{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Line identification I: Getting started\n", "\n", "In this tutorial, we will learn how to use Spectuner to perform line identification." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import numpy as np\n", "import spectuner" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example, we will use the observed spectrum from a line survey towards Orion-KL in the frequency range of 67.0 - 93.6 GHz, conducted using GBT (Frayer et al. 2015). The data can be downloaded from VizieR at this [link](https://cdsarc.cds.unistra.fr/viz-bin/cat/J/AJ/149/162#/article). The observed spectrum is provided in the file `table2.dat` in the downloaded data. Set `fname_spec` below to the path of `table2.dat`.\n", "\n", "Secondly, we also require the CDMS spectroscopic database to run the code. Set ``fname_db`` below to path of the database file." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fname_spec = \"path/to/table2.dat\"\n", "fname_db = \"path/to/the/cdms/database\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocessing\n", "\n", "To process an observed spectrum with Spectuner, ensure that the spectrum meet the following requirements:\n", "\n", "1. The spectrum must be provided as a 2D array, where the first column represents the frequency in MHz and the second column represents the intensity in K.\n", "2. The frequency values must be strictly increasing.\n", "3. The baseline of the spectrum **must be flat and zero**.\n", "4. It is highly recommended to correct the LSR velocity of the observed spectrum to avoid any confusion when settting the bound of the velocity offset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "spec = np.loadtxt(fname_spec)\n", "# Convert GHz to MHz\n", "spec[:, 0] *= 1e3\n", "\n", "# There is an issue in the data that the frequency is not strictly increasing\n", "# We use the following trick to ensure that the frequency is strictly increasing\n", "inds = np.append(0, np.where(np.diff(spec[:, 0]) > 0)[0] + 1)\n", "spec = spec[inds]\n", "\n", "# For speed reason, we only use a small window of the spectrum\n", "lower = 89400\n", "upper = 91400\n", "spec = spec[(spec[:, 0] >= lower) & (spec[:, 0] < upper)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Configuration\n", "\n", "As a starting point, we may create a [Config](../api/config.rst#spectuner.config.Config) instance using [load_default_config](../api/config.rst#spectuner.config.load_default_config), and then make following settings.\n", "\n", "1. Set the path to the spectroscopic database\n", "2. Provide beam information and RMS noise for each spectral window\n", " - For single dish telescopes, set ``beam_info`` to the telescope diameter in meters.\n", " - For interferometers, set ``beam_info`` to a tuple ``(BMAJ, BMIN)``, where ``BMAJ`` and ``BMIN`` are the major and minor axis of the synthesis beam in degrees.\n", "3. Adjust the ``noise_factor`` to control peak detection sensitivity. The ``noise_factor`` is used to calculate the prominence threshold (``prominence=noise*noise_factor``), which determines how sensitive the peak detection is. The code uses [find_peaks](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.find_peaks.html) in Scipy to find the peaks." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "config = spectuner.load_default_config()\n", "\n", "# Set the path to the spectroscopic database\n", "config.set_fname_db(fname_db=fname_db)\n", "\n", "# Set spectral windows.\n", "config.append_spectral_window(\n", " spec=spec,\n", " beam_info=100., # Meter\n", " noise=30e-3, # K\n", ")\n", "config.set_peak_manager(\n", " noise_factor=4.\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check if our settings are expected, we can plot the observed spectrum and the identified peaks using [SpectralPlot](../api/spectral_plot.rst#spectuner.spectral_plot.SpectralPlot). The blue vertical lines in the figure below show peaks identified by the peak finder." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "peak_manager = spectuner.PeakManager.from_config(config)\n", "plot = spectuner.SpectralPlot.from_config(config)\n", "plot.vlines(peak_manager.freqs_peak, alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can configure the chemical species for the line identification. In this example, we will specify C2H5CN and HCCCN as the target molecules. The code will automatically include their possible vibrational states and isotopologues. If you want to search all possible species, set ``species=None``." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "config.set_ident_species(species=[\"C2H5CN\", \"HCCCN\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is make some settings related to the spectral line fitting:\n", "\n", "1. Use the particle swarm optimization for line identification, i.e. ``method=\"pso\"``. This is a global optimization method with stochastic properties, meaning that running the algorithm multiple times may yield better results, which can be controlled using ``n_trial``. Start from ``n_trial=1`` and increase ``n_trial`` to achieve more stable and consistent fits.\n", "2. Set appropriate bounds for the fitting parameters. When defining the parameter bounds, be mindful of if the parameter is in log-scale. To fix a parameter, a trick is to set the lower bound very close to (but not exactly equal to) its upper bound .\n", "3. A portion of the code is parallelized using Python’s multiprocessing module.\n", "Set ``n_process`` to specify how many CPU cores to use." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Set optimizer\n", "config.set_optimizer(method=\"pso\", n_trial=1)\n", "\n", "# Set source size bound to 5 to 200 arcsec\n", "config.set_param_info(\"theta\", is_log=False, bound=(5., 200.))\n", "# Set temperature bound to 10 to 400 K\n", "config.set_param_info(\"T_ex\", is_log=False, bound=(10., 400.))\n", "# Set column density bound to 10^12 to 10^20 cm^-2\n", "config.set_param_info(\"N_tot\", is_log=True, bound=(12., 20.))\n", "# Set velocity width bound to 1 to 25 km/s\n", "config.set_param_info(\"delta_v\", is_log=False, bound=(1., 25.))\n", "# Set velcocity offset bound to -12 to 12 km/s\n", "config.set_param_info(\"v_offset\", is_log=False, bound=(-12., 12.))\n", "\n", "# Set the number of processes\n", "config.set_n_process(n_process=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, as a good practice, we save the config to the same directory where the identification results will be stored. This helps keep the project organized and ensures that all relevant settings are preserved for future reference or reproducibility." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'obs_info': [{'spec': array([[ 8.9400202e+04, 1.0575000e-02],\n", " [ 8.9400592e+04, -1.5704000e-02],\n", " [ 8.9400983e+04, -4.9503000e-02],\n", " ...,\n", " [ 9.1398901e+04, -4.8600000e-02],\n", " [ 9.1399292e+04, 3.3773000e-02],\n", " [ 9.1399682e+04, -3.0269000e-02]]),\n", " 'beam_info': 100.0,\n", " 'T_bg': 0.0,\n", " 'need_cmb': True,\n", " 'noise': 0.03}],\n", " 'fname_base': None,\n", " 'sl_model': {'fname_db': '/home/yqiu/repository/spectuner/tutorials/cdms_lite.db'},\n", " 'param_info': {'theta': {'is_shared': False,\n", " 'is_log': False,\n", " 'bound': (5.0, 200.0)},\n", " 'T_ex': {'is_shared': False,\n", " 'is_log': False,\n", " 'bound': (10.0, 400.0)},\n", " 'N_tot': {'is_shared': False,\n", " 'is_log': True,\n", " 'bound': (12.0, 20.0)},\n", " 'delta_v': {'is_shared': False,\n", " 'is_log': False,\n", " 'bound': (1.0, 25.0)},\n", " 'v_offset': {'is_shared': False,\n", " 'is_log': False,\n", " 'bound': (-12.0, 12.0)}},\n", " 'peak_manager': {'noise_factor': 4.0,\n", " 'rel_height': 0.25,\n", " 'freqs_exclude': None},\n", " 'n_process': 3,\n", " 'optimizer': {'method': 'pso', 'n_swarm': 28, 'n_trial': 1, 'n_draw': 50},\n", " 'identify': {'use_f_dice': True, 'criteria': {'score': 2.7, 't3_score': 0.8}},\n", " 'cube': {'species': None, 'need_spectra': True},\n", " 'inference': {'ckpt': None,\n", " 'device': 'cpu',\n", " 'batch_size': 64,\n", " 'num_workers': 2,\n", " 'max_diff': 10},\n", " 'species': {'species': ['C2H5CN', 'HCCCN'],\n", " 'combine_iso': False,\n", " 'combine_state': False,\n", " 'collect_iso': True,\n", " 'version_mode': 'default',\n", " 'include_hyper': False,\n", " 'exclude_list': None,\n", " 'rename_dict': None},\n", " 'modify': {'exclude_id_list': [],\n", " 'exclude_name_list': [],\n", " 'include_id_list': []}}\n" ] } ], "source": [ "# Set the directory to save results\n", "# Change the directory for new runs; otherwise the code will overwrite the previous results.\n", "result_dir = Path(\"results/\")\n", "result_dir.mkdir(exist_ok=True)\n", "\n", "print(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the algorithm\n", "\n", "Now, we can run the line idetentification algorithm (Qiu et al. 2025), which has two phases:\n", "\n", "1. The algorithm performs one-by-one fittings for each molecule in the user-defined list.\n", "2. The algorithm combines the individual fitting results using a greedy method. It sorts the fitting results by their loss values. Starting with the best fit, and sequentially merges them.\n", "\n", "The code below also saves the config as 'config.pickle' in the result directory" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting: 100%|██████████████████████████████████████████████████████| 22/22 [00:54<00:00, 2.50s/it]\n", "100%|███████████████████████████████████████████████████████████████| 21/21 [00:06<00:00, 3.30it/s]\n", "Fitting: 0it [00:00, ?it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 16.6 s, sys: 22 s, total: 38.6 s\n", "Wall time: 1min 53s\n" ] } ], "source": [ "%%time\n", "\n", "spectuner.run_line_identification(config, result_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Checking the results\n", "\n", "We may use the [ResultManager](../api/identify.rst#spectuner.identify.ResultManager) to check the results. For each phase, fitting results store the output of the optimization algorithm and identification results store the the scores related to the identification. [ResultManager](../api/identify.rst#spectuner.identify.ResultManager) provides ``load_fitting_result`` and ``load_ident_result`` to load the results. If no peaks are found in the best-fitting model spectrum, the result will only exist in the fitting results but not in the identification results." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Fitting results (single):\n", " - 0_C-13-H3C-13-H2CN;v=0;\n", " - 10_HCC-13-C-13-N;v=0;\n", " - 11_HCC-13-CN;v5=1;\n", " - 12_HCC-13-CN;v6=1;\n", " - 13_HCC-13-CN;v7=1;\n", " - 14_HCC-13-CN;v7=3;\n", " - 15_HCC-13-CN;v=0;\n", " - 16_HCCC-13-N;v5=1;\n", " - 17_HCCC-13-N;v=0;\n", " - 18_HCCCN;v2=1;\n", " - 19_HCCCN;v6=1;\n", " - 1_C-13-H3CH2C-13-N;v=0;\n", " - 20_HCCCN;v7=1;\n", " - 21_HCCCN;v=0;\n", " - 2_C-13-H3CH2CN;v=0;\n", " - 3_C2H5CN;v12=1;\n", " - 4_C2H5CN;v20=1;\n", " - 5_C2H5CN;v=0;\n", " - 6_CH3C-13-H2C-13-N;v=0;\n", " - 7_CH3C-13-H2CN;v=0;\n", " - 8_CH3CHDCN;v=0;\n", " - 9_HC3N;v5=1,v7=1;\n", "\n", "Identification results (single):\n", " - 0_C-13-H3C-13-H2CN;v=0;\n", " - 10_HCC-13-C-13-N;v=0;\n", " - 11_HCC-13-CN;v5=1;\n", " - 12_HCC-13-CN;v6=1;\n", " - 13_HCC-13-CN;v7=1;\n", " - 14_HCC-13-CN;v7=3;\n", " - 15_HCC-13-CN;v=0;\n", " - 17_HCCC-13-N;v=0;\n", " - 18_HCCCN;v2=1;\n", " - 19_HCCCN;v6=1;\n", " - 20_HCCCN;v7=1;\n", " - 21_HCCCN;v=0;\n", " - 4_C2H5CN;v20=1;\n", " - 5_C2H5CN;v=0;\n", " - 6_CH3C-13-H2C-13-N;v=0;\n", " - 8_CH3CHDCN;v=0;\n", " - 9_HC3N;v5=1,v7=1;\n", "\n", "Fitting results (combine):\n", " - 0_C-13-H3C-13-H2CN;v=0;\n", " - 10_HCC-13-C-13-N;v=0;\n", " - 11_HCC-13-CN;v5=1;\n", " - 12_HCC-13-CN;v6=1;\n", " - 13_HCC-13-CN;v7=1;\n", " - 14_HCC-13-CN;v7=3;\n", " - 15_HCC-13-CN;v=0;\n", " - 16_HCCC-13-N;v5=1;\n", " - 17_HCCC-13-N;v=0;\n", " - 18_HCCCN;v2=1;\n", " - 19_HCCCN;v6=1;\n", " - 1_C-13-H3CH2C-13-N;v=0;\n", " - 20_HCCCN;v7=1;\n", " - 21_HCCCN;v=0;\n", " - 2_C-13-H3CH2CN;v=0;\n", " - 3_C2H5CN;v12=1;\n", " - 4_C2H5CN;v20=1;\n", " - 6_CH3C-13-H2C-13-N;v=0;\n", " - 7_CH3C-13-H2CN;v=0;\n", " - 8_CH3CHDCN;v=0;\n", " - 9_HC3N;v5=1,v7=1;\n", " - combine\n", "\n", "Identification results (combine):\n", " - 0_C-13-H3C-13-H2CN;v=0;\n", " - 10_HCC-13-C-13-N;v=0;\n", " - 11_HCC-13-CN;v5=1;\n", " - 12_HCC-13-CN;v6=1;\n", " - 13_HCC-13-CN;v7=1;\n", " - 14_HCC-13-CN;v7=3;\n", " - 15_HCC-13-CN;v=0;\n", " - 17_HCCC-13-N;v=0;\n", " - 18_HCCCN;v2=1;\n", " - 19_HCCCN;v6=1;\n", " - 20_HCCCN;v7=1;\n", " - 21_HCCCN;v=0;\n", " - 4_C2H5CN;v20=1;\n", " - 6_CH3C-13-H2C-13-N;v=0;\n", " - 8_CH3CHDCN;v=0;\n", " - 9_HC3N;v5=1,v7=1;\n", " - combine\n", "\n", "Fitting results (modified):\n", " - combine\n", "\n", "Identification results (modified):\n", " - combine\n" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_mgr = spectuner.ResultManager(result_dir)\n", "result_mgr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are most interested in the final result of the combining phase, which summarizes the molecules that have been identified with more than three matching spectral peaks.\n", "\n", "The result can be loaded using code below. We may use ``ResultManager.derive_df_mol`` to check the parameters and scores for each molecule, which returns a Pandas DataFrame. Here is the meaning of the columns:\n", "\n", "- 'theta': Source size in arcsec.\n", "- 'T_ex': Excitation temperature in K.\n", "- 'N_tot': Total column density in cm^-2.\n", "- 'delta_v': Line width in km/s.\n", "- 'v_offset': Velocity offset in km/s.\n", "- 'loss': Total peak matching fitness. This is proportional to the sum of the intensity of all matched peaks.\n", "- 'score': Total peak matching score. This is roughly equal to the sum of the noramlized score of all peaks.\n", "- 'num_tp': Number of matched peaks.\n", "- 'num_tp_i': Number of matched peaks contributed from only one molecule.\n", "- 'num_fp': Number of peaks found in the model spectrum but missed in the observed spectrum.\n", "- 'tx_score': The x-th largest value among all socres of matched peaks. This score ranges from 0 to 1, with values closer to 1 being better." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idnamemaster_namethetaT_exN_totdelta_vv_offsetlossscorenum_tpnum_tp_inum_fpt1_scoret2_scoret3_score
05C2H5CN;v=0;C2H5CN;v=0;137.527725348.8728037.725220e+157.1602235.442149-10.0386837.255817121200.9579590.9556380.884301
\n", "
" ], "text/plain": [ " id name master_name theta T_ex N_tot \\\n", "0 5 C2H5CN;v=0; C2H5CN;v=0; 137.527725 348.872803 7.725220e+15 \n", "\n", " delta_v v_offset loss score num_tp num_tp_i num_fp \\\n", "0 7.160223 5.442149 -10.038683 7.255817 12 12 0 \n", "\n", " t1_score t2_score t3_score \n", "0 0.957959 0.955638 0.884301 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res = result_mgr.load_ident_result(\"combine\", \"combine\")\n", "res.derive_df_mol()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may use [SpectralPlot](../api/spectral_plot.rst#spectuner.spectral_plot.SpectralPlot) to visualize the combined result." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = spectuner.SpectralPlot.from_config(config)\n", "plot.plot_ident_result(res, kwargs_spec={\"color\": \"r\"})\n", "plot.plot_unknown_lines(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The combined result excludes molecules which have one or two matched peaks. Use the code below to show a summary of such molecules." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idmaster_namelossscorenum_tpnum_tp_inum_fpt1_scoret2_scoret3_score
020HCCCN;v7=1;-1.5767921.9063762200.9877470.9186290.0
14C2H5CN;v20=1;-0.242952-0.7795883350.7600130.4853970.0
20C-13-H3C-13-H2CN;v=0;-0.1395080.9994321110.9999920.0000000.0
312HCC-13-CN;v6=1;-0.1324230.8133061110.9999870.0000000.0
410HCC-13-C-13-N;v=0;-0.1462810.9999781100.9999780.0000000.0
58CH3CHDCN;v=0;-0.2364410.9999401100.9999400.0000000.0
613HCC-13-CN;v7=1;-0.7753330.1243081110.9992040.0000000.0
721HCCCN;v=0;-7.2147800.9973471100.9973470.0000000.0
818HCCCN;v2=1;-1.1670830.9815741100.9815740.0000000.0
915HCC-13-CN;v=0;-0.1935870.9728501100.9728500.0000000.0
1019HCCCN;v6=1;-0.2680510.1225581110.9713640.0000000.0
1114HCC-13-CN;v7=3;-0.0902920.9624061100.9624060.0000000.0
1217HCCC-13-N;v=0;-0.2026120.9583521100.9583520.0000000.0
1311HCC-13-CN;v5=1;-0.1496080.5232471110.9571950.0000000.0
149HC3N;v5=1,v7=1;-0.0125840.1341271100.1341270.0000000.0
156CH3C-13-H2C-13-N;v=0;0.0000000.0000000010.0000000.0000000.0
\n", "
" ], "text/plain": [ " id master_name loss score num_tp num_tp_i num_fp \\\n", "0 20 HCCCN;v7=1; -1.576792 1.906376 2 2 0 \n", "1 4 C2H5CN;v20=1; -0.242952 -0.779588 3 3 5 \n", "2 0 C-13-H3C-13-H2CN;v=0; -0.139508 0.999432 1 1 1 \n", "3 12 HCC-13-CN;v6=1; -0.132423 0.813306 1 1 1 \n", "4 10 HCC-13-C-13-N;v=0; -0.146281 0.999978 1 1 0 \n", "5 8 CH3CHDCN;v=0; -0.236441 0.999940 1 1 0 \n", "6 13 HCC-13-CN;v7=1; -0.775333 0.124308 1 1 1 \n", "7 21 HCCCN;v=0; -7.214780 0.997347 1 1 0 \n", "8 18 HCCCN;v2=1; -1.167083 0.981574 1 1 0 \n", "9 15 HCC-13-CN;v=0; -0.193587 0.972850 1 1 0 \n", "10 19 HCCCN;v6=1; -0.268051 0.122558 1 1 1 \n", "11 14 HCC-13-CN;v7=3; -0.090292 0.962406 1 1 0 \n", "12 17 HCCC-13-N;v=0; -0.202612 0.958352 1 1 0 \n", "13 11 HCC-13-CN;v5=1; -0.149608 0.523247 1 1 1 \n", "14 9 HC3N;v5=1,v7=1; -0.012584 0.134127 1 1 0 \n", "15 6 CH3C-13-H2C-13-N;v=0; 0.000000 0.000000 0 0 1 \n", "\n", " t1_score t2_score t3_score \n", "0 0.987747 0.918629 0.0 \n", "1 0.760013 0.485397 0.0 \n", "2 0.999992 0.000000 0.0 \n", "3 0.999987 0.000000 0.0 \n", "4 0.999978 0.000000 0.0 \n", "5 0.999940 0.000000 0.0 \n", "6 0.999204 0.000000 0.0 \n", "7 0.997347 0.000000 0.0 \n", "8 0.981574 0.000000 0.0 \n", "9 0.972850 0.000000 0.0 \n", "10 0.971364 0.000000 0.0 \n", "11 0.962406 0.000000 0.0 \n", "12 0.958352 0.000000 0.0 \n", "13 0.957195 0.000000 0.0 \n", "14 0.134127 0.000000 0.0 \n", "15 0.000000 0.000000 0.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cand = result_mgr.derive_df_mol_master()\n", "df_cand" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An additional way to check the candidate results is to query an unidentified line. The code below check if there are candidates for the line at 91200 MHz." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['19_HCCCN;v6=1;', '20_HCCCN;v7=1;']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_mgr.query_line(91200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access and visualize the identitfication result of HCCCN, v7=1 (``id=20``) using the following code." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idnamemaster_namethetaT_exN_totdelta_vv_offsetlossscorenum_tpnum_tp_inum_fpt1_scoret2_scoret3_score
020HCCCN;v7=1;HCCCN;v7=1;194.738998139.0259259.670201e+147.8176455.325488-1.5767921.9063762200.9877470.9186290.0
\n", "
