNAzx5ipSQghzUmh34N7zh2GJ2aNQrs8L77ZXYEzH/4QD//ve4RslT+kHtr2Me7T+UxSAMWxFkZTZo4V5Vg/ZFx6WWUimWP5xmunwTkmttGDYXWQjWkIIJm25HO8FMcIIYQ0If7EnGP2bpVeSyB/YzPH2K2SEEJSydTBnfDODZMxbXAJgmEF/++db3Hu42uwZX9VuofWcvDl4+z85zCk9klW9pCUQHGshWGIY8bOQygc0YWshjjHBGJhLtbniXerdKW9W2VjdtjNQ8+lOEYIIaQp8SXoHLOJY+aA/kZfEwhxjDvvhBCSMtrn+/DYBaNw77nDUOBzY/3WUpx0/wo8s+an+NdZRKdUKkAlcpHiS02SpVAca2E4ZY4J9xSQnEgU7RyzZo5F4maOGWWVQcUNOcVqvr2s0t2Isk6WVRJCCGk2Eg3kN83f9syxxgfys1slIYSkA0mScM6obnj7hsmYeFg71AYj+NNrX+Gif3yMXWU16R5e5qNdjqa6+RvJTiiOZTh2fcqpW2XA5CJrGueYljmWYFllCK5GiVMNQZSY6IH8ciMC+VlWSQghpLkQzrFkAvltZZWNJqJ1q6Q4RgghaaFrcQ6evWQsbj19MPweGSs378fUBSvwyvrt8ZugZTnCrEFpjKQCimMZjgLrh6XhHDMyx8xCmTsJVb0wVuaY9q8i7ge1KZA/gPQ7x5Lp0mlHspRVMqyYEEJIE5JoIL9sDuR3weNuyrJKdqskhJB0I8sSLprQC0uvm4Th3YtRURvCDYs3Ys6/PsOByrp0Dy8jEdWnzBwjqYDiWAvDqVulEMe8bjmpDw67OCbcX7KUSFmlkTkWSkvmmAjkF2WVjXCOmd4zllUSQghpUhJ0jtkzxzzNEcjPzDFCCEk7fTrk48Urx+M3U/vDLUt468vdmLZwBZZ/vSfdQ8s4xPUoqypJKqA41sIQZZWhiKK3Aw6Gku9UCcTuVqmXVcYN5E93t0rttfWyysZ0qzRgWSUhhJAmRXSrrMc5JsuSvviPEseaKpCfZZWEEJIRuF0yrjmuH169eiL6l+Rjf2UAlz3zKX77wkZU1AbTPbyMQXg1Ul2lRLITimMtDHOmmHCMmZ1jyVBf5ljcJirmQP40OMdE9YlRVtk03SrpHCOEENKkCHEsUAFEwnEPFS5or6upM8cojhFCSCYypGsRXr/mKFwxuQ8kCXhh3XacuHAl1vxwIN1DywhEzA+1MZIKKI61MMyLZdGxsqG5WzG7VWqnidtiOK+jfveAUpT6sko9kF8dY+O6VRo/m0vnGCGEkKZElFUC9Yfya3Opr8mdY8wcI4SQTMXvcWH+yQOx+PLx6N42BztKa3De3z7Cbf/5GrXB+JsqrZ0InWMkhVAcy3DssV9ul6w7vJrcOSYyx+QEMsfy2gEXvob/ky7Fw6Ez0JQb3IkQFcjfmG6VZucYxTFCCCFNidsLuP3q/fpC+YVzzC3bNrwamzmmdauU2XSGEEIylSN7t8Vb10/GeUf2AAA89eEWnPLASny+vTS9A0sjojkdtTGSCiiOtUBE7pjdOZZsCYbHJVucUvayynB9XYX7HIPnlakoQ37K1fzoQP6mcY6xrJIQQkiTk2AovxDEvC4ZHjedY4QQkm3k+9y48+yh+MfFY9CxwIcf9lXhrEdWY8Hy7/TrnmyCzjGSSiiOtUB8moBTF1JttuKDsiG5W2b3mCiNFKdR4jnHNERov7sRzq2GID4em6Rbpek+yyoJIYQ0OX5NHKvPOSYbzjFmjhFCSPZy7ICOeGfuZJx6RGeEIwru/+9mnP3IamzeU5HuoaUUZo6RVEJxLMNxkqfEgrkuZHWO+ZIsqwSs4phYlEuJdKvUEMekWBvTPyBFSamnMd0qLWWVLDkhhBDSxCToHBMu6KhulY19fXarJISQFkebPC8eOn8kHjhvBIpyPPhiRxlOeXAVnlz5Y/xs6FYEnWMklTRI0njkkUfQu3dv+P1+jBo1CitXrox57Msvv4wpU6agQ4cOKCwsxPjx4/HOO+9Yjnn66achSVLUV21tbUOG1+rxeYQ41njnWKGTcyyRbpUaIpcs5YH8elll4wP5ZZZVEkIIaU5Ex8p6nWOGOGae1xpfVqmJYzLFMUIIaWmcPqwLlt0wGccc3gGBUAS3v7kJ5/3tI2w7WJ3uoTU7wjmW4ktNkqUkraYsXrwYc+fOxU033YT169dj0qRJOOmkk7B161bH41esWIEpU6Zg6dKlWLduHY499licdtppWL9+veW4wsJC7Nq1y/Ll9/sb9lu1cuyZY8JBlmwgP2B3jlkzxxLZkRDOMVeK1XwjkF8VCFlWSQghJGPRyyrL4h6mB/K7rGWVUmO8Y4piKqtk5hghhLRESgr9+MfFY3DHWUOR63Vh7ZaDOOn+lVjyybaEonBaKuJyVKJzjKSApBWF++67D7Nnz8all16KgQMHYuHChejevTseffRRx+MXLlyIG2+8EWPGjEG/fv1wxx13oF+/fvjPf/5jOU6SJHTq1MnyRaK7VQKAz61ljmmOMeGeapBzzB/tHBMlknG7VUJV8sUHVsqdY7A6x5qurJLiGCGEkCZGL6usRxyTY5RVNmaKjYSM+y5GBxBCSEtFkiScP7YH3rp+Esb0aoPKuhBufOlzXPbMp9hb0TorrsT1KKUxkgqSUlMCgQDWrVuHqVOnWh6fOnUqVq9endA5IpEIKioq0LZtW8vjlZWV6NmzJ7p164ZTTz01yllGDGJ2q2ysc8xl71YZXxwzZ5KlvqxSvW2SQH6WVRJCCGlORFnl50viHiYEMZ9b1jtXNhrRqRKgc4wQQloBPdvl4fnLx2P+SQPgdcl4d9NeTFuwAku/2JXuoTU5CjPHSApJSlHYv38/wuEwSkpKLI+XlJRg9+7dCZ3j3nvvRVVVFWbMmKE/NmDAADz99NN4/fXXsWjRIvj9fkycOBGbN2+OeZ66ujqUl5dbvrKFWJljDels