" ], "text/plain": [ " id name master_name theta T_ex N_tot \\\n", "0 20 HCCCN;v7=1; HCCCN;v7=1; 194.738998 139.025925 9.670201e+14 \n", "\n", " delta_v v_offset loss score num_tp num_tp_i num_fp t1_score \\\n", "0 7.817645 5.325488 -1.576792 1.906376 2 2 0 0.987747 \n", "\n", " t2_score t3_score \n", "0 0.918629 0.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_cand = result_mgr.load_ident_result(\"combine\", \"20_HCCCN;v7=1;\")\n", "res_cand.derive_df_mol()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = spectuner.SpectralPlot.from_config(config)\n", "plot.plot_ident_result(res, show_lines=False, kwargs_spec={\"color\": \"r\"})\n", "plot.plot_ident_result(res_cand, kwargs_spec={\"color\": \"b\"})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are able to modify the combined result. The code below adds HCCCN, v7=1 (``id=20``) to the combined result. For applications using Python scripts instead of notebooks, we may use ``load_config`` to load the configuration file saved before." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "config = spectuner.load_config(result_dir/\"config.pickle\")\n", "config.set_modificaiton_lists(include_id_list=[20])\n", "spectuner.modify(config, result_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If this has been done sucessfully, we can use the following code to access and visualize the modified result." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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XkT5rWeO+JSIiIiIiIiIqHW8HagLKfIuFyMrKAmDp7qcwWq0WDRo0QL169TBo0CCcOHHC6bIGgwHZ2dmqB5E3KGOiZrPZiyUhIiIiIiIiIiIiIl/hM4Eas9mM0aNHo0ePHmjVqpXT5Zo3b47Zs2dj9erVmD9/PsxmM7p3744rV644XH7y5MmIiYmRH/Xq1fPUR3BJZmYmGjdujF27dgEA0tLSVK+p/GKgxve0atVKrnvnz59HcHAwZs+eLc9v0aIF6tSp47C+ursuF7W+itJ2VJTP6Q3ct0REREREREREvslnAjWvvvoqjh8/jkWLFhW6XLdu3TB06FC0a9cOPXv2xIoVK1CtWjX89NNPDpcfP348srKy5Mfly5c9UXyXmUwmxMfHIy8vz+FrKr+UwRkGanzDpUuX5LqXn5+PgoIC5OTkyPMvX74sj+kBqOuru+tyUeurKG1HRfmc3sB9S0RERERERETkm5yPel+GRo4ciT///BPbtm1D3bp1i/Xe4OBgtG/fHufOnXM4PzQ0FKGhoe4oJlGpMKOGiIiIiIiIiIiIiGx5NaNGCIGRI0di5cqV2LRpExo1alTsdZhMJhw7dgy1atXyQAmJ3IeBGiIiIiIiIiIiIiKy5dWMmldffRULFizA6tWrUalSJVy7dg0AEBMTg/DwcADA0KFDUadOHUyePBkAMGnSJNx6661o2rQpMjMz8cUXX+DSpUt47rnnvPY5iFzBrs+IiIiIiIiIiIiIyJZXAzU//vgjAKBXr16q6XPmzMHw4cMBAAkJCQgIuJH4k5GRgeeffx7Xrl1D5cqV0bFjR+zcuRMtW7Ysq2LbCQkJwZw5c+TnRI4wo8bzHNVF29fSMlqtFq+//rrdOoKCgjBnzhxkZWVh9OjRbi9PceaXJxXps5Y17lsiIiIiIiIiIv/m1UCN8sK1M1u2bFG9/vrrr/H11197qEQlExwcLAeWiJxhRo3nOaqLtq+lZa5fv+4wUBMYGIjhw4cjOTm51IGaotoG5fzr16+Xalu+ju2k53DfEhERERERERH5N6+OUUNUkSgDk0IIlwKVRERERERERERERFS+eTWjprwoKCjAunXrAAB9+vRBUBB3K9mzDcwIIaDRaLxUmvLJti4CsKub0jLZ2dkO12EymbBmzRpkZGS4vTy2bYNyfqdOnUq9PV/GdtJzuG+JiIiIiIiIiPwbr+a4gcFgwMCBAwEAWq2WF8nIIdvuzsxms2r8JSo927oIwK5uKpdxFCgrKCiQ57u7PLZtg3L+pUuX3LJNX8V20nO4b4mIiIiIiIiI/Buv5pSxiIgI/O9//0Pjxo0BAFFRUarXVH7ZZtRwnBrvGz9+vFz3qlWrhl69eqFz587y/LFjx8JoNDqsr+6uy0Wtr6K0HRXlc3oD9y0RERERERERkW/SiAo2UEZ2djZiYmKQlZWF6Ohot6xTp9MhKioKgOVu5sjISLesl8qXZcuW4ZFHHpFf5+XlISwszIslKn9s6yIAu7pZVH11Z30uy235uor0Wcsa9y0RERERERERUel4Im5QHOx3qQxlZWV5uwjkRcyo8V3FrZtlXZcrSttRUT6nN3DfEhERERERERH5LgZqylD16tUxaNAgLFiwQL7bnyoOBmp8z5IlS6DVap3Wzccee8xhffVEXXa2LU9tzxdVlM/pDdy3RERERERERES+i4GaMjRmzBicOHECTz31FKpXr46HH34YS5cuRV5enreLRmXANjBTwXod9EkjRoxA9erV0ahRI+zZswdPPfUUGjVqJM93Vl89UZdPnTrldH0Vpe2oKJ/TG7hviYiIiIiIiIh8FwM1ZWjy5Mk4d+4c9uzZg1deeQX79+/HY489hurVq2PIkCFYtWoV8vPzvV1M8hBm1PieLVu24JVXXoFer0dKSgrCwsJQt25deX5aWhruvvtu3Hvvvar6Gh8fjy+//BI7duxwW10+evSo07aha9euOHnyZLlvO9hGeg73LRERERERERGR79KICnZbvycGBTIajZg5cyYA4IUXXkBwcLDL7921axcWL16MZcuWISkpCdHR0cjIyHBLuci3/Pbbb3jqqafk1+np6ahcubIXS1T+2NZFAHZ101l9VdbFq1evIjg4GC+++CJWrFgh1821a9c6ra+O6nJKSkqhbUNhbUdRbYO/tR0lbSf97XN6A/ctEREREREREVHpeCJuUBwM1PiAs2fPYsGCBfjqq6+g1WphMpm8XSTygPnz5+Ppp5+WX6elpaFq1apeLBHZsq2Lp0+ftqubhdVXd9flotZXUdqOivI5vYH7loiIiIiIiIjI+3GDoDLfIgEALl68iMWLF2PJkiU4cuQIAgIC0Lt3bzz22GPeLhp5CLs+8022dVGj0aBRo0aIjY3FzTffjICAANx6662oXr06OnToYFdfS12Xs7OBSpUAjcZheWzXV1HajoryOb2B+5aIiIiIiIiIyLcwUOMGJpMJ27dvBwDcfvvtCAwMdLjc5cuXsWTJEixevBgHDhyARqPB7bffjunTp+Ohhx5CtWrVyrLYVMZsAzMM1LifbV0EYFc3TSYTli9fji2bNmHfgQM4ePAgAKBRo0aoV68eLl++jAsXLuDmm2/GoEGDEB8fj507d6rq66233op//vkHP/30E1544QWndbmotsF07Bi2t2mDlDvuwKWBA7F06VKHbYNer8eSJUvQpUsXv207XGkn2UaWDPctEREREREREZF/Y9dnbqDT6RAVFQUA0Gq1iIyMdLhcQEAANBoNbr31Vjz22GN45JFHUKtWLbeUgXzf3Llz8cwzz8ivr169yu/fzWzrIgC7unn27FncdNNNAIBbO3TAkGHDMHr0aLluDh48GOPGjQMAOZvGtr66WpeLahu0Tz6JSgsWFLqt4mzPl7nSTpaHz+kN3LdERERERERERKXDrs8qkC+++AKPPvoo6tWr5+2ikBcwo8Y3fPjee/LzjcOGIfL112E0GuW6qdPp5EDNyZMn0bx5c7t1uKsuX7x8WX7ubFvu3J6vqyif0xu4b4mIiIiIiIiIfBcDNWXozTff9HYRyIs4Ro1vCEtIuPEiLg6A87pZt25dh9PdVZeTU1NvbKtOHafLVZS2o6J8Tm/gviUiIiIiIiIi8l0B3i4AUUXBQI1v6BJ0Iz5t0uu9WBIgJCREfq67ds2LJSEiIiIiIiIiIiJvYaCmDF24cAGNGzdGkyZNHM5v3LgxbrvtNvz9999lXDIqC+z6zDdUVwy03vqttwA4r5tNmjRBkyZN7OrmhQsXEBwcjPDwcIf1VVp+w4YNhZYlyGSSn3e47TanbUO9evUQFhbmdEyR8tJ2sI30HO5bIiIiIiIiIiLfxUBNGTObzU4v0JvNZvz333/o378/brvttjIuGXkaM2p8gyY/X35eUFAgP3dUN5OTk5GYmOiwbgohkJ+f77C+Sss/+OCDhZYlMDtbfm40GAptG4xGI65du+awbShPbQfbSM/hviUiIiIiIiIi8k0co6YMNW7cGPHx8U7nS/NOnjyJLVu2lEmZqOwwo8ZHGAzy05UPPABAXTd1Op08f9++fdi7dy9eeeUVADfqZuPGjeUgj6P6Kq1r//796Ny5s9OihCq29eOjj+LBn35yuFxiYqLTbSm35+9tB9tIz+G+JSIiIiIiIiLyXV4N1EyePBkrVqzA6dOnER4eju7du2PKlClo3rx5oe9bunQpPvjgA8THx6NZs2aYMmUK+vfvX0althccHIzPP/9cfl5aLVu2RMuWLUu9HvItzKjxPEd10fZ1kNGIz63LBzgYo0a5jjZt2qBTp07yPEd1s7D62qZNm0Lbhkp5eXJZgjIzi/x8RbUNvtx2uLOd9OXP6Q3ct0RERERERERE/k0jbK8el6G+ffvi8ccfR+fOnVFQUIB3330Xx48fx8mTJxEZGenwPTt37sQdd9yByZMnY+DAgViwYAGmTJmCgwcPolWrVkVuMzs7GzExMcjKykJ0dLS7PxKRU9OnT8fIkSPl1ydPnkSLFi28WKKK6a8WLdDv9GkAwOFBg9Bu1SqvlSUtOBhx1sycPwcOxMA//vBaWYiIiIiIiIiIiCoqb8cNvJpRYzto8dy5c1G9enUcOHAAd9xxh8P3TJs2DX379sXYsWMBAB999BE2bNiA77//HjNmzPB4mYvrq6++KvZ7xowZ44GSkLex6zPvkuri6ZQUnAKwFUDmzp2IHTRIXub8+fOq9ygHXj9//rzDgdh79uzpdJuF1eWvvvoKepMJYdbXx0+fxn+K9mLr1q3F2lZR2/NVbCM9h/uWiIiIiIiIiMg/uJRR8+233xZ7xc888wwqVapUrPecO3cOzZo1w7Fjx5xmx9SvXx9jxozB6NGj5Wn/+9//sGrVKhw5csRueYPBAINiTIrs7GzUq1fPrZExk8mEgwcPAgA6dOiAwMBAeV5AQIBL69BoNKr1Ufnz7bffYtSoUfLro0ePonXr1l4sUfljWxcByK+7du1qWcja5LkrlVBZd21f5+fnF9422Da/ivc6apptt2U7zZfbDmftJNvI0uO+JSIiIiIiIiIqHb/IqBk9ejTq1q2rushYmMuXL2PgwIHFCtSYzWaMHj0aPXr0KLQLs2vXrqFGjRqqaTVq1MC1a9ccLj958mRMnDjR5XKUhF6vR5cuXQAAWq1W1W3bxYsXi3z/oUOHMGnSJBw+fBixsbGeKiZ5Gceo8TzbughAfn3y5ElERETgn44dMeL6dQDAD82aoc2cOfL7t23bhtmzZ+PcuXMALMG1n376CSdOnEBUVBT+/vtvnDhxAt9++y1OnDiB6OhoHD16VH6/bV0uqm3IbtgQbayvv7npJgxev16ef+XKlUK35Wh7vszZvmAbWXrct0RERERERERE/s3lrs/279+P6tWru7RscTNpAODVV1/F8ePHsWPHjmK/tzDjx49XdeUiZdSUlQYNGjidd+TIEUycOBGrV69GTEwM/ve//6kyhah8Yddn3lW/fn1ERkailmJam+Bg9OjRw64uSkaPHo2YmBhMmDABd911F6ZOnSovM2HCBHl+Sepy/bp1kat4XUUIub04cuSI021J88tL28E20nO4b4mIiIiIiIiI/INLgZr//e9/iIqKcnml7777LqpUqeLy8iNHjsSff/6Jbdu2oW7duoUuW7NmTSQnJ6umJScno2bNmg6XDw0NRWhoqMtlKQuHDx/GxIkT8fvvv6sukHkjpYrKDjNqfENAQYH8/Gx2Nr584AG5Lr7wwguIj4+Xx88aP348+vbti6lTp2LSpEl29bWouqzT6ZyWQ5+TYzNBX+T6KkrbUVE+pzdw3xIRERERERER+R6XAzWuSEpKQq1atTB+/HiXlhdC4LXXXsPKlSuxZcsWNGrUqMj3dOvWDf/884/qzt8NGzagW7duLm3Tmw4fPowJEybgjz/+QGxsLCZMmIBRo0bxAlkFwYwa3xCkCNSMuHIFsbm5ePHFF5GQkICZM2equn86cuQIJk+ebFdf3VGX87KyoAwhf5OcjMMdOzpcX0VpOyrK5/QG7lsiIiIiIiIiIt/lctdnY8aMwVdffeV0flJSEnr16oUzZ864vPFXX30VCxYswOrVq1GpUiV5nJmYmBiEh4cDAIYOHYo6depg8uTJAIBRo0ahZ8+emDp1KgYMGIBFixZh//79mDlzpsvbLWuHDh2S72CuXLkyL5BVULYZNY4Giyf3sh0Y/dChQ/hfXp78elBYGPK7dcOMGTPkutm1a1f06dMHALBz505VfXVnXdZnZ+O04vUZoxETJk5Ura+itB0V5XN6A/ctEREREREREZHvczlQM2fOHFStWhXvvfee3TwpSFOtWrVibfzHH38EAPTq1ctuW8OHDwcAJCQkICAgQJ7XvXt3LFiwAO+//z7effddNGvWDKtWrUKrVq2Kte2yMmjQIPz555+oXLkyPvroI4waNapY3chR+cGuz8qe1IUZADzyyCNYt24dKin2+2q9HpV375br5pNPPokJEybI80+ePIkaNWoAcH9dHvbKK9ikeD0tPBwjPvhAfl1R2o6K8jm9gfuWiIiIiIiIiMg/aISLt/Vv374dffv2xZdffomXX35Znn7t2jX06tULlStXxoYNG3z+IlB2djZiYmKQlZXltjuKdTqd/Lm1Wi0iIyPleQEBAdBoNKhfvz4qVapU5Lo0Gg2OHDnilnKRb/nss89U3QL++++/6N69uxdLVP7Y1sUlS5bg2WefBWCpWxqNBjXMZiQp3hMcHIzAwEAAgF6vV60vNDQUGo1GNU+5PAA0a9bMYVk0Gg127txZeNsgBKSwUT2NBrGKgPOxY8fstudsW9L2fLntcNZOso0sPe5bIiIiIiIiIqLS8UTcoDhczqi5/fbbsWTJEjz00EOoXLkyHn/8cVy7dg29e/dGTEwM1q9f7/NBGk8JDg6Wx/EJDg5WzbvjjjvkC71UsTGjxvNs62J+fr48r0GDBmjYsCG0W7YgFEASgBAAgYrgidFoBHDjuwoLC5Prr9FodHixu2rVqi6XR6lDixaIOnkSl6yvI4VQrSsmJsau7ShsW77O2b5gG1l63LdERERERERERP7N5YwayYIFCzBixAj8+OOP+PzzzxEZGYmNGzciJibGU2V0K29Hxqji+uSTT/D+++/Lr7du3Yo77rjDiyUq/77++muMGTMGgGV8q2+++QbnAgLQ1NrsJYSGor5NFk1Z2TN7NrqOGCG/Xgugr8mk6uqRiIiIiIiIiIiIPM/bcQOXM2okTzzxBDIzMzFixAh06NDBr4I0RN7EjJqyl52dLT9PTk4GAIQovodAL34H+Tqd6nUogLy8PFX3aERERERERERERFT+uXzrdvv27dGhQwd06NABs2bNQnBwMDIzM9G7d295eocOHTxZVp9lNptx4sQJnDhxwu7ie1ZWFvr27YtPP/200HV88skn6NevH7RarSeLSl7EQI3nmc1mzG/VCn9ERiI3PR1ZWVnyvMuXL6NPnz74EcAJALsBPGU0qupmVlYWmjVrhoYNG2Lfvn0wm81y3UxMTJTrcmH1VTmvsLYhPS0NfQCMspYnGJZAjbIsffv2xT333FNo2+AvbYezfcE2svS4b4mIiIiIiIiI/JvLXZ9NnDjRpRVK/eT7Kk+kMDkbyBmwXACbMmUKzp8/j2rVqjldR0pKCpo1a4Z3330Xb7/9tlvKRb5l4sSJmDBhgvx6w4YNuPvuu71XoHJIWRfXvvQSFufl4ZdffgFgGd8lPz8fO3Jy0Na6fBSACykpct385JNP8Nlnn8kXrLVaLXQ6HZo1a4Zbb70Vu3btwvnz5yGEcFpflXV55MiRTtuGYb16YeXWrcixvt4GoMGlS6hfv75clilTpmD37t3o1q2b07bBX9oOZ+0k28jS474lIiIiIiJy7NNPP8X+/fuxdOlSBAYGers4ROTD/KbrM18PwPiqlStX4vHHHy/0IhkAVK9eHUOGDMHy5ct5oaycYkaN55lzcuTnKWlp0Cr2eWZmJoYMGYLa8+fL0+4HVHVz5cqVePjhhzF37lx5mlQ3f/31Vzz55JPy8s7qq7Iujxw50mlZd546hYcASFsKAZCbm6sqy+OPP46WLVsW2jb4e9vBNtJzuG+JiIiIiKgiWr16NRISEvDaa6/hvffeAwCsWbMG999/v5dLRkTkHEet9rDTp0+jU6dOLi3boUMHnDp1ysMlIm+xDcwwUON+ORcuyM+1mZmqMWpMJhOaNGmCUMXy7W3ef/r0aYddOHbo0AG5ubmqulxYfXWlLl9JT4dyS6FQB2qUbUdR6/PntoNtpOdw3xIRERERUUU0ePBgvP766zh8+LA8TXm+TUTki1wK1HTo0AEZGRkur/S2225DYmJiiQtVnrjYs5yMF+/LL2bUeJ72/Hn5ec7Vq8hRZNgAQPLVq6pGz7YBdGd9Ler7td2WbaCmuL8Xf/09sY30HO5bIiIiIiKqyJKSkrxdBCIil7nU9dnhw4dx5MgRVKlSxaWVHj58GAaDoVQFKy/q16+PAwcOuLTsgQMH5PEpqPxhoMbz9Jcuyc8Lrl9Hjkajmn/Qpi4egyXTRuqntn79+jh06JDdeg8cOICQkBBVXS6svrpSl6tGROCQIpAUCiAvL09+rWw7ilqfP7cdbCM9h/uWiIiIiIgqMuV1mOLeyEZEVNZc7vrsrrvuQrt27Vx6KC82VnQDBgzA/Pnzcfbs2UKXO3v2LObPn48BAwaUUcmorJlMJtVrBmrcz3jlivw8UKdTdX0GAAePHME5xeslAE4cOya/HjBgABYuXKh6j1Q3W7duLdflwuqrq3W5XbVqWKx4bZtRI7UdGzZsKHR9/t52sI30HO5bIiIiIiIiIiL/4FKg5uLFi7hw4QIuXrzo0uPChQto0KCBp8vuF8aNG4eIiAj07NkTixcvRkFBgWp+QUEBFi9ejN69eyMiIgJjx471UknJ0xio8TzTtWvy8+DcXLuuzzQA+ipehwPo07cvFi9eDL1ej5tuugn5+fnyfGXdnDt3LiIiItC1a1d07doV4eHhqvpa3Lrcv25dhCteB0IdqBkzZgwCAwPRt29fBAYG4o033lC9v7y0HWwjPYf7loiIiIiIyIIZNUTk61zq+oxBl8IFBwfjrbfekp8rVa9eHWvXrsUDDzyAJ554AuHh4bjppptQqVIl5OTk4L///kNeXh5q1qyJNWvWoEaNGt74CFQGGKgpAzod3rI+rWQ2IzMzEwDQtm1bHDlyBNUDAwGTCRpYGr+qAOLT0/H444/LqwgKCoIQAkIIjBgxAsHBwWjVqhWGDh0KrVYLvV4PAAgPD0e/fv0Krcv5+flO24ZoIfA7gHs1GuQKgaYAqr7zDmbMmCGvLzc3FxqNBjqdDs2bN/frtsNZO8k2svS4b4mIiIiIiCyU11rY9RkR+ROXAjVUuJCQEHzxxRdO53fu3BknTpzAjBkz8Mcff+DUqVPIzs5GdHQ02rZti/vuuw8vvfQSYmNjy67QVOYYqCkDubmQauIyxeShQ4fizTffRHB+Pg4D+AHAGgCnAJjMZoSHhyMoKAgFBQUwGo2IiYlBdHQ0NBoNsrOzcezYMURHR6NDhw645557AAAbN24ssi4X2jbk56M7gF0NGmBtfDz+AHAoLQ1Xr15VrW/IkCFYtGiR37cdhe0LtpGlw31LRERERERkobz2wusuRORPGKgpIzExMXj77bfx9ttve7so5CW2Bwg8YHA/szXbBQBirH81Gg0aNWoEAAi2Th8VHIzxRiMA4Nz27WjarVuxtzVhwoRSlVVYu1iLjIzE2wDeBvDVu+9izHvv2S1bEdoOtpGew31LREREREQVhTJQY9v9MxGRL2Ogxg3MZjMSEhIAAPXr10dAgEtD/1AFw4wazzPn5yPe+jzK+jcyMlLe98EAzAAuaDQIA9AYgEGrVa/DjfW50HUZDDADuBQQgAAA9R2UpTxhO+k53LdEREREREQWDNQQkb9ioMYN8vLy5Dv2tVotIiMjC13ebDZj2bJl2LhxI9LT01GtWjX069cP999/f1kUl7yEgRrPMxoMaGR9vsv6V6vV4pFHHgEAhADIA9Dams2SDWDN+vWYtnQp0tPTERcXh/DwcHzzzTcAgBEjRmDgwIHIz893WF+LqsuFtQ0aoxF5AO48dswyH4A+OxtLlixxuj5/bjuK00768+f0Bu5bIiIiIiLPyMzMRFhYGMLCwrxdFHKRs0ANx6ghIl9X7EDNsGHDMGLECNxxxx2eKE+507JlS3zxxRcYMGAAAECn06Ffv374999/odFoULVqVaSlpWHmzJno168fVq9ejcDAQC+XmjyBgRrP01i7MwMAR4fROpvXXQD8N3UqNAEBqFKlClJTU1XzZ8+ejZ9//ll+HRMTg5ycHMycORP33HMPdDoddu7c6bQuF+ad+HhE2JRtzrJlSJwxAxqNBoDlNyKtb8GCBRg4cGC5azvYRnoO9y0RERERUcllZGSgSpUqqFGjBq5du+bt4pCLmFFDRP6q2P2jZGVl4e6770azZs3w6aefIjEx0RPlKjdOnz6NrKws+fXbb7+NHTt24OOPP4ZWq0VycjKysrLw5ptvYu3atZg6daoXS0uexECN52kUB2Gu3O90GsDzDzwArVaLRx99FADQrFkzef7w4cNvrFujwQ8//CDX13Xr1uHff/8tcV1OMhqRrXj9AYDLKSny+sxmM2bNmiWvr2/fvuWy7WAb6Tnct0REREREJbdrl6WfhuTkZC+XhIqDGTVE5K+KHahZtWoVEhMT8fLLL2Px4sVo2LAh+vXrh2XLlsGouJudHFu4cCGGDx+O8ePHy6mzUVFR+Pzzz9GvXz/Mnz/fyyUkT7EN1PAgwf0CFQdhoQ7m26YQ3gZgSO/eCAsLw8KFCwEA48ePl+evXr0azzzzDPr37y9/X1J9DQ4ORmxsrNvq8jIAN9eurVpfWFiYvL69e/dWiLaDbaTncN8SEREREbmON1f6J+W1F16nJCJ/UqIRh6tVq4YxY8bgyJEj2LNnD5o2bYqnn34atWvXxhtvvIGzZ8+6tJ5t27bhvvvuQ+3ataHRaLBq1apCl9+yZQs0Go3dw19SUHNycpCRkYG+ffs6nN+3b1+cO3eujEtFZcU2UGP7mkovQLFPHWXU2Hbq1ApAQV6eXDelLsckUn21rbM5OTkoKCiAVqt1WI6S1OUMALWjohzO69WrF0wmU7lvO9hGeg73LRERERFVJEIIvPrqq5g0aVKJ18FAjX9SZtEYDAb5Ob9PIvJ1JQrUSJKSkrBhwwZs2LABgYGB6N+/P44dO4aWLVvi66+/LvL9Op0Obdu2xfTp04u13TNnziApKUl+VK9evaQfoUxIF38jIyMRERGBgADnu53jA5RftgcF7CvV/QKK6PrMNqMmAIAxN1eum7Zs66uyLgcHBxdaX4tblyMAmBQHkcrthYSEWMpbTtsOtpGew31LRERERBXRmTNn8MMPP+B///tfiXuz4IV9/6S8KVYZqOHNskTk64odqDEajVi+fDkGDhyIBg0aYOnSpRg9ejSuXr2KX375BRs3bsSSJUtcumuhX79++Pjjj/HAAw8UqwzVq1dHzZo15UdhF558wYgRIxAdHY3Y2Fjo9XocPHjQ4XKnT59G7dq1y7h0VFZsDwqYgut+gYp9HAJAYzP/GIBaitczATz46ady3ZTuupJI9fX06dMA1HXZaDQ6DO4ArtflVxXP9QBSFeOJKLc3duxYACi3bQfbSM/hviUiIiKiisjZxfriYKDGPzFQQ0T+yvYG8yLVqlULZrMZQ4YMwd69e9GuXTu7ZXr37o3Y2Fg3FM+xdu3awWAwoFWrVpgwYQJ69OjhdFmDwaBqmLOzs50uW1JBQUF45ZVX5OdKw4YNs1vetnslANBqtVi4cCHuu+8+t5ePfIPtQQEzatwv1GTCK9bnQbBk1dz36KOIi4vDxo0bkf/ff7gdwJ6wMCTp9WgAoHqTJqjftSsASyDklltuweLFixEVFYVBgwbBaDRi4cKFaNKkCW6//XYAliDb0qVLUadOHbsyKOtyYW1Dr4AA1DWbsbNKFQRmZ6NrQQH2KYJ3UtshbatJkyZ+3XY42xdsI0uP+5aIiIiISC009Maopbm5ufIYjcWhDNSYzWafv0mYLJwFangNhoh8XbEDNV9//TUeeeSRQv/JxcbG4uLFi6UqmCO1atXCjBkz0KlTJxgMBsyaNQu9evXCnj170KFDB4fvmTx5MiZOnOj2siiFhoY67b5tzpw5Lq0jODgYhw4d8miAi7yLGTWeF2E2Q1kTe7Rvj4ULFyIgIADvvvsuLk2ejHkA8rt2RdKRI2iQmYnld9yBh2bMkN9jMBgwefJkxMbGIiYmBgaDASNHjpRfS8t88sknDuursi4X1ja8HhCAwWYzkkeORMyCBQg7dw6DFV1PSW2HclvS9p1tz5c52xdsI0uP+5aIiIiISE15g1Jubi6qVKlS7HUoAzUmk4mBGj/BjBoi8lfF/i+zefNmhxeYdTodnn32WbcUypnmzZvjxRdfRMeOHdG9e3fMnj0b3bt3L3Q8nPHjxyMrK0t+XL582aNlLKnQ0FA0aNDA4YVYKh+YUeN5gTap6X+tXCkfTAcGBiLEOj0oIgLCGhQx6fWq99jWRUd1s7D66mpdlsoaFBEBjfVur4K8vGKvr6K0HRXlc3oD9y0RERERlTfKIEueg/Os4q6DF/n9BzNqiMhfFTtQ88svvzj8J5eXl4d58+a5pVDF0aVLF5w7d87p/NDQUERHR6se7iaEQGpqKlJTU0s8SB2Vf9LBgjQwPDNq3C/IZEIqgFQAAkCg0SjXTY1Gg2Dr9OtCIDUgAAL2gRp31mdn6xJCIMhshgCQYTLhurUsGqOx3P4u2E56DvctEREREZGa8mJ9bm5uidbBQI1/YkYNEfkrl7s+y87OhhACQgjk5OSouj4zmUxYu3Ytqlev7pFCFubw4cOoVatW0Qt6UG5urvzZtVotIiMj5XmVKlVyOCaAMxqNBlk2A4pT+SAdFISGhiI/P593c3hAvtmMutbnWgDIyED1Zs0AWPa7GcAiADl//33jTYsX44nFi0u8zUqVKjmcrtFocPXqVYdtg9FoxEOwNMA5771nWQ+APABVqlSBRqNBTk6Oy9uStufLbYezdpJtZOmdOXMGLVq0AMB9S0REREQEqC/KM6OmYmFGDRH5K5cDNbGxsdBoNNBoNLjpppvs5ms0mmKPBaPValXZMBcvXsThw4dRpUoV1K9fH+PHj0diYqKcqfPNN9+gUaNGuOWWW6DX6zFr1ixs2rQJ69evL9Z2y9JDDz2kulBmMBiwaNEi3HvvvV4PMFHZUgZqcnJyym3mhDcF22YTKLJlHnjgASSuX48G6emYr1ikcmgoqtarB5PJhIsXLyI8PFw+kG/YsCHi4+NRu3Zt5OTkoEaNGvL7pOW7d+9e7LpsMBjQE0AcIJelL4ClADp27IhGjRph+/btqrbDZDIhPj6+3LUdbCNL7+2333Y4nfuWiIiIiCoqZZCFGTUVCzNqiMhfuRyo2bx5M4QQuPPOO7F8+XLVQGwhISFo0KABateuXayN79+/H71795ZfjxkzBgAwbNgwzJ07F0lJSUhISJDn5+fn480330RiYiIiIiLQpk0bbNy4UbUOXzN37lzV67S0NCxatAjjxo3DnXfe6Z1CkVdIB3mh0ngkvJvD7UIKCdTMmj4dkbNmQff223JwRAPguRYt8PmhQ0hLS0P16tWxdOlSDBw4EACwZcsWNGrUCL/++qtdfZWWL6wu63Q6h9P1ej0mAGiFG4GaL2AJ1AwdOtTheF+ubM+nOQlMso0svZzUVIfTuW+JiIiIqKJi12cVl/JaCzNqiMifuByo6dmzJwBL1kv9+vWL1Z2KM7169Sq0P33bi0zjxo3DuHHjSr1db3LHfiP/JB3YSd0GMqPG/YJtJyjHn/npJ0BxoC2zHqw5qpuF1dfS1GWDwYAQ2/VZ/+ptxsxxx/Z8Qdorr7i0nL9/Tm94ODERm11YjvuWiIiIiCoKd3R9plwHAzX+gxk1ROSvXArUHD16FK1atUJAQACysrJw7Ngxp8u2adPGbYUjKk+UXZ8BvJvD7YSwC34gJeXG86NHAQfdNpq9EDAzGAz2QSWrkt7t5eviFi70dhHKrdYOxjMiIiIiIqrI3JFRo7y5kufv/oNj1BCRv3IpUNOuXTtcu3YN1atXR7t27aDRaBxmwmg0GkaoiZxgRo2HOdqf//5743n16g6XEV4K1NgFlaxKercXVVz6IJeTY4mIiIiIKgR3jFGjPGfntS7/wYwaIvJXLl3duXjxIqpVqyY/J6LiY0aNZ5kdBTiuXr3xPDMTCHaQx+KFgzW9Xo8qTuaV14yabG8XoBwzBAbKz/VpaYiMjPRiaYiIiIiIvM8dXZ8xUOOfmFFDRP7KpUBNgwYNHD4ni6CgIAwbNkx+rrRixQrV65ycHGg0GuzYsQOZmZkO1/fggw96pJzkXcyo8SyjTocgAMMAmGvXRtDVq8C1axhmnf/n6dMITkuDEUCv+vWRkJKCi3o9tl2/jnHjxskH75988gnq1asHAPjss8+g0Wgwc+ZMfPvtt7hJ0XVaXl5ekXV5wIABDtsGg8GAjQAqAejVqROQmIj1SUnQADh+/DhWrFiB3bt3q9blyvZ8ue3IAOTvIigvD7AGE9hGll4wbuxb/YULgPX/NPctEREREVVU7u76jIEa/8GMGiLyV8XuL+WXX35BXFwcBgwYAAAYN24cZs6ciZYtW2LhwoUVMpATGhqKuXPnOpz38MMPO+wqbsKECQ6XZ/dx5RczajwrX6tFJQA/A0CPHghcuhS4dg1zrfMD9u611EUASEiAVCP3a7XY/8UX8np27dolP//xxx8BAIsXL3a63aLqsqO2wWAw4AUAGgDiwAFACGwFIACsWbMGa9ascdq9pL+2HaGA/F0gKwuIiwPANtIdYgwGed9ejo+Xp3PfEhEREVFFxa7PKi5m1BCRvyp2oObTTz+VL17u2rUL33//Pb755hv8+eefeOONN+zu4K3oNm/e7O0ikI+QDhSlQA0zatzLqNUCAAwAwipVskxMTpbnb27WDGjWDFi7FnjuOfyzYweqnj6NndHR6D5pEgDg3LlzqnU2bdpUfn7u3DnVa0m7du2KXVaDwYA/AUQCwK+/AitXAsuXYz6A/KefxrPPPovDhw+7ZVu+Ikb5QtH1ANvI0otQnHzor12Tn3PfEhEREVFFxa7PKi5m1BCRvyp2oOby5cvyxcpVq1bh4YcfxgsvvIAePXqgV69e7i6fXxBCyHdoREREQKPRyPN69uzprWKRj7HNqGGgxr2MOh0ELF1sxYaEIMI6Xbp36o6CAmji4iAA5DZsiBpJSWh++jTCw8LwwqhR8noKq8/F5Wxder0efWDJMsnt2BHYtw8RAPYCSKpaFT179ixfbYcQiAags76MyM2FtFfL1ef0ksj8fHnf5qWny9O5b4mIiIioomKgpuJSflf5+fnyc2bUEJGvK3agJioqCtevX0f9+vWxfv16jBkzBoBl3I2S/vPzd7m5uYiKigIAaLVaDuRMDtmOUcODBPcy6nTIBVAXAGbMgNY6Pcr6V5uZicj8fOQCiHr/fcs0ALD5HtxZn52ty2AwIBiWIFJUixZyWUJgGUekvBG5uTDixneRk54uP6fSCyookPfn9uvXvVoWIiIiIiJfoOz6rKRBFgZq/BMzaojIXwUU9w333HMPnnvuOTz33HP477//0L9/fwDAiRMn0LBhQ3eXr9y4cOEC1qxZgz179qgOGJSOHTuGSdYumKj8YUaNZxUU1e9wZiaQl4eLiklmAGkGg9O6uW/fPpjNZlXdlOryb7/95nSsj6Lqcn5eHgJtpu2DJXKu1WpV0y9cuIDp06fjhRde8Nu2w5CSon6dlWW3DNvIkotWPDc5qAfct0RERERU0SgvyjNQU7Eob4rlGDVE5E+KHaiZPn06unXrhtTUVCxfvhxVq1YFABw4cABDhgxxewH9ndlsxjPPPINmzZrh/vvvR/fu3dG8eXOsW7fObtmjR49i4sSJXigllQVm1HhWgU5X6HyzEHhm9260VUyrA+B9nU6umzfddBPuv/9+ef5dd92F5s2bY/78+ZgwYYKqLj/99NOYOHFiiepyvlYLM4CXFNPuAjAJlovqgLrteO211/B///d/ftt26JKSVK9zFd1zsY0sHWE0IkTx2qwI9HHfEhEREVFFpQyslPTcm4Ea/8SMGiLyV8UO1MTGxuL777/H6tWr0bdvX3n6xIkT8d5777m1cOXBzJkz8csvv2D48OFYvXo1ZsyYgZCQEPTv3x+TJ0/2dvGoDDGjxrOKyqiZDeCX5GQ8pZiWA0AAeOqppzBjxgzodDps2rRJnj9t2jSEhITgiy++gBBCVZefffZZAChRXS7IzcVMAL8ppk2DJaNm7969mDx5sqrtGDNmDDQajd+2HbrUVNVrZaCGbWTpGLKzVa+FogtS7lsiIiIiqqiYUVNxOQvU8GZZIvJ1xR6jBgAyMzOxd+9epKSkqLpR0Wg0ePrpp91WuPJg5syZePDBB/Hzzz/L04YPH45XX30V7733HhITE/H99997sYRUVphR41kFRYyRNQfAg+Hh+CEvD/Os0+4HkKXR4Ndff0WlSpVQs2ZNhIaG4tKlSwCAZ555Bi+++CL69OmDzZs3o3HjxnJdzsrKwuzZszFixIhi1+WC3FzMsm5/tXXaMwBiAYyuWhXvvfceqlatKrcdv/32GzQaDQ4fPuyXbYc+M1P92iZQwzay5AzZ2ap/5EIRsOS+JSIiIqKKimPUVFzOvit+h0Tk64odqPnjjz/w5JNPQqvVIjo6GhqNRp7HQI29c+fO4eWXX1ZNCw4OxsyZM9GsWTO88847SE1Nxfz5871UQior0oEiM2o8w1xERs0FAK/aHJjdA6CSEOg/ZQrGjx+PgIAAfPnllxg9ejQAYOjQoVi0aBFGjBiBzZs348KFC3jsscfk+qrRaEpUlwtyc3EOwHDcCNQAQDgsWYtvv/02xo0bh/j4eNXvxF/bjgKbcXeUY9SwjSwdQ1aWOlCj18vPuW+JiIiIqKJiRk3F5ey74s2yROTrit312Ztvvolnn30WWq0WmZmZyMjIkB/pirukySIqKgrZNl3TSMaOHYuff/4ZK1asQP/+/Z0uR+WDbddnPEhwL1MRGTWRALLz81XTcmCJVr/xxhv4+eefUVBQgO+++06e//vvv6vq5qOPPuqwvha3Lhfk5iIKlmwepRBYMnXGjh2L2NhYHDp0yOH6/K3tsB0/KF8RqGEbWTr5NvtEowjUcN8SERERUUXljkCN8pydgRr/wUANEfmrYmfUJCYm4vXXX0dERIQnyuOXAgMD8fDDD8vPlVq3bo3169fjzTffdPje4cOHo3LlyhgyZAh27drl8bKS99h2fcaMGvcy5eUhEMBdQUGo3KMHArduBQA8rNEAkZHI1GqxHsCrAB7u1Qvb9u/HJq0Wz8PSb+3w4cMxbdo0HD16FIGBgTCZTFiwYAGGDRsm182MjAwsW7bMYX11VJedtQ0mvR6tAWwGLPMvXULgvn1yoEYIgS5duiAlJQX//vuvw7bBn9oOk06HQAAPS68VGTZsI0snPydHtW8DFYEa7lsiIiIiqqjY9VnFxa7PiMhfFTujpk+fPti/f78nyuK3wsLCsHTpUixdulS+CC+5//77sXHjRpw6dcrp+wcNGoS///4bQUElGjKI/AQzajzLrNcjDMAnlSph6dSpCAMQBmBp1apY2qwZBgPYCOAigKWff44PBgzAJgDJAPKs2TjPPfccACA8PBwBAQF45JFH5Lqp0WiwceNG3HTTTU7rq21ddtY2mPLycD+ArUJg0qRJWPrmmwgDEAzLyYBer8f999+Po0ePYsaMGU7bBn9pO0w6neW7sD4CFRk2bCNLJz87W7VvwxXtCvctEREREVVU7Pqs4mJGDRH5q2JfmRkwYADGjh2LkydPonXr1ggODlbNv//++91WuPLg2WefRa9evVCjRo1Cl7vjjjtw9OhRXLx4sYxKRmWNGTWeZbZmEpgCAwFlxl9sLBAZiWcB9AJQAwDCwjCiVy/0XrwYRwFcv34d1apVk+uryWRCRkYGgBt18/Tp06hTpw5q1KiBFi1aOK2vrtRlU14engXQMTLS0jaEhACwdH0GWLJqpLLUqlULvXr1cro+f2g7bLulMykCNWwjS8doM/5PoMEgP+e+JSIiIqKKioGaiosZNUTkr4odqHn++ecBAJMmTbKbp9Fo2PDZ0Gg0+O6773DLLbfgtddec7rct99+i9OnT2PatGllWDoqS8yo8SxpEHVzUBAQGXljRuXKQEQENAC+A3ALgNdCQ6EJCsJ3ADQA6qWlAbDU1xdeeAEBAQHYtGkTgBt1c8qUKRg7dixuueUWCCGc1ldX6rJZr4cGwE9GIzr89htea9QIABAeGAiYTMjKykJsbCy+++47pKWloXr16k7X5w9thzk3V/1aEahhG1k6BTaBmiDFyST3LRERERFVVOz6rOJydq2F12CIyNcVO1Cj/GdHFjqdDlFRUQAArVaLSMVF4pkzZ2Lu3Lk4efJkoesYMGAAxo0bh9atW+Pll1/2aHnJO5hR41nCYIAOwO3XrgENGkC6fB21bx8A4HMAcwHsB6Bp3hwAEArg/wCkpqYCsNTX/fv3Iz8/HyEhIdBqtXLdTEtLw++//46TJ09CCOG0virr8tChQx22DcJgwEwAC/PzMff11/E6AC2AsIAAOVAjtR1//fUX+vXr57Rt8Ie2Q+TlQQcgyvp6rSK4wDaydAq0WtW+3ZOfL8/jviUiIiKiisodGTXKC/sM1PgPZtQQkb8q9hg1SnrFoMXk2JIlS/DQQw+hcePGhS7XpEkTPPLII1i4cGEZlYzKGjNqPEsU0R6tBPAQgEaKaYMANMCNQM2SJUswePBg1fukurlu3Tq5LhdWX12py8JgwBIAfW3GtAoNsDTJWVlZctvRu3fvQtfnD22HsOn6TKMIJrCNLB2TTbZSsOLkg/uWiIiIiCoqBmoqLo5RQ0T+qtiBGpPJhI8++gh16tRBVFQULly4AAD44IMP8PPPPxdrXdu2bcN9992H2rVrQ6PRYNWqVUW+Z8uWLejQoQNCQ0PRtGlTzJ07t7gfoUwdO3YMt912m0vLdu/eHUePHvVwichbpGw0KVDDjBr3EoqxOQAAjz+uenkCgG1N7AYgGDcCNceOHUO3bt3s1t29e3dkZ2er6nJh9bWoumzS63EMQKfwcNX0UOvfb775RtV2FLU+n287bIJoyu652EaWjnK8H0AdqOG+JSIiIqKKyh1dnzFQ45+YUUNE/qrYgZpPPvkEc+fOxeeff46QkBB5eqtWrTBr1qxirUun06Ft27aYPn26S8tfvHgRAwYMQO/evXH48GGMHj0azz33HNatW1es7ZYlqQslV4SEhMBge7GZyg1m1HiYIksDAPDtt8APP9yYDcC2