5VRWKYSu+hy6ZvFMTrE4VuBXd7/3lKu7JI25iGBZJSGEkGYlt516u/87YNsnMQ8b3KUQbllC/5ICeNxNFMhPcYwQQlodLlnCFUf3xevXTsSgzoU4VB3EnH99hrnPr0dZdTDdw2syjMwximOk+WmQ3cZe86soSkJ1wIsWLcItt9yCxYsXo2PHjvrj48aNwwUXXIBhw4Zh0qRJWLJkCfr3748HH3ww5rnuvPNOFBUV6V/du3dvyK/SIonVrbJhzjGjxMKl1VMKnau+bpWRiHE/1ZljfTvkAwB+2FcFwOi02RDM/3b9dI4RQghpaoafb9zf/nHMw+44ayjW/XEK+nTIt2aONWaODZvKKmWWVRJCSGtiQKdCvHr1RFx73GGQJeDVDTsxbeEKrPhuX7qH1iQYmWPpHQfJDpJSFNq3bw+XyxXlEtu7d2+Um8zO4sWLMXv2bCxZsgQnnHBC/EHJMsaMGRPXOTZ//nyUlZXpX9u2bUv8F2nh6JljQhzTu1Um/6lRlBvtHJP0bpXxxbGQSR1LdVnlYR1VcUwIeI3rVmncp3OMEEJIk1PQCTj2JvX+7i9iHibLku7obkiOqCPCOSZ7eHVBCCGtEK9bxq+nHo4Xr5qA3u3zsLu8Fhc+9TH++OqXqA6E6j9BBqNnjnH6IikgqZWX1+vFqFGjsHz5csvjy5cvx4QJE2L+3KJFi3DxxRfj3//+N0455ZR6X0dRFGzYsAGdO3eOeYzP50NhYaHlK1vQyyqDalllU2eOCRdYfWWVFudYmsQxQWMuIiSLOMZddUIIIc1Ap6HqbRxxzIxLlpqmdb3eqdIT/zhCCCEtmpE92mDpdZNw0fieAIBnP/oZJ9+/Eut+PpTmkTUcZo6RVJK0ojBv3jw8+eSTeOqpp7Bp0ybccMMN2Lp1K6688koAqqPrwgsv1I9ftGgRLrzwQtx7770YN24cdu/ejd27d6OszOjYdOutt+Kdd97Bjz/+iA0bNmD27NnYsGGDfs5sZlK/9gCA9vk+/TERyB/Qu1UK51jjxDG9W6UI5K+nrNKcOZbqssp+JQWW792NuIIwf9j6GiAwEkIIIfUixLF93wChuoR+RMzrjZpiwxTHCCEkW8jxunDrGUPw3Oyx6Fzkx08HqnHuY6tx99vf6HnVLQkFzBwjqSNpJWDmzJlYuHAhbrvtNgwfPhwrVqzA0qVL0bOnqlDv2rULW7du1Y9//PHHEQqFcPXVV6Nz58761/XXX68fU1paissvvxwDBw7E1KlTsWPHDqxYsQJHHnlkE/yKLZtbzxiMP5w8AK9ebTjz9LLKpu5WKTLHtNPUV1ZpFs9SHcjfpchvKYFsTLdKQY7HlfLfgxBCSJZQ2BXIaQNEQqpAlgAid0xqTCS/EMdkimOEEJItHNWvPd6eOxlnj+yKiAI88v4POOOhD7FpV8tqYsfMMZJKGlRDNmfOHMyZM8fxuaefftry/fvvv1/v+RYsWIAFCxY0ZCitnkK/B5dP7mt5TLibXtuwA1/tLMO7m/aqjzdAICqM4xyrTxwTzzfGtdVQJEnCYR3z8fl21YHoacQYRMYa88YIIYQ0G5Kkuse2rFBLKzsPq/dHPG4ZqGusc0zLHGOnSkIIySqKcjy4b8ZwTB3UCX945Qt8s7sCpz+0CvOmHI7LJ/dJeSxOQ2DmGEklrCFrgXQq8gMAfjpQrQtjQMPKKotzvCjwu5HvcyNH69QoxLeaQFhvn+tESJPy0+W2OqyDkTvWGOeYGD47VRJCCGlWOh2h3iaYO9aQRjtRRLQwZhczNQkhJBs5cUgnvDN3MqYMKkEwrOCvb3+DGY+vwU/7q9I9tHph5hhJJVwptUAuGNcTnYr8qKoL4flPtmH91lIADSur9LplvHDleEQixs93LsoBAFQFwiivCVk6WpqJaOJYqvPGBH1NofyNuYAQ5Sp0jhFCCGlWkgzlF3EHjZpl6RwjhJCsp0OBD0/MGoUX123Hrf/5Gut+PoST7l+Jm04ZiF+O7aFX0mQSZpMGxTGSCugca4H4PS6cekQXzBzTA4ebgukb2rFxQKdCDOpidPvM8brQLk9dRG87VB3z50TmWLosuf1M4lhjSjvFZy3FMUIIIc2KWRyrryU0jE2rJgnkZ+YYIYRkNZIk4dzR3fH23EkY36cdaoJh3Pzql7joH59gd1ltuocXhbk3HKUxkgoojrVwzKWADXGOxaJbG9U9tqO0JuYxoltlusrVDzOJY65GlFX2apcHILoDJiGEENKktO+vOrjqyoFDP9V7uHBFN2pHv04LX/ZxjiOEEAJ0a5OLf106Fn86dRB8bhkrvtuHqQs+wGsbdsSN1Ek1ETrHSIqhONbCyTG5nbxN0LFR0FUTx7YfiiOOaXJ+U3SKbAg92ubqv3NjAvkHdSnER/OPx11nD22qoRFCCCHRuDxAx4Hq/QRKKxvqCLdQc0i9zWnT+HMRQghpFciyhEuO6o03r5uEYd2KUF4bwvXPb8A1/16Pg1WBdA8PgFUck6hakBTAf2YtnJxmc47lAgB2JCCOpUvJd7tk9G6fp99vDJ2K/GkT+QghhGQRSeSOCXGsUbMsxTFCCCExOKxjPl66agLmTekPtyzhzS92YdrCFXjvmz3pHpolfYDOMZIKqAa0cMziWJPsMGt0LRbOsUQyx5rsZZPm1CM6oyjHg2HditI3CEIIISRRkuhYqTvCG3NNQHGMEEJIHNwuGdcd3w+vzJmIfh3zsa+iDpc8/Sl+/9LnqKwLpW1cCjPHSIpht8oWjt+busyxfRV1KMrx6K8jrK7p6lYJANce3w9XH3sY5HQFnxFCCCHJkIxzzK1ljjXmskCIY7ltG34OQgghrZ6h3Yrwn2uPwr3LvsWTq7bg+U+2YdX3+3HPucMwrk+7lI8nlZlj4XAYwWCwWV+DNB9erxey3HgthOJYC8fqHGu6D42uNnHsh32VOP7eDzCpX3s8O3ssACAknGNN+LoNgcIYIYSQFkPJYPW2fDtQfTCuaKWXVTZmmqs+qN7SOUYIIaQe/B4XbjplEI4fWILfvLAR2w/V4Ly/fYTZE3vjN9MOtzSDa27MrQGaSxtTFAW7d+9GaWlp87wASQmyLKN3797wer2NOg/FsRZOc2WOibLK0uogKutCeO6jnwEAKzfv14+JRNLvHCOEEEJaFP4ioE0vtVvl7i+APkfHPJSB/IQQQtLBuD7t8Pbcybj9ja/x/Cfb8OSqLfjgu324b8ZwDE1RnE0qnGNCGOvYsSNyc3Mb1x2apIVIJIKdO3di165d6NGjR6P+hhTHWjg5XmPh3JTdKgv8HhTleFBWE8SOQzXYU14bdYweyE/nFiGEEJI4nYYmJI55mySQv1S9pThGCCEkCfJ9btx1zhGYOrgEN774BTbvrcRZj3yIa4/rhznH9m3SvGsnlIhxvzk0q3A4rAtj7dqlvmyUNB0dOnTAzp07EQqF4PF4GnweBvK3cPzu5nGOAUbu2PZD1dhd5iCOZUDmGCGEENLiEKH8y24C9n0X8zARl2CZZt/7P+D+YUDFHuClS4G/Ha+WTj50JPD2/OiT1LCskhBCSMM5bkAJlt0wGScP7YRQRMGCd7/D9EdX4/u9lc36us3tHBMZY7m5uU1+bpJaRDllOBxu1HkojrVwzIH8Ta3ei9LKHaU1zuKY3q2S4hghhBCSMP2mGvd/+G/Mw9y6c0ybZxUF+ORJ1XW2dTXwxQvAjk+Bj/8G7P8W2LjIeoLaMqB8p3q/qFsT/gKEEEKyibZ5Xjx8/kjc/4vhKPS7sXF7GU55YCWeWrVFj9ppasxnbc7LTZZStnya6m9IcayF01yZYwDQrY2qom8/VIPdprLKYFj1uFIcI4QQQhpAl+HAqIvV+2XbYx4Wtel14AfDCXbgB+Pxyj3qbc0hoM60k79jHQAFKO4J5Hds7KgJIYRkMZIk4YzhXbHshqMxuX8H1IUiuO2Nr/HLJ9di+6HqJn89s3OMAhZJBRTHWjgWcaypnWNaWeWbn++CeUOgNqjaFcUHFsUxQgghJEk6DFRvy7bFPKQ4V83NyPdrEbHbPzae3G8qxyzdatwv32Hc3/aJetv9yMaMlBBCCNHpVOTHP381BrefOQQ5HhfW/HgAJy5ciRc+3QZFaToXWVmNWvbY1Ne4hMSC/9JaODne5s8c21FaY3m8RhPHNANZs3UPIYQQQlotosyxNLY4dsnE3rj5lIH4xZju6gPb1hpP7vvWuH9gs3HffD4hpnWjOEYIIaTpkCQJF4zribeun4RRPdugsi6E3774OS5/dh32V9Y1yWus2rwfADCyZ3GTnI+Q+qA41sIxK+lNLVGJzDEAGNi5UHeI1QVFWaV666ZzjBBCCEmOYk3wilNW2aHAh0sn9UFxrho0qzvBgNjOMeFEi0SA7cI5NqYJBkwIIYRY6dU+D0uuGI/fnTgAHpeE5V/vwdQFK/D2l7sbfe7/fbsXAHDs4YwFIKmB4lgLJ8/n1u8X+BvettSJXu3zkOt1we+R8eB5w1GUo54/yjlGcYwQQghJjiJNHKvaCwSjm95EUVsO7P3a+D5oyncx97sXYtuBzWogvzsHKBnS+PESQgghDrhkCVcd0xevX3MUBnQqwMGqAK58bh3mLdmgl0YmSySi4JMtasbmpH4dmnK4rYIXX3wRQ4cORU5ODtq1a4cTTjgBVVVVuPjii3HmmWfijjvuQElJCYqLi3HrrbciFArht7/9Ldq2bYtu3brhqaeeSvevkJG46z+EZDJet4x3501GOGItsWwK8n1uvDJnIjwuCX065MOvlW2KzLGwyBxjWSUhhBCSHDltAE+uKnKV7wDa9Y1/vAjXrw/hHBMlmF1HAq6m3TwjhBBC7AzsXIjXrpmI+9/djMc++AEvf7YDa344gP83fRiO6tc+qXNtO1SNqkAYXpeM/iX5zTRiK4qi6CaQVJPjcSXcdGDXrl0477zzcPfdd+Oss85CRUUFVq5cqee9vffee+jWrRtWrFiBDz/8ELNnz8aaNWswefJkrF27FosXL8aVV16JKVOmoHv37s35a7U4KI61Ag7rWNBs5z68k3Fuvya+1QS0QH52qySEEEIahiSp7rH936qCVn3imCiR7Dwc2LUh9nHCObZNyxtjGD8hhJAU4XO7cOOJA3D8wBL8eskG/HSgGhf8fS0uGt8Tvz9pYMJmjm92VwAA+pXkw52iQP6aYBiD/vROSl7Lzte3TUOuNzFpZteuXQiFQjj77LPRs2dPAMDQoUP159u2bYsHHngAsizj8MMPx913343q6mr84Q9/AADMnz8fd911Fz788EP84he/aPpfpgXDskqSMH63+mFWG1LLN0IUxwghhJCGI0L57blj3ywFXrhYLYsUCCfYgFPjn1M4x4SYxjB+QgghKWZUzzZYev0kzBqnijf/XPMzTnlgJdZvPZTQz3+zSxXHBnQqbLYxtlSGDRuG448/HkOHDsW5556Lv/3tbzh0yHhfBw8eDFk2ZJ6SkhKLeOZyudCuXTvs3bs3peNuCdA5RhImh84xQgghpOmI1bHyw4WqGNbrKGDMpdZw/cOOBz59CqjY6XzO8p1A9UFg3zfq990Yxk8IIST15Hrd+MuZQzBlUAlufPFz/Li/Cuc8uhpzjjkM1x3fD153bJ/ON7vLAQADOzdfhZSdHI8LX982LWWvZ3/tRHG5XFi+fDlWr16NZcuW4cEHH8RNN92EtWvVTTSPxxqlIEmS42ORSATECsUxkjB+j/oBVheyZo7JzBwjhBBCkidWx8rqA+rtz2tUccwcrt9pKHDpcmDnesBfBCz7o7XMMhICvnlDvd+mN5DPIGNCCCHpY3L/Dnhn7mT8+fUv8eqGnXjof9/jvW/2YsHM4ZYIHzOirDLW882BJEkJlzamG0mSMHHiREycOBF/+tOf0LNnT7zyyivpHlaLh2WVJGGEoi2cY2HdOZa2IRFCCCEtF9GxsszmHKvRyiO2fqTeivwwEa5f1A0YeBrQe7IhsJn58mX1lnljhBBCMoCiXA8W/mIEHvnlSLTJ9eDrXeU47cFVePyDH/RrSkF1IISfDlQBYFmlE2vXrsUdd9yBTz/9FFu3bsXLL7+Mffv2YeDAgekeWouHsgZJGJ8mjundKrUPMrfMf0aEEEJI0jiJY5GIIY6VbwdKtwLbNXHMqUSysFv0Y1tWqLcUxwghhGQQJw/tjHdumIwTBnZEIBzBnW99g188sQY/a2IYAGzeUwlFAdrne9GhwJfG0WYmhYWFWLFiBU4++WT0798fN998M+69916cdNJJ6R5ai6dl+AZJRqA7x4JqfbIQx2RmjhFCCCHJowfy71BFMVkG6soBxZQD8vMaYJuWN+YkdhV1NX0jAVAARWtFzzB+QgghGUbHAj/+duFovPDpdtz2xtf45KdDOOn+lbj5lEE478juet4YXWPODBw4EG+//bbjc08//XTUY++//37UYz/99FPTDqqVQHGMJIzIHKvRnGMRLXPMRW2MEEIISZ7CLoAkA+E6oHo/kN/RcI0Jvnsb2LdJve8kdhWaxLHiHkDpz+p9Tx7QcVDzjJsQQghpBJIkYcaY7hjftx1+88JGrN1yEH945Qss+3o38n2qRJHKvDFCAJZVkiQQzrE6W1klnWOEEEJIA3B5gILO6n1RWmkXx77S8sPa9HIO1y8ylVW272fc7zoScHEPlBBCSObSvW0uFl02DjefMhBet4z3v92HNz7fBQAYQHGMpBiKYyRh/HpZpSqOhUQgP7tVEkIIIQ1DiFulNnGsoIv1uFglkmbnWPv+xn3mjRFCCGkByLKESyf1wZvXHoWhXYv0xwd2ZlklSS3cUiQJ47cF8teF1EyUHK8rbWMihBBCWjRF3YBta4FP/w5s/wQ48IP6eLu+gK8A2P+t+n0ssaugEyC51JyxdocZjzNvjBBCSAuiX0kBXp4zAf/4cAvKaoIY3IXiGEktFMdIwtgD+YVIJkQzQgghhCSJELS2rDC6TAJquWX7/oY41mO888/LLrXk8uAPQOfhgOxRA/2dOlsSQgghGYzHJePyyX3TPQySpVAcIwljd47VBCiOEUIIIY1i7JWA7AYClcZjLi8wYhbg9qsh/cU9gE5DYp/j7CeAvZvUnLGZzwKKAuS1a/6xE0IIIYS0EiiOkYTJ8aoRdbo4pt3mUBwjhBBCGkZuW+DoG2M/f8zv6z9Ht9HqFwAcflLTjIsQQgghJItgID9JGL/b5hzTxTH+MyKEEEIIIYQQQkjLhKoGSRi/19qtsk6IYwzkJ4QQQgghhBBCSAulQeLYI488gt69e8Pv92PUqFFYuXJlzGNffvllTJkyBR06dEBhYSHGjx+Pd955J+q4l156CYMGDYLP58OgQYPwyiuvNGRopBkxnGNqIH8NA/kJIYQQQgghhJCUcMwxx2Du3LlNci5JkvDqq682yblaA0mLY4sXL8bcuXNx0003Yf369Zg0aRJOOukkbN261fH4FStWYMqUKVi6dCnWrVuHY489FqeddhrWr1+vH7NmzRrMnDkTs2bNwsaNGzFr1izMmDEDa9eubfhvRpoc4RATQfzilpljhBBCCCGEEEJI8/Lyyy/jL3/5S5Oca9euXTjpJDWr9KeffoIkSdiwYUOTnLslkrQ4dt9992H27Nm49NJLMXDgQCxcuBDdu3fHo48+6nj8woULceONN2LMmDHo168f7rjjDvTr1w//+c9/LMdMmTIF8+fPx4ABAzB//nwcf/zxWLhwYYN/MdL0+LVssbqQyBxTHWQsqySEEEIIIYQQQpqXtm3boqCgoEnO1alTJ/h8viY5V2sgKXEsEAhg3bp1mDp1quXxqVOnYvXq1QmdIxKJoKKiAm3bttUfW7NmTdQ5p02blvA5SWoQDjHhGKtlt0pCCCGEEEIIISQlmMsqe/XqhTvuuAOXXHIJCgoK0KNHDzzxxBP6sYFAANdccw06d+4Mv9+PXr164c4779SfN5dV9u7dGwAwYsQISJKEY445Jur1BGeeeSYuvvjihMb7yCOPoF+/fvD7/SgpKcH06dMtv8u1116LuXPnok2bNigpKcETTzyBqqoq/OpXv0JBQQH69u2Lt956K7k3qYEkJY7t378f4XAYJSUllsdLSkqwe/fuhM5x7733oqqqCjNmzNAf2717d9LnrKurQ3l5ueWLNC8iW6wmGIaiKLpIxswxQgghhBBCCCEtFkUBAlXp+VKUBg/73nvvxejRo7F+/XrMmTMHV111Fb755hsAwAMPPIDXX38dS5YswbfffovnnnsOvXr1cjzPxx9/DAB49913sWvXLrz88ssNHpPg008/xXXXXYfbbrsN3377Ld5++21MnjzZcsw///lPtG/fHh9//DGuvfZaXHXVVTj33HMxYcIEfPbZZ5g2bRpmzZqF6urqRo+nPtwN+SFJkizfK4oS9ZgTixYtwi233ILXXnsNHTt2bNQ577zzTtx6661JjJo0FiGCRRQgGFYYyE8IIYQQQgghpOUTrAbu6JKe1/7DTsCb16AfPfnkkzFnzhwAwO9+9zssWLAA77//PgYMGICtW7eiX79+OOqooyBJEnr27BnzPB06dAAAtGvXDp06dWrQWOxs3boVeXl5OPXUU1FQUICePXtixIgRlmOGDRuGm2++GQAwf/583HXXXWjfvj0uu+wyAMCf/vQnPProo/j8888xbty4JhlXLJJyjrVv3x4ulyvK0bV3794o55edxYsXY/bs2ViyZAlOOOEEy3OdOnVK+pzz589HWVmZ/rVt27ZkfhXSAETmGAAcqg4YZZXMHCOEEEIIIYQQQlLKEUccod+XJAmdOnXC3r17AQAXX3wxNmzYgMMPPxzXXXcdli1bltKxTZkyBT179kSfPn0wa9Ys/Otf/4pygJnH73K50K5dOwwdOlR/TGhC4ndqTpJyjnm9XowaNQrLly/HWWedpT++fPlynHHGGTF/btGiRbjkkkuwaNEinHLKKVHPjx8/HsuXL8cNN9ygP7Zs2TJMmDAh5jl9Ph/D41KM12WIY1Pu+wB1IS2Qn84xQgghhBBCCCEtFU+u6uBK12s39Ec9Hsv3kiQhElGv00eOHIktW7bgrbfewrvvvosZM2bghBNOwIsvvpjw+WVZhmIr+wwGgwn9bEFBAT777DO8//77WLZsGf70pz/hlltuwSeffILi4uKY4zc/JqoJxe/UnCRdVjlv3jzMmjULo0ePxvjx4/HEE09g69atuPLKKwGojq4dO3bgmWeeAaAKYxdeeCHuv/9+jBs3TneI5eTkoKioCABw/fXXY/LkyfjrX/+KM844A6+99hreffddrFq1qql+T9IEmMtcy2tD+n2KY4QQQgghhBBCWiyS1ODSxkymsLAQM2fOxMyZMzF9+nSceOKJOHjwoKVBIqAaoQAgHA5bHu/QoQN27dqlfx8Oh/Hll1/i2GOPTej13W43TjjhBJxwwgn485//jOLiYrz33ns4++yzG/mbNT1Ji2MzZ87EgQMHcNttt2HXrl0YMmQIli5dqtev7tq1C1u3btWPf/zxxxEKhXD11Vfj6quv1h+/6KKL8PTTTwMAJkyYgOeffx4333wz/vjHP6Jv375YvHgxxo4d28hfj6QCnzup6lxCCCGEEEIIIYQ0IwsWLEDnzp0xfPhwyLKMF154AZ06ddJdW2Y6duyInJwcvP322+jWrRv8fj+Kiopw3HHHYd68eXjzzTfRt29fLFiwAKWlpQm9/htvvIEff/wRkydPRps2bbB06VJEIhEcfvjhTfuLNhENCuSfM2eOHvpmRwhegvfffz+hc06fPt3S1pNkNn075OGHfVUo8Lkhy/U3YyCEEEIIIYQQQkhqyM/Px1//+lds3rwZLpcLY8aMwdKlSyHL0eYWt9uNBx54ALfddhv+9Kc/YdKkSXj//fdxySWXYOPGjbjwwgvhdrtxww03JOwaKy4uxssvv4xbbrkFtbW16NevHxYtWoTBgwc39a/aJEiKvYC0hVJeXo6ioiKUlZWhsLAw3cNptbz95W5s3F6KeVP64/EPfkC3Nrk4c0TXdA+LEEIIIYQQQghJiNraWmzZsgW9e/eG3+9P93BII4j3t0xGJ2qQc4xkLycO6YQTh6itXa85rl+aR0MIIYQQQgghhBDSOBgWRQghhBBCCCGEEEISZuXKlcjPz4/51dKgc4wQQgghhBBCCCGEJMzo0aOxYcOGdA+jyaA4RgghhBBCCCGEEEISJicnB4cddli6h9FksKySEEIIIYQQQgghWUcr6U+Y1TTV35DiGCGEEEIIIYQQQrIGj8cDAKiurk7zSEhjCQQCAACXy9Wo87CskhBCCCGEEEIIIVmDy+VCcXEx9u7dCwDIzc2FJElpHhVJlkgkgn379iE3Nxdud+PkLYpjhBBCCCGEEEIIySo6deoEALpARlomsiyjR48ejRY3KY4RQgghhBBCCCEkq5AkCZ07d0bHjh0RDAbTPRzSQLxeL2S58YlhFMcIIYQQQgghhBCSlbhcrkbnVZGWDwP5CSGEEEIIIYQQQkjWQnGMEEIIIYQQQgghhGQtFMcIIYQQQgghhBBCSNbSajLHFEUBAJSXl6d5JIQQQgghhBBCCCEknQh9SOhF8Wg14lhFRQUAoHv37mkeCSGEEEIIIYQQQgjJBCoqKlBUVBT3GElJREJrAUQiEezcuRMFBQWQJCndw2k05eXl6N69O7Zt24bCwsJ0D4ekGP79sxv+/bMT/t2zE/7dsxv+/bMb/v2zE/7dsxP+3dODoiioqKhAly5dIMvxU8VajXNMlmV069Yt3cNocgoLC/mfJ4vh3z+74d8/O+HfPTvh3z274d8/u+HfPzvh3z074d899dTnGBMwkJ8QQgghhBBCCCGEZC0UxwghhBBCCCGEEEJI1kJxLEPx+Xz485//DJ/Pl+6hkDTAv392w79/dsK/e3bCv3t2w79/dsO/f3bCv3t2wr975tNqAvkJIYQQQgghhBBCCEkWOscIIYQQQgghhBBCSNZCcYwQQgghhBBCCCGEZC0UxwghhBBCCCGEEEJI1kJxjBBCCCGEEEIIIYRkLRTHCCGEEEIIIYQQQkjWQnEsjXz66aeora1N9zAIIYSkEDaJzi441xNCSHbC+T674Hzf8qE4lgZ+/PFHnHHGGTjyyCOxZMmSdA+HpJht27bhxRdfxGeffYZgMAiAk2c2cfDgQezfvx8AEIlE0jwakgp27dqFc889F4sXLwbAv3u2wLk+u+FcTzjfZx+c77MTzvetB4pjKURRFMyZMwf9+vWDJEkoKipCfn5+uodFUsj8+fPRv39/3HvvvZgwYQKuuuoq/Pjjj5AkiYvmLOCmm27CgAED8MQTTwAAZJkfwdnA3//+d7z00ktYuHAhqqur4XK5uGBuxXCuJ5zrCef77ITzfXbB+b71wU/qFPHqq68iLy8P69atw+rVq/Hqq69i4MCBeOuttwBwNzEbWLt2LV577TW8+OKL+N///ocnn3wSmzdvxqxZswAAkiSleYSkuSgtLcXs2bPx7rvvokePHvjoo4/wySefAOD//Wxg9erVmDlzJnw+H+6+++50D4c0I5zrCef67IbzfXbD+T574HzfOqE41oyY/1Ps27cPzz33HNauXYuxY8eipqYGffv2xcGDB1FdXc3FUhbw6quvIhwO45RTToHf78cFF1yAu+66C59//jkWLFgAgB+krQnz3zInJwc9e/bE/Pnzce+992LHjh145ZVXEAwG6SRoRdj/jqFQCADQuXNnzJw5ExMmTMCSJUuwadMmyLLMv3srgXM9McO5PvvgfJ99cL7PTjjft34ojjUTNTU1CAQC+vezZ8/G2WefDQAIh8PIyclB+/bt8f333yM3N5eW21aG+PA0/107duyInJwcVFdX64+NGzcOv/nNb/CXv/wFdXV1/CBtJdj//3u9Xlx//fU488wzcfTRR+PYY4/FihUrsHz58jSOkjQl9r+5oihwu90AgE8++QT9+/fHWWedhU6dOuGxxx5DIBDA119/na7hkiaCc312w7mecL7PPjjfZyec77MDimPNwPz583HUUUfh1FNPxQMPPICKigrIsqz/JxGLohNOOAE//fQTtm7dyiyCVsR9992HO+64A4A1Y6KwsBButxv//e9/9cckScJFF12E3Nxc7ii3Euz//8vLyyFJEgoLC/XPgOuuuw6KouDVV1/F/v37uZvcwon1N49EItixYwfy8vLQq1cvjBkzBqeddhr+/e9/w+/347333rMstEjLgnN9dsO5nnC+zz4432cnnO+zB/7VmpBAIIBzzz0Xr7/+Om688UZ06dIFjz/+OM477zwAxuJJ3IbDYbRr1w7btm1L25hJ0/HJJ5/g2GOPxW9+8xu8/PLLWLNmDQDoXarOPfdcBAIBvP3229i7d6/+c507d8aUKVPw3XffIRwOc0e5hRLr///5558PQJ04xUTao0cPzJgxA5999hneeOMN/XkumFsW9f3NZVlGYWEhPB4PJEnCK6+8gttvvx3BYBBDhw7FtddeC6/Xy797C4NzfXbDuZ5wvs8+ON9nJ5zvsxCFNBlff/210q9fP2XZsmX6Y6tWrVJycnKUu+++W4lEIoqiKEo4HFYURVEOHDigeL1e5Y033rA8Tlomf/nLX5Tp06cr//jHP5SpU6cql156qf5cIBBQFEVRHn74YaV///7KE088YfnZiRMnKrNnz07peEnTkuz//9raWuXkk09WZsyYoXz++efKc889p9x+++1pGTtpGPX9zRVFUf773/8qnTt3VoYMGaIUFxcr99xzj/L4448rw4cPVx5++GFFUfjZ39LgXJ/dcK4nnO+zD8732Qnn++yD4lgTsm7dOkWSJOXAgQOKoij6f5g777xTadOmjfLdd99Zji8tLVUmT56s/PrXv075WEnTIf7OP//8s7J69WpFUdS/+dixY5UlS5YoiqIowWBQP/78889Xhg8frjz++OPKoUOHlHXr1ikjR45Unn/++dQPnjQZyfz/F5Plq6++qvTp00dp166d4vV6lXvuuSf1AycNJt7fvLi4WPnxxx+VYDCoDBo0SLn88suVLVu2KIqiKDt37lRmzJihTJ48WamtrU3X8EkD4VyfnXCuJ/+/vXsPiqr84zj+WVghEEJx1ExEhVkzlAmvY2gapUyWSkZ4YyTURDEvU8zgP6VDTpZNOVGKl3SKUBImdUysRkfNCSxBSMyQYNRRHEENvLWKLOz39we/PbblhAu4h93n8/pvl2XnOfM+hwce9pxjw/lePZzv1cT5Xj08rbIdeXh4ICwsDNnZ2XbPp6SkoEuXLti0aROAe3c08fPzQ3V1Ncxms/ZxfHI9tlMjgoOD8fTTTwMApk2bhl69eiE7OxvXrl2D0WjUrjWwatUqTJkyBYsWLcL48eMxZswYDBkyRLuoI7mmBz3+m5qa4OHhgTNnzmDXrl04d+4cpk2bhrq6OqSkpOgxdGqllpp/+umnMBqNOHz4MDZu3Ih+/foBaD69auXKldi/fz+8vb11GDm1Bed6NXGuJxvO9+rhfK8mzvfq4eJYO+rbty9MJhPy8/NRXV0Ng8GAxsZGdOrUCYsXL8bXX38Nq9UKo9GIpqYmeHp64p133sGbb76JTp066T18aicigpCQEEyePBnV1dX48ssvATTfwQgAQkJCkJaWhtLSUqSlpaGkpARbtmzhPtDBSQvXiXjQ49/T0xMAsGnTJhw6dAilpaXIyMhA586dnbEZ5IC2NF+yZAlycnJgtVrRo0cP7Q9r23uGhYXxF+UOqr2Odc71rqml/n9/Hed698T5Xj2c79XE+Z7+iYtjD6iqqgrFxcW4dOnSv75mWy3u2rUrJk+ejPLycuTm5gKAdmvfgIAAdO3aVbtAn23CnD17NgYMGOCMTaA2eJD+Nk1NTQCAV199FWFhYcjLy0NlZSUAoKSkBEDzbd8HDRqEl156CQMHDnzIo6e2unr1Km7fvq09/vvtmR09/m3f+8EHH6Cqqgrh4eHO2gxyQHs0DwwM/NdFWXkR7o6tPY91gHO9q3mQ/jac693TlStXcOvWLe0x53v31x7NOd+7nvY81gHO9+6Ci2MtsFgsWLBgAYYOHYq5c+fiqaeeQkFBAYB7B5HRaER9fT127NiBuXPnIiIiAjk5OTh8+LD2PhcvXkT37t3Rt29fXbaDWudB+1ssFmRmZmqPrVYrHn30UcTFxcFqtSItLQ3PP/88hg8fjmvXrvH2vi7CYrEgKSkJo0ePxuTJkzFnzpx/9XP0+P/nnW2oY3kYzanjY3e1PWh/zvXuq7GxEfPmzcPIkSMxfvx4xMfHo7a2lvO9G3sYzanjY3f6Tzpd68wl3Lp1S6ZMmSJRUVFSUlIi5eXlEh0dLePGjbN7XXp6ugQGBkpMTIyIiJSWlkp8fLx4eXlJcnKyJCUlib+/v2zYsEFE7l3Mjzo2R/vHxsZKXV2d3dfOnz8voaGhYjAYZMaMGVJTU+PELaC2qKurk/Hjx0tUVJTk5+fL5s2bZciQIRIZGSnl5eXa63j8uw82VxO7q83R/pzr3Y/FYpH4+HgZNWqU/Pjjj7J27VoZPHiwjBkzRsrKyrTX8WeA+2BzNbE7tYSLY//h2LFjYjKZ5NChQ9pzn3/+uUyZMkU7CNatWyf9+vWT7du3292u1Wq1yurVq2X+/Pny4osvSkFBgdPHT23jaP9//mA8ePCg+Pn5SUREhBw/ftypY6e2++GHH2Tw4MF2fxyVlZWJh4eHLF26VK5duyZffPGFBAcH8/h3E2yuJnZXm6P9Ode7nwsXLojJZJKsrCztuerqaundu7csWbJE6urq+DPAzbC5mtidWsLFsf/w008/icFg0Hb+q1evSkREhCxcuFA2btwoIs23aDabzXbfx9Vj99Da/jZ//vmnZGdnO2281L4yMzOlS5cuds8VFBRIYGCgmEwm2bdvn1itVvnrr7/sXsPj33WxuZrYXW2t7W/Dud71/frrr+Lj4yOVlZUiIlJfXy8izf8ANZlMsnfvXrFarfx9342wuZrYnVrCk+D/b/Xq1Vi5ciV27NihPTdmzBg8++yzmDNnDiZOnIiePXviscceg5eXF95++23ExcXh1KlT8PX1tbvbBS/A6Hrasz/QfPeTbt26YebMmc7eFGqF+/UPDg5GYGAg1qxZoz23ZcsWzJs3D1arFXv27IHBYICPj4/de/H4dw1sriZ2V1t79gc417ui7777DoD9XeqeeOIJ9OrVC9u2bQNw7xphb7zxBgICArBz507cvXsXvr6+du/FnwGugc3VxO7UKjouzHUIx44dk+DgYBk6dKhMnDhR/P39JTY2Vvt4/a1bt6SyslIiIyPlo48+0r7vxIkTEhISIrm5uXoNndoB+6vtfv2nTp0qVVVVUl9fL2vWrBGDwSCRkZHi5+cngwcPFovFIp999pn07t1b7+FTK7C5mthdbexPeXl50rt3b7szAmynTN2+fVtSU1PFZDLJ5cuXRUTkzp07IiKSlZUlAQEB2mNyHWyuJnantlD+k2M5OTkIDw9HcXEx8vLyUFBQgOPHjyM9PR01NTXw8/PD9evXUVtbi4SEBG31edCgQairq8OFCxd03gJqC/ZX2/36l5SU4L333sPNmzeRmpqKgwcPYubMmdi1axd+++03GI1GmM1m9O/fHzdu3NB7E8hBbK4mdlcb+6stPz8f69atw9SpU/HCCy9g2bJlAO59asTHxwfR0dHo0qUL0tLSAADe3t4AgKCgIHh7e6OiokKfwVOrsLma2J3aStnFMRHBjRs3UFhYiCeffFJ7Pjw8HMuXL0dhYSFycnIAAP7+/qioqEBVVZX2scq8vDyEhITgueee02X81Dbsr7aW+hcVFSE7OxsAEBUVhcWLF2PChAkAgIaGBvzyyy8YMmQIAgICdBk/OY7N1cTuamN/tdn+odmzZ09ER0fjrbfewqpVq1BWVoatW7cCABobGwEAo0ePxqxZs5CZmYndu3fDYrEAAAoKChAWFobw8HB9NoIcwuZqYndqNzp9Yk0XxcXFcv36dbvnhg8fLgsWLBCRexfla2hokFdeeUVefvllOX/+vJjNZpk+fbr4+vrKwoULJSEhQfz9/WXFihW8QJ8LYX+1Odp/6tSpcvbsWe215eXlUlFRIQkJCdK/f3/5+eefnTd4ahU2VxO7q4396X77QGNjo4iIWCwWSUlJke7du2v7gu1rN2/elNTUVPH395dx48ZJXFyc+Pj4yPr160WEF+XuyNhcTexO7U2JxbFvvvlGgoKCJDQ0VIKDg2XFihVy8eJFERFJT08XPz8/7a4Ud+/eFRGRnTt3SlBQkBw9elRERMxms6SmpkpiYqIkJCTIH3/8oc/GkMPYX22t7d+nTx+72zR//PHHEhoaKmPHjpWKigrnbwg9MDZXE7urjf3pfvtAdXW1iDT/sWv7g/fs2bPSp08fSUlJEZF71yOyyc3NlZUrV8rChQvl9OnTzt0Icgibq4nd6WFx+8WxoqIiGThwoHzyySdSWloqGRkZ0r17d0lOTpbr16/L+fPnJTQ0VPuPYkNDg/a93bp1ky1btti9n8Vicer4qW3YX21t7b9161btcXV1tRQXFzt9G8gxbK4mdlcb+9N/7QO1tbUicu9TI1arVTIyMsRoNGqfGrx7967cuHFDt/GT49hcTexOD5PbLo7ZVow3bNggQUFBdgfBunXrZOTIkfL++++LiMj69evF09NTjhw5or3mzJkzEhoaKjt37nTuwKldsL/a2F89bK4mdlcb+1NL+8CoUaNk1apV//q+2tpaiYyMlJiYGCkuLpbo6GjJysri6VQugM3VxO7kDG57QX7bhdPPnTuHAQMGwGg0al9LTEzEiBEjsGfPHlRUVCA5ORkzZszA9OnT8e677+LEiRP48MMP4evri1GjRum1CdQG7K829lcPm6uJ3dXG/tTSPjBs2DB8//33+P333wEATU1NAIDAwEDMnz8f3377LUaMGAEvLy/ExsZq70cdF5urid3JGdxmcezAgQNYunQp0tPTUVhYqD0/evRoHD16FDU1NQCaD5TOnTsjJiYGHh4e2LdvHwwGA7Zt24a4uDjs3r0bcXFxKCoqwvbt2/H444/rtUnkAPZXG/urh83VxO5qY39qzT5gMBiwf/9+AICnpycaGhqQkZGBefPmYezYsTh58iT27t0LHx8fXbaJ/hubq4ndSRd6f3StrS5duiSTJk2SHj16SHx8vISHh0tAQIAcO3ZMRETu3LkjAwcOlKSkJBGxvxDfM888I8nJydrjpqYmMZvNUl5e7tyNoFZjf7Wxv3rYXE3srjb2p7buA4sWLdIe19TUyLJlyyQzM9O5G0EOYXM1sTvpyaUXx8xms7z22msyffp0u9twjxgxQhITE0Wk+YJ8X331lXh4eNjdjUhEJD4+XqKiorTHPPfYtbC/2thfPWyuJnZXG/tTe+8D1PGxuZrYnfTm0qdV+vr6wtvbG4mJiejfvz8aGxsBAJMmTcLp06cBNH+kctq0aYiJicHrr7+OI0eOQERQU1ODyspKxMfHa+/Hc49dC/urjf3Vw+ZqYne1sT+19z5AHR+bq4ndSW8GERG9B9EWFosFnTp1AgCICAwGA2bPng0fHx9s3rxZe66+vh4TJ05EWVkZIiIicOrUKQQHByM3Nxd9+vTReSuotdhfbeyvHjZXE7urjf2J+4B62FxN7E56cvnFsfsZO3Ys5s6di8TERIgIrFYrPD09cfnyZZw8eRJFRUXo168fZs2apfdQ6SFgf7Wxv3rYXE3srjb2J+4D6mFzNbE7OYvbLY6dPXsWkZGR2LdvH4YNGwYAaGhogJeXl84jI2dgf7Wxv3rYXE3srjb2J+4D6mFzNbE7OZNLX3Ps72xrfPn5+fDz89MOnrS0NCxbtgxXrlzRc3j0kLG/2thfPWyuJnZXG/sT9wH1sLma2J30YNR7AO3FdoHVwsJCxMbG4sCBA0hKSsLt27eRlZWFHj166DxCepjYX23srx42VxO7q439ifuAethcTexOenCr0yrr6+sRHh6OM2fOwMvLC2lpaVi+fLnewyInYX+1sb962FxN7K429ifuA+phczWxOzmbWy2OAcCECRNgMpmwdu1aPPLII3oPh5yM/dXG/uphczWxu9rYn7gPqIfN1cTu5ExutzjW1NQET09PvYdBOmF/tbG/ethcTeyuNvYn7gPqYXM1sTs5k9stjhERERERERERET0ot7lbJRERERERERERkaO4OEZERERERERERMri4hgRERERERERESmLi2NERERERERERKQsLo4REREREREREZGyuDhGRERERERERETK4uIYEREREREREREpi4tjRERERERERESkLC6OERERERERERGRsrg4RkREREREREREyvofvNdnXuTdHRMAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this takes the matched_data DataFrame and scales all columns to the\n", "# column with the given reference_index, in this case in situ\n", "scaled_data = scaling.scale(matched_data, method='cdf_match',\n", " reference_index=1)\n", "\n", "# now the scaled ascat data and insitu_sm are in the same space\n", "fig2, ax2 = plt.subplots()\n", "scaled_data.plot(figsize=(15,5), title='scaled data', ax=ax2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see the correlation, we can create a scatterplot." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.851451Z", "start_time": "2024-06-14T13:26:37.756664Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig3, ax3 = plt.subplots()\n", "ax3.scatter(scaled_data[label_ascat].values, scaled_data[label_insitu].values)\n", "ax3.set_xlabel(label_ascat)\n", "ax3.set_ylabel(label_insitu);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also calculate the correlation and other interesting metrics:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-06-14T13:26:37.858483Z", "start_time": "2024-06-14T13:26:37.852238Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pearson's R = 0.41, p = 1.77e-11\n", "Spearman's rho = 0.46, p = 5.86e-14\n", "Kendall's tau = 0.33, p = 2.92e-13\n", "\n", "RMSD = 0.08\n", "Bias = -0.00\n", "Nash Sutcliffe = -0.22\n" ] } ], "source": [ "# calculate correlation coefficients, RMSD, bias, Nash Sutcliffe\n", "x, y = scaled_data[label_ascat].values, scaled_data[label_insitu].values\n", "\n", "from scipy import stats\n", "print(\"Pearson's R = {:.2f}, p = {:.2e}\".format(*stats.pearsonr(x, y)))\n", "print(\"Spearman's rho = {:.2f}, p = {:.2e}\".format(*stats.spearmanr(x, y)))\n", "print(\"Kendall's tau = {:.2f}, p = {:.2e}\".format(*stats.kendalltau(x, y)))\n", "print()\n", "print(\"RMSD = {:.2f}\".format(metrics.rmsd(x, y)))\n", "print(\"Bias = {:.2f}\".format(metrics.bias(x, y)))\n", "print(\"Nash Sutcliffe = {:.2f}\".format(metrics.nash_sutcliffe(x, y)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The correlations are all significant, although there are only in the medium range. The bias is zero, because we scaled the data and thereby removed the bias." ] } ], "metadata": { "kernelspec": { "name": "python3", "language": "python", "display_name": "Python 3 (ipykernel)" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 4 }