JoZAHahxVl+lacp5hdXXouqyWa9HPoDgIHXvkyEaDQBg7dq1qrIUtT5fbztss52UgRq2kaVjO/5PiOLkg/uWiIiIiCoqZtRUXMyoISJ/VewxaubNm4eZM2firrvuwksvvSRPb9u2LU6fPl2sdfXr1w/9+vVzefkZM2agUaNGmDp1KgCgRYsW2LFjB77++mv06dPH4XsMBoPq4lN2dnaxylhatWvXxvHjx11a9vjx46hdu7aHS0TeoLybh2PUeIhtoCYiAhg6FHjlFQBALQC2NfEkgO64EaipXbu2w/E8jh8/jqCgIFVdLqy+FlWXDTk5qA3grM0BZHR4uJx9UqVKFXl7Ra3P19sOjU0AIFDxudlGlo7Jplu5ECHk59y3RERERFRRMVBTcTGjhoj8VbEzahITE9G0aVO76Waz2eMXnnft2oW7775bNa1Pnz7YtWuX0/dMnjwZMTEx8qNevXoeLaOtu+++G/PmzUNKSkqhy6WkpGDevHm45557yqhkVJaUBwTs+swzNLaBGhu9AMwDkBJwo9lbCCAbQHJyMgBLff3tt99U75PqZrNmzeS6XFh9daUuG3JycDeA5VlZqunhAQFy8Lpx48aYN28eTpw4Uej6/KHtsA3UKLvnYhtZOsImoyYUN04ouW+JiIiIqKJSnoOXNJPCHcEeKnvMqCEif1XsQE3Lli2xfft2u+nLli1D+/bt3VIoZ65du4YaNWqoptWoUQPZ2dnIs7mrWDJ+/HhkZWXJj8uXL3u0jLbefvtt6PV63HnnndizZ4/DZfbs2YO77roLer0eY8eOLdPyUdlQHihIGTUmkwlCcfc7lVIRgZoxAPQABij2uR7AcwDOnz8PwBL4zVIET/bt2yfXzenTp0Ov16Nbt27o1q2bw/rqal3O12rxNoB82+8/Px+tW7cGADRs2BC5ubno2LEjdDqdw/X5S9thG0QLUtQHtpGlY9utXBiAnJwcANy3RERERFRxuXuMGl7k9x/MqCEif1Xsrs8+/PBDDBs2DImJiTCbzVixYgXOnDmDefPm4c8///REGUslNDRUzmDwlMDAQPTv319+rtS4cWMsWbIEQ4YMQffu3dG4cWO0bt0alSpVQk5ODo4fP47z588jIiICixYtQpMmTTxaVvIO5QFBuGIAeaPR6PIYElQ4jdGIQABdqlZFXNeucl3s378/kJiIpkeOYAmAIdbgSERYGFrr9TgAoCA+HiEhITAajQgICJADaL1790ZgYCDuuOMOfPfdd4iNjcWFCxcAALVq1cLYsWMLrct6vd6ubdDr9RD5+WgMYG67dnji6FEUFBSgLYA2Oh2ubN4MAFi1ahUMBgOEEAgICEDfvn39tu3Q5OcjEECP8HDE5OUhXHHSxDaylPR6BAK4LTwc0Xl5CAeQnJGBypUrc98SERERUYXFrs8qLmbUEJG/KnagZtCgQfjjjz8wadIkREZG4sMPP0SHDh3wxx9/eLzblJo1a8pdFEmSk5MRHR2tuvhd1sLCwrBmzRqn8wcMGICjR49iypQp+PPPP7Fq1Sp5Xu3atfH8889j3LhxaNy4cRmUlrzBUUYNULzBvqlwAUYjwgB80qUL7lbUxzVr1gB//AHcfz8GADhavTqmPPgg/ly5Env1ekg5LdJ3JAVpIiMjAQC5ubnYsmULAEt9feKJJwAA27ZtK7IuO2ob0tPTIX3jDzdtis7Ll2PK//6HP+fNwyqzGdi/H4DlIPKFF17AE088gYULF/p12xGYn48wAF81bowuJ04gAZb9rNFoALCNLBW9HmEAvmzcGF1PnAAA5KSlAdZ9xX1LRERERBURAzUVFzNqiMhfFTtQAwC33347NmzY4O6yFKlbt25Yu3atatqGDRvQrVu3Mi9LcTVs2BA//vgjfvzxR+Tk5CA7OxvR0dGoVKmSt4tGZUCZdq0M1HCcGvfRWA+iNY4y6GJj5acNo6IsdfHll5HTti3OAegA4Ny5c4iLi7Orm4XV15LU5fT0dARLZQ4JsbQNX32FH+fNQw6ABd9/j5defRVdu3bFjBkzAAB33HGHX7cdAdbfuTk6GoCley7bbDK2kSVkHf/HaA0sAoD2+nXVIty3RERERFTRuLvrM17k9x/OMmeYUUNEvq7YY9Q0btwY120uAgFAZmZmse/I1Wq1OHz4MA4fPgwAuHjxIg4fPoyEhAQAlvFlhg4dKi//0ksv4cKFCxg3bhxOnz6NH374AUuWLMEbb7xR3I/hVZUqVUKdOnV4kawCUR7UKbviyy9iXBVynRQMcBioqVz5xnPpgnZwMCoBaBhgaQaTkpJQqVIlJM+dC23lyoh/8klAiELra0nq8vXr1+WMGkiBCuvfSgAa1K4NwNI+umN7viBQCqJZA2ZhgNNxxQD//ZxeYQ3UiIgISK2MzsH/aAn3LRERERFVBO7IqHHHOqjsObshlt8hEfm6Ygdq4uPjHTZuBoMBiYmJxVrX/v370b59e7Rv3x4AMGbMGLRv3x4ffvghAMuFUyloAwCNGjXCmjVrsGHDBrRt2xZTp07FrFmz0KdPn+J+DLfS6XSIjIxEZGQkdDqdV8tCvklZZwICAuRMAgZq3CfAZIIOwIDly+W6KNfNLl0g1UxdjRqWaR07QgcgxNr91tWrVwEA+z7+GE1NJtyyYAF0p06VqkyO2gZl12c6jcYyv2ZNuXyVrIEmR4EafxVYUAAdgF7r1yMSQAEKD9RQMej10AG4d/t2RAPQAchNT/dyoYiIiIiIvItdn1VczKghIn/lctdnv//+u/x83bp1iImJkV+bTCb8888/aNiwYbE23qtXL3k8CEfmzp3r8D2HDh0q1nbKQm5urreLQD5MOqgLCAiARqNBSEgI8vPz2fWZG0lZG/qCAkBxAGZXN+PiVNOCrG1QUlISACAiPx/S3NyEBES2bFmqctluPzs7W5VRYzs/yhrEK0+BmiDpu7HWg1AAmeXo83mVNaNGrzhxzMvI8FZpiIiIiIh8Ars+q7icBWT4HRKRr3M5UDN48GAAgEajwbBhw1TzgoOD0bBhQ0ydOtWthSMqL6QDgsDAQACWOgMwo8adAlwNekVFqV4qAzVmsxmVFcHjtPPnUc1tJbTQarU3AjXBwTdmBAQAZjOirBk1OTk5bt6y9wQ7OCDWZ2V5oSTlT4A1UKOUl5lZ9gUhIiIiIvIhzKipuJhRQ0T+yuVAjXQ3QqNGjbBv3z7ExcV5rFBE5Y1toEbq+owZNe6jcfWgy2ZsjkBFoCYxMRHRikCNPjnZbeWT5OTkIEx6oQzUBAcDBoMqo0YIAY21azZ/FuTguzEwUOMWGgfBXu5bIiIiIqroOEZNxcWMGiLyVy4HaiQXL170RDmIyjUpc0YK0DCjxv0CXQ3UdOliNykIlkBNSkoKKium56ekuKVsSlqtFtHSi5CQGzNCQgCDAZHW34bZbIZer0d4eLjby1DWghXdDkgM2dleKEn5E+gg2MtADRERERFVdMyoqbiYUUNE/qrYgRoA+Oeff/DPP/8gJSVF1e8nAMyePdstBSMqT/R6PQAgLMySSyEFbBiocZ/Aog6ct2wBTp0CBg60mxUM4OrVq8jKykIzxXSzBwZl12q1kPNobAM1AMKDglTLlodATYiD74bBBPdwFKDMZxCMiIiIiCo4jlFTcTGjhoj8VbEDNRMnTsSkSZPQqVMn1KpVq1x0y0PkaVKgRrroLmXUsOsz9wkq6qCrUyegZ09Ap7ObFQxLRk1WRgZiFdPN16+7s4gALF2fyeEZZaDG+psILChAREQEcnNzodVqUa2au0fJKXvBiu7kJAwmuIej371Rq/VCSYiIiIiIfEdpM2rMZrNbgj1U9pxdZzGZTOWme3EiKp+KHaiZMWMG5s6di6efftoT5fFLAQEB6Nmzp/ycyFZeXh4AZtR4isFgQDCAAAC3tW2LwNhYuS7a1k1Vfd26FYAlUJOWlobsy5cRBKCndb2aUgYTHLUNWq1WDtQEhITcmB8fL30YREVFyYEaf2c2mxEGQADo3rEjcPAgAoRAXkaGt4vm98xmM0LMZgQA6NGyJczx8QjIzUVBOfjdEBERERGVhjKwUpIur2wDMwzU+I/Cvm+z2SyPHUxE5GuKHajJz89H9+7dPVEWvxUeHo4tW7Z4uxjkw5x1fcaMGvfIzs5GKIBwAFvmzkVgu3byPNu6qaqvQUGAyYSIwEBcN5mQdOKEZR3WZY+U8oK3o7ZBmVETHhV1Y37Llpa/ej2ioqKQkpKCnJycUm3fF+TqdIiyPt+wdCm0bdogXKtFdlqaV8tVHmi1Wvl3/8833yDrnXcQfvAgTA6yxoiIiIiIKpLSZsMwUOO/CgvUFBQUMFBDRD6r2Okfzz33HBYsWOCJshCVW7aBGqnrM2bUuEd2drYc/AgszpguoaEAgLrVqwMAFs+apZod5IHMBGVGjdTdGQBAKrdej5iYGABAVjkYx0WrGOcnvHJlCGuQUsdATanl5OQgzPo8JDoaARERAABzbq73CkVERERE5ANK2/WZ7cV+3mTpPwoL1DDgRkS+rNgZNXq9HjNnzsTGjRvRpk0b+YKz5KuvvnJb4YjKC6nrM2mMGmbUuFd2djZqSi+swReXhIQAubmoExcHJCUh0mZ2kPV7cydVoEY5Ro01iIe8PMTGxgIAMjMz3b79sqbs4kwTHg5h/X5yFQEcKhmtVoto63NNeDgCpUCNB363RERERET+hIGaiquojBoiIl9V7EDN0aNH0c7ardDx48dV8yrqgFw6nQ4NGzYEAMTHxyMy0vZyL1V0zKjxrKysLIQC0AFo2LEjEBCAeOuYL7Z1U1VfQ0IQCaB2XBwAIFJah3W9mwyGUpXLUduQk5MDKZSkM5vRsFo1y/xbbrEEivR6OVBTHjJqcq2BGh2AhnXrwpyejgSAY9S4QXp6OqrDum979YLQ6XAJgGCghoiIiIgqOGXXZ0KIYg8ib3tBnxf4/QczaojIXxU7ULN582ZPlMPvpbEbHyqEszFqGKhxj+yMDAQBMABIs8nUcFQ35Wl16gAA6lqDJdJYKtI7Qt3w/dhuXxpXBAAQFnZjvpQJpOj6rDxk1EiZMwao94W+HAShvO38+fNoB8AMIE0R+AowGmEymdzS9/Kzzz6LK1eu4O+//0ZAQLF7SyUiIiIi8gpHY8wEBbl+Ccz2/cyo8R/MqCEif8WrLkRlwLbrMymjhgd77pGenFyyN1oDZvf07AkAdl2fhbj5IE4IgczMzBuBGmU3bdIYNeWs6zODNSCTb3P3moGBmlI7d/YsHHX0FwrL+DWlJYTAnDlzsGHDBhw6dKjU6yMiIiIiKiuOAjXFwa7P/Fdh3xUzaojIl7l8O8GDDz7o0nIrVqwocWGIyitm1HhWypUrJXujNVDS9uabMWTIEEQuXKiaHaZIl3eHrKws6PV6eQB4VaBGGqOmnHV9JmXOGAMDAcXJjj4zs9jdD5DahTNnHN5tEQbg+vXr8u+opJTtE09oiIiIiMifMFBTcTGjhoj8lcuBGqkrHiIqPmeBGh7sucf1q1dL9kZrZpPGaMSCBQuQ27w5xIQJ8uxIABACcFMw4aq1nOEBAYDZrA7UKLo+K48ZNbaBGqHX48qVK6hXr563iub3rpw753B6GIBTp06hSZMmpVp/Hse6ISIiIiI/Zba56Y6BmoqDgRoi8lcuB2rmzJnjyXIQlWvOuj5jRo17XE9KAgCYNBpLYMVVUnDEYAAARAgBnWJ2ACyBhtBSZiZICg3UKDJqYmrXBlA+MmpyrWOnmIOC5P0MWLrnOnz4MAM1pXDl/HmH08MAHDt2DAMHDizV+pWBGmbUEBEREZE/YUZNxVVYMIbnNUTkyzhGDVEZYNdnnpVhHaNGWPery6Tlpe9Bp7NbJNsaBHIHOVAjZeg4CtSUszFqtGlpAAARqh5NJQyWQA2VTHp6OvKsvw9hDfxKQgEcPXq01NuQ2i3b50REREREvq60gRrb5Rmo8R/MqCEif+VyRg05FxAQgE6dOsnPiWzZBmqkjBoe7LlHpjVQExAcjE6tW1ueW+uibd1U1VebjBpotQgA0Kl2bZivXkUAgJykJFRr0aJE5bJtG6RATYg16ycgPPzGfGu2FfR6VK5cGYDlYry/012/DgDQhIVZPmtCAgJSUhAGID4hwbuF82Pnzp2DFPoKDA1Fp7ZtgZQUBCQkIAzA2bNnS70NZUYNu0EjIiIiIn/CjJqKy1EwJigoCAUFBcyoISKfxkCNG4SHh2Pfvn3eLgb5MNuuz5hR415aa/da4WFhdnXR9rWqvg4YYPmryKgJB7Bv9Gikv/MOws1m6FJSSlwu27Yh2RpQCrH2lxweE3Nj/iefWP7q9ahRo4ZqeX+mswabIqV98fbbwOefIww3Moyo+M6dOwdrDtaN39ns2cCIEQgDcPHixVJvgxk1REREROSvbAMrDNRUHI4CNREREcjOzmZGDRH5NKZ/EJUBZtR4jtFohMkaCNPYdK9VJGl5267PIiOhDwwEAOSmprqjmAAsY85oAARKA1tK3Z0BgJRRk5eHmjVrArB0febvF8j11u65AiIiLBOs+zwUQJIbu5WraOLj4+VAjfw7tv6ewmDJxsrOzi7VNphRQ0RERET+yqAYHxNgoKYicfRdSTfNMqOGiHyZTwRqpk+fjoYNGyIsLAxdu3bF3r17nS47d+5caDQa1SNMebGTyAdxjBrPyc7OhjQyjdx9mKukMWoUXZ8BAKKiYLAG0/LcHKhRhZIcjVGj1yMmJgah1nn+nlWTbw0WBEVFWSYoggnMqCm5hIQEyL92KQhm3beRQZZk2fj4+FJtQxmc8feAIRERERFVLLaBmuJmUnCMGv/l6LuWrsEwo4aIfJnXAzWLFy/GmDFj8L///Q8HDx5E27Zt0adPH6QU0t1QdHQ0kpKS5MelS5fKsMT2cnNz0bBhQzRs2BC5ubleLQv5JumCp22gxvbgkYovMzNTDn7kBQWp6qKjuqmaZs2aUWbU5AJo+NZbuF2vRy6ArFIEE2y3n5WVBWVYOddsvjFfo7FM1Ouh0WjkrJpr166VePu+QArUGCMiLJ/1yy+RC0ugJiUlhSc8JaQM1OSGhlr27csvIxdAtLV9KW2gRhmcYUYNEREREfkTZtRUXI6CMYHWc39m1BCRL/P6GDVfffUVnn/+eTzzzDMAgBkzZmDNmjWYPXs23nnnHYfvUV7E9AVCCDlYJKyDhBMpSUGCyMhIAECUNbtAK2VwUIllZmbKGTUiOBiXTp+2PLfWRdu6qaqvvXpZ3igdxOt0EAAuWbNoBEoXqLFtG1QZNRoNRGDgjflSdo31gnjNmjVx6dIlvw7UGI1G+fMEx8Tc+KwAwjUaCCGQnJyMunXrerGU/ikhIQFNrc9FWBguHTtmeQ4gMsByD8b169dLtQ12fUZERERE/oqBmorLUaAmyNrrADNqiMiXeTWjJj8/HwcOHMDdd98tTwsICMDdd9+NXbt2OX2fVqtFgwYNUK9ePQwaNAgnTpxwuqzBYEB2drbqQVTWpEBNhLWLokqVKgEAcnJyvFam8iIrK0sO1KC4Y9RIXZ/ZjlGjoC1FoMQ2cKsK1ISGAlIWDXBjjBprFoMUjPbncVzS0tLkrI/Q6GjVvErWruUyMjLKuFT+TafToWfPnjhx4sSNrs9suvyTsrYyreMDlRS7PiMiIiIif8VATcXFjBoi8ldeDdSkpaXBZDKhRo0aquk1atRwehd58+bNMXv2bKxevRrz58+H2WxG9+7dceXKFYfLT548GTExMfKjXr16bv8cREWxDdREWy9aM1BTesquz+TAi6ukwI7tGDUKuaUYo2b9+vXyc6PRqO76zHZsLeliu/W3UqVKFQClv9juTSkpKXIwQWPNJpNEWg+UGTwvnsWLF2Pbtm0AcCNQY/NbkmpBVlZWqbbFrs+IiIiIyF8xUFMxmc1mmM1m1bQqVaowo4aI/ILXx6gprm7dumHo0KFo164devbsiRUrVqBatWr46aefHC4/fvx4ZGVlyY/Lly+XcYmJLHfBAze6PpMyaniRuvQyMzOdXrAukjWro7CMGkN6eonLlvLll/Lz/fv322fUKEkZJ9bfRHnIukpNTUWE9MLmu4mwds/FOlA8yoBJjPT7jYhQLRNiPTFhRg0RERERVVSlDdRIy0sX+Bmo8Q+Ovue6desyo4aI/IJXAzVxcXEIDAxEcnKyanpycrLLY9AEBwejffv2OHfunMP5oaGhiI6OVj2IyhozajwnKyvrRjDA5oJ1kZQZNUI4DNRocnORLwVyiiM/H08runD8559/YDAYbmTUOAvUWC+uS+MY+fNvJDU11Xn3XNZATWmzPiqatLQ0+bmzAGWw9eTDnYEaZtQQERERkT+xPYcraUZNuPU8hoEa/6D8nqpXrw4AeOaZZ5hRQ0R+wauBmpCQEHTs2BH//POPPM1sNuOff/5Bt27dXFqHyWTCsWPHUKtWLU8Vk6jUnI1Rw2yC0svMzCx5oEY5Ro3BADg4eI8E7ILJrshasUL1+uTJkwBwI6PGNvsnNtbyNzMTEKJcZNQouz6zDdSEW8fn8WQdOHHiBO68807s3LnTY9soa8puPmtYfyO2+zbIevLBrs+IiIiIqKKSMmqCrVnothk2RWGgxj8pAzG7du3CkiVL8Prrr8uBGmbUEJEvC/J2AcaMGYNhw4ahU6dO6NKlC7755hvodDo888wzAIChQ4eiTp06mDx5MgBg0qRJuPXWW9G0aVNkZmbiiy++wKVLl/Dcc8957TNoNBq0bNlSfk6kZDKZ5INCZtS4X0ZGBqKszzXh4XZ10fa1qr4qM2qs2TQa6T1padCkpCASQFJSUrHHt7q6cSMaAGgJIBfAqVOnAACxYWGAXg+EhqrLIgVqzGZAqy0XgZrU1FTUsT7XRERYPmtuLjTx8QgTAoBnAzXvv/8+Nm/ejB49esBsNpeL9lnZfefDAwYAv/5643dvMkFz5gwCTSZowK7PiIiIiKhiEkLI5+CxsbFITU0t9o1H0gX/MOsNdgzU+AdloKZ+/fpo3LgxAMhdnzGjhoh8mdcDNY899hhSU1Px4Ycf4tq1a2jXrh3+/vtv1KhRAwCQkJCAgIAbiT8ZGRl4/vnnce3aNVSuXBkdO3bEzp075Yud3hAREYETJ054bfvk26RsGsB+jJrc3FwUFBTId3dQ8aWlpaG69XlEdLRdXbR9raqv335r+ZufLwdqIkJCLPOnTQNGj0YUgGvXrhW7XDlnzyICwAkA6QCqnj0LAGhcuzZw4QIQGqouixCWMXOMRiAzs1wEalJSUuRsp4iYGMtn3b8f6NwZ+jII1Ci7Ozh+/Dhat27tsW2VlcTERADAunXrUGftWgCK331OjtyFXihKHqh58sknkZGRgSZNmsjTmFFDRERERP5CGVQpaaBGCvRI5/AM1PgHZSBGCs4AYEYNEfkFn7g6PHLkSIwcOdLhvC1btqhef/311/j666/LoFRE7qEM1Eh340gX4QFAq9UiVsqmoGK7fv36ja7PbLqAKpKUUaPXA1qt5bl1bBhYD8gjAVxNSip2uczWC+oAUAVACIB8AM0bNrQEamy7PtNoLN2fpaaWm0DNlStX7Ls+s35uacD70gZqpLvlwmz3J9QnU4cOHSoXgZqUlBQAsNzMIJ1sSl3+KfZBGErW9Zler8eCBQsAAB06dJCna6X6AeD3339HXFwcunfvXuz1ExERERF5mrKbM+lcu7iBGuk8rGrVqgAYqPEXUqAmKChI1aMCM2qIyB94dYwaoopAOT6NdKAQGhqKEOv4KBynpnTS0tJuBAOKO0aNNRiD3Fw5o0aepgjUJJUgUBN0/brqdU3r33pxcZYnjoJKMTGWv1lZiLIGjJQXyP2NKlBjE0wIth4gl/b3P3LkSFSpUgX//fef3TxlJtTRo0dLtR1fYDabcd36u6pWrdqNQI30WwoKAqwZqGGwfP7i7t+MjAz5+fnz5+2mnz59GoMGDUKPHj1K+CmIiIiIiDxLGaiJsZ5jFTdQIx1HS4Eas9kMs/VmM/JdykCNEjNqiMgfMFDjBrm5ubjllltwyy23qLIniABAJ3WpZRNE4Dg17qHMqMkNClLVRUd1UzVNOnjT6eRATW54uGX+228jFyUP1FTSapEL4BbroxqAgIAA3NW1q2WBqCj78kmZVeUoo0b+bjQay2cdMAC5AEKsd6SVJlBjNpvxww8/IC8vD7/88ovd/PIWqMnIyJBPLOLi4iwBRgC5gYGWfduqFXKtWWItGzZEXl4evpW693ORsrs0ZUaOFKg5ePCgPI13FRIRERGRL5ICNUFBQXLXZSUN1MRJN9qBx7/+wFmghhk1ROQPGKhxAyEETp48iZMnT0JYx10gkkgBAukAUVIeLsT7grS0NDkYIMLCVHXRUd1UTZOCZ1qt3PWZiIy0zL98GQIo0Rg1RqMRcQUFEABOWh+3NW2K3NxcREh3YUVF2ZevHAVqdDodMjIy5Iwa+bv57z8IABohEIGSdc8lOXPmjPy8cuXKqnkFBQVIS0uTX5eHQE1qaioAy12BISEhckaN6ndvzcQaOXw4AGDFihXF2oazcW2kQI1UBuU0X5eZmYnBgwdj2bJl3i4KEREREZUBKVATEhKCcGv2eXEDNdJ5ipRRAzBQ4w+k78g2UBMcHKyaT0TkixioIfIwZddnSlJGDbs+Kzm9Xg+dTlf6rs8UGTWwCaiVJKMmMzkZVW2mfTJyJEJDQ+3HwlGqVs3y9+pVvw/UXLlyBQAQIfUL7OC7iQJw9erVEm/j33//lZ/bBnySkpJUgfPk5GQkJyeXeFu+QAqSVJN+J9LJpnJ8HuvvqlfHjtBoNDh06FCx9rGz4EtWVhZMJhMuXrxY5LK+5sMPP8Tq1avxyCOPeLsoRERERFQG8vPzAVi6HC9poMa26zOAF/n9gbPrL9JrqccTfySEwJNPPolhw4Z5uyhE5CEM1BB5mLMDBX+/EO8LpPE65NCKo3FfCiMFZRQZNe4I1OScOwcAyFdOlIIE0nas379Ky5aWvydOyL+P/Px8VR/L/kIKikRKgRplMMG6j6MAnDx5ssQX/JWBGmX2DABs2bIFANC+fXvcdNNNAPw/q8ZpoEbZtlgDNZWDgtCqVSsAwP79+13ehm1GjdRFAGAJ1pyz/rYB/wnUOBq/yBVardavx4iisiGEwNGjR4t98YeIiIg8Rzp/ckegpkqVKvI0Bmp8n3T8HmVzY6TUw4k/D1eQkpKCBQsWYN68efK1ECIqXxioIfIw6Y4N267PmFFTetLBSbSU1lzSQI1OB0gXqKXux6yiYQk6KAeOPHXqlOqCta3cCxcAAGkBiiZW6j6tsIyaW26x/D1+HDExMfJvRjmou79IT08HAIRLWS3K70YRqAGA5s2bl6jbyJ07d8rPbQM169evBwD069dPDlicOnWq2NvwJXaBGuluMOW+lQKAOTlo3749AODQoUMub8M2+HLzzTfLQeaMjAxV12fSd+zrShIMNxqN6NSpE1q2bAm9Xu+BUlF5MWrUKLRt2xYvvviit4tCREREVu4M1MTExMjdaDFQ4/uKCtT4c0aN8ryGgRqi8omBGiIPY0aN50gX5yOlu/5LE6iRLlDbBGpCAQQajfJF6dTUVLRs2RLNmjVTBW+UDAkJAICMkJAbE20zahwFaqwBBZw8iYC8PLRt2xZA8S60+4r09HQEAAiVAjAOsj6knKLU1FScPHmyWOvX6XSqTAnbQM0Fa7CsQ4cOaNSoEQDg0qVLxdqGr7EL1EjdvcXE3FhI+l2VMFBjm1HTvXt3efyfjIwMVRdz/pJRU5KsmGnTpuHMmTO4fPlyiTNyqGL47rvvAAB//fWXl0tCREREEncGaqKjozm+iR8pz4Ea5flXSkqKF0tCRJ7CQA2RhxUVqGFGTclJd5FESd1rFTdQI30nQgBS92bKi97W9cYC2LBhA6D4Czi/AGyyjs+SrfzOXcmoadLE8tDrgTlzSnSh3Vekp6cjRjnBQTBBuQc2bdpUrPXbZjTZBmqk19WqVUPDhg0BAPHx8cXahq9xGqixZucBcJhRs3r1avTv39+lLtBsAzW33nqr3wdqihsMP3nyJMaOHSu/9seMNiobJpNJfi5dwCEiIiLvY6Cm4irPgRrluRoDNUTlEwM1bqDRaNCgQQM0aNAAGumCMZGVdCBgG6iRuj5jRk3JSRfjpdFPNBERqrroqG6qpim7o7MGVzSxsTfmW7NrKgN48sknceTIEezatUt+i+0A9hKNNSiTGxWFBrVqoQEAjZRRI33fUVH25QsIAEaNssz/9VfcYu0K7ezZsyXfSV5y/fp1xEovIiKgCQ298VmtB83vvf66vPyXX35ZrLF4pH0SYs1asj1QlYJ4cXFx5TNQYzYD1pNHTUzMjX2rCNS0a9dOfu9ff/2Fzp07Y/Xq1YVuQwq+NG3aFI888ggeffRROTCUlJTkl4Ga4mbU2O6jwro5pIrNn0/0iYiIyjN3d30mXfTnTZa+r6IEapRdUhNR+cFAjRtEpKYi/rXXEH/woN3FeCIpo8Z2jBpm1JSedDE+3NoFWUTVqoiPj0d8fDwiIiIQERGheg1APa1SpRtZONZATUT16jfmWzMJYmEZMLpdu3aqbpCcBWoCrQdNokoVxO/ejXgAESkplswdRUaNo/LhkUcsmTx796KxNQiRJGX7+JH09PQbgZrYWPVntWbX3N6+PbRaLWJjY5GQkIDjx4+7vH4pUHPPPfcAsARqpINuk8kkd1WnDNRcvHix1J/Lm1SBGq3W8nsCEFGrlt1vFjk5iImJsVvH+++/X+g2pIP/0aNHY8mSJYiKikLz5s0BAMeOHVOd4PrLyYEyUOPKWEhS1lzVqlUBMKOGnFP+tgoKCrxYEiIiIlJS9moRFma5ra84gRqTySTflBQbG4u4uDgAHBfEH0g3wpbHQA27PiMq/xioKa2sLKBtW+Ctt6AfP97bpSEf5KzrMymjZu/evWVepvIiLS0NAQDC8/MtE6SL1MUhHcAlJtqvw/pcuVblxX5ngZoQ6wF8QVwcUKOGZaLRCKSnF971GQDUrAl07AgAaGI9+Lp69aqLH8Z32AZqVKTPrtUiMjISDRo0AFC8C/9SoKZr166oUqUKAEsQ4uWXX0ZCQoJ8Qb5KlSpo3LgxAgMDkZGRgcuXL5fwE3mfKlAj/faCg4GwsBsLKTJqAMtA54GBgfIJ6okTJwrdhhSoqayoBzfffDMAYM+ePapl/SVDSXlSrtfri1xe+m09+uijABioIeeUJ/r+fNJPRERU3kgXtCtXrlyijJrk5GSYTCYEBgaiRo0a8g08tt0tk8WWLVswbdo0l26K8jTpRhrpxlhJeQjUsOszovKPgZpS0q5ZI18wy5k5Ezl+0hUMlZ2ixqg5ePAg1q5dW+blKg+uX7+OGCgaspIEaqRMJ+nCtzKoYH2umKLqhsxRNpRer4fRmp0TVLcuEBoKWAMJuHat6EANAFjHFqlu7UItOTkZZmvWkL9QBWpsvxebYILUtVZJAjXNmjVDs2bNAADffPMNZsyYgTlz5gCw3P0WFBSEiIgIuRuwf//9t9ifxVc4DNTExspjKQGw27dffvklkpKScOrUKQCQAzbOKO8clEiBmu3bt6uWvXDhQkk+Rpmy7Udcao+dMZvNuGatd3fccQcAdn1GzikzanJzc1Vj1hAREZH3KI9pSxKouWI9n6tduzYCAwPlQA0zahzr3bs3Ro8ejY0bN3q7KE67PpOux/hzoEaZUeMvvRsQldby5cuxbds2bxejzDBQU0o7v/kGeQA6A+gP4OiiRV4uEfka6UDAtuszaWwNwHIxlYpn+fLlmD9/PqpKE6KikGcyoXPnzujcuTPy8vKQl5eneg3AfprNAVxeWNiN+dasp9efftphGRxl1Kxfvx6VrX0id33wQcu6cnORBwBJSTcCNZGRDssHwJKlByDq3DloNBoUFBT43d1bV69eVWXUqD6rFCxwc6BGcuDAAQCQuygAgB49egAAdu7cWcxPUrh9+/ap7mzyFCGEOlAjbTMmRr1vQ0Mt0637NigoCNWqVZP3RV5ensOTE7PZDLPZ7DCjpkOHDqr2SnLhwgWfuGuuMLbfTVGBmrS0NBQUFECj0ci/mYSEBORLWXtECrZ1qajfFxEREZWN0mbUJFp7W6hTpw6AG+cVrpyT7dmzRzWuaXmn7P71zJkzXiyJRVFj1Pjz8Zry3Ebq6pvIm+bOnYvRo0cjISHBI+uPj4/Hww8/jJ49e/p13S0OBmpKqdKpUzAD2G994MgR7xaIfI6zjBrlhdDAwMAyLZO/MxqNePjhhwEAVaSJVavCbDZj//792L9/v3zhWfkagP00m265zNHRN+ZbAzVdb7oJvXr1siuHw0DNunWoZX1eqWlTy7r0epgByzg40l0wDsors2Z/BBw5gurVqwPwn+7PhBC4cOECTp8+rQrUqD6r9Nu3nugUN1CTnZ2N5ORkAJZAzZNPPonatWvL86UMNWWgpqO1O7mjR4+W8JPZ27dvH7p06YKWLVt6/I6m+Ph4GI1GBAYGWn4T0m8vJka9b6WMGpsARWRkJEKtQRzbE0yz2YyuXbuiY8eO8jxlRk21atXw9ttvq94TEBCAvLw8OfvEVxU3UCONBxUXF4e6desiIiICZrMZly5dslt2/vz5WLdundvKSv5HmVED+PcdmkREROWJMlAjjdvorNtqR6SMmrp16wKAyxk1er0et956K7p37+7zx8nuovycvnBzU1GBGn8+XlMGZxioIW/TarV4/vnnMW3aNPTo0cMjN7BKbTEAbNq0ye3r90UM1JSCMJvRwuYkPfDYMS+VhnyVs0DNwIEDMXjwYAAo1iDqpO6KSA7UVKnicNkiWe+SkkljygA3gjjp6ahZs6bdWx0d7B/avBmh0gtrkEV25IhlAPjAQMAanHCoTRvL38REtK9Xz/pW/wgCT548GU2aNAEANLGe0NiNUSPtY+tBfXEDNSdPnrSupgaio6PRt29fJCYm4qefflIt98QTT8jPW7duDcBS14qbBXLu3DlUq1YNEydOBAA5qCbdKZeUlIRffvmlWOssLin41KNHD0v3ZYpAjYr0m7M5MdRoNPJ+tg3UXL16Ffv378fhw4fl7vxibb6ziRMnqk52GjZsCMA37porTHEDNdJvqFatWtBoNGjatCkAYMeOHarlrly5gqeffhp9+/Z1GMShisH2RN82cENEVBHk5+f7zQ1FVHFIx4CxsbElyt4vaaBGGbTYsGGDy9vzZ8oLqdJNT95UngM1yt8XAzXkbXv27JEz6q5cueKRIR2kG3QBBmrIBVkHDiAWgHJo4kqKgcaJgBsHAraBmoCAAPz6668ALP9w/a1rK29SBrZKHaixBkIAWAIIyu9JytJITEStWrVgyzZQk5+fj5z//gMAmGJi1IO8A8ChQze2E1BI81upEmANdjxs7dbLHw708/Pz8d5778mvW0gBmSICNVLWkKsnT1u3bgUA3Hrrrarp9RTfZb9+/TBy5Ej59c0334yAgABcv34d3377bbHu9vruu++QlpaGCRMmoH///mjUqBGGDx+OUaNGycu4u0s1W1KfrH379rVMkDKzbPetFFB0cJIkZRjZ7ueLDv5vVbYZV0ij0eDQoUNo3Lgxvv76a7Rs2RLAjaCZr7IN1BTW5UVeXh5+/PFHAJC7yHj88ccBAB9//LFqvBvlSeisWbPcVVzyM7aBGQZqiKgievTRR1G3bl18/fXX3i4KlYGCggK/GMRcmVEjnWukp6fbjV/ojBR8sO36rKjzFeVFxX/++ad4hfZTUjdxts+9RTr+l8YElpSHQI3yHISBGud2796Njz76yOX6TsWzfft2rF27Vr4uI/FE/Ve2qcrxosszBmpKIf3vvwEAyvvcqyUl4fYePfDDDz/gjz/+8Pn++70pKysL7733HuLj471dFI+S7uC2HaMGsNzl0ahRIwCFZ9WYzWb89ddfFX7wQiEENmzYgBUrVsjT5DFqqlZ1+J4iWe+SAgBYswTs5iUkoHfv3nZvzczMRFpamvy9LFmyBHWtg0kHNGhgvy0pUOMgO8eOdZyaO6zdr/37779Fv8fLdu/erXrdWAp62WYPOcmo2bRpE86fP+90/dI4LVu2bAEA3Hnnnar5dRTZUYsXL4ZGo5Ffh4eHo1u3bgCA0aNHY9CgQS63z8osjL/++gsJCQl2GTQrV67ElClTPNLmL1q0CEuWLAEAOUACqQ9Y5e8XuPHbys4GbLJHXA3UhIaGWrJ2bDRt2hTnz5/H6NGjccsttwAATpw4UezPU5aKk1GjvENNysZ6/fXXUb16dVy4cAE///yzvO+UJ0bMqPEP6enp6i4m3aA8ZdQcO3bMr8tP5K8OHTqE3377TX7tjxeVVq9eDSEExowZg9OnT2PRokU8By7H3n//fdSqVcvnu39VBmqqVKmCAOtNcq7eHGmbUVPDev6ivGjoiPJ4srDrHBs2bEC3bt0we/Zsl8rjyy5fviw/V2bXeItUnro250lSF3g5OTmFnnP6MmX2YlZWlmp8IH/nzuP0bt264cMPPywX9cvXFBQU4I477sCAAQPw0UcfAbhxPccTGXXKNvfChQsALF3QL1y40O3b8hUM1JRCgbXbmwuKO5ojAaTs3IlXX30V999/P9asWeOdwvmBDz/8EJ9++inaWi9Il1fOuj6TSF0yHSuk27w5c+agf//+ePDBB91fQD8yf/583HvvvVi0aJE8rdQZNcoDOGvQTCZlaCQk4L777kMbqUsyq19++QXNmzdHXFwc+vXrh6effhrNrfM0zZvDjrVbKTjIzrFjHaemjvVkIj4+Htu3by/6fV506tQp1etaUvaC7X6VuudKTgaEkLOVtFotmjZt6vSAc/LkyahevTr+tgbJpXFnJG3atMEnn3yCefPm2d1BBVgCHkOHDgUA/P3333ZdpTliNBpdzhp55513sHz5cpeWdVViYiKGDBkiv5a6HIMUHLANCEZHA9ZsENusGum9/1mzviS2J5G23Z45IgWM9u7dW+Sy3iSdpEtcCdTUrVsXr7/+OgBLgH3MmDEAgJdffhl16tTBoUOHVIEaf7ir1F8JIWCyBr9LKiMjA5s3b0a1atXwzDPPuKlkFuVljJpx48ahTZs2eOqpp7xdFCojycnJ+PDDD53eAGQ2m5GamoqPP/4YAwcORF5eHi5dugS9Xu9w+fLuvffeQ4MGDfDdd9+5fd0dOnTAU089hS1btmDYsGGoWbOmw0xXX2V7zNaiRQsMGTIEy5Yt81KJyNOmTJkCs9l8I8vbRT/99BO6du1aZKDDXZSBmoCAAPlCoqvHbdKd4dLFfmk8zKK6+VMGapR3lyclJWHq1KlIT0+HEAIDBgzA7t278eqrr/r9jRKHDx+Wn3t7XB5lV4wNbM6TatSogbvuugtCCEybNs2l9b322mt49NFHS3086g45OTl2x5pFjQny119/4ZB0s2gh9uzZg5kzZxYryH7+/PkSjdOq0+nwzjvvICQkBO3bt0dqaireffddVK1a1S0BNOVnKOqzT58+vVxf8PcER1kzr732GgBg48aNbq8rtoEas9mMLl264IknnnD7tYjffvsNf/75p1vXWSKigsnKyhIARFZWVqnXlVCvnhCA+KZbNwFAABBaQDxpfQ5AjBs3zg2lduzSpUviwIEDJXpvTk6OOHv2bKHLxMfHC61WW6L1u6JDhw7yfrp69arHtuNOZrO5WMsXFBTIn3H79u0Ol3nvvfcEANGyZUtx5coVh8u0a9dOXo8Qlu+vuGVxN7PZLHbs2CHS09PLZHsmk0nUqVNH3g9dunQRb731lkjp108IQIiPPhJarfZGXdRq7V4LIeyn7d1reT8gxHvvqedfuGCZrtEIkZ8vTp48KaKiosRjjz0mQkJC5OWUjx+drUuaDgjx3HOOy6L0++9CAMLcurVq/WW1v0ti9OjRAoDQaDTis88+E6JyZcvnPXZM/VnT0m7si/R0cenSJdVnPHLkiGq9ZrNZXLp0STRp0kS13KVLl0pUzieeeEJex6lTp5wul5GRIWrWrOnwe1Y+9u/fr3rdt29fYTKZVOv6/PPPxTvvvFNkvd22bZsYPny4yMzMFEIIMXnyZNW6MzIyLAveeqtl/y1bZv87atzYMs+mzfn2228FAHH//ferpg8fPly1jbZt2xa5D5OSkkRwcLAAIA4ePCiEEOL69eti8uTJIiEhocj3l5UpU6aoPtuCBQucLrty5UoBQHTt2lU13fb3CUB8/PHH8vP27dsXq0x//fWXaNWqlXj55Zfd1o6bTCaxbNkycf36dbesz9s++OAD0bdvXxEXFyfCwsLEkiVLSrSe1NRUER0drfru9uzZ45Yyms1mu99FScvpbmazWRiNRpeXVX4Gf3HlyhXx6quvitOnTwshLMdbnpCbmyu++uorkZiY6JH1u+LSpUti4cKFbj3u69Spk8P/B+fOnRNXrlwRL774oup38dRTTwkAonbt2iIlJcVt5fAHubm58n6Ii4tz67qV9e/rr7+Wnz/00EMlXueWLVvEDz/8oPq9pKSkuP17y8zMlH8vjo6Nnn76aYfvK0775O/y8vIK/awpKSnCYDCUYYncQ/k95+fnF/t9w4YNK3UZVq9eLebPn+9wntFoFL1795a3d+bMGSGEEK1atRIAxPr1652u12w2izvuuEO0bNlSfv+FCxeEEJbjXGlaXl6e03VMnDhRXi4sLEyui126dFHtA+V+DA0NLfScRAghRo4cKRo1aiSSk5MLXa6sfP3112L+/PnCZDKJqlWryp8lJiamROv78ccfxerVq0tdrvPnz8v71PZ8TAghfv75ZwFA9OnTRwghxJIlS8Trr7/usK4q2/9du3YVuyyZmZmiS5cuYuLEiWLOnDniscceEzqdTp7/xx9/iF9++cWldf3zzz9yWSpVqiRiYmIEAPH99987/JxCCHH27Fn5PUUdQ0jL1ahRQ8THx4v4+PhCl09MTJS/7xkzZojmzZuL8+fPu/RZ3n33XdXvf/z48fLzl19+2aV1uFI2AOLFF190uMy1a9dE9erV5eWUx5GXLl0Subm5pSpDQUGB6nt57733xEcffVSsdWRnZ4ujR4/aTf/ll19E8+bNi2wzPGXz5s2q7+/bb78VCxcuVE3r37+/uHr1qkhKSirVttLT00X37t1V67548aL8fN68eW76VEK13szMTAG4J25QEv5zRuYmbgvU5OYKQ0CAEID49vXXRVxcnIgODBRaQPyfzYHq1q1bhRBCLF26VLz99tuqCpuTkyO++eYb+YLjm2++KWrWrCk2b95s15hu375dtG7dWmzfvl0YjUbRsGFDAUA0aNBAPProo8U6gZNOuDZu3Ohw/tGjR0VgYKDdCVxpHD58WLz11lti9+7d8j9Q6TF37lyX1pGSkiK2bNmimmY2m8WCBQvEuXPnRHZ2tujTp4/o0aOHfFDlLi+++KJo0KCBSE9PFytXrhQffvihGDt2rHjllVecHoQr/wk5C6qdPXtWVKlSRQAQsbGxDi8+33LLLaoLhIGBgeLNN990uexXr14V06dPL/SgsrhmzZolAIhm1auL9Pnzhbh82aX36XQ6VR3Q6/UiJyfHbrnt27eLqVOnyst+/vnndhfHhRBCdOhguSi9YoXQarUiLi5OxMXFyYEa5WshhP00k0mI0aOFePppIRIS1PNzcoQIDbWs/9w5IYTlpMtsNos+ffrYnZR++umnwnj77Zbl581Trysi4kZwYvJkx2VRunTJsmxQkIhQbGPkyJFOD8Yc+e+//8TFixddXl5iNpvF1atXXW5Xjh49KurVqycAiJkzZwqRkXHj8+bk2H/WatUs8/bsEfn5+ar9GBISojpQX716tcOLAMU5ObQtqysX7pcuXepwu8rH+++/L4SwBLaV03/++WeRlJQkkpOTxYYNG+TptkEoJeUFm/HjxwshhHjsscdU65XVqmXZf/v22e9b6TdocwK7ZcsWAUA0bNhQNb1nz56qbSxevNil/fjwww8LAOK9994TZrPZ6YU/b3rzzTdVn832f7AQlv2+ZcsW0ahRI6flr1u3rmo9Go1Gfl67du1Cy5CTkyN69+4tpkyZIoQQ4q677rI7+S+tH3/8UV7nmjVrXH6fO/8nOBIfHy/GjBkjlykhIcFhe6/kKDDWpk2bYl+kTkhIED/88IPduoYNGyZ27Njh8GaVVatWiV27donnnnvO7sTIaDSKb775Rrz11ltCp9OJQ4cO2a174sSJxSrjf//9JxYtWiTMZrM4evSomD59eqkvxpvNZtG1a1fRtGlTp8GFgoICsWPHDlFQUCAyMjJUn6Ekv4kDBw6IAQMGODyZ9BQpiN6/f3+xadMmERkZKf7v//7P6fIHDx4U0dHRlpsInEhNTRX9+vUTs2fPlqe9+uqrAoBo166datm0tDTx/PPPF3rhZt++fWL58uUufafZ2dlizJgx4sSJE6rpJpNJREVFCQDi999/L3I9RRk/frx47rnnHP5fOXXqlAgLCyvy/94ff/xR6nL4E+l/JwARFBQkjEajWLZsmd13lZeX5/JFKol0Xmr7sP0/bSsnJ0csWbLEYXsqrePvv/8W69evF9evXxeVKlUSUVFRbgsKmEwm0aFDBxEUFCTmzZvn8DN07tzZ4XsHDhwo6tSpI1JTU0tcni1btojp06cX+f8kMTFRzJ49u0TbiY+PF2lpaSUqnxCW/2VxcXFiwIABDuevX79eBAUFiZtvvlkcPnzYpXVmZmbKbfSePXtEr169xPHjxwt9j9lsdmswKCcnR/U9u3KOIbWByv/pIitLiJkzhWn+fGHS68VPP/0kli9f7lIZjEajvK4rV66I06dPi1q1aokvv/xS5Ofni61bt6rKKG3/zjvvFADEr7/+6nTdtsfzAIRer5c/R2hoaJHHby+99JLq/Rs2bFB9fgAiBhC/AeIMIN6wTouOjpaPUTMzM8VPP/0k7r33XjFt2jTRv39/+b1ffvml2LVrl3j//ffFG2+8Ia5du+Zwn3syCHjkyBHVuamzfeaqgwcP2p/rlNCmTZsEAHHTTTcVOV957uXo96cMdMyYMUNs3brV5RtDduzYIUaMGGG3b6TjkLy8PHmaKzcf3n333fLyN910k3zeAkBMnz5dXk4qX1ZWlvj111/lZbp16yZ+/vln8c0339jd+KkMSCkfJ0+edFqe3377zW75wYMH2y13/Phx0bVrV/Hnn3/K05SBVACqm0NeeeWVIveF5OjRo6JFixZixYoVqunK/9v33XefPD0+Pl40bdrU4WeV6tGJEycEYAnk5efnixEjRsjBgIMHD4rHH3+80P/1V65cEQ888IAAIF566SUhhOX4UtqOqzeof/DBB/J7Fi1apJqn/E7dJTExUYwaNUoObBdmzpw5qn1XUFCg2ufKR2RkZIlvFDEYDOKmm26yW6d0HRIo/DpyWlqaqF+/vhg6dGiR28rLy1MlEkg3oVToQM33338vGjRoIEJDQ0WXLl2KvNtxyZIlonnz5iI0NFS0atWqWBclnAVqTpw44fBgz2g02lXEzMxMcfmHH4QAxEVA/G69oLjqhRfkabMVP5727dur/gn89ddf8rrGjRsnAIj69esLIdT/wOfMmSMvp9frHf7wlY+iMmSUpPd07NjR4fwxY8bIy2RnZxe5PrPZLN555x3x5ZdfigceeECsWrXKbhnp4AiAuPfee1VlV95ZI2VqOMrmGThwoAAg6tatK+6//36Rk5Mj3wUdGBgoli1bplqv7UmUrW3btonx48eL/fv3i1mzZomPP/5YPP3006JXr16qux2U39+gQYPs9v2QIUNUF43Pnj0rqlWr5vL3c+LECdXJsfT7LCgocPhPEICoXLmyWL58ufyP6eeffxbjxo2zCxolJSXJdwuMHDlSzJ492+lBtdlsFuvWrRMbN250Gli6cOGCKCgoEHfddZdoBYgkWC7Gm0JDhbD5J2krISFB1KpVSzRu3FiuV/fee6+IjY1VRduTkpLkz7ly5UohhBCtrZklkydPvlFXCwqECA+3XJR24Z9KiXTubFm/zd0uyov4Q4cOtbRbOp0QYWFyFolK9+43AheFXKyXmc1CNGwoBCAG2Xz3k62BHvXiZpGYmCifjCi/d+BGUKOgoEB8/PHH4qOPPhI7duxwuvnp06cLwPFdChMmTBD33nuvfLJoe6Fh27ZtQuzZY/ms1ao53sCAAZb533wjhBAOf+PPP/+8aNWqlbj11lsdzi8N6U62jz/+WAghRHJyst2dM5999plqe3v27BGdOnUSX3zxhXjppZfEzp07VRf9i2qjizqYUJ6kPPHEE+Krr75SvVe+UHj9uiXLCxAiNdV+RaNGWea9+qpqsvJOwM8++0x07NhRvPnmm6J+/foCgJg/f77q/1NRfvnlFwFY7jDeuXOnqqyOThpdNWXKFPH444+L3NxcYTAYxJgxY8S6detKtC4pG1HZHv/www8OP4f0ePbZZ+3Wo7yz0tHj0UcfFZcvXxYGg8Guff3+++/l5bRarXySD9w4ed+xY4e4cuWKmDVrlvw/94033hC33XabSxfObeuI8iRg/fr14p577hEtWrQQmzZtkqdPnDhRhIaGuhyYK47//vtP9b8yPDxc/PbbbyIkJET06dNHbNu2TUyYMMHuWOzvv/92uo+bNWsmEhMThcFgEG3bthW33nqr06B1Tk6Oqv0r7CFd/F68eLFqemRkpMjKyhJvvPGG+PLLL+3eJ2UQAjdOMPv16yeEEOL06dNi8ODBN24oUDCbzeLXX38Vhw8flt//ySefuNRGuCI5OVlel7O7lqW27aOPPrILhEsZKpLs7GyxceNGVbDBYDCoXteuXVt+/5QpU8T48ePli6NGo1GsWLGiyAvYWq1W/PDDD6Jz585ixowZhS6rvIO/Zs2aolatWkX+X+imyH6X/P7772L37t3i77//FkOGDBEDBgxQfQ/Xr18XERER8rSff/5ZPPbYY6r6Vr16dXl9iYmJN7IeFfvlk08+UZXF0V2a77zzjrxOs9ksCgoKRF5enur7ke4KvXz5skhNTRVXrlwRc+fOFQUFBcJsNju9MDZ//nwxa9Ysu6AcYDl2Pn36tEhMTBRDhw51qc4MHz5c7N27VwhhOaY4cuSIyM3NFanW/0fHjh0TQ4YMEf/995+qHLt27RKrVq1ymmFeHEaj0aXsTbPZLPbt2yeef/55MX/+fLFu3TqXzmtyc3PFr7/+KlJSUuwyW6X/Gc2aNVPVg759+woADuu9M//995/DfRwcHCyee+45UbduXTnb3mg0il9//VXUqFFDXi4sLEycs95IJITj80XlzQF///23+OWXX1TnmNJnMBqN4siRI6rzH1t5eXni2rVr8rkXAHHbbbcJwJLpfvDgQREQECD/tqTfdYMGDcSzzz5rF+Bu1KiR6vzowIED4qWXXhKpqani119/FXXq1LELhppMJvlO8rvvvrvQ/SvdQDJhwgSXvxMhLOcr4eHhIi4uzq5NtJWVlSUOHTokli5dKp+D2V6w0ul04vLlyyI9PV1kZGTYZTIDELm5ucJsNotjx44Jo9EojEajmD59umjYsKF4/fXXRWJiooiOjpb/z1SuXFkAN64hOPPAAw+IuLi4EmXcGo1GcdnmRrxjx46pyq08rjCbzaJ///7i3nvvlX9X48aNEzVr1pQvfgIQTaKjhbjlFvm86C9AvilNr9cLvV4vjh07Jv766y9x7Ngx0a1bNzlAnJubqzomO3jwoHj00Ufl123btlWVb9q0aXL5XnjhBQFYzi8cycrKUv0/tm3jhRDyxfFJkyap2nKDwSDat28vOnXqpPqfJD3S0tLk5wGAWA9FTwuAGGmdt2vXLpGamqq6CG/7sJ2nrAc6nU7eB3Xr1hXp6enCaDSKTz75RAQHB6suWpeEwWAQv//+u+pCqfS47777RFBQkAAswaR7771XLFy40KX1LliwQF7PAw88UKrMGukcVsqYsSUF40JCQkRCQoK8Xdvzg1OnTol169bZfc433nhDruuXLl0S8+fPt7shIycnx+mND8OHDxdCWP4nStOkG5E3bdokXnnlFYftsPLG3V9//VV1zNKsWTMhhOUGkfDwcPH222+LBg0aOP0N3XzzzXKZzWazXcaC9Pjwww/tyrF27Vr5RnHb5W+77TYhhJDbMCHU1wCFEOLtt98u9BjjtddeK/T/kMFgkI//pZtEpXVLvvvuO3l6q1at5OmObrSVHvv27bPLJp4/f75q/ZGRkarPKYTlOGjw4MFizJgxYvTo0SI8PFy1jvT0dHHq1Cn5tW2d0Ol04t133xXHjh0T48aNE0899ZRYtWqVXfmUpGkxMTEiOzvb4U3+tlJSUsR9993ntG4pr8/aZh3OmzdP9O7dW4wZM0acPHlSdUwtle3y5ctO9610vluUL774QnTp0kUO7NheB5WyIpVt7BdffCF27twpZs2apbo2KsSN3kSk31VhvVF98803qm2dPHlSABU4ULNo0SIREhIiZs+eLU6cOCGef/55ERsb6zSl899//xWBgYHi888/FydPnhTvv/++CA4OFsdsL4o6IV1QlE4mzGaz2L59uwAg6tSpY3f3oXQirvzC7+zdW/xu/ac6DTcuwK9bvlxkWadnKKLXkZGRqgvPLVq0ED179hT//POP6mBCqvjSo2bNmsJgMNidIDh7zJo1y+FnltLuNm/eLJ9A2jYe27ZtU92R88wzz8jzH3roIfHhhx8Kk8kkTp06JVasWCHMZrOYOnWq6NWrl0hNTRV//fWXXXmkBlSn04n/+7//c+kzDBgwQL4zWBmRP3PmjJwFpHz07dtXFVRy9Hj//fdVQbjdu3eLrKws8fjjjxf6vt9++01+T0pKSpFlb9++vcjNzbW76AdAvPXWW0U2np9++qm8fLVq1ezuci/s8dNPP6le33vvvSI/P1/06NHD6Xu+/PJLkZCQIKZMmSKf7Nr+U1D+pnbv3i2mTp0qAIh33nlHtA4MFFehPsg0BweLs199JerVq2d3sCOEkO8uACAeeeQR1Z3TP/30k9ixY4e4fv26Kotg4MCBYvfu3QKwnPSpTjR27rRsOyzMErTxhHfesWzj8cdVk81ms1i4cKH6TpOlSy3L1q9vCbQo/fuvpZxt2tjPc2b0aCEAce7mm+2+P+lOGCm4NmnSJAFAfPfdd+LEiRN2B09SGrHt7/PixYviwoUL8t0TP//8sypAERUVJRfHYDDY3Wl2/PhxsX79etU0rVYrxPjxln0xaJDjz/bJJ5b51nruyu/c9sSnNCZMmCAAiBEjRohdu3bJB9NhYWHi7rvvFsuWLVP9Xrt3717kOm0DxY4eQUFBDi9Smc1m1Ym7FDyRHqtWrbpxZ+ecOZZ917q144JIv8Obb7b7rSm7D7R9FLcLymvXrjntAvCXX34RCxcuFC+99JLTg+3ExETRuXNnMXfuXHH16lWxZs0aVVBj0qRJqhNBV2RnZ8t3kl29elUAluwX6ftWrstsNjtsr/v27Wu3Xts70B09unTpIt544w0BqA9Ipe4tAai63QMs3aMqL3IDEI8//riYOXOm/NrZHaYnT54Ue/bsses+Q/q9Go1GkZmZaRfE+eCDD4QQQnXM8cgjj8h3EVWuXFmMGTNGCGEJ+H7++ecOb5wwm81i27Zt4urVq8JoNIqjR4+Kr776SmzcuLHIfSUF3jt06KBapzJTKS4uTkRHR6uCbH379pWP2QCIiIgIhwfQ0km69KhZs6bcRjp6nD592uEdW8pjIWePYcOGib179wrAcsKk1+tVx3ZPP/206Nu3r3yx0ba7ANvHiBEjivydO2I2m8WePXvEjh075HX16NFDnjdlyhT5t1TY9v/8808xbdo0+SYJ6ff1/vvvi6efflo8++yz8rJVq1ZV3a1Z1ENap8FgEG+99ZaoW7eueOedd0RaWprdHbl79+4VRqNRJCUlCbPZLLKyssRTTz0lJk2aJJYvX+50G0JYjvVff/11AVjuOrXtwvLJJ59UBdqcPR555BGXMkx+++03cf78eVGpUiUBWNq/UaNGqZY5cuSImDFjhvxaefFQCKH6n23b/isfzz//vIiKihJNmzYVbdq0EYCly6yPPvpIAJZ2MzExUb45Q3kXZ9euXV3+rgDLTSi///670/ktWrQo9P0PPPCA/Pmk9lh6SMcc//77r1i+fLmIjIwUP/30k+r3LDl06JC4//77xZkzZ8SVK1fEqFGj5AtUa9eulW/0yczMFD///LN48MEHxbVr18S3335r9z0AELfffrs4c+aM0+Ny5QVDZZvk6HHixAmxe/duVVdHUrDflUwqZXvm7PHpp5+KsWPHigcffNDpMtLFe9seCwp7bNmyRfz777+icuXKYtKkSaJz584CgHjuuefEv//+K1q0aCH69+8vduzYIXbv3i0fGwYGBsq/dWfft7MLhLGxsQ6nS13sOHtfnz59xE033SSmT58u1q5dq5rXqVMnOZsvKytLtd+lZWrVqmXJoHfx+Fv5/+L111+Xpy9dulSMGDFCdbykvAip0WjEypUr5YtJjuqMoxv+AMv/POn5m2++aXezjvLcyDYg5+xmwGvXrsnLLFq0SGRnZ4uLFy+KyZMnqwLImZmZDrPUpXNvZZdGixYtsiv7Bx98IEwmk6qeSwEe22WrAOIALOeNWkAYrM+3w5Jlsm3bNlUwUjr2b9asmTCZTHb/l//++29VtonyMXjwYNXvQcqkiImJsbsJ5vz58w5v8FBekBVCqM6tx48fLwfIbW80qVmzpurCuhRYAyC+VHz+Fdbn+YDoDUtQUXnx2dVHp06dxNNPPy3mzp1r993YdgF7+fJlsXXrVtGkSROxdOlSIYTletHUqVPFpk2bxJIlS8SwYcPs6pMQ9pnqysfevXvtjmkrV67spJbdkJ+fbxdgA+yP+13tMlGqY7Y3SUgKCgrkgJIyI10K6G7cuFG+OdhZF9itWrWya6+mTZsmBgwYIO6//36H5xfSo23btsJsNqsuIs+ZM0ekp6fLr7/99ltVmTMzM+X/R1JwXrrhW3qMGDHCbv8X9hg6dKhYuHChOHDgQKHL3X777WLnzp1iypQpTrNApUfr1q3l45G2bdvanRvv27fPpbLVqlVLzJs3T1SqVEnVrXBCQoJo0KCB6NChgzCZTKr3mEwm+XhR+b9bo9GI8+fPy13YF1Z222nvv/++/FzZ1ThgCZYtW7asyHOFX3/9Vfz777+qaZcuXRLp6enCbDaLV155RQCQb3Jw9sjLyxP5+fli7NixqunNmjUTAMTUqVPtsr0uX74sZsyYIS5fviyGDBnitG5lZ2c7rX+2PZ/YPpTBvA8++EAEA6IBIKrDEpQGIJYtWyYMBoP4+OOPnQaKbLczePBgux4tbLvMAyzXWW2nSV3CKbOSnH12IeyPUQHI1x+9FajRCFGM0aI8oGvXrujcuTO+//57AJbBK+vVq4fXXnsN77zzjt3yjz32GHQ6nWqAn1tvvRXt2rXDjBkz7JY3GAwwGAzy6+zsbNSrVw9/R0aiWkQEsjMzYTQaobHOr1+3LsJCQ5GdlYVGDRti//7/Z+++45uo/z+Av9K9W1o6oVDKlA2iCDLKnoqiKIgCDr6KoCIKiD8EwYGAiiJLVJaITEFFZIhskF1oWaWljJYORvdu8vn90d6RNEmblDQJzev5eNyjzd3l8k4un8vn7n2fz+cEFABcXVzwSLt2yMvNxeVTp9ASQDGAxz09cSQ9HXZ2dlAqldjVogX6XrgAuLgg66GHcEjP4FWGfOgKAH5+fritNtCnQv/q8PH2Rnj9+lAoFKjh7Y1r168DQuDa9esoKioCUDKAWvNmzbD733+1tuVgb4/HHnsMxcXFOH/+PDKzsjRes27durhWOoB1DR8fpKkNXObq4qI1wKifry/qhYcjOSkJCaUDTqm/pqOjI9o/+igOHjqk870DQIC/P4qLi5GTk4OCwkKd67i6uCCvnMFNpfUaN2oEALgUEwOFQqExyJiuz9XP1xfNmzeHUqVCSnIyLsfGlvv5A0DNmjVxp3Twd0kNHx80b95ce2UdRe/qtWtISEjQGVeNGjW0BsaWODs6orB0H0vCw8Nx5coVndsqy8HeHg81bYqkpCSN+F1cXFC7Vi1kZmVpDLzoAKAlACcAZwD0ALAAwNDS5WcBpADo1bs3YuPikJScjFq1aiEmJkbju2+nth/U41OU+Sv97+XpiUcfeeTezMhI4O5dYORIYMWKct7hfTh8GHj88ZL/H3kE8PEBFAqguFhzKioCzp8HCgqAiROBOXO0t5WSAri5AToGutfp/HmgZUtAqcQVJyfEFhbKn5+DgwO8vL2RlZWlVTbs7eygUqkAaH6WCpQce9Q/17p16uD69esAgKDAQKSkpGgsd3N1RbNmzXArNRU3b95EcXGxxnIPNzcUFBZqzO/8+OPAkSOASgWsXg0MH6793k6fBtq2Lfn/4Yex9+xZ5JX5Dpf9znbq1AmJCQm4evUqXF1c0KVLl5IFun7GKpiXlJSEc+fPa3xW+l7Xzc0NbVq1grOzc4WvUZCfj6NHj8r7yd3dHbk6Bhiv4e2NZs2bw06hwM2bNxF35YrOMqoA4OTkhHbt2t1bHhkJ5OYCH30EzJyp/aTbt4HQUCA/H3joISAkBHBwAITA4YMHkZebCwUAu9JJAcBBocBj7dtDIUTJ9zkzs2RSKEq+s25ugLs74ORUMq90Sk5JwfkLF+T3K9Vu1P+vXbs2mjVrhptJSUhOTkajxo2RkpyMmMuX5ZDtFAqoynye3p6eCAgMRGxsLACgc+fOOHnyJPx8fdG0WTOtzysjPR1Hjx5FWL16aNSwIVJv3cLp06fh4eGBRg0b4pTa73GfXr2Qlp6O48ePy/M8PTyQlZ2NNm3awL9mTY1tFxcV4VJMDDw9PHApJkbHntLcZwBQq1YtuLu7486dO1oDdruo/WZW9LsCAI937AgHBwc4lO7HouJiHD58WGuwRqmMA5rH17KaNWuGc+fO6Y0dAMLq1sXV0t98BQAoFHB2dkazZs3g6eGBhIQEgwb8bNasGeLj45GXm6tz+UMPPYSEGzfg6emJm0lJ8vwOjz0GBwcHxMTEaPz+SPtJ4uDggFohIRAqFRQKBfz9/RF55ozGZ1O3Th3UDg3FqZMnkZefb9Bnrq689euEhqJWrVo4eeoUCgsL0ahhQ1xW+26ra9u2LdLu3kX81at6t+3l6YmmTZtCoKQO6+zsDAUApUoFoVSWfAdQMhiytJ2wsDBkZWVpf8+cnNCqVSvk5ObK+7tRw4YaZc/Q93k/66qv37RpU9y5c6fCwaTVt+/k5IRCtd+5AH9/pKoNXqu+bmjt2khJTdVYv7xtGxq3MetLzykEUAAgv/T/sqWxT58+uHnzJooKC5GRmYkkte+/MRwdHFBUZkD3oMBAtGrdGkeOHEFmZmalttuyRQvUqlULFy9e1PjOlqXvM3JxdkbXrl2RmZWFvLw8jcGmQ0NDcePGDa3n9O3TB5diYpB08yYe69ABycnJuHjxYrlxOtjbo+Pjj+NMZCQyjHivtUJC4OTsDE9PT4QEB8vzDx48iGy1321jvwPBwcFwc3PDlStXEBgYiJYtWuD8hQu4e/cuFAoFGjduDP+aNSEAxF6+jCvx8Ua+gm41fHxQVFxs1KDkut6bu5sblEol8tXOnw3RulUrBAQEAACio6M1jucVad6sGUJCQrBz1y6jXlPi4OCAhg0a4MLFi2jWtClq1aoFAeDArl2oCcAfgB8Ahb094OGBYldX2Hl7w97bG/D0hHB0xK1bt+Dk5ITEhATcvnVL/q2o4eODBg0bwsHBAf8dOVLyevb2cHFxQQ0fH53nuGU/V1Mv8/f3x+0yx8BGjRrBz88PdgoFIAQKCgtx8uRJ+Xn1w8NxMykJ+Xl58vNatWyJoqIiXLhwAQ4ODmjerBmcnZwAACnJybiuVkadHB3RrFkzREZG6owzLCwMLs7OuHTpEoCSMp6VlYUMtesFdgDCAXig5DyxM4CaAP4CUAPAbQBxrq7IzMuDCoBKbfvAvfMUfZ9N2XmNGjZEaO3a8jwhBI4cOYLCggK5LnkzIQFKlQrXrl3TuZ2gwEA0bNBArvMnJScjvvT8WgHAzs4OjRo1QnpamsY5VM2aNVG7Vi2cOXNGY3t+pZ8BAAwD4PP665ifmgrHzZuhBBBV+jmUvWrYoWNH3L1zBxdLP187Ozs4OzsjT21/AtC6xqGxrPRvq1atcObMGQCAq6srunbpgmvXruGCjmOtt5cX2rdvj+ycHBQXFeHY8eN6j4kRERE4efIkskqvIUn69O4NpVKJtLQ0qIRAgL8/bt26haKiIoQEB+PSpUsl163KcHV1hbu7O1qUXo85cvgwAgMDUaduXbi5ucnf9czMTCQmJqJeeDiUSiX+O3IEKiHQ/tFH4eXlpTPWQ4cPIzc3F54eHvIxMyQ4GKGhoThaycHJjfmtaNO6NVJKz60BoF5YGNzd3eW6mre3N2rVqoXbt26hUePGSE9LQ/S5c3BzdcVjjz0GAMjNy8N///1337G4uboit8z3SN82vLy8jK5TlBdLhw4dkHTzpny+oU+Xzp0RFxcnf166eHp6orCwEMVFRVCWnts7lblGZuzvua+vL+7evQug5BgbExNj9DYAICAgQONcRoqlTp06SE5K0rqOp4uua55a13MdHNCiRQskJiYiMzNT6/qsvJ69PcLr10dNPz/k5uXhbGSkVh3V398fmRkZqFO3rt7zmvr16yPA37/kgVKJ4hs3YJecDLvS5UoAtwAgMBD5np44X3pO3/7RRyFQco3FzdUV+QUFiI6K0qjb69K2TRuN83mgpM5Vtv7sX7MmWrdpg7Nnz2qdb7Rs2RK1a9XC3bQ0REdFQaVS6fz+N23XDvVOnEBGRobe40iVskh6qFRBQYGwt7eX77CTjBgxQm8f96GhoWLevHka86ZNm1bS16kO06dP15n5k1q+VHYqQkkT1X79+onc3FzRtWtX0bVrV5GbmipEp073tW1OnB6U6XRQkDi0ZYto06aNcADEzx4eQmnuOGrXFqK0qyGNspibq/VY1zpl6VwudSVlyPTww0KUtuCq1GuVNX++EPb2Ft/XlZp69xaitH9kne/1vfcsH+ODOrVsKURpqyqdn+3339/rHo0TJ06cOHHixIkTJyuYogHRHPeuy7QExA0riMtcUxYgXkNJq+qMjAwhcnJEev/+Fo+LEydOnEwx5QFC9YBfh8hAad7AFlvU3Lx5E7Vq1cLhw4fRoUMHef6kSZOwb98+HD16VOs5Tk5OWLlyJYYNGybPW7RoEWbMmKHz7jx9LWqGAnAEKmx3Bx3zlABOAUgA8MUXX2DcuHHw8PAAAGRnZ8Pd1RU4ehS4fh2Zt27hxx9/RGTpXQsSL09PucWK5IvPP0dySgoaNmyIpKQkfPrZZxrLZ3z8MVQqFbbv2IH/Sj+bZwYPxq5du1CjRg2tOxEM2bHSOrrurg0OCkL37t3xy5o1WtsKDgpCUnKy3u11evxxxJW2pACAFs2bIyQkBIcOHUJW6V1qa3/9FQAwVG1f1goJQWJpptyY+Cu73scff4yPP/5Yax3p/b0wbBjWlMapvq1xY8eiW7du8rzExES8/c478uOaNWuiWendYU8//TTs7e11B6DQn5O/m5aGV199FQLAwAEDMHz4cEz96COE1a2L3f/+q/M9zv/2Wxw4cAAbNm6U59spFPjkk0/w3XffIamCO1jVtzXk2Wc1tlNWLIC3Fy3CmDFjsHnzZgwePBgAEIKS1jZ+0ltUe07jhg0xceJEHD16FD/99BMEgA8mT8as2bPl15U0aNAAl2NjNeaNHj265HOXPjcvL6Br15I7/QHk5ORolEUAmmXT3V1rHffS50r0Lj9zBoiLK2nJAJS0UCg7eXoCjz0GlO7vSr9WWYmJwOnTEKV3dLz33nu4XablVof27XFE7Zip/rmp/+/h4YEnn3wSqbduyXcu6lpX1zwHe3sUld6lXnb5iJdeQqdOneDj6wt7OzsgMBDo0AGwsyv/vUZFAbGxQE4OoFIhISEBd+7eRZPGjfHvnj3YuHEjCouK0LxZM0yePPnei+oqO/rKk475KiEw/MUXNebpOk58++23CAwMNOy19MwTQsh3xt+8eRPvjB+v87UEgJdffhmeHh6Y/913AEru+pCOUTIvL6BTJ6C0hY/ez/bKFeDs2ZLPVqkE7OyQlpGB9Rs2YMATT6CwuBiTPvgAKpTcqTdx0qSS/WVvX/Jdlu4eyc0t2UZuLlBYeK8KAwBCQFlcjOEvvggFgFYtWuBsVJR8V7muFl3GqGh93xo1cLe0pWHDBg0QU3qnzvh33sH+/ftx6vRpvDh8OHr37o158+bhdOkd3X379MHRo0eRlp4Ob29vjBkzRnfLRx3enzgRN5OSMPX//g9NmzYFAHz44Yd67wZTfw8KANOmT0dgQACmT5+OW2XKsSHvuWuXLigqKsLh0jt7BUruhvviiy8QGBiIHTt2YNny5VrPW/vrrxg6bFiF21f/HTYknrIEgG+/+QbBwcGws7PTWDZt2jScv3BBa311devWxddffaUxLzIyEg4ODpj+8ccGxzNzxgy4ubnhbFQUnnjyyZLjUhnff/89tu/YIT+uHx6O2CtXEF6vnsZd7r169sSuf/4BALw7fjzmffMNAKB2rVr46uuv4ezsjLNnz+KjadMqjEtvfWT6dKxevRqxcXEadzeWXb9f375wd3fHxk2bDNr+smXL8Morr2itN/uLLzC5tOW6ALBy5UpEnT2LL8t89sa8h7IcHRzQvHlzePv44NSpUxqtHVo0bw5PT0/5eyx5ZvBg7PrnH3ndiK5dsXffPp3bf+yxx3D0v/+gKjN/4IABGDVqFNzc3DB79mzs278fADDto4/QuHFjzP/uO7ke3b1bN6SmpqJJkybw9vaGv78/Dhw4gE6dO2P27NlQAJj+8cc4duwYoqOj0bdvX3y/dCkAwMfHB+lqd4tLlChtDQmgXbNmeLp/f3wzd66Bn1qJD6dMQaNGjeQydP3GDWwqrZOdVmuZYiwfb2+kZ2QAAHr36iXXA0Jr10ZCQgI6duyI119/Xet5eXl5KCoqwjfffgtPDw+kp6fjiSeewPXr13H+/HmkpKbC398fo0ePhr+/P6ZOnapxHKmMsnfCmlPtWrUwfPhwzC5tHS3Vsf/v//5Po0VfZXXp0gX7S7+X6latXIndu3dj5apVALRbm744fDjatm2Lzz77DHdK64T6KAC8//77OH78OK5cuYLWbdqgX9++iIuL0yjn+spzgL8/MjIy5FbbzwwejEOHDiFZ7Vzi22++QWRkJDp37qzV6jgnJwf5pS0XAGjVuWr6+aFNmzbysVXi4+0NJycnjTtr3xo3DrVr15aPWQDQs0cP9O/fH3/99ZfO8yKgpCXbHZS0ULgFINDfH3m3bsET0JjKnqXpq0MDJS1HpBZm0rLHO3bEmDFjYGdvj/T0dNy8eRNNHnoIaWlpGDtuHADgo48+wldffYWc3Fx06tQJb7311r2NKhT477//8NXXX2u93tSpU5GRkYH5332ntex/r7+Orl264IXhw7WWlfce7nfZwAED0LlLF0xSq5cbus1kAOfU5g0ePBi//fYbnAC0BVAXQPOmTRFety52/P03BIDhL7ygcT1C37mKo4MDipVKTJgwAQ8//PC9erla/Ty/oAAjRo4sdztAScvnvPx8fDx9Olq2aqWxnaKiIjz73HM6n+vq6goHBwcsWLAAvr6+yMzKwqxZs3AmKgpAyXfyBIB127ejT58+Gp/TwGbNoDh/Hl4APvzgA8TFxsLFxQW9e/UqqXfrOM/IyMjA8uXL8cijj+L777/XWj6gf3/8tW2bxjz1mO3t7NC5c2e9v7OA7utWQEnL65BatXDo8GEAwOqff8bWrVuxdt06vdsCgCaNG8stg+TX8PIqt0VkUGCgxrGnPALApIkT0bp1a73rHD58GAsWLtS7XKp7SJ/VW+PGYdWqVUa12iwbk5enJ4YMGYKfli2r1DaAkvfV9uGH5cdFRUV48aWX5MdPP/00Nm/eDED3fhvzxhuIiIhAYWEhftu8Gb+VrguU1Alee+01HD58GN98+63eGHT1glC2zLdq2RJnzp7V+fywsDDM1dHzyOXYWHz44YdGn3eU5ejggPHjx6N9acujt99+2+D6SL++fZGUlIS7d+9qtCg01QVzlwp6AjKGKS/iG7KtF4cPx+pfftGYt3LFCvj4+JQ8UCiAwEA0f+IJnLt1C8kJCfhp9mys/+47BKKkZaueK6Llev1//0PHjh3lxydPnsT+/fvRvXt3fD1vntb6CpS0rtJ1zDJGIYC1gG22qElMTBQAxOHDhzXmT5w4UTz66KM6n+Po6CjWrFmjMW/hwoVaA73po6tfxTp16ugcY8XBwUEMHz5c7N+/X6PPwH/++UcsXrxYzJs3T+Tk5Gj0V6irH3eJ+jgtQgh5vA+gpH9VdcXFxfIyFxcXMXXqVLmP0IKCAtGuXTvxzDPPyOuX7SO8fv36Gv3i65oiIiLEzp07RXFxsc5++SZPnixUKpWYO3euxvxDhw4JpVIpUlNThUql0uonUf1rtWPHDjF69Gh5bIXr16+L4cOHy30JCyHEpk2bRLNmzcS5c+fEH3/8IRQKhfDw8BDffvttufGXbS21Z88eERcXJ1atWlXu89Sn9PR0sXv3bo15f/75p/j000+11lXvI7FsX8AqlUp07txZXl7Zga/Vqfe7+c4772gsk/qML9vPcUFBgUhNTZVj6dKli/y9OXnypAgJCRE//fSTRp+on332mVY/49evXxcqlUrMmjVLNCkzPoqXl5dYsmSJ+P777+V+eVUqlUa/9eqTh4eHaN68uRg5cqQci1KpFEuXLpXHd1EfTC84OFjMmDFDCCG0vtNSP+T6lC2LuspmReXV0PJsiKp6LakvTi8vL7Fnzx553AGpj1Ppc3/88cdFVlaWWLZsmTxffaBqXf0BAyXjMowZM0ZjEOUlS5aICxcuiF27dgkfHx/RtGlTub/0sWUGra/MZ6HP6dOnxZgxY+RxxUxJffDwwMBAMW3aNK3fiKqga7C98PBwkZiYKJeRwsJCcezYMb3jtamr7Ger3h/txIkTK/1+hLg3tsjHH3+s0b9/2b6sdfX13L59e9G4cWODj9vGTtKg10JojpMlTcYOMpyamiquXbumMa9+/fry9tq2bSt69Oghnn/+ebF06VLx+eefi9jYWHHgwAGxb98++Tm5ubkag3efPn1aHDp0SGtQewCiQYMGokuXLnK5lwaS7datm+jZs6fG3T75+fni008/FRs2bBC9evXS+C5L/3fo0EGMGTNG63Vu3LihNeaU+nGh7DguM2bMEK1atRK//vqr2LBhg/j66681jjFlqfcFXnZq06aNvE1dVCqV/Dk//vjjGgN8qk+dO3fWHDusAufOnRM1atQQDRs2FLdv3xbbt28XSqVS9OvXTwAlfT6rVCrRp08f0b59e40xPxYsWCBvJycn576+p/Hx8Tr3vSHTk08+adB6zs7OAoAICwsTKpVKHgx048aN8vvYv3+/WL58uUa/3LqmHTt2aPWF/sYbb4hHHnlE3Lx5U5w6dUrreDRnzhx53d27d4vTp08LPz8/AZT0Y//CCy8IIUrquVL9oqioSGPQbOn56uMGbN68WfTr108MGjRI52+FUqnUiGX48OHydsobWD4yMlJjoHbJzz//LI4dOyaPffXYY4/JfY2rjyv57rvvyuM0KJVKjfJe0VTe+CZpaWka5bK87bzxxhsiLy9PnDlzRh7kPjo6WixatEgolUp5/Idt27aJuLi4cgfwLY80LqXk119/1YjDxcVFvPvuu+LLL7+U5wUGBorGjRvLZa2i6a233tI5hoQhk/r4ERcvXhQLFy4Ujz32mDy4eNlJKtvq/esrlUqxfv16AZSMTaE+tmTZqU2bNuKNN96oMK6AgAARGRkpXn75ZXmAYfU6wl9//SX/Lw2mLoRmX+5vvfWW8PX1FT/++KPYu3evGD16tIiOji73u71o0SL5+Y888oiwt7fXGqdyyJAhYu/evaJOnTpi69at8nPV1zGGNNZbp06d5DFebt26Jdq1ayfq1q0rnJychEKhEHPmzBHXrl3TKEtS/T83N1d069ZNeHh4yOdaZ86cKfcz7tu3b6W+M/qm+fPni3fffVc8+uijYuDAgWLIkCHl1tU2bdokfvrpJyGEEJcvXxZ///23fHxTV/Z9ODo6alwfOHnypPjnn3/EihUrRIsWLcSsWbPk40R58aqPTWXomLHlTSNGjBBClAyWbszzpDE/AIh9+/bJ/48fP16cOHFC47j81VdfaYyXmZycrDGOo77JkHGhhBDigw8+0Hie9Nv42WefiZUrV4rDhw+LhIQEjTJX1pQpU7TGfgFK7r7WNZbK/v375XVq1Kih81irPuasNBapMcp+Rh988IHWa9/P1KZNG/HJJ5+IW7duiblz54rTp0+Ly5cvCw8PD/HWW2/JcXh7e+t8vq6xJICScbiUSqXWeWndunXlOoKxU3nHPyGEyMvLk+tAuo7V6teHXF1dhUqlEgUFBeLSpUs6f3dzc3PFxo0bxZUrVzTGxbC3txetW7cWMTEx4ubNmzrHESs7luQLL7wgkpOTxenTp7XGydN1rJHqVtL1ImndTp06aY1599dff8nPU6lUGvW4/fv3y8u2bt2q8TxpvA4AFdZV33zzTVFUVKR3eQs9Y6xmZ2eL+vXrlzuOTNnp1q1bGtfDevbsKdLT0zW2+/DDDxu0rebNm8vnU/n5+fJ5l/TdP3funNa4QGUnNzc3sXTpUrFv3z6RkZGhNS7byy+/LMaPHy9mzJihdY2t7LR48WKRlZVV7liB6teTK5qeffZZERMTIxYuXFip38XDhw9rXX/VdcxNS0uTx78ur56kb9q3b5/o1KmT/Lg86r8l0tSlSxeNMSG/+eYbjWsT0uTl5aVzHMOyk6Va1Fg0UWOOrs/K0pWokV5ryJAh8rzt27drdEWkfhIsDXgoMfQiWUFBgRg/frz4+++/hRD3BrQDIA/Qp+6HH34QPXr0EKmpqRW+r/z8fNG7d29hb28vdu/eLc8/cOCAeP3118WUKVM03nP37t3FwYMHNbbRt29fUbt2bfHHH3+IjRs3yoPsqVfE9A2onZ+fL0aPHi0AiC+++KLCeMsTGxsrDwD1yy+/aBW8P/74Q9y+fVuoVCrx3XffiZCQEOHn5ydXaIqLi0W7du1Ex44dxblz58TWrVvFoUOHxD///CPOnDkjX2jy9/eXX/PUqVPC3t5ermTExsZqDEI2efJkjcqTvorg5cuXxbp16wyuKFZEer1Zs2ZpzC8sLBRXr14VmZmZYsiQIaJv375iy5YtGutcvXpV7/cxPT1dtG3bVtjb28snc+qfc1nqA3cOGzaswnilady4cQZdOC4sLBRdunQR/fr10/js1q9fL0JDQ8Xx48cr3IYQtpOoycvLE9OmTdNIeAqheUFB/fh148YNUaNGDTF48GCNQeaioqJEjx49REREhPDw8BBjxozROLn477//xKpVq7SS6RKVSiXOnDlj0OCOpvxcTSk/P1/MmzdP48J7eWXBVMpWrBYtWlTpbd3PZ2uK1xei5Nj3+eefi/z8fHH48GF5u9u2bdOo3B85ckRERUVpXCxITEwUTzzxhPw4IiJC7wXNzZs36z0B1DWFhoZqHFPKnngAED/++ON9vXchhJy0dHd3N/q5X331lRg/frxGnOoXM3fu3CmEKPltc3d314i9bH2krJs3b4qePXuKtWvXCiGEWLVqlXjsscfkCvSFCxc0tqdUKjUGH3777bdFu3btRP369cWdO3c0TlAWLlxo9HsVQoizZ8+Kdu3aiY0bN4pbt26JF198UezZs0eoVKoKv78xMTHil19+Ebdv3xbFxcViypQpYtq0acLT01OMHDlSvihurLS0NK3XzszMFJs2bdI4ZqpUKqFSqUTr1q1FcHCwuHPnjsZz5s+fL8aMGSO+//574eXlJV/g/OGHH8SqVat03hQjTcXFxUKlUmntY0OmuLg48fDDDws/Pz+xYcMG8eeff+o8MZ0yZYr44YcfxJUrV4QQQty9e1fs2bNH7+eiPvhxq1at5MQEUHKxW/0GDWlw+PLcuXNHdOvWTXz66acan7OuAYvVXblyRURGRsqDJLdu3VokJCRU+Hr6LF++XAAlA5vfr7S0NFFQ2sWnECUJi+XLl4v40i5Z1Z04cUL+vK5cuSKmTp0qZs2aJY4fPy4CAwNFo0aNxKpVqwyq83z33XfizTffFMXFxeLq1avixo0bolGjRqJ169ZG/YalpKSIP//802T1VnX79u0T+/fv1yhD6enpokePHhpJTiFKLiTquvErPDxcjB8/XuMmvfT0dPHRRx+JOXPmiC+//FKcPXtW4zm7du0Sjz76qPy4d+/ecrK1S5cuWnWWt99+W+O49v7772usExkZKS5evCiEKDkGXLhwQR543dHRUX5urVq1xMWLF8V///0nlEqlyM3N1bjg9N9//2nFqn7RTN0vv/wiVq5cKYQouag8btw4rX301FNPiYYNG4qcnByj959SqRTTpk0T69atEwUFBSIxMVEIIcT48eMFUHKBVF/Ce9q0aUKhUIht27YZ9Zp5eXk6y0V5Vq9eXW7yX4iSfaLruFivXj353HDevHlay7t06SLatm0rJkyYIICSwdife+45jXWmTZsmunXrplUPqQpFRUWiS5cuonbt2mL58uXyd8wQ6vGVvbCt/t7j4+PFd999J5ycnDTW+eCDD8SKFSvEhx9+KL777jutz+qZZ54RgwYNEqtXr9Z4XV03v6hPbdq0EU5OTuKLL74QCQkJolu3bvKNAWvXrhW9e/fW+B3t2rWr8Pb2FgkJCRo3FQpRcq64evVqMXnyZDFmzBidFwANVfac/tatW/q7oC5HXl6e1o1G5fn555/Fvn37RFZpF9llFRQUiOeff1689957RsciRMkNI3PnzhWnTp0SBw4c0PhtWrRokahbt664cOGCOHTokBg5cqRGEm/06NFi5cqV5e7PXbt26Y1b3cmTJ+UbiqQpKipKKJVK0aBBA63tStecyn53u3btqpGw1TepX3R2dnYWH374oUGfV3FxsVwfUt/ezJkzhUqlEtOmTRMNGzYU586d03he2eN42f2+a9cuef6pU6c0lqlUKo0EAACRn58vfvrpJ/nx119/La9//fp1jQScPtHR0fLnKCV+Nm/eLJKTkzWS8GX34blz58Tff/+tdTFa/bjatGlTIUTJTS49e/YUBQUFIiIiQtSrV0+uT0nTyJEj5eOuvhtJBg4cqPd9qFQqoVQq5XKlbxtffvmlvO/y8/Pl+RMmTNDapq66RdmpZs2aWsfc9PR0MWXKFDFnzhyNm1GWLVsmxo8fL2rUqKHxfX7jjTfk8yv1/aeehO/Tp4+87Pz582L06NGiR48e4siRI1o3TqubMWOGzu97QUGBGDNmjNi0aZOIiYkRL7zwgrxsypQp4sMPPxSnTp0S69at06jXlL2ZRprUb0wHICdMXF1dRU5OjlzHdXBwEM8//7ze/SiRfl+BknPk8m7YA0pu2M7JydFI3FdEqreo/+5IDUKAe9fZ8/LyxKZNm0T37t3FkiVL5GP+tWvXNG4kKzvZZKJGCCEeffRRMW7cOPmxUqkUtWrV0rowLXnuuee0CneHDh3E66+/btDrSYmajRs3iv79+wsAcmIjNzdX/Pjjj1on3kIIMXbsWHlnqZ9wCFH5i2S3b9+Wn6fvB9tY5b3+8uXLxcCBA8u9Q6Pse5NIcerLgAtRUsE8deqU3m1UhvpFJOlOy7KUSqXWnUlKpVLvScuGDRvE0KFDtU4W0tLSNJ7zxx9/iHHjxsknZ5mZmaJbt27im2++uY93ZBxpn5nq+6GuuLhYIwn44YcfCgBizpw5Otc/fPiwePnll0VaWprebUp3ZoaFhYmvv/5a6w7LqmYriRp9lEqlWLRokfydVSddBNSnKi7SqLPWRI0u7dq1EwBEjx49quw1pLtyAVT6DmbJ/Xy2S5YsEc8884xcuTcF9cqRdDE1KSlJHDhwQGO9qKgoceTIESGEEC+99JJGhSwlJUWjRZc03blzR8TGxorY2Fjx559/ai2XWu79/PPPonPnzuKXX37Rim/58uXi2WeflZ8j3cV8v+/5tddeEzExMfe9LSHuXQws+3ta9gTXFMdY9TvjJB999JF466235AuA0slLbGysaNq0qejfv3+l7vasLvLy8gyquOvaP//884/47LPPRGFhobh27Zpwd3cXvXr1kpdLraE9PT3l/TJu3DgRFRUl11sHDBggpk2bJurWrSuaNm2q83VOnDih0dILgNEXVs+cOSNq164t19NVKpXo16+ffLH75s2bom/fvlV24bIslUpVYctaQyiVSrFq1SqtlnFVLSUlRd4XZS8I5OfnG3TTQ3kKCwtFcXGxaNmypXw8fNCotwJ0cXGRW15UpOzFDZVKJY4dOyaGDx9eYcvUu3fvimeffbbcu+f1iYuLE3/99ZcoLi7W2UpC/bdNuiggtWZ8+umnjX49ddIFLVNSqVQV1knKnj9Yg507d4pRo0aJ9PR0UVRUJNLT0zXOnf755x+t+oKkoKBAHDt2TK4HHzx4UDg4OGj0ZnDr1i1Rr1494eHhYZJjkKmVfV85OTli/vz54syZMxo9Y0g3G6hUKnH06FHxzTff6Kz/qW9v2rRpel+3qKhIFBYWirFjx4p33nlHXLhwQa6nvPLKK/I6hsrJyZGvw2RmZoru3buLb7/9Vu/6cXFx8vsz5oajgoICMXr0aJPU/4Qoqc/6+PiI0aNHm2R75pKSkiKGDh0q3nvvPZGbmytu3bol7O3t9V6wNPZmGPULtJL//vtP1KpVS2dZlHqIadCggfDz8xPR0dFCiJLvUNkW3erTihUrROvWrUVYWFilz6mkC9Tt2rUzaP1//vlH7NmzRwwePFju2UKiVCrF/Pnz5XOcslQqlcZNsEJo3sAtJekl6enp4tlnnxU///yzQbElJydr3ZDdvXt3ERISYtR5otRDy+zZs3W+B6lsP//88zovqhcUFIgvv/xSdOzYUXzwwQdi7969om/fvlrJDF0uXrwoFi1aJIqLi+WbdKSpUaNGWutHR0eLN998U+7FR11eXp6YMmWKGDZsmABKktcZGRlixYoV8g1HZT8vQ9y9e1fk5ubKLbP07W8hhNz6rqJeHHJycsTMmTO1bsbNz88X48ePF//++6+4ffu2ePTRR3UeG9WvnZZtWaSuuLhYLF68WBw/flxeX7r5T0qufP311+LGjRviyy+/FJGRkRrPLyoqMujaUVRUlABKesaJj48X586d09iXR48eFadOnRKhoaHimWeeka8zXr9+XXTs2FGrJy1970W91dGoUaOEEEKsWbOmwhs91NWsWVPn8cVmEzVr164Vzs7OYsWKFeL8+fPif//7n/Dx8RHJyclCiJIKrtRsUwghDh06JBwcHMSXX34pLly4IKZPny4cHR1FVFSUQa8nJWoyMjJEbm6uVoZcn99//13nAUiI+7tItmnTJrF+/XqjnmMJDg4OAoDZKyDFxcXyxbrPP//crK9ta5RKpfjvv//uK9F24cIF8dZbb8l35pmbrSdqrNmD9F6vXLkiJk+eXKUn4+np6SIwMFB07979vrdljZ+tdNJuqCtXrojQ0FCNk4Fr166J+Ph4kZSUJBYsWKCz5cvVq1fFJ598IoYOHVphNwdlDRo0SNSoUcPqLjiVp2vXrvK+fuqpp0yyTemEUuoWicxLurAoKSwsFF9//bW4ePGivK+lO9tv374ttm7dKp8c5efnl3vXdUxMjLyNjz76qFLxVXUS39b88ccfeu9KNpX4+Hgxe/ZskybgzSUnJ0csXLhQbNy40eAkjRDmaQlbGerdakhyc3PFkiVLyr3xiUxLpVJp3DFbv379cte/ffu2VoIhIyPDKpM0QggxefJkAZTcQV1WamqqaNq0qZg5c6bB29uxY4d46KGHxL///mt0LGVbnVW14uJiERMTY/HfqrKtSh5UW7ZsEcuXLxfnzp0Tb775pkY3icZ+xtLzyp7rqFQqkZWVJUaPHq11E5d0E1DZ17p7966Ii4sTubm5WhdSL1y4IAoKCirVKkpy5MgR8cILL9xXa11jrVixQn7/58+fl9+PeleTpqJUKo3+jmZmZor169dXWJavX78uGjRooNESyNRUKpU4d+6c2LNnT6XP21QqlYiNjdX4bqlUqnITGobIysoSZ86cKXeduLg48eWXX5rlPP3AgQNi7969Bq8fGxur0XtKfn6+zpt+KysxMVH+Dqn31GTqOtCJEyfEG2+8UenvR1pamoiPj5cTj1KrQEslahRClBkJygIWLFiAuXPnIjk5Ga1bt8b8+fPRvn17AEBERATCwsKwYsUKef0NGzZg6tSpuHr1Kho2bIg5c+agf//+Br1WZmYmvL29jR4USAiBH3/8EW3atEG7du00lhk8IPgD7MyZM1ixYgWmTp0KPz+/ip9gQr1798auXbvw77//lgwkT6RH2bIIQKtsVlReTVmezfla1s6W3quhCgoK4OjoqDXgurH42VZOUekg1Y6OjhaOxHDnzp3Diy++iPHjx2Po0KFagzdT9XL69GmkpqZqDThsKCEEnnjiCdy9exd79+6Fk5OTiSMksg4KtUG2reDUVpacnIyhQ4fitddew4svvmjpcGxeRkYGvvnmG7zwwgto2LChpcMxmaKiIpw4cQLt2rV7oOo0ZP2EEJgxYwaaNGmCoUOHGvXcI0eO4JtvvsGXX36J0NBQk8WkfryfPHkyZs2apTHvQZSWlgZfX18AwJ49exAREWHZgIiqSGRkJBwcHNC8eXNLh6LT7du3sWjRIjzzzDNo3ry50XkDU7GKRI05VTZRU56cnBwEBAQAAFJTU3mRzMQSExMRHR1d6QsVZDvKlkUAWmWzovJqyvJszteydrb0Xs2Nny0REdmysLAwXLt2DXZ2dlAqlZYOh4iIqkjfvn2xY8cOxMXFITw83NLhmIQQQr5x7+TJk2jbtq2FIyKybVWRNzAGEzVERERERET0QDp79izGjRuHTz75BF27drV0OEREVEWKi4uRnp6OmjVrWjoUk/rhhx8QHx+Pzz777IFvIUT0oLN03oCJGiIiIiIiIiIiIiIislmWzhvcX8f4REREREREREREREREVGlM1JhAfn4+BgwYgAEDBiA/P9/S4RDZrLJlUVfZrKi8mrI8m/O1rJ0tvVdz42dLRERERERERPRgY9dnJpCTkwMPDw8AQHZ2NgdyJrKQsmURgFbZrKi8mrI8m/O1rJ0tvVdz42dLRERERERERHR/2PUZERERERERERERERGRjWKihoiIiIiIiIiIiIiIyEKYqCEiIiIiIiIiIiIiIrIQJmqIiIiIiIiIiIiIiIgshIkaIiIiIiIiIiIiIiIiC3GwdADmJoQAAGRmZppsmzk5OfL/mZmZUCqVJts2ERmubFlUJ5XNisqrKcuzOV/L2tnSezU3frZERERERERERPdHupYo5Q/MTSEs9coWkpCQgNDQUEuHQUREREREREREREREViQuLg7h4eFmf12bS9SoVCrcvHkTnp6eUCgUlg6HiOi+ZWZmIjQ0FDdu3ICXl5elwyEium88rhFRdcPjGhFVNzyuEVF1k5GRgTp16iAtLQ0+Pj5mf32b6/rMzs4OtWvXtnQYREQm5+XlxQoyEVUrPK4RUXXD4xoRVTc8rhFRdWNnZ2eZ17XIqxIRERERERERERERERETNURERERERERERERERJbCRA0R0QPO2dkZ06dPh7Ozs6VDISIyCR7XiKi64XGNiKobHteIqLqx9HFNIYQQFnllIiIiIiIiIiIiIiIiG8cWNURERERERERERERERBbCRA0REREREREREREREZGFMFFDRERERERERERERERkIUzUEBERERERERERERERWQgTNUREZqZUKvHRRx+hXr16cHV1Rf369fHJJ59ACCGvk5KSglGjRiEkJARubm7o27cvLl++rLWtI0eOoHv37nB3d4eXlxe6dOmCvLw8efndu3cxfPhweHl5wcfHB6+++iqys7M1tnH27Fl07twZLi4uCA0NxZw5c6ruzRNRtWSq41pycjJeeuklBAUFwd3dHW3btsWmTZs01uFxjYjMJSsrC+PHj0fdunXh6uqKjh074vjx4/JyIQSmTZuG4OBguLq6omfPnlrHNVMdszZs2IAmTZrAxcUFLVq0wLZt26rmTRNRtXa/x7WrV6/i1Vdf1ajzTZ8+HYWFhRqvw+MaEZmLKeprkoKCArRu3RoKhQKRkZEay8xyXBNERGRWn332mfDz8xNbt24V8fHxYsOGDcLDw0N8++23QgghVCqVeOyxx0Tnzp3FsWPHxMWLF8X//vc/UadOHZGdnS1v5/Dhw8LLy0vMmjVLREdHi4sXL4p169aJ/Px8eZ2+ffuKVq1aif/++08cOHBANGjQQAwbNkxenpGRIQIDA8Xw4cNFdHS0+PXXX4Wrq6v4/vvvzfeBENEDz1THtV69eolHHnlEHD16VMTFxYlPPvlE2NnZiVOnTsnr8LhGROby3HPPiaZNm4p9+/aJy5cvi+nTpwsvLy+RkJAghBDiiy++EN7e3mLLli3izJkz4sknnxT16tUTeXl58jZMccw6dOiQsLe3F3PmzBHnz58XU6dOFY6OjiIqKsp8HwYRVQv3e1z7+++/xahRo8SOHTtEXFyc+P3330VAQIB477335NfgcY2IzMkU9TXJ22+/Lfr16ycAiNOnT8vzzXVcY6KGiMjMBgwYIF555RWNeYMHDxbDhw8XQghx6dIlAUBER0fLy5VKpfD39xc//PCDPK99+/Zi6tSpel/n/PnzAoA4fvy4PO/vv/8WCoVCJCYmCiGEWLRokahRo4YoKCiQ15k8ebJo3Ljx/b1JIrIppjquubu7i1WrVmlsx9fXV16HxzUiMpfc3Fxhb28vtm7dqjG/bdu24v/+7/+ESqUSQUFBYu7cufKy9PR04ezsLH799VchhOmOWc8995wYMGCARhzt27cXr7/+uuneMBFVe6Y4rukyZ84cUa9ePfkxj2tEZC6mPK5t27ZNNGnSRJw7d04rUWOu4xq7PiMiMrOOHTti9+7diImJAQCcOXMGBw8eRL9+/QCUNLUEABcXF/k5dnZ2cHZ2xsGDBwEAqampOHr0KAICAtCxY0cEBgaia9eu8nKgpFs0Hx8ftGvXTp7Xs2dP2NnZ4ejRo/I6Xbp0gZOTk7xOnz59cOnSJaSlpVXRJ0BE1Y0pjmvSdtatW4e7d+9CpVJh7dq1yM/PR0REBAAe14jIfIqLi6FUKjWOWwDg6uqKgwcPIj4+HsnJyejZs6e8zNvbG+3bt8eRI0cAmO6YdeTIEY3XkdaRXoeIyBCmOK7pkpGRAV9fX/kxj2tEZC6mOq6lpKRg9OjR+Pnnn+Hm5qb1OuY6rjFRQ0RkZh988AGGDh2KJk2awNHREW3atMH48eMxfPhwAECTJk1Qp04dTJkyBWlpaSgsLMTs2bORkJCApKQkAMCVK1cAAB9//DFGjx6N7du3o23btujRo4fc12ZycjICAgI0XtvBwQG+vr5ITk6W1wkMDNRYR3osrUNEVBFTHNcAYP369SgqKoKfnx+cnZ3x+uuvY/PmzWjQoAEAHteIyHw8PT3RoUMHfPLJJ7h58yaUSiVWr16NI0eOICkpST6e6DreqB+PTHHM0rcOj2lEZAxTHNfKio2NxXfffYfXX39dnsfjGhGZiymOa0IIjBo1Cm+88YbGzTXqzHVcY6KGiMjM1q9fj19++QVr1qzBqVOnsHLlSnz55ZdYuXIlAMDR0RG//fYbYmJi4OvrCzc3N+zZswf9+vWDnV3JYVulUgEAXn/9dbz88sto06YN5s2bh8aNG2PZsmUWe29EZJtMcVwDgI8++gjp6en4559/cOLECUyYMAHPPfccoqKiLPXWiMiG/fzzzxBCoFatWnB2dsb8+fMxbNgwjeMWEdGDxJTHtcTERPTt2xdDhgzB6NGjqyBaIqKK3e9x7bvvvkNWVhamTJlSxZFWjDVMIiIzmzhxonz3eYsWLfDSSy/h3XffxaxZs+R1Hn74YURGRiI9PR1JSUnYvn077ty5g/DwcABAcHAwAKBp06Ya237ooYdw/fp1AEBQUBBSU1M1lhcXF+Pu3bsICgqS10lJSdFYR3osrUNEVBFTHNfi4uKwYMECLFu2DD169ECrVq0wffp0tGvXDgsXLgTA4xoRmVf9+vWxb98+ZGdn48aNGzh27BiKiooQHh4uH090HW/Uj0emOGbpW4fHNCIy1v0e1yQ3b95Et27d0LFjRyxdulRjGY9rRGRO93tc+/fff3HkyBE4OzvDwcFB7s2hXbt2GDlyJADzHdeYqCEiMrPc3FytzL69vb3cSkadt7c3/P39cfnyZZw4cQKDBg0CAISFhSEkJASXLl3SWD8mJgZ169YFAHTo0AHp6ek4efKkvPzff/+FSqVC+/bt5XX279+PoqIieZ1du3ahcePGqFGjhmneMBFVe6Y4ruXm5gJAudvhcY2ILMHd3R3BwcFIS0vDjh07MGjQINSrVw9BQUHYvXu3vF5mZiaOHj2KDh06ADDdMatDhw4aryOtI70OEZGxKntcA0pa0kRERODhhx/G8uXLtepuPK4RkSVU9rg2f/58nDlzBpGRkYiMjMS2bdsAAOvWrcNnn30GwIzHNUFERGY1cuRIUatWLbF161YRHx8vfvvtN1GzZk0xadIkeZ3169eLPXv2iLi4OLFlyxZRt25dMXjwYI3tzJs3T3h5eYkNGzaIy5cvi6lTpwoXFxcRGxsrr9O3b1/Rpk0bcfToUXHw4EHRsGFDMWzYMHl5enq6CAwMFC+99JKIjo4Wa9euFW5ubuL777+v+g+CiKoNUxzXCgsLRYMGDUTnzp3F0aNHRWxsrPjyyy+FQqEQf/31l7wej2tEZC7bt28Xf//9t7hy5YrYuXOnaNWqlWjfvr0oLCwUQgjxxRdfCB8fH/H777+Ls2fPikGDBol69eqJvLw8eRumOGYdOnRIODg4iC+//FJcuHBBTJ8+XTg6OoqoqCjzfRhEVC3c73EtISFBNGjQQPTo0UMkJCSIpKQkeZLwuEZE5mSK+pq6+Ph4AUCcPn1anmeu4xoTNUREZpaZmSneeecdUadOHeHi4iLCw8PF//3f/4mCggJ5nW+//VbUrl1bODo6ijp16oipU6dqLJfMmjVL1K5dW7i5uYkOHTqIAwcOaCy/c+eOGDZsmPDw8BBeXl7i5ZdfFllZWRrrnDlzRnTq1Ek4OzuLWrVqiS+++KJq3jgRVVumOq7FxMSIwYMHi4CAAOHm5iZatmwpVq1apbEOj2tEZC7r1q0T4eHhwsnJSQQFBYmxY8eK9PR0eblKpRIfffSRCAwMFM7OzqJHjx7i0qVLGtsw1TFr/fr1olGjRsLJyUk0a9ZMI4FNRGSo+z2uLV++XADQOanjcY2IzMUU9TV1uhI1QpjnuKYQQgij2hERERERERERERERERGRSXCMGiIiIiIiIiIiIiIiIgthooaIiIiIiIiIiIiIiMhCmKghIiIiIiIiIiIiIiKyECZqiIiIiIiIiIiIiIiILISJGiIiIiIiIiIiIiIiIgthooaIiIiIiIiIiIiIiMhCmKghIiIiIiIiIiIiIiKyECZqiIiIiIiIiIiIiIiILISJGiIiIiIiIhMYNWoUFAoFFAoFtmzZYtFY9u7dK8fy1FNPWTQWIiIiIiIqHxM1RERERESkk3riQX2KjY21dGhWq2/fvkhKSkK/fv3kedLn9t9//2msW1BQAD8/PygUCuzdu1djfV2JnlGjRhmcdOnYsSOSkpLw3HPPVeZtEBERERGRGTFRQ0REREREekmJB/WpXr16WusVFhZaIDrr4+zsjKCgIDg7O2vMDw0NxfLlyzXmbd68GR4eHlUSh5OTE4KCguDq6lol2yciIiIiItNhooaIiIiIiPSSEg/qk729PSIiIjBu3DiMHz8eNWvWRJ8+fQAA0dHR6NevHzw8PBAYGIiXXnoJt2/flreXk5ODESNGwMPDA8HBwfjqq68QERGB8ePHy+voalHi4+ODFStWyI9v3LiB5557Dj4+PvD19cWgQYNw9epVebnU+uTLL79EcHAw/Pz8MHbsWBQVFcnrFBQUYPLkyQgNDYWzszMaNGiAn376CUIINGjQAF9++aVGDJGRkZVuUTRy5EisXbsWeXl58rxly5Zh5MiRRm8LAK5evaqztVNERESltkdERERERJbDRA0REREREVXKypUr4eTkhEOHDmHJkiVIT09H9+7d0aZNG5w4cQLbt29HSkqKRvdbEydOxL59+/D7779j586d2Lt3L06dOmXU6xYVFaFPnz7w9PTEgQMHcOjQIXh4eKBv374aLXv27NmDuLg47NmzBytXrsSKFSs0kj0jRozAr7/+ivnz5+PChQv4/vvv4eHhAYVCgVdeeUWrBczy5cvRpUsXNGjQwOjP6uGHH0ZYWBg2bdoEALh+/Tr279+Pl156yehtASUtdNRbOZ0+fRp+fn7o0qVLpbZHRERERESW42DpAIiIiIiIyHpt3bpVo3uufv36YcOGDQCAhg0bYs6cOfKyTz/9FG3atMHnn38uz1u2bBlCQ0MRExODkJAQ/PTTT1i9ejV69OgBoCTZU7t2baNiWrduHVQqFX788UcoFAoAJUkUHx8f7N27F7179wYA1KhRAwsWLIC9vT2aNGmCAQMGYPfu3Rg9ejRiYmKwfv167Nq1Cz179gQAhIeHy68xatQoTJs2DceOHcOjjz6KoqIirFmzRquVjTFeeeUVLFu2DC+++CJWrFiB/v37w9/fX+e6w4YNg729vca8goICDBgwAABgb2+PoKAgAEB+fj6eeuopdOjQAR9//HGl4yMiIiIiIstgooaIiIiIiPTq1q0bFi9eLD92d3eX/3/44Yc11j1z5gz27Nmjc9yVuLg45OXlobCwEO3bt5fn+/r6onHjxkbFdObMGcTGxsLT01Njfn5+PuLi4uTHzZo100h2BAcHIyoqCkBJN2b29vbo2rWrztcICQnBgAEDsGzZMjz66KP4888/UVBQgCFDhhgVq7oXX3wRH3zwAa5cuYIVK1Zg/vz5etedN2+enECSTJ48GUqlUmvdV155BVlZWdi1axfs7NhpAhERERHRg4aJGiIiIiIi0svd3V1vV1/qSRsAyM7OxhNPPIHZs2drrRscHGzw2C4KhQJCCI156mPLZGdn4+GHH8Yvv/yi9Vz1FiqOjo5a21WpVAAAV1fXCuN47bXX8NJLL2HevHlYvnw5nn/+ebi5uRn0HnTx8/PDwIED8eqrryI/Px/9+vVDVlaWznWDgoK0PndPT0+kp6drzPv000+xY8cOHDt2TCtxRUREREREDwYmaoiIiIiIyCTatm2LTZs2ISwsDA4O2qca9evXh6OjI44ePYo6deoAANLS0hATE6PRssXf3x9JSUny48uXLyM3N1fjddatW4eAgAB4eXlVKtYWLVpApVJh3759Wi1XJP3794e7uzsWL16M7du3Y//+/ZV6LXWvvPIK+vfvj8mTJ2t1bWasTZs2YebMmfj7779Rv379+46NiIiIiIgsg+3iiYiIiIjIJMaOHYu7d+9i2LBhOH78OOLi4rBjxw68/PLLUCqV8PDwwKuvvoqJEyfi33//RXR0NEaNGqXVXVf37t2xYMECnD59GidOnMAbb7yh0Tpm+PDhqFmzJgYNGoQDBw4gPj4ee/fuxdtvv42EhASDYg0LC8PIkSPxyiuvYMuWLfI21q9fL69jb2+PUaNGYcqUKWjYsCE6dOhw359R3759cevWLcycOfO+thMdHY0RI0Zg8uTJaNasGZKTk5GcnIy7d+/ed4xERERERGReTNQQEREREZFJhISE4NChQ1AqlejduzdatGiB8ePHw8fHR07GzJ07F507d8YTTzyBnj17olOnTlpj3Xz11VcIDQ1F586d8cILL+D999/X6HLMzc0N+/fvR506dTB48GA89NBDcndixrSwWbx4MZ599lm8+eabaNKkCUaPHo2cnByNdV599VUUFhbi5Zdfvo9P5h6FQoGaNWvCycnpvrZz4sQJ5Obm4tNPP0VwcLA8DR482CRxEhERERGR+ShE2c6fiYiIiIiIzCgiIgKtW7fGN998Y+lQtBw4cAA9evTAjRs3EBgYWO66o0aNQnp6OrZs2WKe4AxgjTEREREREZEmtqghIiIiIiIqo6CgAAkJCfj4448xZMiQCpM0kq1bt8LDwwNbt26t4gjLd+DAAXh4eOCXX36xaBxERERERFQx7RE+iYiIiIiIbNyvv/6KV199Fa1bt8aqVasMes6cOXMwdepUAEBwcHBVhlehdu3aITIyEgDg4eFh0ViIiIiIiKh87PqMiIiIiIiIiIiIiIjIQtj1GRERERERERERERERkYUwUUNERERERERERERERGQhTNQQERERERERERERERFZCBM1REREREREREREREREFsJEDRERERERERERERERkYUwUUNERERERERERERERGQhTNQQERERERERERERERFZCBM1REREREREREREREREFsJEDRERERERERERERERkYUwUUNERERERERERERERGQhTNQQERERERERERERERFZiEUTNYsXL0bLli3h5eUFLy8vdOjQAX///Xe5z9mwYQOaNGkCFxcXtGjRAtu2bTNTtERERERERERERERERKZl0URN7dq18cUXX+DkyZM4ceIEunfvjkGDBuHcuXM61z98+DCGDRuGV199FadPn8ZTTz2Fp556CtHR0WaOnIiIiIiIiIiIiIiI6P4phBDC0kGo8/X1xdy5c/Hqq69qLXv++eeRk5ODrVu3yvMee+wxtG7dGkuWLDFnmERERERERERERERERPfNwdIBSJRKJTZs2ICcnBx06NBB5zpHjhzBhAkTNOb16dMHW7Zs0bvdgoICFBQUyI9VKhXu3r0LPz8/KBQKk8ROREREREREREREREQPJiEEsrKyEBISAjs783dEZvFETVRUFDp06ID8/Hx4eHhg8+bNaNq0qc51k5OTERgYqDEvMDAQycnJerc/a9YszJgxw6QxExERERERERERERFR9XLjxg3Url3b7K9r8URN48aNERkZiYyMDGzcuBEjR47Evn379CZrjDVlyhSNVjgZGRmoU6cObty4AS8vL5O8hq3IyclBSEgIAODmzZtwd3e3cERkSty/RIa5fPky2rVrB29vb1y/fl2e37ZtW8TFxWHbtm14/PHHLRghERGRbTp27Bh69eqFsLAwnDlzRp7/zDPP4J9//sHChQvx4osvWjDCqsO6PBFZAo89RBVjOXlwZGZmIjQ0FJ6enhZ5fYsnapycnNCgQQMAwMMPP4zjx4/j22+/xffff6+1blBQEFJSUjTmpaSkICgoSO/2nZ2d4ezsrDXfy8uLiRojubu7Y8+ePQCAgIAA2NvbWzgiMiXuXyLDuLm5AQAcHBw0fkf8/f0RFxeHgoIC/r4QERFZgIuLCwDA0dFR47fY19cXAFBcXFxtf6NZlyciS+Cxh6hiLCcPHksNl2LxRE1ZKpVKY0wZdR06dMDu3bsxfvx4ed6uXbv0jmlDpmVvb4+IiAhLh0FVhPuXyDBKpRIAtPorlS4C3b171+wxERERUUkiBii5mUKdj48PACAtLc3cIZkN6/JEZAk89hBVjOWEDGXRRM2UKVPQr18/1KlTB1lZWVizZg327t2LHTt2AABGjBiBWrVqYdasWQCAd955B127dsVXX32FAQMGYO3atThx4gSWLl1qybdBREQ2RKVSAYDWXTBM1BAREVmWdDNF2d/oGjVqAKjeiRoiIiIierBZNFGTmpqKESNGICkpCd7e3mjZsiV27NiBXr16AQCuX7+uccdyx44dsWbNGkydOhUffvghGjZsiC1btqB58+aWegs2paioSE6K/e9//4Ojo6OFIyJT4v4lMgxb1BAREVknW07UsC5PRJbAYw9RxVhOyFAWTdT89NNP5S7fu3ev1rwhQ4ZgyJAhVRQRlaewsBDjxo0DAIwaNYoHlmqG+5fIMPouAjFRQ0REZFn6uj6TEjXp6enmDslsWJcnIkvgsYeoYiwnZCi7ilchIiIiidT1GVvUEBERWRdbblFDRERERA82JmqIiIiMwBY1RERE1omJGiIiIiJ6UDFRQ0REZISKWtTwIhAREZFl6Ov6zMfHBwB/o4mIiIjIejFRQ0REZAS2qCEiIrJObFFDRERERA8qJmqIiIiMILWoYaKGiIjIuuhL1Hh6egIAcnNzIYQwe1xERERERBVhooaIiMgI0kUgfV2fZWZmoqioyOxxERER2Tp9XZ85OzvL/xcWFpo1JiIiIiIiQzhUvApRCWdnZ2zdulX+n6oX7l8iw+i7W1fq/x4A0tPT4e/vb86wiIiIbJ6+32gnJyf5/8LCwmpZ12VdnogsgcceooqxnJChmKghgzk4OGDAgAGWDoOqCPcvkWGkrs/Ktqixt7eHh4cHsrOzkZmZyUQNERGRmUktaipK1FRHrMsTkSXw2ENUMZYTMhS7PiOTu3LlCsLDw1G/fn2dy8PDw9GpUyds377dzJGRKXD/kq3Td7cuALi6ugIA8vLyzBoTERER3fuNLtv1mb29vXyDRXVN1BiKdXkiIiIi68REDRmsqKgIK1aswIoVKyocf0GlUsl3netaFhMTg/79+6NTp05VESpVAvcvkWH0tagBmKghIiKypPJuppBa1VTXRA3r8kRkCYYee5gkJltmzG80y4ptY9dnZLDCwkK8/PLLAIAhQ4bA0dFR53rh4eG4evWq3u1Iy86fP4+9e/eaOEqqLO5fIsOwRQ0REZF10tf1GVDSJ3x+fn61TdSwLk9ElmDosQcoSQQrFAq9y6QkcceOHXHw4MEqiZfIEowpJwDLii1jooYspmnTpmjatKmlw6Aqwv1L1RVb1BAREVknfV2fAdW/RY2psS5PRKbEJDGRYVhWbBsTNVRlioqKkJeXB1dX1wqzxfTg4f4lW8UWNURERNbJkK7PCgoKzBqTtWJdnoisEZPERIZhWameOEYNmUxxcTF+/PFH9O7dG/7+/nBxcUGNGjXg4uICf39/9OrVCz/88EOF/TGSdeL+JSrBRA0REZF1Kq/rM1tvUcO6PBEREZF1Y4saMonbt2+jd+/eiIyMRKNGjdCvXz8EBwfDxcUF+fn5SEpKwrFjx/D6669j0aJF2LlzJ/z9/S0dNhmI+5fonvK6PnNxcQHARA0REZElsOsz3ViXJyJrt3XrVvz2229YtmyZpUMhsmosK9UbEzVkEhMmTMC1a9ewa9cu9OjRQ+96u3fvxnPPPYf3338fK1euNGOEdD+4f4nuMaRFTX5+vlljIiIiIsO6PrPFRA3r8kRk7c6cOYOVK1fy4jNRBVhWqjd2fUYm8ddff2HixInlVvwBoEePHnj//fexdetWM0VGpsD9S3RPeS1q2PUZERGR5ZTX9ZmzszMA20zUsC5PREREZP3YooYM5uzsjPXr18v/qyssLISnp6dB2/H09LTJEyRrx/1LZBiOUUNERGSdbLnrM9blicgSyjv2hIeHG7ydjIwMk8ZFZE3KKycAywrdw0QNGczBwQFDhgzRuezxxx/Ht99+i6eeegq1atXSu43ExER8++236NSpU1WFSZXE/UtkGOkiEFvUEBERWRdDuj4rKCgwa0zmwro8EVlCecee69evo1atWmjZsmWF24mNjUV6erqJoyOyDuWVE4Blhe5hooZM4ptvvkHnzp3RuHFjDBw4EO3atUNwcDCcnZ1RUFCApKQknDhxAlu3boWbmxu+/vprS4dMRuD+JbpH6vqMLWqIiIisS3ldn1X3FjXlYV2eiCzhoYcego+PD/78888K1/3ss88wbdo0M0RFZH1YVkhi0UTNrFmz8Ntvv+HixYtwdXVFx44dMXv2bDRu3Fjvc1asWIGXX35ZY56zszMHbjaD4uJibN68GQDw9NNPa3Qp0KRJE0RGRuKzzz7Db7/9JjfpU+fv748RI0bgww8/RO3atc0WNxmG+5fIMGxRQ0REZJ1suesz1uWJyBLKO/Y8+uijWLt2LZRKpc4EOpGtKK+cACwrdI9FEzX79u3D2LFj8cgjj6C4uBgffvghevfujfPnz8Pd3V3v87y8vHDp0iX5sUKhMEe4Nq+goADPPfccACA7O1vrwFKrVi0sWrQIixYtws2bN5GUlIS8vDy4uroiODgYISEhlgibDMT9S2QYtqghIiKyTrbcooZ1eSKyhPKOPUOHDoVKpcKtW7cQFBRU7naefPJJJomp2qroN5plhSQWTdRs375d4/GKFSsQEBCAkydPokuXLnqfp1AoKvziSgoKCjT6Ic7MzKxcsGSUkJAQVvarMe5fsmXl9X/PRA0REZHllPcbLQ3eW10TNcZgXZ6IzKFXr17o1auXQeu2aNECLVq0qOKIiKwTywpJtPttsaCMjAwAgK+vb7nrZWdno27duggNDcWgQYNw7tw5vevOmjUL3t7e8hQaGmrSmImIyLZILWp0dX3m4uICgIkaIiIiS7Dlrs+IiIiI6MFmNYkalUqF8ePH4/HHH0fz5s31rte4cWMsW7YMv//+O1avXg2VSoWOHTsiISFB5/pTpkxBRkaGPN24caOq3gKpSU9PR3h4OI4cOQIAuH37tsZjerBx/5ItY4saIiIi62RI12fqvS3YKtbliYiIiKyP1SRqxo4di+joaKxdu7bc9Tp06IARI0agdevW6Nq1K3777Tf4+/vj+++/17m+s7MzvLy8NCaqekqlElevXpUvVpZ9TA827l+yZVKiRleLGukiUFFRkVljIiIiovJvpmCLmntYlyciS8jMzET37t1x+vRpAEBaWprGYyIqwbJiuyw6Ro1k3Lhx2Lp1K/bv32/0gEiOjo5o06YNYmNjqyg6IiKie6Suz3gRiIiIyLqw6zMiIutVVFSEvXv3Ii0tDUDJ8Vj9MRGVYFmxXRZtUSOEwLhx47B582b8+++/qFevntHbUCqViIqKQnBwcBVESEREpMmQFjW8CERERGR+hnR9xt9oIiIiIrJGFm1RM3bsWKxZswa///47PD09kZycDADw9vaW+/kfMWIEatWqhVmzZgEAZs6cicceewwNGjRAeno65s6di2vXruG1116z2PuwFU5OTli+fLn8P1Uv3L9EhmGLGiIiIutUXtdnzs7OAKrvbzTr8kRkCTz2EFWM5YQMZdFEzeLFiwEAERERGvOXL1+OUaNGAQCuX7+ucddyWloaRo8ejeTkZNSoUQMPP/wwDh8+jKZNm5orbJvl6Ogo7xeqfrh/iQzDMWqIiIisky13fca6PBFZAo89RBVjOSFDWTRRI4SocJ29e/dqPJ43bx7mzZtXRRERERGVjy1qiIiIrJMhXZ8VFBSYNSYiIiIiIkNYNFFDD5bi4mLs2LEDANCnTx+dd6rRg4v7l8gw5XWr4ujoCICJGiIiIkso7ze6ut9Mwbo8EVkCjz1EFWM5IUPxm0EGKygowMCBAwEA2dnZPLBUM9y/RIYxpOuz6noRiIiIyJrZctdnrMsTkSXw2ENUMZYTMpT2VSYiIiLSi12fERERWSdDuj7jbzQRERERWSMmaqhKuLm5Yfr06QgPDwcAeHh4aDymBxv3L9kytqghIiKyTuV1febs7AyAv9EA6/JERERE1ohtrahKuLq6Yvr06fJjd3d3jcf0YOP+JVvGFjVERETWSWpRY4tdnxmDdXkisgQXFxeMHDkSISEhAEqOReqPiagEy4rtYqKGTC4jIwPe3t6WDoOqCPcv2TpDWtQUFxdDCAGFQmHW2IiIiGyZlKhxdHTUWsZETQnW5YnIUtzd3bF8+XL5sZeXl8ZjIirBsmK72PUZmVxAQAAGDRqENWvWIDs729LhkIlx/5KtK69FjfqFoaKiIrPFRERERPd+e8trUVNQUGDWmKwN6/JERERE1omJGjK5CRMm4Ny5c3jxxRcREBCAZ599Fhs2bEBeXp6lQyMT4P4lW2dIixqAd+wSERGZm5SoYYsa/ViXJyJzOXLkiNzSkYj0Y1khCRM1ZDAnJycsWLAACxYs0LgYWdasWbMQGxuLo0eP4s0338SJEyfw/PPPIyAgAMOGDcOWLVts/gTJGnH/EhmmvIGKmaghIiKyHFvu+ox1eSKyhPKOPY8//jiCgoIwZswYHDx40EIRElleRb/RLCskUQghhKWDMKfMzEx4e3sjIyMDXl5elg7HZhw5cgTr1q3Dxo0bkZSUBC8vL6SlpVk6LDIR7l+yJa+++iqWLVuGzz//HFOmTNFYJoSAvb09hBBISkpCUFCQhaIkIiKyPY0aNcLly5exf/9+dO7cWWPZ0aNH8dhjj6FevXq4cuWKhSK0TqzLE1FVsLOzQ2hoKBISEgAAoaGheOGFF/DCCy+gefPmFo6OyHqwrFgPS+cN2KKGzKJDhw4YO3YsRo8eDQ8PD2RmZlo6JDIh7l+yJeV1faZQKKr9HbtERETWil2fVQ7r8kRUVWbNmoVr165h1qxZ8PHxwRdffIFWrVqhVatWmDt3rnxhmsjWsawQwEQNGUGpVGLv3r3Yu3evfKGyIvHx8fjiiy/Qtm1bNGnSBJ9++inat2+PpUuXVnG0ZCzuXyLDlNetCsALQURERJYi/UY7ODhoLavuv8+syxORJRhy7KlduzYmTZqEyMhIREdHY/LkycjMzMTkyZMRFhaGbt264ccff0R6erp5gycyE0N/o1lWiF2fkcFycnLg4eEBAMjOzoa7u7vO9W7cuIH169dj3bp1OHnyJBQKBTp37oznn38ezzzzDPz9/c0ZNhmI+5fIMM8//zzWr1+Pb7/9Fm+//bbWcj8/P9y9exfnzp1D06ZNLRAhERGRbQoKCkJKSgoiIyPRqlUrjWWXL19Go0aN4OXlhYyMDAtFWHVYlyciSyjv2GNnZ4fVq1fjhRde0PncgwcP4pdffsHGjRtx584dODs7Iy8vzyxxE5lTRb/RLCvWw9J5A+1bjYjuU926daFQKPDYY49h3rx5GDJkCIKDgy0dFpkI9y/ZOraoISIisk7l/Ubz97kE6/JEZC06deqETp064bvvvsP27duxZs0aS4dEZJVYVmwHEzVkcnPnzsVzzz2H0NBQS4dCVYD7l2yd1P+9rm5VgHsXgqT1iIiIyDzK+41moqYE6/JEZG0cHBwwcOBADBw40NKhEFk1lpXqj4kaMrn33nvP0iFQFeL+JVvHFjVERETWSUrU6PqNdnZ2BgCoVCoolUrY29ubNTZrwbo8EZnL9OnT0bJlS0uHQWT1WFZIwkQNERGREQxtUcNEDRERkXkZ0vUZUPIb7erqara4iIhs0fTp0y0dAtEDgWWFJHaWDoCqnytXriA8PBz169fXuTw8PBydOnXC9u3bzRwZmQL3L9k6tqghIiKyPkIIg7o+A2z7N5p1eSKyhEWLFuHWrVuWDoPI6rGs2DYmaqhKqFQqqFQqvctiYmLQv39/dOrUycyRkSlw/5Itq6hFjZTAseWLQEREROamXjfVdTOF+ryCggKzxGStWJcnInMbN24catWqhV69euGnn37C3bt3LR0SkVViWbFtFu36bNasWfjtt99w8eJFuLq6omPHjpg9ezYaN25c7vM2bNiAjz76CFevXkXDhg0xe/Zs9O/f30xR2y5HR0fMmTNH/l+f8PBwXL16Ve9yadn58+exd+9eE0ZI94P7l8gwhraosfWLQEREROYk3UgB6P6NVigUcHR0RFFRUbW8mYJ1eSKyBEOPPRcvXsTatWuxfv16jB49Gm+++SZ69OiBYcOGYdCgQfDy8jJXyERmZ2g5AVhWbJ1CCCEs9eJ9+/bF0KFD8cgjj6C4uBgffvghoqOjcf78ebi7u+t8zuHDh9GlSxfMmjULAwcOxJo1azB79mycOnUKzZs3r/A1MzMz4e3tjYyMDH65iYjIaA8//DBOnTqFv/76S+dNAj179sTu3buxevVqDB8+3AIREhER2Z6srCz5/C4nJwdubm5a63h4eCAnJwdxcXEIDw83d4hERATg3LlzWLt2LTZs2ICYmBg4OzujT58+GDp0KIYOHWrp8IisBsuK+Vk6b2DRRE1Zt27dQkBAAPbt24cuXbroXOf5559HTk4Otm7dKs977LHH0Lp1ayxZsqTC17D0B05ERA+2Vq1a4ezZs9i5cyd69eqltXzQoEH4448/8P333+N///ufBSIkIiKyPWlpafD19QVQ0v2orjtW/fz8cPfuXVy4cAFNmjQxd4hERFTGmTNnsHbtWixatAg5OTly7wVEpIllxTwsnTcwqOuz+fPnG73hl19+GZ6enkY9JyMjAwDkCrYuR44cwYQJEzTm9enTB1u2bNG5fkFBgUb3M5mZmUbFRPcolUqcOnUKANC2bVvY29vLy77++mujt1d2P5Jlcf8SGaaiMWqkO3hzc3PNFhMREZGtU+/6TN9vtNQ9aXXs+ox1eSKyhPKOPRU5e/Ys1q9fj40bNyIrKwuurq5VFSaRRd1POQFYVmyJQYma8ePHo3bt2gZ/kW7cuIGBAwcalahRqVQYP348Hn/88XK7MEtOTkZgYKDGvMDAQCQnJ+tcf9asWZgxY4bBcZB++fn5ePTRRwEA2dnZGt3Tvf/++wZtQ6FQyP+z8m9duH+JDFPRGDVS2cnJyTFbTERERLZOStTY29tr1EnVVedx5FiXJyJLKO/Yo8v58+exbt06rF+/HjExMXB0dESfPn0wY8YMPPnkk+YImcjsjC0nAMuKrTIoUQMAJ06cQEBAgEHrGtuSBgDGjh2L6OhoHDx40OjnlmfKlCkalczMzEyEhoaa9DUIiI+Pr3Cd06dPY+bMmYiMjISPj0/VB0Umw/1LdA9b1BAREVmfim6kAKp3oqY8rMsTkaV98sknWL9+Pc6fPw97e3v06NEDH3zwAZ566il4e3tbOjwiq8GyYtsMStRMnz4dHh4eBm/0ww8/LLf7srLGjRuHrVu3Yv/+/ahdu3a56wYFBSElJUVjXkpKCoKCgnSu7+zsDGdnZ4NjocqpW7eu3mVnzpzBjBkz8Pvvv8Pb2xvTp0/H+PHjzRcc3TfuX6J7DG1Rw0QNERGR+VR0IwUA+bywOnZ9Vh7W5YnI0mbOnImuXbvi7bffxuDBg+Hn52fpkIisEsuKbTM4UWOIpKQkBAcHY8qUKQatL4TAW2+9hc2bN2Pv3r2oV69ehc/p0KEDdu/erVF53LVrFzp06GDQa5L5REZGYsaMGfjjjz80Kv2WGIyJTI/7l2yVoS1q2PUZERGR+RjSokZK1NhaixpdWJcnInNKTEw0uJceIlvGsmLb7AxdsaI+apOSkhAREWHUi48dOxarV6/GmjVr4OnpieTkZCQnJyMvL09eZ8SIERqJn3feeQfbt2/HV199hYsXL+Ljjz/GiRMnMG7cOKNem6pOZGQknnrqKTz88MPYv38/Pv74Y1y9ehXTpk1jxb8a4P4lW1fRhSB2fUZERGR+0o0UTNSUj3V5IrIEXngmMgzLim0zOFGzfPlyfPbZZzqXSUkaf39/o1588eLFyMjIQEREBIKDg+Vp3bp18jrXr19HUlKS/Lhjx45Ys2YNli5dilatWmHjxo3YsmULmjdvbtRrk+mdPn0aTz31FNq2bYsDBw7g448/Rnx8PD766CNW+qsB7l+iEhVdCJK6PmOLGiIiIvMxpOszWx2jBmBdnogsKy8vD/v378f+/ft1Lt+/fz9iYmLMHBWR9WFZsW0GdX0GAH/88Qf69u0LX19fjBkzRp6fnJyMbt26wdfXF9u3bzfqxYUQFa6zd+9erXlDhgzBkCFDjHotqlqDBg3C1q1bUaNGDXzyySd45513jBrXiKwb9y/RPVKLmoq6PmOLGiIiIvMxpuszWxujhnV5IrK069evIyIiAgqFAkqlUmt5REQE7Ozs8Oyzz2LmzJlo1KiRBaIksjyWFdtmcKKmc+fOWL9+PZ555hnUqFEDQ4cOlZM03t7e2LlzJyt71Zyjo6M8XlHZE6A///wTCoUCnp6eWLdunUarKF0UCgXOnDlTZbGS8bh/iQzDFjVERETWx9a7PmNdnogsobxjj7qaNWti2rRpUCgUOpdPmzYNOTk52L9/P1q1aqUxJALRg87QcgKwrNg6hTCkWYuaNWvW4NVXX8XixYsxZ84cuLu7459//oG3t3dVxWhSmZmZ8Pb2RkZGBpt4m5CU7TXGnj17qigaMjXuX6J77OzsIIRAUlISgoKCtJb//fff6N+/P9q0aYNTp05ZIEIiIiLbs2/fPkRERKBJkya4cOGCznWGDBmCjRs3YsGCBRg7dqyZI7Qc1uWJ6EGSlZUFT09PS4dBZPVYVkzP0nkDg1vUSF544QWkp6fj1VdfRdu2bR+oJA1VHV1d1FH1wf1LVEKpVMrddlbUooZdnxEREZmPrbeoKQ/r8kT0IOGFZyLDsKxUPwYnatq0aaNxF46joyPS09PRrVs3jfV493D1pVKp5LvTHnroIdjZ2Vk4IjIl7l+iikn93wMVj1HDrs+IiIjMR0rU6Pt9BgAnJycA1TNRw7o8EVkCjz1EFWM5IUMZnKh56qmnNB4PGjTI1LGQlcvLy0Pz5s0BANnZ2fJd4wCQkZGB559/Hl26dMGHH36odxufffYZDh48iA0bNnBMIyvD/UtUMekiEMAxaoiIiKyJdDOFIS1qCgsLzRKTObEuT0SWUN6xp2XLlkZti+NjUXVVXjkBWFboHoMTNdKgR0S6LFiwAIcPH8bPP/9c7nqjR4/GnDlzsHDhQkyePNlM0dH94v4lKmFIixrpwkZWVhaEEEb3CU9ERETGY9dn+rEuT0SW4Ovra9C5UHJyMi5dusTzJrJZLCskMXqMGiJdNm/ejKFDh8Lf37/c9QICAjBs2DBs2rSJlf8HCPcvUQn1FjX6EjXSuG3FxcXIy8uTu0IjIiKiqmNI12e2mqhhXZ6ILKGi8bGSk5Mxe/ZsfP/997C3t8dLL71knsCIrAzLCkkM6hSvbdu2SEtLM3ijnTp1QmJiYqWDogfPxYsX0a5dO4PWbdu2rdw3Iz0YuH+JSkgtauzs7PT2K+vh4SHf4ZKRkWG22IiIiGyZIS1qqvMYNeVhXZ6IrElKSgreffdd1K9fHwsXLsTQoUNx8eJFLFu2zNKhEVkVlhXbY1CLmsjISJw5cwa+vr4GbTQyMtLmKr+2Tghh1PoqlaqKIqGqwP1LVMKQi0B2dnbw8vJCRkYGMjMzERwcbK7wiIiIbNbt27cBAH5+fnrXqc5j1JSHdXkisgZSq4ClS5eiqKgIL774IqZOnYrw8HBLh0ZkVVhWbJfBXZ/16NHD4Aoe+8qzPXXq1MHJkycNWvfkyZOoU6dOFUdEpsT9S1RCalFTXrcqQEn3ZxkZGWxRQ0REZCYpKSkAgMDAQL3r2GrXZ6zLE5ElJScn44svvsAPP/yAoqIivPTSS5g6dSrq1atn6dCIrArLChnU9Vl8fDyuXLmC+Ph4g6YrV66gbt26VR07WZEBAwZg9erVuHz5crnrXb58GatXr8aAAQPMFBmZAvcvUQlDWtQA98apYaKGiIjIPJio0Y91eSKyhKSkJLzzzjsIDw/HokWLMGzYMFy6dAk//fQTLzwTqWFZIYlBLWqYdCGg5MLk+++/L/+vbtKkSVi5ciW6du2KefPm4ZlnntG447y4uBibNm3Ce++9Bzc3N0ycONGssVPFuH+JKmZMixqAiRoiIiJzSU5OBgAEBQXpXac6j1HDujwRWUJ5x5769eujoKAArVu3xocffoh69eohLS2t3DGw27ZtW6XxEllCeeUEYFmhewzu+ozIyckJc+fO1bksICAA27Ztw9NPP40XXngBrq6uaNSoETw9PZGVlYWYmBjk5eUhKCgIf/31V7l3upFlcP8SVYwtaoiIiKyTrbeoYV2eiCyhvGNPfn4+AOD06dN47rnnyt2OEAIKhQJKpdLkMRJZWnnlBGBZoXuYqCGTeeSRR3Du3DksWbIEf/75Jy5cuIDMzEx4eXmhVatWeOKJJ/DGG2/Ax8fH0qFSJXD/ErFFDRERkbUyJlFTWFholpisCevyRGRuy5cvt3QIRA8ElhWSMFFDBlOpVLh+/TqAkgEp7ey0hzjy9vbG5MmTMXnyZHOHR/eJ+5eoYmxRQ0REZJ1u374NAPD399e7TnVuUcO6PBFZQnnHnpEjR1oqLCKrUtFvNMsKSZioIYPl5eXJg1hlZ2fD3d3dwhGRKXH/ElVMapIsXejRx8vLCwCQmZlZ5TERERHZuuLiYjn54uHhoXe96pyoYV2eiCyhomPPzZs3AQAhISF6t3Hz5k0oFAoEBwdXXaBEFmTIbzTLCgGA9m02FRg5ciT2799fFbFQNaNSqbB+/Xr873//w7PPPosxY8bgjz/+sHRYZCLcv2SLsrOzAZR/EUh9eU5OTpXHREREZOvy8vLk/8tLULi4uGitb6tYlyeiqnby5EnUqVMHa9euLXe9tWvXok6dOoiKijJTZETWhWWFJEYnajIyMtCzZ080bNgQn3/+ORITE6siLnrANG3aFH/99Zf8OCcnBxERERg2bBiWLVuGAwcOYOnSpXj66acxcOBADnr1gOH+JSohJV4qStRIF4mYqCEiIqp6ubm5AACFQlFuq1db7ZqUdXkisoSFCxeiUaNGePfdd8td791330Xjxo0xf/58M0VGZF1YVkhidKJmy5YtSExMxJgxY7Bu3TqEhYWhX79+2Lhxo9x3P9meixcvapzwTJ48GQcPHsSnn36K7OxspKSkICMjA++99x62bduGr776yoLRkrG4f4lKGNqihokaIiIi85F+b93c3KBQKPSu5+PjAwBIT083Q1TWg3V5IrKEPXv24Lnnniv3uAyUJNmHDBmC3bt3mykyIuvCskISoxM1QMkAjRMmTMCZM2dw9OhRNGjQAC+99BJCQkLw7rvv4vLlywZtZ//+/XjiiScQEhIChUKBLVu2lLv+3r17oVAotKbk5OTKvA2qQr/++itGjRqFKVOmyF0MeHh4YM6cOejXrx9Wr15t4QjpfnD/kq2SEjUV9fsuLZfWJyIioqojtahxc3Mrdz2pRU1WVpZNtxphXZ6IzCEpKQlhYWEGrVunTh15jA4iW8OyQpJKJWokSUlJ2LVrF3bt2gV7e3v0798fUVFRaNq0KebNm1fh83NyctCqVSssXLjQqNe9dOkSkpKS5CkgIKCyb4GqQFZWFtLS0tC3b1+dy/v27YvY2FgzR0Wmwv1LtszQrs84Rg0REZH5SImaim6kkBI1AJCZmVmlMVkr1uWJyFzc3d1x9+5dg9ZNS0urMNlOVF2xrJDE6ERNUVERNm3ahIEDB6Ju3brYsGEDxo8fj5s3b2LlypX4559/sH79esycObPCbfXr1w+ffvopnn76aaNiCAgIQFBQkDzZ2d1XvolMRGqi5+7uDjc3t3L3i729vbnCIhPh/iVi12dERETWSL3rs/I4OzvLLUhsbZwa1uWJyNxatmyJP//806B1t27dipYtW1ZxRETWiWWFJEZnOIKDi+e5qQAAmx1JREFUgzF69GjUrVsXx44dw4kTJ/DGG2/Ay8tLXqdbt25y/79VoXXr1ggODkavXr1w6NChctctKChAZmamxkSV4+DggDeffhpvtmoFh4ICreWvvvoqvLy84OPjg/z8fJw6dUrndi5evIiQkJCqDpeM5ODggDfffBNvvvkmHBwctJZz/xIZ3/UZEzVERERVz9Cuz4DqO04N6/JEZAnlHXtGjBiBffv24bvvvit3GwsWLMC+ffswcuTIqgyVyGIq+o1mWSGJ9rejAvPmzcOQIUPkO5F08fHxQXx8/H0FpktwcDCWLFmCdu3aoaCgAD/++CMiIiJw9OhRtG3bVudzZs2ahRkzZpg8Flvk7OyMhZs3lzxYvhx47z15ma6DhK5BsLKzs/Hrr7/iiSeeqLI4qXKcnZ31dkPI/UtUwtCuzzhGDRERkfkY2vUZUNL9WXJycrVrUcO6PBFZQkXHnvXr12P8+PHYtm0bXnzxRbRo0QKenp7IyspCVFQUVq9ejZ07d6JXr14YNWqUeYMnMpPyygnAskL3GJ2o2bNnD5566imtRE1OTg7eeustLFu2zGTBldW4cWM0btxYftyxY0fExcVh3rx5+Pnnn3U+Z8qUKZgwYYL8ODMzE6GhoVUWY7VWXHzv/5QUjUXLly83aBOOjo44ffp0lba4ItPj/iUqYWjXZxyjhoiIyHxiYmIA2HaLmvKwLk9ElmBnZ4fNmzfj/fffx9KlS7Fz506N5UII2Nvb4/XXX8dXX32lM4FMZAtYVkhidKJm5cqV+OKLL+Dp6akxPy8vD6tWrarSRI0ujz76KA4ePKh3ubOzM5ydnc0YUfUlLlzA7dL/a/r7ozKHBWdnZ9StW9eUYZGJCCFw+3bJHq5Zs2alDvzcv1TdGTtGTW5uLlQqFcdSIyIiqiIpKSmYOnUqAMMSNd7e3gCq3xg1rMsTkSVUdOxxcXHBggULMGXKFPz999+4cOECMjMz4eXlhSZNmqBfv36oXbu2JUInMhtDfqNZVggwIlGTmZkJIQSEEMjKytJoUaNUKrFt2zYEBARUSZDliYyMRHBwsNlf1xblnj4NaQ9np6ej4o4F6EGSm5srl+Hs7GyDuo4gsjVSCxlDx6gRQiAvL4/liYiIqIocOXJE/l8IUeH60tiq1W3sUtblicgSDD321KpVC6+99po5QyOyGsb8RrOs2DaDEzU+Pj5QKBRQKBRo1KiR1nKFQmH0WDDZ2dmIjY2VH8fHxyMyMhK+vr6oU6cOpkyZgsTERKxatQoA8M0336BevXpo1qwZ8vPz8eOPP+Lff//VahJGVaS072cAQJlxFzw9PY26a0uhUFS7u9iqM+5fohKGtqhRv6M3JyeHF0uIiIiqiFKplP+/fv16hetLNxwWFBRUWUzWhnV5IrKE/Px8jB8/Hs2aNcNbb72ld7358+fjwoULmD9/PhwdHc0YIZF1YFkhicGJmj179kAIge7du2PTpk3w9fWVlzk5OaFu3boICQkx6sVPnDiBbt26yY+lsWRGjhyJFStWICkpSaOyXVhYiPfeew+JiYlwc3NDy5Yt8c8//2hsg6pQfv69/7OyNBY988wzGpX/goICrF27Fr1792aLp2qA+5eohNSipqKuVezs7ODm5obc3FxkZ2dbpMUpERGRLUhNTZX/v3r1aoXrS4mafPVzm2qOdXkisoSlS5dixYoVOH/+fLnrDRgwAJMmTULLli0xZswYM0VHZD1YVkhicKKma9euAEpavdSpU8ckAxdFRESU2zx9xYoVGo8nTZqESZMm3ffrUiWp33VWpkVN2X11+/ZtrF27FpMmTUL37t3NEBxVJe5fohK5pS0LDekD38/PD7m5uUhNTUV4eHhVh0ZERGST1BM1gwcPrnB9afxSW2pRw7o8EVnC+vXr8cwzz1R4LlS/fn0MGTIEv/76Ky8+k01iWSGJQaMbnz17FiqVCkDJoItRUVE4e/aszomqsXISNWWZIpFH1ov7l2xVXl4eAMDV1bXCdaXBeA3phoWIiIgqR0rUhISEYO7cuRWub4staspiXZ6IzCEqKgqdOnUyaN2OHTvymiLZLJYVkhjUoqZ169ZITk5GQEAAWrduDYVCobMljEKh0OgjmKoZ9ZOZChI1RETVjRDCqERNnTp1ADBRQ0REVJWkRM2UKVPg5eVV4fq22KKGiMgSCgsL4eTkZNC6Tk5OPC6TzWJZIYlBiZr4+Hj4+/vL/5ONUj8QlBmjhsgYQgjMmzcPbdq04RhT9EBYtGgRPvjgA4PHqAGYqCEiIjIHKVFj6HhwbFFDRGQeISEhiI6ONmjd6Ohoo8e9JqouWFZIYlCiRuq+pez/ZFtEbi5Glv7vwBY11Y6DgwNGjhwp/1+Vtm7divfeew8Ayh2nisgaFBUVYezYsRrz2KKGiIjIOkiJmsDAQIPWr64tasxZlycikpR37OnZsydWrVqFKVOmlJtMT01NxapVqzBkyJAqjZXIUir6jWZZIYnRNbiVK1eiZs2aGDBgAABg0qRJWLp0KZo2bYpff/2ViZxq7OKJE1ghPSi9q1zy22+/aTzOysqCQqHAwYMHkZ6ernN7hgz2Sebj7OysNdCoxNT79/Tp0/L/KpUKdnYGDZdFZBHHjh3TmmdIoka6YHTr1i2Tx0REREQl2KKmhDnr8kREkvKOPZMnT8bq1avRvXt3/PTTT2jfvr3WOkePHsVrr72G/Px8TJw4sYqjJbKM8soJwLJC9xidqPn888+xePFiAMCRI0ewYMECfPPNN9i6dSveffddrUogVR+Zt2/fe1CmRc2zzz6rc+yijz/+WOe2OJ7Rg8XU+zdLreu81NRUBAUFmSROoqqQkZGh8VihUBjUf6zUPZo0rg0RERGZVlFREe7evQvA8ERNdW1RUx6eqxGRJYSHh2P9+vUYNmwYOnbsiPDwcLRo0QKenp7IyspCdHQ04uLi4ObmhrVr16J+/fqWDpnIIlhWSGJ0oubGjRto0KABAGDLli149tln8b///Q+PP/44IiIiTB0fWRFXAFI7Gre8PCjUlu3Zs8cCEZEpCSGQm5sLoOQCs0Jxbw+bev+qj3WVkJDARA1ZtbJ33JYtH/pIrW6kckVERESmdbv0RjJ7e3vUqFHDoOdU1xY15qzLExFJyjv2AMCAAQNw9uxZzJ49G1u3bsWWLVvkZSEhIRg9ejQmTZqE8PBwc4ZNZFYVlROAZYVKGJ2o8fDwwJ07d1CnTh3s3LkTEyZMAFBS4eVdw9WbAoBH6f/ZxcVwV6mA0i6runbtarG4yDRyc3Ph4VGyh7Ozs+Hu7i4vM/X+vXLlivx/YmIi2rVrZ9LtE5lS2Qs5hnR7BrBFDRERUVVLSUkBAPj7+xvclW51bVFjzro8EZGkvGOPJCwsDIsXL8bixYuRlZWFzMxMeHl5wdPT09zhElmEIeUEYFmhSiRqevXqhddeew1t2rRBTEwM+vfvDwA4d+4cwsLCTB0fWRGtjn4KCgADL1gSqVPvCzsxMdFygRAZoLKJGmk9JmqIiIiqhrHj0wDVt0UNEZE1unnzJoCSFgEA4OnpqXXR+ebNm1AoFAgODjZ7fETWgmWFAMDoEbwXLlyIDh064NatW9i0aRP8/PwAACdPnsSwYcNMHiBZD/viYs0ZOu5Cu3LlCv766y8cPXoUKpVK53aioqIwc+bMqgiRqpip9m+22hhHCQkJJo2RyNTKXsiR7sStCLs+IyIiqlpSosbf39/g51TXFjWG4LkaEZnTyZMnUadOHaxdu7bc9dauXYs6deogKirKTJERWReWFZIYnajx8fHBggUL8Pvvv6Nv377y/BkzZuD//u//TBocWRe7wkLNGWoXL1UqFV5++WU0bNgQTz75JDp27IjGjRtjx44dWts5e/YsZsyYUdXhkgmZev9mZWXJ/7NFDVm7somajIwMg56n3vVZ2cF7iYiI6P7l5JSMoOnl5WXwc2yxRQ3P1YjIEhYuXIhGjRrh3XffLXe9d999F40bN8b8+fPNFBmRdWFZIYnRiRqgpNuinTt3YvXq1Vi1apU8/fzzz6aOj6xIeS1qli5dipUrV2LUqFH4/fffsWTJEjg5OaF///6YNWuWmSMlUzPl/i0uLtY4MWaLGrJ2ZS/k3Lp1y6DnSS1qVCoVioqKTB4XERFReW7cuIETJ05YOowqJbWKMbS1q/q6ttSihudqRGQJe/bswXPPPadz4HR1CoUCQ4YMwe7du80UGZF1YVkhidFj1Pz5558YPnw4srOz4eXlpfElUigUeOmll0waIFkPrUSN2sXLpUuXYvDgwfjpp5/keaNGjcLYsWPxf//3f0hMTMSCBQvMFSqZmCn3r3q3ZwBb1JD1q+wYM+pj2eTl5cHJSWukLyIioipTv359FBUVITo6Gs2aNbN0OFWisLTFvzG/sbbYoobnakRkCUlJSQaPZV2nTh15jA4iW8OyQhKjW9S89957eOWVV5CdnY309HSkpaXJ0927d6siRrIS5SVqYmNj0adPH43Fjo6OWLp0KWbPno3Fixfj+eef513lDyhT7t+yiZqEhAR2C0VWrbIXcpycnGBnV/Izy3FqiIjI3KR62e+//27hSKrO/bSosaVEDc/ViMgS3N3dDb5OmJaWJncdTWRrWFZIYnSLmsTERLz99tv8UtggZ6USz5b+bw9odH3m4eGBzMxMnc+bOHEi/P39MXr0aPTv3x+DBw+u8ljJePb29nj22Wfl/9WZcv9K49O4uLggPz8fOTk5yMzMhLe3twneBZHpVfZCjkKhgKurK3JycirdKoeIiOh+xcbGWjqEKiMlairToqa6dX1mrro8EZG68o49LVu2xJ9//okJEyZUuJ2tW7eiZcuWVRIjkaWVV04AlhW6x+gWNX369Kn2fR2Tbp4qFTYA2ADABdBoUdOiRQvs3LlT73NHjRqFjRs34tChQ5g4cWJVh0qV4OLigg0bNmDDhg3yCazElPtXalETEBAgn1TrO3EksgZSombgwIHw9fXFDz/8YPBzpe7PmKghIiJLuXz5sqVDqDJS12dsUWO+ujwRkbryjj0jRozAvn378N1335W7jQULFmDfvn0YOXJkVYZKZDHllROAZYXuMbpFzYABAzBx4kScP38eLVq0gKOjo8byJ5980mTBkXVxUCoBANkAPACNFjVPPvkk3n77bVy4cAEPPfSQzucPGjQI27dv53fkAWTK/Su1qPHw8IC7uzsKCwuRk5Nj8piJTEW6kBMREYE//vijwgH+1EmtT9n1GRERmZNKpZL/r879mN9Pi5ri4mIolUqdd7ZWNzxXIyJLGDlyJNavX4/x48dj27ZtePHFF9GiRQt4enoiKysLUVFRWL16NXbu3IlevXph1KhRlg6ZyCJYVkhidKJm9OjRAICZM2dqLVMoFFCWXsyn6se5dByRDJQmatTuQnvllVcQERGBwMDAcrfRpUsXnD17FvHx8VUXKJmcKfev1KJG+sFJS0vTGreGyJpIiRpXV1ejkjTScwC2qCEiIvOylbFGKtOixtvbG3Z2dlCpVEhNTUVwcHBVhWc1eK5GRJZgZ2eHzZs34/3338fSpUu1WvYJIWBvb4/XX38dX331ldHnWkTVBcsKSYxO1KjfnUU2RKVCoRCQ7lXLBuCulqhRKBT47rvv0KxZM7z11lt6NzN//nxcvHgR3377bdXGS0bLycmBh4cHgJJkiru7u7zMlPu3bIsa6fWIrJWUqNHVRLkiTNQQEZElSAkMANX6ZF5qUWNMosbR0RG1a9fG9evXcfXq1WqTqDFXXZ6ISF15xx6g5BxqwYIFmDJlCrZt24aLFy8iMzMTXl5eaNKkCfr164fatWtbInQis6monAAsK1TC6ESNuvz8/EpduKIHkK7BNtXmLV26FCtWrMD58+fL3cyAAQMwadIktGjRAmPGjDF1lFRFTLl/1VvUSD9U7PqMrNn9JGrY9RkREVmCrSVqjOn6DADCwsLkRE2HDh2qIjSrwnM1IrK0WrVqyT30EJF+LCu2zehEjVKpxOeff44lS5YgJSUFMTExCA8Px0cffYSwsDC8+uqrBm9r//79mDt3Lk6ePImkpCRs3rwZTz31VLnP2bt3LyZMmIBz584hNDQUU6dOZd985qBjsE1Vbi7sSv9fv349nnnmGYSHh5e7mfr162PIkCH49ddfWfl/gJhy/6q3qFG/o4DIWkmtYdiihoiIHhTqiZrq3DV1Zbo+A0oSNfv378e1a9eqIiyrw3M1IrKEli1bGrW+QqHAmTNnqigaIuvFskISu4pX0fTZZ59hxYoVmDNnjsadS82bN8ePP/5o1LZycnLQqlUrLFy40KD14+PjMWDAAHTr1g2RkZEYP348XnvtNezYscOo16VK0JGoKSi94A4AUVFR6NSpk0Gb6tixI86ePWuy0KjqmXL/qreoYddn9CBg12dERPSgKVBr+a6etKluKtuipm7dugCAq1evmjokq8RzNSKyBF9fX/j5+cmTl5cXoqOjYWdnpzFfmnx9fS0dMpFFsKyQxOgWNatWrcLSpUvRo0cPvPHGG/L8Vq1a4eLFi0Ztq1+/fujXr5/B6y9ZsgT16tXDV199BQB46KGHcPDgQcybNw99+vQx6rXJOCodFxkLMzLgKv1fWGjwCZKTk5PGySNZP1PuX10tatj1GVkzU3R9xkQNERGZk3pypqioyIKRVK3KtqiRLnBkZmaaPCZrxHM1IrKEvXv3ajy+ffs2AgIC8PXXX6N79+6WCYrICrGskMToFjWJiYlo0KCB1nyVSlXlJwFHjhxBz549Neb16dMHR44c0fucgoICZGZmakxkvIKMDK15RWqtIEJCQhAdHW3QtqKjoxESEmKy2KjqmXL/skUNPWikRKKUdDGG1KKGY9QQEZE52UqiprItamxtDDmeqxGRNajOY6YRmRLLiu0yOlHTtGlTHDhwQGv+xo0b0aZNG5MEpU9ycjICAwM15gUGBiIzM1Pv3cqzZs2Ct7e3PIWGhlZpjNWVrkRNoVrXZz179sSqVauQmppa7nZSU1OxatUq9OrVy+QxUtUx5f5lixp6kAghkJycDABavz+GYNdnRERkCeqJmurc9VllW9TY2u8zz9WIiIiIrJ/RiZpp06Zh3LhxmD17NlQqFX777TeMHj0an332GaZNm1YVMd6XKVOmICMjQ55u3Lhh6ZAeSIVZWbAHEAGghaMj7AEo1VpBTJ48Gfn5+ejevTuOHj2qcxtHjx5Fjx49kJ+fj4kTJ5ojbDKCvb09+vfvj/79+8Pe3l5jmSn3r3qLGilRwxY1ZK0yMjLkrs+Cg4ONfj67PiMiIkuwtRY1lU3UVKcWNeaqyxMRqSvv2ENEJVhOyFBGj1EzaNAg/Pnnn5g5cybc3d0xbdo0tG3bFn/++WeV33kTFBSElJQUjXkpKSnw8vKSK9tlOTs7G11xJ22FmZlwAbDEzg6H/PzgkpyMYrVWEOHh4Vi/fj2GDRuGjh07Ijw8HC1atICnpyeysrIQHR2NuLg4uLm5Ye3atahfv77l3gzp5OLigr/++kvnMlPuX/UWNez6jKzdzZs3AQA1atSo1Bg11fFCEBERWT/1MUaKiooghKiW3Wjcb9dn1elGCnPV5YmI1JV37CGiEiwnZCijEzUA0LlzZ+zatcvUsVSoQ4cO2LZtm8a8Xbt2oUOHDmaPxdYUlo7tU2hnB5ReeFSVufA4YMAAnD17FrNnz8bWrVuxZcsWeVlISAhGjx6NSZMmITw83Gxxk+mYav/qalHDrs/IWkmJmsr21W5rXasQEZF1UG9RI4SAUqmEg0OlTv2s2v12fWZLN1LwXI2IzO3UqVMajzNKu9S/fPkyfHx8dD6nbdu2VR0WkdldvHgRU6dOxfTp09GiRQut5SwrJDG6th4eHo7jx4/Dz89PY356ejratm2LK1euGLyt7OxsxMbGyo/j4+MRGRkJX19f1KlTB1OmTEFiYiJWrVoFAHjjjTewYMECTJo0Ca+88gr+/fdfrF+/nllJMygqvbhebGcHu9K7ypU6TmzCwsKwePFiLF68GFlZWcjMzISXlxc8PT3NGi9VDVPsX11j1LBFDVkrJmqIiOhBVHZcmqKiomqZqGGLGuPwXI2IzKldu3Y6W3O++eabWvOklp9KpdIcoRGZ1fTp03Fo0yY8v2kTzguhtZxlhSRG19avXr2q88tQUFCAxMREo7Z14sQJdOvWTX48YcIEAMDIkSOxYsUKJCUl4fr16/LyevXq4a+//sK7776Lb7/9FrVr18aPP/6IPn36GPs2yEjF2dnIAdCxsBCqS5cwBIAoHbdBH09PT1b6HyA5OTkICAgAUDKQqNQtmT6V3b/qLWrY9RlZu+TkZAAlXW9WhnQhyJbu2CUiIsvTlajR11X0g4wtau4xV12eiEjdncREhIaHQ2Fvj9RbtzSOPcuXL7dgZETWo7CwEJkAMgFE//UXmg8YoLGcZYUkBidq/vjjD/n/HTt2wNvbW36sVCqxe/duhIWFGfXiEREREDoyiZIVK1bofM7p06eNeh26f0WlXVPlA4BKVTLTxu5AswXmOFnV1aKGXZ+RtZKSiF5eXpV6PlvUEBGRJaiPUQNoJ26qC7ao0VSdEk9E9GA417498vT8xowcOdLM0RBZpwB3d0i/0OmbNwNlEjUsKyQxOFHz1FNPAQAUCoXWF8jR0RFhYWH46quvTBocWQ+lrhYPZU4AicqTmpqK5ORktqihB4p0wUO6oGMsJmqIiMgSdLWoqY6kRA1b1BARWUZ99Z51pJt6iUiDx5078v95Fy9aMBKydgYnalSlB9x69erh+PHjqFmzZpUFRdZHpeMkpqKuz4jUPfPMMzh48KD82MvLiy1qyOpJ382Kug/Rh12fERGRJdhKoqayXZ9Jv89KpRJFRUVwdHQ0eWxERNVdcXGxxuOiW7cAdqlIpMUnI0P+3z0uzoKRkLWzM/YJ8fHxTNLYIKWuu8HZooYMVFBQoJGkqVWrFtzd3eVEDVvUkLViixoiInoQlU3UVMeuz4qLi+UWNS4uLkY9V328Ht5MQURUOQnXr0M9LZMVH2+xWIisWQ21RI2L2v9EZRncokbd7t27sXv3bqSmpsotbSTLli0zSWBkXYSOExi7anjCR1XjwoULGo8bNmwIAOz6jKze/baoYaKGiIgswRZa1CQlJQEo6Ybbz8/PqOc6OztDoVBACIG8vDyN8VeJiMgwiVFR8Fd7nHvtmsViIbJmPmrXvNx4LZXKYXSiZsaMGZg5cybatWuH4OBgKBSKqoiLrIzQcZHRrhqe8FHViIqK0ngsXSyQWtQUFRWhsLDQ6IFgiara/baoqa6DFRMRkXUrKNPyvTq2qLlx4waAkpbadnbGdRShUCjg6uqK3Nxc/kYTEVXS7TI3ZOarj1dDRDIntXqZu1IJIQSvp5NORidqlixZghUrVuCll16qinjISon8fNgBaOnuDufatWF36RIcyvRHSg82Ozs7dO3aVf7flE6cOKHx+KOPPgKg2UohJyeHiRqyOqZqUcNuVYiIyJxsoUVNQkICAKB27dqVer6UqKkuv9FVWZcnItJFlZoKOwBdSx8rk5MtGQ6R1XItKpLLSQ0Amenp8K5Rw5IhkZUyOlFTWFiIjh07VkUsZM0KCuAK4MvmzdF82jS4DhgAR2aBqxVXV1fs3bu3SrZ95MgRAMAvv/yC3r17y+NcOTk5wdHREUVFRcjOzkYN/lCRlTFVi5qcnBweL4mIyGyYqKmYm5sb7ty5U21a1FRlXZ6ISBe7u3fhCmBv6eOoW7csGA2R9fIuLpbLCQDExsczUUM6GX2rzWuvvYY1a9ZURSxkxRT5+SV/XV3hFRAAAHDGvbvNifQpLCxEZGQkAKBDhw5ykkYidX/G7xJZo/ttUePj4wOg5AJZfulxlIiIqKqVTdRUx67P7jdRI9VBMzMzTRYTEZEtsU9P13isSkuzTCBEVs6tzA0zd+LiLBQJWTujW9Tk5+dj6dKl+Oeff9CyZUs4OjpqLP/6669NFhxZD1F6gdHe3R1upVlfFwB37tyRT3KIdLlz5w6KioqgUCgQFhamtdzd3R1paWnIVhtcjcha3G+LGg8PD9jb20OpVCItLU3uCo2IiKgqlR2jpjq2qEkrvSDo5+dXqef7+voCAO7evWuymIiIbImizM2WIiPDQpEQWTdXpVLjcca1axaKhKyd0Ymas2fPonXr1gCA6OhojWXs0qUaKyhADoCn//kHjo8+iqsoaVGTnJyMunXrWjY2MomcnBw5kXL16tVKtyAoKysrCwDg6emp8xghJfqYqCFrJCVqKlseFAoFfHx8cOfOHaSnpyMkJMSU4REREelkC12f3e9vtJTguXPnjslisqSqqssTEeljn5ODHABhpY//LNPChohKKIqL4V/6/1UA+RzPifQwOlGzZ8+eqoiDrJxd6V15GQUFQOn/jgASr10D2re3YGRkSrdv3zb5NtUTNbowUUPWTOr6rLItagCgRo0auHPnjnznLxERUVWzha7P7rd70uqWqAGqpi5PRKSPfWnCXD7y8JyeSCc3lQrqv9BFqakWi4Wsm9Fj1JBtUug5uUtmcz2qQEWJGmm+tB6RtRBC3PfdusC9cWrSeYcZERGZiS21qKnszRTs+oyI6P445OWV+5iISpS9GqasRjeJkGkZ3KJm8ODBBq3322+/VToYsl72xcU656dcv27mSOhBw0QNPajy1E407qdFjZSoYYsaIiIyFyZqKlYdW9QQEZmTQ+lYxhKnMo+JCEBhIVzKzFJxPCfSw+BEjbe3d1XGQVbOoczJnUqhAITArRs3LBQRPSgqStR4eXkBADIzM80WE5EhpO74FArFfXd9BrBFDRERmU9BaVfFEnZ9po2JGiKi++NU5rfGuRreFEB0v4p13LApeP2L9DA4UbN8+fKqjIOsnL1SqfFY5egIFBbizs2bFoqIHhRsUUMPKqkrFB8fH9jZVb6nULaoISIic7OFMWrYooaIyLKcyvy2uJW5bkREQMGtW9ozOZ4T6cExaqhCQgg4qVSa85ydAQB3maihCrBFDT2opAs3Uh/2lcUWNUREZG5lEzNlW9hUB0zUEBFZlkuZFjSeAArY/RmRhiIdY+HZldZhiMoyuEUN2a6cnBy4oCSr17ZxY9h5esL+2jUgKwvpKSkQQkChUFg6TLpPdnZ2aNeunfy/qbBFDT2opBY195uoYYsaIiIyNylR4+Ligvz8/GqdqKls12fS73t1SdRUVV2eiEgf16Ii2AF4KCQE7jdvwhnArYQE1G7QwNKhEVmNojt34AygOQCFvz/sbt2Cg9p4uETqWIOjCmVlZcEZgCuAE2vX4vjx4/AoPSGyLy7G7du3LRofmYarqyuOHz+O48ePw9XV1WTbZaKGHlRSoka647ay2KKGiIjMTUrMSC2X86vZHc5CCHmMmvttUXP37l2oyvQe8CCqqro8EZE+LkolXAH8PG0ajqPkmlEGxzEm0lB89y5cAayys8Pfo0fDFYBTNauXkekwUUMVyszMhEvp/4rSSr/01wVAQkKCZQKjB0J8fDwAdn1GDx62qCEiogeV1KJGqn9VtxY1RUVFUJaOhXC/iRqVSsV6KBFRJUhj0tj7+iKntJeVnORkS4ZEZHWyk5IAAPmOjnCpWRMA4FxUBCGEJcMiK2UViZqFCxciLCwMLi4uaN++PY4dO6Z33RUrVkChUGhMLi4ueten+5ecnAxn6YH0WZeOUeMM4AbvmCA9Ll68iC1btgAAvL29da7DFjVkrUyVqJFa1DBRQ0RE5iIlaqpri5pctb7dK9v1mYuLi5zkqS7dnxERmY0QcC+90Ozk54dch5KRFXKZqCHSkFOaqClydYVbYCAAwEMI5LH7M9LB4omadevWYcKECZg+fTpOnTqFVq1aoU+fPkhNTdX7HC8vLyQlJcnTtWvXzBix7blx/TpcAOQCCOvUCWFhYch1dARQ0qLm/PnzlgyPTCQ3NxdhYWEl+9dEA5utWrUKAODk5IRBgwbpXIctashaSRdtTNWihl2fERGRuZRN1FS3FjVSt2cODg5wLD0vqQypVU11SNRURV2eiEiv3FzYo+Q6Ue8XX0Tb4mLkAshLSbFwYETWJTc1FbkAnsvKwkMTJiAXgCd4fYB0s3ii5uuvv8bo0aPx8ssvo2nTpliyZAnc3NywbNkyvc9RKBQICgqSp8DSjCRVjYT4eNgBEACuJSTg2rVrEGotav777z9LhkcmIoTAtWvXSvaviZpg/vHHHwCAlStXok6dOjrXkVrUMFFD1oYtaoiI6EFV3bs+kxIRle32TCL9xleHRE1V1OWJiPQRpefvSgCJSUlIEAICQAHHMCbSUHjrFgSAFKUS11JSIAB4gNcHSDeLJmoKCwtx8uRJ9OzZU55nZ2eHnj174siRI3qfl52djbp16yI0NBSDBg3CuXPn9K5bUFCAzMxMjYmMk3T1qvbM0kSNC4CjR4+aNR56MCiVSly6dAkA8Pjjj+tdLzQ0FEBJF3q8+4+sidQdn75u+wwltajJzMyU+9MnIiKqSlJiprp3fVbZbs8kUosa6eYMIiIyjDQWTXaZ+cU8nhJpKNaRkGGLGtLHooma27dvQ6lUarWICQwMRLKefi0bN26MZcuW4ffff8fq1auhUqnQsWNHvQPaz5o1C97e3vIkXRQmw6Xo6lpOLVGTnJwMlUpl3qDI6iUkJKC4uBhOTk4ICQnRu15ISAiCgoKgUqkQGRlpvgCJKpCdXXLa4eHhcV/bkRI1AJCRkXFf2yIiIjJEde/6TPo9lVoMVVZ16vqMiMic0kuvweWUma9kKwEiDULHNQAmakgfi3d9ZqwOHTpgxIgRaN26Nbp27YrffvsN/v7++P7773WuP2XKFGRkZMgTB7433t2bNwEAKnv7ezNdXACUdH0G3LugSSSJi4sDANSrVw/26t+dMhQKBR555BEAwIkTJ8wSG5EhTJWocXJykrtmYWWMiIjMoWyiprq1qJFawEiJlspiooaIqHIyExMBAHllzvVVvDGNSJOOnp2cAWSym0DSwaKJmpo1a8Le3h4pZQYbS0lJQVBQkEHbcHR0RJs2bRAbG6tzubOzM7y8vDQmMk5GaioAyOPSAJBb1LjblXyF2KUclXXlyhUAQHh4eIXrNmrUCACYSKX/b+++45q4/z+Av8Le4kIQEbdW695b695bv446q7ZqW7W1zlqr/uqu1lVH3XtbrXtP3IgLZQioCIjsDUnevz+SO3MkgQCRON7Px+MekLvL5ZNL7pPPfd6f8UERAjV5HVYF+LTGwGeMMfbh+9TnqBF+T/M6jxwHahhjLHcSw8IAAKlWVpL1MvXw0YwxFZmehu1JekaSYp83kwZqrKysULt2bZw7d05cp1Qqce7cOTRs2NCgYygUCjx8+BBubm7vK5mfNblcjhR1izWZuhcNADFQ46T+y4EalllOAjV8k8w+RMbqUQMALi4uAIA36sA3Y4wx9r4Q0ScfqBF61HCghjHGTCNZ3eBaoVlPBCCD81PGRImJibDJyJCsS1c3eE/hugGmg4WpEzBx4kQMGTIEderUQb169bBs2TIkJSVh2LBhAIDBgwfD3d0d8+bNAwDMnj0bDRo0QLly5RAbG4tFixYhJCQE33zzjSnfxicrMjISdur/zRwcUFnd00kI2hSwtgZSUjhQ8wmQyWSoXLmy+H9ecaCGfeyMGagR5mLL3IOUMcYYM7YMjQoBHvosa59Sj1djl+UZYywrqZGRAACFrS0qu7lB+eYNZG/fQh4Tg9TUVNhkCuAw9jkKCgqCIwAZgMqenoC9PTKCgoCUFPEaYkyTyQM1/fr1Q2RkJGbOnInw8HDUqFEDJ0+eFCu1Xrx4ATOzdx1/YmJiMHLkSISHh6NgwYKoXbs2rl+/LhZKmXGFh4dDGPTH3tERjx89Uj2YNAkA4GBpCYAnyP4U2NnZ4fHjx0Y7njBHTdmyZbPdlwM17ENDRNyjhjHG2EdJ6E0DvAvUcI8a3YQyqHC8j5mxy/KMMZaVdHW+aevkhMePH4NWrYJs3Dg4Anjy5Alq1apl2gQy9gEIDg7GlwDsADzesweoXx+xRYoAKSlIUA8fyJgmkwdqAGDcuHEYN26czm0XL16UPF66dCmWLl2aD6ligCpQI/SogeY8DerWEY7qQA33qGGZ5aRHzafUmpF9GlJTU6FUKgFwjxrGGGMfF12Bmk+1Rw0PfcYYY6YhVDJbqvNhmfr3xgnAgwcPOFDDGFT3/42EB+rhaOHoCERFIZbnaGY6mHSOGvbhi4iIEHvUwM7u3QZ1oMbe3BwAB2qYVFxcnHgDXbp06Wz355tk9qFJ1Jjwz04z78sl7lHDGGMsvwiBGjMzM/E37FPrUSOUGTlQwxhj+Y+IEPviBQCgcKlSqpXqQI0jVIEaxhgQEx0NR+GB+hqxKFgQAJDw+rVpEsU+aByoYVl6+/atGKhJtrFBlSpVUKVKFSSrxz2240DNJyM5Ofnd55ucnKdjhYeHAwAKFChgUG8EzWEniChPr82YMQiBGjs7O5ir87m84B41jDHG8osQlLGysoK1tTWAT7dHTV7nqBGen5CQIOmJ9DEyZlmeMcayEhwcDPOUFACAQ8mSqrznxx+RjHc9ahhjQMLbt7ACkAygSps2qFKlChTqQA0lJPC1wrRwoIZlKSoqSgzUkJ0dnjx5gidPnoDUN3126vmDOFDz8SOid59vHoMlQq8BoRdBdoSbZIVCgXXr1uXptRkzBmPOTwMARYoUAaAKfjPGGDMubuQhlZSUBACwt7cXJ3P+1HrUGGvos4IFC8LW1haAquLxY2bMsjxjjGXF398fzur/zQsVUuU9ISEgcKCGMU0p6roxAvDk6VM8efIEFs7OAFS9z0aOHGmytLEPEwdqWJY0AzWSoc/UgRpbdaAmLi4ufxPGPmg5DdTY2NjAzc0NAPDXX3+9t3QxZijNSi5jcFYXxjivZIwx45ozZw6KFi2KwMBAUyflg6HZ2EDoUcOBGt3MzMxQoUIFAMCzZ8/ynC7GGPscvHr1SgzUoEAByTZHAJGRkWI+zdjnLF3dUDPdyurdSnUdgyN46FWmjQM1LEvR0dHvAjWaFZbq1nnC0GeveWxFpkEI1BQtWtTg59y5cwcA4Ovri5c8qRozsYSEBAAcqGEfn1GjRqFy5crid5ixT93MmTMRFRWFqVOnmjopHwwhUKPZo+ZTGvosLS1NbFCR10ANAFSqVAkA8PTp0zwfizHGPnUpKSl4+vQpxPCMjkANwMFvxgAgQx2Ikat77wIAHFVXiSPAAU2mhQM1LEt6e9Soo8EO6kDNxz5UADOunPaoAYDixYujfv36AIALFy68l3QxZih/f38AQMmSJY1yvALqG5i4uDgejoS9F0SEt2/fYv369fD19UXlypXxf//3f6ZOFmP5Rqi4Z+/OhYODgxioSU9Ph1KpNGWyjEao1DAzM4OTemLevBACNVypyBhjWVMqlahRowYWLVqkt0eNOQA7cJ7KGAAoYmMBAErN+lR1oMYJQGxsLBQKRf4njH2wOFDDshQVFQUxO9GRsdipb/hu3rwpVs4zlptADQA0bNgQAHD79m2jp4kxQ9y4cQO9evXC2LFjAQDVq1c3ynGFHjVKpVJs6cyYsQQHB8Pd3V3Si/HVq1eYMWPGJzfcEWP6fEo9RvJKs0eNrUYLzk/lHGkOe2Zmlvfb2YoVKwLgHjWMMZad169fw8/PDwB0B2pkMgCqCmgO1LDP3eXLlxGqLluQZsMSdd2AM1SN7WLVwRzGAA7UsGzo7VGjzmSsNW74Bg4cmH8JYx+03AZq6tWrB4ADNcx05s6di4MHD4qPjRWosbGxgZW6JyIXxJixnTlzBmFhYTq38bjH7HPxqQQhjEGzR41moCY5OdlUSTIqY81PI+AeNYwxZpiAgADxf2fhH81AjUZPAc5T2edu7ty5EMIzMkfHdxvU5RcX9QhFPPwZ08SBGqYlLCwMvXv3xvnz5yWBGpmDAzw9PeHp6QmZ+sfYTGMM/LNnz5ogtcxYZDLZu89X3RImt4QCXE6HjapVqxYA4MGDB5/d8FCRkZFo0aIFpk+fnqPnzZ07F506dfpkKl9MTbOy287ODo0bNzbKcWUymTj8GQdqmLEJQ/Xp8lY9gSVjnzruPfaOZo8ac3NzWFtbA+BAjT4VKlQAoMovP+bgtkwmg2eJEvB0doZMT/CeMcbyIjAwEABgBUBoBiBzdn5Xj6Ax9wYHatjnLiYmBoXV/9sWL/7uOlGXX4pyoIbpwIEapmX06NE4cOAAWrVqhbS0NDiqK+3tChZEcHAwgoODYefmBgCQxcZihkbF8qcy9vXnyM7O7t3nq9l7KocUCoU4dESVKlVy9NzSpUvDzMwMKSkpCA8Pz3UaPkb9+/fHpUuX8Mcffxj8nLCwMPz66684fvw4jhw58h5T9/kQKrX/++8/BAQEoESJEkY7tjD8WVxcnNGOKVi/fj1KliyJR48eGf3Y7MMnBMeHDx+utY0DNexzwT1q3hECNQ4ODgAg9qpJSUkxWZqMSQimGCtQY29vDw8PDwAQh/T5GNnZ2SG4RQsEx8bCrn594BMJzDHGPhxCoEZzVhq7YsXe1SOo73ecoCqf8twb7HMWFhaGIur/ndzdtepTC6vrWj+2RiJJSUm4fv061/++JxyoYVpu3rwpeexir+5TY2//bqXQvVWhwMyffxZ7YERGRuZHEtn7MmYMUKIEsG9frg8RFBSE1NRU2NjYoHTp0jl6rpWVlXij/Pz581yn4WOked0ZOofJ3r17xf+vX79u9DR9joQ87IsvvoCbugBlLEKg5n30qBk1ahRevnyJMWPGGP3Y7MMn9Kjp06cPMjIyJNvmzJmDVatWfXaV2ESE7777DhMnTjR1Uth7pNn7lnvUvKM59BkAsQHOp9Kj5tWrVwBg1N9p4Vgf9b1MaioglA2jowEuGzLGjExoHOQsrHByAtS9AgCIQ58VsbREeno67ty5k6/pY+xDkZKSgtDQUDFQgyJF3m1UNzQpoA5kfmwN6wYNGoTGjRtj48aNpk7KJ4kDNUxL5kpEFwsL1T+ardbs7cUfZMvkZBQrVgwAEBoamh9JZO9DeDjw999AaCgwbBiQy+i40JumYsWKMNcstBmobNmyAN611vkcREVFSYIzhl5Hd+/eFf9fsWIFvLy8jJ62/BIZGWnySrbk5GSxtbHmpOzGkh9DnyVoDEfJPh/BwcEAVL0SLSwsJMGJixcvYty4cfjrr79MlDrTCAkJwZo1a7B06dL30ouNmQYR4ccff8SIESNARJLfDc1g5NSpU9G6dWuT/66YiubQZ8CnF6gRKgqFMqMxFCxYEMBHPjzp7dtAevq7xxyoYYwZmXCP/vPQoaoV6rxTpK4zaqMe0nzevHn5lTTGPihBQUEAADehPlVHoMZBLocZpPU6+WXhwoWoXbt2rnrzHD58WDwGMz4O1DAt6ZoFfADOcjkAIMXBAXXr1kXdunWRkpqqaj0BAHFxcHd3B8CBmg/ZqVOnsH79er3bU/bvR10AdQGkJCUB3t45fo3nz5+jS5cuAIAyZcrkKp3CTff9+/dz9fyP0ePHjyWPDb2OHjx4IHk8fvz4j64S5tmzZyhfvjxcXFzQvn17k6ZFaMliZWUltkI2JiH48+bNG6MfW/C5ze3EVBWvQqWs0CJ84cKFqF69umS/f/75R6u3zadMMx8N47kaPhk3b97E8uXLsXHjRrx69UrymycEZYgI8+fPx7lz53D06FFTJdWkMveo+dSGPhMqCo0ZqHmfvV7zS8qdO+/K8gDwETfgYYx9eIhIDJR3qFlTtdLNDSkpKe/qiQqrZuRorw7UXLt2je9P2GdJGCHG3cYGAJDi5PTuOlGvM4NqGMHjx48bPKqKsUyePBn37t3DokWLcn2Mz+neMj9xoIZJZB5D1AyAtfpmT1moEO7cuYM7d+6oxiJU39AgNlYc4urixYv5l1hmsLS0NLRv3x6jRo3SO/a28sYN3AFwB4ASAC5cyPHrjBgxQvzf09MzV2nt1KkTAGDDhg0f9c1yTuQmUJORkYEnT54AAH744QcAwK1btzBy5EjjJ/A92rp1q1jgv3jxIl6+fGmytAjDnRQtWlQcztGYhPlu3ud75Buhz09ERAQAwMbGBo7q4SbMzc1ho74BAAALCwsEBATkaA6sj92LFy/E/1+/fm3ClDBj2rNnj/h/XFycJPAg9CjUnJD1c52c9XPpUVOuXDmjHfNTCNQoHz6UluV9fEybIMbYJ+Xvv/9GfHw8AMBVWOnqCqVS+a6eyMUFAOAGVXn07du3uH37tknSy5ipJCcnw1vd8NlFPcqMsmDBd9eJhYU4TGAhqMo1jo6OCAkJyfe0Cj1/DKU5Lw0Hat4PDtQwiczjMjsDkAkVf5kn7BTmqYmLEycwXr9+PU8o9QHSLBzpG3ubMvVgSbt2Lcevo9lls2TJkjl+PgB06dIFVapUQXx8PFavXp2rY3xsMk8Af+bMGaxatSrLaykkJAQZGRmwtbVFu3btxPU7d+4UW9J+DO7duyd5fOLECROl5F3F7vsY9gyAOP+SKYNR7NMjBGqKFSsmCTDOnz8fzs7O2LRpE3799VcAwNWrV02SRlPQvNHhQM2nQ7N3VGxsrCRQk5qaitTUVEmQTpjL5HMjBK0+xUBNUFAQ3rx5A5lMxoGazDKVJxEWBnzMc+4wxj4YSqUS48aNAwA4OTnBUphTw9VVuqN6SHyLt29RpUoVAED9+vW5jojlWEJCAuTq0X0+JkSEBg0aYObMmQCAQkJjeHVvM5G6zqGCxkgeK1euzJc0ag6XHhMTk6PnatYnfm5zoOYXDtS8J8nJybh06dJH17pZqPARlBWGN3N2BiwtpTtrBGratGkDc3NzJCQkIDw8/P0nlOXI5cuXxf91TlSWkgJS984QRJw4YXCB6u3btwgJCYGLugUNABQvXjxXaTUzM8PPP/8MANi3b1+ujvGxEXrUfPHFFwCAbdu2Ydy4cTh58qTe5wiVkKVKlUKlSpUk2z6WuWqISAzu1a1bF4C0FXx+W7p0KQCgUaNG7+X4Qo8aY1ccarZkyfybI5fLc9xKhn1cNAM1mlq0aIHo6GgMHToULVu2BPCuC/6rV68++RZQ3KPm06R5MxkXF6cVeIiJiZEEwz+n+e4ERCS24hSGBvuUhj7btWsXAKBly5ZwEu5TjEAI1OS0wuKDoVSCNHpoi9/8TMPkMvYhCQ8P/6gamH3OfHx8xPuMjRs3qua3BQD1sLsioTwaHo4xY8aIq/39/fMjmewDFhERgQEDBogBjKyEhISgZMmS6NWrVz6kzLhevXqFhw8fAlBVuDsIZS/NOWoAQN2wuZjGfIqXLl3KjyRKGj7ltP5Fc/SXqKgoDta8BxyoeU9++ukntGjRIss5QT5EmQM19YR5RjJnKsC7H+GwMFhYWIjz1JiyopXpplkxrCtQk3D1KswyVfCWTEtDs+rVtSpB0tPT0a5dO0yfPl1c16RJE5QqVUpSIZKXXgmtWrUCoJqn5nOYoEzoUTNkyBDJ+icawbPQ0FDxBx94F6jx9PRE6dKl0b9/f3FbmzZtPorKqfj4eLFFRpMmTQCYtoJECBp9//337+X4eelRc+/ePXTs2FFrXiIA4hAEgPbwlXPmzEGZMmVMPuRVYmIibt++/dE1XvgY6AvUABB72AjDkz5//hzz58+Hh4cHZs+enX+JNIGPsUeNUqnErl274Ovra+qkfLAyB2oyBx5iYmIk5VAhOPk58fX1RUREBGxsbNCgQQMAn06PmvT0dLG39aBBg4x6bCFQs2/fvg+yBW9UVJSkXAgACxYswPTp01W/rUFBkGl8vkLfmpfHjuVjKj9Ofn5+mDdvXr7PD/C5e/bsGUqUKPFRVsR+Tq5du4aVK1eKQfLOnTurPjMhUKOnRw3CwzF69GjxHu+XX37BwIED9Y7ukV+2b9+Obt26fbxB+Y/Yt99+i127dmHOnDmS8sjDhw8RFxcn2XfOnDmIjY3FkSNHPrr7R8379eIAzBUKVaP3zA2Z1VMF9FWX1QDA29vbqI1qiEjn+cscqMnJOc5c35u5DpnlHQdq3gO5XI41a9YAAEaPHm3i1ORM5otsoDCkkq5ATalSqr/q1trCnCTZjauoVCqxdu1aSS8Pps3Pzy/Pw9SkpKQgLi5OMoxD5kDNmzdv8Exd8BKEWlgAACwfPcLevXsl286dO4fTp0/jjz/+gFwuR3x8PJ49eybZp3Xr1mIL7twQeh4AqknOPsQbZmNJTExEVFQUAEiCLYD0sypTpgyqVasm/jAGBwcDUF13MpkMO3fulLRamjhx4ntOed4JcwfY2tqKn7mphhxJTU0VC4xumVuGGYmQR75+/Rpdu3bNUY+Gli1b4sSJE+jWrZvWNs2CbVJSEqKionDw4EFkZGRg7dq1AIDp06dLhtiLi4vDrl27jNKKccGCBahTp47YgluX7t27o169elr5Ccs9ocej0ItVV6BGoNnDcerUqQCAuXPnvsfUmZ7mTYSpGpAkJydj2rRpWkM86hIeHo4mTZpgwIABGDBgQD6k7uOk+RsRGxubbY+az7GX9/nz5wGoGkBYW1sDMF6gJj4+3qB59LKzY8cOtG3bViz/bNy4MduhT0NCQmBtbY3Q0FC4uroa/ToRAjVJSUnYunWrUY+dVykpKWjQoAGqVauGp0+fAlCVoaZMmYI//vgDkyZNwoTWrSXPEZr2nF26VO/8lDm1efNmXNAzhyUR5Ut5/c2bN6hWrZqkwZhALpfDx8dH54gA169fx6FDh3Qes27dupg2bZrOY7L3Z/HixVAoFDh16hQA5Pr7k5iYmKuK3KyeQ0Tw8/PTO7qEl5eXVtni2rVr2c6LFhISgr/++gtpGi3o3xdfX1+t4bX18fHxQevWrXHjxg2tbT169MD3338vTjguzocq/BZkDtQIj0NDAaVSHDXhyJEj2LlzJzZs2JDzN2MkRISvv/4aR44cwfz5802Wjs/No0eP0LVrVxw+fFiybs6cORg0aBCqV6+O2rVri3UfcXFxuHLlirjvxxQIePXqFTp37iw+3qwefhqlSgHquWpE6h41bStVwqZNm2BjYwO5XI7y5cvrvBZzSi6Xo1GjRmjfvr0kv7t3757kvj0lJUUsX+vLF+VyuZhvZR6tQzPow4yEPjNxcXEEgOLi4gzaX6lUUmRkpMHHVyqVdO3aNSoB0EKAhgAUHRWV2+Rm+TrZbQ8JCSGFQpHtsby8vOjrr7+m0NBQWrRoEQGgZs2a0YkTJ4hWrSICiLp2pcTERAJAACgxMZFo9WpxGxHRwIEDCQAtWLAgy9ebPn06ASB3d3fD37AJpaenZ3u+3wfhXD99+jTXxyhVqhSZm5tTs2bNxOP9/PPPkn1q165NGwBKVG8HQP86OhIB9DNAa9euJaVSScnJyUREtGfPHnE/X19funPnjvhYWCIiIvL03omIvvnmG/F4/v7+eT7ehyg8PFx8j/b29kRENHXqVHFd3bp16ebNmxQdHS2u279/PxERDR48mADQvHnzxOMtWLBA3K9+/fomeU85IXx33N3dacOGDQSAOnbsmG+vf/v2berevTs9evSIQkNDCQCZm5u/1+u9YMGC4md09OhRvfv9/vvvVLZsWQoLCyMiklxfmu7cuUMWFhbiNkdHR2rQoIHWNQmAevfuLT6vS5cuBIC+++67HL8HhUJB8+bNo0aNGtHbt2/F45coUULvc7L7XiYmJlLnzp1p+fLlOU6PoRITE2nRokUUGBho0P4KhYLWrVsn5sGhoaG0ceNGSktLe29pNNT27dsJAJUrV46srKwIAC1ZsiTL55QpU0brO5HZmzdv6Ny5cyb5zcutFStWUPny5SkgIECy3snJSXyfNWrUMOpr+vr60owZM1RlITWhvOXv70+PHz8mone/Y4UKFcr2mMI1KSlnGUipVNK+ffsoJCQkh+/k41OkSBHxHP3xxx907NgxyXk7evQo/e9//xMf29raflTfZ2Po0aOHeH4Eo0ePJgD0+++/5+nY7u7uBIDevHmTp+MIn8+4cePI19dXfKzrviU2Npb8/Pxo6NCh4n4jRozI0+vrcvDgwQ+uDKVZrhOWpUuXUmpqKl2+fFmyfl6msnxngAiguwA1btw4V68/b948ql69OoWFhdGlS5fEY1+8eFFr3x49epCbmxuFh4dLrrmXL1+SXC7P1eunp6dTu3btaODAgeK6mTNniukQfo/lcjlt376dypcvTwBozZo1YvmJiMQyHgB6/vw5JSUlUZTG/bmwrXLlypLXHjJkCG3cuDFXaf8cKZVKunr1quTc6hMfH0+lSpUSz/3w4cPJycmJgoKCcvSaV69eJQcHBxowYECOnufv708uLi40e/Zsndv37t1LAGjSpEla2wICAsjMzIwAiN+znTt3EgDq0aMHJSQk0Nu3b8X9Na+HRo0aie9XoVBQs2bNqE6dOpSUlJSj9GclNjaWqlWrJp7bhISEbJ9TsmRJ8T5Ck0KhkOQzhQoVUuXTcjmRra2qLujZM2k9UUwMkZWVatvz57Rp0ybJMdq3b683HXfv3qV+/frRixcv6M2bN0apU9D07NkzMR0tW7bMdv/Tp0/T4sWLDS5HfG7lDUP17dtX572prmXXrl3k4eEhWXf16lVKTEyklJQUWrhwIXl7e9OxY8c+iHsywbVr1+jFixf07bffiuletGgR0YYNqmuhXTvt+tT161XbOnQgIqKePXuK2/v27Zvl68XExFBGRkaW+9y/f1883tatW6lWrVpiXpV5efjwIW3evJns7Ozov//+0zpW27ZtycXFhSIjI2ncuHGS5x46dEiyrzE+l4ULF6rOn4nkNG5gbByoycaaNWsIgEGFtDVr1lDRokVp1Ndf0xN14ZgAejZ0KHXq1ImaNm1K6enp9ObNG+rZs6cqEJILy5YtIwsLC60LSCgclS5dWqyQMSTdwgXWtWtX+vnnnwkATZw4UbXx229V72PKFEpMTKQiRYpQkSJFVBnL8eOqbdWqERHRtGnTCAANHTpUcnyFQiEpoBcqVEh8ze+//z7bH7Tg4OAcVVgYU1RUFLm4uFCfPn2y3Tc5OZni4+ON8rpyuVw8R5s2bdLafvPmTapVqxa5uLjQgQMHxPVKpZKWLl1Ks2fPpsDAQJ2Z8JAhQ8T9w8LCVDct6ps7S4AsLS1pmYcHEUAHoQoEDB8+nOzt7en58+e0dOnSbH9gDQkQZic9PZ0KFy5MAOj48eP0/fffS4ISuZGSkkKnTp2ilJSUPKcvL6KioujcuXOSc1amTBlx+9atWyXbduzYIXl869YtMfi2c+dO8XlLliwR9+nWrZsJ3pnh3r59S6dOnSIAVLVqVbGCpGHDhvTgwQPJDfb7kJqaKp6rwYMH04MHDwgAFS1a9L2+bvHixcXXXbdund79hH1++uknyWNA+rNduXJlgwu+AMTfDeGxTCYjIlU+vXbtWvLz85Mc/+nTp3Tu3DnxsUKhoFq1aonP7927t/i/lZWV3vxc2KdChQo6t69YsULcJ683Offv36c6derQyZMnJesnTpxIgGGNBFJTU8XfQwAUHx9PNWrUIAB6b+rzS+abZmEJDg7O8nmalaH6bt6/+OILAkAHDhygkJAQ2rlz5wd/0ym8F82K25iYGMn7LFCggFFfs3Tp0gRALBucOXOGHBwcaMiQIeJrRkZGStKQ1Xl89eqVeD0K+1+7do0yMjLE39OzZ89S3bp16f79+5LnKpVK8YapWbNmRn2f+WHPnj3UrFkzevnypd59bt26RaNHj6affvpJrBwDQGPGjKGuXbtKzrNmIw9hWbVqleR4mzdvJjc3N7p37977fns6hYeH06JFi3QGO8aPH08NGjSgoKAgio6OzvGxMzIyxAYBXl5e4voJEyaI5+fAgQPZ3tzrEhsbKzmvQkDSENOnT6fvvvuOvvnmG5o3b554jPbt29Pp06fFxyEhIRQRESFJn6enp9Zn+s8//+Q4/dnRzCMHDRpk9OPn1NOnT/X+lltZWVGFChUk6y6py/LONjZka2tLHlDdh6YD5ABQrVq16LfffqPo6GhSKpUUEBAg5kspKSn0119/kaurK126dElMQ1bliefPn4v7Zf5dqlmzJqWmptL69esJMCxAqFQqtfLJmzdvisc8duwYzZkzh5o0aSKuu3DhAhER/frrr1rps7S0pNu3bxMR0U8//SSuP3z4MDVt2pScnZ0pPDxc8j41AzW7du2S5N/Tp08XG0sx3U6ePCl+/lmRy+WSsqTmMnr0aINe6+DBg9SwYUPJcytUqEB79uwhpVKZbR6nWXGcWeb7rtjYWMn2ffv2SbYLZQJhqV69Ojk7O1NERAS9fPmSihcvTtOmTSMi0kqv8H/jxo0pKiqKZs+eTb6+vkSkuiZyE8AR6q+E5cmTJ9k+R3P/rVu3imWP169fS7aJ96t+fqp6IFtbIrlcu56oWjXV9n//pVu3bkmOYWNjQ+vXr6cffviB3r59S6dPn6YFCxZQUlKSZD+ZTEYymUxy3QUFBdE///wjqWvYtGkT9ejRg7Zs2UJJSUk0cOBA2rZtm+T9/fvvvzRgwADq06eP5DV27NiRZZ2csN/AgQOpa9eu5ObmJilTHDx4ULwXf/DgARUsWFBn5fKOHTuoUaNGYlnn+fPn9OrVq2w/l4+Fvrqf7du306JFi6h169ZZ/p5kt9ja2upcryuQakzJycm0detWioyMpOfPn1NGRobOIIRmQERYRo0apWroPHWq6lr47jvt6+T8edU2Dw8iUgWBhQYxgOo+Izg4WGwwLbh58yaZmZnRhAkTxHW6GpcfPXrU4HPs6OgoeXzq1CmxIVjma1i4XxSWBQsWUEZGBvn5+dHMmTPJzMxMUkeZU5oNQR8+fJjr4+QFB2qIaOXKleTp6UnW1tZUr149unnzZpb77927lypWrEjW1tb05Zdf0rFjxwx+LeGEjx8/3qD9Nb+AmsGGc+fOkbu7O/37779a+y7GuyANAZRuZkbl1NsuXbpEw4cPF/d98OABzZkzh9zc3LRag+qSnJwsSZObmxuFhobS/fv36bffftO64IRKOEPeo5ubmxjFXbx4sWpjo0aq96FRGSzy9VVtc3Agysigs2fPihf527dvKSkpieRyOVWrVo2qVKlCSUlJkotO8xzoI7QW12wJ/vjxY/L19aUbN27Q69evdT5v1qxZ9M033+Q5YLBy5UpJIT0rQqFfaEHz4MEDmjBhQo6DNw8fPpRE4tfPmkV04gRRaCjt37+fjhw5QnZ2dpJzKPjzzz+zzYSFHgtCMKCs+nuaBtWNXFhYGPnv3k0EUDxAE8eOFZ/7yy+/SG52NBcLCwsaPHgwrV69OodnWb/u3btrvc7ff/9Njx49ytXxxqrfy7hx47Ld9+XLl7Rq1SqtH0ZDKJVKev36tdZ3ZuXKlfT9999LKpqEpVKlSuJ+mYM4QgWxruXatWvi8wICAsT1X331VY7TnV+OHDlCAMTWXs2bN6fz589r5V3Dhw8Xb7Jz6uLFi9SmTRvav3+/zpscLy8v8bW6dOlCFy5c0Poc3gfhvQvXU0ZGBsXExIjb4+Pj6dChQ+I+w4cPJyLpb1GtWrWoV69eRCTtNaBvqVGjhtiCT7jBErYJPbk2btworvvpp5/oxYsXRERUtGhRsbB2+fJl8vf3z7JQFxMTQy9fvpS8J83Xc3FxEdfJ5XKx5a3Q0xLIOuCgVCopMDBQK29/+vQpBQUF0d9//y1Jj7e3N1WuXJn27t0r6VGSmpoqHq9ly5ZUqVIlSk5Opl9++YWaNWtGdevWlRxHsxV/yZIlaeXKlXrLKk+fPiVvb+9svglZCwgIoK+++krnzeO6deu0PuPy5csbdNwpU6ZInnf//n1SKBTiNSKs17wh+uuvv+jGjRt06NAhg6/HnPz2/vXXX+Ti4pKrc5aWliamU7ORiI+Pj9b7yE2ltz6a5zBzqz9h0bymAFVQfeXKlTRmzBhasWIFeXt707Rp0ygpKYn++usvMU/s1KkTAaABAwaQtbU1AZD0kitSpAht376dFixYQCdPnpRUegOgPXv2iAG4o0eP0vDhw+m3336ja9eu0e+//y4JvBpbXFwc/fjjj+Tj45NtC97Y2FhJbwF9PSQePnyYbR5nyPL69Wu6cOECKZVKcV2LFi3E1/nnn3+offv2khsypVJJ586dM6h1uOZzQkNDSS6X04wZM2j37t108+ZNevr0Ke3atYuSk5OpY8eOBLwrj4WFhYkVcpnTPWTIELEcqVQqs21dfOXKFQJUrZ4171uExlTCkl0PvMzv6cqVK3TixAnJMUqVKkUhISEUGRlJf/75p6RMfuzYMfG+5s2bN1l+NmM1yplffvklAaoK88TERMnnpbnkpmxmiGHDhhGgKkMplUrasWPHe+3pmZWpGo0FmjdvTtu2bdN7Dh0ASob63lNdyXvmzBnyV6/rkmn/cuXKEQD68ccfKTg4mNq3b6+VX2mWk3Qtu3btolmzZlHXrl1p9+7dWtsz500zZswgHx8fOnv2LBGp8u/vv/+evv/+ezp+/DhVrFiRWrVqJblv+ueff7JMQ+3atSW/A5mXatWq0fXr1/WWlYQGM5rrmjRpQnfu3JHcA1paWor/fypOnz6dbZ2LpvDwcPrf//4nBscEqampYpnq66+/Fs+T5j1QWFiY2MggODiY5s6dq/czyypIGhUVRWlpaRQfH09fffWV3mNUr16dKlSoQPHx8eTr60ve3t60Y8cOunr1KqWmplJwcLBktIkxY8bQpEmTxDRnPt6vv/5KY8eOFessMn+3haUCQPUAMlM/rlGjhtibEVCVSbP6PhcrVkz8f8KECVS1alWysrIiHx8fnecjKSmJJk2aRDVr1qT58+fT4sWLacuWLVrHPXPmjPico0eP6jyermvnp59+En9ThGXw4MGqJ+zfr8pvatfW/WENHKjaPns2JSQk6H3PAwYMEP/XNyLAwIEDqV+/fuK9jJBHEZHWb4SLi4vOazVzYDvzolmp/PbtW4qJiZE06su8EKmCRsLjkJAQSTAiIiJCcg0I64cPHy45H8Zo3GpKP/zwg/hehPJlWloaLV++nCpWrKgzD9X8zDWXSZMmZfkZ6VuWLVtGO3bsMFqvNLlcTl5eXpSRkSGOGKS5FCxYUKss9scff0j2kdQ1N2miuhbWrNF+sYQEInNz1XZ1r/h79+7pfJ/m5uZiAyOh5zSgqqNOSkqikiVLatX/GFI3qPnZaC7u7u60atWqLJ8r9GLVt8yfPz/HvSSJpGV/Icgtl8t1Bk3kcrlRe94plUqaN2+e2PPosw3U7N69m6ysrGjjxo30+PFjGjlypNgCQZdr166Rubk5LVy4kJ48eUIzZswgS0tLgyNtQqAGAL19+5aePHlCCoWC/Pz8aOrUqXTw4EGxgkmpVEq+uGPHjhW72GlWtBKRmOG2AkgBVaH4p0qV6IT6/wsAWaj3L1u2rM4vstByWpegoCBavXo1/fjjjznOvEqWLElnzpwhLy8vSk1NpZSUFFIqlTRx4kRJgapIkSJipdzVq1dVGYe9vSrj0HV+MzKIChVSbT9/nhQKhaQLc6VKlXRGlzMvhw8fJiJVFLh37940efJk8vLyosjISLHCAlBVrP3zzz+SYX48PT1p+fLlNG/ePFIoFJSeni5pXXn58mWi8HCiZ8+I1Dd1CQkJ1KVLFxo1apTk7Tx+/FjrZlyzEiFza5r4+HhKSkqi+/fvS86jEDjUmVGr3b17V6w07NOnDxUpUoTmz59PRKqhyACQNUC/A5RhZkYEkFImo+MADQOoFkA2GudQUK9ePYO+E//++6/4/wL1d/QMVMMpEBGRQkEJTk5EAA3I9Fx9LRqyGsYpt3755Re970GfxYsXU5MmTbQqioXeQ8Ly8OFDat26Nd25c0fncQYNGkQAqIO6K6pAqVRS7969yc7OjiZPnqyzxZZwY6l5c5+5RZKu61Tw8uVLncEcXUtoaKjktYVKXCsrK4qIiKDAwECjt4gPDg6mf//9N9fHFbrXC0vPnj313rzkNOC0cOFC+vPPP8nZ2Vk8xo8//qi1n2YlauPGjcWCRqNGjXL1nnJCKMw1atSIunTpQnZ2dnT48GE6e/Ys9e/fX/L+v/76a0kPu6yWzEMnCUufPn3Erv7m5uaUkZEh2T5mzBit57Rq1YpSUlK01levXj3LNJw+fZrs7Ozoiy++oLS0NLFwI2y3tLSk69evS1oyjh07VvJY13Bs/v7+tHXrVurXrx8B0tbUt2/f1lvI1LeYm5vTX3/9JSkIag6rY+hCpKq8WL9+PSUmJpJcLhdvEnVVgMjlcrpz5w41aNCAjh8/TkSqSo4ff/xR0ku2Q4cOevO6mjVraqXj8uXLBn33UlNT6cGDB9SiRQsCQHPnzqVRo0YRoOrhash71nVTmZ6eLrZM9vf3p+LFi2fbZV8gHLdUqVJa+amPjw+lp6frfa7QEw4AjRw5UlwvBESFnqcA6O7du9mmJSQkhL744gtasWIF3b9/n/r160fdunUjHx8fqlixIjVv3lyr0kLfolkeMnQZMmRItjdFhr52SEhIlt/b9yFz/pVVQ6rMDTF69OhBRKoy2m+//UatW7em8ePHG/R+PT09ydzcPMt9qlatSoCqslhY98UXX9CsWbOoRIkS4jrNgNHy5csJANWrV4/mz58v9r7MqveP0JhFs1GW5tKmTRvJ499//50A1W/d5s2bdT6ncePG1L17d7GMp9lILDMh6J15GKDMgcNy5cpJtj969IhGjx6t8/5Ls4FBVourqyv973//Ez9bGxsbevPmjVaAJyeL5mcjLOfPn9f7/vNKcyg94bMBQGfPnqVx48Zl23Mxr3wfPaLI1atVlZ8AXQPo7IQJROohiHWdowoVKtC3QkVPhQpEGr1kVkBVxj+QxzwlP5fp06fTw4cPJQG8zMvXX38tNlrTrHDPzZK5ZXB2i2bZVy6X06xZs2jbtm2kVCpp1apVYuv/xYsX05IlS8RyelRUFFWoUEFrCGpT0Px9SEtLo/DwcBo1ahRNmDBBrAg8ePAg1axZkyZMmEByuVySZ9+8eZMSEhJo7dq1BKgae8bHx0uCEjKZTBwOR2j80rZtW8m5bNeundb9jr5RLIReU5kbCGW1zJgxQ2zwYMiir5dP5vRlDmyWAGgX3jXSfQpQCyNeE7/88gtNnz6d7OzsxDqvs2fPaqVD37J582YiUuXzwrqUlBTq1KkT/fTTT5JhDbNavv3223d1JX37qt6vvsaPwhD51aoRKZXiCABHjx6VDMuW26VPnz5iYF/fUrduXfL19aX09PRs76ubN29OSqWS/v33XzI3NycnJye6ceOG3v3PnTsnjvwBQGdQWTjvRO/Kur169ZL03sxNJfb74O/vT+vWrdMq4584cYK6d+8uGekiPj6eWrVqpXX/WLBgQbEXpb5F6OmbmJgoCfIAqrKpZmNFAFo9arO63+vVqxdlZGTQoUOHaM6cORQbG0vnzp2jhQsXZnkvkZlQrzdixAi9r9WoUSOKi4uj3r1709KlSyVlfk9Pz3f1hpGR7wIxGr1QJerUkQRyoqKisjyHDg4OkseXLl2iAwcOiI+vXr1Kd+/e1cpvdS329vaS4YJzunz33XfZ7mNtbU1NmzalvXv3GvwZCB0AAFU90cOHD6lUqVJkZ2cn6S2ekpIi1v1q3ufJ5XKxAYGh5HI5+fv7aw0ra6pAjYwoFzOvGVH9+vVRt25drFy5EoBqclwPDw98//33mDJlitb+/fr1Q1JSEv777z9xXYMGDVCjRg2sWbNGa/+0tDTJZG3x8fHw8PDAYgB2AGQAbKyskJ6eDpn6sa2NDbp27gylUolDBw+K6/UtjRs2hJeXF6wAtAdgA+AfAFZbtmD2kCHwAWAP1aSOdwCk6DkXFStUQKtWrbTWJ6ekYNu2bVAoFID6NZs3b45HDx9KJqyTZXqeTM//hQsWRNNmzfDvv//q3MfC3BwDBw2C+ZMnwO3bQPnygK+v9uRXADB8OLBpE1C8ONCxI85fuSKZWD7zl0uW6S8AlC9bFhUqVBAnERW2FXd1RUpqKuLUE1vZ2dkhRT0JaubjyAA0bNBAnHRLBqAIgC8BeAhpMTODrEoV3ElOhndgINIBDBw4EI4ODoiMjMSBgwfhXrw4unfvDgC45+0NLy8vMZ0eJUqgfv36KFasGPwDAnD27FkUKVwYaenpksm8W7VqBc+SJbFx0ybJuiKFC+P48eOoU7s2Ll+6BDMA5oDkb4+uXfHfkSOwANAAgLv6+S8AlMx0LhUA/KD6XkVBm64L2wyApXqxgup72VH9+us7d0bf7dtRoEABAIBPv36ovncvEgAcAZAIQHOKx3bt2omTP3qUKIGuXbvqeMW8ef78OU6cPKlz29gxY7TWKYnw999/AwAaNWyImjVrAgBOnT6NgIAAyb7m5uZQKBRwLlAAAwcOhFKpRIZcDmsrKwDAqtWrxX1HjRqF9LQ0XLl6FTbW1nj85Im4rWnTpqhWtar4WC6XY+26dVrpfPnyJY4cPSpJg52tLZJTVDmCrY0Nhg8fLm4LCw9HREQEbt++jfT0dH2nCGO++w4ymQxQZ+Vvo6K0Jmxv26YNypUrp/P5MTExsLSwgIODg97XyOyff/5BhlyOTh07omTJkuJrZyUuPh43vLxQvUYNXLxwAbHqa0YGoFKlSqhVsyZ27tql9TyZTIaR33yjeo+ZqSeuvXnrFuxsbWFjY4MrV6/qfP1RwsSXajdv3sSDBw+09ivm4mLYdzkPP52vXr7EqdOnDd6/bdu2OK2xv44zAQBo06YNXrx4IcmDAaBK5cqoV68etmzZAiJC1y5dtL6LujTQyFOzel1N5mZmUKgnXjWTyaAkgkeJEnj56pX4fFdXV60Jvi0tLJChMYmsS9GiyJDL4eHhgRrVq2P/vn1ISU2VbG/Xrh3i4uNx+/btLCcxzCrd1lZWSMvi+sru+T169MCjR4/g7+8PZ2dn1K1TB2fOnhXTWKZ0aRR3d8fFixeRmpoKeUaG5H3WrVMHL1++RLh6kkxbGxvUrFkTT548EX9XqlWrBlIqUbVqVSiJsHfvXsnktvXr10fZMmWkCcvm+xkcHAyvLCapzOo9V6taFc+DglDK0xOOjo7w8/NDSmoqkpOT0bFjR3hdvy5OSNmtWzdYW1vrPR4BkvzKo0QJVPvySwQ9e4aQoCCkAkgFUK9ZM5hZWyMwKAg1qlfH8RMnUKN6dRAg/k4Xc3GBXKFAxQoVYGFhgctXrqBM6dJISU1FWFgYChcqhF69e8PSwkJnWgKfP8dJjd8bG2trpOqY7FcG3b+vxtCyRQuULl0amzdvhjIHeYy5uTnKly2LZwZOGP7dt98iMTERVtbWsLaygp+fHwo4OaFYsWJQEiHyzRu4uLhI8t3IyEhcuXIF9Rs0gHvx4u8Opk5nWloaNm3eLHkdBwcHDBwwAN7e3sjIyEC9evUQExODGzdu4MXLl1rfi4oVKiAmJgZvIiOzfQ/Cc22srTFo0CA8ffoUV69dM+j9Z5eX1atbF46Ojjh3/rzO7Q729ujXty/MzMygUCggl8shl8vh5++Pu3fv5um1DXmuh4cHCjg5oXCRIihbpgzevHkDW1tbWFlZYe++fcjIyEDjRo1QsWJF8blKhQKH//1XzFcszM3RsWNHxMfHgwBcunQJAFChQgXUrVMHr0JD8TYyEhUqVMB9b28Eh4TkKc3GfG6P7t3h6OiY9ZNz+RsdFRUl3o/oUszFBW3atDH66wJAUnQ0Yk6eRAldG6tVA2rUwLqtWyU1IHY2NhjcsSNw4gRkKSnAggXAL7+IT/M9cAAVe/eGGYBjAMIApOP95WH29vbo0b07tu/Y8V6Ob2tri379+sHezg6nT5+Gf6ayfVZKuLvjlTD5eR7069sXcXFxKF2mDHyfPMFF9bXTrm1bsWzXpUsXHNUoZw0ZMgSBgYG4qi6jat7DxERHw6lAASjkciiVStjY2Gh/j3R9rwxZp2ef0Nevxe95x44dce3KFcQnJABQ/Z5UKFcOTzXKkg729khKStI6lOY12qB+fbwODcXLV6/EdVZWVujbuzd27Nyp83m1a9VCUFAQYmJiJNvbt2uHIoULi4+VSiV27d6dZV1HTtYZ83nWAFpDVf+jBJBuYQEbdTnvOlT36hnqRddx6tWtC48SJXDo0CGd2zP/X8zFBbFxcUjXKJ/o2l8GoFChQoiOjoattTU8SpaEv7+/5Nzfu3cPgKrsmapRxtZ1PLdixdCyZUvVg6QkQPh+370L1KqldV4QEwO4uQFpaUDr1kh1dUUGAEcnJwDA67AwyXt+n9q0bi2WzbNSr25dJCQkwPfpU6O99rBhw2BpaYl169ap7nkrVkTlKlVw6OBBAEC5smXRulUr6XdLuG71/TVgH7lCAa9r11DUxQWVKlQQtymVSiiJYGFmBgCIjYnBo8eP8fLFCwCqek234sVhYWEBGRH27N0LGYCyZcqgdq1aQGoq3gQF4enjx0gGkAQgGar6zXd3JlKaudCgQYPgKNQ5yGS4evUqHjx8CNdixdCzZ08QEQICAlCoUCGkpqaiaNGi+GfDBvH8jBo1Cus06lkMvZbdXF2RkpKCShUronr16qr3HhcHaysr2FhbQyaTIT09HeHh4Th1+rTe8ofmelsbG/HeVAbAzMwMPXr0gIODA8zNzFSfxe3bwOPHQPXqwP37ug+6ZAnw88+AvT3QrRvI3h7r1q/Xew41mUF/HbXmcwmqz0ep/v/LqlVRqnRpWFpbw8baGk98fZGeno6Y6Gg0aNAA+w8c0HotJycnxMfHi4+dCxRAhw4dcOLECbFeJztdu3SBnZ0dwsLCULlyZZipv4eZ+fn5idesm5sbUpKTxddwLVYM1atXR3BwMMLCwsTfrvLlyqFt27YAgKNHj+JtVBT6/+9/qt9UA9y4cQN3792DZ8mSCHnxAikAJgGIi4uDkzrfylcmCQ+ppaWlkbm5udbkQ4MHD6au6gnqM/Pw8HjX6l9t5syZVE09T0pmuoYDA0BxkA5PZszlKEAHd+4UW+p2eM+v914XmYxI/fkkJydT8+bNqXnz5u+GHHj6lKhwYdOnM4tFAVDCB5CO3CwvAeoJ1Xe2LEBzADoHUKSxX6d1a0pOSpJ8vueOHqWrH8A54IUXXnjhhRdeeOGFl89heQvQLICqArTNzY3Izs6w57ZoQcmxsZKy/KtXr2jGB/CeeOHlU18uANSzVCmi2FiisWNJKZOZPE3vffn2W7HOTWc90V9/mT6NvPBi6sXOjujGDf3XSUqK2IuWlw9nicNn3KPm9evXcHd3x/Xr19GwYUNx/S+//IJLly7h5s2bWs+xsrLCli1b0L9/f3Hd6tWr8fvvvyNC3SJVk74eNVOg6lFAmZZmzZvj4qVLknV9+vRBcXd3rFm7FkkpKXr7dSkBPAJwBUBgYCCKFi0qRt+KALg7Zw7WzZoFc3XPmMyyanWm2YLzq5Yt0ax5cwQGBmLrtm2SCKvw///69cPuPXt0bsvq/2IuLhgxcqQq0m1jA7RuDXz5JQAgKSlJbHWfmJgIe3t71ZPCw4FTp4AXLxATHY1ly5ZpvSczAO07dEDFihXxOjwckW/e4Ky6paLw+ob8dS1WDEOGDcPhw4fF1g663gsBiAfgJ5MhysMDj1+8gBuAegBKQdWTxBKmIYPqu6LQ+KvQse4FgDNQtXzTxRVA22LFUCQiAvZQtQzv2KkTypcrh1s3b+LS5cta36nJU6YgPjkZ0YmJuH77Nu4+fAhfABsDA+FSrJjk87WxscGPY8agh5UVnp85g5fPnkHoU+VRogSGDx+OtLQ0xMfHo2jRokY7P5nt27cPT3x99W53dHCAubm5wZF8Q/Tt2xf79+3LUYvmXr164enTp3j8+HGW+xUqWBAFCxVCYGAg2rdrh9KlS+POnTto2rRp9i1EAVy5cgXnL1wAoGp93axZs3cbZTIolUosX75c7/mQAZgwYQKUSiXWrVsn9ujp3LkzvqhcGfZ2dlizdq3YQ6F06dIYOmQIAGDr1q0IfP5c53H1nSnnAgXQpUsXbNu+Xe97atOmDRo3aYLZs2dDoVBg+rRpsLGxwarVq7V6Xnz37bdwdXNDSEgI9uzejUR1LztD1KldG/d9fCDX6NGQOd2dOnZEo0aNDDugrl4+BopLSMD8+fNz/fxatWrhrrolHAD83//9n6r1DoDo6GjcuXNH/J4MHTIElSpVwrJlyxAeEaHzs6pcuTKGDB6M0NevsXz5cr2vKzzXtVgxsRdIg/r1ERERgaDgYK39LczNIdf4zcvqivpmxAjIZDKs/+cfndsLFiqEHt27Y8PGjXBzc0NcbKz4/XUpWhTDhw/HixcvdPbMyvy6LVu0gK+vr/gedOnYoQPevHmDvn37YvKUKTnKD7J6bWM8t5SnJ0p4eCDyzRuMGjUK5rp6vAJZfke379iB27dv5/i1DaHvue7Fi2PKlCl4/vw57t27BxcXF+zbv1+yjxKqlqcKqFqq2kLVUjU3v9nt2raFQqHA2XPnAADF3dxQpkwZg3te1KpZE/e8vcXHTRo3Fp/rYG+Pn3/+GdeuXcOZs2fRo3t3FClSBO7u7sjIyMDJkyfh7OyMJk2aAFCVP+3s7LB3716xFfjwYcPg6uoKK3VPTl1CQ0PFa6Jc2bKwtLTEF198gUqVKuGPefMAqHo5de7UCWvXrYOTkxOISNIDokvnzjiq0RO9UMGCiFa3YK5bpw5u37mj9zNzc3XFkCFDMH/BAnHd77NmSfYJUJdHc8OQ75mFuTmmTZuG06dP4+GjRxg+bBhcXFy0vt9vIiOxevVqNKhfH+3bt4dCqURgQABOnTqFiDdvAAA2NjaoV7cuXr58iec68qzMNPO6zOmuUL48/Pz99T7XvXhxhL5+LVlXXuM5RYsWxf/69cMK9agChjD0upw7dy4sMuULDx4+1GrZbuzX1fxuZX5u40aN0KRJExw4cAABgYEAgEULF+Lps2fwvncPPXr2hI21NQBg8+bNePzkidbrTp82DQULFjQsMbn4jZbL5Zg8ZUqW77d58+ZiD6TBgwejhrp1blhYGF6FhmLnrl0o5emJjh074ubNm7C1tUWHDh2QkJAAewcHOAj3T2p///03/Pz9QQAeA7gGVevkzp07Y8WKFShlb6+6z3r1CshQtcuPCA/Hm4gIfFm1KmSFCgGlSwPt2yMpLU1Slre0tIS1tTXqAFg3ZAhqVqigauGuQalUYsWKFWK5sUrlypKe4xUrVEC5cuXg6OSEkh4esLW1FbclJyfj4MGDsLSyQnBQEDp36YIqlSsjOTkZCQkJKFasGDIyMpCamgoHBwcEBwfj2LFjiNIYEcLSwgLm5uYoV64cHmmUobt27YoqlSvDysoKixYtQnJKCkaMGIES7u7iPnfv3cP1a9dQqVIlhLx4gVCNHjO9evVCYEAA7vv4AAB+mzkTgKpu4M6dO6hevTqePXuG/44dy+LTNo7OnTohPj4el69cAQDxfWzduhVBwcGS71vnTp1Qp04dyfdXoVAgLiEB9nZ2SEtLe9e6N/N3XP3Yy8sLx44fR5cuXeDq5oaSHh549uwZtm3frvO7nXmd8Hj2778jPT0du/fs0eq9pO85ADBo4EAcO3YM0eretbr2WbJ4sZjm+fPniz0phX3KlysnvmZWr2VIejTX9erVCwfUrcUJqu+fXC4X9+/bty/27N2LmjVqYOTIkZJz/OTJE6xYuRIEVcvwDh064NHjx7ielIRvN2/Gjh07MGDAANXOISGgCxew5vffERocjBaNGuHq9esAAM+SJfHi1Su0bdMGDdX3HGfPnsWlK1fQrWtXREdHo3CRIqharRp+nz1b53sqUaIERn/7rarsL5MhIyMDe/ftw4OHD9Hqq6/Qtl073Lp1C/sPHNCqU9H1v0eJEoiOiUGiuudU33798O/hw0hNS0Pr1q3RuXNn1c7C+fjyS6BlS/Gx3nqie/eAK1dUvXAy5T3Jycn4+++/VT2yO3XC8WPHULNmTfH+pnGjRqhSpQpiYmORkZGBy5cuoVKlSriu7kndvXt3HD58WHLM0qVLIygoCLp4eHjg5cuXAN5dg0+fPcOePXt07i8oX66c+LmGh4fj5MmTeP36NVq1aoX69evj+vXrBvXYAVTnutVXX+Hc+fPiZ1CiRAkMGzYMFpbqkq5wjmUyREdHY/Gff6KUpydGjRol2ZbV32PHjuGC+neKoLpv+F///pg3f77eujZd6zL/tXV2hkOxYnj87BmcLCxQqmhRxIaFwRaqOgZ7OztMnDgRc+fOBdTv1d3dHbv37IFL0aJaI1wg870VkVa+plQqcd/HB2XLlkWBAgWwYcMGvHj5Et26d4cMwKFM3wFD8ofcrpv8yy9YsWIFklKkYyTZ2tjgt0xlYwCAkxPQpQtQQtVXVu91kpYGHD8OBAQAqalISk5GXFwcihQuDK/r11HUxQW7d++WHLp82bJo3LQpNm7eLNZFa9ZNOxUogBnTpuHc2bM4c+YMZACm/PILCjg4AEqlatFjw4YNeBUaik4dO6p+j9Ti4uKw7K+/AACjR42Cq6vru/NEBCKCmZkZXr16hY0bN2ZZljI3M0Pfvn1RqFAh7NmzB2+jdI0R9E6FChXwPDBQUq9gqLJly2LQwIF6tyckJODPpUsl61IBzMdn2qMmNDSUAND169cl6ydNmkT16tXT+RxLS0tx8jDBqlWrJBMUZ0VzjhpdS0REhGTCYQDiXBdpaWlimrNaWrdurXMyOqVSSdu3b6dixYpR06ZNqV69ejRmzBgaMWKEZBxkXYuZmRkNGDCAJk6cKE4OqlQq9Y7fe/v27WzTCajGcqxSpQr9/vvvdPfuXZ3zbQgSExPF5yUmJurdT9hHmKgSgM5JZePj4w0aC/Z///sfHTx4kCpVqiSZ6G3Pnj3ZPlcYF1hzjMZatWrpHQc8p4swp0/Tpk21JrEW0m6M1wFU48KamZlJ5sMJCwujW7duaZ3bzHNQCIumiIgIcb1cLs/y88087mrmXnDvW506dYx2HoVFc0JCQxaZTEZ9+vQhuVxOZ86cyfXrXrp0ieLj4+n06dNZXm/6yOVyOnv2bJbjbr59+5b8/Pz0Tp569OhRneutrKxo8ODBWuvd3d1pw4YN5OrqmqdzXqtWLXHSbEA1h0+nTp3ouXrM1tevX1OIeiI9IqJTp07l+XNu2LChQfsNGzaM7t+/n6MxbPNq9+7dVLZsWa2J/rp06UJ9+vShhQsXStZv3ryZ1qxZI06KrlAoaMGCBbR9+3adx/fx8aGtW7eKv0fC/C6Zl8zzMGWeQ2jp0qWSSQsB0KJFi6hRo0ZUv359evr0Ke3cuZOcnZ1p586dku/X9OnTyd7eXufrzpkzR/JYLpdTTEyM3s/IxcVFMieJ5iKMCU9EtHTpUq3tV69epf3799PkyZPpt99+o7S0NHEuCX2Lpr///psGDRpEe/fuJVtbW3J3d6clS5ZI9vf29pbMjZTVktM5dTIvM2bMyPP3LyoqSu9kvA8fPqSIiAi98+JNmDBB73xlgGquFX3bbGxsDHqPwnjYhl7Dupbdu3fT1atXxceGzkXQtWtX2rRpEyUlJVFMTAyNHDmSWrZsSQkJCeJ42cI8AwqFQmtOtKwkJSXRxo0bsyxHadL8rZ40aZJk26pVq6hWrVr06tUryfrAwEAaMGAAeXh4iPOJTZw4Ued7NXQ+NM3lypUrYr6ybds2cc6AQYMGiZOxZ7W4ubkRoJoLS99cdMePHxf/FyZwJqJs50bLyMjQ2kehUNCdO3coKipKHH89OjqafvvtN3r69Ck9efJE73Xg5+eX6++fMGccAFqwYAH5+PhQWFgYFSxYkBo3biym79y5c5LnpaWlUVJSEi1atIhOnjwpmbPKkCXzyAOa9u/fb9Ax9H0vOnbsSLVr16bVq1fT27dvJdtGjx5NCQkJOufnKVu2rPi5PHnyhIoWLUqLFy/Wm06lUimZqFlY8sOGDRtydL6jo6MNnuPryy+/FM+Dt7e31vj7wpLVhOpZ0VWWFx4/ffpU7/OEfLJIkSKUkZFB165do/DwcDpz5oxY5shOTuYtHDdunM7PtEqVKgSoxqTXFBAQQFeuXMnymAkJCZJr+fnz5xQREUGtW7fOcmx8Ye69EiVK0LJly2jatGmSzyKreQpyu2zevJn8/PxIJpPp3cfT05O2bt1Kz58/l8zpYWZmRjt27KCLFy9Su3bt6Pfff9c695mPZeg9j+acGx07dhSPl5qaSufPn5fMdTV06FCaNGkSLV68WHKM/v37ExFRZGQkeXh4iOsHDx4sljkyzz+5a9cuAlT3zZnLoJpLmTJl6Pr161rl40WLFtH169dp165dZGtrS23atKEhQ4aQg4MDPX78mEaPHk329vYUEBAgKWe6uLiQQqGQ/D6mpKRQSEiIzt/o4OBgcT9h4nRBVFSUzmsgNTVVnOS8Xbt25OTkRCEhIZSSkiLZLyMjg7y9vbWO0bt3bwJUv5f79u0jQHVP+uTJE63Xio+Pp/Pnz4vHCAwM1HsuFy1aJJljZMOGDRQUFEQDBw4U7/OfP39OCxcuNGiuB0PriTKLjo4W8yZhsnDhOJpzNwo05415+/at5F5i9erV4n6pqank7u4ubuvcubOkHi8gIEDc99WrV+Tn56ezfFq/fn2dc5Npfk5KpZKWLVuW53whMDCQ/P396dmzZ3TgwAEqUaKEZF47uVyebT6bnp5O58+fz9HcTIBqLrycpvfEiROkUCho0qRJ4rpHjx4REdHJkyfpu+++E7/ncXFxlJaWZvD3IiuhoaF06tQpIiK6fv26+Nqa89usXLmSrl27ZnCZR1imTp1KBw4ckJRlNd+fYNu2bVp5pyFye50I86EDqnlJhblRiVRzuOt6LxcuXCAi1dzHQ4cOpWvXrhn8eq9evaKjR4/q/L7NmzdPMg+zPmlpaTmub8tq2bJlS56PUaRIEXJzc6M5c+bQwYMH6fbt27R8+XK998OA6XrUmDRQkx9Dn2UmZP4rVqyQTKiuefGFhISIk97pKih7eXnRhAkTxOe0atWKoqOjqWvXrpIJjolUP8gAaNWqVdmm7f79+7R27Vravn271pda34WsVCqpRYsWVLVqVUpPT6cJEyZQz549SaFQ0JEjR+ivv/4ipVJJGRkZtHDhQlqxYgXdunWLrKysqHv37gadM4GhGcvTp09p2rRpFBsbS+PHj6d9+/bp3ffNmzeSwtbAgQO1Kn82btyo87maGbOuRfPH3dfXl4oVK0bVqlWjuLg4vZWB+iajXbJkiVYFnJOTE6WlpdHq1avpyZMndPPmTXFbo0aNxMxQ8zn//vsvXbhwgVq3bk1+fn6UkpKidZNWokQJ8vHxoSFDhtDjx49p/vz5tGXLFlIqlZSSkkLp6ek0ceJEOnHiRJafV+b3MHDgQK19bty4IU5KmNXnq1mwyRwozQ9v374Vb96yWohU14SuwKdmYXTz5s2UlJSktY+trS1VqlRJ57EzB5Q3bdqUox+Gvn375nhSs7xKTU3VmZasKlHf19KgQQOxgLZ169Ys8wVNeQ0ORUdHU2JiojiJZealYcOGVKRIkSwnh84PmsGaOXPmEJH0mqxUqVKeX8Pb21vy3m/dukUrV67Umjz60qVLZGFhQQMHDqTw8HBSKBSkVColz9X1GyAU5nx8fMT9NmzYQBUqVBAfjxs3jszMzGjKlClEJM2nBMLj2rVrSyoxqlevrnOCRc3JOgXDhw8nd3d3+uOPP2j9+vU6z0fmQrau/EQXzULrqFGjJPuHhobSnDlzqFu3bnqPO2PGDNq4cSPduXOHevbsSZ06ddK774ABA7QmS5XJZPTs2TO96cupW7du0ZUrV6ht27bUp08funPnjrgtLi6OFi1apPPc7Ny5U9JwQHPZsmUL/fnnn/T9999T2bJlqUOHDtSxY0eDr9tvNYbTePLkCY0ePZoCAgLo5s2bNHDgQMm+gwYNoosXL1Lz5s21jiNMipw5qKZrcXd3pwsXLkgmo9TlyZMndOjQoRxVSuaF5rX3008/5elY2X0Gjo6OWhVg+pYtW7bQihUrJOsuXrxIRPobiwCqBgFv3ryRfM9mzZol2SckJISio6PFx0Il1/ukUCho8uTJNGjQIJLJZDRmzBhxm+bErefPn6eXL1+Kj5s1a0ZPnjyhdevW0fr168VKNeF9dO3alZo0aSI2siJSVehlfk/C93fAgAE60+fv70/Hjx+nQoUKice/f/9+jvIuwcyZM3U+r0WLFgSofhd1lR90TXp848YNGj169LuJc9Xu3r1Lw4YNo9DQUDpz5gz5+flJtht6/SxZsoTq169v8HszlqCgoGyD+cJiSPlUczl//jwlJCRIJh/OvOT2O6+rLO/t7U0nT57M9rmXL18WG7i9b4mJiTRx4kTy9vaWrI+NjaVTp04ZHBzS5eLFi3Ts2DGD9w8NDZXkR6mpqfTkyRPy9/engwcPklKp1JpUvEuXLjR16lSthlv9+/c36DtQr149MQCUVRmgatWqBk28PnPmTDEIbWhllq2tLfXr10+soCpTpgw9e/aMBg0aRM2bN6dLly5pnau0tDQaMmSIpJIuPT2d5s6dS9u3b6f9+/dLAhCXL1+mggULUokSJSgwMJAyMjJo27ZtFBkZKTmuUqkkHx8fSk1NpQULFhCguifXnKja1dVVrHhMT0+nKVOm0Pnz599Nbq8WHh5OiYmJpFAoxOtIoVBI8mDhmObm5kQkLQ9mRaFQ0JdffkllypR5N2xRDqSkpOSoYQcRUUxMDC1btkysLPTx8RErqQ2h67MfPXo0Eakqf0eNGkXDhw/PcyV6biugM1MqldSmTRuqWbOmzvvmtLQ0qlu3rvhbmZGRQVevXtW5r2ZDU6Hxz+LFi2nq1Kk6X/vkyZNkbm5Onp6etGjRohydZyKiqVOnEgCysLCgGTNmULVq1cjc3JzKli2r1SADUN0T7dixw+Dfjps3b5Knpyd17txZfM01a9bQzz//TImJiTRv3rwc/RYJS48ePXIc0AAguX/89ddfacKECflWNhYolUqaOnUqrV27Vlz39u1bSTp0pX3RokX07bffStbNnz9ffI5m+VYul9PChQu17g80n29op4G8XCe///673nOs+T6OHz+ulS+aitAYq2rVqpL6AX3LsmXLKD09nRYtWiSpl3V3dyelUqnVoSK7xdBynK5FaOD6WQZqiIjq1atH48aNEx8rFApyd3enefPm6dy/b9++ksyJSNXaUvjByY4QqImLi9NqqaWZDiJVwTargnLbtm3J2dlZq7ChKTY2lh4/fmxQ2jSlpqbSyJEjCVC1fs+KUqkUC2eGioiI0GrJkR1j/QBnFhsbKx737NmzJJfLJT9mb9++1fm8Fy9eiPusX7+e2rdvTwsXLqTBgwdTfHy81v4pKSmSHgw1a9aUfP4jR46kx48fiy2DrK2tadq0aWKLFSE45+joSAMGDJC08BR4eXlp3azu2LGDvv32W72V9NHR0RQZGUlnzpyhUaNGka+vr8HnLitr1qwhmUyWZSsyTdl9vuHh4Tn+zhjT2bNnxcoSV1dXunXrFt29e5e2bdtG1tbW9Ndff0n2L1++vPh+ZsyYQWlpaXTr1i0KDAwU99H8/GUyGe3atYtSUlJo69at1KBBA+rcuTOZmZnR9OnTtdKjUCho1KhRtGjRomxbfDs4OBi1YjUnhELbyJEjtXowCItQEaxZGZXV0rRp0xz/2Gm2csqJY8eOSVrk5XQR8saWLVuK6+rVqyf+n5aWpnXNmsrChQupYcOGkpu4+fPnU506dWj37t1GeQ2h1eLXX3+d5X6vX7/WyrOEoLKum3dNmhWsJ06ckFSgE5HOwnPLli3Fdb6+vmK+pVAo6NKlS1SvXj168OCBVsAIgOTmW1N2v4vp6ek0bNgwSS+vvn370vjx47NtuSuIjIykhg0b0syZMyXrhaBYyZIltVqX63Lq1Clq164dhYSESK7DqKgounTpEgGgyZMn0+XLlw2qcDM2zfRnvnH94YcftD6T8+fPS/ZRKpWS86yZ7/bo0YNq164t5kFHjhzJtlAsBPAWLlwoWX/58mUaMmQInT17lvbs2SOuz8jIkPTyzbwcOXIkX4IBuSWk05AWbFnJfBPv5eVFAQEBdP78eWrSpIlYrqlRo4a4T+bW5VktmhU9mXsZnz17lv73v//RunXrdKZNqJzTvEa8vLzohnpc7/wUHBwsyf+Cg4Pp+++/lwQqAgICaOnSpTp7jC9ZskTru5mdp0+f0p9//pltOatEiRLieYqPj9f5OWRHLpfTgQMHxF4gZcqUocaNG1NMTAzdvHlTTINwvGbNmultNJUfFAoF/fHHHwbny8b0888/a51fzVbauVn69++vs9eRsKxYsSLX6X1f92qMJC2sNe+thNbWrVu3pqSkJPLy8srR9+Hs2bNav6O57Uk6e/Zsg/YrWLCgpCz2+vXrLOsz8iIpKSlH948ZGRm0du1a8vHxIaVSSWfPntVbF5BbwnmwtLQkIlWeuGLFCp339pmlpKR80OWFzHx9fbUaJr2P39UPMe8JDQ0lR0dH6tGjh8HPCQoK0mrAlhNKpVJShg0LC6Po6Gh69uyZ1nU4evRoUiqVkgYeWS1Cb2RA1XMlICBAfKyrsZIhS/PmzSk2NjbH+Zanp2euz1F+W7hwIZmbm9P06dPF9MvlckpOTqZ//vmH6tatS+XLl5c02kxPT6fZs2dn23hLOF6FChUMSsv7uk7WrFlD1apVk4xM8iGIjY2l/fv3U1JSkuS9C8uvv/4q/u/h4SF5ruY9/8iRI4lI1TioS5cu5O/vr7O3q2bPMGH0icmTJxOgqj/cuXOnpJGlvmXixImSuIEpmDxQs3v3brK2tqbNmzfTkydPaNSoUeTs7Ezh4eFERPT111+LLW+JVF27LCwsaPHixeTr60u//fYbWVpair0CsqN5woUb93LlyuV6CKL3+UOdlpams6ulqbzPH+DatWtToUKFxACLUqmktWvXSoY6y0yzxWZuWrVERUVRQEAARUZG0vXr1yU35YcPH9YKsCmVSnE4mI+FrgoEfT7EAlZm+lpp6KqQ7d69u/h+9Ll8+TJt2bIly9c05OYiOjqaXF1dycrKSgysXrlyRRzawNQ/mj4+PpSUlKS3F5rQY4JI1TqkVq1a5OfnJwaLhQIZAGrfvj2lp6fTwIEDydPTU9JTKXMvo9GjR1OpUqXIxsYmz3mZj48PzZ8/nwICAiTDHo4cOVL8sd6zZw/NmDFD0spf0L59e3HdixcvqEmTJrRjx448peljdfPmzRzlDYKQkBCtnmW6aBasXr16RQcOHCBAVfGQ2alTp6h9+/Y5ukZOnTpFGzZsoLVr1+ao1WxWhPQuWbLEKMcjInr48KE4JNWpU6fIw8ODjh8/nu3zXFxctL6/4eHhuSqnGIsQ6NQ1zF5SUhKtWrVKkhfoCkxrDknTp08fev78uTjU4MuXL2nkyJEGl+Xu379P8+bNy9FQhSkpKXT37l3q168f9evXj2rWrEkeHh4m701niEOHDtE333yT516Z6enpkjxanwcPHlCBAgVo1qxZRKT6jT18+HC2NzaZeXl5kb29PbVr1y7btCUmJlKfPn1M0mv3Y3Ly5EkCIDYgEc59v379qHfv3jnKE5VKZZZl2qtXr9LUqVONNlzJxyggIIA8PT0lw9qcOHGC7ty5I+mpV7lyZUpOTqbXr1/TiRMnDK7s0qykEPLGvAzB+jGU5T9Wly9fJmtra7K3t5cEDlJSUujYsWOSe1Ghd75mebRbt27Ur18/2rt3r7iuYsWKpFQqKT09na5cuUIxMTH08OFDUiqVkrKAZoBWs2KwV69e2Q65qtn44/fff6e6devqHDb7cyIMY2to7/5PQVBQEN29e/e9NRz8UPOe5OTkfB3WWh+lUklDhw6lGTNmiOdpyJAh4nbNIc4MXfSNBCMsVapUoQcPHlCzZs109oDv27evWIcSHx9PxYoVI09PT53DoAPSho59+/Y10ZnMOWFUGqVSSevXrzdqoHLdunXk7Oxs8LBiH+p1kl969epF1tbWVKxYMXFEjMePH1ObNm10/i4J52ru3Lla29LS0ujcuXOUlpZGJ0+eFHvoCtMEZFWH5+PjIxnqE1CN5CEMTR4TE8OBGiJV17KSJUuSlZUV1atXT3LxNG/eXJKJEal+XCtUqEBWVlZUpUqVHN2UZD7hKSkp+T4c0cfqfWYsqampuboIwsLC8q2b/qfuU/vhCAkJoZYtW+bbfDrp6ekfREEwO7t27dJquaNPREQEValShaZMmUL+/v60d+9eraDokSNHxOOEhoZSaGgo/fDDD2IFdVRUlDgHjTFdu3aNfHx8dG7TTJPg4cOHVLBgQfrzzz+Nnhamzc/PTyxwKZVKun79+gfTc0mXGzdu0K+//vpBlAcOHjxI1apVkwzFYmoJCQnk5eWV5ZAGCoWCqlevTuXLl9ebF54/f17vdcvyhxCA79SpU5b76fqsb9++Tfv375fM2zJp0iSqX7++3rJ4cnJyjnt9s6yFhoaK15gwB5jmPF3s/Rg+fDg1bdpUDFz9999/4nWwa9cucb/o6GiysrISt23evJlev35N/v7+kt78X375JRGpAs9dunShVq1a5bkc+amV5T80oaGhBpVpw8LCaNeuXWIARmiAKujZsyfZ29tnWWGoOa9g5h5Ymr1fkpKSaOvWrTorVmvVqkWXLl0iZ2dnMjc3f2+9Zj5G+npjs9zhvMdw69evp/Lly0tGUUlOTqbQ0FDy9vaWBHMyzxdnbW0tGQJVc/H09BR7/lWuXFkyigiRKqgwbdo0srS01Nl4LiUlhRQKhWRkG7lcTkuWLKH+/fvTgwcPqHfv3tS4cWPy9/d/7+fpY5GT4d74OsnZ+fr111+pRo0aOR4y0hDR0dGSqVAmTJhAYWFhYu95UwdqZERE+IzEx8ejQIECiIuLg5OTk6mT81FJSkqCi4sLAODNmzewt7c3cYqYMfHn+3np06cP9u/fDwDIy89ASEgISpUqlefjGBMRYdu2bahevTqqV69u6uQw9tlQKBRQKpWwtLQ0dVKYHhkZGdiyZQs6duyI4sWL5/o4s2bNwo0bN7B//344ODgYMYUsJ4KDg3H37l307NkTMpnM1Mn5rPj6+qJy5coAgMjISBQpUkTcdu3aNTx//hy9evWCnZ2duH7FihX44YcfAADdu3fHoUOHjJomLst/HBQKBVJTU7P8fGJjY7F7927cuXMHP//8M7744gtxm67ydmxsLJYsWYLNmzfj1atXAAClUgmZTIawsDCkpqaidOnSxn8zjIHzHmPauXMnBg4cCACQy+X477//0LdvX1hbW+P27dtwdXVFkyZN8OjRI4wfPx4rV65EwYIFcezYMXz55Zfw9/dHtWrV9B4/MjISTk5OsLa21rmdiPDbb7/B3d0do0ePfi/v8XPF18mHRS6Xo0yZMkhMTMTjx4/h5uYmbjN13IADNYwx9hny8/NDvXr1MH78eMyaNStPx7p79y6KFi2KkiVLGidxjDHGGGMfMCLCzJkzUbRoUTH4kh0fHx/UqFEDADBhwgT8+eef7zGF7FOyevVqjB07FvPmzcOUKVP07nfu3Dm0bt0awIfTgIoxZji5XI4ff/wRDRs2xKBBgwAAUVFRkMvlKFasGABVYPb+/fto3rw5oqKi4ODgABsbG1Mmm7GPUuZrS2DquAEHahhj7DOlVCphZmZm6mQwxhhjjH3yMjIyYGVlBQAYP348li5dauIUsY8FESEgIABly5bNtuy+ceNGVK5cGQ0aNMin1DHGGGOfDlPHDSzy/RUZY4x9EDhIwxhjjDGWPywtLVGqVCkEBwejc+fOpk4O+4jIZDKUL1/eoH2HDx/+nlPDGGOMsfeFa+mYwVJTU9GpUyd06tQJqamppk4OMzL+fBljjDHGGHt/vLy8cO7cOXz11VdGPzaX5RljpsB5D2PZ4+uEGYqHPmMGS0pKEieMTUxM5MmvPjH8+TLGGGOMMfZx4rI8Y8wUOO9hLHt8nXw8TB034B41jDHGGGOMMcYYY4wxxhhjJsKBGsYYY4wxxhhjjDHGGGOMMRPhQA1jjDHGGGOMMcYYY4wxxpiJcKCGMcYYY4wxxhhjjDHGGGPMRDhQwxhjjDHGGGOMMcYYY4wxZiIWpk5AfiMiAEB8fLyJU/LxSUpKEv+Pj4+HQqEwYWqYsfHnyxhjjDHG2MeJy/KMMVPgvIex7PF18vEQ4gVC/CC/ychUr2wir169goeHh6mTwRhjjDHGGGOMMcYYY4yxD0hgYCDKlCmT76/72QVqlEolXr9+DUdHR8hkMlMnhzHG8iw+Ph4eHh54+fIlnJycTJ0cxhjLM87XGGOfGs7XGGOfGs7XGGOfmri4OJQsWRIxMTFwdnbO99f/7IY+MzMzQ4kSJUydDMYYMzonJycuIDPGPimcrzHGPjWcrzHGPjWcrzHGPjVmZmameV2TvCpjjDHGGGOMMcYYY4wxxhjjQA1jjDHGGGOMMcYYY4wxxpipcKCGMcY+ctbW1vjtt99gbW1t6qQwxphRcL7GGPvUcL7GGPvUcL7GGPvUmDpfkxERmeSVGWOMMcYYY4wxxhhjjDHGPnPco4YxxhhjjDHGGGOMMcYYY8xEOFDDGGOMMcYYY4wxxhhjjDFmIhyoYYwxxhhjjDHGGGOMMcYYMxEO1DDGGGOMMcYYY4wxxhhjjJkIB2oYY8wEEhISMH78eHh6esLW1haNGjXC7du3xe1EhJkzZ8LNzQ22trZo3bo1/P39tY5z7Ngx1K9fH7a2tihYsCC6d+8u2f7ixQt06tQJdnZ2cHFxwaRJkyCXyyX7XLx4EbVq1YK1tTXKlSuHzZs3v4+3zBj7xBkjX/Pz80O3bt1QpEgRODk5oUmTJrhw4YJkH87XGGP5Jbt87eDBg2jbti0KFy4MmUyG+/fvax0jNTUVY8eOReHCheHg4IBevXohIiJCsg/na4yx/JLXfC06Ohrff/89KlasCFtbW5QsWRI//PAD4uLiJPtxvsYYyy/GKK8JiAgdOnSATCbD4cOHJdvyI1/jQA1jjJnAN998gzNnzmDbtm14+PAh2rZti9atWyM0NBQAsHDhQixfvhxr1qzBzZs3YW9vj3bt2iE1NVU8xoEDB/D1119j2LBh8PHxwbVr1zBgwABxu0KhQKdOnZCeno7r169jy5Yt2Lx5M2bOnCnuExQUhE6dOqFly5a4f/8+xo8fj2+++QanTp3Kv5PBGPskGCNf69y5M+RyOc6fP4+7d++ievXq6Ny5M8LDwwFwvsYYy1/Z5WtJSUlo0qQJFixYoPcYEyZMwNGjR7Fv3z5cunQJr1+/Rs+ePcXtnK8xxvJTXvO1169f4/Xr11i8eDEePXqEzZs34+TJkxgxYoS4D+drjLH8ZIzymmDZsmWQyWRa6/MtXyPGGGP5Kjk5mczNzem///6TrK9VqxZNnz6dlEolubq60qJFi8RtsbGxZG1tTbt27SIiooyMDHJ3d6d//vlH7+scP36czMzMKDw8XFz3999/k5OTE6WlpRER0S+//EJVqlSRPK9fv37Url27PL9Pxtjnwxj5WmRkJAGgy5cvi/vEx8cTADpz5gwRcb7GGMs/2eVrmoKCgggAeXt7S9bHxsaSpaUl7du3T1zn6+tLAMjLy4uIOF9jjOUfY+Rruuzdu5esrKwoIyODiDhfY4zlH2Pma97e3uTu7k5hYWEEgA4dOiRuy698jXvUMMZYPpPL5VAoFLCxsZGst7W1xdWrVxEUFITw8HC0bt1a3FagQAHUr18fXl5eAIB79+4hNDQUZmZmqFmzJtzc3NChQwc8evRIfI6XlxeqVq2KYsWKievatWuH+Ph4PH78WNxH83WEfYTXYYwxQxgjXytcuDAqVqyIrVu3IikpCXK5HGvXroWLiwtq164NgPM1xlj+yS5fM8Tdu3eRkZEhyZMqVaqEkiVLinkS52uMsfxijHxNl7i4ODg5OcHCwgIA52uMsfxjrHwtOTkZAwYMwKpVq+Dq6qq1Pb/yNQ7UMMZYPnN0dETDhg0xZ84cvH79GgqFAtu3b4eXlxfCwsLEIX40fwCEx8K258+fAwBmzZqFGTNm4L///kPBggXRokULREdHAwDCw8N1HkPYltU+8fHxSElJMfI7Z4x9qoyRr8lkMpw9exbe3t5wdHSEjY0N/vzzT5w8eRIFCxYEwPkaYyz/ZJevGSI8PBxWVlZwdnaWrNfM+zhfY4zlF2Pka5m9ffsWc+bMwahRo8R1nK8xxvKLsfK1CRMmoFGjRujWrZvO7fmVr3GghjHGTGDbtm0gIri7u8Pa2hrLly9H//79YWZmWLasVCoBANOnT0evXr1Qu3ZtbNq0CTKZDPv27XufSWeMMZ3ymq8REcaOHQsXFxdcuXIFt27dQvfu3dGlS5dcVx4wxlhe5DVfY4yxD40x87X4+Hh06tQJlStXxqxZs4yfWMYYM0Be87UjR47g/PnzWLZs2ftNqAG4hMkYYyZQtmxZXLp0CYmJiXj58iVu3bqFjIwMlClTRuxmGRERIXlORESEuM3NzQ0AULlyZXG7tbU1ypQpgxcvXgAAXF1ddR5D2JbVPk5OTrC1tTXW22WMfQbymq+dP38e//33H3bv3o3GjRujVq1aWL16NWxtbbFlyxYAnK8xxvJXVvmaIVxdXZGeno7Y2FjJes28j/M1xlh+ymu+JkhISED79u3h6OiIQ4cOwdLSUtzG+RpjLD/lNV87f/48AgMD4ezsDAsLC3EYx169eqFFixYA8i9f40ANY4yZkL29Pdzc3BATE4NTp06hW7duKF26NFxdXXHu3Dlxv/j4eNy8eRMNGzYEANSuXRvW1tZ49uyZuE9GRgaCg4Ph6ekJAGjYsCEePnyIN2/eiPucOXMGTk5OYoCnYcOGktcR9hFehzHGciq3+VpycjIAaLV8MjMzE3sRcr7GGDMFXfmaIWrXrg1LS0tJnvTs2TO8ePFCzJM4X2OMmUJu8zVAVYZr27YtrKyscOTIEa25IThfY4yZQm7ztSlTpuDBgwe4f/++uADA0qVLsWnTJgD5mK8RY4yxfHfy5Ek6ceIEPX/+nE6fPk3Vq1en+vXrU3p6OhERzZ8/n5ydnenff/+lBw8eULdu3ah06dKUkpIiHuPHH38kd3d3OnXqFD19+pRGjBhBLi4uFB0dTUREcrmcvvzyS2rbti3dv3+fTp48SUWLFqWpU6eKx3j+/DnZ2dnRpEmTyNfXl1atWkXm5uZ08uTJ/D0hjLGPXl7ztcjISCpcuDD17NmT7t+/T8+ePaOff/6ZLC0t6f79+0TE+RpjLH9ll69FRUWRt7c3HTt2jADQ7t27ydvbm8LCwsRjfPvtt1SyZEk6f/483blzhxo2bEgNGzYUt3O+xhjLT3nN1+Li4qh+/fpUtWpVCggIoLCwMHGRy+VExPkaYyx/GaO8lhkAOnTokPg4v/I1DtQwxpgJ7Nmzh8qUKUNWVlbk6upKY8eOpdjYWHG7UqmkX3/9lYoVK0bW1tbUqlUrevbsmeQY6enp9NNPP5GLiws5OjpS69at6dGjR5J9goODqUOHDmRra0tFihShn376iTIyMiT7XLhwgWrUqEFWVlZUpkwZ2rRp03t734yxT5cx8rXbt29T27ZtqVChQuTo6EgNGjSg48ePS/bhfI0xll+yy9c2bdpEALSW3377TdwnJSWFxowZQwULFiQ7Ozvq0aOHVsUA52uMsfyS13ztwoULOrcDoKCgIPE4nK8xxvKLMcprmWUO1BDlT74mU784Y4wxxhhjjDHGGGOMMcYYy2c8Rw1jjDHGGGOMMcYYY4wxxpiJcKCGMcYYY4wxxhhjjDHGGGPMRDhQwxhjjDHGGGOMMcYYY4wxZiIcqGGMMcYYY4wxxhhjjDHGGDMRDtQwxhhjjDHGGGOMMcYYY4yZCAdqGGOMMcYYY4wxxhhjjDHGTIQDNYwxxhhjjDHGGGOMMcYYYybCgRrGGGOMMcYYY4wxxhhjjDET4UANY4wxxhhjjBnB0KFDIZPJIJPJcPjwYZOm5eLFi2JaunfvbtK0MMYYY4wxxrLGgRrGGGOMMcaYTpqBB80lICDA1En7YLVv3x5hYWHo0KGDuE44bzdu3JDsm5aWhsKFC0Mmk+HixYuS/XUFeoYOHWpw0KVRo0YICwtD3759c/M2GGOMMcYYY/mIAzWMMcYYY4wxvYTAg+ZSunRprf3S09NNkLoPj7W1NVxdXWFtbS1Z7+HhgU2bNknWHTp0CA4ODu8lHVZWVnB1dYWtre17OT5jjDHGGGPMeDhQwxhjjDHGGNNLCDxoLubm5mjRogXGjRuH8ePHo0iRImjXrh0A4NGjR+jQoQMcHBxQrFgxfP3113j79q14vKSkJAwePBgODg5wc3PDkiVL0KJFC4wfP17cR1ePEmdnZ2zevFl8/PLlS/Tt2xfOzs4oVKgQunXrhuDgYHG70Ptk8eLFcHNzQ+HChTF27FhkZGSI+6SlpWHy5Mnw8PCAtbU1ypUrhw0bNoCIUK5cOSxevFiShvv37+e6R9GQIUOwe/dupKSkiOs2btyIIUOG5PhYABAcHKyzt1OLFi1ydTzGGGOMMcaY6XCghjHGGGOMMZYrW7ZsgZWVFa5du4Y1a9YgNjYWX331FWrWrIk7d+7g5MmTiIiIkAy/NWnSJFy6dAn//vsvTp8+jYsXL+LevXs5et2MjAy0a9cOjo6OuHLlCq5duwYHBwe0b99e0rPnwoULCAwMxIULF7BlyxZs3rxZEuwZPHgwdu3aheXLl8PX1xdr166Fg4MDZDIZhg8frtUDZtOmTWjWrBnKlSuX43NVu3ZtlCpVCgcOHAAAvHjxApcvX8bXX3+d42MBqh46mr2cvL29UbhwYTRr1ixXx2OMMcYYY4yZjoWpE8AYY4wxxhj7cP3333+S4bk6dOiAffv2AQDKly+PhQsXitvmzp2LmjVr4o8//hDXbdy4ER4eHvDz80Px4sWxYcMGbN++Ha1atQKgCvaUKFEiR2nas2cPlEol/vnnH8hkMgCqIIqzszMuXryItm3bAgAKFiyIlStXwtzcHJUqVUKnTp1w7tw5jBw5En5+fti7dy/OnDmD1q1bAwDKlCkjvsbQoUMxc+ZM3Lp1C/Xq1UNGRgZ27typ1csmJ4YPH46NGzdi0KBB2Lx5Mzp27IiiRYvq3Ld///4wNzeXrEtLS0OnTp0AAObm5nB1dQUApKamonv37mjYsCFmzZqV6/QxxhhjjDHGTIMDNYwxxhhjjDG9WrZsib///lt8bG9vL/5fu3Ztyb4+Pj64cOGCznlXAgMDkZKSgvT0dNSvX19cX6hQIVSsWDFHafLx8UFAQAAcHR0l61NTUxEYGCg+rlKliiTY4ebmhocPHwJQDWNmbm6O5s2b63yN4sWLo1OnTti4cSPq1auHo0ePIi0tDX369MlRWjUNGjQIU6ZMwfPnz7F582YsX75c775Lly4VA0iCyZMnQ6FQaO07fPhwJCQk4MyZMzAz40ETGGOMMcYY+9hwoIYxxhhjjDGml729vd6hvjSDNgCQmJiILl26YMGCBVr7urm5GTy3i0wmAxFJ1mnOLZOYmIjatWtjx44dWs/V7KFiaWmpdVylUgkAsLW1zTYd33zzDb7++mssXboUmzZtQr9+/WBnZ2fQe9ClcOHC6Ny5M0aMGIHU1FR06NABCQkJOvd1dXXVOu+Ojo6IjY2VrJs7dy5OnTqFW7duaQWuGGOMMcYYYx8HDtQwxhhjjDHGjKJWrVo4cOAASpUqBQsL7VuNsmXLwtLSEjdv3kTJkiUBADExMfDz85P0bClatCjCwsLEx/7+/khOTpa8zp49e+Di4gInJ6dcpbVq1apQKpW4dOmSVs8VQceOHWFvb4+///4bJ0+exOXLl3P1WpqGDx+Ojh07YvLkyVpDm+XUgQMHMHv2bJw4cQJly5bNc9oYY4wxxhhjpsH94hljjDHGGGNGMXbsWERHR6N///64ffs2AgMDcerUKQwbNgwKhQIODg4YMWIEJk2ahPPnz+PRo0cYOnSo1nBdX331FVauXAlvb2/cuXMH3377raR3zMCBA1GkSBF069YNV65cQVBQEC5evIgffvgBr169MiitpUqVwpAhQzB8+HAcPnxYPMbevXvFfczNzTF06FBMnToV5cuXR8OGDfN8jtq3b4/IyEjMnj07T8d59OgRBg8ejMmTJ6NKlSoIDw9HeHg4oqOj85xGxhhjjDHGWP7iQA1jjDHGGGPMKIoXL45r165BoVCgbdu2qFq1KsaPHw9nZ2cxGLNo0SI0bdoUXbp0QevWrdGkSROtuW6WLFkCDw8PNG3aFAMGDMDPP/8sGXLMzs4Oly9fRsmSJdGzZ0988cUX4nBiOelh8/fff6N3794YM2YMKlWqhJEjRyIpKUmyz4gRI5Ceno5hw4bl4cy8I5PJUKRIEVhZWeXpOHfu3EFycjLmzp0LNzc3cenZs6dR0skYY4wxxhjLPzLKPPgzY4wxxhhjjOWjFi1aoEaNGli2bJmpk6LlypUraNWqFV6+fIlixYplue/QoUMRGxuLw4cP50/iDPAhpokxxhhjjDEmxT1qGGOMMcYYYyyTtLQ0vHr1CrNmzUKfPn2yDdII/vvvPzg4OOC///57zynM2pUrV+Dg4IAdO3aYNB2MMcYYY4yx7GnP8MkYY4wxxhhjn7ldu3ZhxIgRqFGjBrZu3WrQcxYuXIgZM2YAANzc3N5n8rJVp04d3L9/HwDg4OBg0rQwxhhjjDHGssZDnzHGGGOMMcYYY4wxxhhjjJkID33GGGOMMcYYY4wxxhhjjDFmIhyoYYwxxhhjjDHGGGOMMcYYMxEO1DDGGGOMMcYYY4wxxhhjjJkIB2oYY4wxxhhjjDHGGGOMMcZMhAM1jDHGGGOMMcYYY4wxxhhjJsKBGsYYY4wxxhhjjDHGGGOMMRPhQA1jjDHGGGOMMcYYY4wxxpiJcKCGMcYYY4wxxhhjjDHGGGPMRP4fh4buemyHjVEAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To access the modified result, we need to create a new ResultManager object.\n", "result_mgr = spectuner.ResultManager(result_dir)\n", "res_modify = result_mgr.load_ident_result(\"modified\", \"combine\")\n", "\n", "plot = spectuner.SpectralPlot.from_config(config)\n", "plot.plot_ident_result(res_modify, kwargs_spec={\"color\": \"r\"})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercises\n", "\n", "- For observations made with single-dish telescopes, the RMS noise is not uniform across the entire spectrum. To account for this variation, try dividing the spectrum into multiple spectral windows and assign appropriate RMS noise values to each window before performing the identification." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "- Frayer, D. T., Maddalena, R. J., Meijer, M., et al. (2015), The GBT 67-93.6 GHz Spectral Line Survey of Orion-KL, The Astronomical Journal, 149, 162.\n", "- Qiu, Y., Zhang, T., Möller, T., et al. (2025), Spectuner: A Framework for Automated Line Identification of Interstellar Molecules, The Astrophysical Journal Supplement Series, 277, 21." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }