{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NOAA GOES-16 Data with Pangeo" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import s3fs\n", "import h5py\n", "import numpy as np\n", "import xarray as xr\n", "import dask\n", "import dask.array as dsa\n", "import tqdm\n", "from matplotlib import pyplot as plt\n", "import pickle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Dask Distributed Cluster\n", "\n", "This uses spot instances.\n", "\n", "If executing from a different environment, replace this with a different type of dask cluster (e.g. `LocalCluster`)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import dask_gateway\n", "gateway = dask_gateway.Gateway()\n", "options = gateway.cluster_options()\n", "options.worker_memory = 24" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d7124903925b4284a5cc9cb3d9403949", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HTML(value='

GatewayCluster

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<xarray.Dataset>\n",
       "Dimensions:                                 (number_of_LZA_bounds: 2, number_of_SZA_bounds: 2, number_of_image_bounds: 2, number_of_lat_bounds: 2, number_of_rainfall_rate_bounds: 2, number_of_time_bounds: 2, x: 5424, y: 5424)\n",
       "Coordinates:\n",
       "    t                                       datetime64[ns] 2020-01-01T00:15:0...\n",
       "  * y                                       (y) float32 0.151844 ... -0.151844\n",
       "  * x                                       (x) float32 -0.151844 ... 0.151844\n",
       "    y_image                                 float32 0.0\n",
       "    x_image                                 float32 0.0\n",
       "    retrieval_local_zenith_angle            float32 90.0\n",
       "    quantitative_local_zenith_angle         float32 70.0\n",
       "    solar_zenith_angle                      float32 180.0\n",
       "    latitude                                float32 60.0\n",
       "    accounted_rainfall_rate                 float32 1.0\n",
       "Dimensions without coordinates: number_of_LZA_bounds, number_of_SZA_bounds, number_of_image_bounds, number_of_lat_bounds, number_of_rainfall_rate_bounds, number_of_time_bounds\n",
       "Data variables:\n",
       "    RRQPE                                   (y, x) float32 ...\n",
       "    DQF                                     (y, x) float32 ...\n",
       "    time_bounds                             (number_of_time_bounds) datetime64[ns] ...\n",
       "    goes_imager_projection                  int32 -2147483647\n",
       "    y_image_bounds                          (number_of_image_bounds) float32 ...\n",
       "    x_image_bounds                          (number_of_image_bounds) float32 ...\n",
       "    nominal_satellite_subpoint_lat          float64 0.0\n",
       "    nominal_satellite_subpoint_lon          float64 -75.2\n",
       "    nominal_satellite_height                float64 3.579e+04\n",
       "    geospatial_lat_lon_extent               float32 9.96921e+36\n",
       "    total_pixels_with_rain                  float64 4.075e+05\n",
       "    total_rain_volume                       float64 2.897e+06\n",
       "    total_pixels_with_successful_retrieval  float64 2.028e+07\n",
       "    rainfall_rate_outlier_pixel_count       float64 3.642e+03\n",
       "    minimum_rainfall_rate                   float64 8.64e-05\n",
       "    maximum_rainfall_rate                   float64 100.0\n",
       "    mean_rainfall_rate                      float64 6.51\n",
       "    standard_deviation_rainfall_rate        float64 9.896\n",
       "    algorithm_dynamic_input_data_container  int32 -2147483647\n",
       "    processing_parm_version_container       int32 -2147483647\n",
       "    algorithm_product_version_container     int32 -2147483647\n",
       "    retrieval_local_zenith_angle_bounds     (number_of_LZA_bounds) float32 0....\n",
       "    quantitative_local_zenith_angle_bounds  (number_of_LZA_bounds) float32 0....\n",
       "    solar_zenith_angle_bounds               (number_of_SZA_bounds) float32 0....\n",
       "    latitude_bounds                         (number_of_lat_bounds) float32 -6...\n",
       "    accounted_rainfall_rate_bounds          (number_of_rainfall_rate_bounds) float32 ...\n",
       "    percent_uncorrectable_GRB_errors        float64 0.0\n",
       "    percent_uncorrectable_L0_errors         float64 0.0\n",
       "Attributes:\n",
       "    naming_authority:          gov.nesdis.noaa\n",
       "    Conventions:               CF-1.7\n",
       "    Metadata_Conventions:      Unidata Dataset Discovery v1.0\n",
       "    standard_name_vocabulary:  CF Standard Name Table (v35, 20 July 2016)\n",
       "    institution:               DOC/NOAA/NESDIS > U.S. Department of Commerce,...\n",
       "    project:                   GOES\n",
       "    production_site:           NSOF\n",
       "    production_environment:    OE\n",
       "    spatial_resolution:        2km at nadir\n",
       "    orbital_slot:              GOES-East\n",
       "    platform_ID:               G16\n",
       "    instrument_type:           GOES R Series Advanced Baseline Imager\n",
       "    scene_id:                  Full Disk\n",
       "    instrument_ID:             FM1\n",
       "    dataset_name:              OR_ABI-L2-RRQPEF-M6_G16_s20200010010216_e20200...\n",
       "    iso_series_metadata_id:    3a3268a0-b006-11e1-afa6-0800200c9a66\n",
       "    title:                     ABI L2 Rainfall Rate - Quantitative Precipitat...\n",
       "    summary:                   The Rainfall Rate - Quantitative Precipitation...\n",
       "    keywords:                  ATMOSPHERE > PRECIPITATION > PRECIPITATION RATE\n",
       "    keywords_vocabulary:       NASA Global Change Master Directory (GCMD) Ear...\n",
       "    license:                   Unclassified data.  Access is restricted to ap...\n",
       "    processing_level:          National Aeronautics and Space Administration ...\n",
       "    date_created:              2020-01-01T00:20:03.5Z\n",
       "    cdm_data_type:             Image\n",
       "    time_coverage_start:       2020-01-01T00:10:21.6Z\n",
       "    time_coverage_end:         2020-01-01T00:19:52.4Z\n",
       "    timeline_id:               ABI Mode 6\n",
       "    production_data_source:    Realtime\n",
       "    id:                        1bf00d5c-8e39-446c-8f9a-b276a80dbe70
" ], "text/plain": [ "\n", "Dimensions: (number_of_LZA_bounds: 2, number_of_SZA_bounds: 2, number_of_image_bounds: 2, number_of_lat_bounds: 2, number_of_rainfall_rate_bounds: 2, number_of_time_bounds: 2, x: 5424, y: 5424)\n", "Coordinates:\n", " t datetime64[ns] ...\n", " * y (y) float32 0.151844 ... -0.151844\n", " * x (x) float32 -0.151844 ... 0.151844\n", " y_image float32 ...\n", " x_image float32 ...\n", " retrieval_local_zenith_angle float32 ...\n", " quantitative_local_zenith_angle float32 ...\n", " solar_zenith_angle float32 ...\n", " latitude float32 ...\n", " accounted_rainfall_rate float32 ...\n", "Dimensions without coordinates: number_of_LZA_bounds, number_of_SZA_bounds, number_of_image_bounds, number_of_lat_bounds, number_of_rainfall_rate_bounds, number_of_time_bounds\n", "Data variables:\n", " RRQPE (y, x) float32 ...\n", " DQF (y, x) float32 ...\n", " time_bounds (number_of_time_bounds) datetime64[ns] ...\n", " goes_imager_projection int32 ...\n", " y_image_bounds (number_of_image_bounds) float32 ...\n", " x_image_bounds (number_of_image_bounds) float32 ...\n", " nominal_satellite_subpoint_lat float32 ...\n", " nominal_satellite_subpoint_lon float32 ...\n", " nominal_satellite_height float32 ...\n", " geospatial_lat_lon_extent float32 ...\n", " total_pixels_with_rain float64 ...\n", " total_rain_volume float32 ...\n", " total_pixels_with_successful_retrieval float64 ...\n", " rainfall_rate_outlier_pixel_count float64 ...\n", " minimum_rainfall_rate float32 ...\n", " maximum_rainfall_rate float32 ...\n", " mean_rainfall_rate float32 ...\n", " standard_deviation_rainfall_rate float32 ...\n", " algorithm_dynamic_input_data_container int32 ...\n", " processing_parm_version_container int32 ...\n", " algorithm_product_version_container int32 ...\n", " retrieval_local_zenith_angle_bounds (number_of_LZA_bounds) float32 ...\n", " quantitative_local_zenith_angle_bounds (number_of_LZA_bounds) float32 ...\n", " solar_zenith_angle_bounds (number_of_SZA_bounds) float32 ...\n", " latitude_bounds (number_of_lat_bounds) float32 ...\n", " accounted_rainfall_rate_bounds (number_of_rainfall_rate_bounds) float32 ...\n", " percent_uncorrectable_GRB_errors float32 ...\n", " percent_uncorrectable_L0_errors float32 ...\n", "Attributes:\n", " naming_authority: gov.nesdis.noaa\n", " Conventions: CF-1.7\n", " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", " standard_name_vocabulary: CF Standard Name Table (v35, 20 July 2016)\n", " institution: DOC/NOAA/NESDIS > U.S. Department of Commerce,...\n", " project: GOES\n", " production_site: NSOF\n", " production_environment: OE\n", " spatial_resolution: 2km at nadir\n", " orbital_slot: GOES-East\n", " platform_ID: G16\n", " instrument_type: GOES R Series Advanced Baseline Imager\n", " scene_id: Full Disk\n", " instrument_ID: FM1\n", " dataset_name: OR_ABI-L2-RRQPEF-M6_G16_s20200010010216_e20200...\n", " iso_series_metadata_id: 3a3268a0-b006-11e1-afa6-0800200c9a66\n", " title: ABI L2 Rainfall Rate - Quantitative Precipitat...\n", " summary: The Rainfall Rate - Quantitative Precipitation...\n", " keywords: ATMOSPHERE > PRECIPITATION > PRECIPITATION RATE\n", " keywords_vocabulary: NASA Global Change Master Directory (GCMD) Ear...\n", " license: Unclassified data. Access is restricted to ap...\n", " processing_level: National Aeronautics and Space Administration ...\n", " date_created: 2020-01-01T00:20:03.5Z\n", " cdm_data_type: Image\n", " time_coverage_start: 2020-01-01T00:10:21.6Z\n", " time_coverage_end: 2020-01-01T00:19:52.4Z\n", " timeline_id: ABI Mode 6\n", " production_data_source: Realtime\n", " id: 1bf00d5c-8e39-446c-8f9a-b276a80dbe70" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "example_url = flat_list[1]\n", "f = fs.open(example_url)\n", "ds_example = xr.open_dataset(f, decode_cf=True)\n", "ds_example" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Coordinates:\n",
       "    t                                datetime64[ns] 2020-01-01T00:05:07.05408...\n",
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       "  * x                                (x) float32 -0.151844 ... 0.151844\n",
       "    y_image                          float32 0.0\n",
       "    x_image                          float32 0.0\n",
       "    retrieval_local_zenith_angle     float32 90.0\n",
       "    quantitative_local_zenith_angle  float32 70.0\n",
       "    solar_zenith_angle               float32 180.0\n",
       "    latitude                         float32 60.0\n",
       "    accounted_rainfall_rate          float32 1.0\n",
       "Attributes:\n",
       "    long_name:            ABI L2+ Rainfall Rate - Quantitative Precipitation ...\n",
       "    standard_name:        rainfall_rate\n",
       "    valid_range:          [ 0 -6]\n",
       "    units:                mm h-1\n",
       "    resolution:           y: 0.000056 rad x: 0.000056 rad\n",
       "    grid_mapping:         goes_imager_projection\n",
       "    cell_methods:         latitude: point (good quality pixel produced) retri...\n",
       "    ancillary_variables:  DQF
" ], "text/plain": [ "\n", "[29419776 values with dtype=float32]\n", "Coordinates:\n", " t datetime64[ns] 2020-01-01T00:05:07.05408...\n", " * y (y) float32 0.151844 0.151788 ... -0.151844\n", " * x (x) float32 -0.151844 ... 0.151844\n", " y_image float32 0.0\n", " x_image float32 0.0\n", " retrieval_local_zenith_angle float32 90.0\n", " quantitative_local_zenith_angle float32 70.0\n", " solar_zenith_angle float32 180.0\n", " latitude float32 60.0\n", " accounted_rainfall_rate float32 1.0\n", "Attributes:\n", " long_name: ABI L2+ Rainfall Rate - Quantitative Precipitation ...\n", " standard_name: rainfall_rate\n", " valid_range: [ 0 -6]\n", " units: mm h-1\n", " resolution: y: 0.000056 rad x: 0.000056 rad\n", " grid_mapping: goes_imager_projection\n", " cell_methods: latitude: point (good quality pixel produced) retri...\n", " ancillary_variables: DQF" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_example.RRQPE" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'chunksizes': (226, 226),\n", " 'fletcher32': False,\n", " 'shuffle': False,\n", " 'zlib': True,\n", " 'complevel': 1,\n", " 'source': '',\n", " 'original_shape': (5424, 5424),\n", " 'dtype': dtype('int16'),\n", " '_Unsigned': 'true',\n", " '_FillValue': array([65535], dtype=uint16),\n", " 'scale_factor': array([0.00152602], dtype=float32),\n", " 'add_offset': array([0.], dtype=float32),\n", " 'coordinates': 'latitude retrieval_local_zenith_angle quantitative_local_zenith_angle solar_zenith_angle t y x'}" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_example.RRQPE.encoding" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "def load_data(url):\n", " \"\"\"Extract just the data from a single file.\"\"\"\n", " f = fs.open(url)\n", " # handles decoding of the data automatically, e.g. scaling, units, etc\n", " ds = xr.open_dataset(f) \n", " return ds['RRQPE'].values" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3618519.0" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data0 = load_data(example_url)\n", "np.nansum(data0)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LogNorm\n", "fig, ax = plt.subplots(figsize=(12, 12), subplot_kw={'aspect': 'equal'})\n", "pc = ax.pcolormesh(np.ma.masked_invalid(data0)[::4, ::-4].transpose())\n", "plt.colorbar(pc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Dask Array\n", "\n", "This uses dask's delayed syntax to load the data lazily." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.2 s, sys: 109 ms, total: 5.31 s\n", "Wall time: 5.3 s\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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Array Chunk
Bytes 3.42 TB 117.68 MB
Shape (29059, 5424, 5424) (1, 5424, 5424)
Count 87177 Tasks 29059 Chunks
Type float32 numpy.ndarray
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" ], "text/plain": [ "dask.array" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "shape = data0.shape\n", "dtype = data0.dtype\n", "all_arrays = []\n", "for url in flat_list:\n", " array = dsa.from_delayed(dask.delayed(load_data)(url),\n", " shape, dtype=dtype)\n", " all_arrays.append(array)\n", "all_data = dsa.stack(all_arrays)\n", "all_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the total sum" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 39.1 s, sys: 779 ms, total: 39.9 s\n", "Wall time: 11min 17s\n" ] } ], "source": [ "%%time \n", "all_data_sum = dsa.nansum(all_data, axis=0).compute()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "cluster.scale(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "# units are in mm/hr, but at 10 min sample, so we must divide by 6 for hourly measure\n", "total_mm = all_data_sum / 6" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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eEH2qORsXHsPZHsOScdGdQTw/YHlujbvOHMK7iPf+wZ8AX14Ap0fAM+665wCvPPcFuPffrfG600/igdN/hD+1fxm/engeP/a6P7H7XBqG8ZwSLWHrpjHxahh3INe+6UG4EeivjlhczWKIGYun1vAH67mWKXMSW0SzkBTBhTJpSQTs5GetKwLUw+67xCXH+T0VBeXDw3kdoBShHJMIlTquQhZ+5H2aGEBHgoFJsHIldkXQTvsjl14fJYiVtYH6Pv+ivK1Vnxk5ci1eXUG3VVVBkJJfuRFgTHVkp756DxpH9Jc4+WGdQ9zz8CuH2DvEpUPoCW4kMDHokMCUprWNa8BtAO4I7IF4aQF2Czx1+gzCvQPO33MN49k1rl9bgi/3uHRwHpfCXUDHeJ97Pf7J/gPYP7PGa+55Gp/3W0/hoXMfwd//3Fdtny/DMIw7HBOvhnEH8NR3XEC3Zuw/FeCvB5z+1ApuiCnBaozzzFTDmESnKuI/IZFUIIlTR2XiFTBn89fRUOBosSq01qkQAUo8i8Upehqqsf44JmErglfap0oU5uWFaNXrcQTH7aSHSdBGBzhVdaCo+epy6S3M588jeWCvXpurLBQNV5UU5H8lgqnrkjjXkVrvQCHNHiYJZ77z4EUH7lN0NS48/Moj7DuMewRiIPSE2AH9ARC71J4fOEVpzxDCYwts9u4B54plrJ5fwn7yH/vHOwzdHn7/1Fl8sHsV/sXpL8bZ//067j59HZ97/kk4MD76wPWtc2gYxrMHAwg2w9ZNY+LVMG4jT/1XF7C4EnH2kwO6VYBbBdAY4TZZpIY8rDxk7+o4lmWsxALAcbuWqoizKsLK+rWOzGoBqSOstbBsoIf0tbjkyKBFDxrHcti/EqkcQilKd+xL1iGd1LVjneK4lGWAui6dGxGtIU7idBK3MknBqf1Ua3a1nm0WU7u5L9qeAUyRXM4PDSSVF4iAmDywaRKFPDnDZkgzg60HYG8B9gQ3OtD1CDfkKXFTS4h9Eq1uBPwq7bdbAZvThHEAKADjPkARAAFMQH+FEJcA8qXhVy6995TH9Sd7XD1zFo/ccx7L5Yi7//V13Hf6Cj588V686Gs+1PwMDMMwbjcmXg3jOeTJ77yA/lqaZnV5ecSLfvsAbgigIWwnWkkZJhGk009VHaAe/hdylJO1J1aoBV4lAssIaSszCpMPtRaLXEVyZdYs8j77TasEJzQEJ0pBrPeZf9ktUmW7yiqQVlGCPsYkMFXUlOM4Vw/YDKnPmw2m8l76vIhIrSLg03o5OYyl/q33IJ/XXfSAi2liBebp83arNdwloF8sEE8tEc4uwN7BrT3ighB7B3ZIs55xEqfdIaO7DmzOZctBANwAuJFTWIeymEXSzuySCGYPjPuEcNmDPnkazMATZ87jkdMvBd+7xpWffSM+/2WP4/PPPYb/8KVbH4VhGMZtw8SrYTzLPPKDF3DmU4y9T4+4+0MbuCHCHw6gda4QsB5nH6ge5vc0l2rS0VUgCbNhbFYHmOqmFrNHcRlRjaUd4MhkqAY6gaoWq7uY/azHWw+AHAVtJYoBhYdUjpH290DkpvMk1QB4tZ6TsVQiG6u6tlv7FX+w1L3VDwhSz7b2y9bvy7Kq2gEcgTbDXKlAbAd9l6KxHIHNBi5GuOtrcOfR7fcIp3qMp3uEvSRgY0egwNkTS6AALA8jwpIQesCvGW7IkdpNBHeEKFFcQorEdoSwRwiL9PuwAhYXCfHJPUQP/P5HX4sPvPQVeM2vPIFXnbmEzz39OD56eC8+/sDBDX2GhmEch9V5vRVMvBrGs8QjP3ABpx5n3PMHAW5k+CHCbSLc4ZhE6zimWqg+ixcdZZVErFziqk5kQuBt4ZrhYZynTa2H/NX/9VD/1rB+7TvV+9BiWLc7N3jDIrVoU/dHvLMNO8Hkb43j9D5fO0i1BXIElnOi1TT0P9A8CYM+bzqaSi5FX6vasmInkO1kpjB5v0AncbV8yQFg74EA0KKfZwsbxhSNBbJtISYhHJPv2R+mihNu02E41wEMsCf4DYM5+V85ux66VRLNLsRUPs0R3DrCi74eGXA5CnuNMJ72ABiLa4RxmaodxEWO4A4LfPzp+/Cxl9yLT7zsLnzOuafwzR/6FN535XPwR29ZtT9MwzCMZxETr4bxDPGp91wABeDcJyLchnHvB8ckVjdpSla3GpKHVTLYZZYrnXwVAjCWw/STRUCLJCm6n4VSIcZk6LwhPncNxW8tbwlXLUbr92u/bL3ODfpl9bLaOyt9rdtjOV3T/sLsdHBjip5GnqowkNRt1fVkgbI6QmU3mB4eqqgrV59DMb2tvAbKGb4kYiv1aJ3aJtefhUy3G1NkmUKKzHpPcJsOFBYI+x1inzyxFBiLa0nAug2n6OvCwR/G6aGJCdO14TZZhHeELgKLKwPiIlU8YALiwiEsCON+mjxh3CPET+7hieUr8OjiFfiV134+7nv50/ii33wEX3H+D3A17uHnPu+l7Q/YMIydMIBoCVs3jYlXw/gM+dQPX4BfAef/OMINyYvoN4zuYEzexCGm6FlgNZHAUNZllZmalC+Va8FXJQRN62nhKsJIez8bHCUMd9ZVraOp8roYyvdTGzciWFte19byVt+KUllzw0XfOGA+DyIQHW2Lb7FSNDvTmAmMpf9pmluOcU72UraDifq1is5qHy1RjsJL9YMh2xqy/xZ7SyAwusCgmMptgZPYTELTgXqGGxn9tQB4AgfKNWUjaJ2tEwRQiKAVAJeO0V8PcF0SzuwJsfforjtwRxj3HOIiTaIQFoAbF3ji0ZfiX517MX7tvs/B/S/7JP7k7zyJ1+09buW3DMN41jHxahi3wKN/+QLAwOIKcNcfRvgcyXIBSbSOEW4Tkq91TCIWMqGAmuFKRGwhVKVqAFAK1hotqmRRFlNl/dYdZaambUoRSC42o6FNcuIURz5WsDb3ibaAbYnU2mM7vdfaZ6u8l1Q2iAxyR2wjkwtMHWwkfu3vTYlzFJWgbdV/1eW0qokj6rM8vfZZtDpKghYAMADrNYhSGS530adyXose8IR+b4G432E40yEuHIYzDi4w/HVGd7ABIuDWOcovUeCq3+xF4Dv4wxGdJ7B36PtkxRj3UuJYeNJhOEUYzniMHzuP9++fx795aUD3ohVe/K+u4dXnnsbnn3kMv/bFy+3zbBiG8Rli4tUwboLHvu8ChtPAqceAU58O6A5Cyvp2BL9OUdXJ07oas18xR7skQWgYpyjrlIRVz0olTHVH/baQzYJoazpWYRoGn0Vp/mVL0E3rq4joloDd4YMt1ttlN7gBD2y9v62EMIUWzLuit9UGU1+KCQfaHcl1YbXXlqeJFJCrCdDeXqrVmqPnHML84NGyD9QTNOR2i3UEecAhAuv6sSxidkz7XW9yPVkHvxrgDju4wyXinsdwpkdcpJnESGoFh/z5xpBr7OZ9dD7VwR2QIrEuTaBAEdPoATxNdoOw9OiXDvEiYXW3x7hP6K95DI+dxqMv28OT95zBlZfu4Uv/w6P4zadehe5tnzj+MzKMFyiBb+BvmFFg4tUwboBP/LUL2H8cOP/RADcw/DrCrwJi50Ah+1rXA2hIdVqn5CsgRVelBJZYBICyNmuYM9VRiyvxR+pFw1BMb7qFzoAXUeq9Esq+FM2Rj7UZtCYBaHKMWD02Aoy2YG33aYdwbvlzK/E9zfilItPzJnH2zZID9d38ueQ6u4wVaH9/GuKnXNpssgEoH6xUPkDfpYS6hn+5Ge0VO4lESgODEYGQ2kyR37z9MIJWHv5wA9936C75JELlWgicrhl5QJIHKiLQJpbVE4hA3qUaszKhQj4m9gTaeHQHAHuH5UWXbQse477D8AmH8dRp/PE9r8GHzr4G4/kA/l8+K02Etgh43Z///475ZA3DMI7GxKthHMEn/8oF7D8JvOh3I/yGU8Z2ToChwPDjmLyDWbTSGFNkVYTAOM4JWM6l17pOq6NUcaD2qNavhzlKBmB3tFXek2Qi7YGVdgUtiL0qqQUkweZRiMBWNLYZoW1RtXMcut2jRC1V/tViFq8ds3YV7Tb6tWVLQPIVEzAPr49jsmgcHiYB27AWAJgSsJLIVIlhsttWchdQiMjCEy0ReF1zlpSnV2wpK0qCu++TqFZlvCbLSgzbDzDezSI9RtBIadkkbFMEllwE9x4UOBXMCAwaGf01oDvTIVxz6K+lWcFW93iMpz3CHhBOeXz4xx/E8mmHV/3Iv9s+X4ZhGDeAiVfDqHjkBy9geRFYXGPc+4EAikB3ENAdDCnrOyINsa4D3Gozz35V+Cx5jqqKiNWiVdCRVy0yghJp2is5zd4UJn8rFcPKPAtXLYDkPb1f7bgUsZxLaJGrqgZw2wfbqvG601N6k+wSyy1rQuG71bODzSvM/WyI2DpJrRSwKQrLoTwm3mzSg4JMAxuVd1lPwSsTTmgfrBaq9eentt/6/OqqBI7mfY7ZEiEPS8MAuHXZvrQ3CdaUSDj5ctWECnAO6DwwurkmLQAakWYn24zgzsHFNGMZjcnisHc4IvYOez5FZE992mHcc9icTZMshB4YzgEf/+sXsHnJiFMf63Df3zQha7wwYZBND3sLmHg1jMxjf+kCXAROPZZmwGJHoAj010b4g1wf1DvAA+76kDyEQI5UBQCzJxKbzSyedDa5Kqqvyy/NK2wnYbWQyCu56o9eK/oHqEShKpFLRJ3u446pV7cioA1bwLElt3ZMOrDr/eYsWrveO6rdanmrmkEzgswRHF3pF55KkaXZtUgsIl2XZ+ei7UnJspBtTl6gX2uRqb3NwHbFAqCInKZKBVxG18cAeJ7tKNN1kN/v/FzhQrcvkzdwnydSoDSBQpevX5n6lggYAtgDhJyU5gluEwCKcIMDjR40MCjkigX7BD+kqgV+3SHsAx/+8Qfx+v/617ePzzAMo4GJV+MFzZVvfgjX7iOceoxx+vGI/iDCr5Jw7Q4D3DoABIAAGiLcZkzTuMY4lzEqpjxl4HClyjKJ8FDCqK4uINORauGi0eKlntmpFrpSd1QJlck+AExlkVJkeMcEA0IlALcmMZB16qF3vewG2z5y3R3r38qsYM12G1PUTlFZ77ePJ8h2WcCu13MylgjBqpRWMdmEWD+kRu8wzDYQqUoAzA9CLdEqtWqBKWrPophZiVmnbAfMpYAFgCHO7ck+9fUyDPMsYC5HkWUCB++T9zYnhPFIScxmXyx7DzcMoDHArxz8ugMcsOgdxlMOYc/BrwggYHHR4ZEfuID1PQB7xmu//31HfZSG8bwi2gxbN42JV+MFy2PfdwGLK8CZhxmLa3qImeCHVAKJmIEx12cd0k8xiYCe8jTE0sMos2UVw7QN68BUwF55D3URe2AWrtJuse/Kz1iXdfK+jPJqb+uumbTUsPvWbFrS5q4o63EitFXGqm5jellGRLdqvBZd3l5+bD3YG6iAsFWlQbcTUrkrAsrPCGg/XFT1ebcisa36sCJg6whsrITntE1+aHHZZ6tnC6vLdulrRQR4Hf2V63haRjliK9dfun6J036YGBTTxAkAkrDN9WjF70uR87S1KRpLkcAecBsgnCL88d95CP1Vwiv/mtkJDMPYxsSr8YLjie+6gOUVxrmPBcSe0K04lQMaU3H37voIGlPZq8kawAxaDSkSBZQlrUR01OJFl7dSiVOkyjClaFkehg4qwUpng0ubWljkPhUzPLWEkpTT0gk+xTrbVQF2RjRbs1q1aAzN7yy7pdY90lObt+Ec9ZxEaWEj2Pa46mXJJ0xb6+hjk3Z3lgqT/3VFCB1RFa9qjbSVI996Rq5jS3dNbTQeeiRBS9lRZqHKYBeBQYn/vpv6XERZdcUDeWDSoldDNJd/k2MTqwTl6Gt0AKUHOu48KEb4MebZwDrEhU+X+8Ap8nqVEHpCv+/AHtj7NGHcBz7xVy9gOM/4nO+1SKxhGDMmXo0XDB/90Qu4+0OMM49GuJERO0J/PcooK1xg9FdTwkqaVCCmJBjmeYKB1kxLIjZleFXTdbOw1dtpRLTWPkexE8jrKlrGdfRMR8oyLGJ7K1lLVigz8cGxLdyOqtO6I4Fq3kWZGIU8sUG7KSq2ae5LarXuqCYAYKtaQzMqW4nZVpWBncTG+WyN/NXVHoD5oUNXjxWfakUAACAASURBVNB2ENlual+tqyc5kOtNrq8dAjYJy3SN8TAmATv1yxX9knPHIYDg5+lrpU/FNar7yGX1isjpfDCDxgCwA3f5exUBl69T6j24I0QGughQjGmK24GwuAq4waE7IHz0Ry+gOwRe+dctEms8v2DAErZuAROvxvOeR77/As48wnjp+wN8jkJFD/TXYpoyMzC6qxvQZkTc79OsWDEL12Gco1uSmKOFoNz8i2QYJVZ1tLTOVpei9rJe7W1tZaFXQ9FURQCndjUiYLSQUiWxtqCUoLTlcW0lV7WG0qGsBmofR00Ju3NK2q1+pXqzRUWEurqAJC6p/u2KAu/a31HiPb0XtoV2aBybnJfCEqLPV/7MGnaP7cN3c4RXJk0A5gi7fojSVD5cEbA8jPMMXvr6iAzS/RYhKhFeQaKvlAWujkgzz0lhMjqQl1MYwOMId+jAnQMvOoRlqpzgfZrKtrueNuhWjLAkbJ52CMtUb3lzd8TrvtuSuwzjhYyJV+N5yyM/kDyt5z4R4QYGMRB6ggucJho4HEGcPHk0BMRlnyJDDsBGCdeWwNGZ4Sr7fHoPKMWsXs+7SXwwQrrJa1GgPbDif9VDxkfUei2Ss0QQeSV460hgEc2bfbDHVg3Qy46aVQu7fap6WSFcd/lwq210X5uR0qleacPrekRfm/u6kcoKrf4JW6XUam+rm5PpthpNgnIq1eVSe4wwWxDqyL989lJTtor4s1RFkHZYiVgg1aVFPn86oqoFsvbRMqX1NkMuHeZKW0JhRwBo5GSVBUBhSJMvLDziwsHFeb1k4yH4FSP2BDc6LC47fOTvPojXfY8JWOPkwyCbYesWMPFqPO946jsuwAXGXR8JiAtCf5Buhn4dAU5Dl24IcEOchCuAuZLAGHLtVhXBlOjlEErhCuTfq4gmsG0RIJqGUkEEHuf56xFiuuFrESxtiXiorQdHldWqh6SByR/bFEiNaGRLbBaHU9VHLUWqL7bbErAqujsJ12OEpfxeJ3A1cdU5zNs3BXI961aj3uuuvrQoz1Mo+tmsWyvtSRUD3f/W8VTXWOF7rtGWlLz+1I68pixiOV+PWwmGYS7xVnuwAfVaEslkeTXiMB2rSwlfQLLmOMAdBuAQcHsLxGwloAjELvXdrwOYCIsrDmFJWF70eOT7L2D1YsZrf8D8sIbxQsPEq/G8YfX1b8X6vMPexQiXM52XT495OtcsSongDtaFh1Syoqfo0BhmITWGeUg2cIrmdZL0EstpYLWtQOp+TlGnMEXQRIxSnq6VOU4CYkKLlbqKQcvbqjLXp/JM1e/T5tXwc7m/PLNWg63lajheplltTvuai+mTx1YUu4i4HhXdbUUtlZDdNbXrkd5Z3d4uAVtPdVslmm03ewOJZ43lk7iXc9ywXVQbqoiy+FrVNLK1D1peywNSs/Pqugqcqih4P0dgWxURxC5Te6op90/Ol/RP3gdSYpd36bOS0mLXVqDOpVnJPCVPrEuTHRABfhXg14BfM5aXHcKnHJ747gtY3QOwBz77vzVPrGG8EDDxapx4Vl/3ALrrKdFj/8kRYelAkbG4MsKtsn81J4PQOEcvpYQPdwRaj2pIlIAxC83J0+pSkXagvBFLtLWecKBTWd1aeDolGHWWtrynkTqyNXVSD3MhXIVimRKqhbVgF1o81/3a5QfdlTBV/161sdMyUEdH61mzdnBT9V/rEmC7PKvH1aWtfL3H0RT5u/ZdC+hW3yODSXlLC+tJXl/an3ysylKgxa68HxnT1LO6b9qbLT5YLWCnBzh5gsgTeMh7hLLKgURhZeKDEME9QEMaJeHOgaKbRCxA8KvUdrdmUHTorxIO7yV89G89hNf8oEVijZNFtIStm8bEq3FiGf7T++E3Ef1BQOgduoOAsOfQHwR0B+M08xGNEewcaJ0z771PswL1frqJcuenyCw6P/sl9XzyEjkdK1Gph+N1pFUXfheBkCcoIMrRT4k61ZnadVKYzjivC9fX0TUlZvU89UAZoZXtimXdvCxt37AmTN5dHYpthGtrG8V0bJUIoxztnWazEqHUqCVbcWySV02jXu38Fm9bJo6wB0jfb7RPR80WtiXa6243KiOQJElJW9PwvFOJgr4QnlMiVk9zYp9EYyWKTm7+OLU3uqauO1z7p72bvzMI+eEvzhYJ6be+vsTqMuaRimEEdT750RFAozxAAm7IlQnWHZaesHfJYfO4w+PfcwHDWeAV/71FYQ3j+YqJV+NEEr7izeivDoh9ylh2OQGkvxrg16rWZgQQGG4c01Bk55LHNf/PnZujsd4lEcucvKljAPquFKzkUlR1HHN0StkG6oiorANgnvM+i0gogeLn6FlTtLbqs2oBy1wKbE2VfU4yZ30xHexuMTtVRNDRulYSWIu6skE95C7Z+3qiBwAcG2LxiMkMjvKTHiVsb0hk3oBwPbasVqbp/W3YIY6yGOzclxqeF0sIOZeuQVWVgF2c/Kvp/2RbERHPHIvXE0FHSEX0qnX0Mv19mHywwKRYpyivvu6l/6o9ud5GsRioY/eUvreUpqJl70ChhxsYbnCIT9M0Y9drfshErHHnklw6Fnm9WUy8GieK+OVvglsHuCEg9g5x4QEC3GaOTMY+2QYwxjSEOiBNV7lQQ/kRwILARCkCSwQEBo0jmJSgHcYk9lo36rr2pgjKzTALMlVjcytTW3tlWzMoCVX0dAspjq8jvxKhle20oIhxW6AWJ1lltou4UhMrbPkbORTCamsCgR1Z9tszZ1V/wHckVbXYlWSmBWq9j13T3bZE4pFR07qv2vurljWjujUqCr21P9XHYp26L6oOcFmJoD6GJAhJFCOnIXgApV1EEhLlutLXmLYbhFBe3yFW3xF5kJG2lR1CbAYRpT0nt01jAEYAXf7MOpdHTBxoHUEI6IeIrnPoDjqEpUN/3WN8hPDY913A6l7g1T9sItYwni+YeDVOBOEr3gw3Rrh1SJ64nAzlZBrXIYL7NARJgfP/yeuKLos0l6I08j53DpyFIYWQIq46aUXPWuX9XIFAkqvq4dJxBMaQoqxF9E7d4Gt/YDGzkaoJq/cr6AhpPZNTXf1A9qOE6yRmlK1gsgfU0T4tjFrD/7INS2IYHSvOjoqC7pyBSw5pR8Sx3q7ug066Oq6G7K52byiyumsSB12GyytRpqPZet1WQtgukZoT/rb3OV+XHHMUNcYpws8hlHVcNfr15FNutF+XY9MPS7WdQD+kCSFv51Fex0COFjtlLVC2h5j3NaTqAyRimRkYAOI0pbMbHIgBNzpQSFUKPv7XL+Cz/4oJWMN4PmDi1bijCV/x5jQP+uEIN4QUQfUONKToVuyySOldSu5wKcrqNsnnCgfEfr6ZsrILxGWfllO66RXRSKIiuQvDWIoTRwDTLD6Vf5BIRUojA/0sUpizoBbh0nflVLMiBrquGnLXIoe3o7dCVd2gqDRQH6P28daipRZKLVFT0RR5StTtKr21c0avHevqZUe9ntt26vfdNoEbFqxHzTbWaqf2zU5Z91UWvm5br18vqyOietm0Dc2Jeo3pZ8V33RTR0p5u07u6gdnXXVc20CMRdSUC2bbqa3GspEYKaj+3eGHl+NgBiOn76uVhzafZ8gLDrzzcxqO/zvBrh6fefQEH9wGv+hETscadAiGPERo3gYlX445lfNv98KsRFLO4FM8bA3HpQSFFXUE0C9fOwa0C2KUhRSaA843XDWEWpERwmxHhVA+3qaKY+oYr08Lqm3uobq7yf51EVYnCKVHLZTHn/eyF1ZFWXed1ys5XfdMiQVsCpMJBXlaXyJpu+NghXJulsxhbntfUwHxcsayNussyUAvQG8m43+XzvKGh/cby2tqgk7S2+r690+L/XX1r172t2pDfG3bm5v5lmZ8fxAAcnVAFlKMHKK+r6XrMM22lZpRtQO9LC8ip/7xdwk2uoVYyV8v2oq/nwgvb8G/r9oAiiZGYweiALj90+hSBBYCOGbxyoOARDgh+4/CpH7qA5SXg3v/ZRKxhnERMvBp3HOPb7k9Ttl4bUrSVCHAAOwfukyDVsCcwJd8r5ZmDwjLbAZhBkfOEBCEVRY8RCPlmrWu8egKHfIuPmEWqyzdTKZ+lhyqBeQhfD5/KMK0kaOnkJBFQUwQuJtEq9V/rqTmBJHjFOwsUbU/LWtFWOTZg9rLW5aom8aaFQSUcZPg97I5QlsJw2+O5lQSkPZyunZA1TQFbDZ23as7upOFPLQR03X6rTFgrYptr227t64j2t8Rsa991JFwP0Te8pqSjn5p6ubRbi371ECX/U6sKQKvSRf2+7m9dkk3sLtqHK5NzTMeYvwuiicWOUx/fVDs2b+8cKEbwiJSMOTJADMcMGlzy9oYIv/Do1ozlJcLmnMOn3nMB9/2oCVjj9sGwhK1bwcSrcUcxftX9cJuYIq5jTElXnQNXAoREFDoCGHBjFnmdS8XNJaqo/XIiVLMYptWYiqB3DugBGkISvzqqFZGjr6EUizFul8zSvj9m8DjOJbGqGpvk/SxIvS/9kMB0g58is3Is8r62GuT9Td3IfleOUc1rr/2GO07+EaWaytWOjngeFVktxGBDlLaoy0Q1684eVXZKF8pvrVvsLKKYTjaEY20CaTM5/6qvjXq1W4lWdQ1X/UBRRGzLSH8x+YS+7rY6VvlTxbIyvT2LVa6PUfdhmgGuWkcEshavu4b8gdmLLQJWRii6XNJrHLf93PVxAOn7KPW8phJhqVII51m70v6zLzYwPFJ5rTh4uN7BDwzA47G/dAEA8NL/yUSsYZwUTLwadwTrr30A3bWA7uowTyZAhLjfp2irI4RlirzSEJOVIItRN8bsfU1+WO6yFzYFX1LpLKQILbwHXQ9w19bgzqfyO47AzoO9g8teVwpjOa2l69K3JYQ5Itt1KqoZ52FUGcrsuiRgF/08RA/MNTQjp/f0jV/Xl81oq4FsV5fAUitPdgJyLsVSmdVOFVNCTm0baCQCNQry3zB1FJGVKKKusDIUoowZ04xfreHxqapCfVw6eurm8l5AWW4pt59E7Y5janlPp+2jeqsRGdS/a19pXR838px81RL82uOpBOL0Wify1d7kwl5AU1R/8rzqLuuIv4ws7BLGMlrQGtpvVSNoPXDoBzaOAHXAYlEKZF1mjXmuROCr68G5qZIBZT86dzRN/czep4fVHIF1g0ccHU4NEcvLHgef5fHoX76Al/0dE7CGcRIw8WrcVuitX4zNXUv0l4c8hWuKtgIAL2VGHSTh6vLMOhHpxpQrC0jyFvskECJl4Ro5TRPLAKZ1Z98rZcEZO0qZyeuQ3h909DXfuKXSQFTLpTRQw1sq21MuHp8StZI4kSiXTA+bBLRKwKqF666onwiIOnu9rveahQ/r5blMUpEBLgK7VZi/FmAtMbLrfe2lrSJorRnBpvV0O7s8nfqhQKj7oY6/8Py2hO9RHDe711Giftd508t2WQVa1oCpgkBVwWCrXXWub+ahQ39ecn3r4X5gtgDodevPcLqm1efuXTrvOsos16I8aGh7S9GvfG1OEfFQzmYHzPvS1xlkOmSa/xaMBAod/CaCAmO44vDY917AcAZ45X9nItZ47gg2w9ZNY+LVuG1s3vEWLC5u0F/egMYItxmnG144s0xilHIEhQG3nsVD8remmw4IYIfkcyXADTwJUxDBHw6gIUVbJ58cM3jRYzi3BAhpRq7sh2VK0ZkpkrUe8nBydUPXw7ayXP7PN3XmVJaIvJ+Dn0Qg0afebWeDV4lTBJXEFSIYWTR4NwsSDzVj0lwma7IjMJfiEFnA1QlA3gGq7udWpLMlsDBvMs2qVOyoEpgc5sS0fKxcC+6aXWKmLjUlGfSshF3lA569xjsEpWyrBflxloqjhGE1jWtBK1muLkOll+navTop6jhdrb28QHlN6c9HR6nrJEY9paughW19DHK9yOraTkFAGj5x2QIAFAlszEloblkqGHDyPQuz0FXfOdmexrRPPREJ+/zdc8kn69dpwhK3Clhcdlhc7jCc8fj0X7gAdsCLf8JErGHciZh4NW4Lm7cn4epylJOGdCNi8aBGnmNGIVsEpsoCyTagb5Rplq04RVndmKoT0Binn5T8MYukcHYfIIBGBo1hsioASqSJaBqVPSDvc2tSgTrCGLaHZqc2gdSu92V9V90eMAsoLST0EHAdcdPDtbrWa6O/W75JvX3d3nGZ38eh+1l4Trndh1Y5Lom2Tds2kqWEaWIHaSedx61ktlbEUgSw3mejZu2Wt3WXuL6Rmq36XGqhns8/hzA/iEy1eSsBC+wUseziPAGBoGdJ0+eh9fAhx6KbKD6vWCaIFdvIiIBcy1m0Tp7fxvUmQtWrZXUinU7yig4g+czy+YsRgANtQpo5L0ZQSAIWY0zJgM6BR8DFCI4ePXN++O2wOUO48ucewrl/+r72STWMZwAGIdZZyMaxmHg1nlPGr7of3cGI5dMr0DonSLk0xesEEYqyd1GJ0U1IUdUMu+RxBSMlb3kAMZcBGlI0dyqPJSJu0YM7h+H8An4d4A/HZEXwBGIC7/l0c9uoLGcpHbSVqV95/7Q46qqpMmU78RTqpBW9raoJW4hfopRJXftXidMDAOYpPqd2iOYpbpUokehjIWBlH/p35rLvQFukTQ3vGMY/YjsdEd6a7atO8Co3zBuphCwttHU/dvluxT6xS4iL4Kv9oQ0LcdOzWovjXRUF6m0qmwTVD0rymQLbEVtZVvlNp+tJC+N6v7qd1nmU5a3rt3XttLaf2onbow7iGZdzJEK0FR3WDxUStdXXi4rw0zpMQp9G5BECyg8nMVcjSHYCtwlwQ8TissPmfIfLf/4hnP/HJmAN407CxKvxnMB/8kvBjtBdHZKgVIkUACaBOU0cwOkfpmQZYJeir25IPlMa0s0oLjpQjGmaWCYg5lm0RKxJdvbhZopIMhHi6SX8OsCtQ5oWNswzb9FqTGW1dC1UGV7vupQR3RpSlRs6sB1NBWahpCNosr6uXCA+TXkal+lp9bB/nSBW7EaE3CyCk12CCz+sCKItAXtURLXldT2KXcPQsiudnHXUfo4SzPUQeL2Nfq8l9PLrpi/2KGGr0ZFaYLeNYCuxqx3x3poBTSLnusRUfRxFhFK1pT3Wehv90FSfj6OE51H+48pruhXJl+htUNc7ublcltgAYtiO2Ep74ml16rNkBqBsB7LuWD2AAmlfwzjtj4jS1LPegTbjPJHJoksiduFw7ZseROwJ5/6JiVjDuBMw8Wo862ze8Rb018bJe6onCiAlpuBcKnUTUmSL5WYWY46KpGQuihG0HsGdhwPSzcY5OI7pxuZpFqSbEbRO07bOAtQhLjyYstCVBK28H4Q4ixBdwxUANsPU92Iud4m+yo1UVw2Q5Vo86Ju8TnypI7X5vGwlwojYzeJ6K0qrRUcVdS0SgLg9mUGxrymC13gP2D0UrmElQrQVQgup40Riq/6pbqPevmW5aPW/Fo15mL7Yrq75WntVtTf2qMSuVhSz1YeqPxM6QU+21+dBJwTq6XWn5MDKZtA6N7rNeqShOJYqkUtvq89NvQ/dVohIwx6uvH5qK4w+pVObbv58xaOuPdd1/WIJ8uoIrbTlsqDtuzmhM1uM3MZhPzI251IUNvbA3T9tItZ45rCErZvHxKvxrBG//E1wm4jlk6up1iLpm1wWi5yHw6cI5iJdlhQZ/iCJRQqqEoDUOF3kjOtAcIdDzmAGaJWHxNfjHGnsZnE53rUPJqC7ulHR1QjaBDV1p7q5Sx1KIN0A9QxbekYsuVmLlUCir/K+SiAqol56SFgibDpBRyWZTdFW1bfJJlBF9baG4DVKLNaJXNP2OeFLxK2eZKC0GlTD93WCks4sb/Rzy2qwa/i6Eq5Fv7UQr0WnbFtv09q2Wj5PF6ze09HYluBuTIqwtbw6xl2fgb4eihnZpI2o19sREdW2jTo6Wj8ATH2uBKDub8M/XVyzch23HtDqPhVRVfW34ajzK8uzp7WI7oe4vZ4wec2zGO469VC6KTYj9mDn4K6nERu3CeiuDfD3LDGc8Xjq3Rfwop+yZC7DuF2Y3DeeFfg//hL4wxFuPSZfqwhXHWHS07Lq6OsYQasRTiK1OYK6JUpy0haFkMpmiU81pN8xjMB6M3s/mcGdB3uC28RJ7IJkSkk1PO9ovilKKZ7jonhSYB0oI6NAaRXQqOjy1jIRFmJhCGFLuKbV3faQcC0GZVhWorit4vIVzeoE+njnN1B4D3dRR/F0tFXOt6uO/QjfJcc4/4SwLVwbXttim/yzSyDV9WflZ15BHc9Rvs7U2Ha/qOxXufPqM3G0JVwL/2or8UzvS/exjobKsnr/LUFcb1uPCEzXe7V8lzgvZtfKEVT5vup+1PvQ29QjC/W6reONnEZRpvbE7jNbhWgMk9WGhgBajeivjVheGnHqiYCnvuNC+5gMw3jWscir8czz4BvhVmGebKCItiLdFIByiI9o8poh+0+ZKDn3RGRKBG9MfjgaRvBen8TqejPfaIdxzhKXJCsRzlKBgBnsHMgFcCRg0YFWQznEL4lVADAMKXlH3yj1jVWV5kItcFo3X7EJ1BGprtteN1YRqTpx5YjhdtJZ930pcKbas0GVrqr7o7PcW9FJju3M+5r8Pnk/RzGbUcuGBaCV3KSjorXw39VuPUSfXxe+W5q9r0V5rZZwr6N8acVqvzsqEdQR12Lo35X9VUKwWb1CrAJuTsjaqiwgFA81ut/HiFnZVh7wmp9TVNd1fhiM1fWu0euoYyn2pb9v2s4g12n9kLPjQaw4v3p/YgOa7BS5ckHYAF0H2kSg83kOBYfu0iHcfg839HCBsf7aB0ARWPzL32jv1zCOgQFEmx72pjHxajxj+C/6PIQzS/iDDbj3SYjGmARrjLMvTZehAtJNlHlK4pKZs0huSmOKmCIiCdNxTG0sl0lwArMtQISrePyA+SaXh/HZpZm4KMR52HXMSU0yAxElcYwxYJrdJ4zlUC1Q3pAlatsahgWUJSGW/+v6rE3fofIUttBCR0UyibpSTIewPTGBI0xmQObSqyteXt3XxpD8kSWjdgjFKUlMlw3T7R+VCJbb1KJT2xt2Cb+JhlCT7Xcmse3adqtvR4hGFXGto7rFyEPX5QcLzFHAKiu/nrhCXnPOuid9/VfrUWHp0MP3mM9dva34qplmkUrV56yFuOAIgCuvT52cVUeDWV/zOrqv1pP9tx5aZD35e1EL39YIh4jtqb/5+z4MacavEEGRk3PWE9wqJXsxEeLCIS7IKhIYxnOMiVfjGWHzjrdg75ED+IMNIN5U5Chr7f2MKppIlDP7syBxLgnGTR7uXy7SDT1mG8CQo6OLZVrH+/QzqsSoPk+5GrKPTaKuIYBWA+LiDCiOcAdjajcmCwF7n6K4nCO5ghZ7csOX/clNXBK2vMM0hSWQhLb2AGqBCJTRNh3x9G4W+7LNOOb1UA776witeG2VGEIVNdxK7pIhZxF6IZYJaIL+vVWzVdrSgrUSe+Tc7MXlUtBNy3Q7LSGlz538GsL2eq3knSMSvnYK1uIAGn2qp87dZRWobAKTDUGfVz8nW7HMCqVtD0XBfsV0HVH7/an7jQeM2sZRJQDK79O2LYuB3r5e5pCG3/X1pD3c9chE/b/en3xX5Fqv19kaGcjtd36O4urRBd22iGdtZZD9OPV3iiIcM7rA4IVHXDi4dcTBOx+EC4z9f/7+7RNvGDshhKI2pHEjmHg1PmPil70Je48cJJuAlMCaRKkaSgTmG804Nn2AqWxNjnjqYcEhzB61xaK8OUsEz7v5xjaqgvbiPyVCPLNEf2WdPGwSBQwMXnRJ3Mq2Mv3mOGwLArE9OCUEZP8iICJjmjlIUwtOidbKzVL2JaJfv9d1882YaBa49fmtqZNrpCs5OjeVUXI5y15EbK0DdAJYy2Ppq340hpaljUJsukr0NKLIR7KrvupRwlW3HyK4Fkj1OrrMUmTstAfUv6s2qRWZLPrs0gOa92C3LaKbwlVfD/W6Mdf+bZ2/6pxMUVVZFraju/pYtiZI0GJV76NO1gPmh8E6mq8julE9uOmksFpsOrdtdan7JPtsPdC1HtL0CFFkpJOR+5X/LhEAR1KVogcYWF4aMZ6y4V/DeC4w8WrcMuEr34zu6gb9UwegMU2rmt6IaSh5GgqcRUK6MebIYBjLG4eIwBhTEfbFArzsQNcOgdU6ibe9pRJFShz1+VIWIRtz1GqxADY5anv2NNh7uIM1WIQg81Rb1oXkg8W+WB4we1DHcRZnMnQKzEOfRbQmi5ugbrpF4kxevr839x9IEVsltLfmbJe29L7ELqHKj6Hv53NZtJ+HxKd+Jz8fKb8VeV+K1EYd2QnvtjybW7NlyTEDbRHVSF46drvaarAlSrNvsd6H3o8Wy7p6gAguvX/dzlRfte09bZbRaqHPW20nYQZAk5d1erDLx8Quqv1sn7eirqtEfFuaavrezW2n/jRmhtOJdHW0uG6vfhCTfupSadoOM63vSlEs9h8dYa2RdmS/esIQWaYjvHI91yJ4qp+rhHCk7BN3AGI5OsIMWg8gSh5613vEvR5uQxi/6n4c3tvh7M/8euOkG4bxTGDi1bg1HnojussbuNVG1UVUQ/ciQkXYiaAclaCtbzKBU3R10SchFyPoYA0crvJNTN08hgFFcXNgjuhKZHRvmbaVWbzEh0s0+WkpMLgDKAQlvjnXes1iQk8gIMcl+5O+T8fh5v89q6HKfIPUkxno7WWOd30zbwy7T8v6bh6+1sliUtKr5ResE78AFUXOEbhhLKNd0oQuIdYqO1WLgRZ1nVcdvd3lt6yFqCzTU7jWy+V3oFyvri2r+6qE3NRX3S6w3Y/W8enjrNCe2kIsHUGK7FVtyTVVB0ZVFDV973b0cbKJUI465+9vdNsi1zXOVV3erb6ep2PjbZGrLQq6lrKO4tbJcbvqyep+SJt6uf69lfToKmFb+2GBPKICAL76Prpp/2e4BAAAIABJREFUO8oPjy4waOnhRsapkXHlmx+ySQ2MY2HAErZugWPPGBH9NBE9QUS/q5b9bSL6AyL6HSL650R0l3rvPUT0ESL6EBF9tVr+ZiL6QH7vx4h2jZ0Zdzrrr3kA7voAf201F/gHUlKV3AS0gBmzV1VsBFJSqvXj8w09hlTm6vAwRU/399KPHtbXYjbGtA8Rl0QpWis3rxw1desheVuHkCY66PMMX4NURwgpUWu62YkdQQlKXY+187PYBmZRJpHXqH6A0iYw/bh5fWlfnydgPj9ybocxHZ94gKfh1lr86ci2K19nywBzBG8GsNgy1LZTCSrBp7JcxZSuuuyUlDrSPxot8Fq+zRZSikuX5Gqha8zKj/5MinWraGz9oKC38b4daa2RbXxVuiwL/TrpqhBl+meybXBuQvlNtfjT+83vyXpFTdja+qCF23HHcxQS6aytHrs8rMzledWCUX8/9Lb1KEDRv+q86T5papE7Lef5epW/TXrf8l0cQ/4uqr9r2tYwBtBmgDtYwV8+hDvcoL+yxrk/PsT6ax/A+Lb7jz6PhmHcNDci9/8BgLdXy34ZwBcy8xcD+EMA7wEAInoDgHcB+IK8zU8QTbOA/ySAdwN4ff6p2zROAOPb7sf+o9fh1pXQCXH2uAri+5SIrAgwuSnIzUBuAkHdwA5XKSGr69KPnstdEDEm2+qbixaZ4wj0/TT9q1sPoBhTmS2pDQvMPtMYcz9jGanRlQxEZDhJBMl9D9mbqxNSWsJVR330ORLhOlkrYjnF5XRDrevexvkhoRa6rcgrVIROR5Nl/1yVxVIiTCjqpOrPTwvM42rAah+n/HDMEceYV+HpZ2u7+nXto9bD3URbwrs+viY6cqvFl35dCT197pq1Yac+Vn1pPIDIA0ZxTWkxqMpJTcleknCV2+IQ5nbkmArfuJrsoj7u+tzINViPoLTEsH4w0N/TFvU+WhYPPcogbdc+8lD9HQKqiO18rooqDTKKUSeY6u9hqIRs/fdmGOGub0CbEe5wg+VTGwxnPFZf90D7mA0DQMhJW7fj56RyrG2Amf8tEb26Wvav1ctfB/DO/PvXA/hZZl4D+CgRfQTAA0T0MQDnmPl9AEBE/wjANwD4xc/0AIzniIfeCBBh+fi1KSkLQE6MotkaIEP3kcubiR6e00PDInBdHvL2PkVcF8mHOvlCdZKUJ/DCp0kOvAPWgxJBsYzCAHMkZjOk/YlPtEtVDFgLCO05lX7qG5Qe3gwiaqS8lBbuqj/FxAdqes86MlYjyVTRAVRFsApP6Q6ROp0vNeSpo3B1hFZu2lm46uz7WrQW/W4lMOkIqH6t32/8rgVqIVaby8JcpktzA57TqepBI6ms2K5VnUCW77AHSPvFdsA8fF1Ev6sheFlPExrHoLPt1T7qOq+TJYDK10VfyaWh8XrCA13xYZfgr8Wb9L8lPltCU9Yvzq06Hzo6q0crapuC3o8ujdfyYMt5EBHrZgE7WSfk74Dyxhdi2TGwCWXbqtIErQfQ3gIUGKdCxHiqx7V3PYgzP2s+WMN4JngmjBb/BWYReh+AT6r3Hs7L7su/18ubENG7iei3iOi3BqyfgS4anwn+iz4PYMAdbOaZrmToWg2dTVELiVDqKEgenuNxLKJA080036R4tZpvmr16ttKvHaWpX6UPMbSH3PXNTPtWlYDg3mPKiA5zP9N6XApBXYe189t+W92+0HVt4arRvtVxPl+F0JgibdUQqX5PC78Qcka/ihjVw8fAHKVV+5FoKquHDmmPt4SyRMWU11eLVuG419Niav6+i61oLOdrUD5PdVxplXlGruIBC9gtZHdFZFtWhNoLPK2rhGu9j/ozKEYvdkQpp6SmWLYFzHYQ1WbxXasolkukVsRd3d+tfVXD/rsinzpaq/+v39fne1cFAf09n0ZtwrxMPyxH1W95XUfO1fd967ir78bUvvytCHEeNZG/ObLNagM63MBd36C/dIjl0yMO3vlg8zMwDOPm+IwStojovwEwAvinsqixGh+xvAkz/xSAnwKAc3TPzvWMZ5/xbffDXVzBXz1MiVk6Gasu0bQZ5puI1CUVEQSUN478O+WkK87RWlouUrb8ok/rTNFTN5ejGsZtS4IgNw/vk9glSp5Z2SYXcQeAcG4f/sphiuDGLHz2lvnAc3UByfiX6gX168lX6QHKNzPx/vY9pqQ1oLxpAqkf+sYnKK/jNKORth5oASAQzSLcp0L3880a5bBwcQN3221p6uiiVIyoRQARimfhQszvaLtOrpoWb/+5aC1rRWYLdkVNNXUy1y7qTPqiI7xT4E6Ray2Q6+tVt1tXIaiqOTT324gCy4xb5SG4+RrQ60Y3Rx2RI5CthwsdOW0laOlkw7qslRa3u8TpLtGvt5E6xrpPev8t0ak/4+x9LyLRraoVkcEc0vdITyIijOP8Wv4m6jrJmP9WEQB0HsvHr2NxucPqax/A8l/YjFxGgpksYesWuGXxSkTfCuBrAHwlz0USHwbwSrXaKwA8kpe/orHcuIM5/Ia3Yv/xVfKFBk7Tt8pMVM7PlgGZhUonMtWeTKC8Ycof/i5XFfAe6N3scSUCOgdepJlypCZrikxmESoeVeYycaTvczJVbme9LqNsOYLpDjZpSNarbGSxQEwdzW3qGqYhzFFU7buNefhVRKdsXz+nifAuZrrK7eiyTXqYtJ59y1V9lnPfubm9EDBl8TsksawFn6NySFqGnnWxfl+JMmlPlvtjpmnV2e0tHKFIi6+Sco6Kvm69V/ld5Rqb+qVFTP257Iq6Ci2BWovQ+n11Prfaq2cua5Wfqovxb71Ps8jUw/4AdPJW6p6yDxxheZiE63SOsP1/UZdYXYe637J+LbqPq8cqywQtlrWFoRjCV9f8Vl92tC0iFvNMZFt+YaASpWG2EdRJYbq/+jvjSAlYB2xGLC5ucPhn3mqTGRjGZ8AtiVciejuAHwTwZcx8Xb31CwD+VyL6HwC8HCkx6zeYORDRVSJ6EMD7AXwLgB//zLpuPKtc+BKc/uQB6PpmLua/bgxtrjflsCerYUdgFo1yI5c/+iL8xpCirMVc5RFA+p022Q97uMrb+ST8hhHYDJjqWYrPVioQSNWCoRrKA9KNp/OgzTjP3JWHAvls8tpSnRwjxyIR12WfxLyU1YoxRziVJ5aqmxiQEz5mb+nUL7nxjkGJvbxfWaYRQVtHTWW/xZBqhPb4pWXVsK2O7souWpEwhYjCwjsq7Wum/YrYVhHXkF/LMd9IVr/QOifVvvmoqLIWaLoNfRzVdbvl99UiKi+f/MJ62D7GUsRKtLAuN6b3nz/jonJAHcWfNk3nUlc00NvoNlqRVmmT9IOEHqZvnRtg9km3op5aWALbxyoPnvV6wHx+dA1cLVpr24F8f/QDXW2lKfy/1XWiE7eAeTINpAfzSdCP4/Y50bVl9UOrHCPlCGyMoL4DBcbpwxGbt92PuHRY/EuLwr7QCRZ5vWmOFa9E9DMAvhzAvUT0MIAfQaousATwy7ni1a8z819g5g8S0c8D+D0kO8F3MrP8Bf+LSJUL9pE8spasdQey/toHsPfECu5ieiYh8asC6uYUZwEpok/fXLUg0xEt+cMu/48hTf9aDEeqm8FUQksN7a3X5T4jA8TzkCBQ3sRaQ63LJbDsQZshlZtSYo/WqkyWHiKPYY5W5SxuqW87eSwlKUm8sFMfIoroYt/nyKsSxll8iwgpfHeafIyFYK9FnIjd6ZxmwSLF7XUEqz5fQDoP+oa8y/NZn9cWRTTwCN/rDlG2JUh3RenUeuR9WQlhOl7abiO/L8e7FT2W1bT4rGn0qU5426IVjZ3eUyMUUvpKTzyASmxpgSaeGHVdyDbSBod0fWxN+3ocOoFKC239oHScB7z2zurjrx+CthID4+6IZ+shroqopn1EMLS9QY5B9Uv7agGAXdrGz5/FtK0IafmuyexcUH/v5G/jkP5uUW57+fiI8fweNu94Cxa/+Jvt4zIMo8mNVBv4zxuL/94R6/8NAH+jsfy3AHzhTfXOeE6JX/amJFyvbwBgnnRARzOGYRaoLeEqNxCdlQ+UQ/FyY+n87JFdLObSU0RzOZqigzzdpKab9nQTzpeyiLrCj5Y9sJs81Wvns2itRObUH3UT1CWr+j7diOSmpYfcvQNYDW96lx7fpj7EWfhqS4XeP+Yb4yRCtj6kfMz5AWEqh+SoqnaQI7ciYj2l6T9Jzp1qU89sdFSkUsPcFmeVGCssBXIJaCtBPYSttm/ZEbaqHlAlIKr1d4rfHcdYH9MNC1Zpk8ppYOV3qofa5UENs6gsm6/8p40KAtO6ElWtLSFTtyoPq7IbFDaB1vG1zpf+jrfKShXe9lhOwao/j7rKQCP6v7VfiXy27AdqhKQ4RyGCPdrWlUls7tinHINzpYWgbkPXBJZj1cuntvNIj3OAY/irG9DIWH3dA9j7BYvAGsaNYjNsGQBSxLW/MqZpXsXbCpR/iOM4C0gdKQRy5m1VOkb+6FcRCx5GkJ7OdZoNh4EwAOtqOBBIQjEX5OdhhK6tWRR/l5upCFZJGhuG7Kvt50kO1ps5Ucr7dFMZpESOL8WVz6KziMSq4xWvLTCLW+/mSKecI26IQzl+l4cr5YY6zUwWy/Ui0vmrI6hU3sCnvnZauCANDZN6ANBDny0Bu0PoiV1gq/h+Q/AUolD7cIEtQVALRtlWi1mqE4KO6GdBU1CkKhhF3/Xb4snOgv1Y9OdSD23L+9qvCmBX9JO8b4uuovtZgHoViXW0LUp1IqDeTr2X+tmwB7RoVUjQlTq091NP8XqUxQSYRbEWwlrkNuw82q9aPESLYNb2pUk8U3qIa4lVjTzAu/x9zud5mlJXVx0R+5P6rm5FZ8mlUZ/OA57hNiOWF51FYF+gMIB4guut3i5MvBo4eOeD2H9iDb8OU9F+0tHWGGehJtEPdSPkWrTmiAotFnmTKlK06OfEB+37q6O8ev+6YoG0U81iVCCZ/jmaQ5K8JaJZZpNinvsifZ9uRlzejOtyV/J73j9L25J0FZHEoh6yrh8KtEVCzicpj6KsM2U852FeWd46dm0DcGjcPLOVgOeHhvQZiVBXloFWJFb5QLn+vOooZxYiehidpHyY7q8+J3Xd02r/UzRT778WJrL/1nJ5GNFUUVMtlsn7crhai7bWJAMaVe5tEqLa0iH902WitEjLUfO8IIlS12+vI/tgSg4VvR9Zr/K0Fv7WlqCsP9Pao1uf1xBSH4G5SoZ8nvohsB6ir/dbVC2QY9nRx6kr29Hr4rxo3zDUQ2+unzyJX3noPcKqUPtjSabv1X+PuDpW/UA/jgDLAz2BqYdbj+iZcfhn3gq/YfPBGsYxmHh9gbP50w/g1GMruFVIs2bFmITrmCMIespVEZeh8tvVVgGiFBlUEREZ6qZiWE2VAtJRRn0T0HUbw1y7chKjzGXm9pT41JiB6vSptM1qnQV4vkmOYxKwYoWgxSwYdES1EDyMycuaS2MRp4oMs+jIawakBLBQCT1pXy/zlLLo62ibT0KZlktM09JKUXQdbZXPQZ9fOac6OiSCWIsaibDLZxvaVgKdiET6wUO9Pw2TS7KfCMHForQ46KiynIdJ6Pgpkl54cGU/tU9XR2iVsGIthvLnumV5qCwHtWWhSLaqBZwcvxYtyBFOua4FeTCqBfpRGfNT31WET//fEpu6OkbLNlEvr/enHjzqh9Ij25E+1g9Wcg5C9TBx1EOSjpDqZVXJva1kxFp00+zvna5dp84pM4hkMgJpV46n4bGtfeZTOTo1ijRZIVxqq04kG+dasW4M4LEDrTvsAQj7HdZWTusFBN3xCVtE9L0A/kukp9MPAPg2AKcA/ByAVwP4GID/jJkv5vXfA+DbkTI4vpuZfykvfzPm3Kf/C8D3qGpVN8WdfcaMZ5Xrf/ZB9Jc3pXDd5D+qzGl6VrED6ClHocRN47qTCJMeliyis31fzmQlw3rjOAszeV9uBMpbS1qs6hslMPdRboZ62tjIs0COashcb5dFYppcgFLd1z5PT6sLk9czRsk+Qoq40phe0xhBg0oCq4XG1slTN3z1YEB9B9rfT8lmfV8K11ro6ocJESFRfY4iSryfJ1GYBIrat5xjaVaSoPI+RADqn0lo1qJOPqe6bS1eiiH2LGJldrL63ACFn1SL0Z0VBrTAlnXkGtGCg+dJGYr+VW00hSuVoorHEZIkxcOY7AnyEKj7IKMQ+rogdfz6nLYioPVsW3JdyP9a3Aly/dfXj44SCrv80PpY9OesP6taqE7nPWBLqG8N4fM8oUTlgZfJTraSG+trSkYXqoooRZu1v76eyOBG0OdCfsZQvq/XCdl6NAbQJv0N9gcbdAcjaGQcfKNNaGDcfojoPgDfDeB+Zv5CpLDMuwD8EID3MvPrAbw3vwYRvSG//wUA3g7gJ4hI/kD9JIB3I1Wien1+/5awyOsLkQffiMOX7mH/iTW6K+scCYgpQUtuFK2brEQ+64imIJnQEh1VN9RpWI9V21o4AvPwvfhO5T0RcOSAnuaJAmSIf72ZRQjm4bw68Yp8nq1tM+TtqRQtWejx6f+fvXeLtW7JzoO+UXOutf+/u912G2PjQMRFCQ62O91uu0/3aVmxI1BiyxCb4CjgBMJFgkQRr1ye8hQJIcQDEQTlIcQRhBAibhJyMIpkrCjGjomDbCIiLGwcJ1Ha3X26zzn/v/daa84qHqrGqG+MWXPt/5w+915D2tp7rzVnzZo1L/XVN74xxocq4Hz6pKfD0mCvUVYBDcDIgKCXm5UzTZYagJYI5Ig0Le3awYflrU0QZXoPh5qVgVkdZSaV9SkZlQ0OzBO74pnxSskHv4RqTHbtdVtlU3WbnDcpskyHOpIQkPbZ6XiNVWS3fPYgLhq1v6dBjUFXjn3d9G3nc5VHKFjU52DEvo7AMt9/KksQYmJZPuCqt1FJUj5OBKh7soio641MvnkGyOvB57Gn62XQrMx+/H4EWtlGn3HKLN2GMgXwb4tjvBR/7nEM4v3D7SvLbmBWPCu7pzG2a9/uC846MGB73btRF40K2nXblZ79nKo64rLiWAqm84zXf/9n8ZH/5lZS9mbvus0AnorIBZVx/buoWae+v33/4wB+CjWF6g8D+POllBOAXxGRXwbwkoj8KoCPllJ+BgBE5M8C+BG8ycxTN/D6NWgP3/IEx68smJ7VrAKVISR2NcoESrEKWGbMwsTJHIBmAWDrkfHtA84MwO5nncxagJZLo3Q89gm2lApcc5jg1GhSE80lWzwjjDXXPLM6Gc9THYt5QhGBBVzYxC4AJTY3ZkWU7akA1sZIjwF0kDCrLCJV5mUmRpIBaim1b8qO8njPDUyNJAYMyPV/oE+aCsT4urXJ1lguvr4BpAzTRjErqBZd4grytU+OSdSFwQ5wYBuBK9LUAtgysdb5LbO3YZsJjNh58njocxEXBGxtAdLNB2g54Ap4MGq7iAf82u7ecU0ioqCKzpHP1bwd2fdBj6nny+fOxxxJFuJ2o/7xgkj/33zfPysbcByu00jCMOrXyDivdC41u8deMY14vNH3CR3cR8b6MRC/rtXLdajPuZSC6fUTUIC7OeGVf+1lfOy/+Jnr53Oz960VALns3FvvjH2TiPw8/f+nWpVTAEAp5e+IyH8E4NcA3AP4yVLKT4rIt5RS/l7b5u+JyDe3Xf5hALzi+vX22aX9HT9/U3YDr19Ddv6hl5An4O5LZ0zPzpDLCrmsrWpV7oFYrDNlFxuBWTNmjNRK8dq2KdWAiXXtZUvVlEW9XPr2a3W3mguamY3LpbryNcdsc/Fu3H48gVrgRAcqpeQa+JLQJQGHA3A4oMxT10YuuRcVYDaFMwpEoMj5W4GeRotZW0thlTwYV0mCjo1mPXDngaCvo2vFrknL1BDyZ7KEg79rzGCdyHfcxGiALlZ9iq5VBeLM0O31J0oGRuxmZDpHulnxmQ9YA7ufb1W2fxNIG+1nDHP8zsAesawjYKzHYPA+AqK6Hy8kGUQymA7jsJFgRJ1m3Ff327N4PzFI22P3R+0Flr/3vTOtltu2vTN6HwZgl++/lc6JF057/RhIPTYM8Lo9F8uXy0UPcqkLWGZSWRYRGfR4zzNxcDxARDA9q56ij54zXv0DL+Oj/9UNwN7sbbEvlFK+Z+9LEfkYKpv6jwP4MoD/VkT+4JX2Ri+ScuXzN2U38Po1ZHkCDs/WuqrP2AJX1oO2ydGYuGXZNjhyETqA15kgm4SYhcy5ArSlagElAGGXgond3Q8nA9WF8yYOJgqZZw8wcyubqZW4bHByBbEikGVFwbStR7/mni5LxGcpiIBilOInCSAh0j6yPcrs8vhO4rW7uqBI4oEoyzAUJIxcqro9jy2Pp46Hfs1MK4PKmOJqUy9eQVNgSvm6jkBlDMBTsMq6zbyzL+BA1lXgOrI4LpGBHdkGeIqNpVWzEho/HkOWM0QphZ53jGaPjCk/G1zUgwHrKIDLADV6f/g3g+s4hpEVZXDN143Ph89RP6exi56TjSeFTdNcWeq6wX3O57vHBPNv7hOfi46Byg1YlkQeJss6EM8/njd7mvRa8gLkXBfyUgpS2+7pbwhe+5c+i6/7r28Sgg+ire/t8KN/BsCvlFJ+AwBE5L8D8DkAf19EvrWxrt8K4PNt+18H8Jtp/38EVWbw6+3v+Pmbsht4/RqwZz/6WcwPGU++cIYsjW3lsqYKXMll34Mk2v/BHWvpg3RiMIBH7jin5yquOpBMh7rd+ey+M12tSGdfFczNDHqK198qm3eYfSYCBZ1AA6xtfzdBleqeb6m9UErNuGAsdKZ8sKkyp3cHDx5EKDCsgYcYCCVSpQiakaD1XajYQZlq+ciioEmPr9sb+Gk7sO4O6DIGBkWRCeOAGjd+pU7AswArpQRbli14addAj20sWWT42OIkzTaK4Gd27LJuAUFMaWT9IhBYqJjCaGGhh7wmAbjGSPL3kcG7rCiH2S/KrDxyOx4/Q8zSMlhXXbQ799SPw+Bsr/9D9nHn/CKAvxZUFRlyPTdmank7ZuIHxplJNhZZ0rigUYv3AjPbcWHNfWbPRjyXcHyRWrHOSUGsT9mz0XFRHUE1/63vtPsHYJ6qBjZnQCqxe2Ngb/Yu2K8B+KyIfAhVNvBPA/h5AM8A/CEA/0H7/T+27f8nAH9ORP5jAL8JNTDr50opq4i8JiKfBfCzAP4VAH/izXbqBl6/BuzwbK0RrOcV6bx0V7jKA4D+N5ddDcAVgGexOAhB/+fvDuPbS+a5v9AbCFWA6iatNpmUkjf7APCuQgWuGkFfOltsaXI4P+00Acg9q4Cmw9LJ7rK4fLY2uUwTcJh7UBZPmtofBSQcCLNmlGMinZ2eC1Aay1ImBbi13cKgaFm7nMBNmCuQQgJ4du/aoIt3V6o+jwsp6OJDwbcIoGUu94BdMwOuwDbgKu4b5QjMPBrz15i1KDmwA9LEz8eKbmnQPWsAUvaZ1Ajc9iyy9qP2pgmWk7f97/ps95TqRFO9xpN0sKoLKO4bR8Iv2YMeZc9X9GMzsOXjRsDL9yWfP7OR/H+0awy3c/EH4EiMv7LVw7ytsU+uohyz9Gn7LtLPRyyyPS/B6zACwa2/NbPc4Job+G3PDXtG9oAzX5c1+1n5dIHkgnSYMAN4Mgle+7GX8XV/7gZgb/bOWCnlZ0XkLwL466h1I38BwJ8C8BEAf0FE/g1UgPv72vb/l4j8BQB/s23/R0sp+kD+EfRUWT+BNxmsBdzA6wfaXvuxl/H0Ny44fvlcX4DnBXImllXB2br2ilnKMIYXfAyGsReuvtSj+zqlzuweGkBktis3AK1R9YWYVAVUjcmwCO0ktboWUAOwdOKm2u0AqKpWz/VqtckbS+hYrbs7z+Kcz12KoOc5V1BcnhyATIzo7AFJOcwe0AIVlB4OHQBkNClAMW1tWdE+B5CAkqW3o2Mik5cNAB245lL/zksHqfPg8T4cCPxMFSyldmyguzQpuO1qwMqIZR0BwAjwuBQos5FqK030gZWUeXau+BIBLjNepbH6o8Crke0FotH5boBVrCDXCj6YPEVz29oiQ/sg/Rq0tpHTtnywLjIimOTyzXrNQiECl9kg9/tNnzfT5TKIjddJjRlINl4M7Y0dA2VdQJEXwfUZGDOqbByxr/3ke2wkIYgLb3p3DBlm/XywuHJSEHp3OB2slYQW7wkBej+jHCtJ957oeF0uSKVAnh4xHyeU1wRf/kMv4xt+/AZgPwhWIO92wNajVkr5YwD+WPj4hMrCjrb/4wD++ODznwfwnW9Fn27g9QNq8j0fx9PPXzC/fqmg9bJ24Lr0/IIGUi4EWhXwRca1vcg35Tm1gpJOBJqCCahsqFWuQZ0sOFVVe7Hb8aVPBAAop2sDtxpwpVIH7XNItVTU1R01k1osQepkWz764QpwHi4e0GsQl0gPnJpa2VyWIUQGcZL6UQO4pQU3lUl6yV0U+7sUdJlAQndLZmKO2EVs7BU6+8Rlarkv+ptBj0tXtWDoerUAodKAGk2wrHPdyy/Lxx+xTXytokvXQBi5nhkwksbQAOQIID+mc92TVMS/QzJ6BXtWGpStjaWr/DZNG22wly9gy6Trvny9IhCLso+ondT249+08NmUnlW3t2M3Sa6g14TZW/0suvmjXn20oOFxUKOASrdoGnh33GJa+xk0tVowI2bIsH05uGrPYv9bn0tqx7oUL/kAevYCZcCBLtPQvjLjGs9Tj6v9ejhBAEzPqofo/JGEL/zhz+Gb/vO/ut/vm93sA2w38PoBtGe/77N4+htnHF49QU6tAIG+FJe1p6BaK4A1xrOBUAD7L9T23SaKu7EEJWfIgfSga67lTlsaGMuXqpNezsSciXc5O11iMWBgQVqlVGDZMhKo/KAwqxImFceWpASspdYZv1waM5UMqEKItVKmi037mqSCVAWUpYKSMk0oh/ojFwYBBYVc/WWWDkZyJpCL3nd2oyvAL2tn31KqrBoDJS4KkDXGO7yyAAAgAElEQVRjQuoAiaUBCkDaObqKRDzRansKMFWLCnigGlk8Zrli/3jbJv+wPLaAaUZFpn6/smnbe3pPG8eBS3xv+xEQ5W0Sxq7wBK9jZTMg3NhWvV7MzGmlt9g/ZWgNxO2A88HzyiyxCyDjFFptO8HkmX3u90irqQsdJ58hwB2lBrQwsmMyk72iL9S0/X4i27RnARSPgvNcPuLWj2Gqt8H+poXeNFp6RhW1uJjTc2wg16rYRakGSyDmqd5Di+rH0aU864qpFMj6FE+PCZcPHfF3/53P4Tf9hzcAe7OvPbuB1w+YvfoHXsZH/9/nkDUj3V9acFabMFpwlLnVib0sl8aGxkmT3Y76v7IjxNJqnXlhxoyYs8iKlMul7qOMaykVCOnfc9Wvmk61TXyuSo5qW/Xlr+7bw4xyvrQXPhyINbceqnZVnt839/8MHGiiUnZag78MlBL4JfZOSqmu/nWtLOokKAq6ltyDshhoMdBogNUCxeLi4UKaUitNix7MYwNbKtA5zGPwsFLw1Voc+HBJ2ktBkXAv0HcuKp3dxqypDUDQLSTifRaDZXSfdUUppWeNaG7xTbGMxywwckOWmFje2if068VMbQQz2p7eK7wdAz/WUKvWutB46oLSwPzUFxoqGeN8ryzRUZZUzwNATd2U3bgqIzjUk+aComw8n15WV/mOzKDtW48tHtDqgpC19ZzVAvDPtOtP7qWG4d83dsxE+49A5uhz/j/q9q/ZKJOC9jujP2+bTAOdjWVPUm0TnWHX/XVBvK6VuWWP1uvPkE5n3C0ZX58/jCevzPiNP/o5/IP/6Q3Avp8tv7ezDbwn7TZiHyB77cdexkf+9gMkN7c0TyK6kr8oqNOfdasfA/YngkE1GSFtpZtgUoIcD70uPbnv1WUpkY0jcFABaPGTqZ6PtkusoOVfvH/oICDVHLMcXCGSKnhgIKHMsB2DGGCdXLT/U0JJqYLU4AK1bAJAZdbiRKngjs9lLZDLUoErQO71tAES/SRSdzdHF7hOhAoetJTvSLsaXbebaGsJDDg6aDLXNl1D1Zfuso7YAgUF7LRNZ8ipLWYbY5J/bYdtjxHk8+Dyqy0fsbVv1zz5c02NndcfZev1/tB9eUy431NjvzVQLrJxdi1oUZIViJJeVM8hglhta8Peij0L+uPa1zEL94DmNHV5a3WfeL/w2HObdD+aJGBvX1roXk1RNjpmPF5sQxcKIeBOyxsPSw7zYu3aMak9AP1esM+LO28tG+zOW9uSnrPYLdTaAkeePWB6tuD46oq7Lxd84Q9/7sXG6GY3+4DYjXn9gNj5h17Ch3/9AdNpRXp+ruVec+5R82sGzufdFFhbN2QEGAQueJLVYKtBBLlwtoHAbri0Sqt3BQu7gBvruNGuseasbVfOrWIYgWmXnosna03jxVkGhsxX6QwWHUs4lyZQCxto88qiNiZZLutmbMoksMAvjtKfpz5W2e/jronKANQ0hRdfowhemK0DOtixID0GkNIOSy7dUSon/R21eyPQvefq1vNVCcLaWF+6B1TvrCygFVPQ4xk4yr4ftJAaHtf+pgIHeg10mynVeyGeswJQNWWHFXzR84E0UXBO6eCWg7PiWDlAG1nH7J8Rt/CieycJJM3bRaAGZ6penK9jPM/WjmYCqIeha7n2+4S1wF6eULb76XnGYD56BjcyJrbI6MftWApAngUZMO+jfMBOJxuzBozupyhp4EIt+rGVZO59L8uyXRi0Z8UW5Np3DUw7nTF//iuYnj+FlA/h7isTXvnXX8bH/vQtiOv9ZvVW2SEpbrZrN+b1A2APv+clpFPG9LBAHlpwlrGrawWwe8B1BHIAgCeZoBvlzzc5NIGtyyxIBpxRRoCtK7Kzx8aIaCqsPUaSKyw1fWyJ5zI1pu146MdleQKfgx5H2Vc9HzteczUzSJra/0uuPyv9SMv1qq5QnQSnhHKY23figZiNT+4/ScehsX8MzJmVS9JBLTHHBqoUUCUxlpwrHGGeIPO8+c6+VxswUBtmb8QYAp6Nju0FBlevZyl5e9+O2ta2Yvuc63ZK1XugP4dDZ+fmtsBRZl6LW/B46piqjtrY1HbNzxfPogKw3MGRbY0WGW/tOzPSej9xKifAA9KJvmO3fVwoxedq8Oxzkv4Ngwu4Zy7+bcwjLzZ27Or7KfZPxyFe+3pg91lhbX/7freSmvuAFn1so/tXtx/dozzezSNSeAEfroU9jzrOOm7nC+T5CfNXzpifrXj6hRVf/LduDOzNvjbsxry+zy1/36dw98oF0/Omb9WqWSJVInCuPzZxtMnA5eVUi6xIyZTGSF23awVDU9ChaVtTghyPPeUWu09Vl5pQtajEhriXfGTQ1FTjqqwGQC46AmMNmLi0X9MEHJOfNHUMpiYj0ACsNfeUQg0klFnTcbXMAFwwYQAwypx6H6fkNbk5Aw+rm1Q14MuyGfDEpxkFHCDLdQxbRLOVndXxc+CvMX8agCapa18PBOD1+iJDZO6giHWzUiAxCI7dm2q5dGZU2+eUaiOtrDLfeiwDVm27jP69WgwWC/fMJiId6BIB07amfV2rjo/2iRcwkoASA2tKl+YwkOLSpXxtVSsJAFmItQ0Mspp6FfjeYE2pFvmIGRH4WQO2rL6xycVvE8bfouhVF82pnkT6NWeNvEj1ksS8rGzh+jkwOQKBIwsglfX5m/dLPEbb1wqkrOF5A3zwVpTq7Fn0SPB4RlMvDxrQ10wFU6rFQzKlN9N76/4BU85I90esd1+Pj/7qBZ//tz+Hb/4TNw3szT7YdgOv72Nbf+d3AwCmZxefCguowVkPpxqdzcBVV/iqhWTTJOn8m00jwCNDGTVy6wq5O247bEEJxQCAVWZS0AjUYOy1gztjQNiFCmxdjdof3hYApslLEXSSWNYapGUpt1a3T9Rudna1HYcqY0kpKJDOFK9hUtNzl5qZQKQXJXBuxZR8AegcJr7IKjnw3wAt0NlWO2cGkmufQBlMjRYM/BlrjNcVgKbS2oIABjjOIoBli8yWHiu6bmOf+djBHHsWgQfQNKuTB86cM/Ry6WPJKeCAnumhFKCQLIalJ9wWM80OwAagqs8siG1jmYGea2NQDdi457xKL2Sa4AqP8Djpok4tyT7A5HPYS1GnbTC7audcNve69SXe09H22Mv4/2PtjNqNkoHI2FPbLh1gfBfFc+GxibIW/T5qcXNGKaUvdgGUCZAVbtFfrzndbw8nyPmCu6d3OH/jHT76a+stjdb7zN7reV7fi3YDr+9Tk5c+jrRkpPsF6eFcgZRWzXo4mc6Vq2VxSiwAKMqcqWvZ8mYScA0gt1wa87aiM0+tLTnMkMOhFhAwkEMuQ6BPfPxCrxvU36kVIiB3YFnX6tZtOtUIbFkX54K42gTR02sVm1zFgDRFcVuADrYTYgIKNHMAPAPY+i4lVcZV2c6VQIme81R/8jS3so+NedXvVG6g53NZG/ClRYK6o0tIY8VYsKx1H+2DSA8YUxDC7GBkWSPrZwyiBp0FJm8DepnBy1sAGr/TvLoMIhgEBlbUNIADBotzeG6204UM0IGrnhPaoqllwjBWvu1n/QX2XcftnndV4aapSwSYjeV7X8czMHNFq0cs8NeaFgkuY0dYbBQNyCyly2SUweZFoWaeGNnefREXlTEf8R6YjG0V77YfBmnFtlTryvfnCMBGTax+BtjnTle7x/LSfSc29tRPXZTFPowW3DEwk40DaNs2ZZogaKC1pa8ry1IXuSJ2D09feBVPTk9x+oc+go/+asYX/sjn8E1/8gZgb/bBtBt4fZ/a+WNPcPzyqUeoA/VFeb70iVJBJjNWgSXtTEL2YNba3JnQGOxKgqTGSqgL1mUdqC7MwuCJWWA2npQCuC0MEHKp6ahG7lU7bgMA7NrkvKT2W/WPTePIE5AyIcq0qotYTfOvltL1q63ogAFkoILalFrRgnpuhWQQZZpQ5lSvZ3DVi7FdGqGeahqnUQAUT77M4ug5sduZJ995am5WklbsuTkVKKtsgVm10cTNbfCkr59xGV0NHuJFTjw/bAGOsWIp1fGi42+Aq15PoAMOvfd50WbaY3pmeCHgOkDnPk+eGdPnUQOXWErD7eu9FFMyxQVeGwdblOmx91zxuj2lALOWuE2+7yKAjP8zw46t98XvS+xrOK6TdbT/h0Fa8Zls7wiXRou/39PwWnsZyAlcccxsdM+F99AuwA7vHgP0PLZ757TpYja5izKyPlAuU0Bg9RLIM8H82h2Wjxzwoc/nWxqt94HVCluD++lmV+0GXt+Hdv7BT+Puiw9ID023uBbI6Qxwiih1IzbgEqUCJTeWkv43I2BaBpNSyQWikf5Wj30ycFBOJ7/DCge0yvns3YmcLD/mk9WI3MuCjYUXvtOkjSYKTXp/d+yMW0WBFcBajfkGBHRyWNaaXcCOl3o/G2Na2iQoa7G/ca7nUFQ3m1KVFxS4ia5E1ysAKyEbmZtYVYrzVC4E+Bj4s7bUgHh2E3I9HrPtxY9vYFlt0cGsX3T7GzgNFbXcd8xetX4xCxgn9QFDvNFH0jGk3ZcAevYLLk1L3gG938xbsRAoP9MxODpf97PDe4BhhR7adiLJL6bUokt/xOwGprOcz2OWMJr2lyvCNc35cJw37OUOoGXj8bD7QLqEQI8Rg6WabT7bYz9DH3f3i8eOAFr8WLp+82I4AmigMevFy3vMmxVyXSN4ENr5RylUZJ71fwawliEFQM/IkTsTPE3As+eYPw+ky0eQzgfMDwd8+V99Gd/wZ25ZCG72wbIb3H+f2cMPfwaH15cKNlRfeb4Ap/OAeamT00jjKkmGAJVZ1zLSxbJZntEO+oZMaqYXt+oGy3bi30wwenwFuPwDjF2TPCErYGMAdWgVuQ4zcHfXwROnR1rXICMg0HeYUe5mlDm5H22/HKbKqKaEcqzVtZTdkULA1sZQILmmNROaKKWUqmHWc3LBIsFdGcdionM+Hnq0/OGwnZB1XzaLnqdjckCT25aOzxHvOpmK9OwGkWFteVU596iTMMS+8ef0vebkNMDN1+0wNznL7Pd3bfb7zgUyOvd88ufHRvf4JiWbjqcCY0vXtPPq5cVTbZDkCCrZyD5jSNvPsZZ83fR45Pp2zwkflxd/+mPnGbbXc+fzvGaBZd21FwHk2o5e8+h9edF+RTY4Mu2jILb2W7MWuHEHAdGcfTaV1j9bZNO9HUvXxv9HgN/6qvepvnsfTkivvI50zji8esHdlzOe/wuf3R+Dm93sfWg35vV9ZM9/72fw5IsX07nW7AJLZVx1giulJvcHKlg0ZiwwpdCPt8C1Tm6D7UcTLrvvlMEDbHIsy2LVt2obA7eyuafL+LglozKk4bjWcQrqigAl566nFKk6xA89bW0klHnqacWUrZkm4EAAuZQKUA89vZJpVIHKFCYA86G6/tdSZcMruzErEJAmzFcZQf0cHbiupfYnlojV71WLmRpjzFkXRChZPu17PPSxlQQgN3kESzva/8rI8gRcSpWjAOA0STY+gzr2oiVe+XrlUgNQYpAXAb8OJNHHZ3QMNgbk6h4/BvBbSpdMKIOlILGUPl6lF7vY5CCN8gk6L6fR5ueLx4uucUH2z4L2KYJVBDBD527sXIyMZwZcmb21lk5Ggr8u0aJ7O0oYRhKAmB1D+zAK2KN+A55ldOe3x5jSZ66y1gjw7qX4q53o77Ooi+UMBTG3sQUiNtkBeYs2/WHvil5Dvh4seeBzbwsRl9daTe8Nfc+p54A9GK1a4vyF11CeHvGh+wXnf+AJ8u/4LqSf/oXtWNzsXbfV8/g3ewG7gdf3iT370c/i+OqCdFoh61pTKp0uNauA2pq7S5KB68jYnUkv8g3bOgCurgqRfRiAGrmWLQBL3dUjJoTBleYyjVkPdiYpngB7+UViXzXh92Hu6bamqQLXyLQ0jai5+BWkTpMVFnC2liobSAka6FUETXfZtK+5loctc5vkGoNXRPorq7SqaG38jKWNxxtOxI2Z1TGWBEi7PgbqS9eoYgpgoMtHOvtEUoO1p0eyZOqU0sdc43xtIhOpkfFtfxEtX9snc3Wr1zHKgI5OA00dVCqwaX1TcJubTEMj8FPqgDXqd6N7vvXfAWtmigEHoKXpjoe5OTcppui3HjMyabb4C+xmKbusnMvUsWd2HVtJWJYLRLA56he3Uwdh+53QdWIpCu830szCA1lnI7c/g0z2UoTx6X0OgNP1OcoySn9+RrIBBavksXKfcx+nLfi8Fli4xzSzdMDO00l9cn0v8f2udrkA5/p+k8OE4ysPePiWp7gbHulmN3v/2Q28vg/s9d//Wdy9smB6WJFOl+pOfjgDpxOxNFRqkAOhRrlbMWBXga3LX02TZI/YCdBLlfb3bEru2Qm4DZtQdLKIE1z2n3GA0tTLN2rQljBzxX8DDeDdtQm6AJIh5zA2a0Y5zMDdbEFXtV/S/wYsS0ApgJaAtVRZ2vWUKntbCpClB2zNyYBxH0sAysi2gKOSApBhl7j9L75AwWhRwJMdB3dIqQdeaXwcoE0e4CibqwsQdFaxM6bkfh8UuRCZ3fE2wC/XqmkivUyr9shApW2bsZnI27XdpDMCujaYg6BK6cFUKz0XPI4acMOmQDDqVIFt1D49k2YjplFBKLO89cQ3xxjlJ3XGnzW9q1tgjJ7z+DmDfaDfDzqOkZ0dGV8janvIKOp5tX5LSigSPCKAB7DsceHzGLn5N+e7XZQr8NyMuQZJ8t8jOZUuwIs4b1MMStsYPVPxGd6ws7G9ptsvaF44Lmxw/wBcFqRSUD78BE/+PnD+3Z/G4X/5a+N+3OxdsQLcUmW9CbuB1/e4nf65lzDfZ0znjHSpDJ6sBZbiKSUqO4nqqjfANmY1HLtqgQs7DMie0SRi4HGeTdMqKQX9IDGDcYKJIHWkGeTftlvugJX0tnI81m21LKu6iJWd1AIDS0tDpf+zu52CpTSgSrRilgVnobKppWYasGwD6rLW4KOjVtVC36aUCpCnqTG85DI09jNB1hUFCTKjj52WkdX/FZAx4OG0RfrZPFW2V9vIxIKXyhT3axCAlB4HMBAsmPz11LYaw+x0w3rOBL6NOYygW/dp95Seg2CqbOdl8SBU3dm5dG0rV9ACqnSkaZGRc9WI241ELN6onDAzrEC4dxkoPc6k2UKP2UrAA8LR2NP+mwA1/ZM1yvw3mCH2IMj2uQZI+T6LNvqMtx8xvO2ed8bPMvo7pX43GM8oFQLoXsD+ftfec/E+tPMYLbipLecd8mBzWKXrmsSBNbHxvlRJTiyfXUr30Gj/2j0rLdOBiECOM46vPOD1H/0sPvwX//f9cbjZzd4HdgOv72Er3/tJSAamc64VtE4r5PX7HpylQRsaYKSRvAomCJjWDAEyBq57Fss+MqsFkEsPPhKWvy8ZmOcKVM4XGECyrAKrYw4V0Did7GZgyrbaDX9mLsYOtiwYaM2mCbPjNjBUDnPTWpZe6QqAnBY/QWYN1KoMLWaVDNS+lMZQ5nmClAZ60U5dtymNpywFJUsFxLmNJaQVOcgoaYKkUtPpZvTcjjZJEcsY3faWv7dPdAL05PrORZq6R1h1r+xaZ61dNJeporU5zz43Ku+rjFEAp1Y9iJhQBrK6jbK8Wn3IHTuCVpZSKHA8X/r5RcCjTeWgy40WWf0XMAmA0iwGobnCE+3PAXAdAiOn/e5MuLVHIFW4epgef8D07tpe8BsXMdDP2ZjlZe2m0GJ4zf49xQvfHeC6K6Hg67in4Z+6a3+4OFAG2FLD0b4sc+IYgNFYhnHdLEbo+Nwfd615QQp0r4N+Rqm1AKDc30MuFyQR5K97gg//nXu8+gdfxkf/y1sGgpu9f+0GXt/Ddv7YEfPzFdP9inRf61jj4dRB67LUF+myeNA6mHSHwHUQuLXJ8Tpy5dM+VrAAoOCwFYW/X5YKWfnYUeMaSoxugjqCi7kIvdBb2it76RsgSZ2pAHxQTOun9SmXvh9PDjmTdo5ch3oqpUV8O1d1HcO0tDE1DSSqHk46oBWTfbTjrXU70QCvtdB1JRBik+raFwCm1Wz6z3XA8JXi75MNA6bfD4Abu9tN07pCGFzodgTAymVpOVilgtoIaghQaWCRMZ+RpddrxeM9z56FVRDlznkFLgTKr4HPKHsYyQMCI3rNdkEIX0Pu/067e8dxem+nASbWUM833tvRaKEyZGZHY8CAsWlqhymsIus4YiFtrFkakWHBUUD1YIz6ngtcQFrIpiKJi1uIB5wR/EZvAveN+7XTh90UXjxW7dnwi4y+uC+P3GNO6z9aHAItnVZBwQK5f0AqBfnugI/82gPuf+QzePo//Oz2HG72Dtstz+ubsRt4fY/a+YdegiwF0/MF6bRAXruvjKEFZGUDGj01C7FobJF50M/obwdaw/4S3Wn8+ZVjcR5ZLAsxcdTPJKg+cfj9eBLlSYVSTbkciCBmKwaUqdbRdLDF57zUfi9tTA4NYOmkPYnbvqRkbGuRhHycUQ4NoEyCPFdNq1yq1KOom71JA9JltUAwlSRYYNelVfBpk1E5pA62dHyW7AGVjmNOXtfKLBhPnoUWMRqsNWLaRi7f0idXF8BlfRE/8TMAUOB2OHgg3n5katq9QUCXSRVy6pkgDoct+6dgVo+pz0tk5Pg+4X1zBqTUKmqaIUFzGjN+ILf+ULuJATPKYzhi5cTf2/ZxZBnDfhtAzIzy6Bij9rjd9uzZc2jPHpdYzlupAZ/mKIiKr2eS7f8BHNrid0fTbeCN78mdtvQdtvcu27SrDD+/d+L9He8fEdt/NPYjRtXANqcA5La4YuC1vqrpNeKyxG0hXFAZ2PkwY/nYh/Dki2ecf+DTOP6lmwb2Zu8/u4HX96A9/J6XkM4F8/MF07NzlQqcz722em7BWcq4qvFLm1+Ea2cfzKLG9IqUYC8PbPtyv434/yDdjbrYNhG1xP7sTdoQMWDrgKtusza3dNvWTXKlVOCm/zMrrS/9KfW8rLm10QI6ymHq1bKSoCRBPiZILkjnqjWTpbG56MyrVURTlhVowVyClqag6Wilyw2AJiNo58+AVPsEVECtbY+Aqxu7dr0yTXy2qFD2cgBOpLNUlhlAFw/TBCuNShkGLBBrAZDypq1+Xxcry1pKZ9qt0AADv+OxlXdVV3uucgg1C07KHdBHeYMaLw7471Hgj96bgaF0bbH7m4euAQ0XNa670QJsVxrwRl35yvbr+fKzwbICPT/+Tgs6RHDJz9Eo8Gxw3pvxHL1DBjFkGy+QRvvzcUYMaWyHqgiGA7j30G7/bXve1i+sNgsIvT8IxDqt6jULfbH7Py4mqa8qtbJnCdjKfdZcGdhXvoLpMCE/PeAA4P6f/wye/vc3BvbdtHxLlfWG7QZe32P2/Pd+BvOp4PD6pYKgV5934AoAy1oBAVeqYTdwzF24rh187gHUF9XAYgtkY6Uubs+YE/0sRvayu053ZTCKwK4E8OsmetbOUYR0WZbeB8f85d5nnjh1IjWAIdikq5IGLGegIFWNbC5I59xAawYKLEWWTmJyrhNLzSjQ2TG5tA4wWCWAoNKBkhJkIRdznJx0smwTlQNkfH/ktQN3vh6B4e1jTSBWdcAx+l9dsionwCAQy9yjuffVMhdoIQ3pfVGgXLLpgzFNlVlV4Bpd+u2ed7pdBvHaroS+tL/tHEZ6Ufe85W16MDUGVIHdjBKCEgDJNf3jHqhyOWCj9ny0cGGLuWyFzpuBOjoIGwWRjfrujruXAeCRnNNxG6ez1//jteqNjM7YG72Hht+xRv8RkFy7ShW2gO39JlQkgu+N2LbzCvkx1+O4fUuuknq3eO8eK823DZFaMfDZA1LOQAYOrw/Sn93sZu9xu4HX95B95V9+GU9eWTG/XhnX9JUGXAmclJKBy+InTnbDM0hk4KrG+VpJAzZ80ROoNc1ssAhcNxNQDGyI6bJ2bJMDMbI2Ip2V4OhcDgSJk2lKPTk/0IMwDodx/lljMNr/musVqJWzdJuoJxWpc32m/peaWQBz6hH/ALRIAYAuFyjFWFljanOBIFMJVzonZVnnaSuJWAKllQSYj+24yTAJhMZ7WT2YYVCrGSY4k4SOpW7vWP9c2W+nGc6mDXTeAmYK9X8NtgNqsQXNGBC1nHoNlqUHpCnwYnev7sMpnxrANTDO/dD+McDTfWK77TohySYAKP69WXjpZRhIEHghx5+7zxwQYm9MeK4dW5o8i8wgmKUCel4M4K1yF/V9L1vAyDjwqei57LwXRlInW8AJNqCVj+HOfcfDNGKER5/xc7UrpVKJAzGvEahq//U3k7YqI9oZv/3grXCvTRPK5WKsrZCXoySB3D/UBXdKOLwqOP3QSzj+zz83PKeb3ey9aDfw+h6x8w9+GnevZhxeq4UI0lee+3Q+OuGfL8NVtwVohAwDZvTiN1D5GOMqPFkOJogXqNY1tAEQrQ2EY0RNXNt2U03LdGi5f2Yd0UmyePcxv/R1EqR2y5HSa+mE3P4vxm6WnipLGY4kFqBlwVZ6Og3wSs69IIGyi8Qam0Rg7duUls7LAG4bE8sZq6A2SQfHLAOYE1yCeZ00N4uX3FOHMSDlyZf01g68NeDKif5lnn1uWpYVqE0JUqRyXDm0pVkL2NWu4F5Z1b2sAFF7OAJ1bTxdgBYDjuyv4SboaXNMacPZ78s9ZnIjl3Ff+n2vWuwH95cXc/xdZJ8V0LPLObYZF4aqJb/mZo/P9Oi9wIvua++ka/mMge2+cVwSYAU6YhGUF1hQb9qM5zYCquEZGVXT4mszYq/3FjAb08BN1izbuyJRzuFcM26IQC5HyHnB4StnnH/w0zj+xE3/+k5bfZ294P13M7MbeH0v2Gc/AcnA8ZUz5tdOSK88g2kRl6VXzmKpQEwl01hWx5BeTfXTwO1eYYAQ0OUsah3pxR9Ba9X47bgAFUyxa23kug6ask01rei+Vdfp1PspSWqmhhiRzS93ZQ1zBZ5lwrY/pbTqV7XUplbh0jStukWE4ZMAACAASURBVL00d6wC0TIJ0nnp35NEoFbayh2Ysgv/EB7R9n2Zp87YKLkqQiA6VaYWNOHnBkA4CMoxa+2aC3ryfjZ2q7NrUq+NJkxP2bSr1uc2oVo2iZRr3lbAqsKJpBqMFfsnlclEmjzg0j5H5lMZ6Ogy3wls2pwTyU5GBQd2swaQXUtpZayabIHuHpDZrSIF+IAd90Xpi73RM8b5oSO4jUFAug0zznGcRotPtpF73z5TwJn2t9XPmbXkY4R9eVxNO++e5cH7kb0tm+wC/prFwgEb3T3ff7xfvF7hurv7SZ9nlVO1tu34qr+lc4rSK7foaIu4sq6Q0xm4f7DXiGQgf9+nkP63v74dl5vd7D1mN/D6HrD7b32Cuy+eMZ1WpFfv60s1l5pdoFXOKpeLX8UHjakCVseQDtxtEWgWzrNK7V3Vi8WMAtSe60NrZ1dKECOP2RxrXLZuNAIxXCfcTWyjySdWEWKg1MCfIFcQmNEYprZ5zkCRKh1QRlSkzh2tb5IBuVQgKms/nuTK1FqBgNKP2yUExbvAG+jgilxlTt2lHeZeCy6ziTBMbGwxlVQSGCuVA8Omv3PpGklmjhjEKPNK2lEBLxLa4oDlKww6WCvKYEsBrDte6zODMDuvAWOq56r9vgZc9e8dYHYtB3EEs8NtGbjiCgClNjbu4iadsSYjwztgZIdMbwRL8XnjY28AYHHjs1vydE//HI1lABHk5u3YbsAbmQOU3KdR9hU+Hz32SJKQsBn3XYtSFdD4sHZXJTS8T7z3Wxv6rtvk/d3ogstmVPheE40HaAt6OUxIpwXLh55geunjKD/3i4+f381u9i7aDby+y/bww5/B3ZculXF97aGlw1rr71xzuZaWVF+mqeYFvOKq33Xvg4BrY1Y12Mryv0oaA9k9I2Cq2tcIXN1xqS8bF98V3ZoVLBjo64b5D49HV7nJsYBa/lFB9+TPV0GilYDVSSS1zAMhUlw1qXKp26bLWgOzlHVV/aXqNFWTutIkxqwoYNWzONOBHrvMySQHmmbLGMSUKhvcKosVEYiyzw2UI81BNtGO4Zh8AgQc0ATUKmrN7W+udpIQcCCX5XbVybRdEzlQBghmwoGeMUHHeZ4q43rXEuqrHpcndR6HnHsRAv6MxomzILh8tCMd6WPazZEFgOwWacyIke3ez9TWUC/Lm4Ygob0UXvq3LTwHAN2VcGXwNxqnsB/QmcKhTQGUAdhUxYrAVQSYtsn/N6CfpUg8npGhfUwuEDOQWHaO1Pth7e2w1pG5Z2Bsz054/02y3daxwB6USkr1/xXkCfPkg7K9fE1UD1tO57rQBiCXAw4ilvbvZu+c3fK8vnG7gdd30S6/63twfOWMdM5Iz88OuGrVLGZcGbiOQOowoCqyoQRc9/ahBl/oPFzgV//QHf9qm8y2KTvaJhadYF1S+qApsyhaNOBacg9iEoHpXYH6/0x5XCOI0/4AddKYGyN76MFagBBLi866tvKxlj1Ag6j49Bs4EwWwUwvgUrbzMJs2tkwTZF1ruVUFsymhNLmCShacW5ILE7RprvC5sY5V+6DyBAUwuaAiZgXdqTPQpUBaSi9RnZZ0zagB2iQV5Ko0QK8JX+/IjOqxFGSaG5Ze7E7vzMC77bPUhYNJSa4BTwK4DHK4jOtQo8j/6/mwpcE2V+wqi0vHjNkJ2OsRgWtsN4JeJyVobY40uS/cV3Smc5PebmQErnfT/en/3JcXZV713DQQM143lkLwPmoxCFb/dgtxGd9j/D8H+Y1sk15wAN4jIUDMrL13kwBrJzBEJU9RYuG8d+1du07A/QOwrkiTIKc7rDf5wM3e43YDr++iTeeM+dkF6fUH4FktQqAsqwVm8Ut4FIQFeCaBbKhFDZG9jnXlNh+zUTBXeBGPgrZc+iwX8EUFBPQQowlG8x3qNprHVQE+M2oKQFpOXDkeOsABGkg+duaQQZAIgESlXUuf8EupAUMJjl3ZBFoBPdpf2TB1feukuqz1syTAVPsnS0aZWmotYqkqo7pUPa4yUYBlJkgKZoGun13WDrDP7d6KKZzWR8CTaogZlEQGU03BBjOz/H8uKKUXDhBeuMwz8OSuT64p+cA5GkcGnqLjyYyXiMuL7FJ6McOsgTDBHR51qZsxAToI54UX22hhqPcjgTcHSmWQAo63oc92I89jP15QPrCr43wEhMd93DUagf0BuHapomIgZ+i7O7WUUEb9a2y/+1ufveb63x2veN12JFTswh+Z6P2VlXDI4R5ri5Ak/T2Yw3uY3pH13dnZ30JeA23HSIlWqc4YbX236qIeQEErw91SMcr5AplnTK3KX/7eT0L+yt8YntvN3jorEORbwNYbtht4fZfs9M++hLsvnZGenYDTpbOuDUi5F10hN5PaIK+q2gY07gBTx8buGINNBzz3jIBr3H5X0jDqb5LtBMt6xxGw4ACugUbPEutrdNXx6JPc62+TULTzZkY4w3SrZW7MqO7rJl/ZalhdX9txAzNrUgWgAldNmbUsLsWWlFJPS/tTSDawFg9I9ZxYN+ikFPAptXScRTxwLb5dA647wTWOGSy562XVUuqAYp5ryjKVacxTl2nomCTUcaVFRA2sKxC0z9IErJd+jnoc7b+On6RWOauNCbt4mU0bgK64yNoYjwngFgvXXPkR1PH4+Z0GjBq3sQHYdJwB0GN5wLCU7QiYx75f6yMDp71tIyu/ZwEM75eJFd/WiOkdsbh7Czl6dkaFJJznSbdZW7W8sOCOtsmHXRt1/7OnTFIGRmBHEiTlzXvW9Y2/W2ulP81LW85nyPN74OkTpPNcs6J8/Ldh/cX/e7fvN7vZu2U38Pou2PkHPo27L50xfeU58Py+psRaVp9RYCWwEbWkIwug0T7emwCjDdr1L0zBbtYAS03j2diNZCH2N+jThgFWuVRmhScN+t9N4qYpncLkpUCyVXqSqWtQ1ZbVn9OUKoCaUw200tRMPLbKZGoVp0RR7pHZkT45m3Rg9L013gohaNtrS9RPE68stZ81s0Dfr0zoYA4qT6D7gDMOlLwFGvz/APjVzQhg2XXs7KZtx+Ce2+MIez1uXoGSTEoBwMYKAGl94fPkoi4wpIHe+vlaz50Bu2Y1mCafpzYJkOH0t5t8m5FBjO5tvjf0/EnuYPcqZ11gUBflHwNGb7fkqm4/SotFOlt250fGNYLh+N64Bn57Q+F5HjGaaf/8APR0dvQ8bHSu10DzwAvg3hV8bsSCx4XZBkRSe1eZZv28tVtye2713iLj92N8R0riY+wwy4+lOhxUJdu859dW3ECB/evPIOtan6UPP0E5TEjf/Z3I/8cvjY9xs5u9S3YDr++wyfd8HMevnJFOC+T+bAE9lkLoGnAFnBvJfTY6lqu048GmW43vAOKrAWCPyAt2ixpotgHWMY4mfsAmOw3YGibuLqRRdKyJhJd2A7xcLjYXD3ZEOut7PFDwUAHOecuiGvDKvSpXzhUkcTlTTsOFztzaZJhSDyRTmULIEVvHKIy5ApAElCymzwUDIx5L7eueRMQ0rwR2OeJexACqrPD5Wwfaw00hA21Pf1MpWBvVVvlLZrSKYrmPYxsbKVQCk4s5xHvDJZVPld1dVyC3gDNoCdligWhdvlLPWzBgR68xiVGSgcC2xoVA1FDq2I2yAuyUCB3tv9ce/+9AYbTIbF4BokNmdvSc6H7TFQBL244kEcOKY3z80fjze3BvjIzZb32M79TB9bagNl3oxEwm2vWcIW1BVDgzhrUjW/mW7Vv8Nujsaw+W3WmvbtylCPXLQfpCkpFME8r5ArlcIOcZZTog391gwtttt/Kwb9xud+U7aPKZ3471bsLhS88rcD3VH9VkGnAFKKdkAB07Old9YW10VBFoviBwdf3eKf9q/QA2YHW3clcDrsZ+qRHjYiySRsrrJNUAX2SFbBLW7abJXsIujZO2odpXBZqlODd+Ocxda7qWWpI1AknLFqDMTa7V0BhAz7NnoQqBWaACt7sZ5Th3Bk3ZofPS3ew6Tjq+y1L7ezwaQ1tSgjxcPMg1tipICHT47B4i4Mnudp1oGTDp+cyTD0aJLuZSumt+pT6FcdwUB1gWYAGAI0QEhfKBCWlXyzx55pp1y5YjmTSBFMDl0mMpw0vZKXqbBJQiMJkGk038jOQqu25r9iIEc8Bu4EG5VvzAfR6ZfQKCe0nvdyvcsUUAO2wo7DdgLzfvgrbfhkmmc3HnPGJq7Z/Odtfj0z2LKwzwyDTyv7Wri+kR420ZUkIfZZrqosm9gvXZStvPHvu/ZJQVGMmzzPt1xasGNG0sSg+iXJYag7GskPmjSCLIn/sk8Fdv+tebvXfsBl7fQVufzJhffYA8P9XgmXMDriwVIEC6SWE1AqPwL67N/1HnupNPcqRnvfbyawdy2+4d0/UrtYk61dylLjKZJ6DRy9+a9xOPA7PNjV0uPsWYM2X9FNQAVW/ZALSUUicEA0N561LkSTmWYFUgvCxjVtw0rQ34L7nrWdfVp9jiiTuh6XmlAuNS7NhyWVyWhsoqp32mTrfTrpv2t+mFFbgyS7ijfexpxzroHbKuG/Yu9/Kvej1YA7xmRyuVOVmwmgHXmGlgDfeMLVLWfu9zoAsVs7DsFCMws+fOZ5fxaHxyBwUjfau2ufk8thNST/kcn7Qtgapdu8LIjnLJXm1rxKTy/aK2o2O1hcGedndHw7vbVvPQbED5YyCd269faKPjc4h9AiyFlktLNZKccLslu4X/MEZgVDgmtLOVHXimNrY99MDk5o1oi0gBIK89Bz70tJ7Xy58Afub/xM3eWivALWDrTdgNvL5Dtv7O78bxi88hzx5qpadlMWbQdIEqzrfJNQAm1pa2/4cZBQZu4ceCrUbfXQ3Ouqaz0uPFAgZWLWmbRSBqAlHKFihEV1eItjUAdFl94QKgA1YGlkAFgcdjBU060ai+VJmINdeAOnX9rwQayMXsjmX/r30/PecsxvxJ28ZqxCtoVUbYItob+62BVhwklmn7qVT9ZppaTtS4MGj7pgJcaGxzpp/OiIqkzrLGYCtOt8S/U4JkyiqgXgTNQ0n3gaiERK89X8fSWG89h6U0l79YP20hQSDRSROAuojhYDEGEW3xCHQmchSsdLXca1xkXAvmYhuxiHGTEBhkTPEIoCqwi8dPsu2jthfauubGDx3rf9tjSMfYA58ByNnidcPwht8qB5hkN/2VnUcuXcfJ94P2h66tA9xx3EbSAe3LUIYTFuPMqot0nXNsww4nQ3JCvyt58M4dVglLG+Aa/+Z9S05EUrR8w7rwf34PWdb6+Ke7vZInN7vZO2438PoOWP7+T2F+du7A9XKpOVsZfHFaoSRbtzu/SAm4blJPBRtpplw7I7umad0rMhCkBEqYOQAc3G4AsaIcwJNSr0x1OHRmGhiyOiXnut3ORK/tbxhakZ6ayRor/Xei7eepnmvma/bIq1xBK7fPUf5AZ21N16mAL28DLaQxok5/1wKmpkRs6tpB3aKTJTpLybo7mrQdYLVxC+BD/z5fqvyCNbFt4i7KgAZQaHrjw9wB7JO7HpSm563/j+5XDvQruYN9ALispDsmNnwPuKo1FlvmuXoGTBKSt6CdtMBDl3Mug2dnGjOGO2zuNQmBA0Aj23PvAz4BvogHVKovp+fQAeQI2GpH+98xMIzOz4FTOjafq8tXuitRwOZYPDZ27DRgkNVMJ556cJ6yv3zsWPXN9hd/jWO2lADg+T3kWOaQ1SBmG7hWpbAfy287IjI2HrFrlRMB/25ZV5QzKgP7cEESweX7P4X0U7f8rzd79+0GXt8BkyVDTmurmpUdcC2k41N7rFQkM64vkk3gLQGue0Fhse1rAHpCf7EnAUARuMZOtu+VKY0RuiExu6TUgSjr2ZThJa0Z5slrB/X/EWOUUtdFJoFF7WY6B2Z8XSelZx/Qc+UxmhsrGmQiTo5QGoN6PPh9WZ+aJh+UxKZAVcciTV0/ywDCzq/0SmRJIDL3cdAf3d4mejpG6v2our4+lo7vS00mwNdNxINNbWu5+HFOCUAmAFE8Y6zXfp7rm01Z83htmBHU6z+6TtqeC5qq/dfMINa/DcNIbl5tk5i7ved2BMj0GJuURwoydoJ97Jz0vINt3jO5dD30yCxzA8sciKEGPZN0DvZ9dKFHmVDU4u+57IOxXKDvPlgMKGNPCxL10JhMafSaiwtwPu8BA2zHDItixzLzWF6LOxhd053td71rI+mZe+c0xpXPceqZEsoZkNMZcpgx3S84/cCncfxLf22/zzd7w3arsPXG7QZe32bL3/cpHF65r6zrZUE5nWo+PWUJwuRa1nXjco/mmNbRi3WQG3DQyPYluKOn8h3M2+/25A16bA4sm6ZaLEAnkMPcX/LzbLrFQmCoHq5PiK7qVmP0XDnK1CcWkQbw5hmWVxSoYEkIgCmIYgAdda4rOmhSYOfAuHa2uf/UHb6sHWTmUvOQGmCi4KgIQo+HrmPlcVaWlXWqLAVgdtVYycb282faV83ooHlw7RxoQcBMcxt3+2xZ6jmqXlUZp1J6dPWe/OPh5M9Zr4VqeiWAA2mTvgY5tj5zyVrR+56BOp23S7fW/q8Mf2N8tdhEu0fL5RJc9osHk8oKijS3vS509sFXlCYMS8ZGDWm0yIRG42NumPwy3HZTgStazBIS+hulQLv9F8/y6me1L8AmxVMAgsMI/9D2UAKxE+z5KGEQbbQooAWFC9JrWS5cn64cz96ZIyONK3verlZKjO+Pkv1ioTG76vGrEoLGzLeFoZxO9dp/5AmOr16QbxW4bvYu2w28vo22/s7vxvzaGXK6tFyuC3BZHJtSf/t0WKMArKE8YARcoU1eeZn1hnmH7Xcv4GbaS4flXsDKFE/JTx5Pn/S/Y0Q/ly4V6QxJSB0kh9lPPMqO8v/TVEGyMn1rBkQnEdLPMVBi4Kosbi4VIDL7GiexUjxwZSZVgaikio+Z6Qvna5kKDofOIHL6Ld1vzcClAV/VsBoLGSpgaV8vceKcKiCrf/b+qsVsAqOJV5lYzrCQNSWVupZTB58JfQGgx1AvRJIKajUwTfd1x6ttucpdLfVVEWJlGYSxq1oIZKhp33hB04CS6XUZAAcm1YBJZL/0OtO9cjVNlV6CkRZz5L4f7wxXrYkZ4L1+Af15G7Gm+q+CsAHj6Nrhba8BXZYQKUOpi4HRfuH/TcGAwMLWIWiLBb0nghzkhbMOMNsdx41ZWL62GgRJz+Wj9ggja563Ha+a6lgfy7Vd36tECOhcI8VV9yut+lZ6OGM9PMH6ZNqLm7vZG7Vyq7D1ZuwGXt8mm77z2yCvnZHuT8BrzypLdP/gX5AN4G1W2ju5/uiD8WTUvtstIRv337M9nW3sw2C/DXBFY1sPc2M/G5v39Gl/2Ss4Y1DP+IjBB7F/Mdm83B0d26fM7FDTOs9VvzpJdx0rgGLGL07Qyq4pu6qufgaeOmy6/5q7i5DPmcfSQHTyIFWZy+ZqL4e5ZhZIqDKUpi0tl0tnhTWCPwkkHfqx1lyBXtRxko7SBd0AQPJ5KU2rqvtzQBXQP9exnytOL8tiwKGUXAsszPDXHOhSDq3sZQeWLoFQm+q2siwVuDLw5HOLIHGwGCqXi2NpNSOG+18Tzw+qqjnmnxhE86BMHUBFcDWsuhVBKz/zBqBoERtlBAO2bbMgjXIGbSsy8wPjwDbHIg+eVQaGseDALoCPn+v9SUF/I2bVpa0KTPsGwL6IORBK7HVcoFw7p7Zw9QulR+QCe98FvfGuVw3XCYyoky1rKxWbKcPMin5/Xy7A67lKB9r5Xn7X9+Dwkz+/fw43u9nbaLfF09tkyzc8RTpdIM9O9cV1OgNAd8dpfelRNOhOtOmu0QT1KHAd/b/32WPbhP856KDrXBtwPR7a34cKXO8OwDTVYgCHVhpU2btcXJCNSQVK6e5/wLGKcujrMGnA1oEJDSDKpQGk1I7ZAOXSNMkKGgr9qFZUJ3bO8aoBRrm5nJPU85mnvr0ejzMdPLR0aZkmNDvv0pnawORaMn5lqhW4rrkFcxGoCsyv5VRVOUA7v8IBcRzYROcqDTj1AJ9+fRwIUjepZihoGR5knmug1tyCtdj9rPKZXLZpt+bGmj+5qz86xnoemfoHjEEJSx5KPwcFkRxgtGH3eSwVkLPpPRUXSAS2CgGXPXbP9YU1uGrR2xLZdAWw/A4J2UYckI0/bMH1P+rrntRhzzbjqiB28Jlu64Aunxszw+zZcJ0s279LSFcWAfdjfVdvCi9q+RiDvth11fskl37vX4kPCB242r+6CTGs10BxP9Cm7U1VxOLHuKwr8HCCfPl1pGdnpEtB+d5PPn6sm93sbbAb8/o2WP6+T2H+csvnerk0VqwDMbO9fK2cA9DSSg0m1Dgh7bQ7OsYLyQoea5e1rIFxNQDZXL8iqWo4FdjlgjJPNTAACfLkWAGZArcFxmJYJgEr+0rno5+xW5tZEHYfAx1Iqi1rdbsDXX96mP1kVE/QB5epq561oYcDTDcrgjLVzy1f7GUhwLt6drGNieubHqtkIM0U5CGUSqu55qX4iV7dfgzwVPowtYmoVWySxmBWjXBzJWrFqVwMGBp7rscH+jEA4OkRLqVXKvV8lYFb0aUjJiHIvXIUa5Ybg2xjKm1RcJjbfXLuLKvKI6IEgNi2YcUqu7SjxZwQa8tp1CgqHujazCAv0DaGmQS4ehmwBU98/+4tWkefR2DrzjEyhQPmL9FxWz8isO/b9r9F7//IeseKYLqdZpLQBSdnluAAutZ2HVNm07M9YxvpAQeLRRZYzyGeR1u8jYpRuGAvYHM9nf6WvTb0vRtf6kPJuVfUw3XywrHmTo7F91Z7B9NcMZQVmMdo39tn/clLez+05+l0roqnZw84TILL1z+5GuN3s8etALcKW2/Cbszr22DzayfIslSdq7Jiuuo3Zu0RUMjuvci60ET0wiAU+8CVtVGbPrygRY2r9VNBRMmdVY1J/RNQJqmVrZStjAwVaRxFUy2pjSLPSV7QO1m3KXOqAWHAlkGhiQ5AB5qW/ilvJ+TDoYM61VI24Io5EesbXNvK6JZS75V1bYxq7sdT5nVtIFu3ydmyV1TwPpgwbUzKhgE0ljvsoymDWI5RpQY7E7ICEgWjWvnreKjselL5wOwZUx1n3U/HkK+LMrhzA0HLCtw/9PNWBrXJLjbnKLJxLw+rNu2ZnlvMeOHADz+LedMug+YIhIaHjEB6AzzE/8TvekMekJjWuoG7FhhqVfnUi8E/cQHn+hWYemDMdu5pSdtCqXY7+XebMpxtf/ucF+ytf8zS7jLBkRHl90S0kWZ1oPm1zxvAHwaHhedkGIT7Ai5+t+2IrHCb8HO6Iyug4/LfPD9sChqY9GitEqDzGbJkHL/4HOcf/PTjfb/Zzd5iuzGvb7V99hOQ1+5r+dfzuWv9AEpuryzsjotHA5xG6Vg0V2NLs7SJON3JIPAY4/oiFbJGNtS4at/5hc2TobrQD+27UlAOE7AWyP1UQcthy1CyNMAF6QB93aoT3NQAkdpdA1RAA1uojO9lrSyvMpfKnPK1klQDmUqpR1J9oUanT8nkBwqKZS1VFlBKX8BcQuonDUZSoGYTZwLWpU3Yk2fUlLllgK3ttfFxYKCNieS0BaHKgrHxebXzNAmGMo967FJ85gENhJsnlEkq0zpPtc+6YFlzpWCV3VYm+cldB+yRVdNroXILPecQEe8CiRjIqJ5vlN9Wz/8aG3qY/f1LoNjlRVXGmjTELqI+9otsr9Tr5vrEc1XTILiofbXzDQzfnqQI2LC6zMx3yQwt4qIemYCOMY0RaOuzq4FH+iyorIMWDO5cE2B5c9nrod4V8jLsVhPUAiYEVF0OVmZxr0koRs+g/q3XIZz37nWuHw77OzQmNl4kHiFsa0UP6P89K7lAUINNC1bIRWrg8fP6LD75/ITTTf/6VdktYOuN2w28voVWvveTmF47Q84rcL70ZO0cSPACL6iti8+/QH0+w+J+h4Zce3uZAaixR/sWbZhVwI7bXrDqolbgOk8oc3uJi1R2srTJVydr0hFquhZMLR8ju+wbWNVUSQC6a1q3uTsChxnlMHXGFYCsBASBDk4yGlAj9tskAgmYG4jTXK6qm80Fsi4drHBlJ2ZidMJlMGOBTm1C0fyuOgHqvXS5EMs5GZi0SlVsCgSdJrVNzJJQJnQpgV7P0kAIA1c9f9Vpl1zBhoLZ46GDv3WtC5HUADhQx0izO6jE47J0CYekXko3ETBe6DrrWOp3uTrb7FwksGsKRJRRjsCV/2aAoQCI2bZL31cDWwD4sdH/+W91m0f2/5pMAB6EM2AalXJ1oE6kA9jwLA9dx6CFJm9P950LxNJNojxgD8Txd8x62jXMAKa+MBxdhzY+PNbDQgSD/UYZBKzYAweZYTu2rv9xG5YLxXMOWuQY2KafDbMbPBbE9ZhdA7IWTJsaIzsYu7b/LpDVDBZ67S4XYJ6Rnp1wnORWfetm76jdwOtbZNN3fhvw6qmmIbp/AM5nm/TMBTtgP2LUZ9dPla5nKrKZyIa28+J7kajTr/qlCXT9KekN69fKIFfQVeaEcndAPkxI56X+P9WSojhU13FkTmqUcIHm2KzttTFTRpZ1c0Bn51ogVDn0IC65rDWfp0o5NEep5isVqb8vlJO1FKCs7Xok2Gy+rsBp8ZO0tsWTtrbBxoBW89EqCEqtDS3pytpdXRDYokAoFVg7bgjmkWly7KsM1GoiCTjQ5JUp0EvBo7arrKuC/Cn1imUm20gmc9DiHHIsLYetTqzKtqICXQWtBJhNuqFsKUf5ny9dkqPDmhcvU9Dnry1+HIvPwLYPRF0UWHvZQLPWfzdmTqgvuv1KJX9Z26zXUMQzusRc7ulzN8//CNwagG1ARgHJNO0/4yxRsm16zl6fBaQHnm2qWO1JcApF+scFHNpiKCeA4Q8BQ8dwz3PTkK99AQd4uQkvUNHHU8fQaVOjNKRpWFUK4Etc+xRhQwDqevEebAAAIABJREFUguzEA1db/PEYSL1WGLPEdYcrLHnvXP9Nnj0fRBu2YWmJemsM3HrWnkvIlnUFTme3oJi+UnB/Y19v9g7aDby+RZY/fIfpy89Nl1jO5CJ+BLiqRU2UvXzUDR5s19U/eMk9msia932DQFYYJAFbVoZtmlDmGflYgVZ+coAVFylAkRpRzxHhZsvSwF3yUfDKktYPvB5Pgck8QZZctahSg6nSuZj8AlkBGU3UzJJx+3otdJwfTh0oxz4oa8quRKADGp3Q56nndI1AQDMSMNOjEy5vq8BopFMkAGttma4Qff8AwIu7r4JuT2jMSq4N5QK5rCgi9VpusiAQ+HYAJAHrBb2YQ+6Mq41D6VkMWoGCuqDJ/TrydVFAQsDNCjXodyt2QAE9o8xeMyMZFyt1wOw6FwJEWJbuGn/M2jV1xRSIwWNQCAyApPaTwYr+jpKCkYbSpcgjoAX0Urr8WdxWvyPW1fV/42IHSmqBh3Zd2vN/WbwGlt4Lcjj4tuI9xn3kMQU8a04LEyQZj2eQpwyvPdCfcZVxwC9qjL1MO/vXA4zfwS8YPNubucKg0j4S74mdfQzA6nuHC6GsK+6++IDld3wX0k//wn47N9tYwU028GbsBl7fCnv5E0ivPVSG6XxBOZ0643BZhsCVTV13u+CyZKDQZKaf+UaG7e6WDOS2dQX+IkFaIVdkLT6wE2+q2kllFZVpaVrXkoD1adNp5oIpr5CFJvzs82Iqs2tu4hY5j9JkA5weSwGeBgtNyYAr1mLJ5mv/ps68KtvHbn9lYS1av00SreiETYDqstTrpHlVgc6wNemD7a/Mj+pzuf8KvhXoaUCTApeB1s+BZpFtcByzTdGdq22zhpUtBtNw8JOOyWUBVq0sRNHmxgQTc8uaX/3Ni4R1reNiuufWr/MFFqSlzDixRpuFYSvAMHoOzMMRorntuVHphN4e5HaubaaetUF1k3ERZ0Cx9PPi8wbsGRICNJw71rm7KQ+wpeCK+k59zzCgCTroduAtaImSgVHOXZW1mPt/bJaXVZ/9da3A11KiEXOsixxetE7JAV7HmnJuXWZo3bmkejxtk9vRfrEnxxZkkz8vAuHxmmxsINPZ6I910aT3GJqnaZRVABi+36+926NHb9dKBjDBLdCiubmhvbvP53qP2DaC9PoD5lKwfzfc7GZvnd3A61tg07Mz5OFSgcb53N1De0mp97RFERRGG63UB1kJmGV94dRYQ9fhoN98HGbxRn1MITVNA06aOirfHZBnQT4IplPBlBtQawCQ3bmi7vRcKksTZQXMWrIrsQGr0vpR5gQpC3BeO1BSYJtRmUI+D3bnAzXILEkFaSoLYOBnkcwhJyrQ+49WhnUmQKDJ/qOLlvdVba0GjcVzNVf72vs0h4UFu7qZwQsBTqqXNWkB628Z1EQGaqJ+6Pi0a8OgC9PUxzSvVS4QA9r43JiJa9sU3d7JFOoYGyAF3P18FcCCwVZdUMrx2DcMDJ1jvO0A4rcJjK27r7jPDOjb/eUyJej4sfxAZLONA62sZw7ubGdT6BewBYEMYBtbasY6YTeu2f/NXgLaVrXqRcijMGgnZmtwTDR/H2UaoS92XO43XQ8rSKGa8msMc/SoRBtpjZn5VBY2Aljd9ooN5w/4d/0Q4AYgXMuRw/0f56rheS1Lkyq1sTrVMsq30rFv3G7M6xu3G3j9Ki194tshz1r6nvuHKhfI2etcYzqUkYtuJ8DCXjz6UtMAJW1r5wW3Aa3XjrnnOtTVNruW+PvNy3PLOJSce2J6jcS/rFg/9ATr3YR8kJqS9GHF9PxcU0bFwBR2t5YC0Tdtksq4ymyAsUoKNB1Un+ykFOCh6bS4/VSBrWi+xXX1YHsSGq8GRC8Zlr/UWNbVJjJjW3WyZmaU3aTTsQPSkoGlbR+DxJgdWtb+P4NPlgHoOc5zlywAPWequeY9YLHzALp7Xvs9J3+M6KI1xjrXVFm6TUrVfTo96eBUA8l0cZIzIHkL7gwI5g5cKZJ/s20C3XsEutEn8VH1N7XCsgqgZVzI29yfhw4Yd9k3ZRQTNiypG/spOfaq65KTsbl8bBuTa4FJev849pkAd5QChEXxbkR80I5aG7pAHem6CbBuFrvqReHnJZzTpoIXtwsMtynZZ82MGtdNrt0wHq4SF2DZCUZlbvvYEIA12UBgMwO4dJWs6gfjtmlf3j/aqGTsmATJ2//jPDFifl3fVft6gqQn7Z2zQu5PSKenKN/7Schf+Rv753Ozm32VdgOvX429/AnIq/c90T1nFtCJnIHiY6tZ3U5t72V2xbXPL6urwHWvHwG0Dg7Q9zFWJ2xDgTKboA6K7s9HQZ4F06XUYC0OylEWhLMGNGDpXPFJUJYFm2h7BnUchNW+k9UzUmVuAJZd55wwPee+gGguawNSHCjEfdOAjMvqAajastQAJw7GYiBqLscwwQ60qXbOuo0CfmaRNP2V9pnBC7elbS9LByYDraVzrc5Tv2es6AMxvDlXdlX1uzpmCmhd3t7c9b+XlrVD74/oHnba4AEDlqSCAw1Y2Ql+YZkAt1uatMMAkhbM4PFmY4AfQTZnfzDAJu4czNsQFz0RvEVQbfvAs638Dshp+6wOFpx18yvnmAsK4F3uI2A3WmTQuVgJ46bNLfDsrDTJCL9DXNBUkBL4oLoBe8zMbzCWNbhdBm0PzSLxc5cEhPcvA0rLrwsiGoj1f+GUhnQfM8vKx4gZJYbANr7vrxEbAEpOkKmNz2VBL1SxYHp2wvINT8fjdLObvUV2A69fhU2v3le5wOlUda6swQO6224QvbnHuA6NXyoxyIt1rYMX1LAN7sdoG2Za96QEahtGVsaThIKmJDVl1SSQpeBwrsB1evVUS+mWxlxOk4v0HkoUeHKe0EGs9kkDvJIAa2VjytSAa9PjlsPkgW4DwJWNpYksFw/cnV6RJtfp0LSspbPv5Nq0Y+X29/2DT85vx8uwlF16PN2mnY+BQu6/mh0nd2C4EKs8T30hoSBcQTu7U5lZtX4R2GadcUi7hdO5FRmY+/XQYyuAtlKyDdheGmDW5ygCIBCAyQUo61aLrLYSwLN7enKTvJPwMICmOvaO2VvXMQOn4C9+7p6D0hdAbdx6uegREE0+IwGPA//mY0QAy8Zu6jCmLj9y/G4UGLpkFAWf9lUAnzEXLskjnD5dL1tjujf62rBg2QDNKEdIcPu4NFWsLQ+MejyeHquQVyWOAzP6XO3KjRXZiP3XLAAjUHtV7vWIrEDb2NtuA2IHQcRXiRaSVpRFLH2ePHvAdJiwfP+nkH7qJh94zArkJht4E3YDr2/Spu/4J2shgtMZ5f6hvvB0wg0vOfdCeIEXjm43fPGUvHm5ue04YvfaMa9Fp5I8wbaN7QSGqm63nWRLzpB1RUnS8qqukMuK+bUzgCOKCNKSq1tfmTplIoGeGkfBErBlDQFfGaq9CEQSUC7A0yfWN9H57jhVcJgzZC09Oh5oCfZLB4bT1IOPzh3UuIApB6oTqjZAOgNLLtFNKdsIbvn36Vx/Hw+9P+e1M8rtnGWeLRLcjIO5KCdsZYbEgaayLF1SEZnVBjRdMFIuPd0U5Xg1MLu0PK6aw1WPdWjaZf3e+rp2xlb729hfmWcUtLRzVrEudxCo96MGCFKBic0iDIAcCLjwc8B6QzIOnGIW1jGKkzgNtW+A3gnqIWj3o6v4Fd8dqQECXtiwKz+650fGzzEv7Eb62wa+ubqajU98BzBLa4u0ziI7oBkWspvASoAWoS1wrYH20raR8J7Z5FxlG3iEhGUCoR1dQIyqZBnLG4uW8GYkTannLLuAjzPNMGisv5hhFve7rANCYqcvcV/d7rE83waqRwzsnrEnp+V9xboiPTtBPny8yQdu9rbZDby+WROpFZQMsA7cSo+xn3svhpHGdGd7B1wHwNb2iy8k2b4orY/Rtcm2B1qj+7Z/2V14U3W3y8MFclmRDhPKoU0cInWCKsSgRdCnx9r7WwFn0olvhcwUcAO0nLJtgiT9pJRSS9TmMKkOAkz8eARmUj/LrWjChMok57hNkzvMcz8/BpSqt1O39VKBgbqVLcjlfLHPbfz0OFGyAXhwyoGFSaqmNPWyncw+lpL7GAMeoOnYcOqiw6FnOrDP2uvmfGmaVwKFmo2ilN6OpsIqDRwZy6yLgA6W4jk5i6AtfgZsQGM9XrH/h1Wi1Erfzv4fgVHtd5Mx+Gdydc9x7VOq1/V47IwvH49BWuy/A9DUv5HONVT+Mxt5XZpXxLXjzrGe+6iggnocSl5M2zuqBqfnZvfcAHD645bt9aVzNYAaFmfDkq7xb363DVzoI5kWg8TNezh8H23DtlL2AUnXiZCrgVlXwPRe4Nfe9rVpTZ2VLYNEuTQW/jADpwumZ2ecv/HpDWTc7G2x2331Jmz67f8U5PX7qsdrAUamy2Ojl079dxA0whNEzDTwSDBWBKS7qVMkuZdidef1vzc2WoEDNiEME31HYwC8AqWca3DK+WzJ7NPpgowDZMkQTRt1PFZAdzp3VioGrQA9sIrZRaADJAYSyggw05eAkqbKumIQNa+MKINB1ZJmZSCJcYwAWydfwJjkGAgCAJhKj+7XNFTNJV7WtUfU06QOAGU9O4a9ujcbY32YKyiQ0l38y9rBsnZTU1ABQAngrLGDPfCw+O/0uihDuua6ODEAnvt2nDs3FyBTpgYd43NjmBVg8MJCkpUBbie7cem749ixmlv7eNxqMgnM1HEsHtBycBMBNTfmHOkfWV9OuL8BLU3bOIXv3fWUniZqJCmIbv3wPhkGcUXgGhlF10ds3eBsDB53NO48Nnpv6iKg8H5N8iErwHmFLSWeMvURMDPIMtaSgX1bOHMxj9A3l+rMCsTkPi5xYd8b2IDU7RhllHX78cYozkDZ1/5+BgHXBOwUM3gso8Bjx38heULRMetgnrWvsizVw3ZZgJSRXnvAEQC+69uRf+FvvlhfvkbNhxje7EXsBl7foKVPfUcNwDmdK7AYBU6occqT5sJ0WQKuBWftaWJpJX6NQd17sTqX0jUd7BXgWrcLzMSIdXar/qmDoFKMlUuXFoTT3KNCSemtHn2spqNtGAPTfhMws7Kn+vlhruzukit7qNHzHPyRAVGt6Zo7c+hcrQRWYj90LNZsjCnLSZy7VF3juVQgXXKfvDO1q5Po+eIipN1iSeUSBo5bOjENBhKp7KWILSpqntSt5s8xYSJwwNUWCvQ/F41gDarKLFSL2iQA7h5Q8MwAccAWx0IJxjROtIhqYMVFeifpUghdNKgMRK/NKIG8XnO6x227CNjQgKL+E+Q2oyAad7xpAjiQTJ9pe3f4fniPR3h/aKBlTihClZ0YiPM4DhjXvdR6Tp40Ao4O5AWvTOr3kdOujt4xRtZT+3u5bPfc28P3WtkuAsL3u0FZJVyz0e4jhv2Kjcpya8oq0ecZgFXzUwC70n1E7/8NcRHiKvbmA9fONQKEgOtGK6vvsJxrqsHzpcqcTiekKeHyTR++QbObveV2A69v0GTJkOenyuZpgvrIQvCLTCd2DgxpxkL9jb0IsI2s7Uhwz7sxyxr7GdsOkxFXlYmpgzYv973+quYxV2ZOloz1wweUQ430T+e1RRifelDPAg9cAWMxe/OdVRLVfYoAx7kDsGWFaFnPKaEsqADW2kQN0IpuQhsP2lYZzsgGtd8KJCPoiHkpURREtn9btoVNMQoePzRmKBMoaH8riySH2UCrSRimqTGxlH9W+0bFH+y6N42spW4COrOpx27Xol6fBCv4oJ8DPnhOFwMcaEZ9tHtJf5p2WDChlntNVd6RswXlWH90rOzW5MSV7XtlpLlfuvjk523v2YisLALDGWQhyAnpydyZvNFClDSQDoyoK3YN/RrJItq5G/Ao2QVUWd+ihl37MGDpth6ZF9HRl64PjtdmtG3JfZGpxve19puBpW4TwFn9paCKFuDK+qqFd21Rlp+Pr4sK6r/eI1y+m4/txuMFWM9NdUVmM0cY2wV4EQFy/SDb9oP1SmPb9qMm97G2AFR5iwjkDHum51dnlBv7um8Ft4CtN2E38PoGbPr4b4OclwowtDwl4AM9ovYsgpAXdeWw7bGhAxuujEeA9JqbaOAG3M1nuTdJMZuQiNFS4NIi/fOTCesxYTrXY6a5RSTPs0+jpH1aK4sm7dgb4GDuPnQAtSyw8q8iwJIgdwcUUZd3q7ilmQakub70euVUpQIl+8IEfNw2BsVNAi9wrXmSVlCuQEOZrilcA+qrsZAK8BW0hoAs1zc91toWC0LAVfc7+7KsDGJFmVWnIxRANM1TagnMGzDKPY1c17hO20C1UmqAGl1rraRl145lK32k+5/8HPL5tHtukx3jMDe9c88M4oAvs0uZ7vUUrofU4Kqyrj3pPzNo1r0rkxTLe0ob03he2qcdfeVmOzdeg2fePafXF9GWzD56foKkZZOOK/SFmVktOuFKTIdnYiNVUobWjrslBlz/ua+UfaJ+H+Qo8f0c/h+mH+TjXLFrxMLe+NuYjwJxX/C4j1lleunvAeuu3+3217Gva5NrpJpG63SpRMLNbvYW2u2OekGbv+23oCwZeH5fJ9gLRVDHoAPAT3YD4Ppo2Va24QRBL3lq271odiY86sQW2A70q4/lfLS2uF3renAhrhl4WvWnsmSgVEKwiNRcr5fmWl6WznBOk/+b+8WyBXV5towDouezrjVCn932AOThZGmqyjwBc4JcWonanGE5SUvTpGr5ysEYGMhidnRgTmvH2QdsIZTH14XHUH8rSJ2kSxISBXVxAFUS4FK8lvRwqFpDST2bgfWlM+zScsSaDEGBpzGxrT8WoLWQXpiyCBzmXjhBg7Uo3ZEdL9NEbUywgo1k8ojNZG4yjMaKNq3rJi9scL/L3V1Nd4e1gqLRYnSz6CQJC/d/xAYPLKZW2rjrI5OnbfJ4FKneBN+w35d1y9HovVHzKQegxoy0AmvLRZq3YwRs3yMNyKs+2JhZzW6hTCZnLEjiF0+tPXfNGYiq9CKOA4Pr0fcji16O5n2w7QdgNkb1773v34i5wKglb6/PoP8upsJO5wrgbO2U7Nn3F5mXNtsQw28lgNcJwALcP0CWA6bv/Dasv/S3Hm37Zjd7EbuB1xe0cpxraqzLgvJw8hPC6GFP0ifBwco4Pvy74v/RBMH/X3PpsP4vutq4bXKDbnR11kECiVf6MMp2YH2apgqS1J3XAKsspabLWnIHqepS50ToKdE5Je+2B1qbHTzUbAMzpYiioCUFM1Nl/KSUqmVW4MoaR/1fA6nIfejc8DEinMEGBzBFW1fSuGXHttbxS/bbpVZqx7FCDusKgCQAnMVA+8T/qwWpgH4mWvOcMy6EBYBdFw0MU/ArAiy5p8maZyARM8zFIAK4MoaYdaXqTm+J7E06oduRfMIF9en4TVNtg8F/LnAVnthMj1pgbn0MFmNqjXmyvx/xsESwOgJINZpbHAhz+Y5LSyW1cbW3dnLaf/Z7R8Jp6zltWb4hANu8U7zECMKAt29X2j0v8Z2yDjwQU7//LUguAaajZ0Br12cK98N18O7OheVXIZhpBBBde/zbfXUlZ2s77l5VrJLbCl8S9gK23LY7xvfcHkCN38VzH7Vn3godb5V6rGvdZlmBNNUUif/ob8by//3tq+fwtWYFN9nAm7FH/Q0i8qdF5PMi8kv02TeKyP8qIv9P+/0x+u7fF5FfFpG/JSK/mz7/bhH5xfbdfyIyQkjvTZt/yz/RgOul5nRlhiW8uJ1rcS+gwLZngCL2Y9+xuzz+Hhm/PGeKumc2R5kN+pFpgibzZi2f070xgNHz22EhOEBFGWA5zJC7Y2c0S53s03lFuqxIpwVy4eAZelFOvV/8nRBrs2GHHWjsifI3kcfsxlxpwlQ9YggqsoAqx6wXY4V1LCPAk8NsY+zKUzIztq7dZaz7ad9bv4WOIYdDdVWzXlSHyOXqbKVVFVzqGEzJA3kGpzzxax8OB8+6rgQgFZReLjVA7eHUgasy6ctSPz9fanaBy6VvkwRyd1fPaZogd8euh5ySgR1mattNt70XdfK8LI6dLcuCcr7Un8Da2v3DzxC1655NwF9/vt/2gKIuYncWs+4402TbFL0X6RlwVZ/2QJQCs+gm5+8VGAdPyVDrOPKm8CJjSnaP2716d1clPrpo1VzEdB93pjr3RSIvspLYc1kY1JrXwd/PzuJCvo3nKHWVfR7jBgbjA6A9g/399phdBa4vsu2IFQ2a3zdibhy0DfFZafph/Pt8CHx5H5aF6DOr74Qnd2+4rze72cheRCzzZwD8QPjs3wPwl0spvxXAX27/Q0S+HcC/COA72j7/mVghevxJAP8mgN/afmKb71nLX/ekrh7PF8/IAV3Lpa5tBpnxRbM3cen3vN2IQeXjAv6lxftrdHfcPr50RBxAdS7tyIjYRsWD4cc0c9R2CW53OS9I9zUfYGVd16qlPB6JGU0d/ACdmV2p0pFqIhnYKLDinLGAd9FTdoKulaVJXffj8chd/6k/DvQRM6mBU1p5pk+yNOaay5Rd9HMHupsE9QyK2/m7Mp3EnJaSO+jTcWnXXKapyQamzmIz4Lw79vFRJpUZXNX+8g9XlwMMJNrxL5cOWNcwvno+uiC5XPyY8LnZftIXeCPpDtDv1YFeUMdnNwgK2ILO+Pzyc6mA3z1T4RkKgCmCow2o0H00J2+Uytg5rJu2XH/5uxKeF3co6pe24YYjvkP8Qq0YA9+egXmGHNtCJO28UwDvYQH6/a+W2zOtz7X+ze0x6I3abz5v7I/zMBArXvfHGOzBNR3aCwRC7WYxGLHG8frv2G5e1wFA3hQ8uNJX3yQRAbq4b9ds/pZvfrSPX2uWi7xrP+9Xe1Q2UEr5aRH5x8LHPwzg+9vfPw7gpwD8u+3zP19KOQH4FRH5ZQAvicivAvhoKeVnAEBE/iyAHwHwE1/1GbzNJi99HOlLzyqj9PweALE05KJ01YfURpNQnFD23PjRoub12vYx6hnYMoE7AHWY93XUZmQIH9NJtSCgckTTlJYaTf3hCTVF1Vq1py2ABsq8XS4oa03EbyBKQZgGk6FFxasbMv3/7L3Nri1Llx00ZkRmrrXPufejfnAZXFUuu8pVrkK2bAkJWe4hnoEGHWggISEegpYlt+jQ8wOA5B48BBKoGkgIbGwscFGAsBFUfd+9Z++1MiMmjTlnxIzIyLXWPvfc7957zg7p6Oy9dv5ERsbKHDHmmGMOxsXA74ClBCCa10jK/lpoNrRlSh3Yb1lpRmNx5V/CnultsrCz81DN9eXuklOae+T1sca8pVr33csJyLZLqVbdIqqlcvuxcQxe0cvqsXYyATcW2LbiQ1uSlew4SGWelEpcvhmQ6a2x/OIw6Zy4Cpvbz1nT+XK5twPQFdTlYXHFKjyDa/fJJBmBAMQyn3aadiJIZkrVcQJAKatq1wGoVGEAPgb6yV1il/Ni5sxSFcwtHL1VWmH/DBhbuLZn5jo95s7Tlbwn9Q2wZsfxdnSAsPvKkhMAtvtuFfEClbnr5QSAzLdGJ35LO1x0rG5s/c/9vcjt97Fh4wfPU9I5sNvGrvtWUlf/fL/V/P3o+9Js5ioput8Pz+PfKx7kjhLSuvP2c6nsN7pWtz91r42i6TdSxxYS1yvw9DS8zrf21l7THmFeR+0vMvP/BQD6vy2lfhOAF7T8qX72m/pz//mwEdF/RER/TER/vOLykV38NC3+/EUAjJmo92AvhF029GEbPQT6h8ERe3RDy9Sce3D+aociLN0RQKUeSBDVFXTfl77f9xjlwoBlGU8LD2YpDctzBPvwtWfDerBpgNBCkApMmuuyRAtAGfOsIEiBTrAXh45XlLFjY157P9vC3FJdtDhmtIDPfizteP5aPGM8AjIFEDl9o2cn7VCWBJPdy4FrcQM2Oy93Dxs7LM/sxlABuN0nCwF70OhYVvE5diyYJTHaONm49PO3AOkgDK4uZnhz+zM3vrZNs4WLzQM/5z14MPBsi4cuucqXfS1jaODQgLif1w6olX7M8/B7U90gbrBpvq/dzw0DaOF/z9T29l4DCc/uvANZSjNu3b4963ZknXTz+ZR14WVsu4X/nQ62GT+gAs7RMd0ir/y/G6tcj3NwjUdtF5ansLtuLzNoGNwHjv+a1kuwHtyp/X0wR27pWIfHucPoNk4Rzbnl+1Kr86Wa1PnW3tp3bJ86YWv0DeMbnw8bM/8DAP8AAH5Gv3YHtX1/Lf6Nvw784oNUJzLQA6Bo9EryQBeeGmiJyv/GGHSrbgBtssmIPe1/HrXdA5vKS7pUV7KXhXt5l899kk/HIrbHHa/iD//OmvVNBL6u4iwQozClUwRSkKQ4AzMG8gwweCBTWBwWxm/bWgZPGUP2GcsxVNaFGXh+qaFxY4hyliIFBrAb7V2oAKK/38DwZcvmr7q6/pnGNe1fJMjKetoL2t+fwX2VYa62UUe2ZiX7d+7uvx3XZAN2bTpeyLkm2BkoUIDJ21ZdBADw5VIAtC/9yZyr967dRwstc012o2mqCVU+3GvSCAPR/vq9PtI0uPb98v/bi1MT0sp3OboEuG1rv589g2ufJci8NR2y9qUw/57ZO9JQuuMKsB4UL9klDjHAawOmmsx7p1mUj6gysEADWi0RbGfLFSOQWqC0A0+jaE/D7LnFhy5myny0cfcLtf54JaGvHb+mQELo7NL0njUZ+lfH6h48M28lUcnnXoO/LzjRHWw3HkeSkbsShEFfGkaUulKx/bukYZAfazcTykb9bxbdLRnSOHvYM8wWFOb9+ld+B9v/9s8f7t/n3Bg/7fD9D9U+dqn4fxPRvw4A+v+/0M//FMBvu+1+C8D/qZ//1uDzH3Wjl7XV9hnLlTtWsk9mGonqe02ef9jcCvtbKw8qaj9rXowHAKdPjjBg2APXrg/H3q7uIUahLSAw2taHxjQUyykJm11CvgC9KPNmrFVKTlPqmEx/+M0tKnpJgIEpr201cGLeqec2ce5HAAAgAElEQVQZvExgK2gwWoQ4E/2ik/Qsnv9M50gtjVk/b5K//Di65uUDtvCwxUdzXGMPe2Z8N/w1lIxs8oa861Px26RQQaSxw2ZtpaCTr2t13PAyAubigVxC2uReZF53DJQXGpmcwSUlVeuvUFlafwyXRFeBcc+S5jLXzIxe2N2OmfMsvwvVl3vk79Norju9ZmFsHbC4mQDldIY7gEihJAb51uiI7feu3x5o7dhW9/1tEsRGbOKoGUPfAGL3nXHsdSnQoFEG39fSnC69AJ/+PljT70aZ941Olso52u7ybnzKwsBrRfWz/vNHvHrtntj13WQ0H9ClDtstHe2DrO9tsN617phDG8YGiHeRP7+QsZZZiYGM6Xc8VHhrb+117WOZ1/8awH8A4O/r//+V+/y/IKL/DMBfgiRm/XfMnIjoF0T0dwD8twD+fQD/+Xfq+ffcpj/8fWHnAPF1taYvyaJLtASTPpEC2IeL2T3wR0lZI8mB7ddn0nqWrAds0NVvfzwnH7j5uQeuI+bvKGllJIvwn/mkKDumAiQiEob7rN6k5xn0TZBiAQaI/PWMkmxK6L6GEs1Qn1jGg1jPPU2S+Roj8tMsCWMhACw6S5hG0l6+ZrjdXLcCDwpg3lprpjIMlRVtx9S9CA7G1YdWTd9aQq67lzrKfLSFStlOWedSXCDnqoU15tPmgE/2M99aY1BCKEw4zbNuU5PBik7XtG4OhDesvjLP1basZ7EUyHIGrluziKJlaY9nfe80lHItsS4YKFRbqXL/GObOvvNd7WQgfvFYJAtOvwxAIgojzSCM2bJ5n0HTPF686P5tFTsHZu04vd5cga4HZbtKTba/15ouSwWYN0AVZzdHGlmGMcioC0OgstA5V1a8jANXcB2dy4k9d7rFXRnTKA4bhbXvHUasbw6IeqDVuwn4+727B4hl+xHb+lrf1mbcbgDNWxaK7sPDfUeSgJ5JHx1zt3Dy5+nmY7EL6+eXRlDsZ0/qWCTGfseWgKfz8Dq+xMZvzOur213wSkT/JSQ5618loj8F8J9CQOs/JKL/EMCfAPh3AYCZ/0ci+ocA/idIYc//hLlM8f8Y4lzwBEnU+nEnaz2/yAvq+aWpU+8B1K7ST8NkDlah9tDwTCC3L8Xh8TyANNDag1nPWniGy+yRhn0cAFwAO8a1B7t9ssSoDZIb7AVYqrAEkkIBW5KQ9vmEfF5AKSF8cxFrJjv/1YXxYxA/yJ6F89fXM2T+85Q0ux5i70MkcgEi8BTQlIpViQg2rtIBoE1ycslSPolKhiG0jKldjyWF+NBv6OaLXpuFVvkIYFg41So7WWgeKPIWBA3hG1Ftc9rkCwYUkuzD6wZaHEDdEni7lPEv/qjmBmHX7TPtjc21AgjmujBPwOUqFXjs3ngG12kiMWkCn513mlAqb/lFmwP3TTzJv4w9S38vUYZzAWboXuysOm2f9OVD9GXbLumFZl0EILZJVbZf1iS8eAAyOBcA7BO6Cvupx/QAdwTgvBWXfKiLYyaUBLOOUb1rj+R/H20bCEj74xlwbaIZtn0ONRHIQO7AIWEnz/DJa92i5J7e0yce9eM4bEeJTTi4h34/Cs22t/rVs56NbAAH98fte6svw30HTP2wj71swD9//HPQJEQUqgZ6e/N9fWsf3x5xG/j3Dv707xxs//cA/L3B538M4G+8qnc/UIt/9AcClta1sm6qn+wr9ex0hh3ABVC1eCNwYseyY/T79yGX0efuGC076YCW17n65tmjXipwdO6Rhg8YMk5j2x8oEMxgbFX3+nJBTBn87gReIiixSAtSqhnrmatUwLLRd+xh56FquktjAb0G87KCpgDacgWul+tAt0xDkU0xuPe2VT1b7WUII7YcaADMcGxtm854vmT6Bmd75uZRsduyOWZjx6Gwi766EXMG2TlSBYiyjQMByHVeGRPaz1u7Rpv/ZRxQ75Ofm95CC8p+KpgqhSEMaF0V7KTO49ciG/3ipdMsls/MTQAYgwEDsf2CzXuO2n2LzqWgB1KcAaoVxmoGuR7fL/L8d7TXyA70qKWYQXcNfWtZTwN3Mq6Npr85X2cfNWINbWznqcoGAu2Y0b1coBuro4WZO0b7p0GVtcEx7oG3o+0P+3Tr8+44zfY3GFffx3taXCsXizsFCw778sq2c2TormXkNtA8D4Lzx47Q+QH5vr+xr2/tI9tbha2uTb/7V4Dni3xB101eWqs9fDNG4Xj7vGQs920kCejD+1zPsdvOM0+9NtVaw7YNtikJLQcgw053kPTThJOBvVSggK/bmi570HHONQQfc2VfJwEo+aszwvMKwpMwsOtawk30ArC5P2QPatTGylsz9Tqs0v8sx80J9O0F/NUZSAwyL1+7rnmq0oG0VeYWDrgCLVhqQmxuG59EZGNoL4Nel+izz/34cgU75SVrwLWbQ2R60SLPqICSSCyoCnPKLKAyVBaMidV2i2RM7RqDC9tnrThGsc6xGEQS0OvheqChiXUAKhOsNkcUZ/lMdbCU3dg5DXpzb4lAs5PxADXxBx0TZokvRfbD9bM+9O9Z2HJjHWj11wMF3dGDUGcp5TWVgIReiXffGWNHfWi2tWczNr7KHuqfHKiN7WflZ0sIu663k0CV5fPVxkYABoCw9XYsTWwrY2Thd9vHWPdtG7O7dg575kU3v4CWnff61YPWg7dDgKjX1UsMvnN7hRPBvQUIykLuAYnBd2y7e+O/E/euyRbQVAkGi2JSICEmlhnT7/8etn/6zz55339KLQ9z2t/arfYGXvtGJG8US74pmjnHmHXhqx5QHgJMbQ248KDT7b/Tc3lZQN/fo8+tedZoxOq6kN1QttCDVmORR2FCDQ+219OVivUsHPSlN001Oc7OyQyeAsimaQhAepGXmNdQAhW4GsM6HAcF7ttWX4ZOmiAlYtX+aXLh3AMtclNatAEA8Ti8WcbQLn7wElB9345tcsBrHw52C6heQmHA0QC+atA8M4JcwRGzAsmgjLhnVwFxIFhmiUZkBtk1uCIU5F0Fih2XAuwiWejGyIBJ7O5tWWBppbBuvu4WgL0muAchnBsgOLQ6GjG12hdzTxDmLzfuE95+q9wznfO8umQxd17zWN21Xtc62GcEwqzfR6Fkz7ze0lgaUNqBVJUnjBhizwLvZAVeIqH39FCjWRYSDrhmbu7z8ByjaxgdH/sx9WPzGq1pubYb57y1/cc01oXvjnn+yGM94kxwczuVD5ijjPfaLs9I+27499Un6P9b+zLbG3jtmzF8Vk7TbI5yrkkqQPsQ7SQE1kYv1rK7fV6YkwpoRwDkELj65s3wfTPWZ/fgr+cZyR6GILoHrU43qQfqrvOBcF2gyqJtCZgCwodrZU3NOsvuSZTyoWxhZhfSLouNIOCyZLDbeJsFVs6F6WUS8IaXa/GiLONp4zzpz+uKYi0F6DkAX6TAjPsbnbM99D0LHwlQw3u5Nx27aPfOjW0zlg3bKyCxtRBSsGAh4ZI85frirqHcs/MJxQN2ijXbHwAvDsxOARwjaNsk4e28iPSCWX7PXBLdCmg1n0fTrdrcNCYuc7l/gIFgri/BbavfD/vuaEUyGSK3mDhiz3qZgAdoTldq2zRgypLh/HnKce27wO0YawZ6k+RijKbrz6iPKhSFt7c6ao2Z/UHijQEzk0uMDPDtuhug7LWfmgy2AzOHCYeetYvtfWn61gH0iDJnKUYpfFHu2fiZ0ofdj65tKLNo2PDB+N1qI5D/Cib07nNytDhwyWT9+R6RkQw6UY47WhDZ/8399JGKUXPSI9nHPdeWqTxvp9/6TWx/+n883tfPqMlr4o15fW17A6+uTX/td9U0XV72jQ5spGX0Wc/2uwd/5k1p2dc+O9qO6bWScC9fPV4DWnvA3Cdolc875mcEXAfHPGSM++v2jKT31rzzkG8YGdXE+QIKUOaT5gk8B2DLEsY3bRSzuABYkYMGNLNzG9BzLBo2N3DbhF2pPDjJSs4ac+iv10DryxXIre5z2DwDaq0Dro0bQBkb22dwjzq9ZXnRmXepO7Ydq/aHm7lLyyzAsQf4NibMMmZfvZPCEXOU5Dm7tisAJKlIZu+6aQKfSGQJQY7DJyiAzSB2850U/K8rKJMCEuzdI0ziMJG85Eyra97AzDJSRM0cIreAE31vhPnn7sYPqHPWwMcA0HkAO85wr31g6LX0YWp1Aijh8J5VHQEHi2I08ovuOxojCH4etcCiYZA7wOhB3a0Q+u6zUb+bv8X98Tp5zFFSkgfoNIsHs7lJSJJap83tIj39tYzA/g7YjZ5b/tq/i73Vd2n9OX3SXeeU4Fnlqmv+JQEiGycfUbJmkZejROScAbhn0Ft7aw+2N/Cqbfqd3xYNjoI//kZtskrIM7iwb27/BlRwOvKBNJ1kAX/2Zc8tU2qhSAVQQ7urwtp15zkK1fnjewDbvYRHrHFzjP789nkjSRizFfvQqzI5ATVsNOmxNSTLUxCQkjP4/RlYtfTrFOvLF1BP0VyAaxPKBwToAiIP8Ndh7KsxgSFI0QJj3uepspbMAlzN69QAnvmZxgBiAkgBlc98d6Uq+2x8snFmDYcHch6345cllevUa/EJR2pP1EpcCIADqfZ3y/yNoTKrMVTHB2bQdQM9X2VMtlSB/DQBS6zsK5HcywAQM/IcpWqaJcLFKG4Omyq7FiqOG3S5SIEDu1y7L35Rs22izewjBX6R4ZLVmrrqfuyc1nNsK2ThcACme3SNM4MciK6LN7TZ8sq2jo5tNkzlb8bK2kfkMuwtUbH3RrXvnC1Yuux6/QEe1RlTauMgYef+WeG+szE2DHQBnIPEsd04OQeNshCI9W/VEWEQVWCqDHdzUD+2g+jSoB/+s5sAfdTcYuI17ZMBRp+o9wqd6Sjh6x6r2y+eHtln1/x1ezkasAeuJh2zKJZG194KF7y117Q38GpNLXgQSGyy7AVRWNMu7NGzlD7zug/dj6yc7FjkXwIe8A2Aq523eWk7rRUFcMj1xXZUJnGXBZzHrOtBaO6wHSVz3EqkSFr9yYeTLLydRBZA162yoNdVgGivj00J4AAmrglGMigVuNp9KDpEDY37expEX8cn0c7SllTbmZ2tlQeHKD8zp2bMDpPfgGKe37TM1e6q/9zG1LO4Bib6F4ex8paEBTSyAGHrum3tBabjTZer+BsbmFd3CNMI00VlE1tGfpqBBNAq1x9fIOedBzIWlWmQgdSns4D4D8/1O+TuSV/Zrpmr/bF3chvuknr2FkMVjB1UwqqD1rzQCamb4w4sl/BzahjXRnN5kPTURk1CuccN01bY07ifK/78B+ybD/0fhXyb6l0Hx+o/GyVeNbKLvg92/BETa5EZA9m7BTCXMb8LUP356gfD7R7+++Fu+3G6F8K/CXj7JM7RXAKaym4j6cRRO3JVeKivft708iiTcXnpXIlUskRcgEJQAGit7L6w9ubz+vr2Bl6tpSzs2mUTJsi0rr1ZeeIWpAItO9uHsvsXqmdd/XbaGisuJysA0Z5t9WywaQILO8y1PyPJgNPtlYILI43rUdsdrwuzHe3mX2YuI5lTqkL/LYKelTFV9wE+zZWJKuVjWbPbYwfIqT4sB1or1ix2ejqLhjNDiiHYYmDSMOWaKnNr98V+35JjwHS8d6FSC8uG5v4VpwRrnkWz1jPpfea+9rVhqLyvojKb3L+EbTHmpSt27pyAD1e5Dy8XFF/GyW+v266rfLYB4Ztc56kxwap15Vl8WjkS+DzJNNk2ZXEN3D6JnMEkIm7uiq65qyhliU/eGk3nDpu9nQuRCxtdiwKMwJXPzNc/7EFRk8QV6/337hT2NyuM4NjKpo0YLh86Zff99SycP0Rvb9X1u2/NuW6EoO1z2azVAPu/S0WpetyjpDJ/PmpcGA76Zs+xAGHdAfFZtvGw+eAZ6dF1H4TdPxaY3mwDRrp24ziEf0t7Ozr+bg64sX4oUWxw7tHx7m7rr7dbhO3eJb28rpNBlecZ85vzwFt7uL2BVwDT7/9eTWpRP1drTVby0crQ60yPmCDfvA6o/3u/fzl+2H/pDfT435vzDMJrPbt71A40sjs9Z/3D8bG07UT/PtydnaWT2maR/TwJGCALF85TAZE0TarfDPuXf8qy77aV3y0bnCa1wMoS4hYJRD0Grcq42jG00lcBVtGYBD1XACThCvsFSmEuLYGlVmcz7Wnps4Fyf687YNuA4SPWxq7DJ4H5senv77oB61rlC9YC1UXYslQvVrs3JvUAqmY4BNijhdZVmMMYQImRT7Ow1FFYW7ufvMwqY4iV5Y4B4IFeLhLMJqjMYT+2zEBhWUP3Yu3YT1ji0thuqYKq1AANivWc+qH2A835PPDdsZgmYbD7aBIek8646y4g00eB7LwHoOxI79kDzSMGtTlvr/900ovC+PX6XN98VKb/3I+JP0cOYKRqIlTO44DrI6D13uffcztihA8Z1yNWvmdhD9prgeu97e8B79KC+042C3HP0Dq5T0oAdxDki9S+0lvC1ke0Lx68Tn/xN2qyTkqVvbRymgoi2nKNOtF8yF5fKoxqs7WTChT7kBr29GGVnc6rT8gaPWQyV5am2Zfq38q2nWbQ+t6Htw3cjBLU/O/+XH3/yvlvhzALGNQEJjIfwJ+b68MKPD0J49qHiQFlH8VXFOsmwBbG5IYKYmOoyR0pARAfUbLjKdtaQtpbquA/ZQF217UAi+aemjVTAYndIsM9vIs2speV7FqUazbgW85HLRvqLGmKfteuJ+m8ttN7LZqxleta3RGUReRrrRLGExfdJZ6fpdKWMbJdaz43lwf1gjXLreAlDZaAFwg4LeCnE2h1rg7rBkoZHEKtzObnqs0Z34fBwoq3dc9YpQTThJoDwIgRPAxDd7pOueboFh411N/rXJtmsg8vH7JFcvfc4cw1+cwBmV1Wf9f3URj7KJt8eK0KYGWc0n7bA11mZXVj2aZ3GKjbUfNZc/4Byzrs8w8ETo9Y11tygbva2FvAtT+OB7sPjsGr9Kz3+mb902IefZlqAPv8jkC6MNXIRajP6ukPfx/bP/6nH9+/t/ZFtC8evOLrr4CXCywxpNSpd9Y9TejVsaxmvlyAaxoAV2APQnWbRr/Xs3V+tTrSy/pGNAa2QZlA/3AYMKq75Kxel+vO7asxDc9n7aByUfvQVDaLSZjVwoa6/kxTTWSyhClrBpAGOuRSjtDe/aZJNNDkZRgG6KdQh4B1vDBJON3Y2hjaY6jrAXPeLxg8WCRqgGvDescaZi4vISLxUtWxLolYBv5Op3r9Fk6dueq2Y6zRBGOed24LCXy5NnO2AAXL8LYQbZcxzDbeHVjkwoS6DHzOUmTAxs0cIAABr4BIC5ap3uMYC+suL/q5LhJYiidUjZ97Map04QjYjBNZ0l0wMWTPuvlNVBdi7am5OUZzrj5aADSLvnvt6Ls1srzynw+ZtyO2b5C8tms3gJON8Y45bGQYGJ87uWP8yBjVe+3RjP+PApLuvjSyDxroul95zH5xcXuX7hoz1yRVD1xd5Mlr8eX9GdptHhizt/bW3sDrpuFJNVxn1lKi7gtEGr4C0ABXAM0LugGunjGzY5n+1LSmXWWovh60nqj+3MsG/OdHzT9A9OU+DPvbtiPgal0xyYDvYg+G/UtmpBsctcywikQUNbnKtK1AYcVBATjNCtCi2GdpOJ/mGYZUOSUhe8x5QPWsjcb35SL3+at3AiznmqXPRHKsKYCuCVghgIsq+OTrqpWUhAWlDRXAKvO60w8XbWMFocXM35jFqF7CMcoce5plfkxafSwGsbBaJvAcJfRexjGLtMKkEaz3YnMgtmfHbSHl2D5//8vno4VTqgytAfBGz2uA2yfPmUtD0cElIM6iiSUCvzuBchaXg9Mi91jnGG3K/uYMXhUcp0F52NJ/p3cNutCg9u/DNvi8D4mPtKKcIAUbDtouUcyHWcsxWva3kR2U8z6QPd6f78bnTZ9qZ+tn97LcDxI0aVKd8ZEVlevTjhm/xbI+GD7/pbcOwI/u06vcCB5kU3caY3WseFUBA8+c32qDpDHrQ/k+cH0nFIJGv6dNsqU1i4zlLO/hEL447etbwtbr2xcNXqff/EuFVSvG9j45IYQSJgUgIWpjWyxEGmj/kPDZ6JZAVB7G3YvjIOGmOY61R1fTxoyaf6m1e0lY1l/73zGsN227Bm3IcOlDb5c4Eh3I9xKJwkrHuo0xjaZDpdCEoXnbargdADFJFSTzlDWphrG89uA0YB+C2Dq5JAJJGpvqwsPYgeDGKxAINeMX3Hn3FnZYWVfT15aqUupf6kvchqCWXVEKAET5O0cSljiJHVWeAyhDgHbgwpiW/vt5AVSdbUIFrrY40JD38D4fzB8r9dtXtmKyF1cGpyzFD7ZN7pHN+5SBkBWEb+Ue83kW3bFnsgOJ20EgULjKd5NILO6sWcg+AmDHrJoFU8iOsa0AyRcPuNu60HgZptgyUYeZ5zug1rl93Em6ut+9BzPej0CpBzAjUNPvMzqGRaX6670FjkaLBq8XvgGCf+i20+setCMpx40dbv+tlyzogu2RRc7NRck97XLzUbcoA44JEmsuwljniVtMPy23939rX3z7osErTou8HH0i1uTsfXKuL3kL3VoYNyuAsi9hYdWMTbUvuAOu9uW08EivK+3B4EhLatva8byEwbsN9D6hA61r8zcPuC30bM2Fq4k7RnGg3dzp6QwYlVChq8piYG6elPEOMoZfvRP96VUqYvEy78NRUVhJ8SKVZCECKrtn3T8tcozV7J222t/rFXg6gydhNEU+QjWZyFwFKMi3ZUMFmgY4lNFsxt/Gzf8clG2fpqKnZqBZFBUt67JoIpP8zkTI7xfkJSBPch8AVI0ugBAJ4ZpknDYCvbhKX8wtc59ZWFLLZreXroE4+9/mc1kQucx6zuXeVobWFhx6X4uvLINfLpXdzltlna9XIHwF2qgsRMyqDFa0YYpAIuCk20wTcLlKQphFPJpJp9fHVlEK+1YkGg5wPAIWuoQsvyDzoGQUogdQX9aOzWUvMenP14HZoU/qrqsO9GH/ndQDted6tB2Bnm5ceg3/beum7gYdJHb15/mxgNfSHujP8N59zHUMEhHl80oM3JQQNDKlBxnsA3a+sdwyD++ymb931H5XLerkLRNTAm0Z8Y/+AOkf/ZPH+vXWvrj2ZYNXa57xGwE5oD6ITdNm/9uDwSfqWKa3895rjm1SAW915ctjluNhn3lu/fLb9M3rMe133FgNN1rcLqxsn5u+8QbbKucYlF7sdFTlQWcvuGWWsH+MwjSqLytZ37SakxjeO9BY+qbbXFCZ7MlNba3oVNhoX/Z1S8DLBXSaK+uaBAzRmkoiFwID2Y2HLzxhIMvs1YCGWShhs+tVwKaNj+mlrS923Fm1tTGIDpQI+TQhPUWkc0SaCXFl0JpBDKQ5AAyEawbrnCrMq7+fI122hWXTge7Te0dy7bfcSvfCsvus97XcA5u7PsO4SUDT79F1rd/DGEX+AJTvRRm3OAnbOsVim0bzRQBwdprdbC9lYV6bNmIWH20euA3CxO6XPeByILQCCh33gR2VP48HIfYdu8usDQDJqDjAbp9HQsfueIfbHLggfOfW34Pv4xwf07o+HLGfNxcS32E+Huuy0zFgfkQW4vvn921+7Rhl/94qPA7tn4/+GCZDmpQkmh9kp3/ijYE3t4GPaF8seJ3+2u/qS3xrQYdL+jDQV1gxH1b3K0gPOLtkriFr2gNVaz1wtWbh/ybJpz1GKU7Qs1C3NK6+T31//M+mR7Jj+fBxSYRqV/g3EyyMcZ0mASrTJCz46SSMW2JQzgJYpoj8/iTnZpZqTboyB5GAWY7i02rjY5n2HryHoOdz9w/QnwVAkbHhkYBNJQRmC1XszRggAJQroPcJYzkX8FmAqepf6XSS36+rXNuyyAPbgDvVsDgvM6AJZPk0gSMhnSO2c0CeAI6EKWtFr0ACuAHkiRBfkoBwoNGzEmnW/vXa3MMCipRFNWP9ne7QmMJyX2t4sgGunqUNUyNhKS+olIRtNF2qVbezRYcpAXSRRybxAGROnGbQZZV7PYv9Fp5f2nl2pLfs56Lf/iPb7uXdaVTvh5JTs1/pW7ffXeeAkTRn0M/D/rxmvPzx+j5yVwSBzVrL+emO5BGP3IMfmc71SDLwUNj+O5x3BDqb+WFzQb/POy/d1/ThFfrbon3tF2T+Obr7HPrsyOoaM7d6/rf21rr2RYLX6S//VjFRHwJDoIJUS67hDvQoaLMkHa9/3dkIDcL8AG5n7Du9qXzu2Cr7u9/HawPdeZtMbABDW6yjB2x5YPHe4/bgpdVnN3cbyMPVGDarW34+gd+/A+aIvKg/KEt5UibVdzKDY0B4WeWhtmXwMkn1LWVvi0evyR6yW+kXYDm7/lBlya8bwBF8Uq1ljAJQWTSmAKrP7NolMTHL+Tm3oNX5n9L5pOb6Es62beh0qiz8+STyhWkSQ38i5JNsl04B24nAQbqVJ2B7JyH96cKIa0a4bEBGKcUKC6nb7XQ6WL+wqi+8WBYWUODRVFrqwCBnrtfKgxcWc5ssZxGAdS0AVlw3uLLwqxYqMGcHu3/PLy6xY0L45oPeV5JKYFuqBQ2uV3j/0Ztz0V3LQ6yjXmupnKW/14hDbEL2nmXvz+37WBn4MSg5ylwfsqhewzu47o8GTQ9monvALmVptxbgjXd6vA8fu++nbg+A6EMA+9o+9/PihvaUgulew37/0e8jVrXX0ro+v0q3azICoBIuJVmzLrDld4ijXM6lsl/8m3+I9D/84/vn+Sm3wav7rd1vXyR45ffvhKmz1gNDA6l9mMNLCtxsM+AKQNg9BU+UrVwrdtv6l1nRq/bAdvTQ6z8/2s633poJAmJLfXj/p15875k0d7xmnxFIGDycWz2g6jxDkISkybLoI2hL4EzCPGYUuUC4bAIslZnF1e5hEpDkw9QuBI2U1FUiamUnyP0zy6Z1bYASz6LFJNYM+JMKoWYAACAASURBVGVSZiDXDP5ipF+dIso86EPiep6ShBWVBZ5nlUjkwrzyNAFTQF4U3KaMdJ6wvY/IcwWv0wuD7V2wsfxbtZBDzpKZ7/St5ZqV/azsqLvPLlFvx6j2Lzp/fxW0lXngx17lKyVZroBhKoy43ELHwgWS+5u5sqm+by5ZskgFtq1cV9FYaz99Aou0WDPhS0sVwNr1PcjwNVIA4uHf/M++alUBwbtFgf5iICJi/53qNY33WORb1/MIqL0xJjtw2gGdet8fs4866uMw8ezHIB04GJfv5Kdqxx2BzKPvpTvvSL51OF/6c97qx+Acw7aLGhycb0fM5PI8p/UVjglv7YtqXyR4BVBequUFahnnFm6epgpgPTPrs9ADQKgWS6U6kCV9BRQAK9WD6pfXh5QtU92/mBvfUGNsj2QF/po6fWplxhz763/vl3z+2Jn3wBXYJ4P1SSVHL87m4Uuadd6F2pJoTem6VfDHDHpJAmSZq4VWCEULC8vgzxk4z+04mHeo3cfzqYJPu5bnF9C2gViqQNG2Vd3lKjpNum4Cpswb1dlcNQDeigdE/1CeC/ii09KCOwSddxmIhGwWWETIcwBHQo4Ec+OnJPctvjDCxghrRnwRYE8XlcHkVK6RlhmlupjZcxXClN3cqkDjMPzt7mcJhxuz4kBw705h8oiSpOUTlNyctAporL83U8jK2uaM7G269Ph9spMwxw40xsosl+RA64MvduCdF/pIS0rtXO/a0djVYasLgobZ1v4V4NoDxcGxvD/tjuG7BcJHQPW1YLdrjV1T91l/nkNW+P5J0Jeq7cfwl9K+K3v8SmnGa49joXvOoVm8vbaN5BC7uXz7AHVhRgHDd0/3fi1JtSHIczYETH/9r2H7n/+XV/f/rX3e7YsDr9Pv/HZhrACgWi9NbQKOlwj0rWdhgdbyymlIC0s0MiMHdsCwAFfd339eivT0D+wGcKJltKy/t1wNDPQ218jt34HWhcDLGx5J+uAMsANsPmloS2WFTS/qVWplYZnBk+vLlooDAGU9psk7Uq6uBMziCPCi4EgBXCl2YP0LJLpMregEfkZYtzIveI7twiXzzs2ghL85g2iqTILJBmxemc/vPFddrt0fnxxnt0fvQZ4JPAE5GvPK4EAIq+wfLqkw0j4Ja/eyMG2sD9uNNHIGhBxI81n1uxBmx8oX4OpeUuTH0IHGXaU33a9JdjT2jqrdWXM89//OV9PbBqUEmvQc6j0ri7tZ5oqXB+l9sZdpuRaTYujnr6nKZeBrWG613++ATexB6jApyLNxHxNmvwGemvvv+tD//NHs6r3Whb5fJfcYtdfu+0hi0z3d66c452j/owWPj0T07OvhKVvgehf8PiAnKa3Pm7DPRhW57Ln5mbeM7+n78hm3Lw684uksrJYHE8HpzaDZ0B6cWSsv/A6I+upHnTE9GYPrPvPlYZvjDCQBDZgFhhV8SqEE8++0zbvjF5N+B7TLvv0DJVRQQOrFV1i2Xpdr7BZ3L2U5cNNXyz41ho2ygtiXKyi50quqdaXna3UdMNbVwvzz1HjZ8nkuPqhi1i/lYvn9CXTZwO8mkYswA2ECT1GsuGwBY5WoXi5qWXWqD1C7h5NW3IICWAXSjdY5ZwHL1u9isSZOAiUpLWVJVJom8GkBKdNQgFgEOFBhXtevCLQBICCsLMlZlwxSEEvGMlMQAGzOCknsswgBmCDa0BI6tMUIAGX/6+RwyTVoWcPCTNocmecqSfDg2Aos2BgGAlFsihkU0BojaNvAOVdJCyB9N61y7BaCQNU6w5i4FkQV4K32ZLQscq/OJylSsSXwMldW377HF5l7vG7CXgON7RpfLgUU7xIUb+gI7XezjCvWcahg+CgR6mYSlp1ncP4mhHz03bwlCeg0kMbq7a5xdJzvK5z/KY772mN093HnMPFdz3mP1b0FfN2++3mSEOZpt7h4BJQ+DFzduXeLF/vO6nOgeRcNKvWV59C6Ak9nTH/5t7D9yZ/e7sdb+6LaFwVep9/9KwJsNq5flsUl8FjBAmukYVHPZPZaPQtHG8sWQq0gNPXhOs9y8fDn4hXq9aH2UOrsuRqN5Ujx7T5vwKkC2aJ7vdUslDsKzfUPqO6hPraISSKRAIBIwlYCNVGHWZjJGMSn1FiulwuKP27OwGph51zGhuYJjCSlXXMW8MsMSgyeJwFoBlRVt8vnuSY5+eNNk4T4rwkIDkgFArYW5BcN6RJckpbTwxIBnMRPdpmQz6KhDZcgPqVBLbE0MYytn4C4DCyE7YmQo3QFLKCWMus/tfXqPVvdPdwtrkpSVhB2caCdvmmvA8Bs4XbSFD0fLUvVpeq8rpZzURLZdA7SstQFlvXXz2nTF9v9cZIYLoxpve4GcDnQWvqrCWE8R2CZwCGAAdAcgU3L2W6hhjMtsUrlBjQLIGe16PI61rttlAzzQHtVZv4NEDs0/n8AbBvTec894TtJA37s7RVSipvHeASMjtpH3PPyZ8/APny6G9//oz7YPOl024dtB1zVlaREO7Y20fYzawzgrcLW69sXBV75tGimuktYaXSt4ifasHBAZcN6xwFAQaqrFuSBrA+PWxutMnW7xlrLXvSO3bLPAceeWqUorp9bKdti1+W2L7ZJZgzdA9ieJR7JAm40X3wAuTOut2YJSoDYRvlrWmZZRNiiYUsVsJKUZcW2iTfss7s/GwoDyOdZ9apqd7WqtnbNpRwwLzPomsCnCXyOomudQpUsAAJMQy0I0DCwyrr6sDFvG0rxApszROB5Qv7Vr5DPERwI6UmAT3yZMDt2MZ9PYqFlfZ9U7zoBeYZU0coGbh2A3bLocddV57ayyZqx2/jJ+nmhDCI4N4b55T66/5vwrM2HGJ12O9ffiZoqZzjNskCxc9p3S/9uZV5dBxtZRpkfPhEuubEPQWzHrleApp05fnj3TuUhoc67ZQE/ncAxgk+xLmCy3As8r/XYMVa3jVPVuNMyFxDN6wbiXFlYN46NK4P7zPu1Qu9J/V7WZ8xdeyvfeklHkSRUwGxsb7vAOQ5De09aAHtg+kMmSv0y2z2wP/j8ZoGA0c+PnPvoWA8cp59bIwb2Jiv7iGzCjnEAdItdnpcQ2TvIkwTFE1pA9/QbfwHbv/iXd6/xrX0Z7YsCrwio3p1TBHyylekmfcsOrNg2Fka233ttqf3vv5T9NqNkqYFWbwdcy3W4l7gyvyVs7YAglxC564sD36YbbJwH+mstv4f2b9a4WmM1wLWM6+Bh5z+LajZviwmf6JPrODVheQ3Dc1qV4VOfVCffKKVUlWGlZw3JT+o4EAnggPxuEcCSAUoJPFGt9GLsbNa5kRjEW10wmOY2e6DPAsCNKWBGfn8qwHV7NyE9CUgOKyN9dRJ2N1KRCICkwleeAtb3QaMFAAjCJDPAUX5nQk1K8zXC17VINAAIuNJxbjL+zSmgaV3hBNIxSdktTAZyGrMdM6lMr0v1INXrTv18UDkB2/k08QoGCvvERdIKY+YXbIlyplWdJ70fOsdOizDdZylKwQpGeSZgBQip/X4Wvbf2+7rWaM00yXcHAqx521TiIgs+D1BBATeZVnY+nAPd4hC4jADUaPujcPLoPDf61+z3pQBWYL9oG/39cNc7Xq+v7QfwSxn7hzWxr/mbjzDmXKVAwF5KV56pGYBaCb57d6/bb+0Lal8MeI1/9AfyIrKEFTOTBzQRyWn47MU3Te5lYF8898W0l3TKwhR5xsezRPa7vQAt49qOa4AiUNG57uQAJhfwwNA0hoCGZh1b5f1rHYAuGiPdfyg3gAO0AfDgRhJgWslBI+53/Wu8MH0z0KHygAJM+8WB6g5l+BSUWDa6Ge0XHaWydQp+8/sT8hIRXsS5gJ+WGgJeJvFBDQHhueolQSQMJlAStZhInAc2N1Z2jVY9C6hlZF1GvLHy+RyRTxHre9HjMskxOBLyEoA5gCcCMopel88ReSKkc0COgocE8EKrahF4InAMUrjBKoxtqcpWNHGtJBfZdfrSubsSnhm7ZChAFhB+fixTlXEAZe7XMrdTuTdFU865jplPeDNG1BYiKcl9j3XuFI9a7ztr+lBSsGrzKp5AT2dlwo3hicAcap9yFsbatNdrEmCq5Yjxcqnn1HFpNMSmR/dscu/lqq4BtCyFobWxhEVZTFN4I3O8aT2z2v/Nxrk9yG3W8FY7YmTvnfPH1L5rHw/2e0T28ShwfQjkPqhRvnee/WFH8q7uvANGeXeso8Qyn1cB1Oeodxoxsia5c5fvW5ZqW99XEuAP3uitwtZHtC8GvEoyBrfgyANCY1k39wIa6QeDArImESurFrLTzJaTdyymB42mB7Q+7B4IVJhHAFUvqvuW/708wUsTvBdpn80ZQjGM7+UDOy0s1SxysyyibRN2d/DQkiQvx9T5/vpjWjKTbz671HS+Htg2zCzrww1FK8tRQB006QtTAKutVrn2KQBrKrIAjhW4AgCf5lqcgFky3a3iS9HNzpXlM8b4fKrjvixynClIiJ8FQHIgxDUjTyJLAAmgDZskYQWSbdb3ERyAPKk8IAlwzREiIdhY5rW/rsYuyhZFOh8M1Oo1NDZNjoUv16jHMDa7LHzKgsl/Lwi7SnTMJUmtVNkiBYT++2PjNkV1gmBZ2KxrSS4zNpxtsQi0i0U/H66rAO3MYlN3uQoTrZpXhAi66D5TrGNjxQ44q5ylXWACAK9rHVs/Rsqy7l70Gg2hZQJ99b5q4l8uxW2B0oFG9AgkHjGf/XmPZAFHiWUfw6je00B+7u3Gtb8GuN44yO3xPfj7wwlZ99qd44936aKIxDXfwL/3kCRaYi2571v5zL1TU0L8+mukX/ziY67krX1m7YsAr9Mf/r4Akawg1hJ2mMGmV13kBU/cfVHJYrOoX77grI76MEezXyc7sGYvdgOutstIKqDbkQuJy/lyZWsNuPoVrR2DuuNZBrgHos6JAHAAxvZzgKbo/8zmqEsiK/v3ukdAfV1je0xlnclW2Emz0O3huyqjNU9tKNjcGYhA5xPw9CShYH0YUpLCBjwH5CctNZhYAPc0yf8hCPMGYTVpy+o0IMfPCmCNwQ3XTcz/DXyZdtNA1/lUQspMS03CYgGaBlDjcxaZwExgkFSavWaEawIHkRdcfxaRFhmDsHEpTkCJEVjALE+kzHCuiy/HthfZSG/t1i8EbN74Ig++FeBJbUSgT+Lzf9sliYUK+jGLPIC5ZWAVWBYNubWU2gpvpsVct91LmoKy8j2rA8i9tapunjEH6vfwurbFDrpGg8zqm0ykWQ1d9Nznsyz8lhmcAui6gpnLotRcPUT7Whk5r501aUGTfNWf0537ZutB7ccC2B9z+z771+uLbzg2NPdxAP4+ylbrKDlroLv2f7tbZvjO9dw61vHG7XuikC5NYmuNppV9XHSH/rXfAD5D8HoQAH1rN9oXAV5ZqzfRdRP2VbV5HAJK+des/qLZvXTnqWVTy8vQfaG9H10PDnrGtW+a8S279FpRfenbl92DWUu0AWqSmA9vwgFQf37TvwYB8uXBweqJakydgUsf/i8Z+kHsg9TQv2hlvV64fxjpOJFZJpkuERCgYVZcDiQRovsMhQkjYzZ93+YZOM3ITydl2DPCSy2VSletzJU1hP5e+kjMlU1NuZYL5hVI4qW6nSPiRTxVedbwvBWy8PekMKgEzFVrm5dJ9o2E5c/lmDwRMoB0jgibOAaAAZ5lTPKigFeJREQgJPknGk8gXgFaGcHkDE7KUNhBu8/9YsSS+6ZJQBWJdQ1tG+h00qpwNcmo2JrZ4orqoovXFWThfmM+NSxfEhft+8HKkhu4NOBoRQJK0QZIYp6BVgckrdBAKRbgbLFkR50X8iUQeYYxznbfOk/mJsrgk9gwAAH2fdV+UMjIq9+m7udLpAIAvn0Gv1xaD1ugkQMRO9cCl3Bp5+9bSb6SkxawcdPS6lb7sQPRT9HuJT/dG4N7yVZ6jB4Q9kmQfXtVGdlXsN0jH177uSbwDfyCbwDx3c+dpntv3xa732Ufzhnk3zee2CgRUa6+35cL4q/8CtKf/dnD1//WPs/2RYBXhCDVhzZhCtmDLWWpCnulXxheZsk+ngSIkIFGyz430DjyzOyTn3oA6djaxgarA3vSP2o+L44EXiZwizn1Ojtl5cQ71l7oLlveAIRPpLEkqnmu0ogYQJiQ17Xq+HzSlQ/72zl8P9SuiF8uhY31Vl40Te6lHcuxCagA5wwBm2Z7ZKBnCghrknKy315qspaCIQCg0yzaKruH9tCMAWC5VrpuiN+uAAF5CshzAMUg9lvXDeHDtYJwvW4+zdh+dkJ6mhAuSWQAqmelJACVUkZ8zgJUCUjngLQQsskcgrCr83MGX4Dr1xEglKpaxFVGwBMhnSLCuwXh20t9ORZfWVLnCWr8cJtM/9OpzgGvi54cyIWLCGi0oJr/h/beW/PyG4tQGNNq1b68Y0CSIg+13G5lFJsXbl/hqmdC1TWB89a8WMu2G0Qj27OUHet4N0u8yGGiLD5cX5pysaVj5oEb3KGOGatGRuABbXO9sTkOp3odnyxJ6HNrBWTFsczjQfDeeB67Y4/2f02I/eH2EXKNWx7Bj2hufZTjlr/t8DgH39cahcwtgFVZAQAQRYiN5SSSn7/w68AbeP3i22cPXqff+6vIUwBISm5aNndJ3omk9kMBZO7+MWj2d2Ub5SWr+3qfT58Y00sE/GfGzhljx+5l34RXtRlIoABjs+SFb0yhA52dPrWwr97Y3QHsEoI1VtM0kUQCZrybgSXTxCAPqTJjNjl+x8jJoDtW1bdAYkklV1TDs6jJK7tKZSmhWbWbz2bKcn8ABURTrbgFAYC0bnJdVy1qsK7Fv9UKGJSqVMbMabIVXVeZIgGg04Rw1USxqPrgKQBzBeR8XrB9tWB7J5/lOAmoUUAaCksq42AMLAexwgorkGdC2IC0EOYPGbQx4ot4joYVoCyaWCIu+/H7iPgSET6Qhtynqn0lSWQrzKPXq1rzCwt/360pg2ysafEhjnDnCFU7quPInMUhwTSkQJ2DWoigatxcJS/iYudjYK8Pj9+1jnL2UN6yp7F80s/aakNpdwzpVMsq9WVxG/A42n/QN+vfqB2GcHeHakHEYRnQL80dwNpIwoFu3F6r1+2B7oMA9lXb3NIzf0zS3fAUrwPNnp19CIzfWBS0409tgqslQpZ3n7YiMQhVPvYZtTef19e3zx688ruTsGVrEg2isqcApHKPT9KxpB5vfq5MWFkVrhruzP1DpDKHlYFyLKQB1pGnJdAwVf5lz966R9lJnxHemLr3rQHDuQUvISioi+W44empMr0+yaskTUHAkSbTEIBSMjbrg6Uv5WessLGeliSWo/zMLRDZuSHoMZBr1raU8431AZgSsG7O71TD/1NlbZFTtdKyzHQdY2HkNCwVamUsumyIiUGnGenrRUqyXrMw8TGKIwEzeI64/OoJ69cR8SrXkyMQVwGf8ZKR54A8BXAQiMRzQFqCVLdNQDopkJ2B+MIIVymuECdGvDKm54Q8BVy/johXiO9rME9YNLrkshixCIE1r4W2ce2ZcZPEeOmHGvFLSd4ARgKrfhTrVquvlbnGRQ4CoiZr32vedvuhAkD/ErTQ91Bfegco7ABr+8fbZvpdCH54zNLHV2j/uj70wKT0ybO87u8e0B+C3BHIegTA/hTcAx5ttxLeMGZED2UWI8b8CECSm6+jY9xzcBi1oyS7W9vecqb4FO1oHDsN9nCRppGLEiW0qI997vcZuOJMv/Pb2P75//7dr+Gt/WTbZw1e4x/9AfJJKyhtNTzcZJczqy7QdoqVnWUucoOSeW4JO/ZCLhWVuAI4YA8cfJJL8yJ3Nlm2urTmv7ROR1uA6wiMjH43SyGXKV22Swl0Oolm0ZKQDACVUK8BO6qWJpv6nUZWbeIKXLMkpejK2cByKR16XcWBIFTjfDqdVHcZ6vE12auRSBiY2jb5pwC6jOn1Cvq5jlugmvRzWes9mXUMcxKG1nSXNi7ePN9C78wIzOBTRD4Ju0sKxokZ+WlGOk8gBpafJ7G5CgDOAdM3CfGSQFvCtIlmNi8R2zsrD8vIJ1LXAUAKDwA0A9tTQFwZlHWeZFlETZeMHAlBpWChbOOAvl0HqzbVl9A1ttQX3rA5snEF+OZSAMhY6zizQ3tkCxnPrjoNdpP4dBc0WPjSbXfEJNadjv/22nYjdNz2wRZhe33fq4oJtCc4/vwe6GokHCSTpwdO98DLLdutW/37KbUuMY1zaAtCvIKdHi5UDhYIt4Dud5IMHByzv87D/Tswfqsvh4lkGHwP+nMOAHtvz7f3Qq9RR3l2qGzvehXHEKC6unwGTR7Vb8zra9tnDV7z1zLBacvgZZKknVHrixMABdTSmoS5tfCy6VyZUfwr7YsdvGZVQVDHHlrGZRNK9cDVJwL1/dH/uV+J3kgKazxZmdtkEQPD9jAxYK2lOwvbbICWApC3KiFwq2ZKmlG9bmDz/FxmgGoteESXdOPsvCyRy9wLSpWmGCU8beM1xQoup1gz1ZnBLy9SatWM6g3cEgGYqkOBhaeY1Rppc9ZLjjm2RL0oD0tak7i9JFnQIEbk8wSeoni1AkX7GK8Z8UU0r2UebVLClV5kUZBnKZSQJwIvAlrTmQBWCcEEgMRpgBKksEYIUtp4Ik30gsgKrno/bV5aol8Moh+GjlPO5f43SVhuMcPrVipH2b31OmYC1G0C4MsVdD5VKYGeuyT9bZtbYNUXe8/EeO2hAIMuzP/LBk8PMFX7hJSPaI/s14ORwbjUMa6m7x5w3AQnByBkV1nt0f7+WNsInHpAVRLfDt4R98L13fF3APeWpvpTL8KOGOfh5o8VURi5E/h26FV8dG1lfmXV6A8AbOiiRj6Rq4/wvbUvrn3W4BVAtUMKXBKvOFIFssYwKivLpj9lFnP7oMDVMpU9cwqM3QD8/0Dri2lAzD8wvGOAB5K+WfjV/d6cxxJw3AOAc/9yowosbNsYZZWbUJOzzE4LaMvk2s+bnjuGKoN4Oguw8Wbyyywr5FUrD3lW11ogIAhbWx6I09TIGRCCsJ1EzqtTtU+rWhuZ36yd40WNPE+LMK0rqvb3pAletsA4n2TfeQI+PFfNaIwCgNdViHmdH5TVeSAxOLBICTQpq5R3ZRbAmRjh5SoLqDkCAQir6FnTKYAyY3oB1neE5ReMHEUSkCdCvAKnn0uS1vZuAs+ENFOVFj8nTN+sCM8X0EUtxbyeGSjZ+iCSEqopwcqssoJLKtrmUMGs/Qu6UJmiIGy7j7o9a9Iep1pOFarNtlKpJeu+Z1cHUoBdIox/2T/A6jTtNaDgBjgZ2nH1zOanBnZH11a0ug+WeEW7ODgCcEUfDMeMcb4NYn9KWtqRZCSb9ErDGPAgdrDfvTA5/Kbkf+k274Drx47jDV3p6LzjQ9wHrr1G+B5wbSou9s36ZIvr0I2NRSF1m5JPkXP9v88PeWtfZPu8wasKwDEFqagE1ApGMZbqOuXL4AChyAUcQ2mARplT9Ktqz7j6l7/t3zOu1vyKsmdcFWySAey+9TIB//MRG+uBq1lXpSxj5I9jUoPLVR4g12tbGey01OPNM0AKYJ9ftMa8C73rueh0ai2xjKG1l6XJFnIW4NsktM0CQs+LJEsxg55DBaGA3utJgacbU2OPN8jnl1WAqpdC5NzOAQudF0bgRVwI7F4ZQFWQSgnC0Pv7DgjoBmqf1yTM9BIQEiOujMzA/C3AEeBF2FjTsnIAMMlneSJsZwWvLHpaJnE5IKsc56UAftFBoqkF0CyQGuYVqHPbGGy7z3bdq3n1hhox8HKZlKuWmYTJal5+BTT48HsXRnQv9Jvs6/cBnAYAoAetja2Q9fWXHGYv4+LOu2NMfXsgSchAG/nb4WyfynHtWD8V4HrUmv6bxtsl8d0CrgcuFY+dy7VPtQD4COB6r91l7AeLz5EtV89Ai2SjO56RJiGojE/nG2dxO8msVQxjsbeMf/QHSP/on3zn6/wxtLcKW69vny14pX/rbwoLdk215OfkdD4+fKwMU7HEWrMwWUAFrlenFzWdrI2eBw0lbOvkAhri2DGuhdmiymC68IlnWnel9ey8QNUv2ip1dZWUDGzLLyKGN11jn+jlgVfviABUNjIog3leygKB5wl0EcBXMsWNBbSSqecgof2UgUWPs0kIm2YtC6oOBkXbxNzaiPk+aylRmrV0qY3DstT9giacYasvCpN3RH1gXq/A01lZ01w1sElkDKKxnarOFwAvkgjIMahbhQwvAHAM6u2qtmyLaGXDt8KQhhCQAxAuKhuYSbxdIZIB0bEyphcuoDXPootd34m0YPlGGFmeCPQh14Q/d7+L3rVju6u92SyyAp2X1ADSDDyda8IbUOfVslT2Ncu5LTOYqSboNXpCCCgqdk4ycXfh1QoID8KQP0A7TI6SP46ZWN8+Bat273jGiHVgUzZ3QPdAO9vbkVFwciJvK+XOZ8f43kLgv8TWz9XHdtoD16GN1KeIDLy23WLH/Ty4Mc9G893PsSP/2H77kddtQ0w432//PGq2A2o00uRu3o7vrX1x7bMFrwIoIewqC9MKor3uVb8IlpCFa6rG9SVj24X9PTMHCDiyF37a9sf2wBVos9z9cTxb1hiTt2VbG3bYWLNpkmpWyyJh9JIBPnigZK5El1mTjEq0WsKNb56htoQo03SmrYLvEu6xEFHWimRck7zseA74FGB6Wqr+1KyXTioCtWfymsr5BPxq8tBS3QJKM9eBTb0Cr9ea9CWDLP2wZC4I4yw/aHEFA7KTuAzwKSKdJ6l+FWX+WLlQYkZeRG7CpofdSOyscgb9/AMC3oEnkR7ElcGRwVEwGyVgeslyuRMhncQWKy0CYOOFMT0zwppFgvCs5U8tQco//C264KxoiuG/VtSi6VSKVciCow+x2kLAsbqurCPzqvPfzbno/E91HOs8uhFGHW3/QzbuHAkcWH1UL/jRmtEjAHIY+PlQPgAAIABJREFU/o9DMNLagaFsU3ydMQChdgx9NlBw43AAeHYFE35Kze4zDe7nLUB7lKB18PdfersVsRhJTm7IZkqEoWNchzIIHDO3tViDez+Yiwwg74PZRdTK/7km22rUcPq9v4rtn/2v90bhrX2G7fMEr3/nb0lVJQOrROImkBxAdOFV1pB5KWTgDd0zV70rUMP8u1C9O3bHknrPugIsAgHeSstnaKOyY331HzufD7XTV++VIXxsJco5g+a5Vs4y1teHnO3SjKW1jHOvg3y5CNC08qjrVp0JTL9rwGnt9K4mHZhiBU4mj7hcd32ml1XYcTv280s5H1mhgmUG5qnez4todHmOIhOZgmT581zHMwR5YXlPWtdHOimwU5aXQ0D66oztKzlGPsmzlFj+jy8qi2CA1gxKAmzDS5L5F6M8mFOqJWyDgFPK8m96yaKjjSTgl4HrzwjbCVi+AUICll9siN+sCNdtrMN2BQCK36/3zA2k81KT2Swh7+lc5+0yi5etJdZlBt49yf7bVhP7LpfCsheHiDrZ9AYOws/7ibn/7IduPVAsICeUF/iRX+snP/cdzekwSajsOmZIvZdus42Fdz2YKyH10HwWZp8clltpwU+t3Qi/32Nm79mlfW8M9cccy8+lHriOFifG7B8xroM+9N/x3pO4yNZMkhcUjhR5U6hWjPa+zQyAhQAJATx/HhDmRs71Wzton8ed71pYk0vUMiBS69iXMD9QCxEkFl2sVQMCUPxBi6crtX6Ypqm17QPBTPIb3aN/AFIQgsSzY50llq1IG9bVQiX+M7WlMmBVMue1Clh1FdCHkU/IIAMvzs+zSxgjcnIEe5AUC6qL6lLd6tnGwACsAZx68bWvpCF9O966KTurq3ArLGAMrj7k6KL31BYYto0BKQBEeo5AVZuaEtJXZ9CWEa4C1mmTQgf0fJG+5FSul05LBd9B+s20gJcJ6f2E9auIuEqIPs+EoIRA0KQtACJB0JbPEQgnhA/XskjKswDTsEnSFgepnJVOxtYymCSBixIwPQPzt4zpA4PWLIlaiWWsdGHBpr8OoSQ7kCXAOYBZ7MysaAMYmPRlEFAWFBwJhFB1xDZPbTETolZEy9WKTc9R77v2xYAzZ/is7l1Y+8fUHunPQRhf/msLLHyy/twI9ZLL0u5DtkMfU6937cGX/d7czgHIfZSF/im0j5yHH+Xz+13ax+pa/X5HsoLdLt2i854e/da5yb07/a4WFdRoGyLVJGJ7FjtHGJ7i8BRv7ctonyV4lYSfqXU9MYBorKtnNBNLXXcrPuATsnyRgaIDDfULZi9zA11APY9L0DI9YcNMeZbWNz1PU4Cg/yzGCkq+/SD7md+mA+cAmsSoVjtLRZ9bQogjBtaqIfmkJvOFBQQ8bSYb4ApIgdbNwRhASwbKWVbb6yaM3zfftsJ9k10scy3vamPvFxR2PfbQtQosz1dgmdVPdZKKVtq3cIVoXF/WyhQD8iA2twXm4m6Qn2bk84z16xnbu4j1q4B8kX3yTAgrY/6QkbQc7PRtAscgjgIMhGtGPsnDOrCAzrCKNIDdmgcMzN8kxJeEvIjXa/hzxvJzYVznn2+Yvr0ivEhRhlpwgQBaRPowTeqgoEyR6XYNVOt9K4u5QALeTzP43YI8Ry2BrAxshJiGb1kAuYHYLZXkrgLUU4IvzWp+mvayM0/Smy++HyOI7duDCTp3Te/vJFG9SvfabX+YwDU6t+8vXORn3aqGvTtmPW56rLrYT6UN+u8TDl87Px+plvbq9l2+I36e3DnGTfePoz4NpSvU/F8+j1FilkY2WCSOuijioq4xJjsjEnCbGNNf/i1sf/Kndy/7x9zefF5f3z5P8Npn7QM1G9trSy1Bi1mAgAFXa8ZijZKF7HdfXtTA6Cj0PmoDcGrOAo2X6+h4lt2dhfEq+sUcwLw15y2WWVaZy4CZWsQUFljS2OEdEQgiRzBWjSYNMU+xjoWZ/RuYKRn5qRYSmKbaZ7umKbZA3v8tOca7/1+T59j0qP5+AM7uS6UaBtoM7/qktCkCLyoZCAS8bBXoTZMAuhCQTzPSuwn5FDSJChDzbCBHOUe8krDqQROsYhBW9Vu5H3kO8sDN0t/w4YolBuQlYFLNbAG0gUCb2HCBIYlZG5eSswDEemsKoKtzgTAgGgh8UjBrYN7uix+n0yLht5MsKPIsvrXEENZ1ywjXBHrZ6lw3D1yzK/P2NtaHwuR1oWvPyP5Ugetr2ndN1jnSJd7Y/8iqqHFHuHU+d3zOvKtCdlfv+7ndQ3Sg3Y3NL51trR3af/bacb/D4vd/uyn1se1uANjyu70jMmvhGAI4CMGTcyVFzHYvBHmPeAcZZtBlQ/7ZE/g8AX/y+GW/tc+jfXbgNf7NPxRGbcslJFHBi35gCVmBS/gYW1ImVb90m+o3+wx8QDWGLoQKVFbSQKGtNClUK6GU94kt1kxnqACzT9Qq4nYLa1voBQ4chwAgtyCxaHWzJDWpXtYAarGuUg1k6fsq2eScFNg5KyQsc7Uusb6z1aSfwB+e63ksmSol8VA9neoKerNQdAae1zomzuOVN/FyJa3kBCTw9SqfA8CygEyHmTIwC7tKXMebLlcgAOGijhIvYuVV9ND+oWgFDmIATifk8wJMAfkUkTT5an7OoExI54CknqwAMH8AwISQGPkkkoAUCXlZMH27Od0rgRFAv3jG9Ivn6lsbSEoY65jyaQblBWHNUgghC1srdltVh8zLJOAyAGQLAmbQdXXVw1J9EZjG1eQWAHiZkM9z0fJCwWvMDJ6inOOi98iXnwWkH6YZtoVYQHU9sExum+pWcWvUPjPQ80nbERgYAVygCef3of6bzel6d8c17b4Btw7oflbtTlj+CLjeBLXf5/z+xMB15AJyOIdew0hb5MzkcfMMzteqwQcqgLVooH+nuciiFRF6a19e++zAK8+xempC/SZ9ohZzKVRQAIxjs+7qiI6U1T6k7jzqrFFC4wBQKosADRjwZTsbwGpfdGVYC/jo+0MkwHZSTWMMoOsq42DnAmoCGVJxB2AHdMs1WR8N1CpTB+ZawUqz1ItrgTG9QAHMRZxv+xhbe+XK4hZRfm4T5gIJ82vSDOYqgbBxsDHZNhk3s8CaRT5Cl03AIOB0uKlqba3fFhKfxWeWmJEjIZ2lbHB8ESY0TBFrBLYncQCYXhjbmRAvLCEgZszfJKRTAM+El19fMH2bENeMOSUQm7ThWf5XIEqAjPEygxdG/HatFd50UPNpElY0Kzu6ZgSby2mri4LLtc4PA/sWXVhqohYTqWOEFE9AAHIk8CRjykG+H7xMpcwyn7RinbG63n6ta1428AZOv0MbAYQHQMNd66YRSO1/7s8HA2mf6f3s7KSaErx3d+1lFYPjfh99fc32r21dotbRNnePb/p3b8GnC3efG1JySgpb63IzOu0rAEy//3vY/uk/e+VF/Tgag95kAx/RPivwGv7Wv+EA0MFG/nOrnFWy6MlZDHUH8FpL+wL1fq4FACvA0qQY8uGSNRXwVfztMrtQfq5gVs9L01Sz+m1FusyScb8leRCUfsbyxSdAAJxl5gfag1QFkjtbLLtm6zcU8JZyoTZOCbiuwoTa9WsiWanmNc81o1QrPpWQf4z1HliYyLPX+lArx0pJQGvKoGWupQVzHXe8XGScfDnZGMAhyMJmjgjXDfStGwdjkY2N1P3EDSAgXhLCVcHsHEoiVZ4AnoC8EdICcCDMHzLCBlBmLH9+xfZ+xvXriJdfnbF8k5GngPnnV0yJJfENEFBvrKh7SeSzgMJ0Eh1qUHAoOt6IPAeEIFW/ws+fK3g0xrUk2llRhio54bm6PFBKwAWY0wU8BaTzhPUUkOeAmBnb+xnxkuTro/OTnq8oVedsvsYIIpUHRAIg55fw8w3G1dpnGHL+Xlrv1dn9bQSyCvs6AsD+uP32qICslx58L3rOH7r5ELj7/xHgerNQhHz4Sbr40cccAcvB/W+0rh+58ByOVyB5P1j+AyDPEkso9gVr7P04T22kR/2zCZD3wdOM9KvvXtW3t/bTb58VeM3vZkkcGbE/KalNUv0bGVj0yVi5s/qxZgDXJ3x54OrDqYACuWr8zutWtwMqKAWq+wBcP3Qb8xbF+aRsnHyReRaQQNe1Moe2n3qRCqs8Ae+eZFwul4GV0eBnA6EKrMmSfrzWdp7lYWbWtr2EIQYJYVuJVQWpDci1sVzXWhnLJboRTQX423Hz5VJlGKWMpbsnfTud5P+sVdMsg35VR4R1q2VviQDSB+U8Fe9f0X2S83NFqZQKaPJXlNsHAi4/C5g/MGiLiBMBJElY2zni5VcC1neE0/uA03nC/DQjPK8iqdBx5fMMniaJIgQCz3qyjKLb5UnvzcYI14TwskmhCJO/WOjeL6i2JBoz2EtJtN48yd9p24AcwCQvlviielf1q+UYwE+LeM1+e3XzQCQktMxFzlErkSVwUoss7kpvlnl3h+37XNvHAPUeaDygfZVNqfn/nkNAUyqWXZQIaX8PP7d7dk8XjE4a4L1Pf5ntwaSrm63XUffX/h0iJsOysn0+ipFCRh5YtM9Vv5TKhUFIGPdc5iXqc0vexT9l0cpPue8/VPuswCsAsT7aMhAAzsJImdbVkrNKGHarX5CawCSgszT/ZTvQqZbtPPsKVHeBhGoLYprVWVeWxmLBmfp7ZvR8Ak4L+N1JvEpZCy5kiDQgLuDTXBhbuqxlHDAxMJ+le1fJ6CcDa8qYln6+XFpLLAOuT2fpl9leWUidWYCeZ6jtQWWZ7tMki4GGmQsteLZwNuD8XiGJZ2r9RerhypeLA/yxns/YavvMVvWefVw3hJergP85iu45c2GCAVSrLgX/Bu4osdy6SNi+mpFPoZRaDZusD2gD0klC7NsTYXsnxQWWX8j+8SVj+UXAy68QPvwG4du/FDF9E/Hu/1kwf5Nx+n+vwu5+uEqC2PsF6RSR3kVhuZUISedZQOUmBQqYgfBhlTnk56ON07bJ9b9cJGOXlMlIGXRN5QVg8zefZqy/esL2JC+VOTPSDCAD61cTOBCmlyTA+jzr1CdgzsDLRUsJr1UiYyG+TQFQVzmrMIF9uxUOPwpzf4p2D1B+LDPs9/NA4WPbnXHpgdQIyB4yg32muJUDBqSsJzn94+cGXIGHgGv3gdv1RiLbpx6rT8W4urlp8gj7+01APgLPo/M4BpvMws8Sfx2bWn4PpO4CUv4aU0A6zQi6IGercngWrX96mqqs6q19Me3zAq8sLBkxA5cMmJDbwsrmMGBZ054JBfSF0rGP9nNjrZWq7tNv2zsRqJa0Hl4AID2dK2CwfxbS5QxgrqH080kSp8xo/7LumUs9N13WEs4n3uRLPikbbN6nmlUOZrGJul6B6wpaVItrOln1oy3XZeH5OJVrEz/QIHZUmGUbkzeolpJWLal6FfaV1lXGAZBjWP+8HtgAtp6XU5L7ac1kCfbQNCcDkyF4F4fLRdhXZpENKCNNlsD0dK6LGDcf6EWSk3iWMSRmOWRihCsjUgalWAoLmOVV2ICwiqTg5VcI168jTn/OiJeA5c83zL8gLN9OWJ8I69fA868TXn41guMJpz9bEdXrdXs3YXsfS4UtKz9LDCy/SAgXwvQM0JolPH918/i8yPxZXSEBW5gYcJmisPZxkfuUswD7ILZe269NCBuQtFJYfgrCLAPYKEpfVmFlEXKVkfi5WSrUjV+yN0POt0DiD5n0cktbGgdlVEf7eYD4sdcyGp9ec+h+b0AVhRtaVXMoMbmA+bh2AC2VX77bdfzY2g2PU2AwZ7v7cOjE8EOOz2A+DKMdnTzi7uLkjiZ6ZC/GKYljCmv0jPQ9mvVls8zyWQxV3hSCJLmep1r9Msi7Pn0tCa1MBPzdvw38N//968bmrf1k2+cDXv/u35aEE6+NyVlD58q6GqDyL1SvXwUapwCAsJMQ2LYG4PpMdaAyp5r8Y6bwJcvfNKrz3L7svZXRxAXUWsWoEgaOJEwq9Iut57fSt6LtFCCSlwhwRFhFgyihaGGnw5ZB8Gb8qn30ulvTYPYMtQ8BWUnWZQEvsayMiVmStrYEvJ+An38DM8/n61WBlXmNol67sbHMMpY6XkRiok+W3GSMNulK3fxl7dh2X3z1LL8o2TY5toWiMqRggQmjQxBAN9UxDhcb44iwARxZqmhNUM0rEC8Mygo4CWU+5iUgvmTM3ySENYBYk6VUhpDOUQoTBNmXgxxzO0ElC9K1NEfENeL0/xGm5yRz/jwBWwY/zSWpinKui4AsL5DC4CeRTbDOq6yWYCDpZ1r0fIiI1yz2X6YIYbkuXiYt7JFAKVQZxhTlsi8X0Sc/muxxxKj+2HWwD2dZf0LG+Cjp6ki/WD6isk3jGOD2HQGvvkSuAeDPzmGgaztf0h6YDljX7x24ftfvwwFr37tHfHTfsB+38jd7/tp7y5J8T7F9bgPFRYBP+pxaJiDkYuGXF5VVBQIYY7nfT6Ex3hK2PqJ9NuA1zwExZZEEXCxZBPAyANPKIKF+iZxfKjzbaMxdwF4j6vftpQIOBPMmLGmRCMyzAGcFWuaKYMCR54isyURQeQBPCjSvYkqfn+aq3Y1RvthTBG0J+d0i27xb9HrFQ5QSIwcSn1FA9K8UkL8+ARkIlxX8r7wDvWwCeEr1qoj8tcgOwgdN/DLXAECBUQA/nUTCMIkfKnTIeQ6ix/xwlYXEonZXBoqBWqXLVWeCOSpoo2kqFl3lGNsmrPQ8d56zyjheVyllqn3EeQHmqBWjUJnaLUn42+aJsZYumzUvsl9YM9J5Ql6kEAFHYHpmcAQuJ8J2FveB6VmIhOkFoISiU80zIU8R27uA7Sy/IwMhiVNBWiL414XVTIuA2vW9jkEWMMsReH4izN8Cz782Y/lmQryeQJkxfchSXvbbhPnnF1k02NgZO22LN9ayuaeI9G7Gdo7Ii8yRdCKsX4mbQTgD8aKFHRKDNoCDVBHLcxDdNZ0QQgBFmePl/mxbmUfUyAUsc9uBpUe8R/3v31d75OV9wFyVpMePyeZ+TRtJEIabtfKABpxQEAnAQL7g7bWGrQO/zf37MS8y7rUuWW3UhqVRUce2mdPfVx8fXSg94irRz1W/gHntvTya9y6BkCyPw577mkhL9k4IVJnWRXT/6cmKqjCwRCnoQhKh4jkgKwEQLgnTb/wFbP/iX76u32/tJ9k+G/AKQECdav8YVEuDlnCwZzlVg2oWSSnpqs+M813o2WtgfZKWlw50YVJODqQZw6oaUAOExWeUGem9AM5wFd+6vERQ4lq5SK+BXja5nhAKW1gy45cJ+UTiCUpidUSJXZKRgHErXpKXusqVykwBOUzyIMkZfJKqUpQ0QewlVGCn4Fl0u7JKlodNqIlNQZna0yz35eLK1/ZjR6Q2XCItwLZVHSszEIVNLOB3mqofKyCr9pJ0RXI/L5oN/9V7sAr/y3hdNbt/S6CXFWzssZa25TnKAijKfhwImxr4cwCSVtXazqp9XVFAO5x8gDIjXqSELJNIANJJwCkHibjnWX7OM/TBXFlcu1dE8jMHOW646nYnwvVnQLwQ8kSYnhlhZdGBXWdh6IlQjME1+oCTzMl0npDnoDpe4Po1IS0CxKcXuR5jkJkJ+QxQtiIMk2hvr6Lt5rCArroA8i9/Y+rzRwKce2HPT9keOe4tPe5Buxl6fk0bgY0D4FhAa4zt3xp2LDbgtu7THrt3I6FADpA4kPxjZ8mP2hFw7cb2bhncW04On6I9erwBOH20VPGrgOsrF2ps2nyLKpqONYQi5yvvb5JCL/IMIkgRHSFlEAC6SESIF3m/0ZbBf/HXgZ8ieP2JksY/ZPsswGv6t/9NRAN1xigRIaxVH1qMjIO8pEkTgwqranZOgIaip1q0wMkQSvKS/Q5U0GTnN/3mPIFOpzYR6HzG9vUJ8aJ6wZSQ358c2IOAzizAhxILANmyaBSftCLSFJCVMTSAa8UYEAhpCZKlnlgZM63OpA+CfFI27SJJO5wZobDGAJ9mAXB2fQZILAFIG8+TbDsFbO9mpHexmPaHq4SzWcHuBPFHLcDx5VLH+90T+GkR0+n3Jx2b7gFqixC7rzkVbRTPT1XHmrIAYRuPywXEC3iZEC4X0DWVpCVxl0igKWrYXAHyFHSuhAb48yQgMc8C8ogFQIaVES8KSL37AOTv25P6shKQY305prOwtCHJ/9t7iPXWXMEqZWD5M8WgW2V0wUA6yX75PYAs8yesBMoT4gdNOktZxnxi4DwLS65hu7AxQBl0DuJnuxC2d0BegI0B2uSlEa8CqA2IywIJyDkgxoS8nDH9/CJg/90JtKrzwYdn8MXd5zuJRA8lEb3mxfp9AKneSmmkNe21kL1G9GP7dsSYDT7rK0J5BszvY+F/K99b7hMfgB2VEdQKfoN7dsDo/aSb3rPRPC2RBLcwePUi5VNFFw7m1q3+PKxz3R90OO+8JKX+ngGEEr3jSI1Dj0n6OFJ55+ZJSBjWxTdtjHSWyoXpaaoSq4mQUyxRx7f2+bfPArwSKzDzn6Ukejz/vVLQRzmDcw2fFrbO2EDTCAYCrrmCJqBN3PLaT7X3qKFDcqVUJ4AS+DRpUkwF1LxM4MnpfGZh+cgqf+UsyUOuIokdn6eAcNkEHELALgdhPYkh6EM/t/HJU0DYMnKUSlA8hcKYhFXGTJjfCSCArkktxdDokTDLtXAQEJ2XgHQK2E6EkASkcSTBKhRAmfWYBDJQPE9S/SolsWBaqmk+n0PR8AIoLHO4rM048Hmu9yeoePS0oOhlg42/6oQD9POpjGPRYk26sLmIRMNkJpbVLwsMK0xABaSzMqBMwoqK5hUyfln2K0CUKzjNQUAiZWCb5ef0BKST3Kt4kf1ok89pBeIK0AWVqQ0CYIllmzwTQgrCvr5fEOaIuOWarGWJa4t4xJq1XNGOqXyMI7B+LUMUr/T/s/d2sZZs63XQ+OacVbXW3ru7T597r39iRwlBBuQAJkAscxFRJPMQHpB5IFEeEAGMjFAUR6BItl/IkyU/WJYiJJCuQBAUosRYSIkQTiIs5QUSB/MjQYIcLNs417/X96e7995rVdWc8+NhfN+ctdZeu7vPOdfy6asuqXvvvVat+l9VY45vfGM0MB1nNWZYEFdFTQKJZOHqlCDBzpsqZDdBcqa+uTkPCGU7/O/NmsJ2oj8m0DsHE18PJ4HXNZK9qXy+BZ+vc1N4k+b3NSD2sZK3bH00/T5ljPiJfnVbbXrDei8NPs7jsN8KxP1uMrYX2MmLx/A1jPspQPsY7PpGzvF1mV63nAvr+siuAo/OegpcLy7bglIkV1Rvwop2zTlxYM9gUVDyNgaEuUIHVpHKThCsSbWOAWGp7BlYK75OR/D99CmfviHAazzkVh71ZhT39ERB94VzGy0bAJJaOrtJOZAU6elB55rWpnn1n/5AsNJS03OOvVw7JOhu5GhRBPlqQLrTpkt15lUqgaLrU+NL6kWxrvQAddeBSg9OL6uIgU6pirAwTnS9jgiZzUOiBOP+mVCUneQVbNxaTQiv7qunBK4OROal7QdEUPcD6n5E2UdkY1vLSHaxBAI0XQUYFcFTZIMgLBEAO0QlF8guQZbc9L6Y7NhVhYg0GUIdIs9zZVOSnxdvZlMRxBeHduOTXIEjgZbbNTkTiP2un1cxUFe4Pbozn9UY2Xl/N0N3BtRFEMaAGAVlx89TFkCGADsgLsBwr0hHxXolyDvB8kQQFiDNChUg3XO78k5QC5B3BLBxJmiUQtAaViAeeK2WCShXJIrdY1YFqJPNY1X5aMxuvmKjFT1aEyDMAK+7AeuTAWUXCLJLQL6OWJ4Q8EKNBc5AzLCSHoDc1ws1va7tvwP1skuImqnPLsrB3TBAxpEAFmiDQNmGMWw0o9uO+K83+8QH62uW+0nB0zkje2mZb9IdnmtQL4GaN4Ccc7Bwwqq504e/vj3mQBvgNJmHbGQEAC+6zTZLPB1wSEQbwL8x2et0ox9/7+uhp/0Ix+8BcD0/T2fNalv5xEmIw6Wfj01fL+D+2LF6ANAfYYjf4CDwuv04l5FcXr7251k0F5edpfV56mVRWvgZmeTNouUmIs4VZWAla/flDFHeR6PJDvJ1wrvIvb5v2Pro0zcEeKUP5uYLk2tLz1Jv5lFtQQUATu2yGvMpp2lPPsXQu+LlDLC2RiG7YbuHnf8EaLcUqDGtU0Rt0Z6h6U75BRXErI1JDouxr6pAiE2XqWOEHKzrPQriIZtMopzoTaWSGWMZO5gbgwKoqDH2RqIoBFYhQER7w5uBQ95Y4oa1S6jTgLKPWJ4krqNwXQ5w4qJMnwqCIiyrhxyaDlaTIB5Ac/0xId8Q6NeBAFzWChmCjbjZgNRCA+zc+faiFh7P0YX91A3LQFZb5qUPRPY76JToLIDaz/1J1zWvkXBYTeKAphcNRVmyUjlh+8sOGG4NoEZBGfqgKfgYqDJGliw031uDUMNaTT6wAlgNyAY0H9l0AOqCpoFNR65TLNsgZMMVCqxX1NVKSRjs+gxz7kDfzm2+4nkBgHh0IEkADuH2qA1E5OjnlLpaCE68FVXA9C9j/mFsLGLoaXIAtG6qIc2xwoFQPHWGwJn11Ns2U22n1oByOXXqd2R6bBsf2/7XgYPXdYa3WRSXANkDe6yN9tVff9B0VEof0AUbzG41sV4MOWOQzxnHtwJFH3X6KAOacxB3fozbbBtgbz9PrhOtl5nYNzVnbde7/Xm2/ovM9idlXy8B161++cLg5q2jX7fL899xAfC3jz1crq6ZVcmczW3F7wNoqYi6uU9xBSbXShFe+aljQJwrYLKuvKOv9vKv/WGMP/2/vn5/3k/v/PTOg1f9V/4Qwt3SLnJaY9XeNNIelI6qHNzWE1Dq+k4pG0ADdH2nBwp4jOc49C5u18C6ZvL6qo0cXRoAVQLVCuhg2p4UGkNWdsFIDep5gjeS5U15D4BGspz1yYR4nyGizbVAq3VqKkzjypI3xMrYlrkMAAAgAElEQVS+MSKslfGmAaijQFaFwErGCSjDQC/TuadOOdvLkq+SdR1NI7kTLNehATIVAzkDtzcuaF6oeRJgEsRFIUduR/nMFRCAvI9N6yQViHazSsfSpRBzaeeZIQzB3AMC6hQR5pUM9MBmt3rDsATd0e1B1sJ4XsCkEIp6vWMz2dJZdp0GyLxCR9Ntug3ZwIGHRm5bXECwNyuSgc04E7SXiQxCEMF4WxGyldiVADe8KubhGpD3gvmDgBqA4Q60w9pxeesNgayswHAkq+s62LxjjV+A7gNrx3q4U97Y7b06pda4R6/aiuVpRJkEwx1dCsokGO+4/ahCa+ARkMzt0DvuizemSVWkQ0U8mnRF8NCuxoM2tAJrhuwmtDQ4ayRr0ZBVofsdQw7WDGglk7cBsCeWTRdvCHUD7mxgWMpJQtTvWIn6Tct8G+bNQOZrwYRWPEi5eqTs3HSHBlwdiG2B7IOkKJdc2eeaJvacpQUAlAdM68nPBiJPQeLHAqEutdgch0enx5jHR8DhY3KBk9c2wP/kmKFsP/CmPboMpD9Ok9ebpAHbZT2mhz7fro+xrtcOCi8d79Lv4yR1EsSDgwDK5IDGwsrmflEHwbrn8yzv7P5vATE1mUsLDSDfqUnfMHb43Z5E5AMA/wWAfxqAAvj3APw8gL8K4PcD+GUAf0JVv2rz/wiA7we/HD+oqn/TXv8XAPzXAPYA/kcAf1b14+39uy8PcYDlwEfZ5NRGc+5h6uV+17X6F84BJ4DWAelA12++/nDdTtmahZIxrANToLDfoTy/Qr3ZEeRNA4rZWTkIC0UJKpUsXpgLJDOFidtBYCALPTO9q19qhZSCOBeku7XZaGnsDTjO2rKcXQEFys66ySNHq/k6shwvgKYNgxME1WJHt1rgcj2ydB4Crbqs4StfR+RJ2NxzJch7soTeOEYpgb0WeHw9mYrgOSDfRNQUvDpJgJeJyEK2hKvaAwY4CEgsgY92XKOJ+gcK9utuQDXAWqfUByZLbmBUx0Sd7S6h7gc6K9j5qg7WVTlPjChXJvmIG/9WGICbK4a7im3lx/Wtce2MZjsOVdu8cbVBxmJAv6DJBGCkZNnxZ8h8P2Q0bXHIBJcA30tHxf7LBeMtJQNhZRIXjMmnVRYBbDpwu6FAuq+MtC22bbb9w4EygrDCpCa0CBMHylnt+iOQ1iH0753Zw2EYIPs9//YmvBgg49AbhPy1aWKTYwyQcQRSOtVQvsaO5+Q9B17jiDCO/D1GhOETjtcdCF5a/9u89prlnjBjFxi7tl4Hqm8oDW8nB54PNMaennVpW20dp+EG0v49nP01HqfO0MZ4CmrfNL0lw/fa6ZF1bX1ZL4ULXGQNLzCzH2u6JA/5nZgeuVbetJ8PtunCQOfi98A/d+GzlK1s1uX3CAHvIVbp8+Q+3leA5jagrAaJKskYBe/REUwBNDmTV7XeT1/X6S8A+Buq+k8B+C4A/w+AHwbwM6r6HQB+xv6GiHwngD8J4A8C+GMA/jORJjz6zwH8AIDvsH9/7ONu0DvPvMb7tTsJAI1Z87IyajX9YkAz+S+hJ3UYQ+sNOp7ABJHeke7G+W7R5AMFjyFNEUgjv3gxGgtFoOgNUhp605RGQd5FpAMQj4VaT3Db0qFQD7oUM/vPvTybS9s2WQuCCd1LSkh32XfbSsS0dapTQN4JQqbetSYr2xs4SYeCsFQyrSLQQGatWgm+TtEAryWTeYlmH3D8gKyhJt48xFjAMlmTT4Kxp4rj84B0IFATZXNXuisInpxVyEjHhYA+3a52U5MmbwCAcj2h7mIz4lehNlOKolwNgIJyi6KQeUVci5noaztvkivqFFGejMhXCXHmAKAOlHEEex/gvrYOWDt3aiV1B3vuwRpNM5qOSh1rJuDTIBykrFbCXw0kKpu/hvvaGAO3yRpfgSy9AcVoZXtRhhaEopB7bluZBGIMd5x5bglA6U3LdVJSEuaCMBfUKUKUzHxYat+3z462LVxeGQBNBK81CSRQeRPnagBWm71bO0ZWCWhxtTEAkc1bUGXsb+VPkUBmdBp7dSQIgyiEjYt67jpxiTnzB+m2Q15sGeMIrRUSArSyoaMas/twQW9gZZ31vFiiv1CqvrTsc5b0se248Jle5n689H3yu1ZAzsII2mA8PmTKz5jEVk73Bq9z/ebZvpwD0xOwMySC6DXDk7ve6nhs1nUqSzgDSJe25cEx7AD1dRG6bwNiL7z48LXt+t80ySYJ7Q2l/9eC3/PvxyOs85vSwi6tT8vp8vv37gLDe0FzDq2dQHKGf4itZ0NNNubPKAjvYVIDQmHiXx15XywjIFWwXrPnIRRGc08vKr78A5/HZ77wv+D99MknEXkK4I8A+HcAQFUXAIuIfB+AP2qz/UUAfxvADwH4PgB/RVVnAL8kIr8A4LtF5JcBPFXVv2PL/W8A/BsAfvrjbNe7DV4//88BM0GbFG2AtOlo/F5dawOW4lGxbm0F8AYeTSi+TegC+ODdMpExAGHDFlnp0w2VfWI3OLsgvaml7ENjHusoqIUgzkv8cNbUra+maDZZhclSW2/ZXCGDEKx6s1WuTROp0XSbWVvpPiyV66udCeW89NPTRLAtVRGN2XUtbigEXGUXUAdBvgoNWFbhzUSF/6QS8NRALWfe2XwD2UUVIB37camD+4YKqsASq+w4DZ4OZtZfm0kNnBHcV8Tb7Y2XIQ88RVbnBqB7cyKIHUi6pKMOgbrdGJsjAwBzTyCwhBBMDndkXMNcG3MaFu6HVGBaFNEkDxwwcJ/jzGQzdRZaBAo2eKWDYn7GmzQKIMXY2mgOBoXX+fjSy2RdZ+zntIymSQUQjXGVXCHzSvAWbf+8OdCmso8o3iS4KvRIYB0yUGJnjeOCBo6b/ZpwYJRvKDmh6bgHFRQANsgzX145ztC7e54P/w4B/doG+GDzgeIJIHqoGzhtmNlEmWo1sELgCmNf1fTvJ81bW+Dw2PSaed7KYuiS/tKW27f/gmb0kTK3r/dtO9tPgGXdVJ98e0y68QCI6MYe6oLe8TFW9MRfVmtv2rPP9OjZMyB6eeNP/twyoCfAervuS59v670c4/o6ZveN5fGP+t6F8/qg4eux+V+nn97Oe36tfVRN7Wvmp7PEI/NfHIDEXgktBdDUfNmZjClQmA91cHssA6arosTuhw2YP/Zig+qKFqM93ImlA74bEwnk31W2+LMi8nObv7+gql/Y/P0HAHwJwH8lIt8F4H8D8GcBfLOq/joAqOqvi8g32fzfBuDvbj7/RXtttd/PX/9Y0zsNXoPlzyPS11VKabpMANQsbppKENAADdYCOVgHfa1s4rEHp8K6IEWAIXLe3UQNq8+3+W7W64n+lrG7BoSFDFfZJ5b4jbELi5k0I2J5EpEO1ENSL1lRJpar47K057TuR8j9zPUb66r7gY4Ka203ajmwuUhTgkRBPBZjxoTsmrIzviAAA8F7TYH+ri69CGDSk4GbsrNSZhCUm0D/2GDNPE4YVwNaA4AEhCOa2b6b3Gtg01FYFcOdMaPbU7Mqo1YroEmwPhuRdwFxqQgLE638vKYjG7Ti/Ux2PVeI2oDFBie6Sw0zKWjHIktutlWADXgSt0NBcO636WoarJBNmztxIBIPFdHOIwEymXUAiCZZ8Sa8eKAfbR04MGifSQGhVA6ujmZvlVmSD0VRTKvtTgbpqMYA27EqCjma5lUUONrnBmm6WlEg3a5k6gsHPS2w4CowmMGSbFrM4iBYr+lCEFceOakErK4pqxHQnSCs1GZrGjC8XFGmoR3TsFpkbUp8kFXvMrOUr5gh+x0Z15TIxMbYKxkA9bHRrkPHPGcA8bTJpjN5XgoXc8ZoQRc+iUDSADF95xYIXWRQ+woBGTo4PnlLX8+kPvzAAyD4NqXc87L1CbPpZfBtoMBJk045ARu66ma2ytGm1hPgdzF4YPv3hUag5kBQykP2zhcRI7QGhIHbHIaNfMm1tVsWdaPZPdm21zVCbT+7fR1WzjgvhZ9Nj0ac2vE6OUcfRUe9LeVf1KLG0+vp0nRpv1/H4F8CtdtteWz7H9HmPpB+XGJ7z7exLcPIoGK9BhtPcSco6hgaYeB+53RCYbOsN6a2Z8/YB/p5L3jfvP+Rpt9W1X/xNe8nAP88gD+jqj8rIn8BJhF4ZLp09PU1r3+s6Z0Grw1EVrKrJ1NDIWzg8bSOxjaJdDbTWVXA5AWKag92WQsBoetwBjZd0UrKwFCtqIlJRd6FHeYMIEE0t5J19AekfRnTfUU6FHijS516VnOTNfh+irBzvtaWHObbK6Vwm1yHGyoULMWkpRA82b5rtBuAme2LsLybr2n4XCaC2JjIwgTz8gRMw2qG/EKyEzoA7mcaZzTbJDVc5U1NNbFRyUfJoSjiPcFUTQRQCNyn7IBZgDwFyAiML3PbBgAIh4XrH0OTjYSFzgWyZMDtVkDgjCFAJtozxbuZA4CrAWUMzVIKBtbjsRq45g1TskIiwx5aEITQoo3ykNM0tLDWrvFtTQe1NcFVNa/fagBaAJ184MPjNn6tnnzVFXZdWXNCWBSiBOLDXKl93XMQUCMQD7WBfUTrEjfNcPvnVm/KEAu/jUhRxNodD2ox5mOkRVg1n9oyBsD9FTObwKRUyP1igRG1B0rwwrcLg8BGHAhME1r4hJUTJUZgGiHrCk164ubxGMvpwJMNWuh6WWu6dLmCDAMT21TpbrAdRW1ZxguTlnJajoY/yPU0HvZtAeyb3jsrx3vy1QOXgO3vKo++fwnYPpAUbOc9A1gP4mAvgS+TVvRGrgsl5Qv75MdtO7A4OR6y6fAvDxn47XTiuVouANFLwPWMaX5kwQ9B8ttMj5X7LyzzgUvDm9b3JnnK+Tacz7ddz6Xy/6X9eJvpXD7iAwcArfJZGH3uCZNQbTI6Piu0uQ64r7RX+WrqALalAAJYr+UyTPq0Tgp8ytH2FwF8UVV/1v7+KRC8/qaIfKuxrt8K4Lc28//ezee/HcCv2evffuH1jzW92+C1gr6eQGeVDHRosM7+yOabYGVTf2DrENmtrgrJEXUik6lD3ABfAEEby1mngQBpCCj7hDBnvu7BAwZC492yAVTd7qp9SZWMnqiQnQNQ9tRrilkx6ZhY6s2FdXkYOF0IBuSMSWqT6zqLlUZFgIHb4Q076472VvmKfq/LmLA8jf37I8D0goBII4AoWPYBcdVmrVQTTL9q2Lqi3URadKl1q1OvyUjV3dcK4rEwEW2xCNhq+sulEAgNvGnlfbAkKQIj3TSK+ICkjix38n0rOxugL8OAMhGcqogd8z5QIbuMEwuudL/RTA+UUdDTFKjK370RDhWQNZMJdf9CgCAxBsgx0z7KAyasyzbAOmxV2cxnAx7AbLNyxXDPdWjg9k33BfGQka8S6kiXAlppKZuuxFO+Ktab2K8JZaQwANSnu5ZiU0c2yoXV4ohNtjGYM4K45gxA1kC2tSgw95KcJmC1UI24KnS2QVew67AW6sGdfS2V/0QIWJcOVhFjB6+AuXkUNnsBZqtD8Ctgyf9ByTJGvrbZdwRp8cwtNEQ7GMY4QNbcgG3/EpSLpewHDSs+IHUAfAYs33p6DAS1ZpfHrZkaqxrSw8++AWy0/XFXFXPh6O+dxseefAYOEk8BYGNdz3dlA/ybz2hE198CgNg+uNvBAylFB2ZvnWLlOuXTHb8M1B5jmM/nw8Pj88bByJZ99GXEeDLYeCzR7LXTYxKD17HSl5b7huvlEqD3AciDgcbZelt4hVfHAN4TY+jfRZ/8UkzCXojUAaoPnqXw2VMTK1NQ2hMCaBWi3/iPP49v+Yn3utdPOqnqb4jIPxKRf1JVfx7A9wL4B/bvTwH4Mfv51+wjfx3AXxaRnwDwe8DGrL+nqkVEXonI9wD4WQD/NoD/9ONu17sNXjdNIt0rrqIOG7mAN3PlChlq68pn530y26DCckUgiFBI8xAtu9FK2dHKv8YcBc6jE22apJKV84hVWQtkZlBC3Q+dBQOsm96YqrWYkwDZ2HjMCHNGeHkwvW3tGt0gwFpZZhEx/a4Cxshqij36U5XrHGiPpRvARj0Rv+TLk4g8UYMbzUS/+ZKaprFayVoqmb+8E5TBdLCV7F86EOhqYHMPYB3zlQArzaBEYqa1ElRR92yYAtDCE+oYmq0UhAytM4J15PHXLC2cgTtlAHTga7rxmw0rWeUwV8h8msQW58J1eUiEe+XaMXRPWoAOCJQHbAYlVh6X2Vg875b14AhVyGEhA2wMPjyRbGCDGIoiFgUQCEKBbntVlP6rwsY+WSuSFOhKKUKNwHhvTXC5tuYwKfTRrfsEyQFBpO2P2oBNowFg+/54Yx/lK52M9AEKwAdGtOPXAg0ybKAiUAmADGRfpwHhlR2/aBebe+225kdjgt1uLka+7gOMtElBA+ANV4gR4i4ZW7A1TU232SQDKXUA7U4Dm7Q6WRbgcGSMbcvv5ffzgTxgA5gcuJIJrqzSAAZ+LwDft2XoHpu2rNXZdO7GQACvr7cV2zKnQdqxlRjtOCiBpCrt+MpmH04adh5f/vnxe9Cl3wDWGRtnUg8xNnvLDDd5CDoT7wOGprG9ANxaupgIWuw3LliSva4Ef/bao5+99PnHdKPnwO1NLOrrQOjr2NK30bq+Cbi+4f3HvHJPrcZCPw8moQIAKd402xtl2ThsMoKI7vQC60Ow2wrjsCkdCCuTAYeXwPLs9bv7fvpI058B8N+KyAjgFwH8u+AT7SdF5PsB/AqAPw4Aqvr3ReQnQXCbAfxp1XY3+g/RrbJ+Gh+zWQt4h8GrfPc/YzGWAbJuwEPzVDXDemM8AaBl19u8ZZfMsgpmu5SQXlBgpwP1najs1C47CxyYaOskWVv6Ez1ICcrC0sMMJK8tzKDuCCKDpUTJi9USwCp0PyJ9LRMwb8u6Zuvk6VpMLLKo01w6ALD1IVkJ3fOirXuzDgSE+Wakr6h5ysZZsTwJ1Koqm30YJqCM4kuCPLKJSUqPEC2TUEqhLF9HAzh5J82uSYpa8xcBzviqYHhhLPPEm1e+iig7zpNcalDIuC5PgjWxARAg3ySW1LMaoy5YnwwtIaxK6P0nA/1zATT5gltzxdvCwQQI+MqOUgJNAdJQspXyYdZmi7GFRRENgNHRoMClK7oZoDBkoTTguvWNbU1klaX6WDmIGb9yBFSRn0w8X2vt7DSAcjO1zyED6b4gLgTV6b6Ys4W0m30DdNZsKKqQOaNqgiZBGQOP/cEa51aTJIw2kDHQXO3yCiv/Dgv9fCWzscv12jUJlicBeEp3Clkr4s3IAc+xNKcPWTLCi3tbqA84weu4am/aSpEgY1navjS/1pQg+x1a44drWt2aSwlwdT+i7if7Tohpr13LTeY7vVoQXs2Q/Y7fqeNMFnZdO1gGuC2B7K2ng7WUsGUhCImhgd8TlvSTAleb1AIEHmXA/JiCDHQDtd6IFQMZ7K1utJTeAydsboMaEPTIaxRqyi+A51NXg4dBCI+xoyf7sD2HQP8ZxLTsZ2DUy/rtWMTNCOthA5gD18b8bdYlAPfZAG0HXnb/eET//Fq97emOokkF3gQe30YSsH39o4DR1+lTX7uI02vt5JoCTt0qzhhxt6fbzi/DABmHHtk9ZyYaBj6nRBUl8bmwXon1A/A+VkaxAfRmlQFA6HrXEswb28iUd2XSh1+RT9Wkqv8ngEu62O99ZP4fBfCjF17/OdAr9hNP7yx4BdDsjdJxbaAVAMu55q8k1tktQ2ySgWr61XwdEY8Es1LsZhCFpdyBJvxxpZVV2ZNNC6syNVHAwABr5PEmrTaJoF5P7NCfItLt0oCOeMpQQS+bWBwpCllbpNj9Sd3xAICnjwhAHa4xSHXjpiAr5QJ1imwOymqAnmCW1iMEq64dcoN7j2lS65qvkUKiuKrNS9Y172io7yxtB75clgYxEAtMLzqg99hblz0Mr4p59LI7Pl+n7iFq29ieS6uywWgQ1JGSAAhtucJSsT4bmjNCTWw+cp2ojAG5KsYzyUXexcbGkg09teaKS0Ux+5ZmexaFZU0fJESwWQ6AjgnhfuH70QYSRRuI8nCEkAtgjWThyHAF5IphLe1allwJgKfUBj0VCRIEw6vapSlrJbBcDWOl031wa7VyPVIuYAA3HSoGG6yVPY97tGuijMGiat2rlt+dfMXvwXRXjGRkab5aRaIm4Pg8QkpAWBPS7N8NXnPxmBBjRDguJ+4gokqbuvsZOM6WcU6gqvNM8AF0Hes0QZ/sOSBIbO4ggx6Q7legKNYPJso8FsYfQ8g2lx2/wGUUDGPAMCXE+5E+wIcFsq68HwRp62TSmrSHLg9aBXKGpMhoYWUlxNlYXVYyhecM6MfRTG6mR/WsVSGwe4m5CZyAULvPyKZZqS3L70GtgoUmc5EYuyvEmW0Z9693+28TuC7JDM52pFkviSPo7bFxti9Ib149a2S6dCxOtMfny2yfs+dDCJSTOfO8caA52a8zkP5guZca07bznYHvk+k12/lgvo384K1lExcX5fKNt/z8dtBkg04ZBuhqNx0JfQBhy5cYOcDbMK1t8DCNjEy355a7uFS7v5eR95Q8CfSaz5raLPsITDWCMeQC5CtYkiQrR/m6uxK8n74xp3cXvFZjQZ2VCd0hIKwrNaxFCS6GCIXQZN7L59awpPuAsNDap7GLQ+jzDQFlF7HcsKxbBz6Iy44MrEqXyDKKtt+YyhQRZ4YKtBABFEAFmhJ0BJm1GJsGskahTrI11UTogOaD12I2Aehu7DcEgI05IZx4tEKwAQnsklfbdk/BGu4sji9gE2FqizRgHg+VDOzEecaX3onOEXFce/KTSwwcwNL6SVspCGqApRIMx5XgQiNL4Z7SBQEqxPSwZAirevlbmk0Tz7/AU59q7PZUZbTyUwLGV4pyFdtxKLteNk/3tTVRaSDQl7yx4wmCUDgQivcZYTZ9pjNaxqADIHBNgVIBY8BhjX0aAnXTKbTBjmtSpVbgboEcQi+pBwGKItzNQKJGWYeI4E161pAYZqsAFG1SDA285iNgDw9nYimZ8Els8BZnpbewyTXU5CruDewJampyE6giTD7oIWsuwQZEEwHpMgT63lqSHMAKREk76tDXwoeXAQW9mk713FXZ2DVGoNKZQLVCEgdm+XpA2XEQOT+N5tBAIL5e83raf6UgzIKyo2tEGbtNWN4HaByQxoAwJ8QhQuYuV/B0uTCvfZtyhSyrMbyBdM8YIDlDa26AD9HBmV5kyl7rbPCWk9sVNcbwbB1aeA3KturU2Nl+3P1YI7pUBv2+AnR5hG/rFlSelaVPmcsN6Dvd+SYJuGj6L6EB8NOPbfbxMX3xOdupFagBCgPjfi8OZ1rNs/U5a0hAftaMdw4ezzW05+u/dAy2+3ze3HTy9mYfT44x8HEA7Klu+3S7HlvWQ/9e245hgIL3Qgmp6cYbMx0jteY++bo9lXLcmQuQ3WNMCthIhED5mYo0mz6/n6s1jrqUwKt0Za+ohdWh//e//MP4ju9/HxX7jTi9s+BVh9CAW50GhMMK3SU+DENoAQUYosV81lYCLrvYLKDiTECaXtFmq+xSs+ioY0AFjOGTpvNjtzx1fsOtGeAHNrKU/dD0tvF+7YEH1nHuSVHVjJklqoUjBJQpGhO3kH0DNp+vZsfFUa+OyUqxoQNbs25yqyYeKDQT+XgsDYy4ZZTrS4d7ppaMr7jtYWbH/HD0wYE0wDvcV+Q9lzM/7Q08TRc79xAEsreAiCAnNmbJWls6SsyKMlKXyYUwOUojt10tnpTSBSOGI1nVlnKVpetkwW78MnL93iFPcBVQJkVYYS4RaueFKWTxUNrvYjdCFZs3K8oQWrOWjonXV1GybqPLAWpvWIINHIRNexrIMEkptH+y61dUgePCEnmwEvf+Bt7cwFjbDE07SDbg7M4SJlEAgLofKKt16YA3uonpX10T6+sttaeGmZ4s3WbKCjL1xXUgKOXxtmsgAMsTgWQbnOTuN8uHibTvQB0Ei9l3lSmak0NqQRDxmCnfuBpsfxVhiK0BU2Jk89a88FiMQx+wjAnrswF335xQEzA/B6TIiW2OFODwuYTxFa8jHzylI3+fn4n59gYMtyZVGRN0CFiv+R306yEeyVQHb6QEjOoOm4hogQwTgVkrg582DG2BgFtEOYg6KUefM3EbkHGpnCtD6gAT2tlUW76k1Aa/7qMrIr2ZMElvXIs4AXYOVlwaITEywrdpW+MDrSMAMm9bT93W3LPZX4/s3X4uGKAzqUQDy0AHmcIBvy7LZrnnAMxuGqK2GtNme1PZueZ06/27WdZJ49hGY9xK5EFOWOfNAnBx2rK0Z8D3Uc3o5rOPhhlsl/lglWcSDK3Nsux8OZcAtIR6ys67bGd7TCLIYBcnA2yA54wr0Af9HlIQQouX9uqe61nLZHrXHSVN4y2al/h6jRZdLZXsq0b73Icr4suE8cl8+fh/2qZPuWzg0zi9u+DVSqZu74nUU7N0iJbUUQElKMTE7mo3h9dAgBNnlhVdG1p2sTXMuP9mKz8EgawV+To2V4A6CKIqsGoLIMg7kyhURfRmE82ou7FtoyceleuRP/fWuASgXhmDVwGMYj6mxjIGA6eKZptVh2hATlpUqvvQOkDhNvR94qBYkY4EIu7Fqsa6NXsscbZNTDIAY7Bg5WUC+Th3wsYjRIc708/a86MOYl6qgcxx4GaGuVtThUVOghR66ILpT1dFHrp+UQMgESg7O85FaZXiy0/cPjYXadNPQRV5ClYSVwy3GZLV9KbawNf6hDfcZMwy3QaE8bMiCIeVoGop0B0HELKUrud0cJM689qkLKs5ZCwLwWhLmNo8HD155uoKcsz8jEcdl8rPFTGHhUSWfq1t/flmaOEUsHMZsslCgjSWo44+GOQxDKKoAHTsOtrq/U4D5QGxAB7cUDd3kvG2wpu5/BzkiQ2BMgrm54nhGUfT9a4FIlbxSEJphDdyeCyys4T2HdD9iHw1YL0KyPeeHmMAACAASURBVDtgfQosz5SdxjeUNMgqCEtA2Ql1cAsw3FIP5/uJkSEcZQRiOw42cB0F95/jtko1E4lDQFiMnfQHtFvXOUtszgb1OHeW7kx/5xZejRF1JhcFkKGxiqcg4rQxa8sAultAYxObFlROWde6ASAuJSiF82y0pp1lVYJe08GqnwOxdaqNZoC+j1vwtPVstffOpQ6PTg9AYGwNZSf75PZpZ+X5E1bSgbODsK0MYXtOzqatO8Kj/r5v2o/H9s00wq3Z7MJyTpwe/Fxvmte2nrVdY3yBxd0wticDiTMAfD7/g8kHlKEz7y4fkGHgvdDfB3ittVhju2Y2TKyoErdtLLJ8qkmouRcwsVCBemSyYRZqYevARq10z/tMk5gNvJeV8gYpxvvpnZ3eSfBa/8gfar6lTa84smRYx9g0lO6/WfYJZRfY2NI0qjCDY4WsFeuTAWUfke4LwZP2UaBkAImaT514w47H2sr8qOixolGw3kSLrxsxvCIz6wdabf5mxjw4q0tmeL3x7nsD4marpbsBOg2oU+qxeXfmM2ostDsJ1ChkUQIf2NkeyM52egNTGQTzB9wOGt7TimQ4sGknrErQA5Zgl2uymG5Z4s4Cbqm1/21t8aTcVy43HQlQgxBwZvYeIa5sWio7Rv6x5B3ZXGbMqVtyzc8i5QxaWxBETfT0izPM+cA1U2ia2VC4jcO93cxGQFRQBlpNLUEw3mqXJuQea1qGYGELxvSCOlG6F9ggIAow8aaNbeRw6cyXzAuw9sxu6lmt2csBQ4rsxg+BbhKb5j1N9rkowP3KB0syaYE19enQE97CUlFHDsQ89KFOvAY0APPzCI+SHV9kLu6eFmY9NlkBRIQCVCjjfgf/TnSGY34qiAsfeGFlmps3VrQmChvM5J206NnpRUV5GqFph3gYrXoBSiGSQs0ySa5Y7QhzMZs6yhU0BpSryLS3a7IuZaeo14WevKlCJ0EtglIEuQiwBqR7wdWvCaQSdfO64/UDAOuTRPa10BZuuLcENW9O21pKOWOu2pvJKkGtGiDUlBCGocsi1tx1gABjcVUZYVusCRBgdK4DGS8ROxAwPW2z9ZINCA6hW1xaybYxqEEgG4ay7YMIWVSgA5kTY3/t2+uve7Oib1+rDoXGKDQHAwP2mjfSixMAhlMgvp0ckG6cJ2QcT+UEdTO4L7WzqZvGru30oMlsO0+QBsZPjr3w++D7cB6icJEBfZ0mdrPe1lyntQ0AfPnnIRQnEo0zxtaP5YkjBvDgmHI5W0FoW2kfMPl5Pt/PzTFvrhDn0gCXUWntbL8BV73a94pE6ZHsW4lKyHyuSuV9p4zUs+Zre6ZMrPjMH3ilzbSwluBYR8V4vWC5j8DyLnRtCX6XE7beyendBK9TRI2CdO+eTlZmsKSgMrG8K1XQ7uQGNJsNkd9rTOPKRA+yimGh1VA0NjWoIlrkpn+pQia7lEwTqlGQ97FrMdHZPwJhZ2C7SwE75bVHqyYCqvUmISy0PpJszWQloFwNlBYoX69T6ppfS4SqJm8ggBPU5CNkZw5Da65hJjQ3NRjT6eBTg9BPdOj7AaBtqx9DlwXEGeazJ5heFFonmRcfdYgV65QIZIIBXlHUKbRUqJrQQgzo6ACEZIDTrFFgjHcZBflKkPcceQOCdMffy2hlYfCm5nGpanrMdWdgat/3IR2MdTatbhk4gAkFqFGpwQXgzWgcLDEUIbw48HyutADT/dhK+V6e1eYSkZvkQHK1B/6m035njV1lIzXw6MQY+eBeFkAob+lNFOAyna0PBKy8ftATz4Q3fr9XarSy+Yu5Vy5SQCzVdMtAiP6dYnoNJRi+PJbvIMBwS0lCXPhdcwPxMvWBjgdalMmyyHc8/+m+thANSGjuEO6EILuIOFv1JHC7s8lDmuduFT4DA8FrTBV5iYipopaAfDsAd4nX01W/ltPRBlX70Nj94Z467OFe27Fjcll/8LovbQN+STjAKBVuAeb+v25DJaM5XTioLJWyiGpAxcAscuZ7zTuYjWq6rA/slRoYdmBdawPTqrUBVKy5y6m2uuLN7w28bPSfanKNrgEtAHgf2jY+qUtljKE9ido+K1mfMpqPAFaftsDZGD/ZgikfHMRoo1Vbtp2XbXPSaen8zCpr25B0zqQG6QOQCx32D4Dq5r1zNvQBYD7bTwDWwNalGBe1w+eNZJvpMXb7QdOVM/UioBzE5htHXkc5E8w3jW1oYLQx8X68kg2uTIbSUvYMzHK9oJLDAWugQ87W3rBtdxDGcN8D8wckKZyYKFVas5ZHV3uzMGCDjauM99M37vRugldrxgHs4p3IenrJf722DvLAuvTyNBpYreb7uTHk9yjZwAdznFkiToeCvI8YbjNWs2lSMZ3rQbux/VxbGR9BkHfe3W/Lt1JtvhmQ7jNU6AvrXfdcOdo2eMe2hoDqgNLAeJlCY2xlrY0hdk/RsFQEVHvom/6wid95c1ivgmmJCGIcTABojTfFgHwoBBNl8tE/AaUOLNM4k1knG/1mYcRrCQ2YQwFxBlcJ6sl6awMLLlnIVvqPC0E0YgfNbTujNPsmAhwDIAfTQAEYX9lNzvHjxGsmLoxQdT/amoC48rznfYBehwbsortKFGXwl3DgoiOXIwLIQGa/Xo3tOpKFbgF1N7Z0NrHkL3eDQFHmWVybef68ssvegI7cHhrgkGGAhgRatmVjWu1YBpxaDPnlZFrYYJ3+ru+mFEOtnG/X5XVEurPmr3nlenJBvZkQVwZb5CcjpSgLWiPF/AHatcdzz9/zXjDc8XeXn/j5rcagrDcGXldeg3EBVAIT2CK3bb2mNIUDC2PNB/seRthn0IB0spjdugsIu4xxzJiPA9JgmrxAnXXIgCbg/lu4nOGVyRr2AtgDMR0E4yv+83tMKGiVGgJAMo+NcY2hg48Y0Yz6/bvlD3XhwEJNb9j0gFZy9QGMAATHPq2562p92lg/OShGZRm2MbHe1OhWYsDp9eKMl/pxIqiiZnfDwK0ZWoxJq52xbQAGBnhs/6SYw8GauSwD337jPdGPbsHittGpsY4mfdhc6+34wQYCMTQfYZc58Mvf9bQnZX8bMLaQhKp9G6yCdXEyhvNSfOuD9LGz9/zzl/7eno/GsPv2A5DUmWw7AADMOcK338HsOQt88vdmuUL5VmvGc4Jlex0PqQNPl5wATXsuKXZda4y0cvQB+Gz3q3VtwFZy7f0CzS2loOZI6VBAk+nUARju+YwB+D3Pe95vokWQlwmA8PV8xYE6hoq8JIzXK/IS8eH//Bl85V/+8qWz+X56h6d3Erx6VzWAdpPJ+4gyEYRAgDoF3geDNe2MwHhrD8SirdNek6DEaNZA9qAdBEW4HJXOTnLdACqbd0Ixf1D7u0Z7uElfR967vIH62jKxm9ubWtabiDhXxKWiWrd92QVMX2Fy0/IkojxLmL6a2UE9eRKSl8ntoZppyRXW0oCJ63bd29JZ3rIj+K+JwMAb1AgwzM900RYH66VewJjIAd1Dz1kpb7LKsONIkETNK5k4srpqkbFqjBdZ1OUmtGNMlpUgs1rZebhXdqmPtk0T9yEe0WJpXSfr5W13PChT18h6dyqb1QyMB+D43KQVtbYo1JC1n3cD8yUS/EeTF9AfmGA/vQC79YtCR4vtDaE139HmK5FJX4FyNSDeG0CJ0cz0nZGpBDTZGAxnlhZaW6HyZg+An7OBGoyZbM1VxrJDjeUcOgMa3CHCqwF1YKPUqgivjtDJ2OK1Qmps19t67Wz35rzbTw4aTLKyooG3sFJqkne2brO1qYmDnjoA908C4sqBSxkJKMsIDHb91cHn53LS0Z0uOIByAO2ANaYKCLAeE7QKsG4aQa54LaYDmzLprMDPZ4DA+l4w3HWWMy61pepBpEfc7qYG2pzhbM1QpXZGclNa1VbulQ4qUwTGkcc9BLKtqlyeD1gcMG5dRkRoyzWN1P7HXQesAN/bygc2mlfbGJyUo4EW8tCAjDPI5mnbgJRvh+l82zGQyjG5+8huG69wBiTdsUMVkNS1xLZvDuYakwzwuFfl317xcFeFE3Ae+jYh9GWLnWxffzvJZwB/I39oTHphSelBp/9Zmb+9fNL4dsbUbvaT74d+jmDXjEs03C5ue26bLQz3r0k0zmKAG9P7QELQWdRm/TecwgI/r9tI56Zl9SqBXwfeRL2fILsRyBXh1T11yWlzLTWbwa2O2wgTpW7eJTph5eB0DRx4erWlWjS5BkZl11ERsgCDoqwB025BkYjPP/8F/A94jk/1pG+e5f10On0i8Coi/xGAfx889P8XmLpwBeCvAvj9AH4ZwJ9Q1a/a/D8C4PvB29kPqurf/KjrvPs3vwcQ+oOWPcvrdRCsT8jKzE8DxjuCPhrB988uT9h0NL2srbmKZWxpIAUguzoeKx9qsT/A6hgQZzW7LAKjfJ2Q7jLSmlE0mZ6U5XZqQ4UP6iCIM7+oZcdybt7HxowixFaiD6ui7APkrrRABAia/rSlSAENmELJCnrMp4P7rYm822GtVzBmVDqIGKgbzFeC8YWtJrh+URuY9BK7g9uaAbk1NuyoZNJmgt90x45rjRaJapIKb+CKc6E12MoSs6ogHQyUWymoTGIgmB6j3mk6vlI2mkV0faVfzcaS1U0pSgUoV3bdWsk7HdFL6iAYSseKsKiBdgtzWEyb5cfE/GXdC1fMR1fqiPSSDGqw6FtZjaEzrWYwiypZSweuItAxQmqi3ZbS45UaWOkP/mWlyXzOkJtr7penqg2xxRT79RyPHMjM5hSwXlEP7efRwynihxHj7YDdlzPiXJC+dqDnaVFgyYj37AbWa16/nqbmumcNvHYk80GjySQgAwcWw51dK06CbSoNdK3gMch7vuVgtuzIrORrfqaOaKX+8aV9t2zwAbtmUATrnJCuZ+Q5QlWga4AcA4YX3P75sxU6qDV0EUj7gzDvAdlxP/KVYHypTb4T5oJwpBcs8kbj6g98b7QLHbgQdPBvzZ0ZbJ91sCW8B9BBAk372iJ1nYUNAoTUmdXmaSrQeSHQmMa+HevaQZ8zdBt9YSsba6Xu1q853/yttnUztfkqKwBaCjDPLBM3JrOeAmAvVRvo8XK1A7bGKsZ+TFqZ2prSJBrDnDP0ODdQh1rZMNRK+84kbmQeW0b1BMTidH2+39iAyTNAvNWXdi3rhlXe6lo32uR+AA3EujzjwjFGDASLMfLaEeHx3QxcfIDsJf7e0CatWe5BsABwIgvZVgR4jGP3MzbZEwAbjJVeAVDtITn+mmn5pRTkZzugKoaFHtU6+mCssKqWEiRnWgCurBjGg913MLIytDf51sp7SbVeiPk5f0oB6qTAQdrzrB4DdARSrFhCxT+aP4M2in4/fcNMHxu8isi3AfhBAN+pqgeLA/uTAL4TwM+o6o+JyA8D+GEAPyQi32nv/0Ew7/Z/EpF/YhMb9lZTHflFd/AmlQ1SztLUEdB7GMMqSFA2ipiou93LBvTy6bY3IQHhiJYqtfUsbVIDEegAVAPRqLop5ytgxMlyFVAGQRwV6Z4P8HQoWK8j9bTRHtzamdHVStcAUPbWgGMBAWGpkCLo8a7cJnZ9m/epaUKlKtZ9NAPn0Eosecemq7B0AENpAMGHGHPqJdstOxeMuQqFgCTveUxDs4iBDQrYrU8dKL37qjsEREGFWhlWgTG0xjJRbXpXdzsAD4/lWUsX5W/YX9dUAmihCQ5mFSw9pZWVXqCP3F3jG1a0chXggIzXkxqjQVcCHr9gzPB6JWQIrKlPzINVFto/1TGxRd1dBoqBUtcJLuZAIXzQ6tXUTPdlyZAl0LkAOGHJRELTQ1LXnFqDl0Kah6s3EaaD4Pg8Nr2qs9PrEx7DsADya4KQE6avKPKzHeLdQheAXBGWjLLbcRBiDXDtHCQ0xtLPg5je2O3GXB/trh2agHAPsyGz62/s58UTc1rDl4VokDUnu+Km5C518e3wv9fV2NYSICu9nL2xsO55kckaT2zesBI/Utvq6xfEW9pHNdatNUAFzrhpSHGtK4IARpLDmrS06f6kf9alAikBu7E13WmuZNyrldENvHpH91aicDI5IPG43RAAmLbWmbGmcdQNYNz4uHqSl29LKbioAb3gw+ogRjeguoUlOFD0hDJ/31lGB8qbbdNaISInFmnbZiE4qPPXN+umpGGjPy04BZDnvra+PfZZfmwDes6tx9wpwNlUXACuG6eJrX71/HONGd8MLGD3Rz93PggR2ZyXTaMeRDr77Ovzy+Nc4+oMs69v2xToEg0A2O9OwDLmpV//AFrTnyorRUGaH7mKAANtHWVegShcVLHPBbTBm0vJ6hQR7zJtHUGih8uX1gehEUCgPKbs7FAlwDuRdaocrCYu42k8AJjwqZ0U7xu2Psb0SWUDCcBeRFaQcf01AD8C4I/a+38RwN8G8EMAvg/AX1HVGcAvicgvAPhuAH/no6yQjJzgOESke2op52csDeeJpcrlKX/XCIyv+KCTAmQDPuuVYHkqGG6tGah6KVIa+JEqCOqDZgJDt3sC7KF25BewjKlJC/K+pzQdPyTATrMxdDU08LA8o8yhRjJNADV5cd54ZiZuL0SbdrGVhCvZwbwTjK8U8zOC8JAjI1uX7sXq4L2MljySOpCIq5WBfV0rsDzhcQuZ7OaWlU53wPSyIh0ryhj5DJm1lexpXyKAJYCWXWzHa34abJ2KeFTkKbWM6jhTRpD3Yo1fnd0TA+dlx7K1A1MHnW6VUsbOAvJi4Y+8t30zUOIOCXHhdqejcr2TYJHI2NwbyiXSrNAErGNAnvj5bHrasGrbp3RQhMVKrSK8UcfQdLMQAXJBHUaEhaVnHROk0IM337DUWyZadeFmYBjC/UqrqIOdnGk6ZcamgYDXHhph7g/zeDtDn0wo49AGOmXP4wCBsZsKfaZYnwTsviR4MgwYbiPCVcLwcqWnrAjSXUZGotft4myRPTx2/XvkoC8acJNChnR5ihZwEFaTg9gAqUw8h81w3IBqHVlx4KDHBpKmq84jUJ/boC4L6lCBm4y0y3h6c8TNNKPUgMM64MXLKxSM0PuIMipkKohDRRZgPVrlw6vECiBzcCtuv5YLQyIqCChF+FA/OErffEFihF57A1YA7g88T67HnMZecrUAAdoHmfzEJCY60Vot3C+9qQ/oTJgDFgcSXsL3Uq5qTwWLARIG82UVwJqvdM1dhgLY5zpYe+BAsAV+bb2h+cuezG8yhAbYgBOfWbGEpXbsCtnrtowgCO6MEIxx3AK1GEwjKUAx1niTcObHRHyZ2+55n8LGEcGXDbTmuOZF6pKJpr213XS984OO/411lx+3IE2fGsbY1tkA69Bjh0/AfkoAsgFhgWArHzGQ6h7Ifu7t2pJN+d8Z9Ad+v+28GAtd7EsMANNIh5Sz44l1RHOWAAha54WDr0iw6q4/GoB6Pfbryxw4WJHjcutuoKQrWpDIEJAOdOmpEZifBaSDDXB3vIfkJxXxLqA84SC/7CwBcleBKojHgMM8YBgKVo34xR//l/AH/txHghrvp0/59LHBq6r+qoj8OIBfAXAA8LdU9W+JyDer6q/bPL8uIt9kH/k2AH93s4gv2msPJhH5AQA/AAA7XJ2851rEMghwRdCT97zpuIxqft7ZpTjz93RPEONenV6W9vJyyGpd+tL84pgB3y2RPKSgGmsbStdUhpWpTCfNTbX/W6/MH3TsZv+u3wvOnIqxf4Vavjp4lGlA1NqYy7gQNLnd1XrdGSeA7HQdybrWyNfDYg/kDAxHdE2isgS7POONIcwwc39jYK3T34XzojxGOqOxp8FcGdhRXrt1lZJ1zZZT7cEDAEGqDwDCluEWu4lNvaxdJj/3Brztp0y9caeMZBJd9yjFtLClDchZLrfjnQ5Kva8B+WLNbWFVrFd0YmAzEaUn6xMeV8k8Bn4uXEdLi5YABEDGYHIWpoFJsBJlMku0gdG/ZZcYIBHJTtVE14s6OfMbMAKQUhHUmKpkpTpPfCoFsgZqHasxu/ZgcCAUiiLNJte45yAt79H0qjUpdF+RrwK1xwqMRbE8H5EOfIjTmg7Yfa02UD/cCda9YH0CjIVyAredWq97aAH9lHnO1h1ME47WCKW6uUZ39m9foUlZaQAsQcwA8ADUsQJXXIgOBSEqpt2KZ1dH7NKKCuFPFQxjRrkK0K9EDHdCF7M5Qg7RrkXuiwYgHvgdGA5AWOj/G44Zclz7A9+bWFJsDHjTjXoDi2v6vBxr7Jnm3BnHUoytMtBRLPq5knVtuv4tS2YlciRrevF1AVyWz18rUEsHK1tG0YHQkFh+9+0/76J3AOdA++QmHdp8uiwGmjcgd+sqIKFvu09emvb9qpUsqjsJTCOvbS9LG2DdxgajGGCbF36uBmhw8TIagytAOw5bGcRJaphvkwNHwMAtAWVrELPP0+HBAaABcmPFWb5H3wbAgJucnAcZxwdNeK41bsdmI4s4kaMsq7GwXdawZV2RUmfBfR+3gyygyxL8eObc98mjrSsYcKIKjQwBCgBg90sArA6NQwOulDDFFqXtgR5SFIraKhiyijHfaNVNgM9dgPfZuCri2iuBdbJ7x0BNrBQBYr9ua6IcqA6KUgM+vLnHrxw+xH/yr/8U/tKfuwg33k/v6PRJZAPPQTb1HwPwNQD/nYj8W6/7yIXXLgh9AFX9AoAvAMBT+fBkHmdm0lFbN320EA0vcR8/I60xhVpMvjcUaeAr3eOkk12jmR97GSLSKitkpQZyz5SluFRjSgHZBBNoNFspb/Cqinjse+3lUU+3Civfd39J7ps0uUI6KjJg+c7AENgoNNwTuLtOPxT+Pb1ko1FtX3yCFI0OttjYAiHQCpkAjtvMY5TuyayKAssNgJUAN6xonqlslgIdBWzb5w8I0oa72m2PsmJ9mrBeSSu1F+vUb64CM9njWsGHqS3fz4FKZ4gBAk8MBjASGdb5uVrClh1fL1O7jMD0rQ3UCpDuCUpDUeSNbCHkSlZRgXS0QUwxtjDzcg3W6OXaTg2UUMSlYr2JACKGV7lZoyEAeUpAFMT7wuemhQjEw4qyS+36adeioB3bsmODl8wFsOMia4HuJ3brijTA6tZaAChFUEEsiikIwppw+Gxs2+XHRQoQ5oDhVjC+4rrnZwHzB9R3S0kt6CGsivFVRbozLe3ziPFWMb1C09ICHFC1Rq5qkpDCQUhceI0xKQ2NUZFCVjgsPnBS6KA8oVGBWRAPBmCjlUQCIKHg2fN7XI8LbsYZH4xH3K4jXq0TvnbcI5eAGPllCZnLT785oux43aR7bmskQYrhHhhuFcNdxe4rK9KLI0ueQAOjKgLsR2BKBLVHvwEJJQJIaLS/KkFN0gaaABAoOKjUyiCSZG4UPl81vStAxr2WxlASsIVuE+WT2xKFACRAEAn4bPvUy+eVAEz2O2qrnZnbAlmXBRiL6HGuDdRup5NS8sOABXGLK3cn8BL8sAFpMADozLED9JOmHumMqE+bjnfxpiwAqj3QQ1Jiw5ODO9vPxlY60JXYwCrcXcGXm3jcaR+1AYqbRqWTDv0TZ4DNZN/BJq0wBl7G0aylLgyARPo1YxHJWDP0rFHtQWqY9GPeQXk49WX14+1Jcf5eKRAA4TCjXk+UJtXSeyp8O33ew0JWdS6IFdTxLwXx1YHHNEWSCRa8EuYVdT/wms8Bw+1qEe58FqIC4ysu//6bAtztpo5AuI+8D2S7DxQgrAHlqkKDQkfFchhw9XzB//3lb8GPf/vfwF+6zJV9OqaLSOj99Lrpk8gG/lUAv6SqXwIAEfnvAXwewG+KyLca6/qtAH7L5v8igN+7+fy3gzKDjzSx5C2UDOyIVFoJfEaPAwWQrUQ5vELLZYcYsF1cV9czkzXyId1enyvLv0msLGvgNJJBg4FU1xt6sIHrUWsDPV7iJlAsxr5qBLA6+4vunanGAmagWHPN8sRGqOrs84ZVrZ01BvryeyY0QX0sHfx7I5v75g13/bW8t9JMhJnOG4OZQZnEwO78dLRGHBsouEyhDoJ06C4Fcd1IFZRWY+KhAonrp+XZxgM2AGnm85oG97CITnQXgskCESJtreLRHgqB21lHINwZAAWPrW+H+7q6RGG4186++wDCwL5WgYq7J3RgiUJfRPc1bZrZgeXcah6q7mEoxszWK2NEzUDbE6zKJC1UAOhsJ2BNC4uxPnNpDRDt4baZdIrQEBBWa5gT7k8ZpZX0NfFYAoK8ZzJVtkalxpJe89zWaAB+FqxXAeMdHyjLkwD3b3Xdaihs3POHT8gbJr99N3rMI/w9q4LkK1CT6m8mRTgy1Spk4rySAJ0qQqwIUbEfVnx2f4cgihQKPru7w6t1wnEZEEPFPCcgh3ZtTF8RykT22tlWY+rjUTHeVgyvrKHO9Z4OIndjs/jBttTsllceTR1AEFuVgMBB4dZZwLu/XaMYqHXmH0pgnM1pINq8sPensbOZsz7cli0INvZSAnWjejwSYBngkRj5/bDmT53nE2kKt2fTSe/uADmf6Di3fqrbn2FngMzkDydWUJuu/pPJ9Zzb350kVTsf3sTmJeyNprhJJLa+thvXhwbyNrG3J7rczGWqVt6Xo0k0TIbRvnd+Tj2pbBz5flQGSWzn8/3cduYDXUKQM6UA2yaxzXY3tn4Dhn2wcaJLbowwGsBuQPscuPp6nAF28OznWSpkAULkgFxyNkcdoQWgiIFSHjtZ2IAFDbx+i3JwNCQnqG3ZYAVqTKB1YIUisvk1EZCqDVScwEkz+PycFPWqQEYfHLCaEpZAWdGowFgRzXVEVfBUPsWa1/fTx5o+CXj9FQDfIyJXoGzgewH8HIA7AH8KwI/Zz79m8/91AH9ZRH4CbNj6DgB/76Os8Mv/wecbkHENnxSWQJOVQ6tr7xyEjv3zIfO1sJrOLnVgBciJyTH1lqHFYodMq6FgUZDepOTNRYuX8Ud2zFOKgGaozzK2mrAcqKGnT21ti9h5Lm3bpBKc0soLUNMjD+dIhAAAIABJREFUrXsxv0vF9MICDapatKqnaIWTeFS3teqd4tIYxLA4i8pjqAEtC566W+6vN9IwHMBLPh2YcjAhsKc39Y0GWsIKpFkxvqTOi1ZcPA7DQVEMAHopvka6CjC4QVAD2bkm28hCeZ2Bco8IXJ+y3Ozi/jrw32BAFqAOkyC1s4rxyAFJMDJMrALZdcmcLxQa5wNAHAXxWBkI4JirWiBGFKxX9IKNMxu7qm4a1yxUw5loZ19bgEBgvwZt1waENSEeMoKXUgGEOTd9WVgjWVkbTJUrslj5OjanCtekonIAx/UJ8hNlwMNesPttu+4WtEbD9YYlu1efJeseD8DyXFF2inig1CAUYHgJXN0Du6/WBmqPzwPWJ8DxswoERboNTF1bTPeq1Fmvz8wFIAswVMTrFXWOiF+JGG7tXAwc0EgFpv2K3UTg+sF4wOemWzyNB3w1X+G3hhu8iDu8+Oo1cIiN0U73ZFfjDJQ7PiTDCuy+QlY5HirSoWD46oFgpGi/IEoFdGBDitCfF978si3Nq9LP+XqCpAC5A5oO9IxpbFOKLK9W4fmbFwIKS1BDMI2o+7muFmLgHfebJizsJuD6Cnj5qq8rJX5eFfLkpnetG8ASC0XQspz4pJ5EzW49RAv3p3Xdu14TOI3CbYCXTKKumc1XDpYcLG4bsJzxtRAIX+6JpnU3nXxec4ZI6Myy6VTbPvgtzDr3JVEn7p85tQTr56Ydiwcl981Ouq7YgZ8DSX/N2Gs9OXbSPiuyeUiVCujS3/ft2Vh4NaBq1lnNiaB59W60xC4T8WVHGwg56N7utzO26wqUPhjDbgLWgrD1gp1NKjLGfu5KgSwrNE0G/imBcZmNuANFiiexsDpGhMOCuBbo0x0rmlHsWXVGaNzyvpOuM25uDni2P+LZeMQ//NLnsH7xms/QfUW6XiAC3K8jcgn4aj3i0z3Jm2d5P51Mn0Tz+rMi8lMA/neQDvg/wFL/DYCfFJHvBwHuH7f5/745EvwDm/9Pf1SngRf/uOLqN6R7jYqBqAizMDKQZPZPW3cB2YDNdWelzMoSoUaWqod7sodhZWnbmVAPR0lHbZ6tfoPLVxFq7GEZyHJyvs4mhVWbBIGl8tBYKu/eJ6A25iO6pZXJC1ZKGFx/qZFNT1jQTPXpI8uEJZr/d3N3AmiYPZXdfDL1i85ae6xqyLAmJr4eFgJhiuntuFbYA8KkBibh8OPlFkhQlvfDqkw/qv0cKCy1Ss2HVg0k8o5mAw2C65q8lMzz7XridO/71MF2ABAPxnC7JtakI5ZaCRVBGbVfF8aai/K8SoXpW+34gY4NcVakQ7V1VsRDNkAVGEARmRRTk4VK7CLiUinNCEJNY3R2lddLmbhRZcQJe+tNe+koGBZFC9OIATUo3C6N8cJg8lpRxJkOAa6fXa+jGf5zoLBt1lqf2HHTDmTXGw4exhdW6TZHjJoM/N3xcz5gqPsKfbYCh4TxyxHpSBkFda8By43g1e8D8ocZ4/MjSglY9iMkJ0xfs6pIAW5/X0X43Mxn9RqgS8S0W/Hk+S1+Mz9HPCaeQ8MsGoDr/YwxFlylFUEqigp2YcVdnjCGgpdfu4KuAfFmRS0B67OAdAh4+v+VVgWRwoHo7ksz4stDk2B4SpaOA5PTUiKbZqwrS58J2IOaPwcXuVA6kKWxobqfuAxjqZA2DCtwypgCBLFbR4PQGV2PDEYIlA7471tG15m1YYAeDtQ1ioFbbxjbWmKJUH4wAJ6u5YAvTBN/zxmKgm3aEre7M3vNc7TJHk6ZxQZgl5Vg19OXvFHIgdSyojkBGIvN/aU8QxcCexmHxrY2OYID321Dm4NP19YaywkR7pMDKVsOd82A8NbJwAFoC1Tgctu6mxtF7XrUJuMQiHnYKvo2e8SzA1sH1oB23WlAn2frGmHXR1t/2liobRv3vGHUNa7+vkj3lnapiV/Hx7mvZ1kgznI7mHZ3gmOFjgN0pGTKq1KeCnhybd8d+HNIqPuB255rSyN0O8E2IDHiaLhTa8rm5RYWxj5P5ibwzz77VSw14ud/e49wF1GLYBwzxqFgKQxy+EXXor2fvmGmT8K8QlX/PIA/f/byDLKwl+b/UQA/+rHXN6BZXpWJ4EUK2dUVgGejh5Xl9q0UwO101iuyjqHiQVLTuucXJMG6+XfSmko4H/WvCNYVbt2QgLGqsbO7LQlotcjWRU++y3UwZtYM8cViU2mo33WfUcQ0fkAEmkOB6zjLaNZNi56wo6Jo+k2XBrC8r62JCTCAD2Ddcz+nr1GH6uC3l/bNANqaaqT4AECtaYsr90Yvv/FosPVVHg+3ofIQBw9OWJ6EfiwULYQg76UNVIAt0Cdo9ZQnlxO09CVj1FqsLDifuz1QO2VNeMJQhXxFHW88VsiK1qinQLMgc9Y9ZK9h9mPp8hKAgxoPiHBAKmappuB15LG4Cg5owtKjeUNRaOV1UiMgYszzRDcJ+uXSK7jFuC62vRKQrxKKRa96qIM3zJHJ5jXkMpXhlbRrViOwPEWzQttaqrmutSYOEjRF1Dk0plZMJqDC79P8IVC+7YjPfOYWT0aCj1dPJ3w5PUOZBkwDGV19mvHBszusOeJwHFGngnHIeL6/x8sPd9Bff8LBy7WiDop4tWI/rLgeFuziin1cMYWMD9Mtfs9uxKoBEhVxlxFSpaWmP0dXRbrNPIZLQTiuCLczwZEBOR0Sm6ac4bQgCClKn0oR2qBpRL2iX2WzQWvMock7UoDuBr4fQLBkcc46dN1giwv25i9BZ7ZARhd5A5SdEd2yuK4ZzaUDLhSWoz3sopneD8bAGisMNADWImJhwHDbWOQd8VupQmD3/wlLudFjqvmwygZYs6RvX8q2bDvW23K5aWPFfGs193Vi498p07TZtw3j6tu1dXjw5Zq8pYHCRkRe0KvGQEbRG/C82//MOqp9livHicG/yw58dvPhlWAWaG655ZZYW2Z02QxqNse9hRcA3ZN1www3xnrbnGVg1hvfMKWTfWoDIwf9qmBjoTHx3uA1DNZTEeEsKmVK/ZhoCK1pC2JhQDHauIeafbeI47p4D2zPkaL2rLP7UFIMU8Znru6QbMD0XR/8Kv7h9TdDlwAERc4RH97c4/b/Z+/NdiRJsiyxc6+IqJqZu0dkRmZldVV3TxWJnm4Q4JDzwk8g+bV8HAIE+UQQBGfBEIMiyO7ppbaurKzKzIjwzcxUVUQuH+4i6jkDTDcIEBmFUCAQHuG26Cpy5Nxzz1lmLGvB/37+p/i4/WFt/5/A6//fWz909JzQZu2Q52bMq2ku2wR485ECUgEvFKyRa+varJO3l56dLVxfD4YODiAFENNnKqBiSy3S7+IGYBV0S4GqR9K0D5MHeHNVPTLKWVk73jp4Y1tVdqy3rPpQr+5YKTXAQtOHeTsaw3vQhC0/7tCvTtrZL4nA1zHoctWJ2y3BFPApAHLGNV8lkpd6BuZ7BZL1OBLGegLyJkgPiMABf58kA6NNK06ujU2LHld56qCmA2MrhLJ2ncfZGL2zgu9y0X2CDMswqsqK96zMHwDQzWBco8zuDUL2/yBb4BgL7mBbO7oNyIuCPq7upasDNjtL2gS8CA6X/gKw+gCsLKuWl9OloRdGPSpwVYZdwWu+jtKfmMZ1u+HQ/DpQzxcLlaARNNELI6363T2rCwFXXVzpIkKvZb1N0ewQDH7WBU5PChH6pNeGmmleRf+dFtuHkz4bUgwoHjrSmcPjN1/0fR5kQV/rzeGLCU290n3eblQOcLpb8J+/fosfH9+jC+MvH77A4U8q3n16xPNv7iCHBmLB/eMRe7/DnDoydZwOK96/EmyvgP7pCi4dn7w+o3DDxA2FG2au+O9e/QwA8PfrG3x5fo3jacWPX99jaRmJOn7++Ef63HUgXSvS+4uWP1uL8rzcnYDMygwB4OfFXB5Ms9m0WzosrTKjzxnUEviyaWmUjZFb1mAA5ZACCLh2EIA2aq3bMHuPh5aCCdPsdzN4Nx9hMGkT17pGLOoL0LdtymDCwOe6gWZ6yZw5m+ZNYwBwOupnOtiwBqUw/Xfc1VpEi+qN2V8CrV2zkpjPbZSsdyXz+P6QR/D4PwdYtYX5fbx33fT79w1etQIeUbttui7rEjZaRByLy1gkdERV5EVMLYDQOu/Z4QC5PMAoMNjvXWOURuzyYERtPyMEwHya4/0iENH3R6PdjkmlImMRsdPqhiPEdwMG7DqRL3CIBtsNIFwg2O4LZ2F7V4a+7xYQtQFoen57g8yTHpM/F64Dhy2yiFTCRKQMeqfwjKWlgllt4YQI9Xay+c4HcowIeELIu8K95Lbhi7szPp+fMaeKwg1/Pn+F/+XTv8Dbx4J0rJgn/f/becG6JZzbjP/py3+H//7H/zW+l5v8p1/ycXu5fVDgVScFwLWUgE6yrsnkbbCM2pREAcj2f6JELIhSt+tkU+gA9TXcXjKVw+cV6ELIm2p7fH/2+ecuIXDmzfWhIGVq/f/KWX9m86gdn2OvXZXBdJaXzKbLvUu5STBo+jna/a6Am02Kqj6q5dwjOcrZaG8qU6mFYHoyoNv0PT6IOAhUIKhflhYFgM0HG9sf6XoSPQI0CyJuVazprjzr4NazDnDV07RIIlnLQTN1AhWEQ0F5NMmEhQm0CdHVHk4Su33ukyodeBvODO6bS84w2X1BTRvKuHdtzIOfH08b292Sbk+FMfjmS0PrrCV96ODbk94T2J132S1uHFwDep7SNprJvMlKKwBm51b0fPl9SX00znmgAwmQz1214EXdJrjbosIa8DQcwu9tO38XYH0tL6yqnN3mDcpKWzhFPkvIX3w/PfmG7blpjfHN9YQpVbwuF3wyXfHj0wPeH4/4dw8HBYedUN/PoJUhNw35ZsV1Leg3hCk19DcriAVffPaIx8uM1gnP64zbsoIh+OP5HX6QnvGL7Q1+fv4cAPDTT9/iT2/e4evlDl8+vQLqaOZMT4uCxr1XazY2iFR3KpnA1wRkW8iAFRCmMiZ1B1kOTKdkgAigFSETQEcACgpjfRnM7r6svdeBGjCRorpmumpDjGpx8ZIZXMwTtlhj1j6WdG9NBQyw6ODDdZCblexzGi4KDtziQTCG0BOc9nGiOz/R2Bz8ORj0OOP99/p7HayJjPeVrPvizgHEyty1DsE2GEXA7LbsMz2il8iaTc1O67vs5S51LFhTlzxUE1vu/i/svPbg22URfp5yUpY52O7vMLUOcv262+fsHQHiwQRC7vDiGrqt145lfvF5ekABfsdn+fk2H2B3fti/zxc0+6YxorAz8+sqRPr8irmdFIzrKQKqDcL/EZ1379HcxSujz0klBF0XvgHmbKwM4qUB6IStM96vR/zpzTvc1yMe8wFzrgAL+jXjkjqeyoytJ2xbxrfbDT5uf1jbBwNe//5/+C+Bhw5nJ7mqBEC9URE3eS+AXIHyBGyvEJGh3rgTwLcjYi59wg4ga+NAXkS9UUmlXu5M4N33SZSd9FI/CArA0gCUvdBo8qnqBdtNTtCKAgy+NHi9ar43C6tZu/Ud/AEYsapW+i9nLQf1YuWVLiiXHmykd827Z2w+K9jLzw1IZIlfNkg7u2pWW2lRS7AR4qD7Kxmhu/XwAIFqcVOVUWpnvT6AAhwh3V+qYiVm04wCABP6ZIOYnR8Ham0i5A5AekTfeuRttgY4YcL0JCEBqAdjFYEoee8XJeXczc5JbEVvdlMmZ0hLA22WcAQFsxBBPxS7lxhsHf+AAZRuspDWQ9vb5x4LDED3o2cKKUQ4NZhtmQYs0FgAsIJeFtXD5rVH0pfaculnL685Inmpi7KoBtydtUhXexZWvf+F9Dt9gbDeUiyu8hnG6hKmh7H/ALQzv2tDljO8+3ObVl0ckVU42lFwMG0aQ/DtcotTXjFzxatyxXTasDzMSE8JfGX0IpArQ46akHNIFf/Z629BJHheJlzWgnUpuNwfcHx9xWenZ/zk+C1+XN7jX19+iv/z6Sf4q3dfYOuMu2nB18sdvr2c8O7pBGoEXqAl1Ocr8HxWg3dATfOzWvv0U9bUtA618jGNqpCCQCnq5hCerFWb5NppikQyveAbgBRaPi+twplXGWAowFrfgQ+m8ASWbHrXRBCYNUkTLZWTXQAvmXsalzV3iTVB6XcmZc8ARF4vS+gylV1sQ2MBjH1zYLYPK8AATrQHJ7STFUSnu1l1bX3EvjrDuwdfyVaeO5ZTm4aqHttU1P/VAZ3/cRbRgbkvEpgtqapBvOwNtc/yRq8Xx+JAzRhZ/72gDcZ1D7p3516kD9DqCwYRhBepa1qjEWswpKFT9XO+b8T7DquLfeIYkWpSdzrYYKJdz7wPIUis59J//12HA2fw3e6Lk+6/Sy7ypGNfN5eAybSuXfR89W6aar2+ujjtIdPwBC7fd9fus4iNnxJe6JLU9xvACJc5M54uM/KrjlvzybxvJxzyhumzK5b3M5gF9+cj3tyecU0Ff3p4i+/19pF5/UdvHwx4/ec/+g3+5eWnqCfVV24noB11LBZBdJRroo9N1MYEVnudW1dRA5Kv4nYsrDYWOdAliMdgZkT4gLCWndmAlT5czloiwIWbsFM3tpFJqzRNkCtCS9uzMmIeRQvRMjyJrj7b7MDUgSsGa8pDBuDlf8CAnwHYal31fpzUZFg3ObtgwFv3W4IdFt792zbVZerrNbqTXoAlZycdeLtpPVfTklZljNiiR8Gwzv2spv4GoNkaqYR136cnBa/1aF39tvrvWQX9+dIDqJY2WFDVhurrW1HgJUxhnaYhEjImqqY6SNcv6vky+yMR9CmBWoc3+4i5ChCgA7H5nbrRdgRPCNAPmr6mne+6MABDY0SN6feFijpUyI5ZNVmGaVBVe2sAy66jy1nSoue7Z0I9sboZEMI9Ag3WAIiwHYt4XXMIyM+2LzIkBQAiocwbz/Y2bz7p1KMm2K2vgHZbQSRowmAS3JUrmhBmrlh6xvGwoq7aZCEM5EcGiNEuGe2k78nU8U/u3uObcsLf/vWPkB4Tyko4N8Jv8mv8zfEHuK9HLD3jb54+x2XLOE0brrXgd+dbXLaCWjks4fLZGnt8cbK3bkoc/rniEXumK+S6QbIBV/Pn7d5N7lvSyVm9eKfB6BngBYD0vIzXuzl/Gc1HwzuzG3NYwV5ydulKE7MkEn1vbcM+C1DwkLMCnsMBcr0OUAYYYKb/wCQ/QJmB6xcMqgOgaMji8X9AmOHT3k/VP9N9Y/1z9sBqD7psITiarow1ZL0vXmg99+y3A2wAoW/1n3e2YREk4GwoDNx7yb1h/AyMEjxzyJ5eMojGgO/0wcF+7prUYv+mouy977MHTdC4z/T6trHftenAlbOeL+/g5zSYU/+c/5gNFtMIsKA+mGxn+h3wz8Vsr+xa+Wcx6X5fnYntQ9Kwl1kkW2D5fbyu8Rly1AUTNZPcuKqkJOsL0P9oZiPYDrZgsHFxfQXA5kBeCMvThK9u7/DTm2/xeXnCYzvgtqx4c3vGV9+o/Og4rzivBX/86Xv8ZPoGH7c/rO2DAa+1J9zcLjjTAcLA8gbRRb7Pto8UpdUSl0jjT6M0SjoGurcjNwNYmwSIdLa0F32tJ3B17xS3Zib3n/MO/e1kYGLS308PmjDiJXZeejgQeHAAL7qyVv2lAuM2MzgLEml5fkRtSoQatEm1t7SZbVMmpEUCNPGitegsgMfLJvt+tYQaE+52Qwr+2nhdnxi8dNSbFKBEjf2BngTYNJRhurQAMm75RGbBNW2CvHTkpxYgPj1twTbo6h06ERdBulT0XCJ1THiwtX0i8NK1ktgBqoJ2HIwj7Nx4xCDJYLbbpNeXVwXSDua18coYU2/Gql33x7uSSUwPp6xqulp5LFF4HAoT6knZFAfNae16DYhCkxuBFcZy+30jGejGdOULgg33uFWVxego7pIBQBuiVJYCWzyMYxPSJjhfZACDPff7URPLKJqxXDbTs2pa6xGRxBXuGKQLhPWWcHjXg5V3acnyKqEedXFZbwXEwNPjAVtNOOYNn0xXZG54EEbhhj978y1+U16jvyHcnw9YHmfgnCAdOF8mPG0Tfny4x18+fIGf//Zz3P37jPIMQIDLueD5/Sf4l41xM6/44uYJ355vkNSyAlOueFpmvH9/Qn8quPmScXzbkZ9WZR2BkTgFaKOW6fBUmy5I53WAldqAg2cXD+DUZpUb8KIMLAqbN60CQ2HWxKFr00YWMqbfy9V7jeKLQU9BCdUGWjlAnUxZm8VagxRbTCUGZgPAtSlTuW7B3hEx5HJV5u+6jDL7vunK7/t9s5Q1NL0AoyZJoJJeMJXemKVhBjug5wyqM7ugkfzlgNrDFkJnSQOMOkB0EOalfdfB+nHs9anfLXc70xmHwKEflW3Tjt9gpJ3RgC4QHDAGiKaX56g1fV00i6XBLE4TIq3MZRqH2cAjI4In9tc/mGaTtTiQ9/OUWH9Xdgzu3kLNX+fn3+4zKXk0/d2cbEExQDyuXUMr9tvxMOQQ4bvbgYPLNBro2aQEzJA5q9TIdeSA6qiZtQKxtahk6fs72I6vHROauac4aNUKpFVxPCpcCHjOePt0wt+dPsft6wVv1xv89OYtTnnDN/dfQD4FrmvB6bDiL17/Hn+U7oEXRrMftw99+2DAa+aGtSbV8jWgnoyVopGEBCCYomaG695x3if796qMrVszATamWJlZLK5ur6EFrBlFvDRs5ebZwK9pFqPBysBDPqv/Z7xHrMu8MNAAbl1BcaEAd72QeobumC7Xr/Y0GFtlRRGd3V4ypkVBHRuTvNd2hi1XUwDWTftannuUy/vEmjR1rWiHbAb8CGY6LR04MNZXHFpZtxuiPjrauQ621eUBXlKVpBOii/zlkKx0pKt+MmZ4eO4qSNfjUeN9LbkV3f/7nS/iIQHmmevgz226fJ+ERKUMO9a0HVRH2DcBFVYGjUnLWDAJgVvOkO6/FA4/wrS0sKvqE8cgDKadDEL1pnkRs5qnqBa4HzGZNzCIzMUBw63ArqUz/tl00z7QuzNBWvRn1QQjvIebOVoAY3+8sdCBdXnWe7sejFG3+0bDNUyO0W0h4wl0u/ssbNO62ZxthE4JtXQsNeObfsIpb/hkumBpGT88PCBTR+YGfAr89bsf4P3zEdslI5eGpWb84vkN/va3PwB+f8DxG4nmPt4I0yPhYbrD+XVFEwaR4PXhgswdl1rw+HxAv5+QnxjzO2C6b+bPquBRpGtDy07XSa2BV46yPWoHtQaZc3RFUzgO6D3SU4IkvebO1nfOtrgBJDHaDYO3BF6q6v2kj6ap6MI3v9StKrDoUIbNXQySdvWH1+xmZfCUR2MTMNjLvmPXAE1lKlkbhby07kDHgdmOjVXLqJeG/w5YZbNjIHtenHndA2JnF5nVpcE/d88QljK0qi80v6yfLz2yGeIzHfi6hlZskenH4SX3PZvZhyWVHRy8gepF6pfLGwC9N1ob/rwuSXA22a9Ztff69XSg7U1QZtQvxpZTAGXWhgBfaOxL/AAixcoBsQN6P3/BNu8XF3begtm2BY19P11XhJ51D5wd2Hpj3bbp/omD3DbOrXvPOhPbYDICDADvoDga+Fw+wyEloLWCAbRT0eYuGzO9P6JnjsV/RKALAAbqmvG0Tfh6vUXmhk/KGV9eX0OyWFVA77d/evw9DlwBTN/Ppi0BBsPxcfuHbh8MeD3XCa0y+rGjd7WPopWw3epNPt3vJmazc8oXKMgwhtZ1kC4d8PK4A9k+KyvVyyjZOgvjkxIBQEV04YfMIGt4Qlq1AatnghQaK0wHo02QqgJDgbF3zkSKgsM+s5bHxcDMqoygHC2BBAOsQpR5fBGosHR4XnS6NgAZVAhsHevx99aNRWT9uXXw2mIQyefNMq0pvtc73/OVwWuP89RdI5jVkYDXbqBGvwOJxmetFZKz/rw4CFAAmK4CuajVkx6fgtfyaIO7KGMrzEjnpkDbwLGYtyltHf3AyGc7TrPWSVd1e8hr1wWEaZBdqqC+kojmgV6SgmVm1TYuDbys6HMBSgJfN0hJGuEqQD5Xta4SQIqes54MQBvIy1eTBNi5EnIpgzagKfNJEW7R07Asqye9LwJwirK23pToUo3txj7DZDBp0b/zMjx7HRDnRbDZYiFZBUK13bYAsFAFlw64vdv02AM8A4h7pGwNbVZ2tD0QgIT6irAx8NX9K5TccJw2PK4zEnf8xesr/ou73+LT/Ixzn/DT47f41eUN/vVv/gnWJePt+YTf3r9C+uUR81tgemjI52b3YMa1JUzvGe1a8D6fcHt3xRefPONpm/DV+RW2S8b0LmF6B2Vdn2uAFr2hBdKrAq55UmZog7KYdk+BCDIrAGrHoklnZHIc1+xldZ8YoSYdvKrXb7eUPk/Hy88ZExH4sqiF0LYBbTgT6H61Xed8HZrQpgMQtR2QAUJ/G2DSQRQwQOHOwzQsqhxceVf/d1m7ZVXAPCvYkmXV57h3uCm+AiF6Yc/0onS/B4Z7GYLujLkElPFvkQGk93G1/l3ROJR0X5d1AL69D+q+CakUICXQtqn7QUpAsSSulMCHefjEWiysWky5lMMA87GM/fPj9KY3Eb2H7PdyKPE6OU3xetoa+qujjoPm3UuX4RQhx8leZzKDPbvq8cDBeHPIUyQR+LLpveDMcG3WqUojWCAxcN75uDZj6nMGsmqsw17MJSR7eYA7R7g37/6aRmNZGo1qVZlplYmpLKfbv3XxP4Bbm80tZ+vRf5EXrZS6TK6eAJCgrQm/f7zDm/mCz+Yn/OL8GX725Y9AG6HeT8DrFa0xfre9wnmfVvRx+4PYPhjw+rDO6I1BK6HPgnS1ppebBroOXd/0YIs3K7W7+0A7IBKYhIFsK3mPhATUpqmZF6ozd2JNXhBtxkqbggG33QIQINcjSWHG/fG7ZEDCGE8Q6QTIA7h63Kw2LFHocfOik6B6Uo6BmVdNAlJGVNOb2szGhmk5vs0MNg1qckcCwIyhuwnnVdsn9p20NWXveR5bAAAgAElEQVR2knZc81X3s2dNhAIBzVbDXEVLpYXD7J8rhZY2fGePObz8eFXNk0cMOiigJtokJeqLm64NnrDCobXC8MokBeduKi+ZLU5QgaMCNpVBUMggxjn35iJhvW4oyri7B60kZaBVo2t1rETawLPpYCzJmOKuzXgeH4wuI0bW51zbZ9elNtOv9p1TguuYQb44IswXveaq21aHgTB1FAynCTuHKjshs5WxtDdbOKhrA8DQ/coXwXZLEWBBTct0br/lTL1XFgCtJjhrC7PjQtZznJduIEqbxsozWaUkYU2C5VxQJ8ayZSxzwu284nfXV/g0n/HPDr/GV/UT/I5eYxEt99XKWLeMVhnc9Rzlc0M2qYpXOAA9j31LECH8+Pge7/MRv3j3BhBSa68nvT/7lNBuZ+TLUe+pS4uSpx6g6pulsC7kEgMs6HNCm5VFxSlBKzw9gGufzAGAoPdg38VIg5UAtWdbmNAPCdSLBhw4M+ZsF7ECM5OlkDfYAC/BWetmDm/33VSAq4GNffncGUZvJGI21wQeYGYPnJ1RM9cBQgprpxfRs+EN66yw3Rd7UPRdOYTbSElX9wZnWlsLBheAAZ4d+GT/XBqf6zIE15H6vrtbgusyX0THsjayudRhF27gDVyuxwyQTzIWO+Fq0CI5Ko55z8Z+Z2HhoBVWgZNiwDgzsHVt+gQizMIbSNEZ2MdAu3yi6/d5JSAWWYlAa9PPIwLl3b65zOK7yVp+PEQACmCgkpxR9gVCBEsYwAUGY0yk94HfBC6HEa1y0Nogs9kLlhREhj9r3uTbC2E7EdKmcjW3DyxnoJ0AD1XBsaEcKp4eD/jt6Q4/uXmLv7r/Asv9jEkAPjP4TQdzx3Od8SadAZzwfd32MuqP2z9s+2DA67vLCSl31IOAP19QlwRcE/hmQ0dBnURXXJW1831RnQw3/Zs6onPeJ/t0BaZni1W1BpkEQj53rK+8613TtvSBEpSnZuVzwnrHZkSvn8dVmVIyLaVqZLV0zmsPlpWqygfajerruCrrSVUlBXudbLroBJmeFTG4uJ2a6MRng3q6VAgXE9sjytk96z6mq/qUekc8rxWykU3WeVhC+aC+qfemA0NGUoAQelEv0SmjS4mAJ6jkYZMAlwDUWJ9cG6n/F1GoNmjzUoPl4KUCyKGBSr3HZ/FlAZjRT1OA0W6em16+Zyvpkh8T0zD/N9aZilpZUbfUJNFjT1cridoErizvGJD7nEH+fSIQULDL9TCF5pg2tdnK5656WAAQBcsuRXEm0xu16pFQno1tJvWadSCqjhEICYJ/BjUt7/v94j69HpbhSWdRRYDfq90a6Ug9fS0wwgG0h0XwJqo77ga4PRrXr6f9HA105mGr6XX6jKmnbsZ2l1BvGlA6WmWIEG6nBb+6vMHfHb7AYzvi/3n+Ef7y/gu8/eYWnDvKYcNUKs7lBN4o4pnbrAugZGEP/dMV082Gz2+fcOIVNSWcphVP7aQNZgxst1rN6DOrx+ueKZznaCoJQOBpU4Wx3Wb12DVv3fLUVMIxa3oZb6Klc0skK2dCulrYyczR/MisEpXp3p6FvVG8gwBnXf3+ywwks79KOvHTWrUC4GCPNNOdsmXKO7jbA1gHLw6A3bB+D/D2GlJ7dkKHmhLoeARKVTBj/q8RR2od8bLuSue2b9G5DoySuQNc/zklIHuEWlOpgH//vinOX79v7No3a4W2FgNwRwVM4twiJ01D2+t253l8x97NwH1Pg53eAdcuusjYyzMAk5Zo1QkdA7CBIlWKzztPXTvvtNZgWPtpQgRjpN21dEBb+2BZbfEOQB0wDgVY+2Bg9+fpu/fGDtwqKO2DMT8eBoM8Z/TDFM4StG4ma2k74L6TDOwCEfppArqOEUEsdEHPrM/SgbHdaFx2PSG0/fWoDjJux6fnnPDZq2dsnbHWjL99+hy/ff9aKwAVkBvBF588onDDz979CP3z79w/H7cPfvtgwOv5MmG7ZmDuaJuBjbmhVwYdK/o1A9X1sMrAAgommQaj5SwsPVmZ9tpVvzcpOG0TW5Sr6v400tV2Qmwsumrne1oZMN9NmUdpNa1iTUeiTUaLgtPuLKOBI2FjYYiRmpjMAMjPLTQ/vDYrOzeVm4vJBZpoQ4hY9+aUkBYDuAZc4UDJAC9fKqRo8wiZcF5qV3bVB8YOANa8ZX8DUNYVCNcDXpV1Hd+prIOD2m4NTdyaeuGK2qBIdHWTdfc3yGSr8WrG1snDCQS5NaRLHTGCnqG9qWTAGQfXUgEA7xmfHfMT7CyUrealoR8SeOtIxohpE10PC6QXJa1T2SWHabOdN+VQVQCbri3YW59g87kqwMouhSBj98k0uUbsLhI61bQJtiNFpaC5RK749yuQJb0FRxqNfZa/j6tF6oICxIGsuY5sIbLpQsPzw/0erkf12iXTtqIrIFItrkou8vOm582jTbsuzMjTy0DIV2dvCetR2bO2JFxTQRdCB+FtvcWfTG/xb9pPsNYMLAm9MdppxWFqqHcq4/Atnyu2m6zP4wpsnfCnb97hT27u8a6esPaMratG3tnZNunEmJ8b6LJoN7R7ZRarDjBAk1YBpCjoaYcUAFQjpw3kF7+XPC0OwyYtE6joeWmmafeI6Doz2iGDr9tgGKUgGmiAAHoyZ42hBbSycyh6Dx1ylJzRFDjrs5OAo4Gj1iETQ7KudGhSzSPfnxENTtQG2LCFpJdyI/ErMZBNl+rxnyVra8Be07p/7vZg0wGl6Uv1+GxF5WVjZxbX1Ur3dh68oU5Ib3bXnoZzwU4+4eXtPWh2sO774Qyy62SLgfd1HYyy60ydoQxg3O0imAZ3B/TJFwZ+HCGb0HspXBS8+UvUrD+Aq7P/bk3VO2Tvn+vjnJ9jA6qDqW2qZfb9sAVOnAc/3n35X0S/i+3YiIDFGsHcn9bvh6KMLJoxyM6EMwN1HZ/nVmv7AANniMmkdCa1aXNCft5Uqz+xgVlfaOuzVg+I58orQO2ksritM17NV9xfj/jVwydYzgU0NUjO4JVQuKGkhksteJaCj9sf1vZBgNe3/+LPUd8lcO7oM0Ak6J1VEwSgJ0G62SDXWSf3OsoLERG7QY3h++5nVvaIRLV03uUo7OVWIG0AirywtJKkoKM8NaRJE488sSlfNWkJ0LI0Xxt42awrWMCL6ZxgJekMZS6rPpBJRH1Nu5Yq09JGI4II0vOqq3BjcnwATb2j3s02WbL6tMK8ODfXpurgohG3xgYtWzADMK2UdNWlKsOgFj/KFiuodlBHqzaeeMwlnSbgXAFWoMdX9UIdSVHKTvCizIww63EsErIL9bVk0xX2ALiRAtnMxir1ALHe+MXbrjMc0M7xzOCLlrb6YdJehpSUJSNjjVu376cxuO+Nyxloc9H984lRlMFuuahsw84RJQ038Gut3+tNGAgdqkf8uvwik2lRzWaMN4DLAKAuQ/FEOE8RU/A2GrMARNMc1cFU+LMQCziLi90zIBBYw5WCPCFlPagz+EkXFc5cu91aO2bzvLX78NqQJ4awpc0ZWKdmOOmJ0e4EeuGBU97wo8MDfljukdDx0+O3+OXjp0DpwDnhMs04zhtwalhfJSyvM+Z7vQ7twFheM5Y3HenQ8MXxCce0IkHw88c3uH9/Ap8T5vfA9KiLvnIWHP/uLeThIbSNyq7RuN8zox2zpqQdk+rhd3Nf+NqySjTc3zkv4xxSE2w3KmdSJwcLjbjoeanXBN6mYclWKeJmUZuWY3vXEnfSMafPRasFYuMQA7R27DeZE9AULNBFnzNeFCTLcdKxxBnPvRXT8aCvMbBMtjDG7Wkwi65vnCfzK60BGGXnR+r+svvStKzrAK4GbrTxqw97qVqHlhMYYM2tzBIUZAKDSZSuTgHE+iezLgD2bKLrViO8YKdRdYDooNL/eIPU5DG2fYAz6S9lF3Ee3d/XGHWXQnhHPxNotfvMXQHC9N9AZDVWe57CfUYSRhUJ0LL+lJUhTSpzoW5Jba0PFtQXROZKILuKUSw6vEHQFwvb9nIczGprJVnnLAA6Hq/2GdkaPoiAvg4Jil+/SIhT+7j2ao6xnteuz9nMEaRSo9KkY1WflIyipsl/bRb0SYAlgSE45Q0yE95djrh7fcF1KWh5gjAw54o38xk3ecUP0hXALb63m/ynX/Jxe7l9EOD1zz75Fv/m/gZtMWagEdKjr8CBfmMMLBSY5jMi377NCMcBZ6XyGeZUgGEvZaBVO/nFkqa0OYZ5COA9fQkAiCV88fJF9Xi8KdMGQMv6to982XSQscFYWJuBpPNolMoMsiYo1csp+0HnFf1uVkC3NV1l52QMiTFe5hagUgllWpuZXqelGYg3RqZDB3kX0DvjmhBlI9nF/QFQ0LlZSb+p4TmZbte7TOlah1E5eXCDlSsZymhWLXXBdE+wwAEy7RdgzHTm+F5qY3Alz/c21kmItHTWu7IGe1sZB59kPqzJ2CQ0YAMoqeRAQWwN5tbLe74pSPHf6TnSLvuOdshoead1k+HF2WedGNpR79sw8K8CKhTRsd5kRxOHLy91CabBu2zd+zZt/m+Xu9hXmxsFgIgM9omAV6gX/UF/joVachBLY6FnUgZnDMnsxZxxJlEpXg/m0RZwoow2mia89WJxnFb5oAbwSmiVgCJgEvzg8IQ/mt6D0fHcZ3y73WBOugDiSuiVcVkKYPse7PjWQV0BMFVCu2R8c73BuU7I3JV1/f2Mm78nHN535IsuKqf3i9oP+eLEyvZSUpRyXVcthW2RoaVI2rNWxnSzeTZn0xEDiMVHxEjbWNOT2tJ51GU7ZKRHs9QighzKACL3T/rBq8WcHkdAhksQ0sX0maz3RZ/UCkkjb2VY0Vm5m94+hFw6WMp9d/88gdYW4w/EomxbHdn0bof0LAjvUSLQvvxvz380fq3ajOb60pEiRZB1Gylde6Z0pxl90WBHvAsfsPHPvU4DLPtJx2B19xKAsOPC0Bo3GUzrtg29rQcJ7IF3lOl34BV4Kf3wfY2uf/M7tXI/+dQ7lfEZe52oje+u6aetQeYSID4iim3RIKRgm7aq4+iUBwstFpDh+7UH8/Ea+9nDCIqtnEkbAfshD8BLpHPF5j9/59x4BO1+HLeeB6r6WQDA0nXs9KGTdJHo0e1txnDUSUZEZdUL08ZILHi/HEEkECHk1MEsaARIERxSxRfzI7owzm4t9HH7g9k+CPD633zyc/yrv/sJuDT0pwK+Mqb3hOVNR3lmrBMDjcBXfTjdWaDNeMHE8grtqG5AeRJMTzowuPE+145msa6qgxXUk7WLi3qO5ssY3IUUdCWb1Kb7Tcv7ZkIuOeug3pStJH/wi65aaW8d06zM07uWCc0KRohAbiHluievBpkwn7oObLRW5NrRjcnlS9Wy+Lov57Em7VxtwkzJgKsPctb96mbo0pDOO1P1Pfuw15Uxgy8cPoTsjKhPoD4QW/KKpDEhkQiwKmCJ8xGlMTtnTjxYOYsu5lXppbI2gDS6TW6YFVB3GziN8dUACAE6DSmGyxDsPJGVqPtkk7OBHeoql3D9rjOXUtgazqCDsU0a0chjW7qqhhnVmrxcm1zUN7eGd6stkmx/otvfFk+ePJPsHDarFggD9Kz3ez3tImNtLkL3MpzEYo5cThCsIUwWIxbQoUx4T0CqCDcOXsUMxLMt/Ix9XRRR8TwYSy+nSxazVBMIgN9d7nCXr3iTntGh4QUP1wNkI/RDB+WOH756xOnNW/zV8Qtcf32D49fq1SqJcPodoaeEyw8L/qZ8AS4dr+8uePfuBne/Jtz+fcfpq6tKT64r6LJq7r2DhpKB01GdAizNqk8J9ZQs+IMieCMv8lKaUUzf+txBi2EmorAyk4RwlhAg/HbzeVcdOGRdAB0yPLwiXSvy1oDrOh6I7gvIBg+pECL02zw8h63axIeM9Lypm8F1s9jYBln0OaYw3sdY5DlreJgNgOWxgK0ae0uLlaibjI5zZy+9oczGGGfc1DbsVseu6wLPvdcQBYtQdeDrP7sO2BfWzvDBnitPl3IAuk/n8g74sNkai8p4z7YFExqWW/vQAw97KO44YZKpxNrglzNwKgOYbcZ0GiOtpfOuAM/Btut9tzZY49DzSmhoxdPDYswzssGAsVjUsLgt3yGPcZRIx3Hzc5VEer/73FPTOP4XcbE09ifrsffTrFW1TRc5fF7HAsCqWIw1wDWIzBPWrpUTCWWnISYCX7UJcnuV0Tvb4nr0jril5fYKYSPoOvx+6JC5a3XruOJY9PmYUoMI4WmZQCQqK8gKXm/Tgod6xEPf7cfH7Q9i+yDA6+/XV+hLQnpKKGcOPQyvynCkhYKpTFcrETYNDfAozNCtGtuqCUPKEAkRUm0BNKiqPpMdrFiuvEsKeG3oU9YmrFVZGtiEMhqpCCArca+WF25m1dQ7xMqoPqA6wHErKdc40abWVV7Gc+2QlqkQGidaNn1PSkiLN0zwAMjOtHpalE0sZCUv4RSANbRSXk5a1jHAezNErcNr0MuQzkasK3BzGp8DAHVXmmIaPpk2iUWpzTVbRN8Z4OllQ8m6Aph0QtlJBaJkSBbpmQyg+zluHR7VKEQ64PsxeJRhYkgM6NB7oSmb49ZgZEy53gsJtPQAFa5D7MXkDGYHJkoUouUc7Jl3q6drV8a/KiilpKX9clbk40llZI1BbScBcI2s7E632m3ZLW+vyRcFPOWigKBNpGA0IRwGPIWrTYA3evUMTSRjbVjyLV37YKgJCsaZYlThTdAtdtY9kKnZQoA7CMBtWfA6X8LKpgvjdl7wewJwaJiOei9/fnjGX7OYdZw+E+lcUZiQloTDN0AvB0gSvDsckM7aFDXfV+T7q96LywYsy2C45gn97qQsakl6zeasTY4GXFX6YKy1BzwYax3Jc6QRydxUS0zdmFHeA11dNLhNmTbukQJXY/X7xChPtqgsCdQMzIX/rMTrAKAeEvrMYccW9ng2RsEW817CppQG67ivTrj7AAC0YjpQO7Toesf4LJFRFnfz+SmPRiOrthCR2e6RNh45mCUCPT4PoOm6UgeqXs6OUr6NnaH95TEGuFxg79/qYwl5o2XZledhx60WWS/GNRhg3clIfOEimfW0TdOQCdgiX1j9hdG7NoO5XtRjZHlnPbZvztp71Nq5JScQeo+fUdKLxb7rhCVhMOzGkDorKthdX8hLH939eAkYk+0XXM+dzMkYZwqygRrFcUthSNNnhpxkYAYmP6cEmSf0mzlcFiSr1lsbZfV5CveVSce7NiOqRm0SpJXMGlDQswCHhjR1TPOGJozPDmf8yfE9fvbuR9hqQq0JuKmQNWHiik0S5lTxtt8COGPbD5Lfp+2jz+s/evsgwOv/+tWfIb/PyE8KTiUBvADliVAeYA0jQLbuZi9DcAf4DB2TnowhY2C+15Jvujb1Lb028NpQjyYqzwDA6LOWNLirJIC8VHzMWiZtYi4BgDckwVei/lDbylWbQ3yAUIE9SrYJXUIDpWlZCdhGM5DYAKKDj52UZoBu1yhAjbXk5IAsm7ZzLi9BMACslsk+52AeAQx21MHoHkyKqN7Wy05ucL4X59skQ/v3eY723nzbB1LzkcQ0DZN196p0PZaInlc7d6ptS9EtHOfGGRUiBelkaUTsEok+JllgNKl5x64fg8sNsuvJEJ62zrZGmTSZprhagw+ZbZLZbBEkALgzNcLmDZpsMWRhDn7f9qLNg54GllYJjSN3vQd5JWy3ST1+J7Nr2kUJkyCcC5o1E2ojhJhvsIT2O5/dD7ZHCEK+SizWQBrLGzIbUn9Yn9i5KZiW7G4GO73sriQobGO0pYkRCWpPuK9HvE4X3Lcj/v7yiZ7WY1Xrq07YesK/f/8DrN8cMT3r9eG1Aovqil8JsN0mlCc2XTpQzg2nXz+Bv30I/Wg00RyPkFcntNMEd6KgKur7aQltOpGq9pfaqGJrwhx2FneDxW7m65xM10y2VtLGTzt3SSVN031VzfQxm/7YmjdLQbp2zK0rMXp24LpLspv0PtvukjXmOQNsjHwWAJMuugCo9vGoLFptwOXyEsCsm1pENVu8rQnU5gCVzqC+eN4g0UwVfp21/Qcl/6iqdH1G+6yAB69vhgTI2brrMkCQl553mk5fdMcYyjS0ow2DTXVJSG2j2/0wjcWvj18OXHMOYkEOJQB9n7J+r4gx86wBE8um8gpnortVwIpKkMgtunwMbmqFFTIntnHWAaOzqjtiQkxzG+y3gRtdwMjoBQDCHaPPw8aP1jpkYa0rK0qkLgLzPI7TQ1+8IjYlrfx5Ue0w6dxRdKGk8iqT8dxMkLsZ+XnT7zVmmNYKTAf0uShYvZt0MWVjn2tb65EjldJlAXoc2mTKVceRduzoxw4+VOS54XhYsW4ZDMHDOmO+rUisFZqnZcZzmbBtGZ/PT3hqM05pwy/Wz4HTr/Cvll157+P2QW8fBHj93devcHhPkZi1vgLys4JVAJjf6sotX4F80SarZI0nAKwEq5pDF33xfgE8p5io+0TavCVQLadQMB7D0goobrlkXqNaNtb4R5nHw7/XgMagaZNcePOxMai+Ys9a4pYpx/tiNd52A6NPFgBCWxV6KxoDX3NwKzEJ0GWxAd3ghssAPNnHzdMdGAJj4Hc2hGlMVPtSnZfuo7mpD+Y0p1GidM1hbUDuQ2t1rQCM3XXTb3+9s7FCtiBw2gmDmbG/ycC2l2vDAonK0LUyQ2Yyd4Ee18hdEUgELXNoXYNNTWyTrwATox+zAQdlY4nIBvuOdkzR6FRPOdgyAJFURQaKp8eKVliB68T2O70XeVPQ1KGHnJ8V0KSrgCbWMrWV37Q7V6Ib3xu3uKt3sJf5pQPTYzObNgdkOvmr5MYStNpoCOMGtZsy5rVNxq6yAnJnafcysxFzqxNVu2aspePL51cAgN8vd3i/HPXyccft7RWX64TPXj0jU8evf/UD3P4yYX67jga7zKBlw/SOkM8Z0702OAbA+PYesiyaZ+/NN4cZ7fURy2cHBdteibk2lXN0hJ1ezwhtvB87SCOhqSM8n8NebNZFRDYHDnWYGNfYZQeSXNOsVmj16IAM6MkShT4/ID9nZLdEsu/2ruzt1oBrIos/Bta7wRTWE2O9uwG3Ew5fL5Ck9kTpaQGXDDw9a1ysjyeunVy0FEvbps/i6QhQVmDUmjaW+TMylajc0GpAyQHcHiDuqhtUO9ppAvUExgJaMRqxmPR5B+Bm+f7MdzIgOY0pS49V2VnV0ns5fjCZERYAYG9ZFeNXrTrOHWYjFfoYN80Rpc8F7jndD0UXBFbVikAAi8qlJpBDCdcU1dA200hzLMIV5LUXQF9dI/Ad0GraVte9mvwqWFb7I8y2GOcxRgO6OHt1ikWBnCb0KaNPjHStwCGDTULmLKuHtUhSCQ2ZH3jPhH6Y41lvh7HvUuYRWjPlaAL1yhIoqQ1hl6g8SNII93yBPlNA2FoKy4smSZo6iAW9E2pjvDpdsfWErSf8m2/+FDdlxeM2409e3eOT6Ywvz6/xzaLJW+/WE24toehfPPxzLP/zTzH/t7/A92nzKezj9g/fPgjwKpeM6UErWj0ri8QNaDa55LMCV2rA9KjJTmkTyBNiYkmWLsRVgklDBwimHZuSpiLZwlY9Ok1euvMHRROkbQswGVu30pp39UPL0lH22w/mbkTeBNpm7qAOiEzoWhUAHYt2c183HRSbloCETUsVGlRjKL1sBYCuXt6TsFQBAGpV/3+zBqs9GF6WYF3FdGz7/PdIoQHU39GZmLY7F9IGU+tNG91KV77PDjSrle+cYfVkIB+cN5Nc5FHKfKGR888F9Lum6UUJki4ryCfCTuFwEGU1wBpzNHve7cc8DlaSAk+1TdL7x2NlYZ68LhfgdTT0aRMeAkx4VYibqITCJgCqZn3WPQ0N4fXOSzeXCwWbHgMc+sYOAIMBTfYMuEzA41tVo2ofSqQab5KwvFImudtzJXjpE+wstC4ePY3OZTTdQF2yZC5ugFRlT7yBjLqWAt3zFSDIc0LrE77Ot2idcTdfcakFd9MCJgGzgEjw7ukEAXD4MuP2N4Lp7WLNK2b39ryAlgqaM3jSRSMvG/B0Do2nnkwGSkG/mbG9noPp9OvlwBVAMEPdLdu8F4mA9UaP14GonlP7PSOSy/S4TQZSdMGxmQesjkMZVCUkA+rkIJguCgDU4cBs7TqDrtbEdm1q63Yl4Krfvd4lpEX1yZv5Y2rjnS5ONHbZKgeu7WTWBirTY7pbQGhS3TEgpDQDgO679IXZvD6VtfNkLLFmn3iWYWwjOtjL3na9FIiZ9sqZ2+sCooPqkP0Z2i2itVRvJXHfL2OJwyvVAGq4mli1SW9YHk4DDnb9eFuHHFTa1Oey0//btTKJiczagNuTjU1lUpbZx2RKAA/CIAIKYCARbYzdtYPaFlpioaIss4jq9r1htY6FW4xfAVzHcTjIF+ZICtxbzZHA7i2gH6A+3azVKg+ViVAYIJovfYHrtlbxfdZIKQSw0ADnXceIDk/N0obVtAl6JZRHHScIiBAVagBvhE7qLCBZj6tdNNZ4+0RQp4omhJtpxddPt9hOF7TOqJ3x2XTGMW34P776KTJ3LDVh7Rk/e/Vv8bP3P8bWEj4qYD/87YMAr/NXWSc/ADUDh2+cWVLG4fi2ayypNbqkc4N3tzuzmS9NWbHN06ra6IZOHDGh/kBS68DEyOcW/6YOHSQ2Aa8r3F+x32iTAzUXxtt7vIydWAe+bTNwqoBNJwV+yZg6gNu0JM9n0XJa6/p59hpiK3HvvRVrA7bzSEKxchBFI4N913VRMMrWWesTkjVuaGa5RKlVvJN3X3LzZJqtRnQkgCEHcPsb/3zXGXqnsOtknZE+n+3E++o/xf4jpaGxZSC0ZK69oxQLAGdCxDtvbXIgt/vJ0InHbLSi+Y419QhAOEt497Zk1RCqhjbpQC+qj/RyeFqaOkq4ptgnE4FNHmafZeEF3nAFQBcnYpXBnT8mrw352aJsLcNw3jYAACAASURBVJa3Z4ZMFN/rHfBecitPzs5IeAXn5+Ge4IlgbN67EQfMeu7Le2su6TpJ94Nex3ZIoMkigaumuPXMYeGlaVvWiHdiUCdUs8OiZ9Hevazm4wpYCO2asS0nfPVJwfpZwpQauhBOecNnp2c8PBy1IrwkvH4L3Px2BV/Hc8ePVy2BA6B+QjQeXq7alGVpQEhJ9a2vT9hezdqECd2fYg2YzoS6s0R5Nt/bhFgAc1WQ7udbTJcMcDDb5dxfyNfUdkwn4+U1oVmEtLtKALogmd+rU0l4NJPdH1GG1ueel82qBAVu21YeKvqk0cG8EbZbC1jZEBHJfU5I52U0DNmzQ/OsAJZ2O+3PXx5aVJcGyFRAW40qBojQD8dRtbBnfe/c4a9z/9i9s4McMrBWkK8zEuvzfVAZEW0VmIqCsaQkA5m0R8Aamb1WtY7ytD239/Nxze77qNoAkFys2iWjKuSSg8S6INoa+KyNgZJ1vOizfn+qPBwAAEQiIaANu1F1En1N02sonUbCoEkJAnS6Z+26KXtp/x/WgmY55eNnhFSIPntUW1wjHVdFG2cBtGMOn+u95zhvHTKneJ1YdCvbPagafpikDnGP5quOG6rbTlEpavNoUE1XjnGlJ9VoU5ewegN0zq47Hb1r7qmrXMDTFHFJ6u6TBNs1Y3rV8HCZcVkKWmd8+3iDP/70PabUwOj4YnrE+/sT+pKAlfE3AP7HT/4Z/u9f/wh//MN3+Lh9+Nv3Hry2z26sWQVo1ljCTdOrlMnRh5/dg5W0vK+gVB++8tRUl5h7sGK+uSUQgGBk22GI6IUdDOkqX/0q21gBy74zX0anqZfhg2W0zpi91Yp0eO70y+7PnWZrn1G+L8uTgVEfeIEBLL3Ryj/TBfmyG8A52WftALB7GwKD3YSxra2N8qszuPuGrZ1c4UWmuP/fXtTv3+Hfs5cFfPdvlxa4JQ7sfPl3+u/3wDVKbnYdvXu3pJHGZRMhX7xBhtFp3AfOLtdTUSYmMWQuqvlKCR4yoZSBxo7yedXGucOEVlLoRYUJ9SZbI6DLNORFqcjZP51crKlFEJ7CfK7GQCmj2w6jlKexir4w0+vhDGD42Ipnie+YvqVZuphYOVVt2ZzVEdsviChbZhUJ9XXtoJZeTJB91nIkNwWt02MbsgKCRS8D1EwCdAQARp0yLrcFn336jNuyogvh2/MNpBPyXNE2RroAySzo+s2si0T3/CwFMk8B8PRe4XG/zRPkOKl1GSMWLApaYSXUodlLi4aQYNWmT5cOeDd/XB871xrlO7x4QcB2YnMd0DFku9ES6XYHlEcDr0VLpuWJkGeGpOEAkZb+IpEOwK6REsCpqAtE1fPPK8B55zmNsaCRRMhPCnqFCPLpDWg7gM6LMpxuNbV/XlMaetGs3rcOOgU5zq/a/+0BahqAlQEhTdyTkiC5QJIm23FOL+y3qMlobPVFEGXQsup+2+eT6UeVqdZAkH4zxTO098sM+zuGlu5pyBBg4Sjk44lvXklylxTTxOrzatWcjp2eHvGM9ylpcId/llmudQO4fNlMrmQUY7hEjMZatVKcBlDtiChZKSnY0XitKLMabLQt1JstxCWbpjSA+SBK9q4pIBtLbJFRb3JEmmtFRUIqQFVQD754MabfqzyZkER9j7cbBau9DNeOtHSdcmZGcwcUBjxtsB1V79pOoolxjYBjhVTW+ZuAPKvGtdaE3gkpd0yl4s18wY+P7/HH8zskdEgj0JMGmTyfZ/xv3/wZ5Kng15cf4M/xc3xvNqv2ftz+cdv3Hrz2DJQHXZGVTTDfI3Rk05PqYspTQzsmZYSsDJieFrCJ0tPjdVcCqiq0zwl4fYQktrQgQnmqxojpJO0aM+/iBZkxv+mrCFDPw92E7+yl7nwfTUecgLZodKKzHnszbFkH65oz5HwBrlcFjM6CxElx9pPtc/uwY+mi+lHJL0FtTlqu9oF62yLNRsTLeqa3TUlX/V6q2rOuVnakvcWMA1qPE9x7HwIDjLq+TiTkAy5NiM9kA7mzWfZMk4Jsz2t3hoQTVJ4wSomYSnQ3O0MRHbuOl3flT14b2sm/E5CizMN2SMiXZulmNrAXtTACjQFewwmUIQ3maQeAqQvqTQprKWV/jO0gCsmKTsotzrMCI4l9jDAK+24SQVpydJ33wpCrNiByHYuzF/vk18r/bSVMWmsYiIe8ZQHAHKAUJYFqRlmtqaf22Bc/p5ISuK/aIS8IbXCf2dLEgExWVmyM9U7fu3yqbMpx3rC1hNoZ98sBqzdrXTPyb2e8+tUGPm8BGOhiQGeeIHcnY7eUmdR7PUXHen99UuAKhOTCrcHaQYE2kNSDdq8zFmgz2mSLWBbzj/ZkNA0lWV6RNc0B2ymZPlg9XcP7dcawAboFJGuZXx4UXFyFUc6C+UHHFY3Q1IUHeh+hIV4Crx1cGWlpSI82/khRoPI0QHZaRuNkvZtjgZSfNiSxptKihvcuCSIztce6AbcnBU2+mC8JMKkIVUQTkvtXx+KxWQNSB+SoIKyd1DTf3TpCtxlJXkn7AYhCwuHyhWhYa/pw1dOEdkhDW0mIayZJ47JJkjVHstpPdRlEhN0HbFId6h10UU/dGC/tOZfZxhVj6AEdJ3wx6JUb3+pNiepGtyZOqh1y0FQyb8jyBWfsY+/oXL6juwV6mmycQOyTgn3ouOZ61CkhXWtUeOpN1sVD9yqNDccGcD24RJPwBKkB9XbISrY7jjRJt8XrhaLypMmP41lxJ43ldYprst2MeWs7EvKVzJVDF4Zp0e+nSZ0GAKBPgl66LnKvDJwn9GMHPSfI6w31UrDe6edujxP6qeIwbfh0OuOhHvDNdoffLq8hT0XdCoqACPjr3/8A+X3Cp//V1/i4ffjb9x68Cpu+joHyrDf6ekuYHi09qmojVjeTdHL/zU3jVCWlKJWRl+BW72A5qi8r60pQHBx0aHQjgJ7nwbaYmD668AG4TYhglHDiTwC5nQ7qBdNo4MB1rgCiiSD8TQ0wdtEYPgeJ4UvYx/ftNwfGOxDq3aXxe9eukqXdJLywcpHewccjZF1fMsOJIdJBvEufeQGM2vj3nlWtTe84Y17FXQj8+/x1TKB1Heyq6+9yBto62G0A6g812XtUMya9h93KCxbX7ouYlBIrQ+G/64hmml6MIarjGHphteby81abakRFECbnO/ZbdaJ7ll/jgmGgQVgBLIBgRLt3dhOGzs/OKy/G3MzFNIwGBi3hytPcAOBF5rkvEKayk7FIMPS0YpjW+2ZsE5ghgNqv1SF5AQCye1CmAkKDsN5v6VrBG9vErc9WWnSGEwbSSvBQBACgJEjUQST46c23+Cq9xpfvXwON0BtjPkMbqg4Z/LyALmI6SwLmGf32gF4Y+f46LH18Y0Y/lHAUcKcGJL1Ge89myeoCIQ78NkDO3iw5WFEA4SYQfwuwvCZkK39HOERFxO7WAyBu05YBXnT8UnCsDWDXT1WHuJ0Ix2+A8pj0mNfd+DBlXdR06H2wVggy8uMCtrFQEhuQMb2lOVzoztuxzmWU06emz1zZLQa9mZJIm+P2ccy7alPo5n0cAAbD7cw+EJZxASKNWSSGpn8Bo1s9xgQFjT7GCXNUw1qx4+p6XjrHm8CVIVvXWOuQ/uhn9Dkb22Xd8c5alqQr2DbAo8wFfc5oc7KGXYnPA+8srJzNtO/ss4FGCzAhl03YuLF/rUrOVEYAEfRDGrZos2l+zUM64qmTBa/4whT0Epi7LIkQDavhRiKs56LrdepFQS/svu9HlxTsXDMO9gyYBaDGRmt1oBZCvUuqsSarVjRd5K2vjGS+IsDyNhOW19CGLAKk2sLvTqdEKQI5dOT31njb9DXpSqglQyYNIREhUBL0jTHnhuc2YW0ZD/mA/+vbH4E2slADwfGw4unxsLcS/x5tNAaWj9s/ePveg1duwPxeu53Lc7cGlITpsdkDBUAsIKCNSE7a1MpE3N6lVtWM0mBI+bLpKr1qUhIAlMfVxP76/cniTgEDwsvO4NqbjLxpAYA3hoQdza7sL2KNEc5i9g7UHcjLWW/ibpNBa8qAbjXkAZSzAsfvltpb1/8vZZT79pKD1hC53rVF0o24hRfRS+0bkX4WMBobDPgQKXh9AU5NKxvNXfYdANRCxkAqVQATDyD/4hi847kC86wMkOuEzcQ7/Bh3JUeXDdhJhlFpatBtZc/QvsUEPJqthG3yIWWR2MrCPSsQIkIAMR/go3zJovGz1snsCwZeK6SzGi2sPZgPZ2wBBGsEwL63R6OPdrxr0wjtmLcRbFGQ9vZmIlGmpOvuHq1VNc5EwPU7DHp489q1N/0fuabYTPzpIuNapzRArGmdtds6Dx0js2oZu8aZ5ktDdHkDpovTSZUEwMI4rxNu5wWXNmHtCdslg98V3PyG8OqXHdNXD9ZQuI7FUSnaJGQMdUh4ounQjiPOp/4hAbB1DVMQsVAC1qaShgC1tAnmq1Z7ttsciWO+mIaBibQIWiGUC0bqVtIm0lb0jxRn4wntKOCVkFZge6U/l0dg+YS0/O/rjxNjuysQPqF886zjwFo1SZAIgFaKkFm1wMsGPqi3Zr0Zrdp9UpDHqx2vhZ5E7DQwuvzdZSDZ+S05qhXeDKVjFUN6DwBHizdC7SofJquQ3bPpi8N2KqNrnlnBodnwSUp6PLuxTbWgFZgJdG4xXgP6PPJVn6leyPyQdUyXrPrvtLRIMvNKmkeuejR0u5n0vDLCbaSdsoLRQsAVIHK0PZxHqKmURs+ReexuZPflWMy+8JltAjCQ31/QTxM8BhYwCYJpUt13HLRL+av63jbPuiC270gmLYJJjyxbB+3IxsJbVfJareLYwUs1uUMyZwAOGZIHcACqD5dM8RkQQTswtjSanNdbDueRetRjTYv+oabOGtutyv3qjZ6KNUHDgzaV07QDkM7DjWV6R2hH2D7p71ojXJeC7ZIhnfD5Dx/w+nDBl8+vcNkm/NHhAc+L+UYnAMeGOVc8VNXyNl81f9w+6O17D16pA+Vs3pLPDSAgnwnlYUW6DIYhWDVmLSleF2WPzqaLa334+bWu5amtwYMC8rkqy2uvj1Kqicd6SVFi0k59m2G2roO9M4sA0JVxlW0bq2NjHOK4Sokyu3g3rk+4gL53z2Z4iMEeYDr7yMZWIu2MvEmBxp7pdTbW9lP2DKmX/l1D63Y4O2bUv1ekB1sbQFZ/YfpYvARJ1k1PJet7ugLtF81de23fNA1mkLFjiXdg1yfEnEOTRxez+akUed56D3UlqKccjRUA1FJp66ELQxedNAjW8q8TWc/KOrTMSJsCxNgVD3ZwxtOY/vDGhE20RBAeTUGqXbXzVjtgiTnJWaDezd5IgSstO3kFgBH/KcNuJxrtbKJct7FA2NnnhFTDN79WBk4FVmeso8s5tv39tNjCxxPO/PinAtQOpoq0GDubWNk+prB3AgDaCGiEbdOGra+XW/zNt58D7yYcf6/A9eaXz8DzZeyj+1veHtAPE6Jj3e8ND9Uo2RYLej3alMIWT7uttQHN45PbMakPboelhCHAPZsrBJk7g7No3mA1P3Sst67ts1OxKIitB4RrAQnAj8pM9QK4562DVt50vPP7ZPk0Wdm2IT1cEQlOblFl79cIZrKFekG6VtUgW9namUbqQD5vCJ9Q/6xaIZfLkAh5NUIE0hBOAtHpDgy2yBcmvQOm6+5zQb/RuFlnLf25E5O7eEBI2D8t6lFNV5VWueUUtqpxzuJ+ygnpUtFLCaaRujLOviDhKujoqgdN1hxn0hFtnhwVEUAXXHr/G/ieUlRfAPX5hsiopOzHe1HdsUp66MWpod7VKSJR6O0lMaSYfGjKKnfpGhUuzCAI6pRUP9o70jqewTYzxDTa7cSA6KLE70/bIdMEq2+zVxW4IRhd3nTs6GUAV0Bf5zHPbeLQu7bD8KOWNOzd2kxRkagH03gnXcBFE+Nz19c1AKTymbQgErS46t+pKngVAtJViQPJxrxmaBJghjY/ngvQGFQJ65bxdb/FsWy4bBnfrDe4LgXUbVwvDY+XAzh3UAOW7XsPez5u/4Dte38VdbDVEll5v6hR9NqR7i/gyTLJLUYxfPNW69Y3C5fY9lrUbQvGSNy7c9uV4EkTp2hr2kV6yGHE7FnhABByANdjdopSG0VqiZX/nYl0BhQYFjU+eO4bpXxCNsAQ3dOtQVYE6KBpUkA5z2OfnG0DBivrZWA/D99t0gAQzWIA3IT8RfSjNQL1riyvhL9QH+DVP8cTY3ySulwNHG1RspberWnCtGHGeEhrus+edGXWVS/2yxcFAMg7fB0Qny+IxhPPLzffSGoNPRcr42/AxoPxcdP6RrtkLE9aM6BauwGZpn88WQgAsrFLFQaEd0yruQD4/aZhG1V12KH/I8C6b/m6WdhB1+aSavThpu+Jku5+c+DhzXx+T3eJxjtpTe+3KDnutr67nsyQtg75i0tCDORqw56BJi8dEwOXK+jKoJLBDxcgJ/RjUZ3fMUNeZ2QLG6k3AFfCcj/jl/wGrTG2rw+4+ZIxvwVufvmM9NXb4TnsgKuUaA6K59+jUH0BNxkzvFYAGZwYuNQ4/2Qd0h4awVXZyHRt0dFOTbDdKuDtiTA9qUQj9MZuEcRAuQg26ITuTlG8AXLjDC0iGIJ2coJ0AbjrZO+s6/qKsd7quSm3DGoHHJYGvlz1/K6rHp9fa0A138bEBviEPjtUx0KOr5Y8V5KeM1tgRmzsfiyoDZjNdQMYLKxLT4ii2uXvld7Bywa+rui3B2P6jPYG7Lwao2clcq7aCMnnJcbgkQ6YXt6rTSwmt0BcUgCE3AdQEOQaT97ZPUXJvdEowRPChQYw4qI2sEsVCttis40qR4fe00UbmPqcw/eZmsqJpGgTqXiEK/l3W+Nv7SrvAcK9IRZapsWWSlqmX5qSNLBENhrHJ6TXRZiNpVV2lrJSry5vUfaS0OcpLPp0EcAm59EP5KX/v+y9bZIcObYs5gdARGRWkeyZvu/p6S1Bm9H2tA5tQquQyUwmk0lXd+ZON1mVHxEAjn74OQAi64NkN3u6OEaY0UhWRcZ3ZDj8+HFn8mScyLhGIQNr8oGaBNs9Azzcl7VaZaFMAAJ6oiWAy1/pQR02A7RKe0vXnnuKH6U9wPH/A8rRGNx7ey4uAgSe97Iowt8WPj8JePh4gG4RvwC4//mE/+vhLwixYvvrBjxExKjImamJGoEPxwve3NDPL/Jj7MfbB69FrXmGBv1hzbyRN85mpVjSSa324rIGppFt9D/ugdpsmOyL27q44fqvpmsKkAvZU63oTS3b1vWdAF+ozjKOLJSPOsgFGjiWwTNVKQ8wENtAq49WLudQT8LRgY0F0CIAh+227QD2LVE6g+UvhFHP2rpSXShlbJx3dredUOgoS/DttwYqTsepP819P0ohs1q6rGDUB5MN3oNYVEU7em9aqega4+vG40IEymaWWpHXyZrQmMCjzSUibIUvjloBHRjdIkBlag6PH81doh4n03yZTu269XuvTT4qBGQtd8Up19lOEdj6SwoA9DD3CsEh0bXAX9zGpopIZ91G2Um7bjelsDzcb96Ul3M7n6raz3GtfQIG9HuwTfa0bauB3lJ613OchvvfLM1qAWCTtCK8XhOv9fRYsL6n7pXspEBDxKUcIdeAw38GpDMIJgOA+yOAI/fjdIbmM/Xr9tw5U4cHixw9LCYXqJDzCr1b+O9Secz2gldjJNtL1Bo+yRAPNkbWLBO3XvaWrO1FTmcAadGwLk/wm9ZLp27F52Spx/4CNGlXa0KXSmY638HS/siI6eDTiVK720KI3Xd1Tu26hNX13WS9qe+1OFfXRLuu1Ss1TTYUOiiufLTgE1FB+37khIyA2StfzUe59ubG24mS75trsjzNChf7/rVqSjP5D3aP+zO7ZqTHDeWQegOShW8ADANxRKAivVGzWcv5hLT0/9tEdHSPkaVLU5o+GIDkDfGhQOfEqPDLCreX0zkRVAe+v7QYA2vfHTpZEIWINTlSulKN9SSYNoP/SVBTRLTjomxFUVxW4NUi5TltX79+q4jtQ5Dm+ZzOlR7GcwCQyLIuEfmezcVxrfQTvkTUd5EOAcbM0iVDdsDT72PfZr5jJaFJpVLXddcETCd+JmxsZHQADAVi4UQOJ5uAFGLWdAKuPwPxJMbKcvn8TlFzgDxEhKvgep/wKS64flwQloKqCWkquD7OwCVCo+LdPCDrH+O7HW8evAJAPG29PPt4YeeoKl9aImQZgb0JPrBnAoHOVoWh9J4LpB4QvMTuy17IhulCT75wsm2sa487dQa1VmsmGku02kvbtfbscMB8VGsHekADsbs0K//C1wrU0BmJZi5ujIMxjA0cNk3q8PINwp85Q+gg0DWs3u0eycx6DrqDbrGccWftGuAB9uc4VGjVbr/j+9UWkJ1UguB4+J1pLtv+B2EZ2sG062/93Iyyhs2jcXOfnLTtVsgWgevaj1N6EpBO1DPLmZ+RLe/K8XqcyViJWONGIdOyrpSNeKytOy14+dMbKFLoaW3jtS287qL0ng2nlSVytwe7Xvuyo8bY7u2WVx8Hxlx1d3/shl1TUXk62b+J9uS1GsrnQJe4+PPiARWjZtIndudLA0VSK2riMiGza7+u1LlxxQF4CJh/4UstXoD5EyUU63//ABXB9OsF4XxhRWPbIB8f+/65p7KlaLUJUUpmTSSNlXPZBvwlHKV5QkOBMlEm4mb0BDloDTvUA0pr1tnuw8DyMX66RpAkv5fWrLLdAd5Ak+/IMqVHYP0JqAudU7azWFe3It8ppo+h2W3VY0J4f8fjdomIKicF1Z7lNUNilzUAAObUS/YpQKuSnb1kTpxy7vImn/TkTJQ90Q+1uXf4hDiIaUYtSCEEBHci8QqTs6dHMo/RNLeSK+qcmoyEZeMCuRbKQExG0CdHBmhR2VtgLL9sFVGK+bUCbltVloh0Ydy3RkFc2YxEIFe720e1ZjxvxPLvgSGKOlw3aO2Sh95ICyBxP+M2sMU5o94vja0FYE4JbjdGH9XtfYQoMP/C88i0P0FeusUVgNbX0cr6gRrrMUWvNXmC93L1SXEUpHPBOk8GjAPiuZD5vBRs7xO2dxEhm51ZAARi0hqTCaxqYR3SrLDCNk5iQNefKGy4CnympZp0YAK2ewLUeLHKgjGtdbJXcSW4TVf+TqPJB9yNq3YmnfpZS+W6Z9Es/m1CvHLieP37Ab9eJsinhKp8lvKagHNEuASUY8WH+YqPt999f/b4wbx+9Xjz4FUqINdC4FlBoLrMBIPO8LhF09BI5brMZnKvCq0ELk9e+tfVAGBo5WxMTI+SGvtLAuCX+7oZECytqUmv1152G8X5qtB12wM4Hw5gh787S+qA5TN3tZfKHQhV80T0EuvIqo7r9X+3fdFW/hVvanNt57Dcjhl2revwb62hMXqwc6TVWD47znZEzoLU2mUT2O+TyF6D1+Qah4Wfd1eC2xCFkSl2VvB05jk5LIAEAmwDaOLsrQcpAGS0AKAWSJmglYx3K/F7E5y/7B34jVIStW2IfdNHaVIUcX9d34ezlei3DShhr0duEhI7zwbutdpEw6QhDcyN4RV+OkvZX7Nx/22yoWvpulW1ikApaK3cjm39/hrX5cfu52+eeY2uV2COCOcV5d1CrWlWzJ+AMgnSgzEv1XSfrcQJlGNCubNoycJ1aebkz5t92j3uNms+Ev1I1XSPHo9cLe7SR7DggXhmI4sEoC5kx+LGFLI6kcGrS+j+qcFK0YUgwmN4Vfi1kq30qRMgK9joBb58nakqRzJT+b5Cl4p6DFzIHROE67z8JQA6IVxnxPMwgR7170kJOGuBKJ8njWYnZR6oaoxzsMjS9uxM2qtWHizi9waMUUyhAf+6JBTTmGoILFE7OPzUqwYyxdZMV2f2DchWAIu+9nS3XSXFXQqctd0AgVXYBrcLv99cvgMAOidE8L5B8IlA2DVouUaVp7c22yuxhjGf2DfnA9Wu6QW4f0daszUrPsB6FhRyLc0eDEBjrl16oTbxUQVdcrxxs3Y7PTLXvGAuZ6jJnVDMqs1B+OizG2w7UVqDZDoVhGj37hQAS7qi8wnvZ527BZfOAfouIj2y4qlJUKKgTNISBpu/dKK7QJ3QgKeUzr7C7ve48l6PK39XTcsaNgOlK89Tnfk5KfZsmNwgH0AmPwKTfV/USG2sO3iEDQiXAM2CsAr0l0TbrSzAUpH+lnD9bxvCD6T4LzHePHiFGusZhOVh9yedZ0uiIuPirCOAzg46oLGXqdbaOmlbJ/y6sVYB9BfaaGl19SdQmjShAcwgrXQuEqDr1sExInRbWxc+dGAkAbIfIFNpP7BtF2Nktf/cSnjq8gTfn/Zlb/vjZWB7qbWGL/eatWUbewY0oCkp7RnUgj3gtvPRpA52PLvhgNBBqi3Ha+KL1G6z4/vs4NTOvdZuFN4kEea40HS/VftL1q+9yzGuV74IYmzl8raLMXLi49tz0OypYz7x8RKqkH3Cw4k2WZt5BAd3Vci7sjqBYNyBIwSBXFfT+9r59n3wicTl2oHqKGsBOkgptUWeqssv/BwN8hAJnUl3TXV/BrT/7ew20O5Lv370I+6TKYm8vruJmYGbnTZ5KA031jhSW6mJiWR5sZhJY23KImySMqlAnU1DemKXeJ2oPxZ/lvw5OB55bWqBXi685svcS852DxGUkDGvc0I6bd0sH2Cp9Go+oluB1MAgFAssYLreEEoB7r+HFLgtklwU6VRQloB8F1BmA6rGQNFtwl7mZwBhb58lObTHnvZCgnSCecMK4hYx3c8IlwPk4ZELmnsI5tg7/BvQpCTKGed4ypDJ2D+71+PQoOrfceITs6pMulKlB6pJZ+rsgSBoc023cwrna3+eAMiayVjXijANz5RJDwAD0yV3G6rQbbnCOXfWMwjvQWOKwxShBvI1MmlLzpv50qKx5g5c68JJkPsU+zMbP14acPPtQ0uTjYRfqi3OdwAAIABJREFULbXQKijO5OshQgEmahmj7H6t4bpxuVz5PR3A7c7RtKZufUW7PDEg7Ol7UqNJlrRpUfO9WUflAeQGbzaW5ogSL6U5nGhijwimwBmV6bVFed/ngzPyMKcMwXSqtFnbKvJdQrhWRlXPAaUK1vey841dP5iedQHEdK3erJXO/JrRSkY2eLvFzGdCI4Gruws4gBVlVaIsXPdy5s/jmcuv77j96SP1semRx7D8g1KVeDX2NgjyeUH5iTNHqYL8w23gX2J8B+DV/h51n1W7vrP0l/fI0OmtJnAESP4C9pK1sw2jdMBBn0sNvEFhXF8ZtofaAYQq9Hrda1cldKA6Dgk3ZfcO/gB0oAZ0MNIWtpK0M5e3WlnfzxGseSnOvR/N3qqt1+QQitKZTD+fDfx2ULqTPvgmqwK69X9jAOmI/WfDse3Y4HG77roggt03Zi37e8Atvxxgjo1pAwOpKCO3y/PnAFStya4qlxsDEFwO4LKUODIxBqYm61ZAMfrNXtYeQwkzZi92bzlr7NtoyT61A1igxfXquvb702Qq7bqMx7M5UM198vDMNeNk6mai0Y55ezLZEk+i8wnPeN9YElGTyPiz6s9UpkZdJwN61U7RCtO1G5uSWBa9+4+Cw//zyPP3LjGW05PzDBA3WU4hCJcpAfd3Pd/+skGtw1y2wpKwKk+XTebCOni9ug2bgElVRZlCZF3wdeF+5GNscgNI1xDW1CUCZMOsc7sAyAwnaGycwHSPILDeAmqsZFyninpXITUhXniO4oUv+HKwpCvXF7f7r5fOXVvdjPOtzK+TsbGmVfUGRIYK+IQkdE/Zdr+Yh6hqY/oCCipMa5lLc8ZAxb7qUayzX83rVAT1/QKPTUYAMIE2VmrLjQxnCuzIX0HmdbMQiuZ/zGZA8c8Zw1snTkC8qx4iBupcBywQhNbsB6Dp49lkahOfzAllCzopCgksk++eO4D72XosAiRo19qCx1uNvY4bm+gYgkNQ6Tr4OsfmVx7VnBgqEKVY1aK2+yj4PqaAuth3113auwr4feZDQJmAGIC0hkMI443DlYxutKaufBeRTgXxWrG+Ty0xr+nFI7CZPjUamxoyjOXneuNq7CrQ9LJx5fYZOsSf1ZkgNF64jrBx/ekM6IUFoGpfs829Y7XXgn81nrnN8EDJAu8lwfpfCpAUpzzhzY0fZPBXjzcPXmVsTHCgOniEiltS+WzYX6ajGbsv6w1bAHQtN6AtNA/Vtm1nenLuANFATJMeGLBrAOtJObV2oAzsAAGAgS2TzmSOsavjGAGUhKbxIvNc93pFoIG2J+Deh4FaHYCjN4N1aQC/WHtzVQdDu+MwIKTDoT85Lj/eJpHoQEi33F0NHKAMOksZmFhBAh7PnSEFdsBvbGhr18kBT6nc1tjg5K4HMXaWZ83WXR2BIpDo983wsptSA7i0AFMLVLCXclWgbP06VvT9uF55b7hcZUrdP7UO1+N8GcD1LXvfZQJNEuAyFIwTB2kAVYLs7rmn13T/WVuQwNABossKADZrAf2lnTOvC2Jnt1JqoNhtfeKlNh2dBmC7Z1xkTYL7f8+4+9//k5WWKeGwFUoqfv3Y7hGZp677XDfI8QD9ywc77zzZOntTC89z8/itgnoIzUvTm2fcRcBfuM5uIVhcqQLu84vJutWLGsMFlFlQlsSSqHpJlPGx2V7uANmimsgqabSXsSimfxgoNn2je8HOH9XOk2D6tA2NUc5Ihv6sp9SatjSSKczHiLhWer8KGCu7KYHnFBEeLi1FSi7ObKtN6llpUNPNxscrAdZhQhCWn93HtR4mSAiItfYmSicFjLUEgHDemHaoimrWUHVJ1M2av2s9JAsRSZBSkTYjEFJEq0RZc1RjEnVqYR87h4GsCLkiPhrLbFpmFaEeuKInmHn4DMB767oBFu+qsznObAXxurVJkkbKUnqPglWAHPRPPbpaqpokwC6dO5FMwSQ6ivi42UTDfm72cu7p6nHVUmjzBgDVYpjjCih4H5c5IJ1Ks3OjbzXBqgj3ZflYsR2D3YecgJUjJQXVNMk1CbZ3DM8QZQzy+l5QDjxRYbPKgoHZdLWJ6NxdB9xJIN8Z6Kyg/3HCzpkgnbieeOHzsd1z8lcmAtx55c9RgZi57PqTXzBg/ghMD9oazMpMthUVOP73R5x/PeBhXXCHH+N7H28evDa7Fk+d8sanxngC3qDi2r9d+d+HhO5v6eXhW6+/aCyf/19yA0Bt+XU14Ch7FhTo+zDq0BoDFdgpO5aTx8+6LtTLtw6sc+bvAFpMece4KFAGACKhb88Aovo+7JjcAfj42DVhlZ0m9Tmt7g7YDPKBrtft51CCdPDUQFN99vNtP2+Pa4h0dZeCtv8+oRj0m61LHOhMZJBGPowa5P1EonbgPEbr2nYay+mSjFKh0rel68r1BaMxaulAdDjeBrpu5B4OXP2678rwXsKXAC+dtmuxk3CU/bYAaHU2eJhc3DD+twz6s/dpNJBUCrSEfq9nszWzSkCLDh6lGX4tTIcIoJWdNYr5RSo+/J8rlv84ETQkTtbk4wn6t7/35zcG2kUdzBru3R0w05zfI2/bJNU69MeScD0ms3pCy12HdKssJMHy97UB1nJMnSUEGqNZZyEz5LdqoezBG79EyZYyEpesUVjRdHzOMLGKGQh2C0FGuvB36QTEVXH4z9zcCjQOASKu07f/S60sVRtIV3Cfyjw8k9lZN7J8OMwIF9P9lwp3YMEyNYBWDcCRHqs8LwcrzxswykfqJBGFjhkXD26RxnR7yV5CQFijTQaqna8eKdsaouyZ3H46YN4KBIfOtOfKE7ZEa1oimUBAzYQpnQTpwQkNm8yJM7RuRIoWuiBbt8PSKfZzYfdvvZu5zHnrutiiqIEA1hvZ2IAZoeo2Wz7p4v2YTlvz4HXnAJ5fbT60rZlMBPmObgSIxu5b4ladAsoxmXsCNeTxqq2Zy+356szzIcaylkNEvPB8TOdK/aw1Irqtmpq1WFyrBSSo3e+slNS5e7emM+9rv0fTWZH+QRCZ7xi+UWdO2iTesLPOP5j7gAYLMVAuMz2yGsN9UWyVTiU18rla/o4WG58ujGxW4banE0MOwhpx+WmGpIqP5wM+/a//E/A/P/2K+1OGon+J/BhfPN4+eHXNqt4AKWc8nSVwMKkVQGwv7t1L2Zmr8UYZmCqodKbOPzJqaQeAIOgvs12pFmUPOgA0s30vk2ttgG4Em23Z2IHxCAzlVmeqlQ1SFlLgYQC7cxeEuMWOy0GqM8VN2+hsaFXIMwCo/1ef/vtmmR1YbqdZAMTOxN4wuNUZtfD0s+3a+8vV1x+kAW7AJt8xtuPbAfRb9njU4o5a3RrgCI/3ipXVRwY9SpcE+PD9a9rigfkX2Tsf+LUZmXTfv1GX3Bhb7ZMb2//nzuEXXQ+/319a5pnnBSg8P+5yAUAqpSXi+x28AsB/y+ivC5g+2LwyN0Zx1snAYyQzmc7U74Uz70lk26/zZe/QMZwXxqXOqO8PqAeenxClOUNABOVuIiDYhvsaBFzUwdkLtJLhdC/jcOUEolopGdbYJcnM2x24CpkvqabfzQQOZZbGwsqKtq18BMR0gXXm5725JWTT9W1kXNMFjOnMysvT/IQjJ0eB30O6mBZ8K0CqUImDI4IBkDk0FwJRe35FCNysaemJdruC30cptOMMBnQ0CDXJ1gDnwQ+lRKgsiM62+oQiBOgk8HQpWQtCdXbb2UWzqdtgJXRaOYVcUI8TgmpjRf16un6zLHHvgWoJeoBNXvzWtmMMK4Mc+NwWOopgbZOtFlQDToLUDP2DCHRIt3NGmT8gwFRFi4FtfuFtAgALbtBmzeVpf3UKtNly+ZLJDKiYsiqYTcQdsLrtV7wwoa/OjMKdHnpserwqNBLUbnfSPIbrLIib3QdFW1+pRsHNN0TfzkoWuCzGbi5Wqldr1Nroecz7WSHFWONNMNnEJG78fI1dB+s+x1L4XHhjY5kJYEVZ3dBglQwFZOOzki7amsDihU1tZSHb6zZ162MCDrwmj6cFP8b3Pd4+eAUas9Nejg4ajHF16582BuDnjSaat/bidsACdBZQqwLWua02M++AYijHNrAbn4BaCQLd9uDSfsH9s477sXwrYQge8JJwrjcdtQ6gyh5Ae3NNDUDNbR+8rNaAnv8cGECxHaMDoOH81O2pJODJMb02BgC0A13jIrFrX582spVhJtrlIeO+SDCgiZtJjYGc6uuUATzZ+RgnBu0ctlWU4RqjsZZikwAAQK6N8d8x7aazFd+ea5K3jfICn2C5Af7MdbQmJGCIDx4Y1QFoj9dibLLaaVqfG22C9vr14z15wwJoRd1u0rbs33XcnzE8wlLnJPSJHH2aA0Qn66D2MAcyKNNZkT5e6QpxuXZJhGs7TU4jMZJ1XRZgmVF+vu9RnRXUDBaWoukIQP1nLDYxFGpHizkHiL1M46W2xq2yRIj5bqIqu9cBY2kHEFqB5r2vBJpe5o2rAupG7pw0a4Btn3+29zw38Up2Kj3yBT5/UsyfKjvFC83k42mFfDwRtM4z9P6ODKuXpqcIHAmQ6mysKhjuggDIcUK23Po6U99dFk6og05ArHvNq0263bKqerPXQk1mPGeUQ0S+YxOSBgFmgaaJCVD3ics9bhDTiEu27/Ga2G9gYAkC1CUhuLbCPJnDWghSsiJcjCDwpi8AMDlAPUxYP0zQybriCxAvFemUW6iIh1rAUrpgTWbu44zLShsyl/Ysc6viOECVrbYUxuZ97OBPxbyD1aKjYbISNga2+/CSORlRnl9GtNLnNqh2X9zYHQDihZNCFWlxv86mu7xFbDLnEa4hM8WvzgHV7kdabfX7tkbBdgz0MLZnQbI5bCRqc6tXLyrZz2r38PygvHbW/S9VMT+gyWMoh7HtcsbRJmPxqi3Mo06C6wfB/KBNahM2oBwEeRFMZx4P5Te9cjM9EJQvv/CczZ/U0rkqE7xSv9cZjiDAKSH8XJGmpxXFH+P7Gm8fvDp7uNZuiu8v9wGgNQYSN2DIX8YD88SfjeAEe2DqBJ0B11ELOC53y3Q5uHiyHzcAc/c7Z41HhvUG7O22/+Tn0vapgY4XpAkAOjMbpTF64zZ23ej7jT1lRL90DBOGDhzDTn95u82dXhPoJfPd70s798131JcFbJvagOeTY9rt4rC9mzI89xO77YtZ9rSENNdeW6d/ewECfJlFNObONdqaDVAP/rmNVQwCNn3UJ6C1TWZeYlp/69Bnnonhd1rDsO28+6ifI5+k6bYxgW3L1JrnDNnouRrPGRomaOALsibB9KhY/jND/v4rsK5N6tGaFa3bG1Niyfz9O+hhImiLoTVd5ftk4DCZvREMIHA9ZSF7Nnb1N4BqgDZYiEFZEtK5AALGYd48VvFqtkUFCNA236LODgD44nYjd40E6hrRGlPUAFytXfsXCjA/VL6EVwK++Ok8WEUF6ERtqwxNiZpi854th0jGthCcKfp3Sp0JjqSwvF0PkeAnVISrMgGs3YeALtEa7chK94jSHgpQlmApSQIN2sAtAY/pSw1gy5oJkktBueN19XRDWek64D6sPHdq+50INIfqlprlVp1MKmBaRwdvYg1LdTbLrqxQi2KGNUU1m6zmgR3as8tmNrK8GiNCyfttV56runj0q0BWQEpFOU6tvF8mc20oxtQKQTRzz2HA1M6xeMzqQNKk2FwyxN5/TX5TeE18YqbBGUxzMsiKZJZX+Y7+suVgMgJFc2RwqQvENcP0wvYgDkYtc7k6hwZYmR7H/W4McBRkBGhUTFfuE2UAlux1VcSNzGs+BqSztPVM54oyCYoK5seKsPLZjlfznLVbOZ0pEeA+8HyEQS4xndT22W78LEzzW6fbR/lPH6KfX+bH2I+3D14BvsjGFCBnDAtuwOT40u3SgdsmIi4yMHgYwVvoIG5gLfeM18DePmMZ9QR4jaXXcbkCMsO3YEECxq7+3XqelPFHBplsZiv7D13lHIPO087dWErfnaeb8vHu79fGM59r12WQIzwHym7P827ftb76hI9g6jm95rieZ6UP7Xev738H00YaVTYxuY5WffsSAAxSASule5NV808FhqaroZx/6yzx9IBe/t3vHS+t+6X7oAHpAiAauAhQXRuwR4pASqzcmi1TOcxY3/N83v17xuH//ghcrrQDc3eJGCASgbsjf3ZYoPcH5L8c2ZAUhRZQVZHfTQSg5oowPVY26pwpLXKgJEWRLA60zsF8XO26RqE8R/rtpu4oMDnFCuQlkL2sZKnCWZGt8SUU8EVtjFjIfOmWhT+PK4bkLAdm3HbIsOhYxfSwIX5aGSLweOV598AO9yA1ORJ9gytQhYyngqD9TAN+nQio0hkoGk1TaeXr1crWBajLhCC5lcUpbSE7qCHQYxZzS39yD9J8kMaiMmksABpp42TXO6yZpfd3B67bHA7CVrt37hShE8huVqFVlrO9SRDPdp+JEOhuBeX9sV2HMkuffEwB+o5NavGceazB4mwtxtWb3XoIw8QGtWViL4A3fsXUfIUVrIw1HbDdFnWOiOcN4bQSpBeLHs/awHlYC4FuJWgu9xPiRSmhWCl1kQA2v2UgrHQgCFttUdFQTlLSY272WR7KkN9xYlYnmP0WQWq8VqAC6aEwehYBQRShAOFaG+Dj9eDkYfq0MvDhzGsdL8UkCGjXvSyBmtmiWH+KSCevJNQ2KVTbfnrMbAg7RD4bGajvEuaPhWV/A+z+7E2nirAp0iNdFsohmPwFmB8E00NBvPK5SzbRi6fcGhVLUUwBUAmoE5AeA+qk2Nb0Ay3+C4y3D15vO+69nN9elvbjG3byVjP64upvmdLYQeItCL1lvJ61vrplQV/Z3u4zXOETQPklx9CX6awmxyB5GLbljORnVvjZbX7x55/RHz8B4kM3fPv9S+t5aYy6zt2u9Ov50nV5FaAP+z9aSu3YRx3vPbTz64BcEKmHdgZ5dF1wGcl4v42Tiq+VbfxRY9SHj2O8x7wKsutBqTTNX7fu1mHl0HQFNCjmX66Qj4+o5zNaUxzA5q9lZrDElFDvF+R3M5tUEu2eqiUClSVguwstwrVuLOUGI7rqHMnGWVMMBoDKBirq/nq51xvMtCUZNZ3gVVHs9yECcq1IF+pK09lYxMqXcZkFTnzWCUjWpJUUWH8S1IV6xDILykRGKZ6tZF7MnN+/C+4WdrenAJFiAN58XVPXeAIwnaeg3M227WhMsVr6FZruWIqgHKgvrSEBh9TM/8NlhS5TM+GP5422YSZB8POoIHAnk2daXWdRg6IeUkvOogUV2C1flClY4ERBD4nb2wrK/dTsmkIOZO2t699ZVz9WdrqTzVco6jFwOnWukCkiXgsbk0KAwMkPL/kbQzxPTSohMXKCYjIDMfkApS6pWYDVmXIAB5g6p9bIBaBpVoPFC4fHFS2sZI48z1f66AoI4INVDPz8kVUlGx1Wv+4BzQ7cNLNx1XY+wmaerlV7OlwSpLO2tCypBPYwOYJUbZNByRVBBKK5Ned5JGxYldW7K6UJ3qQFwK59Rfq0WdIYrw1sgqFTIGPtVT6zbQtAm0zmSRAvdCZJpw1F7XnPingF8oHLTR9XhDU15wXZODmQXGx/BSkJtkjP5HwU5EvEf/1vv+L/+Lpvvz92/MDSXz3ePngFsGvWeqacvet2b1rWZ0DKTrNqYyy/2jqeMqTPNDDdfO4pIzoyhmG3nh27d6OxfHYdL2zjpeV3IP4G5I9A/FVm77eOL9FdvvK751jyr9225n6N2s9vrsHvWf/u36Oeeretvdyg6bKbDZr0JiTsj3tk9Z/d9p81Pnf9bmUlrktczTN2mtpktCyRoE4Vd/+eEf/9V8bJeqTmFCk3uD9C7+9Qfjqi3Ces71Nj6aLp8rZ3EzPXE0uKbMTq5cItTJYEBeQDo0NR6eHqsp18jJbYU1spFSZFqME8UgE2mSQ2xDjTx+QuAthg5VWWVrlsnQTbnTR/WygbUPIRmB4EufB3IQPLR8X8UTF9vCJ8uhIgpEiJxDKh3E3GTkkrHze7pClCk2C7pwbVv9zdNqsmdt9DQVcAdPDu+li3DwtrRUgRsVzZBObJUyKQa6E2OBywfUitcce9e2HSgabdRE+h0oXhEGnNBN3CgIJmL3VI/diAbgtVCUTWvx4IUnJFfGA4QLhu0K0gJUFdItZ3CU6H1mSayyTIMSEZKKtLgqQuNwEMWLu7gCryIdm5JXvcvo2jmKUaAbHrYfNdRDCddFnYMBeMdWUsL4+HMeW2qo8mB3GHFFVILqzmGGgNZ1Yi6mFuoNiZdjK5ZM+DaXDLITRNrVuG+f7EK0GeM9GMPi7GGlcCWT/31w3xAiAExJkOIuWOWvYwTPyuf50QVsX860bQfPamzkp/XvNYdi/rcM0tRGP+1b4q7DqEX1benydLuDtlk/0UTNlCExSQrJh/WRHOW0tw44HyPgpXPvxTqdBJUKfYnAvKp4Ttvz7tw/gxvq/xfYDXGyaSDU54wo7uAMBLesDXmKNbLeFr4/Zl/RzYeAY8PV3NM5KC5+QKXwFent3/4dhaVOs/e7zE3P1R47nr8a334TnG9jmG3rc92pm1xW8YflvHkwnQWwCwL40x+CCiW765lVkgCEMMxhQSUB3/I2P+x4U614uLPgVyPLAp6cM98l+OOP2Ph9YUFCzqtEZhlGWwsjXQWNe4WunSUpYcSIXS04nCZQMwoU4sRyJElGNEvPg1JfipM1ld1wQm62auiaXyfNf1sARZfBnXiSlbxfStbv3j6UJlAdzAPT3y78M/KqaHQqupWlHnGbpMqMb8sbPfd4/HpMEBiukeAzuwyWJVC2Ags6xW3UdAYwv52Yh8F8jcFQXmwM+fVwJyu8xu7q8ixnwrkpBx9hQxD2Aoh4CwcR9cYkCQbs10VqaumBCw9bK4uR/whJqeNdi2BQib0NYL6KDal437+0CUiW7zim7Yb6ljATwndabTQqjoDHY2TWkh4CL7ak1wNnty2YprQEk9i0UAK/QQrGOfwQIt0c2t49w6zJP1APo9O5Cdk1mHVcglU1bgGlxjXsNaDayV5g9cFmnNXu4Q4F6vmgRyqkDRXrVIPHfOioet9Ka4opStXDZoipAlMfHO/Jk9pMOZWqZ/le6bK9K9s324zljNmaT51lITHE4rvyOm2EBoebcgXAqmysbBdC2IDxeu61JRD3P/Kspk88NWUKapBT5Ipr44ngNqfWuq1x/ja8f3AV6BNrN6qun8DJP22kt/Z5P1dJnnNJhPQOhrIPYl5uz3ND/djmdK8s+OG0b6RYA+Au5vPX7LOn/P/rw0efhnAMFRRjA6FgDNkeJ2wsVlBwnBW2NePzNc67trOBRhZOvdHfTDHcrdjMt/OyCdCt797YL4t0/AwyP08QStleEDUwI+vEf9yz2u/3ZAObKhqBxYkp8eWBIsx4ASYNnp3nxSzcJJEa+VCVn2oqV+MJLZKjpoFgUw1rBGAIeA6SHzZ4fQctw9jnOzjHbqKsnSXT+ElhAWMhqAA2hNpImG63XmNkbVjme7H/5u/qtJWHqeE/KHxVjT0Mr9MAbPO87rNFEWsZjeV4DtKJQxLFb6rmSr6iFgOwrygdG3YQ6tySmY/6tEgsBwZbk8/3zf2Dkvkcezxbl6k5YBoO2OwFkMpMu71OJKxROzBIAEMmYA4mmlRvHdwgarYcQT2bx8n2ghZSNcLDXQG6uWyFK18DzkI/fL5Rv0LzUwNaaLRQAK5PsJckwGBtEuUH4/tyjgkBnKENaCMjPBq1mP5d6YRpBeES9kkOsQ0QvVZiGmLZRh8Oi1vg4Vcy4weUUb5lCg7rksvK/p7xsQC1lPd80A0II30mNuXsZhzcBVqfEdvh7dXWFs2KNRMcgCXzNkC/bvSu/yPMFtAsXjmE3K4k14Gtjc1hwaCq3TwuPa9dsVBKtmg6ZrIBCNZGsBIDxkShnq0GRXKW9wKVKrcNozkx6z6WUBXYFwAPSHr+p3P94+eHVN0gtsor/ov4gtfebzz/7sSfnzM8Dwt4CMG9D5rEvBl6zvuX17DdB6x/+XrvfPBk2/E+jz/gi/mcX+VuPWWcGZ2edY18/aXr3hMR5HY13nGXpckD8sBAmVL5RwWoGPn5gi5t7DU4IsC+pPd6ZtjSiTNDYzrlbut5cVAJQ5YH6obNbZFAA1fcEaOAhog2kWwc8KjImyF2xRhC00bWKNglCNnUoR6UKrnh4La40pG50kvFFIhR6UABrooGUQZQKagDqR+Y0XQTwTfNcIbPcCsnQ00Bc10BbIMk+Phc01jdUNFoQgzbXBwx4AoJj3kbNvdQnIdwHbndt4BYitz5utwmb6XgMCdUkoS8S0DQwnCHKCyRXYYBOw3RvTVwgA6Snan93o3f+pN3d5QxSMTXdWFCIINSOcrwiqwH1vtgPMVgts2HJ2r86UJLgukh3uvBfi2hlmAAgbo2LDWVlS3gj0SZKYHVVF04G2yGCltMIjgN3n1VlxZ3fzMUEnMtM8Sbzneb7IaIacGaxx4T2KzSy57F5HocOBT1oYoqDQQ+K5MiceMVlC2ArqRDcPyd12S+OEINrkFjyBxtiee3R4K+1bM1wD0lHo+Ztrc4OALwuC5zpFsyQz3W/kMmJaW2xW2ndva/dCjwbQAQL57MSU3UfuyXtauwNF8/tWNJ/sUnqCpkysWtyZw4OOWllOWORHw9Z3P74L8Krrxodo3ekCXlj+G7Ca35IZ/arNPtOw9IVjB85ekytofR0YvcUS9W9kXTsTiC8D7H/g2AHSQRP77PV+S+f+tTFah7nDgvnZOismMbJDvnWcV0wfM+IvZ8gvH1EfT3z5JIudTQmYJ+R3M1OFIgFiNp/K+R8rJBc2F+Vqpv48X/OvZMbc8zKeN3jevWylaQB1sgYn9/mU7g0bVhiDy+NyrWs+CLajNGusMpFhhJpxegSq0PonrjRrhzKqciqC9R1/zsss0EhT9fJTtzxar4KNbwOHAAAgAElEQVTj3wQaIkQXhFUbkxrPtZWnVQT5zoDaxpJ9WQR1YkMKozXJRKeTYHrkZ/OBwHq7B6ACWSzK00MZshowtrJzEmglYHQGMhSFbNVK+QSa5RDMkxMN3KsqtuZDKihTwvFk7NlGQF3nAMz0jg2WxlWW2HxkZQrQSp10vHSgDPB6tWAFcb0zwXOx4Iu41ibtqMb4ahLMv6w0ur+fW9OfVG0BEC5TiK6/NjBfPaVMOGGIF4FOqd1/IVfkY8T2no1xYVUk0PKsBQwkAVIgYL5uFl4QgRJaeheE509DIENazZdWhDZfa0YsFnUbBR6NTY0qm+s0BcjF3D9yxXTONkHQ3oBWlLHLQGscc72vTpHgcysNSHtUMNzuq1azC6uIj3kf1lABuVjgQ6k9btfZd2NbZVNqfgE6CQX7/sgGdj1tcJ4hHjUM8Pvlan67qoMLkULOV5MjUMKQ54iwKpZfKuq/BRz+Dmz5h+b1ex9vH7wCBrjkWZb1RX3nN9nsKwDyWwGMV5rHvmgbrq8co1lfYYL3zWJfsE/fcjwHpP+gsWcAWcNtPqX/7PHCNp8kY72y7JscN82LzWHA7bEAexHxBRzOGZICzfZ/JePqn/fP4bAAxwM8ccmN1eeP7DwO1tyikeAprBViisx4yQQ8QfZl+aI7XaGodl1ikgamaOBezXaJAE2yIlb6plI2QOYmXjqQcg/L7YgWeSkmHWjNTDBHA5OsVgewC3d0/iUwZau6aXvE/FCb7VMw9q22sruVhB2cTWjyhmpNQ1K6PEEDz2U+moRAzSPTtJ1xaF4LG8F5jQLMpqtURazSo0tFUN6ntn2YFjgf+Vm3K0sXbYEBDrZlI5ip5rc6gh52svN6lIOnX2mTGKAoyv1E7ebV9Z4ZUugsIO41upllmQFNPUiXLsTQAGpdeD7D1sv+rhEmi+vyArHufPMTPnLC4PrnaE4Tag1iNTHVTE1q0m4CkDXmumhx5vcVPXcnhMtG5t2StzBNkMvaYmsBQK7GmFqTm8sgnDXVYKzjZSXjrcZ+us+ue8gaCyrW9KTBgkBc9+rDPXAtqt3BqFw26HGmNla1NeGxWcvK+tZ8JlsGtg1yd6SO+LFr3LmNwY1FnVntzDXdSionutvawKrbneF05r+dPb7Qqg/3E0KuWD4K8lGAE3C6TnhL4wcR/PXjzYNXhYHIG1P01sH9nC71G45XrZu+9RiZua/ZztfIFv5kcPRFaVDfgPl15wn37v0j75GvHs9Zb/0rDK3d/xbo6WMpoWXEe7PadeXfHkICWFNXaqxQeiymwQMB3KU0DWDYCnPjK5lAbzLxFpl8N0HDxNKwFKBKCzQIV2t+CQGyAVIKUtFmxE9Wbmq2WExFUiurE2h49Gs58GcEmGgm7y2i1AGvaXPTo9tTuberxWdmt+uiVnQ6EQTndwR2LguIqzamsE7UvKqQVdVAu6KaLDghK+LFkq9sP6ZHxfRoSUtrtUQwnv54ySapYOxrOfI6RCstlwObiRzUhK2iWlk7rr1pzjWi6cKkpHCtDXCHtdtCTWve6Y6lVshKQKIpktU9RshWuW8gwCNDGng/mPMCYGxsNCeIXFGOJgmBlajt2uR3ycIL7PwFQb6nzVQ8mT7XgwAqZQXpXCDVJiPK8rMUtyYLPc3rAdjeJdQYsd0HGuv7ZKJSr6yRDL4HSQBkbcPJmFgD8/UQISXY75l9Wo8Tk8a8dJ7iLtbXHRPCdePfW4GUzaoMuZXlZaUutZXvNzqmCEAWc8t0RVgsRtX1uFPiBPO6tYqJXC04owAilVWWtXbAWyvEpD6YJiAXyLpxm4fFyv51kBMQ5KIqJ7KlEJiWwu1nC+vIpX1n4LxB1436+lx4Xs4rME+Ip0yP54m61xqBsv3zK6s/xrcdbx68AnhS/m7emV4WHpKh/qht/lPHvwqYAdo5fFab/Jpv6DfYJtcTPy+V+DPHW92vLx2veBo38GqG7te/LtBJcHxc2Zi1esymQqZextNBT+cjXIolLimw0VdSXfcH8MUXYwM+zpixk5kvuDoF69Cm9VNYc/tsXSaW5c0QvxxC09S65pT58MKUqVmw3Rt49fTaE5fd3vUITgYBGJCtZG1D5v+lAHELjZELmzG6YfxjqUmW5U5AHcwTVhrD6eC0TmJNX2jen27n5Xnzkn3fpLGPca20QTLWuSxszGLjVuhM7xzbRKJObFrChiYR4LkwN4YIpKpcZrwvHKDZNXCv2lFTC1i5PhBQecd6OQQ7DwI1sOqaXlFFuLB072y4d9nnQ4DckRFmKhNBf50FZWayk58/ABC1AIpTRr0TRvsaixqyNk9T19XWibrQZks2DUDeQivy0SytNqXCRo1tnQj86pJaYxJZ4MCyvQFTnSJBIOzaZjVAKgScgLGoGxQTxO+BywbRrjXVw8TmNYBSgimhRYkrgSvWzUBtBqqx3smcECRYmT5QRqBKwLgku654EpHdrq3HkltSHFSNSb10JrUUAtFESQJ1rUOgiy2nWiHo3zHAxhAJ3egrXQo0ztY8l6ExIF4U5b0ApzcGfX40kH31eGNX8JnhDwteAEBf+vL/WjbvmUaqH+Mrx2vg/zZQ4FvbV5n+8k0xruN4a7ri3zFuo3XpkwRozpD7I/Q4ox6YthSyIvz6yJfjlAhwLWpXUmKJcYqMd/V8+61amlRAPXjXsllgpWBxq6E10bD87QCRpVNNCZhmlvKPqWfLDyC5zgS3+RgbW1ZmY8kmAhoAzb8zXfj/7T1B2/YeCKuDSG4/H61hq7qBP/+efmXD1vZeIRuTtRywstRtQK1oe+9Pj7W5EbjOFg5U/StKndHlachHQb4DZBPkkzQzeQfcUl3TG1sUa52p2ayTA0OCsLKEZlMWJyu3F0W+SxZ1a2BfTO9pJXVG6wrmKycNzavUACymyRqVKBFwUKMhAApsP03URhp4Z0Nb4P45izkHbO8ITL3BL248j3XiefFzfPmZFmbpDDsGHt8qQMhszlOh1rocYndm2BTRmNLll4J8DAiFx10OAboqfXQBpHPF+iEiH8x9oSiA0KQHoQAlUQscN3ry5juB1MRr9LC1IAePlQbQ3QAuxnwels5wAgb+KplNpWOFHsXstWhVh2oTRIAsKQAcl87MBquQwP6Ok1n8hQ6S/blRJYD174A1N/Z3Z2dWCkGqSNOwugSBN2BuAFftZwSnNpxh3Tb+fvMZYwKua//MwyMbt4q9AyolFjodIKVi/lSwvUsIlx/M6/c+3j54FdmBEdxEdLbFnrEd+m3b66DinyoZ+CPGGwJIOz/eZyYE3+Ta3YzPSkre0Pn5bsczFQotxWKPyZiwlFsQzhvkdAXOZ75sjIXRWglcxSyiQtehtrKmWwdVQGe+LGWrkOIMF8EMqnWSb5WsEkDbnilaY1I1zSO7mZvWzLrSKyokB+hMZst1pGVms1KN4qJVY86METUsUBaz0VLzdxX+qUcgfDQAFbudVrw4ICboJNAxxk4V0RhaugCgaS29OQtAy7N3INt+lgjcysyALxVngSl5IMg2icbZWDlBA1eAuykQxBDccl88hjcU23fzkPV90SRUeBQw6QwmqQiB0avjZAQGygqBs6c5hdxjY/N9309vftreRZRFsN0FlIVNctOjYHokM55Ng0zG3BrrEjW5AJcvMyBZkK4m27CkM6lAyQY0c9cRl0mQTgU6BZ4bY8brEoZIVpvgbAoplFOkKlAhuA2bfR+6kw7QAD5U7ZzRCzmeCxnDxxXYCCDFKwbzTNBYK0MPYugMqltdmM4VqNAQOYkDejSu90pEIYO7kH0fvXN3z6CBXQGs5F84yQgmRQhCycHMmN0dQHXGdVk667oO2lV7ViXGHgjhnxWTG7Uo7dJ/X26+w/3dUgsk0x5PRXoTVwVkw4/xnY83D153EMfKv4yfjADKl5Wh/bOf3VhnA78J2/pn2k0NoQt/GkB7JqjhyfVq4xui1xvW/NlUrRdsxP5p5+pfCTTbsXgzYJ+gWCn545nLbRtfdo+nG9sw4cvueKTlkTf2eIkQINtUK+qcEC5b65hWYfk4bBVVQgsj0BgQcu7pPgG0zEJEfNzI2E7BtI9ehi3ANJFdFBlYV4KZfGAJWgpQFyDfo8kCQjbgeiHbJ4FgyHWv6ZGgdTuybJ8uBHYhA/6mdv1sOmtvtjK2cf3Q71eystReSkUDUfmI5lvq65QMTBuBcU0DOE5dusDGJmMrL9UYVyBYMlU9BKTHgjJFpAubnvIdGcJqnv1lMqCahOELMH1oBQ4IpsUNkDkiPtKEXlRp1QSgLhN0Cs2DVUpFOSaCZJMkFAuDCJmM8PqeTGa+swr2icz39YNYA5tph6N0dlqA68+8HvS+JcjHldevWgLZ9AhAaK/k57JGW9finr7SGO/pwUICFO38pYva+TGAO/GaxpNFEFc0zbGKIF3J+GKQWdQpIJ43Tr4uhZO/dYV+uOdzc9n2jKhQSofkz0aidrWCIDYYC+zA1RsrParWrbT898lnZTBGluBZl5nShuPcltU5cntr6Oyrf6+XCtTNALZpWH1/c7YJb2RFxhl4VWByvfKQsrlubZ16vpBp9fXUSvA8Ja6jUDcfTysgM4MOHhPi+oaY1+F5/TG+fLx58KrAq+XnHTv6OyQEEmNnB2Mc2N3y/Oe+BujYsqN5+x/O5v7ZwHXcD+DZa7jzNn1uX79k/18IX/is5dhrHr/PnbtvMRF5K965f9Rox0X2RGajuM4XvrBCYFSsPVN85ipfPscD9P0R9Tjt2FAYiaSxA1CItLKnGOukwUCONeFIZWk7bLWZ8BOgiYUVdK2olApNCeU40Z7L0qDKkdpSRp6isYwQYPtASUAxtwDXNlLCYGDKyaQzf57sNJQ7QFcYy0nQBaABpRqFUu0AyKFvv0z829nV+VfbViXLd/y7YrsPWD+gNYiJsaGSrXxuoGn+2Bu1AAJzKYBMBP/VZa7SzwUEWH9K1sTlOkyWzF1zG4oibgTS+Q4IV+5vWQTrTwlpEtQ5Iv1yMcBjB+OJWOYLmu+nFsMrWnH9EA2Ahra/EODyMwFruQNQCTo12LZXMqvZ9MIAJwjrT4rt3hjw1dwVbAJSJ16vfCDwFTULMb+WFjPsTLs7CThwbTZryvMeV0U6ZdQl4PwzwTYDJBTxapMk8+Yt/lkBdON9nEpBuZsQH7ZuN7UsyH+9s2ZEIbsKY6+jABtYVl/m9rxgItMpBXDrrbAqFKVH5AojaMXYTskEkTpHSI2NhVWzvUMeGFPv8ndvZwfBDn4l8/uvGhPrWtlSrQpjJ8/JhsDj0iv18VoKZHTVAQhQ7bnm1w8nuzIlLl+H79mtsLFzzYjrgvT4hsDrj/GbxpsHrwJ7yT3Dno0//72yAb5IB0eDAcR8cUPYS4EBTfIwLvOCtdW3HH82SPpMw9u30qM2j1EALYq1jWfO85cw9C/9/ltdr7cwsfi946VjcK/X0eYmRoKV4ohKoVZelBitBFkbGJWqrTkF5smqITTf1rGUiQogEljUObSye36XgKKIltpExgksIyaC3WBdxy1C1WI1y0xPVLESKj0jgWKsXlgBWVim3u55nNFKz3UiuMn3XC5lA48JDXyWGY3F7fYMxs4e+P8wfh1V07b6+9rkB5L7Z11GIKV/xllQH2XmPgEEVkwnq9juQ9ues4LpXAnmDejX2K2ipDGMHscryItYed6BPYBqCWOBmk9KLATQBfEULc7W10tQ5MxlXLl9KPfVf+7lOI3m9BBgUgWgbEA5EqT6MtVY4XwA6qIo7zPkEoG5ohZBPAXqmW0yETKabKJMdIKIm5fSO5CtgyVbC72wz2gCS9OCXfOfN69pMIbaJgdsjgNiVep7TVvsqVEIXFZnGvCHa2bErghZxc3L6NaRH0P3bF0ma3wyC6uikGCTfAtZ0Dl1cGp2WagZUg3czl1yQPcQmCftoIE1P+URTDf21ZfzIIFSuk5WAuAeuqXCLdsaIFblMkFgfmidCHIpwkw/YFkWSoqseRPXtYP44Vl6c0znW9uf72C8efDqw5m0xpD6jbxf6OsAwXOeqCM7FqM9eBOQt8+DrYFdbUzwKEGQnvT02VCB7xXYfEEM7Zge9mpD3EvA6GZde0a7n7+d963//VudB77F9bhlob/36/7MvkqMkClRw5p6M1bLbvfh90WMwGJlvym2rnLZSntho1Z7YQrKnBAvmV3vAKM6D6npWB0cSJVmdZXv+WKbHsnqbe+npsukeNXYQ1VjbQ1giLSYzDJ3zacCFrfZdZbxwgYggG4DFQbehCyrg9VgZfv8ji/ReKaUAELw6w4GdUYva0e00ASA0oSgDrSow81Hc0MQczO42vbs8zVxv9zWq7GuJpmoiaA8Xgli06kQUCWu2xubgjUfaRJs7wLGkme1eHk/7rByH7d3TA9LZ2C9j0jXgGMQ5PtEH1sY2wy0pixNgmzNWPTetZCHxPJ9vuvsKrQD8uvPaOC2zkA50IqsKM9v/qCIx4zwfkW+JuAj41HzUTFlaQ4RPinQSNZYTdebTrUvUxVhI9tdE1PeUNR0tPaISNfLTmdLbrO44sbaRt635eBgOACXgvnj1oIRNASU9we7t3nO3JmgJVV58txhQl0ms/uqZFpjhARFlQgJpcWwOmj1a8oTB04YDwlyHiJw3SYtoMkC2vNp1ZAWYZwL9DDx+d7MWWBKzf2gaWFT4vPvDVvJqp4ptSqNlsLvk8MCCSvUbbSAbrdX7N0buA4Pbmja3VwQ1oxy5560+DG+8/HmwevuHnu2lPsb6VYJxtyigagRQGgNjJBriR7dM/RZADSCqtv9GtKeEASCQk+821L3CyDsuxl2nLts+9vrM4B5HveNLIO/ePqzZzcnu9+PUozPNmr1D7283B8xnhw/Xj3GL1nfm7lHvMIg0l8eAFpqzo1lUutqnlJPvHKjeAexxtSqpyhNAdu8tHhSensGlMU8Wt1k3nxRAQKIUE2DCTYZuZWSM4hSrTkrAoA0iyVoT8uKg59rOVD32nStBjTL0lm4kDvQkpttOjvKJh8Y0O5NRJq0g9bKpKwGOG271NvS6omMb/eLdbcDKQR2jUxz5taYXanamM3tThCiQJ0dFFhKVfcrrRMQlIDF07883jasBHvOdqYHDA1dexCeF0FcgWLAyKNtp1OFZDX/Vdeg8sDLEMTggLVdS7HS/8Zjy3eKIqZ9vatIJ8F6AOr7guNxQ6kBcaoodwW1RoRNUCy+F2JNd4HnU4pimz36Vho7q2LXKvRjCoUxvs0JIbKxiyV7gd7RWaKYI8T0qO1+iZaA5ZOoNilIARgYdNq/BaQHNjt5RUIXv8i1ywUqgCgIa0adyZjqZHIdSzVTEUoFRCCFjXSqZH/VgW3kNZcQKBcA+uQyV86mwPQ3pyIkM8yiNZLlwgZL93T1Ca0zrONwK61syWBSzQnB+l3ENLAuHSiVx1QqsIT+3vagg9uv2Dfylflj/Pbx5sGrAIM0wJjMiC42HwCP59i38VKZeNA0+mdGWQLZQDdc52yur/szzT8NnMQGUBuYiwEShge8SRMGnWYLX/gK79rXAMw/A9w42+pa4eYDqGZ6PXg4emeoVjJ0MbZz4KETQPzssffo19jW53/fMq7PBSO82Mj12jF+if72K8/1yMA/e+yvaIa/YiP7df0RY7gW4g0c5wJYmZO/GBh2ey7kcKARub8k1cqmLg8A+NL122cK9jLmy1lyRUBhZ3o0vauBgFAIYsWAkXuvsrlIW9d8ja479AYagesDPSErFH6ulRyFgC1dgfkjwY6X6MUasUaACpAxlQpMH62BakIrd3vkrJe4w0lQF9PUSl+3RkW5A8v0PjfIHYiKzaup3zTwpYo8CZZfWHpPZwJWP2baN7HBqNldJbothHNtXrFxtVjYCGzvollu2TVKAk2KfBBMn/bn2vW3ceV5L5NA7gJEaf3ljHZcbf+twUqq2YMFbt8TvFQBXDnRcJZ0vhqALjyH00fB+heg3JtLw32Fzoq4ZISgOC5XfDRtgb4rKGuAbLx/y2KTkEDJR4v/nYBQ+qSIulXKNdzVIKwV6VygF0G5i8DM6+KM/vJraWETzjaXI4G8yzV4zwfUhc9tjcJmtK3bw4VraUCXTGe1EBC+XxoY9BjXFFr8q4bAyeFharZliNHCBTKBnmoLfGAYQmJ6lqWiNYlPrWRp3d+1FGt+dOeQQL06QIu8zIS8nZuBW2BtG2Sa+r6PVlv2TLYJ8TIDlwt1sOvaXAqa5+v1ykAEgDrbCrNwywh54uTkDY0fTPDXjzcPXsfhoLK9jJ8tv78ASG6AxZ61e5rUpVURJgIcGiEP636u4WssfTvAHvWTQjCnNnv1Bxp1WNYB9ZSoBzQA/er4ElDzBwPYscGt6R11uCYi/FIS4ReNe/BZCQrGfu/W8QWMujhz1yIFn/c/ec7h4KsmBs/9myt5/f8vDJdKNCnMTrMrkIgBWMcnn/1qmcE/afLi++W6Vjks/YXidjgebxljT97aMvPYpwhNkcwSAkQV5UjrLI3GzFYdPE21aQKlUD7QNIUS7EVtoK50FtYZ1Tp3JwEHTtudWHnaU5HQysRhuCVZYjdAZiVmKQPbuaE5EIS1A1lfR2NhC//WQAkBQSWaNyx9TYF6UDKbswLVtKWmjRVjh8NG0aUD2XjtwDKuFpzQNJcOxqX54YYNkJVl7zWR+ZsfagO3YaM5f0uLsm2zhBsAcxuYToq6smkrXazRzM65VCCgSzEol1DES20+s4gd3Enl3w5gpfIazo+KdEGb1MRVcX1PTW0+dAkDFNCf2G3vt81h3vB+vuLhvPB2rIKwMq6XLLkgZzabNdcGm7R0dh5Y3wuC2ZaFrI3x99QujxZ2e7N4BTQowpXPY8z8nUslOtMqqLPJQJoeWFCiIJ2pFZXBHkqjANGs5kJoXrDuxkHXiADRQjb0EDozKwIY21qnCLlfGIywZqil3cGauQhSI1CLhRC4/IkMrwxadF3oMUvZgv1OaweuDiz9+zsE6lrB+0lLoR5+nqBb7qDUwe7YjDVaftn3i2652e+hVJIpAfSh1X2z4o/xfY7vArw6O6elAHFmud9Nim+XfU5L+swYgfAtcL0NQ9C8dWDpy77gWNBYRwAS5i4+B3bMk6TUjJXJUhqQiXOzDdGClhd/qw299U195UBf/t3XjJfcAG7/7406w98NwASBzDMBrOmUvMTvoGwvOXh9jLHBfi09FpY/G87NlwLNF4D+Dlh/qSzhBda0M5TDF7J/qds5kdnevvZFvpsIvcEx6pjFvSSHZg69XnncplHTWlmqPF8AAKFU6LsDtNW1pbOABlxDNubPwNP2js4E00fSKLTLEjYZzYGWVQZM42pAzn7Wk5QAlr6NHTMg0dhCK5enC/0+r39hJ356RLeZ0s6uuq41ZLTSvGszPaTA/VDLQqcBUTY46dHYvovJBw6KeqjQLKh3BXiMCJfQ5AjBGNawEqxt9wZ0jU2NF7K6DbBD2na9eQzgcUwPtGpqAQbOLpupvjOCTQvrGmAQPMWNtlDTQ8X532jOz1+SnZbhfMSrtjjb+YEr3t7HVv4Pm2mEAcijYlqViUkiWO+pGQ1b9+CVClz+GnD5t4HNDjx/+tOG5d2KFCtOnxZMh4xffr3Hp+kArQJJFZoDwlUQr4JyICK//A8E58f/N1CKka0hLyvCmedwu5cmVbh+4MSBgHpowjIHDCiTyyTT67WaLMV9dNOlmhNGRT4G5EWM7dbGYrvWFcFkNWYjRe3pcM0ifZIB0PrKJAAO8podFsDPtohe0EM5AFIKWdQ5oc4LmfiiCNdszGr3X9Updku6ooxqdpnBVqgxzaUTGrX2Jiu39rL3AwBqWz3+NQaIR8S6NjZG4HwxjWsgwPX/LzPg3zUhUP96uQLLHaUCSn/o+taQzw/m9avHW7uEnx3N081nWsbaAQZWvlYC+wIYeGqiX/Y/H9ivDmgVErEHYD4TrJXsI9D33deTawMxOnZFDmVkiX07ZOo6mNWaO+i61XPe/PxVQPfKICM4N5B5C97aZACfAZ/a/T8VZSCzX5B88JdP9/3ZdT9l1rlPeF6r/Fq3/O6/0pf1Y//cuXvhWoyM667UBZg2tHR2vtbOTOOGLf69ll3fEgSrXfex89g7k6sCHvXYSoRER2psjGz0f5Qr9W168HJjaE0trVnETsF2z1z4cK0MK1BFnR3sStODxhXQzHKuTnYfKeDRqPFq8oNqJW0DRGPnfVxhOlyyn20eY2wkAFRQM+kesKs5DZRjX1bW4We2jXI0hg9m0XSH5hcLCMIaUe6IeOtESUU48bjClXZOAFAdsDmIDmil93yPxvC6HdT6E1ocbZMl2H2YTv3eCNdqoQVKBq1anKnrib3UXRQ6h5Y+Fo0FrglY3xP4pROQXa8bAVFBPoTm8gCA1lhFMT1qs6kK14KQA6RE1BjbeQ9mwXX5WbD+BGzvledIgfTJJiJbQF4TrtcIPCRcrhEyVZQ1AhWIx4xyjX3SMilKUsQLy+DrB9pviZLpjtce8FAWNOkCAFx/EsQtYFJjNQeGOl1ARjYq5Rpmq+b3czaJgDPhoXBCFa+ceIW1tuZBgLICanLZhOhOCM2dwAGr21eZL7KoNkDruvIWPFAqynFCqIp6mNnUZU2LCrKvPSgkNT2thgDMQqBqEgWXAaGYBGhdgRDR/Ft9su6g1Zu/HHCOEqMYe9NnLvz+8OUndxmY4fHQfi4YghJatKz4uQAnVD/G9z3ePHhVYA9KUup2O15+ftL0M3jBDZpTLWUHPG49QXfDAdOUqN8zhu8JgJDwZD3Ubo7l5j37iEHP5+uUJB3U1YqGwgcABgn0YbSSiovRwzxbV6Ydb5qMrTOwa4xwK1NbQpHmrR/TC53jfbvOpqlROTezBDWJg4NrB6L+ZdUYWBYNvWP0ORD83Lp5Xvt1GX/ujOsTF4fXxm3Hv6/vBtzuSvrmdNEa98Z9eGn9N+saz2krhRTw0i0AACAASURBVMXQ2eoYGNOo2qzgZJ6g6/b0vPzW8SWWYV+7ylJs8hbJrNfaXziRL09nXttEEJHs7DQB8ww9zgSek7PRaKCiRgES2VeWwwOjOANazGjYKjQr5Bghkf6dgDf5hM6ICYwJMxC0VWzvY9O3Nla2AtOJOst8FKwuKTDARqAoZs3V9Z3lAEAIGhu76mDYvnG94SqcyDKmE3ppemGz0/IP4PoXIGzBPDf7+YiX7g+ryRjgFazeL9yHMndJQwD3B7D3+TuFZKFPrBBcHv4ObEcxRErgWDQgnWjNJMZc2cXjBCCJhTIQtLoUIJ2N7VYgXQT5YNZQZhHF1CsxmQbXmc4V8cI/6XFtjKVsBfn9gngNZMA3duZ7k1eL4AUQVmNATzwPsgWUc4IWgUwVsgZgrgixQFVQLglytXQsUcRTAA6KsFowxb1inYDoEwZjvWsCtp8GIJ7JfCMEyL+RHfdUNA+cINsnlsCm5mFrkwznEyyNLF4IclXIMGMJ1BcLEM/Z7tkZmALSo+lIFUziMrDq5X6NAjEZTiu3x8hmyBSATCBb7lL/rq4kVcJ2peTA7Lbcl1euFeV+AQQM+nD7KxFK4qL0JLBqVTbYe28Ep9HA5ShjcBD67p5WV6o93GCUH/lyo32ex8SWAlmB1ixaFXJe2dQm/bvhx/h+x5sHr22ML74WJRd6A5B1Oo860RctmJ6RE4ygxwHKjhV7bT0DiJVgdcHnRjNdHzQ6ro995ngpjRgY350mFOg+mtUYvQS3EZPQdbMNMKWEXZSeSyHcdQHYAf0R8O4O48aZ4VUAFMgmS9VOyj5hl9GA95cAz9fSz577/GtM6ciq7pjf3frKLsTi5ZQwtGvhy91qoZu0AuD9UErvvB13UVxGElsj266q8FuA5+9p+vrS4U4dOXsVs11vrQrNeWCe9+dCPXyggqXVyWyrKoBkQMaM0UPhvVKjAMcEqcru6xSaJlOTQMwfNF5Z1kYKSKdC5wC1PwbEvHve2VSPfQ0ZYOysNXvloYGq8HfpwpenG+KroGlgtUWxdpbOdbHxYjKBA3+XzlTCOJhJj9abepVWSg8bAU++J+h0h4NqHexl6Y4FZeIx1ixICkwP/P30kQxindA69KuBaMbWElgRgHq5185LZeNQOQSs70KTZvhxpbPCy/9QxfIrj3E7mpeuANOpNmlDyIxEla0iFOo52elu95QBEEa1Kq27Al0j0kmxOItuUbvuZTv/KqiniLKQvdYPmSBWBfWagE0QzpHgfgNQBWVRpEexSFieO5cg1NnY5JnbKPdsZksPoWmWN0tdkwIsv/B+koymm+Y9wHMSNzav8X6SZqsVL2pNYNrS0xDFSvJ8luoUOiPqOnIDgHWKbGCcmJhFRhRch7OmAYDE3nhlul3X0spmJv+5QEpogBRNM21SBSHjGi4r/WQBqxappajl/h3n4NSHE1DOvLrrQNUB8KLfe6XwTzYJga/D36ceVpBzb+geQW0QSA6QUvFf/pf/7aVvsD9n/JANfPV48+D1CUyxm1IOC/Ri3P8NiNzpUjGAjc80Ar0InmyW2rSot8s4yPPyaSn9Xhx1rkB/mOyPTAMr7DpenynuuuRNL2gG0eNyu10ZNJQOShuI8hnswPr2bn1p5wBjF3+4+cLB6+xm03HuGGp+8ajNkluiylCC/+KS+AAyn01B27Hh5WWg66B91D5H7PZpOKin+3hzzOM9tmPiR/bWgX7twFP9fm7MvH2JO6BtZTvsJhnPySq+RMrw7P37rUa7NmT9rXjHioI361VtEhmJkablhwXlL/fU26lCZ2nWWVW6RVTwMiiAYJ3vAJrFVp2YB6/BtJqus7RmrHRV1MjJXToVqAjKMeD/Z+99fiTZuu2gtfc5EZFZ1d33+/HsJ4PBFsJG/JCQADFESP4DPAHEjB+WPEGGoQ1zSx5Z8tSyhBiAwGICI5BAQkzASFhMHpKRZQw8bOP3vft9t7uqMjPinLMZrL1PRGZlVXff7vvd7u/VkVpVXRkZGREZP9ZZe+215htd2S/D6o2a2JxTJunAkJ/Hn6Ff1cbf09EBrgPKcrN6v1oG9EBANN7FgUEvQbPxCV4S9+12kBpOBlIdCCcC1+GOLGAdgHqzsrkhO1jcb7Xe8qQpJ/qRDu+A1Hwf/dimIz/fxNc3epPXjO4pG56jbUqoE0MeIk7VkrgO1YE80MveOjfUnSIddXV1ODWym9WgocFs5vpmxenndKDQuUGXChjYADW7lnSgG8Rwb5CmGO7ZQAVz8FoJ7C3R+7W8AqAGucuwqfk5pMj3BKxtAA+6GGUdB08cK0B9UwnGD4rDLWC7CskGHSt++pN7/Oq7W7QiWO4H6EkwfKdrKtuJFmvBlid/ZLUMSKVvrA0CLdIBrFbD/hfUjbZB+mSq7tSjc5lA1hsPpwQ9VZfZKNqUYIMiPSwEroA3YCn1rK4bXTXlCW3M3QUhWNceWrCjY4hBiRj869JTgRwW6lnjFuCuBqYKvaeevSdqqTvLzEt3GGGS1kIwWhuXPZ1ogdUq5QYhD1hc7xqft5UPmgGHI++nW4KrVk6YUwIK91eX9oIVfwPGFw9eO3p1JtBKWS2Wwo8upugbZukaaLlkr97H4NGSq7GU6w/9tTStHSjF8lyp37jFzl6/BI38/I1MgL9w+UfNY9vSts9K409XQcyVS7PrRlctpdgl2yxnYO7sM59joLefHdu/3RcVAtZoTHpCvvFIJ/rUuJBrPAnanmBT+8t+47O2kWZs9+die641zF3+fjnOmrKemjfFZCdM8QPEemUhjLpjfdcaBs/Oye32X9vnH9I6a/vdiDM5kYRXXJstLpFRSgZsymj7jLKnjjUeqsBawrfEWFGdae1jCmbMe/MOANjgtj/qIMCZK+ruvISrBAcRQNA8UWubTtWdAJqXbMUBazy0w0nAWdjk5d98aIAApzfK0rCg+7hKY1MWbaeA8Y6sG8BbxjKtgNUSeqyq2AowtQDVwS6Tm7A2jR34exvJ1gJwcEiWzLJB3YS/2305ExvWXtsms2CP6yAw8SSyYKkF/TvQwu3Rxfx1XuNpMaQH5spLNVhxf91oBgOPbzTL8dgbGhramHoqVcoCm/0ccEVD2GNZRm9qapnMa3IAHc1cJTtLng3y3QCdBa0pbHAHikYP3boz6CLe7MT9ZMqYAJJQXzW0ySC3C8Z9wc1uxn5YUKrylE+GNjTYkvqExNz+qumatsZzS/pkJCVBuDAMd809h/38M7iThp+7QL8Xp1Ol/6sC4o2MYaNlSaAHL6W7trW92kGPBIJyKrCdAk16ep20RlcMZ1yDde3xrq0BY/ZULT9vT5vae+KEm+EOtjZcAd6EaudoY16AEegGxAFcA3xu/FsxDqssIWQAAJf3SX7Ex271tGYN0mRdt2tnpXxZ4NXnTC/jI8eXD15B1qp7gIqzjUOAJekl9l5+v3xwd5B0ztD2ZXHB3sXbanUAG4uupdy4u1+6FJzpM4H+ZnoaboAsNkAS4D5tgZsKILlrePq2Oltrm3i9zqzG8alrKf+swawpTFoHwFvwd2n4vx63dA6WVWDL1pN1s+zZ9+Q3mVphywWQf45p/VBA9R529oPXd02burWq2pw72/19buLD5eP4+k0Vtt50AXQNRRwHZ2DjfBAl8LdlIWO52VYNQHdN57uRepyB2fONe3bbP8c4Y8VnrOeFNfCJK9RtDxk2Dag7skWti/8Mzdm9eBhJNbQbllOpORWe8g3Awoc4vV8NGWT3AjyxWUY6GGijoHpKVxukg53h3tk9AZp7iwLOmDmYI8g0DPfwqFfvgHdgNtz7e2YuH/GlxZu38sHBiO9X2QUQI/gMDW33RvXQgQBF6nGzEaAQDHALn1gHlNEklQ9u+J+B8Ttv8jKywqHXVJLl1KqezKNZFWWvSLOh7OnvaYOyJJzZIV9MvaGLLHAH/yBTK81QX+lqc+VNSt3b9VR7FzvMYLcjQsbRkqDthZjjyO82JAfcX/dcdeY37M5S5YRifsWJRz4AOqceLgDI6slrDDTI94LxV9Qblxucxe/mBzbOLT8v0KGhFsXtOOPNdMSvjntobij3I9LbjPwgKK+4fcsfqtD7BJsa9D5Bi3Stsi7WU7u0GPTYoIXrLjdKt0FxTXYxpIOHCCxeZjcy1ubnf92TfUUzpKNPGma+R09MqpLSyF7mBDnMkKQeHUsQL6DDgBQHrrXBRkoBbDfSZmqpaN2dQHqzJUkJEhMd+Ian67KQOW1GIBrOAzMbwjCOwMOhrxO7yZnWBb1HJIBwsl6Roq2GwZaZz5mtHC8lbr9/Bp/linYzncnWXsbXO74C8IoVXAHnnfwpsXLS2vpgDNnAxoXg6dXaud70CvN3WVbuWtAEWGmPlgXOQez6mpelz9i7J7YvbRhU2bwvSq29rAxgyxo2fyLE2OorL3zwoLIyr1uwH5rFSyaye6nGsT4Hb9tj2Y+ZSxa2675402Pw+Osc16y++q+PnSseTVSuMZid4V4BupXFJzy5H/+uLRayAtaMbL0CvRy2aUrcWnVtQxiuhVk8q8m9NrauFJ9xdMu5iFY2l1E4G8vPJlOSDgUmvB2ReQ0GyjpoEX9Qy0LGDqIOlAimrGm3caLPpkBPDWW3XuQ28LwPVstGt4Kq4GQ0AWVHI3+dvTPcVoCYm3UQ2eDgUm0FsbFtcPBp1k3uo8Eqn4JB9GanuGz9M6CrdKAHFywEthAu1wbAvHM/mk+6J+xGW9u3NVN3OjxwnflAOUCw0PlIR4F0Mvd85e/tNhhp6yywJdcQj4w1zfeVE48AkNVcFsC/W1oTy6Si20KZko3UQl9RlAaZMv1qkfpxhAjapN1KShpQb9R9YLm/MMavAvz+APSY3XxPd4V05OfTCmptpsv3ZKi1AZhdKik+SVgoOah7gyXDMFSUorifR7w90A+sHFarKTRg+JWivDJYpcWZThVtbKhvR35fnlglUTFQIB+K8yEEs8HA6mLId8uqXfXu/nY7uDtAJjkAOKjlpEjvjt7t35wRlRW0Rfnd7zPSvCKWaHWF48ySvfo9Km+IotrWNK7SCDATZwISfqxxXQPOmDbAZkoF5mV9fsX9LQiaqDqF//MwsGErQgpiG4JRDra1R8Q6AbAs0CHDjqcu9eMXtZEbvIyvfnwF4JXgKrxWz047t5ZiapWuTClwleUTbY9ByXssmR5bY9UVJOdhZcXOVnlZ9l8Tu1A3wCdmrN2FwFaJQoCXyJUO8Xlfr4OY6OzfsnqhK9yCmNAZhlShl48joOGcie4jSvz8z6Njdma4v5UBbMDtk2X1HxO4Ao/Ac0/durZd1+QZl3/f/O1xc1f1idaGKQ2mPCWPDK79/LCNzvbSY/ba5zw1Efig5rbP+T2cMb/26FgEa9xHa5C5QMeMdKyoOzJ8IQlI3iRFGyzpBvcR6ao1GmkEtkudiZLSVl9MAGfl6WKor0K4ygd+PgEtWbd+CulCJB9FLGzLdCCog/TAAV0Ifstuk/AFdyrYeRJUBlCoBx3uGxtyFiD1iTaf7wFGI9SguJZVvZS8vF5Z2h6QIP5+ZwrTEd3H0pJ70prrWoNxVWxkCgHIpQcDDPeNwOmhsUnq1r+XLN5EBNf5+vlYjfZD1ZCPlZrkkQhfizfLgS4D8yv1BDKDltS/J32YoXNFGxTp1JAWMo11n/p2wQH/+CsmQdVdwiIKNeuBBsHM7n+hOH1DZjvfh10VGel0om1XPq5gPxri0gMweGAEEMeLADqlBtWGh+MIa4LlmCmJOCS0qaEINa96YsMhRsPuZwecHOAOd97Q5udN2TO8ID1sk60GyibUkI4F6WEGFjoDtGk4s7jSaqg3idrgmfGociyeglUJLrcVv9ooBTidgEz5neVE3Wqy9fXC5cWMny3rfUfm6gBYz58z2+dYfN48r38Li6vWXNNq3I5tjPTGMSCGLd5sJYqu3XEdqx1PK/DekEEWIDkwwrwA0wQ9LWj7AV/ceKrJ+2U8Ob588GpwO41gNDnDshMvilXDKdh6vvK915nR7cP6kW7y8rXQrgL0Ws3DCtKuSA2uJXVdbk9nNsPfNXSs5tRLgNSt1vTCegsiq21YaAQvuzOjOcjL9117GGCiaz4vwOU1reiV47Pdxx4k0QHL00Dqs/qVft91bBv7fJuslQ7CrwZRXGMnt9rYM/D+xPm0fU9zOcHZBEvO1kWmXdYJTVvZ1ucY1mdlDU+xrJ+Dfe3M/Qq4u4Y6wPioK/MaH71UaFLgRNDTWSkvIdOChz6sdUod3IUPbJkU2W2WrJmXWxtaXj1JAQembu8U6UX5yJJ+m4SsaBI0sR5dqtWw3LgeshjKa5bSq4NaYC1dtwyIkGVcbggu88Gg75z9DIN+ifI+GboIGgCA6e2ad89lBKefkimcfunaWQep3WqpoXfyh/JieEfQG16uERULkPFsg2B+vTbEdYALMrEtAxBBueH+aWFEbDq03mhFM3qfUIyps6x1Ysd7m9i8lE/cp7LTnvyVZnq4RmORlAZz7e/43cKgiaydbdW5dQ9fXSob9BTIp5XJtQw0YaOTCd0IYMLwPXPPVpc2aOExTycC13xYQT/PLU/r8ga49KC4/wevgLEBs8IGMpoyGOy2QncFbVHMOsCSIf2M3Vk3uxnTWHC336MNwPiuOavO9CtdrDsH6NKQ7xcAAxvZRFBvR6Q7gjR9d/JGsIw2DWijIsUl28iip9PiZXvvuFeFDZnl/NCwauoaU1m0SxE6I2qsnEFbj5jt43TyXpCw3DCu1ww4Lev90ANI+GUrMC8wY6lfZI8zp4DOjhYAGSindZ3u0mOoQDFaB3rTb2dWw0qrutzB5seBN+rbNH2B4PVlfPT48sEr0JlViHamFWYQSbTw2M64NkxgaP4edcdfY6kuwUcsd8EgSorPuP6Qv9pEJNq369InVOQCgERQgQNaCc/Lvoz/HqC3N/IorF7ZJlvL97IB4h88Ltm/7bY+xQLG526Y7PXPT08Wzv7+AePSVeLJ916+ftlkt13Xxd+vrWvrIhDA/fyceTyBOpNimGzKdqsk5Wwbt8lbAK5JTM5CKy62u//9GgC/Nj63DnYrdUA4avhLw4BujxP76X6UbdCejoWt08DszNogXvJlyToM7qmJJDgje7kCGikGJEENr0wjaKg72SyDnqIVTUGmgpqjW1x6dCg7/gnwTD1SdokOclDjKlxm8aYqMbLI0bzVBm5XPvLYl72GCxGB1JEgV4zLSREerpA/u261JQBRNndg1mNYg9F1kG0eB5tO1KgWT/QC3KHAS9q9ocplC+HAEN6kHaDutBNyZb/6kALeVNfoy2szt2d5zfMgu20ZAaSxoc5TmbrJPkBDfGfS831oF0GJwpS6PKE5223u32nC42IJ7gULLK9WxjXPfC0Y6+VmPVZS/VgJj8nyOph4eNAEjfrldgGWBJkVNhXoUN0bX2DfLHjzkwf89ut3WGpCg+DtcYfypnLi5cepZQVtyfwe7uEBaglJ2aDYsiLPtT/jJHSiDUjVAIyQVgj8s/KnCCRA6ubZYe5sI6eyKdU3P1m8XB9AMmdPphr6faiHHjRjSX+bstXdczLBbVzsZt6Pks6bdpelX/eXE1ksywpaI9oVgHjDdgSf9HVt3t/TCJsS7Mbfm4c8HI7Az17jZXz948sHr3FROAMF8ASVnBGm7tgaDkeTUX//02zSpTzgEVt4aXsEdPnCc96hj/5+0R0fjTz9Y7a2VNv9ThcXdrrYvmoEAgF2g2Hd6iK3m9H9Qs8sF66AnPfYKW2a3dYEq2cY7I1e9vFGfRxoWu2trth1PQFSzxqYrn32o+/m8euxntVxYvUTDjuyZ/dle15ugelWOmIGSN6cD+qyDX9wRaRw24RVbHXYV/Svl8D1HPA/loF88hDKXiQlMiTBhGzPuZDEtAY8HCB1RLud0LKi7hRlx4d6PrbeeT2/VtoiVQYGBDAxbxKSSo3gcpvIvirZN4h43rz01CJGdqL7bnZLLW+MYjNVx3D0J3UwFAlY0y8JaKMzv+wJOqUB4zuCz3y0HvMZ7Gh4zvJYoX/30gz5wGXqRFA9/apheaVdw9krt6EU8q54wGUPvj+DOw9YQrfbio+DM7PVrb/Cg3Z4IBsr3uxEwFgxurdundy6zPXEtCoj2FxuqT0e7prLDLihbXTLKBHX7VoHq8h8T7nJyACtmIYES9ot0LQ0lIFSkLrLvfku/lF729a4X48wNbd8Wm6YvDW/AdrE++P4ltpYOxHgtiFCA/wAFT826uDXfw+9Mn46Y5gqRAyzCeyVYbydUZaE3X7GMiT87NUD/tibX+Jf/Ob/wt9++MP4P777Q3yv0pKrTfQajnMNANqQ2PF/WJwpXSORLSZ6pdG26kh7KroKLGRtIyXLwwkYLa5Yw0+kg+Ozzv0+Qd5MJpcCNLe3WgolBXG9RgSrmZ9wXI948xTmuetsV0tEW4GrCjAXhjHUyujXbWhPNBOXQveEYGqDbQVg1nhPDI9Yl1udkTxJV3cTa57sx2CcmBx9UeML3KQvfXz54BWGbo+x9cQEeNMX5cXeVj3rNabwsiP70ac8B9aADliAFQT6C9sPuf7mS7ulTQm1jygNb7vNg1UOv8/LZrJNZ3Zn5i6ary4B3TUAZ5tS9FWGFWtX+1mJ3NnwZ4/BU81a36fk/xTIvLLc4/17ooz+PibyolkqAN+TIPG5knz83JbJ3I+3j+3v3rwg2wfNVibierOoBnD1Kxt79fu83N7ntvljh2xSxJJ24AoV6DCtHozxEAtT8lqBSn1feZW6Gb2UFWjSdkr67xa/xumlBLNhm9dGgjR4o1G4E7REgAygp21JrK8GqF+/WwI0P9xH16CGPVTYMjsbWvaeYmXA2GS11NqB1Q+lhCC2FQbYjoArXA3i7/MrAaDdKH94IDAtE8vY8H0PnWsdyB5GsALgDGT4wu6p74xtbQMBZXcIcNbaHNDZTN1xS75ebyKCeCpWUrf98saiQn1sPtQOPqOTvo7RnGVIS0PZpzO7Lf7zqlP2qpp/BboYyq2iCZD8GKEZI4EL3FR/4Pfuethg7E0JTId7oDTpVlXByuYjUPszgT+WG2pQA1hO37omNgN1Z3j9zQG1KUpVoAp0rFA17G9m/PT2AWaCf/KbX+C3p7cYpOInwwO+fbjBbiiAxTlBbW6kpUk1pIfZJRE8dnXw8z4kGfuB0prDsoI0M2o4p0hbjOuQ+m+Ex+vC6wtma6d/NERlf8Y4yOSHubSs1R4IEK4DcPYWSyULbAGE8wpCzWAhLQjQC/hkPMoLfk8LZtXOn4Xd6koUGNYKlORMQBvLBys8TfxMwO9Dro5Pyj6CcCQah85Av4yve3z54NXQS+NWvelFhA/06mzshXQgWK4nzfQ3DOMjCcEzQOwpLWsvG78HAOiQEawo2anNZwpj68LQvY9No9Zq32TrMuEBeuGdut2f82PwmJEF4um1Kac/sy8ri3ZtXfgwYPSxYOmKBOHytct1di0u3j85ubpdj/Sq9fpyl+9/TwOUNQNCX5szuhQGWL/P7TlgxkrDNf9eXD8vHwHY+G6fakj7HCPYZWtkiTp4vrAFM68YDANwu2e5s7IzXU8N4hGZWowd41kw3NG6iRZQ7IJvSoZtvGuAgZGhStCX5oY6UCqQTquGlMwuEBrOAI0Am8LSyZCPTH+qAzpQbhlIDezMhrOoHsu6LdWHntIyt9+SYPf7DXXnFl/VkO8bhneADdK9XnuSkwM9qQSk6WRInllfR2C5lQ5Sup1WBdDICHeWtRI4L6/QpQFhkF9Hgrx0BGSEN1WRpc0eS3r8qWJ4ICANSzKdDYs3W7Ei5q4E99trBmtjXBIst8mDIijrqINiuCuoE+9r+aGwjK68r7es0KX63wSitjaFAWesmT6w5DYcFtiYoTcDyg1d9NMsaNkZ5Afp33/MS6JhSzbf23LjDHFlsx0e0ONulz0w/lLx9tUrQKhTllnRTgmLAhgLVAz7YUYzwall/I/f/gm8nSecloyHw4jh28SJj/DYjO/YZJXvZ8j9sTcj2zhg+oWfZ0tF2w8wr7rZXGiTdjhCbAKS0gprSJs4Vqx+0QCvr7l2YIlTzGAqkByU1uX8dr6tlKhywmxGdlwEugGqXJeR6VzK+jPeuw0MCHJmO0mPyow3ZVlv2JK+7miMth4/vb3nNb/vCic2u4kWg83WBm91JjZi1b+w8eLz+vHjywevwPmDPIaXIiQ76AtNTbz8AWDlqj61f+bjB/wZGL7aqf78Oi7tpLbvDR1v1wAFI7W1Htk2b21TRKJ55xFQfbTD14H61pmhV5If7+eTuuHnANuHgtTn2L8n1n3GBl9Z11nU7Yeud7NP13xdP5jxfW704z50ZvJM09oMnpfL/28B+1OBEdHgdU1fvP3Ms839sDjejxkB8reTBsE2cU7Xc3wcyLRF40ZIhOK0Htgkxc721bw9PEwBMpZhqSWV6ITs2gYUCoFpmcTBqJC9PJqDWEO52YBc+Pp6+ImD1AZM37XuCRvMa+gqdQH0REYvnayzagAcuKLH1lraAFcAycGdqceBenm/d/fH7zP3J50cIIfUwcg2q+s5I/q1Tujescefw7W9LjsIfBFaZINbfvG41ZGuFwTq/r04ANTC5Kxyk7wrfj2/QrfaRvfELfSNraN6kpghnSp9SQ3QubB3AUB+N/tEJhGkRwyqut2WN/LpUmE7f3w5aNNTgUwJ6UjWuO+TeMNYXJ4uGaGdmvWJByNupZ8zBPR+Mu4F+QEov8yo+4Y0K1qmvrrOibalJWOfF/xq3uPtQhut+3mCNUE5Dhgb3N1BIHNDmhvy3QK9P62Acr+j5ZROHYSK+TYWNsph663qx7tfU60BWfp1JbM7D8TyIVWK/ojDkSX1fiLGPaedWzaawTJDCiQ8XZux8SttSCQpayNwrZ2M6bHusnnWASu72i+7thJRIpwLR6UqQgw2do8AuL5tOqVXfPq9NWL7XAAAIABJREFUUAW2cKIjKUEOW53hy/haxxcPXm1bHojGp1J4IYlHTob3KfAYBG1+f7Jx6ylmcMv29d8v7ImwAVFXxiXgDf/Z8w59B6Ou7ek3mCgTb2UBgCeLXOzHMw1TT+3X9m+PgPfle7gz2x27/vvHjKcY7++zTrmUBnwA43pFVvHo8z9U3vDUsd683oHdVnISYG6r35KQjKwPGpv5wJJxhC3LCg5Lcb/e8/P4Ghsb51vf3qcmbZ9BQtDZ+5CWxAh7HQesNhHA1j2DCvhmI0O6J8unJwPN5tfAAQhL3KaUAwz3DWLUP5adou6kZ8qzjEwg1dIK+tQbv+Lv7UYwPBDAsjHJkB+sm+FLs87EaQGWkUwdgG7yz0YtBxSwrlfVAiCBJXNd7ZKiK16aYLir0EwgomX9/spOOjsohbKBNoLWsDt0n1Od+VoY7M8/tV7+NgXsQZDvyegG4zjc2drUtGfpPUISlkx2WgoAZ7x1WYH5/Ca5bCAhjYrdLxe0rFheJZQ9t3l4aEAkmrl/bN0lpGOFzrWzhTapx5cKmiakQ0GL6GyfrBGQZuT7BW1cG1nbK+oodK5Ix8J41IV2X3WnOH0DSlcWssphKxZMtCmLeCHZiECWaAZsg9uSVeDmdwXL64T5Z+ZNXgL9/QHt58CxZMhph7kmmAlEDGOirEBzxfgdvxsNVrka0q8ePDggd1N/mzLqjYcDHNUjjwUyMHpVsFttsMyAccdkray9qcrUqxnhNpAEcizA6HaTbT73PTWfMGfv3M87/m3IZFuzEkyHk8EWBIfmdHOfiXnO9jkWjinWVmIBzWAaMgDpLKyE3j8+p9l5hSruoZVpWXp7g3b/ABnHXr3qz9KNLzZUYeMXD3texgeMr+ZblGHomhZrukblAets7LIJ5amy/6Uu9LnP9YvsfSzVtdd6sMK20SfhEbDo3pdbu5KzdfvFHeL7TbJSB0XXGnAuS+Cx308wle87Dk/t/5Ns3/vG9jv6ALD6bFf9xd/797VhUD/IouvynLlkbT+QpX80fF8fa1LbWq57iiGObltnVnq0qj8EuqThmpYa59/PmYzirOHuM0kJYjIWyXLaiOgCXAebmWjf03aDgwZuc92tTgMEbGT1xPhaOjboHAlZ2oFFZMBLNT9c6npPgsPIuwcIIIaHtokBtV4KjwhSDNL9ZoNppSMCwVRLQCRn0cYJzioCyX1fY+QTAWKZGEnLsj3dEhhPS5CYFu0pUHUkKI9ULu6jyxe8wajerOyqVnRNpwhQ98DyswJZFOO3iQBU0N0O0onvmd+sIN8iStXQAwmaBxpwUiBIGvG9bEKL5DF6zypgwPJKcXoj3rQmSIWSD3UGue79ntoMKYCW3/ead8nXPStqlj39bGDgBAQor4YuQ6C3KbXRdSIDGGA3gijSid9XnfhTF2qXTQCZqHENi7FwFagTm/HqBCy3waaDOSMHt129D5QLnKaE+hNFTYp5yaguL6mD4ng3QX85IB9Wj+Dxu0Lm2UvdUGFJW4SJcxOPQxsYzgDzc3FKSA8F6e2BlmxmtFwcEup+QLpfwvCBJ0MLOzPQ8qo02M3EZYLtFSXSzImvndjY1DXIpQFZGU5wdC1rzpQS9GayymatsjKvGDJlAFZWn/LLqpGG5SOlAHY8nVeagL6OcC6I98VxE1XqWYeB95XwXo/mrwDVY7Dxn7fa9FnGF7hJX/r4JPAqIj8B8NcA/HPg4f93AfwtAP8FgD8O4O8C+DfM7Je+/H8I4M+AT7Z/38z+2w/6IFXIOEDygDbP/sD3fOK4IDY2UZfNRR8EQJ7bz6eaXrbruwQwj5jJK53d29J01yqWbg7d2dZtt3Zd30u29AP37TnA+gHH4zlw/l7Aeo29fE7D+sQ638einjUtPcckX7zvqf+/dx3PMcdPbWM/Dfyc6E/NlRHtWuiNu0QPpYjzvJ8PT2idcTHhunCV6Kz/hx6njxlPsPsAwbMMmeVGBWAe9bqjpne5pSaVkat82KdTI7N4YqkVBuAA1F1y66zVK7NlRTpwGRPtTUlArNOQChnE4Z46O50bdZGZD8Q2KmNgG71OgwVt7hcbZfnhwbxMLz1/PuJPWbbn8mWi00HE2gLW3QDaQBZ1aYrlRjF913oTk1ZG0Ja9YHkFalNDOhFAU4HunOCd8fSsNcii0BM7/tu0gl4xAjII/5bKCoJh6DZaETe7vAaG7/iZ7SQ9SEELG6vyg6deOdDXxTC95XGvgyCLH2tQzpGOjcDdAVrdZZbP58IIzylxYjIyqEKrT/wburwjomfnNwPS0nraVkxG2qhdasC4X+GdMnM/1O27dOHyAk5KpOFMnhKgviXAduha5+E7wc6buXh+JbzT13h3w1mCDhXjVPCr399DvsvI9yugZpSwn6NJ1nvgkGGqsIHMM1RQ9jzHT99kfs8/S8inAbtfDBh/74FxrqcCs0wwnIReqG4/hlphY+4aWNsPkLnAbnfAbiATGdKdyqrmNmRAFq8IfjcTuEazVzR6AcD9Az8nZHsBxuelY7JOwNRKdjQY1GgUu3DM6RMQgGDUG1vbcrrQy24kBdEcFtt/7d44jWti2Mv4qsenMq9/BcB/Y2b/moiMAG4A/EcA/nsz+0si8hcA/AUAf15E/hkA/yaAfxbAPwLgvxORP2n2AY/PreUHHMSUBZIm/7sv9wSAeMSafmRp9FEJ9jm5wbogwnJK0jn7ul3XVdcCk7MwgbPVPsXOxfiYLv4POQ7PsIrP2jJdfsY1MHONdd1oN58CzJc3pMcl8yvA+Ixl/EzT3GtyiscbfH3ZbdPgdhs3lnBnHbUxtpOdzeRjey5t5QGPJgcXGuYPYqO/z4iJ46bRTcZx3ZdSAEwEDs2gy0xj+yVDk2B+AxR1rWVL2P1+gTbqLGPC2gbl6iSWIzs7vC3QuWE6NZQloewEZUemMLrc0+yBBtl1j2kDegS9S36r85RGlhAGN/H39KbjOasbP3uXvRmaYMP0ooNupoHRDF8MWCpL11pYnq9TnAsEu8U73wH0JK6hnAPOOnE/x2+pGw1Qne9xZrcVcoLlhuAWDYCid8Gv2lCyvBIxtAmoCox3hnxoqywhK9ooyIfmkwku37IgP7jv7uj3cCEL3aaElgVtl1Y2zQE2QAAfSWoAII3fT5ob6kTGMDr3893C8IIpo2WFWKNmdxRo86a3WG9bJwjh7dpc6xuRumEpNn27Aloo99+ObHgLdhZ3gNSE5bUS7A4Zx9deam8ro88oYp9keQhBlO0tK2w3AtVch506wF0T04RN/JXPPXlYm7RscJZUBDoX0sMK6GEh+7phP9suQ4rfB0ISUCvkuKwOACqrRCBAJnB+PzrNZ+EDfUSZP8JVYh2iq58ssMqjoo8D/lzslUbtCVuPnodBWITXuYf2nIXvXN7Thoz2N38HX9TYnO8v48PH9wavIvIGwL8C4N8GADObAcwi8qcB/Ku+2H8C4H8A8OcB/GkA/7mZnQD8nyLytwH8ywD+p/d/VoAc2ehmzG1ScFZufWSXdY1Z+4jGGvbNXGEHn2Hs1j/Z+WtX9IbdIzS23R/mV7flib9vWcyrdmBPaXo/ZHxMmfypBq5nmrk6e/yB38kHST+eYf4+d4PS+2QPj4IUro33nZNbFn4ziQPWycxWl92350Lv3WUFbuT92Y/Fo+1eAaxsGZWFjZZymKEN3adSyoDdt8omoJSoR63o0aA6N2+6ESzfjGT23EorHxsTior7fB4ryuuBJfoh9JcEW2mhFMGSA1cQYKnHnwIEf7oYqmtAeRAJGtRAkDMQvJQdX8xH68C35TWlKhqFOpOnXH+q6KEK0RB1bpLPbQkZgWV3D0hMzxruHMj6+3QB6o4/8wMbjMJftn9+gGwHtPM3/prrh/MBOP0UgDAYQdzJoCVgugOGe3PJgbs8BKiU0N66l6uDLgAu9WCJXJfaO+cDDMX0rdxmfs8nWjYMdwXpYUGbMmShTCBlZbPXoSDdo/uhxjrblFH3jEsFFONcIZbIoC+G8R09g8uNJ2olQXntzVkFvtz6PQz3PC5ptt7gNtyh25FhAcQT0qQA6SSM8E2CEoJoAOUVG9bKJBgyz8k2jkjvjmRcx9zZRhsU1bXRNgjSoWGYxBl8I+NfGicbPbygQGdfRzQrDmRHTcAekVIgpqi3E85y1hs84WzjxRqG/tljXJc1bpWs6tx1t8GMbv2rzfW43es17lkOiu3Ez9JxXC304kQC+uTcFsoQqOvfSMRCPmCt9wl0kHxF+6+D+2efXpq1flPGpzCv/wSA3wPwH4vIPw/gfwXwHwD4bTP7+wBgZn9fRP6wL/+PAvifN+//Xf/boyEifxbAnwWAHW4AgI0pkephF13/iF+36VrnD+ZHTgEfMbYaxY98o/+4DqTO/t9Zqo/fvic/54caTzX9bIHclp3+XNZMzx2XK416lwzsp7Dv33ebnrdqO//bGnPYHoFtiW5ebG7cjz7ufJJlFeeA9VIXe22S8TnZV9+vq99/a8DxxAcmAJkmQJVxoSKYvhOUPfWvTLJi00rZ5zOWYmXkYr0++XOmJqy1otTeRulRpQSLjYlNowAz1vfCS8WJkagmQHVmUV3TqjObubSuwFSrORPM4IAcn+0scsczwpJ6mo14wBnAKN2HbVfZuSa2AXpYAehwhx4ny9hV6jgDfCVnBpPyb/Dyt7LBvwcuxLZaMlgG5hGAGtiibxjeeRCDl8tj28OvFkpw1YbVgcG8GUlnMtvhrkCmWSCt0QtWpadMSTHo0tz7VZCOBTqTRZXS3O9X+jJIQsB1ItNoWSkN2DOVKiQbYuis53Dv+k+xHisM/96WGzLo+UCQGylo0eCV5rVRLc4lniO+rybQgdecVKCN1j8/v6P/cD4yGnZ4V85jdSd6j261mKYMYLAkWF4lzLeUwEzfuXQG4LUT18+QGcwxJqT7xZnVBhjtxpAEhpAP+HkebGu1VedaKtA2WtwArmZuNeXVk1JXfattYlq3DVJ+PUYVEon+q1hKB6lm7VzjWoPUqRvW9iJu3MLTfcPUqpcNthrXrXSwGT/7c9/fXsaPNj4FvGYA/wKAP2dmf0NE/gooEXhqXBM3XkWDZvZXAfxVAHgjPzMLiwx3HGDTU4GVZT3B+0P5aVawx7J+zAn8qcDyQ99zpez90ev7dV+Y72OfP0JT+8nb/hS7HDPyzwWgP3WbLhe5TDsr5YlSfjrTcF02pz0HlM8Yi4hP/Iht/OTRr8vK5ot57lq1LpOoDVIrshnSISM/ZG/UUSyvMspNgrqe0rgqlurFAw2a0VNUBSUnRruO0kv/oXsFABPF8ECWtk3Ut7I0a8inVZqgiTZVfBPQBoK6lgSDOyAwOcptlhwYwIDp7cZ2CwGuGZlaA3QmYH5NcHgWUiDwrnSyxcUZWMsErV0eEK4B1YHrtDKwUfaWGdTKVgAnAtDyagXbbeAxtAS0PTXY6U77+yHoNmCSCdZUrb8/bLQAdBlEHWnp1aNtG4FpGxTpUGBZUd4M1Bh72V8n2mgNbxfUfYbOjVrYh9KBbmcmkwBgEpcujV30IkzYKgZRjwieCXrzsaFVyhnMPy/NPL7za4LTrcNASDrSjFXzbNyHvo5RexPf/EodaIYPMRnY6tZswztg+hUw3jWMbyuS+9NKadSrvs5MqALQRjaqpSOjZCOko+6o09WFkx6dNyX+nF2vy2qkZW+AC4nAfrW4ihhXwCDVQw8OR94fw2lg2bCTpxOXH/IKTI2A1tzP1ZrLHzqYbGc9KNwxAmiktJb5U2LM63ZSbuvEnbOOzTPkffdyB9Pb6uz2HoQf6znwIeNFNvDR41PA6+8C+F0z+xv+//8SBK//n4j8EWdd/wiAf7hZ/h/bvP+PAvh7H/xpm5N+a8TeaZgPZPg+qpknxqewh9+HzbrGZv66gOnnYN9+3dv8vnGlOewHL5l/j0Fg6dt48T2cT9CekY9cKZk9Yp5/CIb1Q4ZEQId2JscAskPBILmLgppBsqLqQP3fJJAksEZWUhbqIKPrvHfIb5KLyk56iV4Ll+m+5wn8jxFchVdmS4bhwZk+Y8m7JUHdE0SoA7QuBzCsjV3L+vlyatBm1OV6sxETn7gRbC4LEMUoUwJgrDrZdM7oFtc+hgxB3UEgokzraAxeuPO/e+c8QwJWZraHKyzB9PpxOCnSQTdBC9ZZy+bN5ZZJzJlKB9VpMaRD7b60/et2CUeEKuhM2UidGFxQ3Is1dLXUaiZnO13GMSjqLq3BB64XRQbSkR3o7Xakx+tSGbE6k6U1l5u0IZNdfZW86WttzAprM3FpRjrx+yw3guYYrg0CHMPRgdpdrRV1YCzqaIzPBcjQLq+c9T6gn5vUWmNloOeCiGmV0pigtWGYpbb+PZedIB3RKwfDvZ1LL1ToDVsNWmtnoeNaoiSgEbgqIHNdNbGhaa1lBahb9nQbjjLkVUpQNwA1uvq3gQUxYvIck8cIKqgNkYy5JnNx2Q5AW0Rxy9k9q7Oum2fydlIvm4nqVt9PScMX8kx6GZ88vjd4NbN/ICL/j4j8U2b2twD8KQD/u//7twD8Jf/5X/lb/msA/5mI/GWwYetPAPhfPuSz6nffIf/857z4WnObrM2Jftn05N3918oH3/vkfbLh5gPf933Hj82mft91fAkz3GiAAq42en1xI8pr/ffHr5+d05fn4sV7rjUJni336waxtvF3dONyKQVICVZPkFz9YTt0/ZyeKlISnL4ZUSdzmyfXndYVHImZs25urSTBdq6ALR88cckBKV8LQLkyh+VVQjo21L3CTHoZXIp0aygYQQWUIJAlf4Ki9EAwrN4YttwQEEaTFz8LSM06I7z7ZcNyI70cXfbSwbYWoCrlA2KMig3AWm7QPWDzISy9sOp0zXW5NyvYTkdKGnoJPDnb2KR7xlo2tJE2U8O7tTkp9LW00DLMr5XstPA4qtIxomVBe+Vl5KawPHZG25K6Q0TDcus6yryyuKaCcps8CGGN8A3JQMvuRFCVhhVJ0KYMvafnd8gNdK7OzrJh7vQmdenDcDC3K+t9agyASEDzGNcILhjfkW0NfbQ0nmvpgYxvOimWNxlaBCULxnfuZlBpWZYOBPi6+GTLh1SDefe7LBX1ZmDTVQOk8fyxuUGrYp7ggRzmkyU/KJtyvp4WWFaGPrhHrlTjbAM+MZwrpBU/bwvBqwgwDQSs87J27gPo8eQp0W1gG/e6aY7isvboHtWJJn9O2xaobuRPlzr8kAJcPtujAZQA9/L2sn7W9p6DcFr5kseXx6V88eNT3Qb+HID/1J0G/g6Afwe8D/x1EfkzAP5vAP86AJjZ74jIXwfBbQHw732Q00Df0tQffgZALMFatPaujNSlt+rZ+EwP7SfZ2y+Ncfwxx/uOwQ8JnK6s+0dlWrfb89x+b5ubNp6w5zduPL4Rf0xz2uVn/xgsbDRyxIgHJNBLiPAypwJoY8L0XcX8WnvndQeBBte5hkfsmtCl1dBEVlAyCNOXXA5gwshXUyA/1I3zgDi7RpsrJl5JDwtYQaWhDOJlcuuJTLRCosVXnbQ3/wBuk1QBM4HOZI+jMS0AZVg51Z17jB4cMLpbQthi1f36/2BgA3Rp8fjTcXvcCdCG+5XNzQd6yYaf7PA2pAUCXcjiduAKgtZWBOm7Bi2b+NgT2FQ1KNLRPAThXMMJc/Cm5s4SnlA1wcE++B04OON+kDGM5i+phlQrj6uvP93PZBbdAkmWCgyp66S5nHSQHdsTTVdhsRXHiN8f+kRJKuUk6cRgBW4HZQLwBjNZEoZ76yBEq2uaT8B47/7Di3lzmXjz08pcth09Xuuo3kznUha3bNPC45EPRr9bfx9q5bqWBbhhWMOZvKIIj2ESyGF2ttdL8+EqEOvaOgqEBWUA5ONplRPURq0qsDZj6SobeDRpPlsWXZd65v5ypaL01D37WgPsGTHxnubXl/GbMT4JvJrZ/wbgX7ry0p96Yvm/COAvfs8Pg+x2sPpA4sPj37aNJ3ExrMxfffSg/xwgpl8879N8/kEbT4Coq6D+hzxWGyZyO8m4jHv9aP3zp4xLABvj8phcKYVdjg5i4+F7RQ5x1mT4JWikt7pXgElhrSHsdCRnYBqB3QQsC+Th0GMrk6cMjY0NUmWv1LN6+Vmd1QLgdlbSu/DTie9hc8pquxRygjVdiA1YbF5pHRjpzKSvNigBqgOQlgER6ZpUXdCdDNh8xJQweqm2s47/dIwmKaAm6Z6vAZSWG0G5kZ4CxQYg9G0uN+gMbawzyuDpAOQHf12BMoLbcADSwvXlU4Az2oFRowk/fu6ecM//pxO6r6sYX7PEIIJ2pFaW2ydoQ+qgnf6oDAUwtx9rw4Dh7eJhANIbddLJj3UhMAvPXn4nFW1kYlUbtEekRkKYRDm4Nei3D8A0oN2MdDXwxC5Gq3LSUgeC2BqNc+Z64Epg2BL/P941pEPrHr/D21M/VywnmGqXQdigyMeKutMerJEPjRpsI9OfHgi4wxlB5xP3sRBotymhDWSUtfDcMfEmvySY3rZ+jNLckE51AyYrNcFZKR04zvR2LQ0yL0BOnJSFQ0CY+OfM45MzGdeF6Vnd9koF4ilc/W/hq1rrypwGgI0SfTCfm0l0r37W9XU7I0g/FHxupVRPL3vm8rKtaF1qcV/GVzu+moQt5LzOBIF+49Mhoy2FwPXSHmgbh4mLB/qnjj/oQPXaeA4k/Vgygis3xE9qvvtM2/DkedgBdz0z475eRfBGh4umrzNN+KeMz83KOoCVrL18KBHt7OwmksKmfX/4MvWKQQJ6qgRICz0weyxqWe3lbHD2zWM4LbHJCw4idG5ok/aGLjbjCOrOm2vu6I3ZvLQtzRwgtx5sQA0sS9BlRzAUIKolMFs+OdDNgrrTzsbCybk2OrCLUINBuuYyIl3huEwrYAVnHa/m75UGHH+LYHy4I4iuG7aVoHoFuJaA5ZbWTmlmQ1hsh1R/zeNl1RnrSCcrk29fAuZXgv3R3RbEgEV6U1YdE10UmjmT6OyyCUwHjG8LmciHCimGsqf0gNpX6U1wAjYg6QnA4szrXFFvB/rTvh6QHwowJnqmvt5TO3rid1gnOg+U29TdBrSIT4CkBz20TDYaAPbfNuSHinzHCNrldXYHBIWeFtRbHlzqcROdE0YCz2DjxeUsw11FOjVoaT36WCNkIwlJwJR5jp5q10ejsuJQdurfsbtbOLhPDwvSdwd27afUQay+O3InWoMcTw5OlYCtuCRgXlZngOZ/X9gQbad5ncw13l9MG0SUjZbagGKrNVaM0LADsOKAWrTfP85S/fDEfemZSfyz40PuT7Etfmy+xPHi8/rx4ysCr4kXmgqA5J2TzzB9T1wAn9y08gJav9/4sY/bBQv7Y23D+usHnn+92aw9At1nHq9XPuPq/zfrPLtGfk1yAvESo3TPSF1Ll31iqrCUCGCPhU049wVtzBAlANGleX67dVYTcJAWzJwB6b72ErYU6xZKBBG0IVoTutBTnaSR/WqDeEQnXJNpa6qXGTSvka7BxobPa9hhBRi1aN5JgjK5jGG2nrRVJ/4bHtCbzOoOkKNPUxr6fkUTlRZgeCuoezKuXd+ayLZaRpcUbBvA8oN5A5JBBg9UCCa/EvAGCG4D+3nC81URjLYfc/HjqZt9VQCgzVjoM8vIbQyXgJiUpKigC5CP9azhR0qDLgs1nEJ7LBsT0pF64+a+rzYxOUGqAXllOEP/bEowqVVw+oYTH1N0BjZic/XUura1nycAIgZVF3cVcGcBWfg9SzMMdxVlr70SkE60oWqDIhr7eiLaNFDeAMASwwjyfYG4CLpCV922nzdaDMPbE8H54bjKbbxCgcWbrgKA1sbn5nFeAakKMFfKOJa2TogCjIbe1V1A5MwJwJfZspd+LXcXkyvP3CcrQB/CtF4u+z2HuGwlIuZfxtc/vh7wOk0ATgwsSKDv60Yb2Mel16iPszQrfAIr9T7z/5fxMj5kfMC5E7qwJ8/VDmLxNAi9HE9N+C6X+YHObWvGh2yz1fexGdFZsDdZMf98h3SsyHOBnNhFLqrAzlOHwot1CNAlDhjYDS5GIBJMmJh5oAF1kG3HcmykWNUUKVBAdSawZZaZIehygdNPkseNkslLp0qPWNBpIICitLWbPrrNeye+GcY7dAA1v15ZV7GQD4Dl/tMakctYV8XShBZPYGgAIGjvHPQmvq9lQKZN2X92vaQ7FOQHQ7gnhFdtCeuqAf3zGQOL3i0vjYA3LQThIc1YbglyhkODLA11pxi/I+Bh+ACQxRkmP53TgROTfA+0KVODfGKIgZ5YkjZV2MQmJLglk54KNaciLLP7sm3KZGZfEZHWSQHXjapPXFoS5IPRQ3cvPoHgvqWTwQYBQkJRG5v8PLyi5cEdFbTbUvGDrYP06VjRRqX7Qm1d65uOhe4Lg3oUMiBJ1nPbQXLLHrQh0uOL0bgNw10hmH84rQDf0626B3rbzNDj/9FoFZIAgAC0+b0l0qu8AUtyZoRzTCZrgN7C0ICyoDfD+rUb7gDUBZzfO65qWp+SkMW95xIIf8g96coyW/2tpIT67S+fX8fL+GrG1wNeo6w4jSyTbPONN1ob0U2Zop6D1jiB+ZbvycRtL6ofy3LoZfzBGMEWXwLOaxOoT3G/uBLw8IMO3y+xRq/XceRD0MuYUhryPTunbWDEKdzcHkC3Vgp9YdgP9d0xIDxXoxQNrE0/AJ0BaIbfuoVRnQhcImlr69MatkvmbgbsyBcmTFlEwUpPqjIV+qO6X2vxBC9xrSnZWQLebUk/HQIwbti/SATTNXGsOx7shUlRERk7A+EgEMxiMKnTW+v62zpKfz+b3jwMwrcnZAThLDC+C9Y/GGh3fVhWw3+tlCCIN9/Vif6nIfEKEChZINW/zwb+HA0C6WDPMkvRdee6zDv0bnqYsUFryt3mrDOcA/XJLUuP+o1zI8BrAM18AMa3zn77PkczVBuUbgJKAA2PBS77rW0X6JzV6+vCAAAgAElEQVQQxTwDZGlI1YFtZRKWNCPLWg1l2lGvKugWYtu4VS0GKRXpCACZ7LYK9Nggc+V6WvPkK65Amr//TMuqZw1WAAhc3aIqLKu6NMlCR5/OkrL6+y6lVnENx7Kba/vRuLi3EOheTLbfN/n+kHvSJQjGhetA0kdveRlf7/h6wOv9oZduQht36f0WT5sAqZLgNbYLy40t+IzxMQ/sazPFl/EyfqjxoefX1yCFCd2rumbXnQck8s4PR0gpyCKotyPqLnuJOZ17iBr6A1VLgFpBcVuqsJeiz+eqX2WzFUFgOjbUaQNelMxXnTzqVddmK4Ib6Y1LvZNe1u2pA3qXvCV094Fggk1Aiy9gbeBK3sA18m/ju3YGyi0RaC+vBq7ftbLpiO4DGuxnfO5wxyYsS54YNaNrUNmkhvWnCgzU7o53DeMdADOcvlHoTEupLs3wfW1uTxa+tG2I9QewpQ64efBAvitQB5R1J50NXb6ZkN8tlCIcKQfoDXdJCdbMAf6gqHmiqb4alm921MPO9DG1lKALQVadCDT11JCWhnKTqL31jn+AzXV1pxjvG44/UdpQFT+vHLBaVuhhgWQypky9ojYVANqQAAXSPQXJOrsU4lRcx7qQKb4/8bvMfi4nQXoodAVwhwQU6jH0xBAHafSx1aJoWekYkBXynce0nmZKBICeimVGfSqMulY0Y/KWN3ShNtiybAgc16ouW828nGvtoynL3UHOvFfjeq6V0oGt3tVfezSeCvx5H+j9iHG2bZGymNIaM/8yfiPGVwNey+/+v8h//I8BdekXmKkA3sFMUfZGV/MMw3TmDXvl9Y8aL8D1ZXwpIyZmX8k5aV6q7LG4jxYAdZRjYsSoyBr72VhCT0eWkrtvaxKkstphiaHHaQJguEEhiKujM3SDdPBHH1L3ilWwQUXXErllMN2rUEOqWLcnSvJ15LZrdTBrLLVHAAEZTXNDfMDU0GbpGtb8UCmHMGDeq+tVBXWHlfkc+fliIR3wrvniTKOzzmFxFaENujiwdIuvALKWyMLqAgIuZ4j75w2CrttE7Kds1h8JT4bkwDGsy9Ri+ww4rRMNNEObEtJh/X7amFzraRAHc3qAWyzxpzizSR9YltIZf6vsuh8UsjR+XkPfbq1GW6/qpfw5giLciYBOUyj7hHygdZpNiZKGxPPPvPs/FevbEs4GUhobsUT4O7ACVDPKA2qDeuyrLO6xKiszHXZTdUrr8azVQW345jZ0TSuwNmyqsJkqbOfaKltAsMWqtKnbhBhc2kdZKYCpA2FzeUF7FFsdiZVS27n13WaZft19ruftB45tiAHZ4S8cuL40bH30+GrAKwCKz5v7ypjRbmeez+w3LgcdB84F45desL9226SX8TJ+qPE1nMNn7KuPblllfNB48lCdRg8ioDaPTUeC5ZWiDgSg6USQWp2VjHhSgIygVnQvWPqoUkJA300vq29AlSVsOud1Iz+gzhUIeyW33RKgTQoYP3/r6xr+r5QGGIH2QMASOtLxjiXmNjkYj8MkwHBHdri+cmAJdwjIwOmb1WZruKdOdssKE/BKZ2z5XnbTt5xh6lZZizd5iXuuinigg/VggtRs9ZP1bTMlUB8eXAN85ylpC6UCcnDAZEB+KATTSVFeZYKpAINjYnNVMOS1MZCgeFNea2hDBrJA3y2wkQymngpL+gP8+CUsb6idVSiq8vuhVRiBZT4Z5leKcXYmvBjSzOhYLWRtxTWnUihbsOQaVxjqmMh8L4CeKvTIUr6cFtDH1hnkkCq8GSCH5vvqANesN78hC1AapRMiZEFFkO9mNigazw1ZKvRYOMk7ntYG5mXprCiweQ4GOF3K42djM8al9csxCJ8N2EyJwNusA9fLyNUOYMsW0K7Vz/NL/jM6/bxnXNoEilJ68tKs9Zs1vi7wmhTQxNpbzpR9ua7n7MLY+ro99TAPG48tkP2xu9Ffxsv4AzS6vyuwcRKJF/mwb64l1ZluAciKOglOb9hkpMtqaG8S4A1A/G7oGtUAsc1DCOi1utHLGku/0la9a5obGdqBgG71k3U270QfUgDO8prrX7k+logrGb6jx3+CgQfsUgfaDNig3fIr9iekBflgMKX/a1hoqXf/R4CBJUE+Ehilkzsl7FZpgS7WWdY6KZYb7j+blQy7X5JlLTtB9m75rZ9qOjINK5+oa11utYNpqa7hTYJ05E1U50b2sBKEUrLB0n4sYyoo+4Tk33vdKYbvFu/m50SmjQlSnEGrDgI9PhXVgAwY2NTVRvVzJXSU6Iy8VrKP82t+V/TulTUKV0Dw6ZZdujSEiwB0EyEMHus6KM8VM5r/R9MTADl5c9mQoYfFm85cu+2MqyW3DhPGHsMcuCaBVG6U2uL+xBURGmC6aVAuxQFl66+f6U8jUj0armJYc0JnA1ofgc1y/p54X/zcxq7iCWb1RxyPQHYW1Lu7H3GLnhl+n3oZHze+KvBq0wAJ7WsDAew4rjPGtpmBPlOyiK7I7gPbM9fTkwzuy3gZL+Pzjc7QlOINHGwkERGg1U1OveH0E0Vzv01pwOkbxfG34L6rwm718DY1/t2y+5MuaQMCG8SizG8ACIrTTHukdGQ5Fx4woEvrJvPDwdevsiYcAWS4bE09khZpW4bimk890au03FK3O7+WDhotCebX7mDgqUo0ua/0BnXP0PGuIR8F8yvKEMrIJiotZFPTbGQ8ndkNqy3zub4pwXuwp/lgaCMdGrYxumkOX1s6HJx+khxIe4xuM6RCPWa5SaiTYH5NzWhYUuVjhekaZRpd+cGUytJoyu/SjDYq0kPF8K6wUa2wUx+NulLbCdLRNZdZe6MX/FjVfe5NY8Pbgjpx0hPOBrIY8n3poRbptALRfGouIwhph7mW13pil3qDV50S6ujfz0Ph/kYQgghsDJBtABJsYJgBAOjDDJsG1IGetHpw+VulhlXeHahbfXOLCF2Qhi4/gNFrVk4zweg8U49aSm+QY6l8Y0Pn5ycAgljRFZA2PzjWHjGVfoHyWtmkV56Ni76P51jX9S2/RoR24fe+1fG+jN+M8VWBV7k78CIcd7wojydaevgMVNwD9tJz7szbFbhqP7RmrhueZGtfxst4GZ9l9AmkKExafwBvWSA9FoYTlIT5tfTye2hK2wi0k5e64+3umdoSoB67ygQp93gVgts2oNtdRYMUba8oFaDGkSVyLead49abwwC4/6t4hzmBYBsV5YYbMxzOQW5sX3Tri6zequrl/zoKhnvrDKIUgzw01H2mm5gkWAbSwqjbYG8BssRln1B2BM2hqy370O+uy8brET/a3E1BF7KU+YFeoMODuWsBZRbp6OljAo90FRx/kpjKFcB5EALGA4mANmV3SuD+WGJqWRyXlgzZG7XqPvnxDKBqftwoerXBWW5vYGLM7AqG4RrmsJyCAJIE5da3wVlkyiiUjH4DS/MO2qFgmdn8fEyCNiWUvfb0rM6UVQe5W49itRWAhm+ql/5TnD/+OkQgR0+32kpnVNnEtTl/JK6NxM+TlM60pnTtaCvjGj7K4Y3uzgAGrGCWF+Nj2Vx3OvHjf5GaxQ/8wnWkMaytOuCX8RszvirwWv7O30X+x/+o/2fV9iBnMjYpeXfkE/F0FwlHq22Hv+5M7Iv+9WW8jB94xHVWFqAA8AdvlxHUBiwV+WFhIImOOP5MUfahW/XFJoLRdHIAW9HL6mEfZcqO/Zb5LNa8lv07CJFIzVKW3LP0zvAILZBqBJRzRdslqAE6Vy8pa9fThq9rNF7VffIGMW8sM+pEe5OGay/rKIDSRD8dW5cocCcIiNJisAqkI5lRgs8A9SyF12kF6XWiRCHNBHJ1J2hVMDzw/lZdC5sr95Wl/9D1GsbfO6HcZHqlBrBrZCMz2FiUj+E00EDbMGWHfpYuP6BmOCEfq2taCap0Zmxqt9UKolFdl3y/oO1zX0e5GaClEQQ64Fxe09c1HyrqRIBWJ+myAL1nkhcSjzMjehuGt6XLAapLDgDQIsvICMd3K8269284IvAgsSIIoOtZURoQoQqnsgJJIwttU+7VQnGPWgJNX94MNg7dGo4Rspn+yGFb5cv3QIFowvI+ECuFYDdA7lYiEBOpIHni9824dOdZWdXnQeCHsKvvY2g/eVyywtW9br/k8SIb+OjxVYFXAMAw0CYEoJ+d3xAQliCt8WF4MawZdLguGO/AVgSSB6AsL/rXl/EyfujRG7dCd66uaw/WqkKOBariYQMEhW2TSy8xh23whiWyiMG+InvJfAFspE42QgtM1gjOdDIA2oGgeENRMI10E2jQAyM008N5k4uoorwaCXSNutIoyUf3vC6rlVaPpnW5Y3iqQgwKJn/lk+t8jSXwcFpoSVBuBLtv2YxWdoqyF6Sj9uADS2B3vKJbgYUfbTpZB9KW+bnDbDDflw4kw+9WvbHpVFdXgVKJY7O61pY60nA4qCPdDPKR61xuCQDLkjB9uyC5rVSs3waFVW+UMiP56JOEiFYF0NOvyu3gGk+CzDUGOOQK4q4R8IYsQ/OGv+VNwvSWNlumzsoKWdf8sKy+tcW80a+hmUBVIItvg/jxzYmuAaruINAc4F+w7iKckNUKeajnfwd4zkcEOrCyrAubtEykEzQ8oP7+IXO5nB9pxnvyVthcBYjGY7B6dTxl+r9lbfF+veuZJOFCYvCDj23/y8v4jRpfIXjNjMbLaTVcjjJKMzI4paAt5bHW9coFe+5ZZ+sN4CuyHHoZL+OrHfFwiZStyGHXBKBCjzOgwHA3OHBNmDMgBWguF+jOAotnwCdDqwQtZUcgV27IzsKBY5TbSyYYPr1WDAdDHdhJPty3ToZo9ealhfebNhEwWF6bvdqUUG55O9VTg7qmVath/w8XtEEx/2TAeNeom2zeHHVw2YIBxX1iTQHb0/pPmiHfVzIzlfZR+WRIi3QWsA3oLG0+GubXsjoeUNrLkvzopflRug1WPjJVarlRB39Yy+dA9zeFs43qBvtSWPIe3s0QGwhihc1tAAFxmlsPfyiTA/oCSMvenAY20OVNkxUAcacBYJUOUNbABC4p1R0KBC2vIGp5k7uX7fDQ/FhywtIGRblJgIRbg2B5E9Q8kO9rby6zKXtSmQNpB+/SCtqUVgAP69pcWeg2IOE2sFT3ik2Mcw1bKlU+v5aFz6pgT+Ofg1XMLiNoZEdFZA3ncQsrm92zNWF13dlMpjpoDcaWL/Rn3PPJfenq88+aPSkXeK/WdfO+z8q6XntWX3zWl9ZQ9jI+fXx14LXPQHMG2sKfYYExjZDTDEuJHZpYT1x2ZeqjkkV41QG1N3P0dI4XAPsyXsYPO4KJ8f9ardQJxqQUgBwV6ViRIm7VZQPLG9pI6cIGKF2I1+jZSuCq3qhtzbWvM6/7dCJ7Nr9ytnCh/VRa0LPpe/KVg5i2S+i2WYP/HvIFT3OKTPs6rrrTYCmHu4KWFS2z0SkiSwPAahEsN+gd/uEJC7hhfVZUS/w7rHfXh8tCGwAxAtflhqxnng2n17T7AoI1JUjWakgz0DItw6wS5EYClQ1knof74slb9FA1AWRxNrC1rs2F0WYq4malGJZX2pvH2uATib1ifOulfDMMd6v7AL9fcVN/Jbgd1RvoGDihjYy0ZXC/xJuqXOta9rRPY1WOUo8A5eLyjGioGw4NdRDUScnODqnbsgVAB8AqgFDmQN9hdSmD0Gu2a1X9+bLR5na2tDaC0XnmeS4C7CY+ZyJwIJqPRVYLrJTW9KxSumxA4j3dZSfkBATKW53qIwDnz7jHLj1XxuXfL1KxngSHlxGvP9IQle6f+8WOF9nAR4+vDrxiSMDNnrPX3QS7mSD39+vMdRwgtgPAGWf3kpRz4HqWeayhjdWug+3esC/jZbyMH25cBiv0bui2gtdSoYeCPCrSKUFngWag7SvaHlgeBqTfJ1DVYj1QAEaGVoSglXGm8GhWQdk7MKlkb6nddAbTm430VF37GpGjBCK60PaqZe0sbr6vgAJll4AkqFmQjmQHmf7ku5bRWc6IomVZvmE4MCGs5VVa0EaFvDNIrR0wQYAlEYAutxl1JCAtu2imApZXgllCKhHHm6+FI0KdeAzqCGTXCotvlyytM84mbkelBG1tT8lW0+zWVg56PX0qbL+GO0B3SpcEdzsQT8Hi/ri21ICawPUcBVLVPXTFG8N8++P02NGHtOz9s5uzq96c1pJgesttKHvlJEbQXQjKnixw8ZhgGQUFtO0iK00gqDPTuywp9GFB2w/QYwVQSZA0QO4fWCkYPCVOR9iYgKyw0aAPDjy7hZdAhoESuGEg05szj8ehsaq4FILW0LoC/IxlWWNfg80FVoAcoQJhr+WvScIKcrv/qZxXI88auM4B6dobcj1W/arbwMcA108hip57n7PILcD/y/iNGV8deLWskOSsjN80ZRg4I/ULV4ahX6g2zwSuCddP8o3uzjpbW/prAF4Y2JfxMn7g0dO2muv+qpdahfSnHmdkBW7/niIfEg6/pVh+MaB8U7G8MuQHIRDZS2fjgs2wRNDUBvdCFTYyiTGONUrkbPART2JS5ENlQ1Zn2BwYZkW5yavDgSc6UZMr3QBeZ3a1k6FU939dS/ppbl23WW4U4redOjFYgI1cBLB1lyG10fc0SsOVwFaroeyod5VG4K4L91uAniAFrJpbgKC5ZbjdFZCPgvGtIZ9WFhkqsNe5v1fdcSCeHFI9jhVAuXHZRAXL2h7E0HWoRl/a4c5dBwZB3VFn3Pw7AQBpURan7IIesgF6E8o+oe7Um/D4ntM3ZJsZiODNaR4GkTcNaDX5RMLQgyrqSOa1ZUNaGvTo7CrYrKVzhb490tO1N1otfMa0RhC6LEB11jMrmVdnzruXcKRijSOw3wEqaLsRtsuQuQBNYLuBgFiV65wdqObMZ97Wpq2xectKWUHsNi3LG7hQilvRgctfhA1cXIhn12T0g5wBUomq5TlYvcrAbienz4HZ7euf41kb6xP94i0wBf2QvoyPGF8deG1/83cg//SfZHRdM8ixcHa6nYUaM51p0FzPL7wLBwKrOL/gvpBSx8t4GX+gRnRRAysgMNuwrw16f8IkAmkjltuRNlAG2GBMknJ9K7yEPty5HMBc++ixsFrJssaDniVxdNAbGlSYQU4VNiSmP7kMwATOwjogHJRz6RPLx5a8093L/xL6WAPQrAPnYIjJmK6MYd2jA1kGFEjvHA/z/LbxILWb5Ayts5vZm9XgIFbdlcGDDYKZ5eeu+11ugHwQFAEARX5obuu1aawSQGfQ6WBUJmRNBJuUIrgNWBFv8FKPOoXH4RJYplND9WqYKbDcKNnfE1D2wHC3Ps3byHt9AN2wMTu9VmdR3dO3rvvLAARngIv17ymUYS07e32r1B4fycybCuouI50c7DRaXMWQ2UmSUmHjACSmhUl2T9essDF3Zjo9LB772ghAp8TzeynA5I4CW/sswP/mzOmy8FrwyFY0X483LZu1VSrgDVm0jdS1Ycu9XzuAfQ7HbZ6RT0kBzquWcpZU+ex6f4zxQjr9xo6vDrwCQLudSMrcHSA6UTf07p4Xus8sux4oZ85et6A1rWL0nnt87SR/YVxfxsv44ce2QaTWdTKq3qQyTcDhCMkZmhKGpBjfZaSTQqqg3VSUg6AOguEA7+7nqqWBneWLdQN+WRrS/8/e24Xatm3pQV9rvY8x5lxr731P3VQqVUmZFzEP/iBiSOIVRBCJ+O+D6IM/D4Io/kTBn9SbIMECpSj0IRAiVEkQyZsi+hAD8eWWSvzBoBIsiMZKqupW3Vv3nL3XmnOM0XtvPnyt9THm2mvvs/e555y79zqzwWavNdecY/738fWvfe37PJq0TOJ+qNaTucIdIM0V7TjQ/koFNVMfGyxJaCjTuVBz6tpMPiegTdpTqsJPtDqopb7TnBEmsAQAFU5YLd/i7/WeTKnOCflUe4Rq2HLp3DzKFRsAr3QRqBNBqi5xn34fDuL3gI9JXdZfMw56UVrRhojlBcbC5xmyh3pUf05dtYw6CEwUaa5I54rJX9d6UI9cVdeYVqyJzHRaDPlkKDdM7trbhOVXxSN9U2damVBF4BqAVVdPDPMNg7qGd322i2sdgDVt7gTi1mpAaJ0bNwbNmAxWt8AMeHcA6hrVrOwESoOZdPBp/r+ujQzteaHWVdP2wUzadbGdLa2Vnq+xaWt1A6Wt0WEgBrFUYMHKJgUaNnax0TlCwsnAjBK6cOTp37nPqf35b3f+fFh75nV34eXPbwKvXyWofctjvtbHXx8leC3PRwxm/KLXBjuOW9KWf6HNFxlxEX3404m2zrg+Ov3YgwyumtdrXevrKk4xu4XV6qlBKVH/tyw7JmqAlOpMGdginzyNCgI0YDhz+CqYwACcwXzqahBrWCZOvUd1P1eDD/kQRFjmcFIY83crpYXX16VRF6sAkDnVDvRjR8Tt8KqiDgnF2+P5hO5nGlrU7kVbyJ6WA9lU2a1FBHL0n1V3NCgqHQBbCsspbExj2jHKXmnha5NP5glfZH61WLe4ihCDFIDWI1TDtkuKIVtDOaiHOLDFT09UAm1dGx+zcF0NPWw5JKi37SltoKQgWO2IBG6D0qZsaQC0R/5KNaSFx80nkHlf6WVL5poAlvZgDuTLZjkWARGBJ6mF9g1HaW6BBcbQAtSxPrBdMteaSnWt6TQQ0K5M0ZLFvVTVP8sRROA/25g72BUUZ2gTLoavAILXALn7OFcPOujX72mTLifowQeug32oR30wfNW/C+6DHtd5k8XkG8+Rn0P8vDYo9lWBWFFYWb+aY3+ZdYUa710fJXiVZqg3A/SV22WVBrudIPMM5ERNLACr9GREzpxgBgCkze7jc6YoX7v8Wte61ldX1tzyp3YGVlJy5wF+12VZIXOGLg3jpwnH31Dc5wHwifm0ErCMrxrOP8Hv8fiyIZ/oUcq2MC9PZ/p8prkhnQps4ABWAMX1xYSWBWltBHWrIXlYQRvIImppDlxc0/lq9RQpQT36kJenV1UHeGkh+FtvfChJCS4DxJYbnssidasNwPKCQDut1qfh0z3BFbWoAGDdYzUthrWxdQ5lyz7sqbqcYWZalKkg39Uubajj5m+rSyNT6pKEGJwyddmEe+FqdoDnw3EWEgyjTIBT/wSt7Zh8MItt7HwP6oTN35NBkV8VpHPhRsFoRabVgIVyBaaXKepEratlMq9QZ5gd/1UlSF+eC9JKoK4O1BlOwMuO31sZIOCBBO2YoQCHspKgHSeC0rnyOTkbKsHERkJWa0h3rkFtDnjzEbKsmz2Ws65tGuhgASCd/Pw0eICBmYcPVIJZgJfNC6UCa9nkAQB6GEF1Ktka5QG7eNc+9/EOrgLvStzsJQOfC2QfAchfGUF07Zo++foowav+9/8L2t/zd3AxiQsbfMBjZ4vhps4CwGrbPPVCRhDpG9e61rV+7HURGVsJEmxkJ5zpdzGoVDG8Kpg+o2XR8iKhjYY2Asszwc1vUyYwfuYJWgIfmgqmh+CNgztkC21QTr1XB1uFHZpk1mNFoWQadQ3bAIPOhX6eg/bHFyyjzpzSF9meY7gYrM8UxQeO4jEC7lX7ik4BHJpy4NkflzOimeBLi9tswQenjIC0DYLxzqAldJSh442oXII6Akh/bXwpzPfmDKu7DDggpZzAdvGwyteycoir3HhSVrfO4uuupaEeEtLcoGvtsgG+DxySak34vjur3UYFLPWACL7vbIWHpCBY5DY6q7oCkW7GoAiBLuj+tqaG9VaQ7wnym7/w+WwuQ4jXyh0WMjt3NoA/lwa9n9mmXwtTsEqDjQSjelo7aI3BLmuyJWWBYDYCMOJ9aaMz+2NmwlZrBLHRbej/FwLXurGwFgAa6J1Gq7shqT1r2s+LO+HrHlA+lAns//aA2HkIPF8DoXb5GN7ErMquK3pxP9+kMlx0RK71bvVRgleAO3HLGUBhPJ8ZZB7JSrx8RaDaBeQJDMt2vWtqgAlaWJBExQCB62avda1rfb1lzYCyQozfb2kGqysBU6ZVkJghAziqYLjPmD5VzC/Iwk2fGQeNimG4Y/To/CLBfiLRWSDYx7n1dnSdeNKXtfVJdADIy8Lp/sZhnxhssiRIp4I2MLDAlNPq8On6HjsbTOINWUMpRlnDq4I0K9Znqetzw+JJKwHV8JJDaJucQLrWNd8V5HtGs+rSkE4V6/PcAwvyedOMDsUZV6Pedr3lBp5xtMDw0pikFSlVs/u2VjKgaWnAK9er+vOJk22+J+uc71aUZ4NH0PJ5UkdcO7hXt/eqR75eaXUwbpQqhOvC+pxSAlRBu80E+w7cyzH1jQE/LGSw05nvC+Ug6P68axaXBvDYLWOLgPXhrOGVeRQvAaG4O4Jl8ffL7cLKSpna3X3XY8uQYWYoz0d+XlQ50CUGrK3LAlAKpFQSKR5iAOMgmLn1mo0JKIANmSztvLq2ddsUISVaRO6DCES6PIDntp0nbM4EursJrc3f/BHW87FO5FsYzM9lXd9y+0dv92UCV79vHfLVJuuJ1kcLXuuk1CNF20QVNo1cJFwz1Nso8XPpUxFA00e/dPsYu2/kLvBa1/px1I7ZCf2rxnBKzsA4uKMIde2SEvJnZ6RTQn6ZMf0goR4TgYjrI+uU0Eb0ONly9Al6BVqOdi16VCkGARaCNl3o4annyt/nykGlxaf9RyYtmac4RcIf06laBz+mQhB90M6uwtvxwytgvU19+MizUpxJBXDeWvGMWnVtpQpQjR6kGnIDsqwtu4dp6HEd+DEowJDPZCRD2yqNg2WRIqV10/02YVAB3Q7IJOva3D3ApQHKqFYTB7YAraWKyyGcaQy5Rhs21wckAVZDvUlMuFpB+YHwMaVzJHQ9AK0ee1sPyudRgxWGSxR4tXwylKO4jy+ZYC1t0yyvlGFc2HnVbfJfCnWrEVLBG6knOio7eGl094Od3jQ+0kPqXrDBnEJ3A3ceiBAylDwXIAkZ3bt7HsRZXgBkTlPawgt2RXmNACONkq8AACAASURBVEu5ZDlVOnb9XELmC5zz3ghc96wr8G661i/7nPsGre61nkZ9tOC1HBRtGpDKDFkK2s0IybrZ7MwzFwpVWJ377fZfYBovP4jO2395rgD2Wtf6equf7AS2LJBponNIgIbaulG7zjMwDEhDhg3JU6+oO7SUIKUxTrQNWG+0s6ayts6MRrsu36/OuPF29chBmny3XAxLlWeDs7XpUobggCQtDTpXWJUuL6hTYqwqCGx1JvhoY/Z2NqUGWcgMJjiAc1Ar7nUq1ZDvS7evYgoUwawpgesG7ATjS0M5CMMZnH1N59YtvtK5ecu/IjUwHtXvj8EBBgM1v/qqdpCeToXDaM0Yi3tkKIM5EIM44+kJV/Q5bbCcXGfKQIN83yBmGF7x9RAT5PsAwM2ZZMoWArjWYbMo423oGDDctc3FwaxrdyPdi1pjONh3QK/obhCWFLqW/jj1vJJFrQ2SdAOwfnwk6VrsdKrcQIDPGa6B5nuhkOoMas7Ozgs/q4npXNaUEgwQ0Or5TKlAxMXOyyZ5Cy1saxsZE8NZLofrjjr1Ejy+F+v6EHzur7fzff1RYle/cmD5sQxrAbgObL1/fbTgdX0mbtmSIfPKlBd1DWy69LijlUjrTKykBEP1BNgHmhuvzYB5B2CvYPZa1/paqrsPALgQjcZUdWtsoVaftk4CmTe9oQ0NWATtkKFLBm5485bdbzQmyIWSAJ03hNTG1CfAy+3ollS1A8NIkQqj+wCu6gyjdTsn7dPdurYeMlBv6YyyPh+6b2nL0k9gYcEVWtLhVeltfYIcDhaVWzLNEfVqib6t2VviyzN1V4bWJQHi4CfAoVQO9qi3udtAX1ZdyV6b62G7TtPIVEr1aXwBdNzAjKl0iYUurYNYLXwudlRoaFUnxv6aCtKZDGUbt7VYFwJ+qYLW3E9WpAdGlGcE+PnU+hBaHXn9iKnde/cC7k87qMsrds4S/n6iwS2x6DgQYQtIAhTZrBdFmIwl4sN6nqRlxpY/4MPD1LzakCFrAdbCz/Qi7kpQt880cBFJi9Yu5ze6k0DbbhOAetcxFH3LUNa71Due5x6Nln1X14A3aWqvda13rI8WvH7yS7+C8vf/QbSlIS2FSThmBLBhm+XtFskZkeADEVjbLRB48CWMvOZaty/XQ+H59Yt2rWt9tWXUpVutlAkIW8wdQJ3n/h0XEcjq/piagKSUDwE+MR5T+ACUkaLDfdv8YI0MItOiEv1Zi122qkGQo5VpVTtbT5RbShCas3i1arepUveBtawEfMXQDoo6ZTRvyWs1pFNj4tSodKTyNLCIjw0wHaCFt6XPqs4NbaL3akobuBOjZMIS3QTEgZhGStN+GYsY1oWuA5YFTagJBgDL6jIFQb0dyMCaod5k16wC+Z5/Xz7J1BX76zi8WnssbJcflM1mjKEPbmtoHJ6z5s+3a4gdkN7w97C9kkZGNS2GdF+hC7XE9RCvl9uExeu5kr2mhlZR3Hs231FLreeFrP1SuDGBJ2Wd183C6jBtrHJ29vdEYEobK1pSSRv6ayw7eywy5gzdAABZGge/svJ+WkOE7jA9yyUHkQDp5zF2FWt3n4CExvWBpjRY1wes6VvroUPAI76tb9W5Pna8x46z/9uXXJQKfiTn6ivz+t71FZmrfT1lAk75AjwBjZntq7y1DwF4tnPa9LG7ksiExue0QDxq7lrXutbXUPFdq40n7thw7jPc3VnE7u+BV/cED2HsLtLXgPxqxfCy7HxQgeWZ2z+5djMYR1MAzqSi2QYSD4r1eSa43K0TAVB19shT13L26NgkaEPy+FgC4joq07DapX0VQACoa6MOV4H1WUY9ZsaX+mBTnVJnIEPnqYWvh1QOYtWJvrLRhg8brnQu1AQ7ExxgCkYNbRsUaEB12YCU5p6nZFplpaa4DYp6M1y8FsHkMsDAemiCJUWbEl87AWUWnnwla3MwGoxtODXwsbTscg+XfKTFuoZ1/KxifNlodXaulHHsktRgQFq5QQl2HHDdq2zvX+iWQxYBBWQtBJKl0gFgb1eVE90AlhVSK/R+gZ4XylmiWutAkqyo/0v+2fTjylK7DEDWyr9H1HmtPIbbcpmfz8S7irZzMej34XGu/PsOuPYP7CMygDfEpm9fRXn/c9/7MKtfERl0Hbr+cktEkoj8ryLyX/vv3xaRPyci/7f//xO76/6ciPyqiPxlEfmju8v/ThH5S/63/1hE3gK63l4fLfMKANX9AnUeyLiWhnYzQs9li5csddPLFWwgtlbYbncp+ojm57G6sq7XutZXX9Yo2alu8p4z5Hjowyry4rn/zWDLCkOFYHCt4AIcJrTDyISk0jB+ulBv6Z6ldeI/AB1E6kIQBBEGDRiQTsE8ujY1bdPfNRHIpqUhza6j3DGuuhLkRTwsTg16rtAh0T5J4JpVUO7Qtscj1dAmxXoU1CF1ppJaVAddCgeIBKYMRRBMP2x9eGq4q5QIrLSpMhHkpdIlIXFwqw2ecnUqjHSVhjR7EEIjKI3NghhfJ4Y9hLTA37JEdnn8dEXLinqT6FYgQB20M80RoWuJDG/oYtNc0bIil02/qmtDudkNbIVWufn7tmOmRXwTsQJStetQtRjEGVdz/aquIXhujNL1sAi6AzTYYXCQ6YAxWvaR3BhDVL5JsiFBcADOc9e7RpiAOfCVedkGEGODZcYUrtAJrz5wVWbYugXu7P1cYbaxroAPZVWf+ON351Fd60Md6zuc497qJLA/xiNpXD/2+ZHrufrLrj8G4P8C8MJ//+MA/ryZ/byI/HH//d8Vkb8ZwD8N4G8B8HsB/Hci8gfMrAL4kwD+RQD/A4D/BsA/AOC//SIP5qOmEucXvsPsYndFc+uRvsNVJZBNafs9gguGvLVTHlZ8ya9fgGtd68dX8f2rlSf+YeC/XRelT1qHFjAl1OdH2CHDxkzGsDTAyEiWI2Nhl+eC+RPXkio68xZtc/Okp3rU3mauQ7SzOXjUMlnKenTvUqAnQIU5P3WXwsczxJpFMFYnAmCprYPTNhC05VcF2cMCKAHQHtUa9xN62e0fustAOhOs0s3AoHcz9LygDakzzVBsABXoTGsweX2SvgEmgnI79IjWfht3Pkh3K4e5TgX5bkG6r0j3hc4Kd4URvAa29Y+M0q2Deos9NL4F6b7s4lz5upaJgQ+mQJ5b30DEY+Fz1w7m07khnfzfmWC4Tf7CKcg6u4dvsL7U6/rwWUpbfKuDYBPqVAkw2QUwVUYID2ljWgFnTptbNjr4fei3ChDsnjigJYt/xqPTUFvvHnaWdd893JNW8R0A3g5Ko4P4LpP/O0/XR8+DjwHSL0r6fMO7mpEA+OP4906PT+RnAfxDAP707uJ/DMAv+8+/DOAf313+X5jZbGZ/BcCvAvhDIvIzAF6Y2a+YmQH4z3a3ee/6qJnXsIkpzwbklyvamCjyX10HdJg25lXFhfIrU3xScgDLNJ/wdv3c1I+r5vVa1/p6KthX+El90W2AKzakO9sgW1e2VIcMKFAPGXmtzKAXQT5XlEVhx7CJEtz+ZkW+K9RGjoryLHdABKCztMGstlGg1VOzKsHwPoe1jvQwpXcrmUe9r94qZ5vebsl2BtgSA1KSDpLqKMCLTLbwVMmCqhCf+9ASk6EIyG2QHs86vnKDfcHW0m9Gy6rJPcOUzHI++eMCWdRgRINh9XE5gr4pkUEdlUNmzkKHjjadC2yUHqIApVMDw2MAILG174xyHaSfPM3TyhjKQM2ruFODrmSBAQeveWNc4zkzxUwxvKo9uSvYYvV4WYJTAImPFSJ0OdgPocWyLwJplbZpo58iXeOKCKgINrU14FzoTFAq/0UVlxsMiYBVhbcfhk3Xqj4EtpO4XcxqlOIhO7V/xrcPvG32WfBNXAJsWV6XDHzBc9Zbz4UPGdYf5dz4JZ9Tt7Sxa71D/aSI/MXd73/KzP7Ug+v8IoB/B8Dz3WW/x8x+HQDM7NdF5Kf88t8HMqtRv+aXrf7zw8u/UH3U4PWTX/4VvPqn/gjbTr09p1u6SVbaZd2fCGTPAkzj1np0AGsA0Mrnmy1f61rX+tqLFkzVN50KCUkQQOBhZAploBUR2jYpHq1fUUCXhMMPVmh19tAaxt9ZoOcV7TCQ9fRAgHJkK75l7BhNDgnVKeJY3WHAQW0MgJnrLpNfpx6y60uBcCgA0Nvt+b51lrOOAq2AuOF+9fhQTu57y9jIhjVngdmCB6ofN1X3Z018jdJMbF1fTJ1tVI+ZTeeyOTQkZ1iHYIL5vBCsb96idYc7RtPKYhAjKA+2FCCzqWe3BDvwNKMr3QuKyzUYRuADcIMnXQ0u/3JvV6mGCHvAgdKvfF+7fKIcQxpAN4JIQoOBrCio7VX4ZuK8bXY6g+xSBMA3GFFZGSvulliGCnHXCZQKGygxkLyXFQzUXe9YWJl9mKt3BxqgvpHImURLDIOt6867XHoHsR8/Qgn6wf26zYCEjY19V0b0TfV1Dyc/HOj6ppFE78iAfkX122b2B9/0RxH5hwF8z8z+ZxH5e9/heI/pWO0tl3+h+qjBKwDM31KMrxrKTcbh1z7F+pPP+IfWILMvCjnTvuQwAeeZO9r9F2MHWN8pb/mxyclrXetaX1nFVLVM/t0MBkoYK4rk2kAAmGcogGGtTHdy6yI9rbCsyC8Hgo7iwK0wxSklwfosYXkuOP+EA8KJ4C/NZFq1wj0/aYIf+kuDayvrlmhVJkGZsjOxqU/5SzVIlj5kBWObvyaDrs68enBAOSo9TFdnaGfbAGWmTRQqvOXN63evU5cUWJYtRQrb4BaBtrrmlvZbIls0KiNaN+1piza6AOXGAyGW5jGyDrAqJ/ZDvmF503bWm4xyTBwmu3OLLzAMQRdDywptle4RzdCUA1s2+GNeOeSl1ZBeFeiagFvtvq9daxzWV2KbF64YhrtCj10HeG1Q1zjvWPGstF7MuoH6MftAlX/uRHleUWyuAEnIbK+ls/AIfXTcZl4IXteysa/hJqA7Sdu6UCvrUbDRTbDTeXMXAPr5xxa3f3TGljZz+mbt6zt/6d7z/PajnA/3koYf9VjAlXX9cuvvBvCPisg/COAA4IWI/BkAvykiP+Os688A+J5f/9cA/A272/8sgL/ul//sI5d/ofrowatUcLEdFO04QZeK+uyA9PLEK5QKO45bZvTxANQKKeDiMGSf6vQFoBlE26W/K8CFwNszb00Uuda1rvWlF43X2RJFrcCQycCmBNhKYJszwcJ5BuYF8hlbr5hGApObCXJeIfezG7obAcY49vspB2ddBUznGoH1OTpvkE9cc2DA8IoAd7gDpLh1kwHTpz7tLmRsQ1ObE3rLXRdDKoB5r7rcJLREiYIlATxYYHhFpo+e1nQ/kAYkT/FKS6PXKYBVFDYwIlY9EVMa2+qSnC12eYQu4DCbGVveDRCtsJS6RpP6V4OeVrTjgKEZ0qJ0Dciy04xq18jGgBwAxtqOGeXZQLmAyyR03SQN5aBoGZjWysdpivXIJDOdmW5m4o4DSdAmccBNBlcMmH5QmCTm2t0Igej2U7v/ZSkdWKNm2OAbEIvHbx4U4EBwzD4MJq6fHrq2WuYCGzLskKGvZgLQgXGwdMJoTG0zA9AIYpMzrJGgBQA3xw7w6ZjhWtnVNmeB0NnaJXDt349au+6hR5y/LZTgkWP82OvL6nBez8VfapnZzwH4OQBw5vXfMrN/RkT+QwD/PICf9///S7/JfwXgPxeRXwAHtv4mAP+TmVUReSkifwTA/wjgnwPwn3zRx/XRg9dv/6ffxfyP/CGadR8z0t2CejNAz4lG0244HUEF3W6nkbHoi67bgXTgGpl6uy+CPWRoK7brPLjuta51rS+p9i3MUmDmasyQD6iP6w8DcJ5htrEuUmgzhHGA3MMHYurGiA0DMDwAXQqUI0FrvWlohwYZGqwI6n3C8FIhFVhekJVdj57iVKNlq4wjFfgkvD+WqgRZBqh7vkZcqSUBMtldiA8vneo2ne/HCRsqaVyPdGlkWBswuKtBeNS2LP1xcLDeUA+JcgQfLssv5846tpSp4TTpYQFSGrW4QkJRiiGhAQt/DkssH9wHVMlUrnzdpTXqYRNjUSm3aF06Ea4B5WZLLFN//FBqX+2YNi0tyFwbAGnUF+tq0LV2iUFcBwD0XJwVrtDT6qlTBpQZejvBbOTjrNZ1p6JKn1cRIO8GA0OXGsA0JwLa0rYErPNyqXs9O6hdQmeysbFWK8HpunIDFV7FcXyVLYAg6m3x5f089TkA8InL4D4qf1cA4aDxEdbPA/izIvIvAPirAP5JADCz/0NE/iyA/xNAAfCv2LYo/8sAfgnAEXQZ+EJOA8ATAK8Ad++6GMoxQUrmLv92gt7NMHCBwVKoiVs3zz5K0JxxjV2tp27B5FH29cJD723Tlm+aznzb367A91rXuqyLeEtuKgWA3NzgYmBFlcB0HCgHANkoc3N38Z9ld9I285bseYZ4JOhwf8DyAqhHwNRgzwsOz2ckbRhyxWef3mD5liD/5gg0DhC1bzl4XR34TgJtZDpbAujDyvtMzojme0CdRZNmyPfbMJMtlAfoakjn1RnHLfUr/GLV2cy4LJl1UNkGhew1sZkMqTR09hYCtMMAcVYSSbaWN0B/1gMgzS0J3RvWcqIOeEw+2MXuV/K0LtpGobOEuja+jWbQIqgtAcZghXJwYKwAcBn9mj1SN53blpblxbjX4senNy5dZ6wHA0RcsMwr3yuPBsbqTP2nhayseqhFUsYMJwetboFlIhDfNCD776XSTisrMNfNGWBdNzcBDzOACDAOALxTUCs7A6JdP4t65nW7q4BABreGy9pt4ZAUnEbcCJXXolrfZ7L/QzrvfEmA+qOJhP0Iy8z+AoC/4D9/H8Df94br/QkAf+KRy/8igL/1y3gsTwK8Nn8WbaRVFvVZwpODbjtmptwoME08m4TwPXGxtfDY23m/2udJZ3Z2Ihetmbd9Ed8kTv+QFpJrXesDrnAMkdHbuAFgY2DFtbDmukebKTfo31C/ngEbgFXF8Kpg/Exw8+uK5VuC0yHjXAX5dsV8HjEcCsqcUI+G/FJ8WMuTlpps0/XF5QHF2+cZ4LQ+2UIbFLYSrJJlLWzx+wBTOld6kjpoTPcr2pQ7iJXiA1aZT6INrqEFgMxo1TQTuNYpcWDLh61i8IuMj/XXQhwMSjWICLRfXhlzunjrugGKBO703WZqSvRpHdjS19ZgKTNqN3HaXxcC9Hy3km213N0L6khg3zwwIJ8IRnWtnuyVumOM1i2ZCyI74ApPCePrEKw1B8CGbYiv2dbCn1dqVcPaKgnk3GBHDlRJaQSPwfDX4rZXDcCw2bDlBJzW7bMYtm6ha1XXC0fwQGhcg4mFvxfxbxi2y8LWK4Ct2aPniUjVer8v0vV88yHUu1pWXWurJwFeT79LyWiYoX17wOG35p5lbTl3DZdNAyUEQG87ivnOVYS+r7UCSEBdXED+QGP0JoPnXdDBm7RGDxcWaw9A7HUhuda1Hq++sUtbZOwIWBHI8bhNeQM+TJOAVpknXyusLj1Wk8NMbpV3OPRpcmkN+dMFz5aGfBpRfiA4fF+x3ijOPzlg+akVdgMylseKAkAXQbqn9jKdqDXVumlbbaQeViqBq1TDcM9ukQldBNJMmyqsnIpHVgd8gjZkRpq+9DjVM+Nbm1tXAW6f1QzrMwYr5PvK+FtnUiP1S9bmYQDUye4BrJTWbbIsgTGpNXUNrCUFxgxZCqRWSgwM3THBBCg3gx8DUPdNJWvsz3Vt0Ll0vavOFVIT1mcBYG0HuAWAOuMaT9S2gSwHk+luJTlR6TSjpfkAVYLOBeLBDFJKjwzmnRM42nHi70PagGS8NqpbR85ZfsuJx4nI4pz60FuPJa+NMoAAm+FLvCwcHpa2yQH27gIRwhEsrjtncHCrXgYT7Aay2CX8AujnQyJLviwZw4f0nK71ldaTAK9aOWihhQzE9DsKPZULsNorU8/UJ0FzpsVWtCCjPu9L8Jb0kM+NmX1ManD9wl3rWm+une6cevMKVN3incNDs/kQpgqARNQoQoeRnUNBT+w6TJfg6My+/vhSkWZO+pcbhRZFmgecf1phQ0N6lfvgVloAnf3/GDZ3qUBsoqUx0pRte7g7gOL4W7UPPUltjAwtinI7QFePW3VG1TxAASIdwEnlFH8ddLteki2sRdADAKQZmrO2yYMBLAtkjefPlwwA2s3YX5eIbUUTYEiQ0nqUbDgo9DCEym5XaGZbEjo5FD4XAD2Wtk1MDsv3Deut8rVT6SEPlgTp1C5Yqa5qcFDZjhk6F2pbm8JUYSl1DbOcXKeRvPXevPWuobltlDmUBoA/kwkVamGdaWbYBEFwxLVGjGtPvyrb5gjD0Ae37OZIwBtsKrAB1Pj8OlDtFluRHhdyAYDMa3xWk3Asw0Kn+zqAjfNQ/858UdeBr6O+JIusi1mUaz3pehLg9Sf/5HfxvX/1O3j+1xogwOl3j7j5DYMdM/KnZx8iELQpc+rWJ0UjnxrjwC9Ma+444P9XQBI2vd2bvlTm8gLR14Dra4vGTh7wwS8o17rWh1b+XRSNwZuyDbpUDyRpxkGZyKB3rbtOIxmx04kMWDBi3jq37BpJM6T7gnQP1JsMXQz5ZFi/rzh/P8E00f91ICgd7qhRlSDFmrOv0eWpfl1Dv046Nw5vwY34X5759FQB14GKWR9iqjcZlhT5fu2JXDF1z7hWAD7FHwEF+eWCdswYXq4OvLY2fzq5ZKo02CF3L1ZThbRG8OsuB2gExAkAqoO5QpbYVKDhfeqPtR0S42gvhqzIjkIBmSvq8xHh3yqmKDdw31pzsCq0IktCclidzTagTonSg/hIJEXzMAGJuFUzWM7o0ek1gB8Ji35ZbY9cB3QXCF/dpfBYwCaziE3P6czPXc6bV2t22UCi9ZPMC687uHPBfjArJ34O58W1uP4YAuin1JnX/lo6WLbaXpu9eE3/uvt5D2Y/SLLkS2BfP1qLrCsMeO96EuAV2OxsTABt2C26CbJWtOPQF4x2M0LVwwwioxogyF1Xb89sO1q4vuutABbYQC4eXzy+kCbpWte61uMVGtbFgUxK1LMX35iG9jDARriMHI+bxABw4MXJeCuAoEAS2VBd6GXaZoXUhDTT7qkNsmNYaY2VT9YBaZyMAgClBVhvFUi0yaInrA9cTYCUgQb4AL1S5+q+rM58Ag5YZWMwwxkgc3AKBRAxlwYwREBPBfV2IJF4kzF8NiPdLRuDFy9B5e02mysywemO5vr1mHqkbaqC5k4AcD0rjHG0fMCUPVirdBNYKrWh0X4XYRJiB8eGdDaUo2zyrxg2U2djm3UNMWN328Vj744B8DU/dKTRno/fQxt7GLZhrbY7VmESVpPcj2OeTCZz226vCgkHgdhEZU/HmiagLP26ALZgHNXN8UDVZQTuKuBsb2darW0DhjGX0dqmfcXjjOvlG3t5zurXfYrdvqf4nK71xnoy4PX3/Qffxemf+MOACOYXQD4nDJ+taIeE1Bp0Kai3I9tYzWCqSK1xF1wbPSOF7SDzKD/R3NkEIe0AIL195/rQhmT3c2hi99UXn/1trl/Aa13rrcWTcOXJPeyznt0SBBwm2JQ3MHMcvSXuDNRaYUqtox3yZlAfk+XNWU1z8NnY8s4nYPzhcmHbZIOiThwShaAbztdRsT6nJCmd2J6ffsg41jZ6eMDk8aajwNJE1nAXi0rARiBap0QQPSoUW2qXNEM9OmsqoH62GhOoIm72kFAPTA8TG5FfLmyvD9uQU0zi69LIqq68L/MzBK2sQG3poC5b4G3jcZbbEelckM4F9Tj4EFVDOi+QtW7MZlLIwCjvOiWXXjRoEU+7MpSjYr0BpFEOJjWYa0oW6s1AxheA1Ao0esoGaK0j3SMYOuDDueHnm5zYGFK39bJMpwFZK5nWwbW+4v6wa3VZBIDCIAWCTt2GBQOQnk6bHCBtzgDhcoPwIw5/3EQZyz7qGED3LRahTrYHQcQ5KuJfuwd53X03/BhOvgQjeQF2P0Sw96E9nmt9sPVkwCsAzC8UdWLMYEvBegjqzYB0t5BdcO+8esyQMiKtlS3Gqnw1atq0USqPalu5ALzdIYCm6m7J9Yh04HN3y369a13rWg9qb1kXJ2WAAzEAcJgIXBdaIlEK0ICyMX/I6m13RTty6CYiRwP88Q6oGYUI0sulM5O0XwJ9Po9kNnldTr63rM6sCuyW4HZ4xeEhpISqBGymgjoI6pCQFusLcsxSiUeqpvvioQKZgC9KCG5bVrbYs0Bm6kRlbWgHOg2Eg0AdFOqSAFNBPTCGlSEPCmiFFE+l8udN3Sx4nWbcCPiQly4FbcywkWlVlhV6XpEaPF2LmwWmSuXOOspSILNhqIb6bEBtfP2DabXEdzXAaJpDE8nnDHMphQrynUBRqLXVBD2tUKDrVOnp3fgYksImgkJL8TpQ00u9rnLIF5uEghKE0P0WSDCqPjOBZeFn7eDDXyltEoLayPLH8FVOBJQhFwimNfSubQd0VTe5gA9mvTbD0b8SdvE/XysC6wsXnadcH/Hzu7oNvH89KfC6vBCkM7/j660inRVpoRm4jZ4vnqUv/uVbI2StjI88Hui9B7AduRvginb/HrT2nx+rB+yr1Qc74jc5Fjysh3//iL+c17rWl109Da+Hhcz8/oa/ZmxAPTUJAFmrkaysHcLKSVAcxIWZvzRAS0O6LwSl1tjWTzEwkyDzDJkX6DzARupGpTLwIHtbvh4VslrXf0Y7XJqhTIpypMWVrpHu5Wb+xZjCFU4EY4Kuiczj2lAHRfXnkebKWNVmHoUKTtqXBimZA1ymHopgaEPqjyOGk8pNQr6rPU0KMORXC5ZvHwEB0n20/SljMKMHrK6UGqTSqGetZH7lPHOCH9iYxwDDcPZ7SHw9GyUHaWlM7xoU06cNdeftSkmDMVzB+N70IAJ3FUATaHh83oc/quufAToDDJn328C/F8pFDsU/7wAAIABJREFU2jRwJqI0SI6IXXTP2DZl6P3K2yyNw1nhDBDWV2GPFc4X8bzDeWBZIPBBuD5oqDzWurr0wFlZ26GZHbjtQ4fhERwDSo8MDIvK5RAy8HbS5OuqNwHp6/ntWu9RTwq8NnfIKUdx1wFhXrbUzoSwPcgWWmtAPmRgHjfdUtMtMvZBXrQMGSIU1va2ZSweb0k8eWO9K4h9l2Nd61rfpPINYgBYmGwWWueZm9GcYDcEsmyTEyyZuuayEiSYKBlFj3fVJTSlvl4kwCAQGaCLAyUR2JCpkSwEtZZG1INymKhUAJnm9rKBrbQ02GqwZx41nYAmAl2N96NAauJte4G6vhQgI6krCEKXXRvZeFxU42OL0IFaoeeGNCZgAsF5JQDU4rGxgWXMB6U0GEu4LzaHrOpEVlpL6yxzsLdS2fruPrH+fwv3gaSwIe/ALNfWNu5YZAeLYlyCpRnyTM/bHq+7NtSdnjXeJ5QGrBVieqFh7b60PohH0Cg9AlbWbZKfmw5/v4NFL75xqNvgXGdTgS3qNdK1QjoQIPTiNg4i17LprcfN0SGcCy5AK9D/blY3VrbuzhsPiJK9NO2xGYs3+pF/7OeXj51Z/gD2FB9bPSnw+tO/+F1871/7Ts/2Xp8nDC/d0mVhFrg0Q7qvaC+oj1pfjLRy+fSeC051/VBomXaTn32qFOopPqnrjS50q4/Eye4vf60eSBP2C86FPultx7jWtb6hxe8edamGFTidqGX/1ovtSolAr3mqkbnxPG2jKqRx8CjN1Vk36yysZZcTtNqHfAiC3PdzXnwoqQFToh7zVNw835nd20xN6cpIWF0UMhjS4uAk+yBX5QAYjGC1HD2ooBj1n3eexAUgV+tt9jolssQIDWuGntHBUJorcLauUW2jIp8r6qh0PpgdJAofqy4N9TBuoA4Ei9IM5oyoqcCmBEyJ7Cn8/k5rj3+tNyPEnQBsZDJXfrWgTbxMC59DnRLKkY8lv6qUcFSD+nFC+pDua4/UbYO6DVgMijV3GyiwnDho1Rot0TwmWEpDux26IwGAbXBLnFn3TYB0r9UGuSPQjdeiR8DW5kC1bU4BBx8aVCGbMi/bz9a2AbLFB+ciwjjnXZJW2iQFO0ArqsQ5wcaKgrFmoXt1fauDuQt5Gx45J/046is4h10tsr559aTAK0BLmpYAyWzDDfeb52EMAwCAzgSzLQnqswHplW6LRbR1wjILfrvKxQMinq9ed+4CO8D6GJP6Hl/Y/Y75wt6EF1wB7LWuBVx2LozsK0yAZeV36O4ecjoDz278+gbd5djbRBAjrUGmAXLMu+ElY7LTLrnJcoINtGKSuW0axWUFtEBPCTYmDlchWujqzK93fITDWzAyi5YMLTNSNsPndxYOKHWA6GDaBATGPtXf7aNiXzsoh4x8MKjecq1qWfrmPSb826geLJA2PSl4vzGABTCVK58oSbDEjlbE0nJ4yG8HQxsT0v0KG2kJBR8Ka1OCzpVA2yNY+YCx6WkB6GpYn2fk+0rZRGlAAe8r2N7kv3urXlb3Zh1cWwtQ0+rvmRg3KuISkti00DqsbUxqxOyGnGHFBbjdWvsVmMbdZ0/wmgwgwKcPVSHpNpAVYHRdgcW2lK3uOqDbcQAeIwiUPSvbX5BgU/WCie2DWg/OR0/KnnH3fD9ai6xrfeF6cuDVFGxzDUBkZotxYc33XDxSLYBmNOOAAIym3PqybROhy9oNoiUY2D5BmnadM/MvkHvF+u+vebu+8xN4oJd9V/b2Wtf6BlfIeNBCH+jf3ZsjAUtpkLVAXp35/Xxxy8tKoQbWCFbrMXebqjZQJ5rOFeX5iPVZxjQXyHndTO/rxsDJeUWSE/DsAPOYaikrzCNP25jQJsX5RYIWgrV8alifadd2SgXKURlxKrxOMMSmgvVZhhwIOMOrVQuo0w2/2hQepdSnammox0yP2ETNaL4rWJ9n1EmQVkG+K34MakjrISOdjQ4A1bqnqyWBnDltH/GrLSssp/542nHYuTYQLOvaeoyr7Wy62qg++NUgTbDekqnWe4+a9f2IVuP74cN06WxI92sftLIkWyIWQDY2GHbN/iJhIyg8UUwWsqWyVjLpbosVIQByXrdWf22b9VocZw8+LzposrGjPaHLb98abFkRFlmR9gb37d1kAQLbORBcxMOGvVatr89S4AucNz5iUuSjZ10NV9nAF6gnB15/5j/6Lr73r38HdQTC9xXgLrxlZob3Bc+vUydFOnEKVeYZUGVmOgBbFtha+u+8kCdFnGcK6M1332Ub5NrCDexSm/TYAvHI5W/cHV/lA9e61mV1mY72AS4xoWfzkiG/83Jr60aq3nl1n+eV4GHk0BVAwFduht6SNlWGFhgg94uDHweuMbij2gc+dRqwfjIhndBbzW2iXVWdFIvHoeY5/F6B4ZUhrYb1RlAmQJPQI7UBLVMClebG8AODW0YVtrtjIHRInVE0TV3bm2b6rLYxOxtpDi6B8VNnVV0Pitp6p0rXhnXK0AbI2pCKXXjOigcxmAjUdcD9LckClA18mgKycIMgrXXdMO9IYGqQ1TC+5HMpN6lLD0wBfVkZNBP+r3ljTmUpwJA2vauzobJwY4KwQhPpCWGhv7XJgevsrKp31kIPDYAblRioAoB5Jigdh83uqlX6u3occQegyvMCSu1gtw9d7fWoAYqTn5KFA2AiBLQxexEONntQu2dTfyRW9UMBsO+ZQnllXb+Z9eTAK4DOploCyo0in5rvzmmeLWvrYnobBLKg26XsU1jExffWF7G0MS1mG8D1E6DVhnAiAOCSgke+WI/JCh76vL6LE8GHsNBc61ofUHUHgsbWss3z5cS1eUxp2BAFQ3f8hDKhpUAtbXGt7rtqg/t9Nr/tPG9MWqwPwbC5ndb87RFSDMOrtbfXYQSpyzNBPQikca3QBRjvGlrmJruN6MlcMCCtAExhxZCL0VfWXO+plDyZB6/I2pCaOcvqQ2mqXa4Qg042S5ceSG3+HHdSBB8Ek9Log6oeKbtr9cOop5VSfeKfJHJaCfp1ZpvfkkLaCjTpXqpQpQwrcahKDMh39GYN3W0wmHLRySILHCCzs60B6PaSABHKGCIGtrrtVTW+l9W2WNeBQFds7ZuO14aouixAtjQ3H+p6zSHADBinSwus1rZgHH9uBgel8V4GIAYIXB8DZ8HsAi4TaF1uduFD/qaQgg+53tWJ4G2E0EdUgt54udZ71JMEr/MnwOG3uQAvzxTH3/TFz/36dHFvyAbUJBA1b+15VnqwKjlvEoFSIOMImSZYrfw9JRpJxwktqgPPyuPtkrfeOJC1L7/O5y40n/fFfQJf7Gtd651rx8D2TaPtwEKc7IYKzDMiBlqOB8jLew7U3NIjVkrbjOpz8uQloB1G6P18waRtgEbJxoFMZf1kgGpDuR16UpelRGnADXD6GR80WwTTDwTrM0WauemmrypQRw5rVQAtC6ZPd1PxKblBP5+3htl+pqa1p0tNadOogmxpOTJ0QJfW5QbhKQuzbWgsCUwSdK1dAyzuWRpOBxqDYkOiDKMBbRrIxgb4V2GIQOEGQXzYTGoFTJGDRQ3NKTjEJdV6YMPwcuXz8tmFzqSG/dm89g6YiRAQeIvfxtxlIIBLyUSQXp03wAgQ0BaXnQQbGnrXkAtEBYMag1b3p+1vwSov22AYgI3dbW3bVLW2BR3U6jIHJ0AexsJ2iyzXee4JlX69nY3jm4aHn0h99JKBa33hepLg9ff/e9/Fb/wb38F6I0gzUG8Shk8XnhACwBaDFaa6IOxegK015IuCZO7aO0hNSjBbKyxOkF1kT53UpWh+186MQax3BJVvi5J9zYVg+8Plz1eZwbW+abUf4jDBpQN4vWSiANprhZwAoO79MHQ/UL1bCMxaoyd0VEyIAwQV09TtuHRpGF4W2EDzfl0boAnVqGWtR6A+K5CxAUVxmhKGTxXDKz6ofALUH2DLgtTMWVHevmWBIkHOuxZ86HxDOjAmerLudaGAJ3oJLANS2U6XQr1rHRX53jtTgu4b24bUY1oBZ2vPm7uBni5Bmhj9ZMVsZ21FmzEpfvwhdZ0qLy9kbltDulcmaAXD6FpeXZqDXiZ9EXDrBiq7vVXj4FZrEBOgkVFvY3JGFXwvdQstkNK2MIXVdaU9Hcvf53AD2MfrxjxEfXA+AHhOSNkDM/Zrc+hWtWtgO9iOLmA/vDJQwew1n1deYTewJNsA8ZsA6wU7+y42jR9qfcyP/Vo/cj1J8AoA97/X8OyvCvJsWI+c4Mr3BWmmpqunzvhCZsFMjCNwOm9tHxXIOPbIWKQEjCNkWWCzJ/pEXB+wDXXFrrgZZFTKD1rZtTW3SVHg/XfGD4HtG90IYoG6srDX+ibVIyxs/67tmBoBYGawZYEMAwGUKiS9gL46QxZ2YWwaqat031C5OW5Z9pWbWsvJ2+sKPa2YTivby8EG6gg8y1hvhI4oRfH8d9/hxfGMpSR8djrg7tdvkU6CfBLkeyC5v74lYRrVqD68lYFTQXs+IZ2LR946cHFg0/JmiwWgOwiEBtWSoD1nOIEAtAULd4MMWGLErXoSmFZBOhUOf925BrM1Jo0lgZxX2JgIiM2g5wKbEoFxTMuXBtydSAK4rIFMd3XrKAUy3RqYdkXgJittrNqYkc7FGWa6O3DYKgClA1e/vKdaZcCwAVfsLMA6UAzgeHfa9KgecoGcPPRCLy2uctqGfHtkrJDFj8tbA1Lb7LP20bIBaMPPtRQy25HOGKEFgU0DxIaXrSoMlQA9Hu/eQutdJ/E/UiD7ZPSuT5MY/0rryYLXm99gJnYdBDIB+SzUvCqzsdtIG5G0NLQYDMgKyYktpIia3FXXJQ15sz6pO0B4sRt33VJECYruJAQPPqkPNEv99o+FGDwmZAfebNVl7RLAPqwroL3WU683OHh0BqoVyJBhDkrkeOCm87zSo3McSIPW6nQoYMeRIBUAsm12S6ocpBKBlAK5K7Apw7KnYZ0b0qIABLIKlpJQm+L3f+uH+Ow44f+pivUHB7SJmth8J12DqosgrQwZSOeQCuzAj4LMol/fBgVWrm9tlM5ippn/TMnG6mpd85rWtrMWZGu/Te5+AK6RAPj6+KBUyKbsSHAf2tJ2HCClIb9a+HosxQmCgWujhzsE2OYmAEABmW/1kIRGJwBUXt7CHWLeXmc09EE0i1ACAFgLNygRmODiY3F9M9bCMAtV/izCNTuY0bVs2ta976oZzBoEaUvF4oeKw1tD3oBqwe48IPysPdTResk0XYLbiCr361ulFE1UqeNtu3PEBeDeZDMXErQHEraPua6SgW92PVnw+tO/8F389X/7O5g+pd9rWtRbY6lrphDtMjf51oXMCW5vPDmncAdcCrptgbOpeH5LoHueYafzazvimBAVgCxDLGbVx4UfEdTvgevD+Nm+AL1pwQkQ6y4HwCNA9i23u4LYaz3JemRY5eHJHAC/q673RCnAp59tsZ8qkLqzfxpzH44CQODjCV6R2iS1QuZCN4M+CErt6/TDhuNvJwCKeTziNK7421/8Gv7w7a/iz/3E34a/9MOfwQ/ub/Dp3RHnHxwwfD8jvwLaCKyN3tRtIKtq1ZBfMtYVDdBzRb3JsKTUuarAskArYEIJgLnvqy5kZdsgyAUobk0V/qloBM4QYH2WmA6msqVsDdzM22Hka+ksbDvmLehhUKTPZrTnI/QsfL3HgURBRLwGex02UcGm+uCbALyOGeQw9oErwAmH2e2njuPFYFww4lgLj+lDYg/TtXCe+1R/JyS6vZVfbxy2y5oD1wCt55nBBIfJX4fsDgp79wPdtLF7kuOBRACtebzsThObFKIDgSuGHoYQADaGu8KJAIBb6FZEaMFjMxQXl32eI86HVk/M21Xs869zrct6suAVANoUCS6MeGyjQD9rPXGrjeqDCdRPbabUddv9xuIDoGdzx4KRMzB4O6jxpNcXFMTOsLI9BvTAgx5u8AiA3U9L7+tikhTYjv8+coPXogSfkGH1ta71tnqkLXoh3QlGal030CCUDEWLWJLSz/W0AGGEP25LqKyVbC1A0FTqBsrCBUAq0pqgC8MI9Ky4P024byOe6xl/9MX/jqMu+N/0Z7G2hOUwoo2u+dyNJduDPWmApDZlRr+Kr2vqIQUxqLTDJeqm/iEFqAePgJ3JwlqjvyzSNhMgzVAHhYwJOjs4K42MtAiQdx6zE71u29FdWSJOtYEuAUkIPPfdq9jgp9Stu9BaZ8D1bobdjB0o6y7ZKsCu7QGhOXO7VAAV9mza3A7O83Yd+KBW/L4HrrUCNW0/YwcUI1wgZAWt9Tjazii3Rja2tQsP197i3w1ndVeFeA6R9BidwJAU7PWve6Y1Pg8RrrNL27r4+8N5ivj7xwBcr3UtPHHw+uzXDOstJ3Sp8+JCzkGEBsm0itFiKJNcpL9IHXubjbZY4+b1F9F9g7sRhPE04IvllswlESbjw188+OZH2csXmL6ovOVk+6bf37RAPQxMiIWX4Qt22Uq6Ll7Xeor1hg5EbOA6gJ1nWAxbpgQ5uHdnztTCK2VF1HcOsGm3GZzXDlpNhMeYyEpa3jxkYcD0mdGLVhWzHPHnn/0B/LXTJ/gbb38LSRp+380PcV8G/PD/+xYAQFcHu2X32Bsga+sWVUiA1IZ64GR9DGjle8atWhLULMjn1oMY0qmg+ZqXzmRUxQDxKFg0MrWyAhBB3T3fNmXIkNBdAkKHKoJ6myg5GBUpRUdpAjBB59JTzgDH460B0wGI1zA6WAHKxoGs6ehDWOdCkqHuiIa7E3A8AKM6IZFdk2vAssBujryd2aZrFSHTWRuZ5CAuqoPQAM/ryusNAzDKhRwMQ6bbwVo74wofKkOpBN57y620H+Z18C4MKzBjWANi/sK9iPttA/DCAepu1iLcMy6GuVIC2v5D85bO3ce09n9Mj/VaX0k9afD6yS/9Cn7zj30HdQByo5jffPo2AUj3KzO2haC23mToeWVbKSWeKRo2EBua11I8r/rARex4BObZ23h1A4c500w6Wk29ZfT5rZpgYN9Ll/SOC9BjLO77HuNa1/pYa/+5f8zcvfvEisHO/F53W6RxBOBpeseRoC2M8JtrQkUgoZ9UZWqTAzhdG9K5QQ8KKYLD9wGY4ns3n+AHnz7DX/7kp3AYVpyWAWtLsGxIs6DcAvUAHH4ApArks3kqmIPXarDjFqQiZkgLmdfQxbZJCX4rnQWi9S7mUaxhmrI0xCCVZUVNCflc0bJCF+pH6UDA2FX6xBok3AGUA7EtU08bg2JtpDtAPQ4MWVhdNiBkWikl8AcxZAK/cdgcAMw2UAgQVJaytdmBDiptSBBpdA3ICSjYNLFJIL6pALAB1dC7stu+6V5FuHnZd+HGcduojFu7PrTHUu2SUS6F5wKf8u/Ac8eYGrBjY+F6Vz9Ge3C8fYXP7V42sL/dw6u/h+PNtb6mujZA37ueNHgFgOP3DeUgaIl6r+oJMe2Yke4WRJiBNP5Nb0fGGB6NJyAFv+QOQDfZQAPu7rmoHiZfdHw4SjMiorIvUqGni9qzrzsA+9CF4K1DW28KO3gjA7uxq2HfFYNcrw18XRe2az2letfPsyh61KwPO0aakaRE/SpA9mwu3WbJ3BYKa91kRwCHh2olcJqUZv41ITvLOUMxvAT0rwxoecAP87FLA6QBtycgncFkrUacl88c/JK1QVfX1i4LZC2wwwZg65QgKtBzhZ7rBeCkdyoDCGR1ptitqOrRHQJ8QEmX6glbBG/B6EZsLVTI3o6cJ9C5IrnOU4pBZ0/xCmCpAl399ouzgur2XjfTBhr9fsRSZ1z1RHLBxuzeu1tkdx+ci3Y74BZVvu6ezmTSl3opCRsy3QmWeunbW/xF784zSiY9YlxjbmIusCFv4DKljXkPhtl2j60ZGVfdPc5GeYmIEhR7wtYF+IzAhpxhxnNQ93uNkAUf7hLgNU1oDAzHeeOxWNlrXetjqScPXl/8mV/Bp//s3wVL6JoxLczjThYpK9TALt/KyGeFNaDejMinxXf9fkI4z77b3uVkA9yFe/tJWmOUX0ykPhTXxxBBfQsAxcaO7i54/boXWdp6eb1HXA0eDn1dsLtXwHqta7H2J3if9u7fHY+AhVB3Gayn7Nm20D3Co1iVrJ7OK2zMSDPb+Fka2uD+pdU30Y6XANpkpcUICItBV2A4MexA54r8cqbOM+JIpUJW2nQB6K38iHBFIguri4PV0iD3MwFvNIScza1T4mWNgQW6kEluQ+q6TBsUYo0YPwtZ59h8GwG27dYwywI06QwvGjZgWJo/DiGLncUZ7LC7YvqXZVxsDCTa9ICndIU2190EotO1rs7A1i0ZLVr/40jgGmEzMYS1t7UCtt/DjQDo7K90wO0DZPG7z0L0ONfu7yobGbJf55NuTjZvSdmSlHpk7EWpbN3Ct80zPDx3fExr/8f2eN+lrszre9eTB68A3QakAXUSaPUhgwwOEDTAJibSmIK+hnNDOle05wfoyzPbQiJkXeaZYHZZuKCsha4D08SFZxi83cP7lp3wXqKNuDOUloQHBtO7NtJjADbq8+yw/Nh7EPsaq7s/zs7x4MKl4KktEte61ttqN7hiFVuHJDoVARRjA5oTOzTANsjpzFkf5vL1IACVyRH5DmhLcnCnsHuCXy0BVK37UGs1dweo25R8A6245kItbiH7inWAtCOBXa2QGb6xTmh56OmCTA5TtN/1DG1MHF6da7eU0qVC3Z91H7UqpXGAaynADNehxpyA+TrK9SWdK+qBa6dlcRstYPhshZQGPS9ot1M/vqnCDtTRyv2y2ZKNCXIi8I9BrnB7sLaxl5aEzPd5BdpuaKvtdKzJgWywoZnzCzYO1JrG0FWUKCUEezss221Swp0gZ1puZXUtrv8tyAtRuj2ouCRNt+Mk5Zl4L1MIKy7RDYgq2Re6DuwSueJ5xrHeoI8l6IvhsEc+8w/rQwWJH+JjutbXXt8I8CrmTMBsqKNg+Mxb5KHZqkYGRN08PJJoDoObWbumLCfIyS61T7FLz5lfdlUuVOCiEsBUBn+pL1JWduzom5Kx+pPQxy/f1xvkBHt968WAysPj+zGuLgTXutZWFw4gKwc2ZVm5Yd1Hh5qxjV0bgB0b90CrKGuFJkE9ZJQDh0bTmSA1LeZyAPO1ybWh3t7vbXaAj8WHSG2lV21MxEd0K8y6hZQupQMbady8k2GlNVb4XzP61Vv2pXU3AUvSPWDT6gDWCkQmAArLgpYJnrTyvtOpOHFAVtQgaFNCXtmiD4cAgDpVVHPmVV0/7Cgrh39s3WzK3JXAhsRkLX+NYMbBr73fa7CsOycJlOJsLAmIsO9CxcaGhmRs77sa73Wzjd2Mwd4A+nG7WqmLtZ0sYK+fjfvZ6VU3VtcInMO6C9s5J2QD0dXj9Xefs713bGhc31RvAqlXkHitD7i+EeD123/6u/jtf+k7WJ5zYKHcMlXGssIAz/3mdZcXinwiU9uqISVBulugd26rEi2d0B6hwOaFCTKhh4p2VmiPStntvNWdCOqeZO1FUJkedxKIoIP4vVe6BMGPLDqPJXLFhHU/7s51YNPAXhnYa32DK6JmQ2JjQouikzNoLVrL6q13snA2+pCWGQQOxBzciBnXBjPks6EAgAAtCXJpSHMMMzUfrnJAB3iUqts8revWyQmWbV64PsVAkYSf6ro9hqV6dCogjfIAcYCsAJnYrMAI6l994Es8gUuLMShgSNDTys29g9sAei1xzUkzFzldgTYkKMz1r1znKLuoDHFoDeXFRAuuvXa1NaZsBXD0BlV7drhgK+Ucxvy+FpbK12D04aykBLXHYUvJArbo16hx2AAqsAFWFXCnQVcFeXnH9+D2xod5HWRGqAEcSKtAdNge6+D2WsWlCiltkoR1t8GIeYn+ONqmh23WLbNQ6+Y00FlYn7eQ9uh55mGX71EA+6Eyr0+tDFef1y9Q7zHK/nFXPQDrMxp710npaVgaY2Ibk2TU23Z1cmPvlX9v7umIUredsvvtifv8dVeB8OPbtZ8keWrXDkDyMoLcxyyt4nJrdtnG367Qf3wtmWv/7w31mlF7gNj9ca51rW96PfBgtpj6dku8zqruux6lQFZv6YPt+bDg44DP6lZR7OLmM9cfiWGb+N+BLgqHq2xIjKgdsq8nvtEchm7DZ8vCx7QsGzN7d7pkf7tlk2xOAWauWfWH6ZP5dVCyrUorQYigjYp6yyCEeuN6/wZIMeQTwVY+VaT7Qia1s73uYCC8T0vU+9qY0W4GdroAlGcD2sTjW96eJ1R76paJuB2Y9udiY+ZrFABuGraf/bXHNGyxraEvjWqgfjbe3wioAbpcxIZMacUSfr5pA7p7WYG1SwAc14376++BX5bzdix/rhfnmr00IJ5OgGBP3Lo47t7rVncM7wOf72td62OtbwTzCgC/5xe/i9/4N7+DOgmZhqpoUyKAVfc4nBRJGupBux8sjBO6TGUpl20nb1vJJLB52XborbGtA3i6iTMewb7GgiPUgaE294Otl7pU3x3HIrNnSuEMbezwH+pZN0D7gJXF5aK1AWYmfzF6MBbIhNidX4QqXOta35Tam7fHIGQFk7MiOjbiP+NrJUrwqNyctsPm9Sp1Bc4zdC0YWkOaR0/3I6hI5wo9FTKSQAetljNBsAg0AEpvX1Nra9a29nO0xc0oKWgNYsftecXk+sJErlQBPRe0A2Ns2yTODLdNbynoVlMApQC6VjQdGJrgmtjhs+bxrSvazcgo7ljDKmNd0Th01m5GpoENyqAYoA+ESYDI0qB9ot41tIODM4ETEBvraYfB2/+bvMt2w1wmwhjW0C9P9Hmle4FuLf3qbgbmr0H1tLQ9UA2Q2B6A1ZyB9cyfm1NrATb3zgN794KwV+taXdve33hcoZUV2QaD2+59xyVjuw/NIa3+iEztY6krE3ytXX1jwCsAQID1ht6DAFAOCcOr1ltbJsB6m9ESUI6ClkccfmsYg+ZjAAAgAElEQVQGRFCfHZAAyL3LB0rlcJYvmKLKmFhfoGQYCCB7GkrZ7FViAYods3rbR1xT9S5pJ11jJxTv76+bEsFw+P8BziY42/qIE0HX9VVslirwhXCv+ftxLh7XxetaH3rt9a8+yCVuWm+js3aVQFg/vd99jzNtpZbG9jjIfspCIGtJKEeYHKTE2lNqB649BKW2bTOtSk/TaFNbA8YRbRroRzpX5JfVGdXM4IHSuKkW2gemlb+bgmmFWWjV5Wxt81a+VDor6EJdan1+ILPa9aMErlIoA7AhoR5yZ0+DUY2hMUtsv0v21njW7iwQsgJTuGTCiYhBKddIfO0skRWGgglate1YzdQDDeLxQQVIuUcBczDL5QuSCYJL6HBzH/jqm4VIVHOXASYxOrsaPydBeNsip8sY2XgcsbaPA9/fUnxQC9t1gEtmubovbtJuHhG2WQA2ecmFWuD1rt8HW0957f8IXv4Prb5Z4BVAOQLDPQ20cVDkk8IKTbvT0vp8gKmgHNEjDi0GBpw17folYGsVJmdCp2HTHFnDRslgO1nttEkEm4lmjgBBZpzAHrCkEvqo/fGwkxVY2yIBwycxstdr7dG0F76u++M/ALBboIH++AHsx5S9/dTq+rojNOESBvZRw7C9NtNIb9Fg0NYVuJ36cJJU8wSpCqTBk/4a8svFA1PAdaY0oHACX3yjLK0BK3ygKQFnc92rb2Aj+W8cIEVeZ2HD0B/O6DqoJrgzn+IX2JTQMkGqGNBMN51qMLBJUDJts9JMSywTgRaCTAAx2A4IPOBg61oxjYvHN8DBJSAwiEd3o9F1wZI/l3AYyJujQfjMhreuJYENAxnhA4F4t8wSpm4h0w6x+7EGKJSd7daQYCt4n8FsT7lLQRjbumvHm6/BVrs+GYCDSV+z1f8Pt4Hsw2Zm24v1QI7SHQeSQtoDDex+WKvWTZIgws9HnHuCed0B3Yt0rof61w+xruvPtR7UNwq8/vQvfBf/77//HQx33LHnEzDcadeZWdKue9UCWAKWFxlpbhheFrIFvSVVN/3R7UTACmyyAge4kkfY/Wl7ECqAT9pChIubV9fPurfkow4E1mgD4206AN3JgIsRAbTVColhk70FS85b5nattOp6eF8IucOmu+UdfcUA9i2JY6+9DvHzta71dZe3kdvpxKGBri9sW3cl4qOHgVrK0fWk4oNYB7fWWyvU28FSDfXGwaWnW2FIwHnpreE2DVARyN3M+4nJ9QCqh83k385nAp9g8nYbZr1f/n/23iVWlm3LDhpzrYjMvc+59V69V9bzhzKYhjvQx/UuHQQdJCx+AmSLkgp4kvkKOsjCDcRHsgQIyW6UABlXIWNLlK0yAncQjUKWkO67haqMjFRG4iOKwpSxXa/e95ydmRFrTRrzs+ZaGbnP/55774kpHZ29c0dGRmRmzBhrzDHHFOspcySAAV0Bpmlln8CVzgU8J/GcBVRvSrJmVnxEhQWAHzLqMantF6NOwqLmddVtCZzbc8CMXBjlXkiCOichCzKJNZgBQWuo16EQSb1UKWhqOSV/H9answxjAEAXaNOXnr+5GRAJANWmOwPdmLMPbYB59065AVd7L1WTS7EUP4XxrCl505yDVrVY4/swfjxKCWoVdwK7jyRyCRpSamyu5XZlekmb0vzzBpxMcQY2pWtv2M97b4PdC77kuX5v2Hr1+KDAKyBdr+sdQJUaY5AT8lkE+PmSsd7Zql71VwRJ6ocM5oN4CS6rlAVN4A8IED2Fi8x0ZXHKVuV2s0vkgNUSFh0Oopc7QJKcJbErIDsI/4m613EpgYFdcJjHrUlck9sWII3SgTGMiX2nCWVfaX++Yv8surDFHV8u4vNsk5lAbZTs8aiPQxjAZ6e+zOs7k+59NnYyDBWgws3HdAr/V+6vY6A1NlmXvoVVi+yxVbT7dErg+6McH7PktYMAN0yNDCQG8o8W0aVOqYFTtfMCoNUpbeiaExKEZabKbVoXKRhMEHeDpQCZBJBWqYblkzR5pZMAVzotDhJ5hoBWCFBNp4vk19MiefBeAdxkORHt/bM8WpV1rtDSujGXahGo77EPOzhftHGrOGC17XlK7paAy9IcA4wBNc/f0GQloDgsKACdwqWAVCdtORFqz60b159dkzV5Bc+PjWur/Jle1kC+9UM8RgK8jrXWHnt8hvHBgdff++9/gt/4dz8GANzpSpyzlrwuBYffPgM4ohxIpAUAykyg+4ycBXwmtvK93QwK2My2LQmZtgoAnk6SBG1bA7KA2GhNk+uUAICe3DfLGwO8TH1CibYpQOs8Bpq+tlqDiWnoYrOXhs7ydgCrYTfnR+NdJbHYuX3Lf3CfCrbH+wiTDqTqFQ6cL1L9mCYBrvPc3EVqBX1fG3d8sMGkC1Rp1uFpUhAn7CNpy7+VtHnOYk3FAgKtmQuHGSgGWFN3jLZo9jD7LKABsbvJ9Zv1yeRMZuICLtoUZfhoTqhzdvaSKpD0OHhKOlK2VbFE/6rbadleXAYK6KJ61MOEcpwBBuYfnN0SCwnAAin3Xy5S8QFkkQBI6f9+Fvusyyq5klkkXXcAOMtU7wguVfdKi45yVYkA6ahvntqgBaamP+WjNtvdqbXYRUaGE1LbR+cMYBQxN5/ZUr2xlvx7wE2ykQk4l3bPMO3tsraGX5eokVuF+etFaZn1KlAYhqPNbmwjaP1e8ppSgT3n7vE5iA8OvAIACCj3wOUjwuH7YhNT7idMz8T7L58K6jQ5Mys2MWLAnRM12xsDllmYCAA6X7rKJJca2E5AAWcGTqfucNj0ssNEFJ9ZnUnA65X3a2Bf/Nz0d+sQdq1qKG3VFI496KBuDCfYevydDDJ4laT4ooENe+zxrkIEk62BphS57n2k5wKs1CozsazP3AAu4OXw9PzSAA2p9nQSyQ/nJAtsAPn5IjKEuxl0gpaSS1vIMgsmmQCwNXWFUnEi4OnTLpfYNC5OuXXcT3qJFdGf0lL12KCsa6+j5ESoR5K+gVVzmI6V9TG1ScEwM+pxVjAem6WaTp/nDJzQFqjWCJWzsqEGonURv6zirWv5z4YWXFZhkvVYTfPq772dhtogchpyigH2qsdkf9bzwqr/gObtahIM+1w8r2X5TtQkQNxkFAVeievwpDLGXGtzDYgWW930LJOECPBmWHPWkFOJHs+br0oI7ATC24ldNvDK8cbglYgygF8B8P8y8x8koq8D+PMAfh+AXwfwzzDzd3XbPwbgW5BL9F9n5v/+TV//deLv/Hc+wW/8ex9jfUJSAnuo4AOhLhlUgfxsRVUPxOUjaUqok7gU1DkhMaN+5R7p+9wS12VpwnwmuZkpO8qmbc1SVqLvaxKzUhPQwKaVlKYMynfA+SKm6EArS0WdVDTStgggWPZHIBp0rfb3MblpjGWlm2Nj32fy2pPmHu8pZGGp4CEd5UFdaPJladeojQMt6k4SS8+mWbfKiDKZ9X7G5asHlPukpXctf7M0Ppk7Ct3PMq3rYXGARg/nVrE5HFwi4K9rMqUEufZXmcbFeW6MbgaQMqhUdwLgWQFsTjKNcJI8Vw/ZQahM7SIBrxymTWnQZW3gMBPqLF39PBHyqjrXh0VtCY0dPshxqnMCsoyjdSsswAcEUK0iA0jwgQbmXCCfmR6Ial7ptIo0Q627sDDw9ChM950wwsQMWgrqkwl1TsjP9bHCwI+ew/XN1hQ3TdL8ZsCRc6uSpSTfGWVkmcSOjEzvakML/A1rUjAHrtGRYKyMxVGxSdndOMDAQu8PzdNbR5rb6Ng4mOZFfQjvqol2Jyb2eEG8jW/IvwHgfw2//1sAfomZfz+AX9LfQUR/D4A/BODvBfAPA/hPFPi+l+Ak2tfLR8pqkDgLAACS6GFd65qkwWu9b5qz9aMD+MlRQKqxBrGJawni/ilJc0RKqMcZ/OM/JlNZrFkr3tDiyjpn0PEAOhz65GNdptET0BiQYLlC0bzaGgZko+t/W5G14UDnYpMOVfDDeNcDDXZ2dY8vQpTiXeA+rKQUGRhwWcCnswDa1ca5NtkQFVYrLGX1svmrFuSTVH7KsQHGekhawpcpT6xNXJizMIoqVRDgpGzl3VH+BSstAMoIJwdfbPkhi2QqrYy0VtWnVqSVkc8F+SLHtT6Z3AqrTnKMck4yatZZ5MPUBgjY6wKe69KpqDWXPv+8AGYPVrSkb6V+3Y6nBD6KdRVSkvMDfCwunZUZVcbUNcS1gi4L6NkJtJYGsK1DP4UqmuZ+b+ZSsCnDaJZGHpTScr+BWSM1mHVil+YxO4+sC53J9K/hPYlOFgDIpAnRXSDkeK61VensuSqH8NCGrWHHLjvYHCFrQ2vs8c84F7uv+QcQMsL+/fz7osYbfRuJ6CcB/CMA/nR4+B8D8Gf05z8D4B8Pj/8CM5+Z+f8C8H8A+Pve5PXfJP6uf/sTnH9C/FyXp0nAalz0lorp2YrpuY5rVDutcpc9YZenB7BOhemMpC0RG7gLs8GJGetXjig//hT46Kk0ddiEFWu0yD2mp3lq07x0lW6lJAexltxyA+DyZGplpaFk5BODAH+8cxhQOYNLGjSRxYS2T+Ta40MP1oYd9qlLSeyqjGlVTSSfLwJqlkXAzyI+pPXuIIDx/iC54W5qnfEEgBn5VDE9K5ie6+CBFICKYYuTVn/u71R3m+X/SV0PbGzpw0nGy66qFy1i70QG4gojn1bQWpCfLwJYzwV0KQ5YLdJaAYYOeinID0Wat1JCPU6odzIty5q9AIjGtzDSaRVZQRVvWzoFGypAfFsnmSpWnx4l12ZqrCIz+G4SEDtPzS1AQbn/ziKPcjbX/p3PwPd/KJ+HOTRMCfXOmmHlX53FuzY/LPI+PSzKVHL7X3sZ+HxuYLZWITHWVRfiSjCEqWECsDnIJgzg9yRGZ3OleZ/0vuE5OvrVhoiAt9PPAq2aBzhQHHsdXtj78A4A5j79a48XxZsijj8J4I+ig334ncz8NwBA//+GPv53APh/wnZ/XR+7CiL6I0T0K0T0KwvOb3iItyNdIKNgcyvfsDZlmQVL0lnjkBMCIKU7n+VtN6dSekaBuSWgBO9GrnOW5JVJ5ot/9KQ1UszNNss7hM3fcBLm1kfNRobWEtIctlGBPqv/nwNds27BkCBCAjJAy9aQYscDvB8AuwPjPT6H4d97K81OE+juTv4fHQAMoAAtPwRAUw8T6iQMpnmmAtDpUUBaGPlhFRB1WpHPRaykltK8TH2SUmjiKSEnRemAlaljs0+WCVlk+1F9KoqA5XqXlSmuSIsu6i8V0/MV+SQLfLbTPWbxarX3amVpeGJu7gbafOb+twmNnc1Nf9qAfABaCVLNCr+T+chWSEn+LADcXkPkB3rep3NzfinVmVRpurXcjtYkZxraWkVzuxb1zm1DIvxztvL/wHx6x39hITSM4TXCI5HfJ9p3xO4hqX2nthwrYkTpgL1nEdxaRBkacJVn3xuA3PP9Hi8Rr615JaI/COBvMfOvEtE/8DJP2Xhsk7Rm5j8F4E8BwFfo6++M2J4egMtHQLokHH6QkR/WLknxnMXjMCdMDJS7JLIgE/DnhHqYkC9ruzmsBSiLXIDrKoxpkSRSnxxgDQ+cVUpQFrXaOTbdrK3c4w3wkEA5SXNXZfD5LBKBWkFaMov2ObbaNr0TJwIuiwj/md2JQLYJnclqsWIDCrCKvy0dDq08GhsLBr2TTeSyfb1x7NKBPT6nwdZBniZhWcOikm0xm7NUTkzTDugc+9QYtSmh3E8oT+QaTNr0lFXXKABxAVRiYI1GdF5ak1cEOtqh741OJk/KOjr1+Vn0ncyyYJ4nkR0AakmVUeckGlbzjc7U6V9Nr1nusk4Fq36OPjFrqWJ/9Xx1wMqkuXNKANQNgHXwQJaFfapVdL61utzKjs3dA3Q/IkxVoH/IDfgVbtKt2ANgYX6sBtC1qiXnb6ytSiZU94qq1l1FgCtflk6L65+9NcjlRiS488BaQInb9tF3NR5jtNiyql4cEWthk8JMqmL61khohIUT+/Ac7kFwziBi1wW3EeHAZzrEIEgUeF0+m9d836EM/x6vFm+CCv5+AP8oEf06gF8A8A8S0Z8D8DeJ6HcDgP7/t3T7vw7g94bn/ySA33yD13/j+D3/4SfSkJuAeiBPWsQsTQOXVT0KlYE9VdQDSQOXrsyRZJXviWUKJX/r9F30xrNW7661WeB+4yGS6Tym4bImhViCmiaQX9zUdEyXpSW+4PsKNBBLpIxLlAGE4BtjabkGBnkKTMfnZZW+xx7vMawC4brWyyLygMsibJlWQzBlkQgdDg1QOOuasX6UUWbSPCGAtMwJ+XlBOhfJRaEKQgrQyABYZCXvjn0esmlO3mWvxzPLeNP65KCd9LIY50F/z7MxeLq/CpgeNC0V+bSK+4BpRCGyK2KI9ZcylwBk4R+0npyS60mRSWQEqkPlWUanukWXaU9TcoaWokxLJ4xxzo09tsliywLU0n7mwJAqI813s1bHtFHO2GAi8cA9Ld370rxj6zU4BuSx+LgxrwZMo0uBPa7A16ZqId5brJJWBmbXGFSTBQy+rhY8NIN1Pz/G5n7GutMPSeu6x+vHa4NXZv5jzPyTzPz7II1Y/wMz/zSAvwTgZ3SznwHw3+rPfwnAHyKiIxH93QB+P4D/6bWP/C0FrcD6BCiHpPO7xTSbiZR5XaT5QKUE6aJTY1jkA+V+Ft3VIbfSjDErSWdarwX07DnS958jPb8gXYpbzdBaG1tgc9HnSUX+pkXipq/KCRT0dKxsKF8u25on0gkt5jupSZ60CSvGlh0WgLb/dW36qSw3ZpcPmJRAnxcf93+vG3si2+NzGi6tMUs9Y93iQg9oYINI8sJRPV5TEn/Xc8X8o4KsllRMhOm5amIPuZXIdbFLqhXFsjagZmyigzLR3joQPM7SMHp/0K54HVJyXnRqlixqOcHtuYAGSMFSTudJG7rOBVRYHAcqCwlaxZGFs4zDtZGwPGfRvh4mGUoASG465tbMpecFAOUr96JznbNXq7DW1qAGCJhnLcEba3qYkM5LcCJIIhG4XBr7be8RoFUtYZ95mlDnLKD7vCKdFjmH06V9jqezaJWXRfJiaNDzz1lflw5zA6Bb5XsewK1ZKSrj7kSFgdbAnvK6ymvbsJwo73LZR20kCACaZ2eCaZ69ETj2SVjujg3Cb90S8UURPWo/lOD3+O8LGu/C5/U/APAXiOhbAH4DwD8NAMz8a0T0FwD8NQArgH+Vmd/7N3R6DiABdQbqTEgXRjlm5HMBI4GqsB4pESoJ62odepwJFeIgYNCMHtTzEWiJJCfXRhERyOZZR3Bq21sQtdGPa5AlmEYp2KhYExfSoE+1VTsgVjKUwKk2pgYBoAadqx+CgVBASodUr/c/TaB17Wy0rOGrKz0B734q1x57vK+o7B6bcfHIS/BwXlcfYMCHWRjJWpHOLQ2u9wogSfKR6PGBehanD1pqAG3B2L6WBobMWWQmae6cJ3cSMF0/AY3ly8ltpuokOSZditzYDOwpODT21TSudU4irSIBtVTRXAdUbkDnCrGPYnd0SRcByGbHRaWqnCq7h2s9KKAtLKBSba+YSIcFJPmfCAxyDalVz/CgE81U8uQyASv1AwJclcnlOeukseouEI2V5JbPV7U5VIDMVNXDtjkXEBmbnLs+AwBBDsDyudmCpq6taasUOLLI2ZvpKKW+DyFIHjq21Ru/apMQeC6vwX88N+AL9DKwzxJEbvVh7LHHI/FWwCsz/2UAf1l//g6Af+jGdn8cwB9/G6/5tuIbP/sJfvOPfozzVxOmBwafkhtzozLSpbEOAHyWtzRSSHKuR2UH5oxkWq0pgYgEphvYW8TXNT0LnbcpzsbWm09cOQPXWifTLUFlAaWAKdil2OMWpYJRXYPFVW9a8ySlpFLbIIOgMe20sIBreK8ANKDlSzuPlvxcO2uxm1rv8WUJ04cDYWxoaQ1TBlKm3ICFXtP0cPZSPmfy/MKZcP6q5BMwUI7A/IzBNCMtjMN3T0BVoFaqgB+TBhpAVsavHmdnZYnZbfSsGRWAMI7aRMoKXGVCVhXwSCINML9UTuLjms8CBtOlIF1W1EO7lUzPLt5sRSptkGlZAC0T6v3U/GCJvKmKcwaOuTVMsY6J1TGytFaZhMhihdXpSEsF7vW9rKYtzte6UQN7+jsfD2Ixpqx2enaWBjVlgwVQE9JpAc5n8Onkk6+azGoAXCYBiC4BXIE0ue832fchdvtXaoywfZ5MSjro98l6GKJ3a2jq8nO1wRijC82UvDpAlHSYQWrfjwTYkAUibs4zlscfGyn7KjGA5Pj4B6N13eON4sOcsDXE7/mPPsFvf0sA7PwjAZTWqMUpiQ5rloTOR0kkEXCWO2EIcqng+xl4kIuvHmeQgVjdFmsBzouMUpxyY0rGBe66NubU/tl+pgnILI1gpXrzxJbO6WrmtbFD5pBgCbQmUAauuPCYYEifY8kmwccXip6qgd9uqtcYbysB7rHHew6vMFgZ1wDLAnUGyV729eYdM60HgCq6UK5AnRPWu4TlCYEnYHkC5LNICOpEOPywoDyZQYUxrRVYJ4CzM6Mw+UJlYFkFh1hVhrl1zNpxHg9iM5WkESorqymjaieZrFUYVMzov+owgYR6SEiXKv0Cx0kbtjLoUsT2ioIsypjbWSZ55R8UUK2SH0vzYrX3g+cGfNPp0oYnEEl+vZT2Pup4XrEny8A0y/lYrjTmMA4AMHZzFustnjPoYUF+uIi8wPKl9T1cFuBHz6RUfzo3ksFGsxrDGhb1sPceaJ+3AdcoG4iVMwtf6DSZgO/XwOgWIxrPD1DpQehvMFcEZYZNP9vtX4Ny1kqbsuMFXkl7pzKCD/CeQMAX2m/1fcUOXjXKnZS7yiyer7QyaJWxhjhLCYmSlPAY8JGBVC0xJ/AlSVdtgpR6TONmXb1mYr0swpao7g3WzBDLU1Y6MhBrDV3GzNpjk5QTnXU15mcLyI5JVW+s+qBsEq1z1Ae2K+V05S8Bst2r2NjCnEEobQ687m9ztb3HHl/U4CpyGJu2hcElxMBkqW1IwLoC07GBkBNAUwLnGeVIqAdg+UhwKelT8wUox9BIBCjTWttCdFUQwlp+jmNhDUAZUKIkbOZpAdEqmn0i4CjgkHLySVlynlDtP8AHAdoAZATs0sBPB6rMBWAS/as4JSTvJwCgObQCiwJYG/u6ikWVADG1ozokmcBlxv45AWeVYnAVqywFd0wkgNqrVpIjiRJwMN9b9X4tDFpWAa6rePZSZeAB3uDlQyZihclcFUbzf5NaxJJ9UX2yERY2ccu8gW3fg8f39neOe8eBug34yMB1Sm1U7Rq2jQ4VUQqmj7ks7Va8ThXNnrNxH/D72B57vETs4FXj8AMGZ+D0ExPuf2tFWpO7A9SjjE6MTQk8J9QMUAHypZXmSMGjzdQmZmFYFy3nVdYkqclqyqJ3ijEmFGdWqgBYm6FuCWxZQGTNIlbGzEHnFUpmwDWwdS/I65V1p1/dApxc+7KZPVeZCWFgJWHJvobktcceX/Tg2ioW3Eq0vCwgzCLZseaZHDSKgDCi64p6PKIcM6r542tuIZWyTyfGdBItZjoHUEokuYVVi1mraDyto91yTK1iyq+OI6KRrc4Y0oMCS9WcUqlImuf8NFMCkbw+leQOAsaM0ir2glB3AbHXIgW8Uxg/25fZWfOly60qQAa8a3tderjIsV645VEbBHFagWfPQWfNp6y5klmYWfPKjvpjZVlJJ2IxV89fdFng3q1arneCINM1YEUDe0RJ81+QgBmAtTDtrC1ubAHijV8D8eCNYLlJUkayQr9PLhkYnst23wCcge0/iCjvCgSKnxv6PA68HICN28RtI3DVxrEPFrzuzOsrx05/aXz1z34bp68RlicycYsTuS6VSnFrmnwuurIX9rUcE6qNSJybhYvrmswYG2gCfQOuceIOBw2Urdat89SSm63MU266Jtt+tMBKJI1jWyt5juA0Xdlmjeyr/38rSY2WMI8kqs0xhHvs8UWP8dqIZWsbHct6zdq2yr6JC8AEVgK3TtLQRAVIC5AWRloYtARN/DBi1dm4eW6Azl7DGFkddOKjYmNZW/eRThf3uk5LD6QoLHqZSMdqtyYgtoam2o6H1up3GduWLqtoYpOyrTr0RfSvFem8iPzgvIIezlK2t7L2+dIY5apVLEABnTC0YgEWzo+oTRwz4LdIwxWfz+DzxUf5YpXOfe/kvyziLBBYbIr52f7XYyBzijkeWv7274Cx5OGeEBupjKAIINcdB0zqELSvHRkRI9wHeDGiI+R4u6dsSRws5qlv5GonL//pqHB3JnhRTo8jZgfZmN1v6vn0+D722CPEzryG+F1/4hN875/7Jk5fy8gLY/7+Ip6Hh0l8/paCBHnTyjFj+Uj8B9enGflUAR0raOUxXFZQUaDqlipaPlxXANz0Z9bYxSGpMAuLUiXJEnMzILfV9uncSoKq9bIxlU1zN0yAoT6RxSYukwlcrYK1PNoxsCYRCNuMielms9beuLXHly24AqQDARQgmBm8M3Wme4/NNsxevKAqAJaTgFcArnnNmdpilRVMzZNsyKlN6CtVQSwU2Kwtn0y5LZinLPnD99PyCl3kuPNzKDssrCirzCnHAQkGUklYVmP+OJMAU4sEYFVQWwoY2Zu5qDDw8NA09daFT6mxjAYg7edaZSFvziz2t2VtZXki4BgaZhVgs47FZZNlQUAp23ONpYzTDCsDkM+UbCpiHMdN4Z8di0mzDLTGoQThe2LPY1ZXGmPvWQkKS5X2/NjjEPN5cKFhlvdIejTSkKt7AuOq2TdOZlMWv8nTUs++3mBT22vV7d93EmOPN4gdvA6xPCXkM7DeJTDNOHxvAeWMVBjERaUBcuHnhbHq9VeOCUiMtErpjVCAOctN6ByAa2RC4nxyYy1sWgvQCf3dy3FZmwF5SuonaXe5kJwqg1E8CZKB2FTlRhcSH6t/LJjkuDTmuV0AACAASURBVDVulnG8nIY+AcXVddzO/0wOgL1zdUx8O6Dd44sa7ssZNKmAgNOqU6iygQEBC6RNOGllFIgCR2yygGlV+QDLoBRo5zubZdKEBhqBlkM0Z0hZmVrJ2q6ty6U9Z556Pa6CMD5M3rxlEigA0uCE7NpWkQ7UblEsdlwAnUvT/bu5PsB3wgDzIYsUoFbgdBHACgDr0nT9Nj1wWVruG5tTLUdNA1sYiQA7ZxsFG9lbyGfCVskqVtGi69cwC6woxYrgcWzcimDWwhuoElxvYjpTSq78goFOQPK2/NAzrTTcQ1LqAa8RDLN+sYDGjAMuV7gaPRubw5L2NRSAhkJen9Ob1/cVaeGfSW153tw6doeB1sS3x0vHDl6HePI3K04/kXD+asLhh8D0PGN6rqzknJFOKxIzJgBLmjCvhPWJ2F0xCSObNGnzRN4U4bpWayIYO1OvpqUMq9J5btsY+I2WWiFJ0vHgGi33mawtOTKx31DlxMJx2LY2cADZWVegJSWXFlgyCh2tHiQOBpGF9WSnj/vqfY89vgRhiz0yBxGdlOSl5limXVddoJJPpDLmNZ8BMECRqDNcYaDMMEwpYvmUAEA6/oWd1EWpja9ezcZLAZA1C2W1lJqnZuEXxsESEaisypQ2FxTS0rvnnbWoe0F2/1XxTW1Np3xQ+yliGQJwWeV4swKaaLg/zyITMMbYws7DCIG6NI0vACRuMqyoNVVdsEkAOObcDgCi5cDBPjD63nbd/YXlbhpdAYA+t7LuKx/0uYHQqINMzEKZX7IxvbEt3fYdG2+NebbjsscquwSBOXypYlOxhb23Vf1ru/1HnSo6FjUd1KN4WXFtnxNicLChefrgweserx47eB3i6S9+ih/8mx9jeg6cv5IAmnD/txm5sjck0KK+giTG3OLHKOwJMVCPMnFG5mFD5omfV0lQKeiPjA2IbKsBV59ZXSVZ23Zx1R0E9R3LYGxr5W4V38pCJN6s6+rejwDcP9D0Z85ABLnAFRNrq+iaGlsxRtewFbwDgeuV+rhK32OPL0oE309noex66Bpo9Ls+qYF9hdryyXQrMLxZK5/lH1V4xYenBFqSNDWV6l6lfJg8P1Bp5V65pmrfoR5tmtS1xPWs6m/qwxCK/CNe3SOWU/KyOk9yDp43TP+aIBgmgE8BrlVAea2SF5cAoh9U92hMsDO3w/FbHoqafSvxu964tvO03LlugKqRGbVj998DcB23jwCxA8DUPxZ1pw5wST9/boDRPGijE0B4P+gCkaKMTbfRYSb6vW45IYw613H7QYYwPtdlBu77WpDujnLveBkGcXAYqA8PL37OlzmU/N/j1WIHrxvxu//jT/CdP/IxyhFYVgJ9bcaTiwA5Oq9y87ismJ4llLsJMdPVScp65W7CdFrbGMcpi/8rtaTvTQVRUsAspaSVG6AdowTmQVfr0XjaQ5kD8fGj5jNpkTPMD5FLacnHku6GRRbl3K+cY3NWHZK8JWwD4gH4dpopDKt4oDfERv+3Pfb43AdXuNm7AQtrJDoe2oAB2zzBJ1Tlk0o5C3B4VpFPjOl5kaattbp8wL2dE7zM33lKe2OPXtfL0oMtu85X6dSXps8EMalti2UBmNoZf5jd+kqAsmlLdXBA0kW9DjWQ50W9pQwt4CRWhG5PZUA5NpZtgSlrctWRru6sAADnBShrO19jtgFwubTX0POn6J9twD0ymHq8AK6AKxsrWSKxEIEyGpi3apZPQavDe4JrUsK0uHZfcLBOoGlq3qxxIEHU36pdod8DzEmhoEkjgP797X4OOXsApVxrO3arqtnx3XALcMLC9bLWa7Gjtj1eL3bweiPWJ3LzqDNhvQfKncgB0kmZCABpqahHlokzMOAqLGxeKur9jKw6L2/SqNwsUrbsq6wRgALj6iX9AObcaks8C0nLhMwVNE58AXoNLElXLF8WB78Uk7c3cVlCDQn8sSkrVl6LLEMsvwEd+3oV3Yq8SQ322OOLFD6Zzheq0GbK1AMEYzynpMyrSAbmBwYnIF8Y+cQyinURP1WZflWa7VRKUnbHRUY1V7HTcuBqXeX+e9C3GuCxplHTyVZIhUiBGN/Nkh9MrgRquSlWfAB/nC61SRSM7bNjSFmAa5Q7GVi13w0UWg46qE+2ldZtIWBlcsurBuhKEVY6gLyxatQ10em52MAVH7zSLeAHqddW+PlozpsCoGRq3wnoosLcI+J9wEr1RKKRHr1zE0DQfoR56kHwVkQHmiKLn6uBBrbvuL39PUoLTNZg7g7Q6lmsnPHSVdeAlscjcKVEqJfL48e+xx43YgevN+J3/slP8Fv/8sdSxiNg+ShjSoR0ERuZ1rDA4Fn+TxAGpdxLQsiJUO8OSOWsJfwsN7JaJMlPWXZuZSPz/gNawo8JnZJMkfHZ5jpj+zC3shKnsFqvLt4nkrGArH+jnGUFz1WOAWgaJwQGQk6kT1pbJf4x4rbD9sayjgmuC7fWMhC7s7B7fAGCEpJ17gMBuBU1zle2cZqANINnAWBUGenCyGdGnYFkDlBFmrXk3/BatQEeOrOAWKvyWM6YkkykilrKWt2kX5qgJge11qTlmtooIzqKmwEVyVc8ZTH3VzcCkRCob2pOTevK1DeZEglD6hpPPTH73YCSuQNYhQmQ3OeSAgZOz3sG0vJo57ASgGvYf6w0RdAKtEW8nHADc9247JGxdNtC0XJissU+NQkDKyg3OcVYah8bp+Jjdv6je0yMkRR4ycU/5Xy9z/jZbL3GVoPtjdwc5WFOXLzMQIYPJPYJW68eO3h9JNY7IBVgZRJT7sJI9xPywwqek0/XIpaSHwCAIZ6vRx2hCIAXBZbGhJilTcqtdEjUVtGW/BIamwC0UmTOwKyPBYsT38+UfUVNBWBWEGv6KospC9iVg2ssBdCXH4FeC2s3tzGujLUHsAsERraB0+2hCJbsRhDL20lzjz3ec5jROoD2/axNJ06AXK/3d11FhTPJKNYqjKu5DXAipJVkIIpeIrlUcTO5aPVGgWST+YRrnFRTaflmCSxnLC1HNnHO4dpmv+b5EIafMMMGDfBRnQNMU0uESpM4JBhIPAQbK8ghUmQMo5QBaICpsoBv5v54R7ZwCc0+qmmNucw+m6vStz7fmunGbVqPQAC0I2BlyddEqckd7H/LdXEcsEUircClngWNetgIeu14dGEg7mhVSAnzS6X4uaKrftl4YpcPjP0T+vzmVMBN8gCI1OOWpvVRdxm+yunWpPXBa133eKPYwesj8bv+xCf42//Kx1juRYdW54TlxwSo5ocVnIWJBRWUuyxVIQAZFeVAWJ9OyLmALpr4a23lvnmW5HU46NztMgBDLcEngjOjVjaziCW23F7Dk/s0AbzIKn8LWCKwujnJ6MLQ0OCJzm5E8qD8t7kiv/U69nfqH7NmMDslbkD2FiM7gtodxO7xuQhKruHrGxKrjOTU8jwDYrqvFlC0FtTDnSx4MyEtUpYvR0LNQJ40HxwS0qWiHrI0jtYZfOBmlcUMrBUUKZy1NNlAZeCotlO+GNaFtC2gQykYgOSiqD0FhJklsozU9qNgjrOOfl1K28aOT31i6bI2UGbHF0vyUxZtq53D3THIH1RTap6p69pY1eChGiUC7vSAa0aVDAyHfOaSgauP2Nj0IDcA2j7sPTjMHXtNRkgAqmVNARwGIiCRfFeIGrtsr+NNfq2hy2y0oi+sfG5DpQyNWTUrLo73jC0J1/iZaH/EuCho22/IvKiNBqdwHAB24LrHG8cOXl8QnKQHYb0npBWYC6HcJaQzIS0VING+ykQu0bzSIjKCeiBgTshT0gEDVRstgv5JV+6d/52/eG3srHfvqol3ygAskfeNCF6Kyll1cOrv6iMFq/gw1iTJ0xjhwwwcWhOC2LNUNe4OrISV1yyZWdgxbgFPrr0vbPz9RQB04++xAWAHsHt8XuKmlrsUAa5xCl5ObepUZUyXinIn10daGPMzhjxJr9mJwCCp5mglCDUY9wNtJLVdq6U0KVIEh/YckzDNVoqHSAEA8Dz5mFZWRpas0qP74pSCdZfq7fVy5DkLGAPcgkvOtTa2dJra9evHbEykgjirGIUpV7CpVz69sDYpQPfWt9fdZA4NED+mY/WdBWbY8mvsSdBjFj2vPM5hYeGAPVPL2ZaT7Wc7pghWl2UbMBpDak2xdXj/gDauFoGZBYCtvgiLjlwI566ftTsN3PLoviUnC1MW9yr5EPsb8sqxg9cXxDd+VrSv5QgshTA9ABWE5SszpmcC3NJakdaKkjNSZQAsU010eE09ys0iVbGI4QmwaVjOdETbK2/Q0seSNlXYatyS+JS7RGUraT6J3QwV1b9NGVQV7DkAFTanS5SX5bqRDFLiY2s8G3RgVxpZA7AxIsgcE9zWin2MkBij8P+KhR1jB7V7vIfwUcpxFKZJCkLzJc/ZQWHSsdPTQ8WK5BrYepCx01QI65Sl0nNISBcSkGkSglJ6ABOBWspACaV1A7EHHSNrVSADovp8uizggzRr0VJkYlZg+HhSmUDKbYiKNrOKo0ACDgn1fvZqFS2lryBFwGXWXqPl08OpLa4V+Dpw3QCrXGuQb2yUu0Pz0RXDOjCWAPrpU1GTaguG1by0g9bXJh66Htf22buu+GuOYblrrT0ZYJ9dlGDU1FhcoP1v7Owo3SJxLLh6XSJZGjGrV6uG9kwAupYCICM1gid4bMgygmUjOreaPfZ4g9jB60vE3Xcrnn8jodwB5UjIF8Fx5ZiQCsuQFGU8xAcR8DmygCYcaJMDQIUAlFbesSSScwOQEdiaDomHJBzBaGwqsOasDPFTnDJuMgtqc9OB4LX0paTKkuzKdcduBLFXN4ItVsDixpjYqyauCAJuNHndbPy65Yqwxx5vOfw7GA3tAfndAI+xrgY+mBujWQFO8h1ORRxMqDJSIXBidyKQ642dsRVAqWVdG9fqQ0xYdfRrA6iAXOumu03Uj6u1sMajBHAlL/kjQbxaTRtbGGlZwElAqjWzMsiZWSQZeMCqX71etEP2tQS3AMhjfBYGwMEhswNXXpahXC7bPApc7fz9PO0DHMr3IwDL1LG43XhfhPy2lpb3nanlVmli1tI/w2Vbvh+0n81j244nprCoUdZj687BdM2lKMsb9kUb2z7WmDb2VFH//W1M7sDCbjxmVYf6sDsMjLE3bL163KCs9ojx0S98ivwAgID1jrSZQlwFapaGChBCiUVYz7RUKdnn5GMdXRd2mFCPszQ8zFNrADjMypRYmV+Bm4n3YyeosRNRg2UJxUqNpTT7mqiLBRoDMk3a5KXPM8sci5hEU8++ROBtyd0bV9KwD1u9V/Z/luA2xwrKH/qfqY0gfOmIDNgee7zloBH4Ae1m7SOTRZ4jmkPRltNaQadV/l8L0iIVnPwgdlesDVlpDWBFdZT1kFB1zGp9egRPkwBZQP1P1Qc1NntaCT7aN1me6TSrE/huFoCaM/jJQZquEsA5ozw9oB6mTh7AcwYI4EMGK8PMc9YBBoys54nC4CmL1n+e3dKqNZLp+6XH5Yyf+Y3q46yl9E6DGRwF3Lfa3nsA7sPaeVMPjKxt91i+CA1yNE2tHG+vP+ZoIx0MlF4WBbODXMLeAwOGNfyLx2hseWTyIwkCwL1fget8HoOH75a9fk4t348xVhGALrfrDxvv2waJsccerxk78/qS8RP/uQwuWJ4SQMChACiMcq+ernMS7atpzgA18hbWoR5tLKJ4HMq0LtWcrlVKfw4ECYBqwUzvGle5MTlajN2j1olcikgYVgRwmp3BIOtG3hpnGMpr9jNREv2szdg2RkR/pi6hUX+MOQFIoMDgPioX2FrN28/jQIMXxc6+7vGOYuyklv+0ImF+pAYUE8lAAPXyTOtR7LLuJtS7WRbDWYYVUGVxLZkIdSKdupVQiTE9rw08ThmcRYcPaqNYsRQZ2Xp/VC26lvPJdJl63RznpsckAuamxXVXAWoDEMiM/4+5Y/DMLQEAUBhkmnzbR7aydBYmea3AgvbeAB37yQMY5NqY2atGq0EWYM4BXflbG0LJqlgWKvVq+XGDDbVdFG1EGydX6es6m23PNyA8pZ7x5ZDDRyeCiv684n5ryM8GNKMWOOpwbbsoRxuZVvvdGsGsWSzqpMf7jp1uVq9ZOy8dB+6yASMmdBFHOaM8/Oj6fdtjj9eIHby+QpDl0plQjsD0nMEErPcZ+aTAtareNcF/p1UbujKJ/Y3WYlgnsXBKSJo43E6LGT4e2oX+mqwSXFvWgc3QDUtQUKedud6gZd6Otr2V6W6NCIxlvCR3QKq9NU73XHsOcG09AwgbkuX4orvA9hueWhl2LMfG5PiYX6y+jj8n/j7sZ4893mqMrJVb1VUt1Rd3+TCwmM8V9SCjYq2UmFZGzfp7lZxTpwSaZLv1ySQL40xINqoVAO4m7XYPZfgKLeubTlWP0cbDWgPTNDUQV6tsVQHiAk4yItstsCrAs2pzWUA3VEplr9uFyaus8jMOJLDBKSpVwiygzT2p1acaVSUEW84nxsrG0O53B7DjNEJqfq8R4EVJ1BXLHgEls7oJzK2madKwOFHN5FT2t/hYdF8I5+K/j30Pln+NSPB7gO4rukXE/+258X/7OcoOur8HdrcjTgKjOubS4HdcfrQD15uxE9KvHDt4fYX4+s99gu/+89/0SVqcSa7nLIA2EYBV2Q0dj8gEnYrD6tvIkuQT1K2ARPd+d0C6rGCjLla9uayljTmMfoHRs3WQCtgq2sZS8mUBllW6hykJ0+NjE2Vqj3vDjmMZ3VS8TfRxNthsa2JsgNWoFfMbQU4Ak7AzeIQ99bJrGh5u8+PlZvQIEzs2iz227x3I7vE6MS60EMqq2mxJ1iAVGTOSxq16N0s+IchClwAQkC4Mngjzw1DiTkC5n1COKlmaZHG8PjFPabgGnzOBFpUxlQqcAaIqhxvdAJjB03StA62QylAmoJL8bJdJhTy+AIkhI251n1grUgQ7BlALN12u5bY4kMBeG2j5LkHcTwAvpZuUwH10Q/VoHGF6c6rfYOFkP3f7HEvuqgemAMy85G7gH1Cgya38nkzraqx3YDXtvHgAiLH6VQF3l4h/N9AaWV/VRneNb0APYEeZgemcgabPtdfxxYNsy5GoMLa6DGSCSbx0IM4ee7zN2L9RrxjljpAWoM6SR6gClQna2YC8MsBQ4EqSQ2J+OiRfZUWJAdQfMcoHeFJHAiIASw9gjYEF5AUsiVFCnJmOpObnVqZXrz/OaBNwMhrDGvVjXXd0mIZj1l4GtCPzERsBoGA1duum1ACsHXMAny87DnY0v+bygidE1jWC2VHbtjd57fE6od8lso7yLR1sqapp1+/Y/R346dFtpKw6AwAgyRVpYSnBsyyQYZhkJfAsYBEE0CISAwAOfKlCNLMlyhoUaDB5A6m7iJhmfSmiW9WGIoogJoR5VvOkk7fW6lPApHFV/tEqVSmXLsRxoyk35jI2isaJWpF5tKmBFsEhoQNUQ/NczBUGqGJO8vdGn981Z8XfR1YU8AEAV01XNUwD02P1hb/dBOKY3RiWf+N7P0q6DKxaA5hpaw0YO+jt36+rYIaPCt46FjveyDDHP1s+V9/uBvyF3aZpQvnhD69fdw8Jxt6w9RrxiCp9j634Hf/pJ6DKyGdhXtMKgBllJi2diTSgTsklBKwrc9KcAkCTjyb8VZKOMC9WHgofTU7aVBVmeYdhAtKIUFvpaZpEx2rs6GEW7Z1u68MHtKGDY/NATGC3DKkBYR1c2B/+2bkBV6U3b6Sw/cabDF4euNoNKLIp3hyjACJaaQ1Pbv/vTVx7vElsNBC697D/XhvIsO2mLNenTWKqABVt7iQZfJJWcRyw8dSA3ODKLL/USfym60Qoh4T1SdDGWiV6ItfMOigGwClp1UjlPcauLkV8XZmvAasNLDDAt5YAXuV802VFeljkcVsIW15LAmgp5i1jXt0aK5SsbVR2bCLSfENm8m/M68gExpwShxVYjngMuG5+zhH4G6gWxtc1tdH5JR6H+eyuIWebxVf8Wym9hVaUdNl7EfNxlBtclvZeRasxe274LGJTW/d/zNmjBVnUvY7gPb6PZpflDV0JdJh34LrHO4n97v0a8bWf/7aMhE3CwAo7AZRDQj0mL/+JP2PQFzErc9IShjdGVP19Si1xQdhZX/FOuYFF4LrJoWoCdBCb28p/mjypdGbVQCuv1SFpAX1ytRuL6m99XwZi7e/D6r5jMUaAGrRnEXRuAc/RkcAA7JX3awCmN0Hsi2IHtns8FkNjlv28+V1z943U8oB1/QcQwQSkS3GnkryI6wAA95RPBZJDCA5UBeCq1IAZdSB9ZXiK5BZW+6sGEtHAqmlRB3DCUdeuYJKPk4Dgw+AXulZpFFuKMMZr1XI3Wr4qFTifZYqWATgDlCUCr5CXDHzZYjsyxV6ur6+0GO6Aq+Xb6FJgf9PPsOsFuJISBHDXgcUIAmtjR2+F+nK3rn/9eZr6Spi91lDav2JGDWyOTVxxG++ZCPvelEuQn1uX0+PzTcubSAiTLaZ3jz3eQuyygdeM5Z4wP6+oOr6RCpAKy+93CflcBdweMtIlrP51/J/9z3MCXYpMrqnqizgBdNbSi616rbRnK3/TjEUAa01cmcPdLrUkpz6NdrxezrfOXg5jHw2ExpW6re6H7lxynVTtrWs2GNjOd/CRm8uVZybXbhjBeGOKALa92VFr+4LmsK3YtbB7vGwERp8Oc3s8VBwopbag1EVpK9ED+VxQZ/u+y8KVD3J91izAldQD1idGz+Slels0p7UBGqpwACwl/NaEw0TeKGrXpDGyHIFLJmANICiysSznQIXd3cAn9JECHQTf2aqLa2MedYIfzexVISpoQMivWQWXsUo0TtUartHRAWIMb8IapE1dRPnHY4tgO07vzK+BPQ3vo7+4vgfxNSOYjg4E477j+ZuOOPYpxMfGc7LX7V4rSxXOJGcBoPO6XpMdISgQLVeM7DShfO97t9+zPVrssoFXjn1Z9Jrx9Z/7RBK0NkTUGWJzo4xIPaTGiph0QBMLUyu1gQh1bt6ISFLW82lZsz1O/bCBaUOfNCaqzuyfGyBVv0fKGaRNXLa9j/5by3WJKey/jQgMTM1hbv5/sfNVz7vNBo8Ju5VTO/9XAFfaVGcu2k3Kb1D6+GMAdWTGbjG9N+UGu9RgDwBRmiJg9dB0lADo/k7AwDw5EHF/16KgLSfxRD1oV39FA4z6f50DcL2wNF2ppCCtIkNi06tDga0NOFhZwK5tWwTIWs4CZGHseSi3a5XVacBAtcmaAAPUEzjnlpsqgFqbq4HlGQNSkREdm5L0XPl07kaZyhsQmoSAoVoUgKsvqG/E1vUcjoG3QF5kKbf28aKFcMx9EUQb62750X22B5YyZfkXJScj6xrlARvnFd1n+uNJ7bVjNYDD+6DbxXuDf4c1x3uut/xulT2rNDzGMO+xxxvGzry+QSxPCNMJfmOoB0I+aUJMWtYr6i5QGVi4WclE4EmQZcTKbsdlN4Z0Xnq204DhujbHAQOQidTb1fSrqZWSbIVsyWaeAYSZ2WFVzyaas+Yu/d8BcwLAga21c1lXKRchK0PCfUIeJQkDS9rZ2MAOoTGvtp39Luws9aDyxuSuGLdkBC8tL9hiZHeW9ssbG04Xna71cvEbOR0mYaucXTWWLFynJrUJDVKYAawAUkad0FwDFIQCUtmhIrlgfTI5iBVNvbKI3PKR6WhNhoDCoFKkKTTJxCwy0Kx6e5EWZF9E0xIAbgjWkdcybUtn3s9yLpxyYxkLA/MkjOxFJyvFUrfJBFIC1lUIqJBDIpj1BfNVpzzfvuZMH3srBhDduQuMcqe4rTOs3A9ksfxseXZSv24EcGgANoazqKyLmSLgNVbXIni1oQ1jM1Zna4jr542PUTsPp7KS3pC8CSu8f1YFNHAaJQPB/YamCet3vnP9untcBQF7w9ZrxE4jvUF8/U9/ItiJocbiakvDAlytDFdz07Zy0EbVo0ygkX9ZGFcL5jC5Zlh9dwmWrpPTKKoHeibB9KmHgybY3G4SvgpvZTyPcNPoSkleEmwMiGthbZ+ArORjYg/by3aPTM/acAXoWFf7PwLZV2VJO5nBS2pldzb2ix+3PsONxzcZetO/zioXKBV8vsj1ErvNaxVLKCt91yoa0YGh8ol9mlNSYeTFtKNhAcwALQJgU4EAVi3vE8t4WarcAVcAwpxal36CMKYbLBnV2qYCKtgVcHt9XViu4uPszV08Z2Aexrfm1BhpzWtuoxQX9Mr0WYOnN5mGpqbej/XGNRgrNeP1vAXqgHAMQ09BDMtdY152RjUFW8Pce7raPr3c3xYy3TFyvd42NmDFYwH6hi87v3hPMdY0NtgO7/nVdDCTldniyPK+altjH4VoXPXzHMH5Hnu85diZ1zeMr/7Zb+OHf/inxNIGcG9XQNhXCg0WrBc0VfFd5MTuSlCnhJQJ+XljQ6lWlRBUvyldsa/AdlmsFDkAS0C2su+SVRUGtlbR2XIS029QY0SKJE7OWVnWlmTNd9GtYuxnZWs7ra69rlploVZhWcYbw8CsdgMIHrO1eox5CfuTh27dtN4SY7rbbX2xYsv/d1wQ+ab6HcryM81TAzEGDpcFlDPqs+dI9/fyGFcQK7i5yDVOfADfqXVW4ZaNVadKS+v6J21+soYqYsBdCBaxqJIhKHDXAgrgh/QalAaq6oA0rVVApjkQmHTJchUxqgIWVllUWqqkodomCtpUMH2Sn0cbPKBMnmlIjW3VLnvCFABqlSEoaM/nyw3nk2Hxu3XNuQ900MybjCnqXrtjf8QaS/5OAcilHiSaztWHPLB+hyIREHKi2R9WhJ+10haB6igRsP2kkNeZ27SsTq8bJQnUM8mxLwKQatYgR+t8cM1vN+R0W6iRss3rb/6N6/dsjz3eYuzg9S1EnYUhAaBlbLTfLX9lQtKSnt1M0qWi3ulkmsIoxyw3qKW6DQ0A3lBYQgAAIABJREFUXSHr/nJqs8hTRte9GsFpLFlGuQBzs2yJUgKbaqPNJVcJW8EwW95CbixrYJds8o0DWIsIYPW1ia/HN8pOrsHCZjwydSv+TjnrQIManvoCIOu7oMePY0s2EF8/brPHFyO2/H81rqa56SjMbvKSXUMcbOmA60pElA6UAq7ZKzhpgVpYsUsBUFkA45RF1+oyJN2dglbzme5lC7UDrtK0WWRxHIGraVgzfDogVFZABc2bunDzawVavmJuFaQEXUAXMb2fcms09Te0VYOICYziC+ZOkxp1rbeuuZeRCYVqkQ1Q6TSvduyROSyjFjQs4h2oD2BRX8MBa2Txy4qr6L5TQSYQta1XmteNnGRsquX2CEytgmckiL/2hiwhPh7DvyP6NwPK9ro7cH292PXBrxw7eH0L8dX/8tv4wU9/E/mkpTqG2tbI321OubCvMhmKV7kxpBPA93oDUCkBZRI3G+3kjd2/ZGWmYmyPHoSt1C1hAX25CbguExlIJSkBiUm4jpa1KTBxf0CbzGVaL0DZWjgL0DVdRGAdGV8rsUVmofY3oxeOfY2m8HpMW2xsNybSAO0GKH0MyN48lpeVDDyiwd3jcxZxWtbG50vqztEGEggAIvVWpmkK1x63SXTxOqwMXC6yrylps1UBLcKGQqVGxDpuuijrulZxIuEZxAp21/a9TCzXYLroNK3SWFesVbSnztCJhKdOSUEsdNBAbT6vANJFrm/Oqm/XfZp8wP1eU9sPgI55ZZJzAFEAg5HtC82iytJ2soARuNrPNxaInXZ+69oLQM0XHlbuB9ri23sGtHxm20em09jSbrIW+pzHlmuD3Kqi7du0vPH4IuO6lUeBJkeI5IAdh+XXGBXt85ly71ZzS2629fgUpB+m+U2hGrjHHu84dvD6liItjHqQ0llaBLyWA2SIAeQxqgBPhLTK/PJkKoDKPnmLZwGuPDNUkgasOkaVCMzNZqv5vZZmQdVpYZM0gVAraQLoE5IBVyLRogEOYEFhdnjU2Rojsq5eUuJSPAkzr95hzRk988TcMRTWlSojY2NiNmZ3Y3RWYF5eOFZ2o9FrtNB62XghCxuP7yVZoT3ec2x9LzY+vzgMw8rQbnrv1m9VrqEIRGyBaRpv1H5y0lpApP7OxmoCoMvqpWwHkgYaFQjSSqDSX5PCwoollk+5UsCJTGBkAbD2mtHqyMAUK0gOABVAz9ySgrkAsHx7A7il9AytLbqnDFRq77E2axFg61B5j3W/Mr0Jrfw+Xksb19aVTdZg97QpEyBy0OqTCFPFlVVUfM/8GEKOizZZRLjORddleUn0W9WbwIhH8qEUuF/vuL0RA/GYxkikg2wK3L7Mq3Bpw0M8LLzs3KYgH1C3hPXX/+/r19rjhbE3bL167OD1LcVHf/5T/Pa3Psb8XKbipJWlUSsDWeeTY2HkUxGda2F1FyhIZ9iiXpjZLFKCtEqnrxiIh1I6aTNR7OY38Oim2AHM2mr4sjSgCrRkGMtUxhBpQqVp6idiAS05G6tiB2YJUNleNqA6JusYuh8v35mGy1hcmwcebbC2gGFky2KMdlvx5jcya4/NQO92uQFiN+QKm8e6x2cfj4DSq23Gn4domtcGYrvtXf8anmQVCq4it3FAWYGZfESoTLiKWs9QYrfrvFZJFQlIZMMHSJu1iuhltWLjLgJrAB4k+cmHBySoJEHBkD7frmOyvONlZwEunFLnHwtAtKsl7CMOHBhL3oA3/cj7MMvjl0tb7MbcEBbHmwvT+NnGzvfO0aT93Gld4+P6OmILlUARUEZ2U8v2Lo0qaCDXwWtgdO1YbI711fAa+6w2xsVGyysDx5FI2ALDtTZmNR6zbKD3BQWuMcbGsig/iJ+hOc9YkyIR1v/9/8Qee3xWsYPXtxhf/7lP8J1/8WMcfsioEzCdWEfFAulSBU/OCakIpVoPSfCT6tk4J234InBOKDPAaUJ+WJFORcp5awWmBF6hJbygPWKGe20BgA0SsL9ZjM0FabhZR49G1GZ9ZRGZ3C0WwspIZXiO3ci8TGeMkPlJqoVPZFrcBzaDaACxvu/U/z/GY41eA2ghI4VfgintQGy8gW5pcWPsLOxnG7fs015yYeHWWNZxnQh0OPg1IEBWgZoCH85Zm5ECeKgAowj4PB7lWng4AfMsYG8V71dv9ikMWsLYT5uwBwDQqgcALE1i4FURZXKZSK8blsq15RCTJOj1aENSoraTD+o9ugYPVzKfV5Kvea2gFb2Wdlzo2uLZ3gfT6gP+nrn7QtRjjmV0IEgSePsaM7A6gFZjWk3nelWWdylT6pnWqGO94cpgx8OpgmoAsPb8yGwbOIyvH4GoTV0bU4RJGpjbm2BylE1mNeTwUXKwFgWf4TFrrqUkj5el3RcmrTAY0DVPWiL5vgKgZ+ft92WPPd5R7OD1Lcf9b1Wcv0LIFzEXp8o6jzz55BvPJYXdOiutsoqvh8BoFAG7uJOPKS1aujRNnDZBdDcLC0pACuyHaZPsAMJNqgtLkFGjZ7vUGwSn2jHBHp1Z9gZjEZibq9c1k3edRHQFYG2b0oPGF+pi/e0I2z2iZwxPuAKZt5q8fN8vY9G1A9f3G7cWGS8Dau1xW2wZaNWfpXteFpcd+2rAIH5v4gCQZRG99zSB1ArVr59a20z7pQL56A1RdF4EQGTRybfjDGOnE8BVrbMisDV2tAJKG7bXI2pNV9w0s87kMgvQTWjHsiLkoAA+o6WUspWoGy4pBiBLbQvlyDYHZ4Augt9q57UaIrKrV2NNzfmk6KKCSKQLvnhHD1qDBtc1sTGfjccwaklNYhIfi7re8asXWPCrx67ei/CdsdcagSuFz4GG99P8gn1gjp2LgfkA5InAR9G98pxRfu1/uz6ePV4uGNgnbL167OD1LceTv/gpfvSvfSylOSNCCcK3sPgxyn1JpQHnAs4JnLTZS03HBZAC06k4E1uJpCGDGRQ7wmy1HjWvgN6cx5IRrkX8IxMb9bTyhMYoAKA6aFlHVtf9Cw3MDUmawg0nJkkfM1uaFpYGtkPdDKzp6qUA7DBa9qbswH7e3AVf/fxCEL1lwfR5cyD4kBrJxmaf8bEbjLzLA27uVtk8s8qK+kBrAMrBdD8yf6obB1R/CMDLvvZ3u661W58myBSswHTKQlYXl5m6PEBVmz5zW8BSCWNVY86IDKdJBAwYd/usMEslsfOTCWA+jSte27GM3wEoBKB1wwrr1tjWWxFY1us8Fl6v88pOjQAoRS387LMKn3u0pQK3c7LzQnif4mtHFhZoY7zHXoKEgQnlVvqPjgP2z/YXgXNV4iFWvjzHbgB9A9OmW7XPwJrOzPIQaPk5JfD9QRYzCah/5ddufRp77PHOYgev7yC+8bOf4Lv/wjeRLmIgDpKbhY1rFEsbCPYka76QhMJJp+Z48xIBBPBE4EpIFx3bWAFCa6rwjuNYxjf21Y1nwzaRTSgD8xIHCZhA324uBty0mUGeg8YkRXuuCGDj3+wYtoysLSkrA9Q1dEWtXE0dgPWn2++3mjpugbXXAHBbgPbR/T2myX1f8aEA15eJW53sMdQWy+3kjJXcYAW9+WpS83YM+u8kbGtz/Uhw1xCgNdIAwGFu13Zl0bHGAQDAdkWDGfUQrOxUNsATASVIDey5dt2tFUBt7gH22ga8cssp6bK2fTi7Wh0Mdsdn/weZgW+7BV639JwG7uJjw+AEX1B0Dg8Do2sRjwVotoBqGzNO+Ype1/751JBfbHP7XGO+HateRjpEMBkX+QZcx9y5dfyRvBiJhcIt39rCIW38HJ/r2w7vNyByFFvA7PHGMZLge7w4dvD6juJrP/9tfO9nvgmqhPm5Nm+tDJrExgYAeDZT8YR0aUm+3OU2QjZBp9wAdSZwPiCfVqRM3oxBl6ApSyTjGQFQTkCdvBwHm+wDeIkeQL+qj+A3egSaMN/KmIA0MzADEwE8iWdrVyIrDQwnArz5KpbJAptjgLjiKkHbCFoHCZkAfX3Twvq2o32W/ND+f8vs5ybrOjSC3dTdbm37Wcaux92O4X3xRj6uYBtz6kyagA/aak7sWNgg24kAxbwy11VAqi2+Upa7mk1GyqnJAWzfSadeGci08j4JAxtHu9JaxW0gJaTLKsDV/Fl9POwEa9yS4477lHxEEXDWcD5Vz8cqPmX4Lm3pLwcdaZMMELoxpAZG0YDpuGBweUBKki9ibFWCLKJGPzajWpXH1gixgYtZFyMqHzCt7FZD7JhX4zHk4ZgSdEEb2Ot5at7ctp11+sd8aq+9ld+YG5uaQt6loGN1VjeA+ePsr2myEc46+XEB6l/9a9hjj/cRO3h9h1EnuehTAfKpCpta2LuDAYhl1hLKRADSUmVwAZq/Kxg+25yz+MTCRscuRW4o2rlLyphwSgLsAE1GCcDabiqjrtVuJBHYRrbEE25uTGxkEeyGY2E3HtfWQbZZSmCR4ImUDVxHvdkw8nBT+xaY2JHJ7PSoWwD2JZnPqHPdZHoff/IL9//e47FO/A8xrizV7Hve7NnIRK2UOvbVvqM+Lha4LldHABsXaiYjYAZY59sDTX7A7OVaZzYNoFbIcAHTxE8JYIgMSYEQrbU5Guj+RJ6g+WNKML2tWHIpE5w5AE59brwOy0ajlg1QieVr85MuIQcEUGdDTgC0yo51xxuTvaVftYg5bUsCNZbYY4zbGqtuMqbIkHZPS21/MSeOcgF7jS2GOVS1bCHhmv9RDjbuJ+pYEyBludRyG4XVyDgwI3jc8pT1Mw2AWjWtvlBKCXxUf+Bf2YHrHu8vdvD6DuPrP/cJfutf+hiXTJhTwvS8ip8bw8tvlAnlKExhulTkcwFnIKH2M8TtxwTQ0pIzZ5KGrtMqVjm2eewOtqauUmWFnVluksZsRJ1qZEOi4bQB0VAq7cpgzG7O7mbjo8YVaNPBjOHQEh1NU2NdopNBvBnpjeQKNOv74kMOAiDtgOUGgBXwucGSPgJoo9b1lYHsi2ILQH4WbOhWs9nOwgJA5zbQffY+XUs31O8719qxsMymGYd6MudrJs6issgFDNwdszBv4VoSl4BQKi8sC9Y5C+AEB+AZgtkn/7lna/hbc0bQykr4M9VrOQK6v9fGXJrLQtRo2nOibZeeT7/PYD81hksGDKzXPhfYY7avWLKPrwlce2K7RR82P5fWnBUqRZ0TgX7OGAYDEPWuAPH4xvOKjyW63s7Gxsa8agDXyAMHtSPrrbnUfIatMTdaiiX0FmiAOE4AwsgDDlz5l/+Xq/dojzeIN7xtfIixUy3vOH7Hf/YJ8pmx3FNgQCBkgoLYVFQSMJGwtazTt1Re4Nq5KjcMb+iqkN9zliSTAwNgwc3YXP6u/+a5L1nZ4/qcjjEBGqDcmqBSamMIYjKkjQTcAVnT0db+hhW9a4dkT/EYY3hTwvDw+NjAuL6y7RZwE6C+7MjZ14p3xYpuNTHF19zZWAmu/Xx3BbTdZ60abZpnL0XTNKGzXooAJl4fUSPqZeDcfFArd9e1OwfMWdjSwKrynETTCojWfqlIlyK6eNbhAVGjGvxY6bKAzivoUmTQQa3uGyujq4t7xFLVaVxrAKvrusEI1v717LHwvvn/ajVm/zy2rqktmyjLY+PidnyPHdASroYQRAZ2BJThc+BSYAMNLH/xUCnqXjv+LX4HxlxmoNJAqW0XWVMKuTurXCHl6+vVJVtBymDyE8uZWWUnet48Jfcbd+nJlGRxlJM75Oyxx/uMnXn9DIIzMJ0Zy1MCkDCdpPzEsVzGIiFgAtLCSDoWNl3UNHup4CzsDSOhHoB0XttM8QQZaLCU60QMtCk3ccVtE4JqaXq1bqRgALBTkBLY/86EWJlM2Qez1DILnk2gmfqb2rK2RrFxvCG3OeTd647MbsdEhJJvRg9UXwWQ3dDHPsawvjH7eusY3gYrusUq3wKwr9tM9r6b0N5WKAtvDCtQ2lStbrHVf8dpmq6bEcfva2QlI5tojGxkxwzwqo6UD8Lc8py7caxkpftSpZrBBlb1ddfa61ljmCY+jrYFxO7rquzepl9dnaN7uEZwXK63czum1M7N9m+SCGZxNhk9pmMETWx3nFGeEdnX2OGvYJRN/rFV0fHzVP9elTLQrRwSF+3jOdvnGAF2B44DGz/6ZNvzsy4oc5LEtiU/4QHU67lGXTSY5VM0Bl9BqzHqtK7gaXLm1Sa0gQF8+le3z32PPT7D2GmVzyC+9vPfxvkronOtszKupm9dxR6LVtZBBsLAck46alZYl7Qy0lrFjkbdCjiJGToVYUY8wRkTUqr8bL/b/1sJ2n6PTGfUoq6BERqZ2cBGOHCNJuSR/YjJVkEpq8+iszajxYw1DOi2V8e+BWRjBHP58THY9K1bsfH3N2ZWX/SaLxPGir4qO/oyrxv3+Trs65dputjNErZ+zzcWKv7dt0ar9oe2QAR6ELv1HbZFpl0TxkyWth0pOKVF2cS1gs5FHAAKN6DKvJ3tjTE1aUTsdrdYdd/LIhOwLhdZbJrUyP8xvCl0ZBvj+YVF6ZXxf1yg2sJ7HEAQAd74PKCXQNnvcTsHsn2F6upY4jFHOUP8OWrhY86LcYt1Hl8rbhvHs47SCN74W/w3Ms9uhTWwyfa2kDbkDRUyWRyRfI8SZJsduL6TIH5//76osTOvn1F842c/wW9/62OklXH5KGE6qSUWA2mt3iFMVadyzQkgIF2qAFgtC2ISdhZEqHcZtApTQWcp8ZnHIy1rxy4ACGxK1VKSsh8rIBQLATQPyR6gNKtGlruVuyfFeFMcrbRuaMism5cAB6RcazMKj5GSbFc2GJIYfnMck3RgYVNFN1Bg9PvUx82xYNN2y/++cQgvw7q+bVD3ItP9x45jSyrwss9/mfi8+dq+bAzvp+teQ4mZTP8YpDJcCmhR/+FZH7fRp5EdHMvp1t3uXscGgANLaCDDXEaw9tdB0QpKJrjRtF2vJMybaOED6Ik+osH+ysPO7bK0x5jRDTYYr4UIqowZjbZRwPX//noDsBtlUOZXGocfRP/SCJBtP+NwlihL2mJr/XWH96I7BrT8l8P3ITahRb2v73dgsUeQack0bZyTfQdzks9tzDWxqhZcZ+S5w/kz+3GzSgIMpFJh1DmDDxlU5HtRbZLW9buxxx7vJXbw+hkGVcZ6R5hO9j+QqthopcLwzuDCkp9nvXEWNQBnBl0K6iE33RFJQxYqgAVSKpwSGJMA2LU2WxUOZauYhnIAMfEGdlVqC8kveg9aQraGMb3hiHWMMhKjbY41axF1DgKbM8ftsTBqkY3piVrCLSYjHI/ueDCcz9d2Wmgg1Bu6XhJ83XIleKfxGAhtB9M/fsv39l2BzC+alOBF7gumOzQT97ESYI1ZOTWQZHZZsYQcm45Gxq0DpnYNJHEGSAQs3AYSOOvGAkJYJtVJiaaKpAiQknAp3jDKRGqpt8G4Rm/nLVbY2UJ7beq3HSUPo4RgawEa923a0iBF8rC8El8P6Bfe4/FGDW6s7owOEKYvje4pqfd77T7zWLGyc42v688Z5RfoP2cDwvExk3nkjefGRjNd2JA9x8KkADG4ffYCTCfwREhcRFpQRTddJ8nNVEXSln/pV7HHOwjG9iJpj0djB6+fYXztv/g2nv+TfwDlKP6uYqWVkM7VS3yp1M7LkbMkpbxWYGVQrUiFtSmjZSmeROPGAMAM8psjN1AJXN8k/eZiybw0tmLLSiuGGazbhTfl9poIZTR7negiEHVuGxHtsGgsg0WGdbxRjuXXrRIj2pSuTR/Y9sLXOtkNgNs2f8+8xKNgKz3++/i3Wyzuq7ghfJHA6lYERwp3pigFlCYZVADAkcJ480kJvK4wJ402iGAALQZmrREysoJbJeNqunDWikQW7MiSN1zzOuhIaWR0x/K0nW+UDWyVueOxdFZ4tR9ucgMwddfmrQVobPqsfNXVD6C5jowL6JHJfWyb0RZrtDMbXzun63MbpAWbjWVjxMWGnSfQWH3XWAPm/ODvSwY6TWvuj8cArDP0FEb95uH7B7lvGI/BUxaXNJKGLWFvCQzswHWPz13s4PUzjif/9S/jBz/9zaZb0/INrwRKYoFDyiaQMrFjrYaKSgSqMLA8JZEb5MEehwgwDw73dh1uFH5TGZiXePMbWRmXHwxlfL+5qY1QLH0B11pWY19jjDc92vDP3PJ3HI9j3NdwQ9QdNhnB5v42QFtgEEdrrNFt4K1YZ71s3AKVw+MjwL7ywLXnjc9/GbD7JQ0bD+uWaqX0GsEOXMpIY7PKIjOcB4brjQNbmtqggggU1xU+iW6em+sAK3CbJmBh0KSvZYtUb6wMrHDnyVrb57VsuIf4iXO79sfKif3dzj8C8JF13GKVmF0GRLaYjF8xW5jGBeqoNY051BjULWlGjHHBvOUOEI65Y323FsV6XH5Mtt0WiB+byuJzaMiV8dqzbaxZK76/wRvWpi26jVqUmehzfIFjvwdigAPry2EgRlq/vNf2Hl/c2MHre4iv/Llv4wf/7DcBsLKvLA3LpB6NIBkrC4jmiBpAbU0YDCorKBO4qHl0TrIoX6t8spwlqZ1ZvCLNixGASwBicrXfzZ4naqTGG2vla+bT9pEbS9WF7z/32wMdIO1GwcZEG4BrnLbTnhiYqsgS8cCIxJ+r+nRyAJpboHULyPH1eNox3ouMIMYAYDeP4UUNax9qbAD2dHeUCVvr2mspgdawxMqeHeagi8zN/xRA102edKFYqvwMNF3i5aIVjtp/p6cA+Ja1v5btOKzJUq9JDy+Jh2tlBJixDG7HO3qwrgHYdc2QIT+MYDFcn91EMnufiOBdJBvVlq4h1HJT9wENrxlzTW72W1e5KS6sB8DLejyEfK0LjqX+Mbry/1A9MmurLXlKXAz6c7YlKmySsOgJntjvGZyzV+XiYQkja3ZYCVSqMPiQEeU8EcohYXq2gv7H//n63PZ4q/FFbpx6X7GD1/cUT/+/C84/3ibwmAcsJwGwdUpilwU0FoDaZC7XQhVGWlcX3TsTu7A0aAByo1vL9U1s0JZ5bOnWNqbh2M3XbmgU9XxJ2eBbANYiWt2Ec73SEFLTxkbt68jCjm4EmyA3hj29BhZ2i2V85DHT0Bow9FGits3gdvBe2djuzxvTx27Fi6QDX3L2FcD1gmz0NM4kwNXYV3/iAFpG2cs0KcsavvPKoopevIj0wPYRy/QbtnibQPSqjE/9cUV2dgSFyrxG4EokFlZeYSnoS+xjbMgq/NjisUcngLHxEkDvB03o3BS6/RNgjV0h5/TjZ7k/z1s5wtjIUuQa3gKqFlEOMJ7r+H7nBE9AxoY/lnso6TFLHuaUmoe3WVmNr2dNWUSAFeKI4PZu+rh4h8PvH+t9BmdC+u924LrH5zN28PqeIv/Sr4L/qZ9CXgEQoRyBtKAxrsz9WEdt2OI5qzF4uCFRMyivh6l1lmYCIwG5ggo15tVutsx96d+ZR243yFjaj0k5QW7S4WbO1XR7zfibkHt9WvR3tX1G38N1xeYIWDS2xMuNN7brbnZbxz5sY8dsALadT9jmMfunjelLV8/rNn+LcoIXNRa9IF4KwG5pYL8MNlgvCj3PNE9iSF9KA6TKhtI8+bXEJrVJumgqFVyqAM8JjamNelb7HegWkRyHgVTZj4EOlyKYrADoF5kxxqZLY4BH0LYlxYmPE4E49cxpNUeRwOQiAERjZqN8KIKmoI+/aeNl78fYnLV13cf3YpwuFrff0uSO+9j8G+Fqoe+L3+E8RkY7MsB+jDW8N5ZHoyY5PBavTxYQSyT7dxnAaqODOXzXWOxg7V4CoM5Jf1ewSiS7B1AOonetE+H+v/nl2+/FHm83dub1lWMHr+8xnv7ip/jhH/4pzM8l+SxPE6ZzBS2MlBhgIJmv65zUHgdgK7et1Y3IeVYrEx236jElcJoc4AJrS6pEzZS8FFmlR23bVmODAU91H7Cbud9cALjxd4HcbHNuN7TItESQDEjC1eOhyJaE53RM6/i7HcstH8XAxm6C3sCcyXaBUX0EuI0jZns3A3+wPdemNXHY/+vGWwCUHYC1uKWBja+5dSxfJvY1eLles+nXZXH/XsWFEpHoJis1MBgrHreYvLHByhd+APPaSuDE/WARcznwcny4hl1yMPUAcguwmdTBnhu9Wf11SOyhSOQEpg+9YmBHacCmTGHjPbjSzCubuuVc4vu5cT5RD7slLQJ6T97x7Yg2ZnHh7bIAfdz2EV0H7PPwnRlDXiEdWOExH9QynGNOkpvsczRNqrGt1P/PJhtIMm2NCrusjHNCnZMTJOYZDgLKUVwGnv7ipzffiz32+DzEB0CffL7jx/6rT1EnQjpXTOfqKzDSoQRQPEVqpWWsggvvVaNFlzaW0Uc5XsQqS6y3QknJPBJLbf6tFvHGYibjNk5xY1yr/DjoTuP/xs6OTVtoINOZ2XXdtNIZ9bCb4HT8mz1/lB8YQzYeZ/w5gpQxIljcAp+3QOQIAGMJ9m24FLwCcKVEV6+5OUb31qCCxwDquO3rDDn4PIRJQnLuQCvb9zl+TwPrSjkr0BkASx2+b1a61f15VcFK8TZkBLgGY0T9/qLjB9BApuk3b7kFjFWPDoyl9g+QYx2tnkbJkWpi/XxinrGfuT02jle158XfXWdbav+ehPe+O08DqTFvxfdgzB3j9R/z35gPuD/X7vXtvR1z5Lg//2ziexGY+E6yFXKFfc72fMv1lt8L9/u3j4m5v3cAbsdIhd0zHIAzrvPDl2gBuseXNnbm9XMQT/7ip3j4J/6ADC1IAB+kRJfWKvPIE6FOAFWAFgIydIZ5Bi3wZEZLEYG+AVs1JfeO0oMkVwKahMDYsqjDi0DTbgSujxqYopyEfVEblyuJwFbofinndtO2ZqwoZQg3U9O5dgMNhuaMLX3rFctqSX+DZem288YM0vJcHbZ9hH2M/8vG/z977xpzW5KeBz1v1Vp7f+ecOd0z3dM940sICBtEcGTH44xnBqPYQGQEsWI5RDIYk1iBILBEkPh7zwCHAAAgAElEQVSRgPjBH4tgoWCcOMSOTewYO1FCjC9AsGxrbLCmp8fT47F8kxVLQWBh8GXsme4+53zfXquKH1Vv1VPvqrW/75zpyznd9Upbe+91qVWr1qWeeup533d/W6OHTZtHs1mVI7wWkoOGRaR6dGUPFoje1J5EwMpGLHlcyVELqIA8ywIaHTnfVxQbNMYAnGIBQjJluYEXCFyrKWW9pv5XpnXy53WazfHp+dBnVqUGzDwqQ8txQ9VE6J4OlT1dCBjGWM6hnKuGdXKdd0YpmtpGz5Nmb1IKbZ2VcS2w23u3WA2ttsk5nSqv00FF+lPr6U2bsZPWntaY68Q6VOt7IA5lCosjCxRuKX/rPaPlTK59tah8xfuyi2pYS1UODqH5L5AlYrntEWbg4ncXTD/x8b2WGvY6mADDYesR7AnvYd46JiHPCp0inMpQdUqRtXBZnB99mvLTb+TRtxT9XAWksq5ZTkAAVTsry7hpB8HSAn45W/bGsBNtTMawZT+MN2+PVd1M6TPT0IvjaOolzjXbnZMWbOLJdo5ZMtsIl/kasKUKkMynG84qH3MDPF9je1MiIjyOZlnnECHTXJlVtZ6meZ42g6OiARdXNav8XNE69uAX75v/bRYolwCNHktjM1sWlWdSmJ2zrCVrV0OsqaWXBSX+s1p5hxCoo3M967yFClibWRsGrmxan57xu+Kcw1VvP34X8UCZrwGwBeA92YB9N1ppRO9/U0caGPTK65URMusagJINTCRnUdNlqV9BTE7AmtwmChCn9Hs9OoQZON2WAVyHPTE2mNfHxC5+5EWcvvqPIk6C4JGi5wRkTRwSu6GzSLODu1wQvU9s6zRBlgUafUB0Q9VdqfNCflnFyQGTSyzusrYjf9TsOxvdXC8mIrMRDmhC5Kj+7pqsOpvMWTDMqumE7fYFdLKUIS/fAGHW0mrgeFsf3o8BrNG+9kBkF/w9rC5VNHxXBxi9HjFkdyQMryWQFe9xnSPbG2p7+lw7QFGQtYR8XVQHqu2UteY0axBjLExhdG12qBI3lBk01qhmlk4MaBELSDWcnUYsYEdI68nPzJ8dkGodCqil5XpOQB3U6nPO2xQLW5bVDghz25XYrufMssBaVy6Ll3PkkmaAEffrJUaTX9bnOuq2PcmFrtuTIvA2XJeYAefk2/cKX+Oyr9S2KO0vOYmAQ0RIZTmUgURhWh0yrZeT4sxSMmdpf7IcHZZbgsunBc//tY9g2JtgdlAy7EY2mNfHyOYf/zlEB/jLWPRHiHWErCYh5nBYK+CQJAL5ZS0xppSw/LJ1tDwDXMRY5QTKwCro1A5RO0LLoliGgXVtbLqfaqp6IXu4U5GOAxY/2LbT1U06jIuNB7s5JlA6BAuYN7pZNe5Id5ilnp6UVqJoZW8C3q5JDHD2WLu73Xx7BsoPU8aNQP3joIU9p+vtbcuhoTbr+Xlon4WYWTXxPskFyowKsX4WWDmSCHiffutUs+5f/vuWlWVmVWdcygxIPq7qy3Uda0SBWrbQu0GXMRNqp9yF6qHr7TbWWA9rt18NMGz2I3DOTHIPMFuWubS1lAFFw7jyOTbbm3ukF8WgB3LLO4fegRphQN+/e23TW04mCob1PDeJaoBwbDXY0QvWg2C9SJK0AVyHPWk2mNfHzI4/9jFcfs3707SOdymayhJyDD6gxFQ8xRwdgF7Ok0NcQpo2ulqBeUojdKBm38ov1xjy8nlKmXnY419D6egLX1kNoKa51G2XpbJJbKwbI2anm/Z1B8BaUCrElug+rIVtMnBR52kBafmvVTYAdrMd14+nVTu6VptlS5dtPPoVwF4Xi9Uylm2D5G1SeT1JgdXJ2v8b7as5n/Zw0vw+lx73oVnpdsPtstfKeoxrpw5NZAGgxPgU7xFPS7rv7DQv0P7PYE80PidAMkYDsPSenqcERktFDHgrTGuOVlESJUjOpOTyNH9HelOczdDKfHhQyICQgag4YF365wq0CRusxtxOuVtGVesimQFllrG0Q4eBZaaV2U+d6WGNKA3wm3oBRdLRzcKn397UxeV2toN4O8DVbfl/mdEy3a9lW7WqktP75tBaKaVrZWijRzlGdCned2JdJad7RSJBHBCmBFqViV2Ogtu/fSbL2rBhj6kN5vUxtOOPfSyBuBDTVI++3JcIWXIKwEk7MbQvbp26FwFOS6OJiqzrijHFiw1hO+rXsDCWTeIXr3YSNO2mnsIANo4Xuh1r4TZM7E2nTzqdJzOtTbm5zqyDtYkM9o69F9Ugr2xBUElYoCxzbEIsdZnH7rkF8/eG00kdrSzXx7K0uzFpzXntsa92PdeXP/Y8bsQWv56M7EOEFCv3KjuzLaf024TJau4VfV6yd3zjdGS9+FWnOk+Zac3PXm+63PlU94lAj3r186Boh8Ur9VjXlJVLwSzf+4UVJH3sstZy2ZykOk9+e7xIUUY42gCH0+N3hf4PnbrwwJE9/8tyak9uLztro2WU9qQ62/rosewxuV3swIXvCTv9z/Xibz0elxOozkJpXyefZsua88lSAedSn+CQ4nu7nHHRp7itEBRJGpCAa5iAw6sBFz/6MQx7c03im/d5Um0wr4+pHX7vClfvnNMLZ0qZs/yDFe5yTQB2EgTMcFdLo7uKuWNL4VPSi7YEsVbWVXVrgcT9U2YxSjB0B0wxsQv8UtWX5+mUvvO6xOCY9JFAy2LMU3J80XXEeIplRYAN2Czb9joq2rdhYM12QgzRJiandnYd+cIGyJ4BQBYYXsec0kH65dLyntNWBcgEYDpm97NRDB7Gekwul2PXP7SW9qahuR7WHsLpLoa4GaCUfXJ62BIWC6hT1j5rY5nJ49kKvbdm9h6na8cJSMqxxZQjlUEtET5ifd6KPtIVJlLEpfjLrI8NQAzEJDMw1nveOeCqM+BbqZ5W+kDP2iYr2V67M3Dlc15rXZt11mxUAQNQy+yQRwHK5bwBCEcQYWBqQah5nzbX1oJXoB34M4iOAZCp0ava40eO46qvruKgJzmzli+AVTNuxUmKw2+YfO5HJJEhXrBcJMb2nd/7wrYdhw17Amwwr4+puf/95zG/usKdUvis9SgIB1eYAHdSsKqdXqzRBjg2I3sOAykr0LKmOH/68uXOjtNX6tScZRhiBOaZphSldBRFN2an4YDacRFQLQDVxqo8Y4VZ7TFGud6l4+yEySrbmKgEzCzvppPlDtFOfX62EQlYE1vq3GdiGQBumN0dYH1T9vRmVZXyuQ6MWib2obW6e3rUz4KhPXv83vEYuGb2swBX7yDTBLk4pm99Ng5zZVvt9DyAMh3faKFb1q2Z7ViW+tF0og3rGltACTS62qjlszSAstY18WsZZNtpef0udckRCfiYNh4r0M7GWCaW24S/uS3Uegzwnm40ROxLmghYC5Xh6b3WcQbd/LfXirdh4Nq757idmHHn8l2nPi5vQ0wrgMzQJuAavUM4+JyEAAW8LkdguQ08+51D5/rYWHwTP0+oDeb1MTb/Uy/h8uu+HP4qIkyC5ZaDLB6yBrjMmsoaiwZKrpasgWWHLqkyAmVVY0zThgCxAyg6qeLJDNQpuSVrXZeVPJ01GwzHZY20r2yZlqIh801wdY4Y0DCshi1V60YZ4G+VRxB7WzzC2bT8GMt2hfVQkExlFVBrAayy2QAQXGHErtOgbsxGJjgTqcCCwZb5PMPCsu5Tzmx3Q9uTK/Q0sedi2O5ts2uvtTbWsNubNtLf3oH12nJx0bJsnOVqnitwIQlNKbMMFllT7pIzj2UzgfocFhoytGyrbt+Aydh+Wyspoh0iljqoLedM58ZmB5BmfVzXfeDY07WW+ygNgouW3nf296jvtPIsugrgSxVr5i9+F6aBB7aAU8+XowgwaGQQ39Tdtb/tIMQ+IyEDTwTUa0/1Nvp+jd1dZs3srFKOOxudK8AVLoPZWbDOgtPtxL6uF8Dz3z6A67An2wbz+pjb7R96EVdPpZdbmB2Wd3iEQ/XiT3omSc5ahzQFJZmFbaIJAC2rClRmoOj06MXv7cvRtd88bcY6vgx+NT5lTw5QTMGpeRE3jCh3joax5biwGx2rOVY36gBvp0DkjCShG76Ly7EdVcm0VEHonga1rSuBm7qwX3+0wE//n2UWGRjfNPLBNcfuGZ/jddpZXffQkoKHtZ0QZ7qO67Jh0S1wdQ5yPKTpf6AykaoHZ3CnYG2lQUjRwvrM0ub0yN5lZyOHxnkLSMe1Mw+nZZsJrwBOZvAMK2gtZ/ZqMnyxhlc/rOm1LGrYZgxr4tTac9mZbWkAJxvrQblMy9hmFrW8g3iwqe+sHmgtx1EJiN+y5vwO4Di7tiz7PrB1BvJAhdhw1thmkBp9fr97KQRD9O0HQNK3zpltnQTr7LAeE3BdbqeQWOsReO47BnAd9uTbYF6fALv7gy/g3td9OaZ7iUkNU5oakgdZOuAFsoQ0fYQJkJoRK8b0t4nBCrRMDbMImjPbIcWCbaIZZB2fOmJo2kbWmmmHFEJiYWNM8RKFHDKUAeGsNUDtGLUcPa5+m/iNNhZm04FZpuQ6o060p3flCAa7elizriwv2XhMbEsGUsYL/sbe+rSuAETvS1klWkHHuaz53dPbnlvWyQy2Zzfdxkoh9LxuVG9b173zbQ96bb3KNqolPxxy+cpwrsD9B+m/y6CT461OefCi2lSt6zQBbqrPY4yIkwfgkw49REBo+j3QM8JSAoCY0zx7QBrXtJjKYFaxN/UNJACrMVtVrnpu0GHi2Dbbh5h0tmwELGMMdYBrwawyq7pP4wSKbTtoGzQZzwxwLHXovHt4Owa3vO809QG31oUzgVn2WusmLl1bm3zC1en/kiHLV+YVOXOWrO07MmaAHB2SzlWA4CVlb4upjHVOr+M7v9mJ1T3sTbcn2XHqzbLBvD4hdvuHXsR6dCWGeJh9fjnF5HQxuRo2i1/MIb/c9MWvbIl9uS5rYV6EXuTRS8uw0Is2HcuwFdHUwVjjyFI0sK7dp7NfMdblWS9jO4V5DrgycCfJgGVym28un8/Jamdpef1DLAwD1lKf8yC7B+zsvkVXmoFcw3baY9nIAr0YtBakGuDatRsAwr1EC4+cIGFPGnHTqAKk392AZh1gxNgmKMhAJcaAuCzZsz5s88/HmCQAIWbwoSCEZhaynEdi1qHr8mgGHXad/mZdum030qE34b3ss9bTyfIxehEDSrVC872pQ++ZKWHefDtrYwek+pOY3Ga9HdyunY+VN6QK5PapLPpmKn6vva1Zh7Sd90Rh0fk50vdpeQfS9iZOtt4bkUErV9clrauSGyF/lgtBOAgOL0fc+p9e3NZr2LAn0Abz+gTZrR9+EZdf834AwHrhIHGCu1zhLhcgSs6aRcAuBMDFLKuit+JipjRFAGjHlLRysnrE45SBsU+xYAGSFajeNaDEolylLZc7aC+QKMXDt3j7FmbLtR2TTtsxIOYOgXW2/G2ZZDXWsNlOLP/nKAWNFEFZbJqObWLO5m2EBw07LC2QgbAyQpEGFmdAYS9RQAFY1zGLheHdYWF7+lpTRmTW8DrrsbXXnA8v34vSsMvGngt/dY0DnY3nausqeSpf5rncP/q7hIICEnOq8g0FiRqRo9yLDB6JNcyzHcISA91PB3tCz4FOMytgK5VNz7EOEGMMyYOeWEsRh+hC1ri7yuTmcyiSAzPLwdPfXaa1bOaqVzyzqlb/3uhTzf3BszM7ttHT5u25Phu9bW+mxn7b2LDNQWlbPodm8NAbSO0MxsVV4Co5/KFz6Z0NZVRdlQWEFKs7Ng5a6TvMLn+ylMABwQPhILi6m/7f/cERWWDYW8cGeH3C7PhjH8Orf/oDmF9ZsVx4TBGQUyigNYqkiAMAAbYd1qFMO3ZeuFdXCbDOU5tdRzscjWowT7UTzUxvAa5WAiAC7agkpE5uk7FIp90K+DbT/6ZDScHjb9BJcdifvSDqpHltnLO4wyKWVrcrRZET2W69YtyWrZKO65jYzvpdnSgDuj0Q2yvXbL8p4zoAS6zvBih37GGcvVLxnXO9IcN6VgtsQdg8FccrORxqQHonNXIHsAVZLnv1rxk8ccIPCcmBa6L66j3BUQKUwW3Y0J1nmNMvE7jVwWF0AXbWvq0vPQ/2ucnhwHbBl5MaXspROlUduIlvwbGCM36u87E2YDRsw+5tGF5entt7I5Vw9K6zciJlW3mgTecG8MCStmHtaqD/PGjWa6EygVKm0cd6l4Copntl9jnrXDUEVnpf5uNJAqwSYtK6uhRJIBwymJ2Sg9bpjuDO/7vi9g8NxvWxtYizA7VhfRuygSfQ7vz9j+Y81ellFQ8+ZVVRYy2YSM68I+1Ld6MVC3l6c60duYbBuTolwLoQ06T7M0BlkMrTcsCWJdKqMrvDU5LKOgFbdslOl9npfjttx2ywdaThOhtg3MgBduQMvYxcvWxdNiHDRmrAcoK0QQPKChCkKf2uE1QMrXxAt7fs6vZEtsuuC911Ayeyx9Z26l7azt7nRYaTQFWTUlSTemjRDFbKdLbGYs2ygmVtp7ZV5qLPWBkk6jJiWi0QA+r0N2f1aiQ9HRZxc/IdgMz3rS2D2oKdtZqBHsuHtP49ic1NBiAsMblme9XT1nB9HVmAtvlq0H2vbawDq5P2vGy72fdjkZpQ1i2rnS/vTLRaXUFJVJPCYtX3efQuhcaaUl8QJkmTOROw3BYstzCA67C3pA3m9Qm1ix9NaWSDFyx3pkSOhpAct/jFqS+5yUGWkEbxxZHIb1/cNu6ghtzRaWMbsYAdKtSznhMbACiB0jsAkb2Rowu1TAaVzNZQZ2rZzwIaO9P7e3Fbd6MQdLbZpIpVOUHHYaupSz6Ps+luWb6RCjDbVuZRtJ2MJrVJP4sKIMv2HYewG0sPdP8eS2uBL2tme2zyDbS+e0xrTxd7lpXt7LdnjdPbPCU2cJ7zyjrQaYAhAyp2JlSQ4n29d1V7Xu4JI1VQycAeGOpNpbNUpRxLWkkO8rPF+zKItN7yWcpQtyUAVo7b1qWAeVsWM6/lHEP7DKlMRO9lCzz5mLk+5V1B2+ssTtlf6xUcijSBB9PMXvcG4UBlTmOoTmK2ToG2LWXTTIXqWgujqoPyPNsTI0rqlnyMyPWMFCZL8XIBtyg61zClZesxMa6HlyOe/c4hFXgi7DEf6z+ONsDrE2yyRMQ5gZYwe7g5dQqymM4hMyCNU5d3idGZpwQWT2bq0GpKHQCYKUhnOlTOKR5DnV7ljlX/O+k7YWjdeJqUAaz+V40pWhBrs2Zt1nWsm42LjlP+2vL3plPPlNE7bgOKSwdtgE2pg2xBaWdde5yHz6DVtY5+tADmjpPXWbtheK5NvTuRDmwWr3OA96bLdpNUIAMikJYTaKbPG+tJX8qUtQGrrJtkwKvl6ixKqsQ2IYE+JzFWKUret8h0NEII18c6V3JEEj1WBt4FnLK+l8FtaXu+BrGd7TEygSYKCVDZW9bdctkqT9LtjUSgZVwNcFbTTGKWWS/bKbupA5X2vKuFnNY314+fA052wO1KM2IlsouCWDHXQplX0L2Z2dcwu7ROkNjXvInKBd7134+QWMPeujbA6xNsh3/4cwCAyz/xfkAi1jDBeQf34FSzbRmtJiaHWPITSGU55zk5mGinN091ulIEgEvr4pq8Zp1UNlZf3JZJ0pSzgToiZkWBVttGnWNxKlFTFst2aiE0SQzOManXJTvYgFir2Y3klEXre+C3p4XtAaJmWc9RpKM/taC1Pe71APbaRAk3sG2GL9Zxum35lrU9J1+wANjeV9eEFeul0DUbbOuwCbWVr212upLDoTKavbieao2eVJcZkFg0qgSYVBurYMc6S2mdXA6DFghwNdpYPpaWXcGdBFedI41WdzMtz45X1kmrDFhpfx7Y2gEEPBjQMjta9m/qgvq8S1u3KuEw+7FlBraUZ2VNjtaxRMQyxaU8nf2R9nrAgndX9KvN+QgDVbc5RtG9FqArJQQWD2o1HFY45GQEU4rjCgGiT6zrckvw/F8dwHXYW9sGeH0LWPQCnGIaiccImRwkrojwLYAFMvCjF2IAAdupRg/QDk87inUFgjKgCzlCrKkTtl7rwcgRJp/AMDOoLk3nSXCVhWUHrt40qdX6PVRDbUGrBZWWqbVZuSxQ3ZMqcDnNMZjl6Tl6sDUdq2E308H7//dOn6d594DrXmxXtuv0hj1AYfbZBc+9snt63T2GNy+/FriqNYxeIKaNjx+be7JhDel+3Xi/8/58fVVGw+uBJLfROLFNuLuAGiMvbvezDoj8TXUpEhYDWguQZOa5ifzRTtNvnMeAOqMDbO9lWy5HHTAMaQNq7bNiNeo99lzoXeLCdsCqA1+97isdq2nzmEGotOfDelaufznBgExx1+1DzoKYHfWiS0SAxmuNpG9VgMsSgWYmyWWdqyA5aM05a9ZBEGbg6u4Ark+ijTivD2+PiAIAEfkDIvJhEflVEfllEfkLefkzIvITIvKP8ve7aJ//VER+XUR+TUS++rU4gWHAxY+8iOPv3E+j8tlhvZhKtq2o2jt+mSqrNNHUltrkgcMhZfyZKAYjUB24NANPYV9CAqsxT5tFYi9YQ2vLI2cGmadWhmBZId1+j2Vi1sqyLB3bhMMyxk5Xvdivm/2sVIGmRzdOZNo58rSvnf7V68KOXArgdBkDOvpvY5amXbfLOid982U3nPZns3Ww2caauum5nQPKdhv+tr9pWXMcq/lt6iCVabca0mWpgE+dlXj6Wu9he79qHFgdFPEHyFm6spOkPm+XVzV71+mUPhxXVu9/Bl90DqzVLeegA9LT0iQ12DhChbj9VkDNMog96wFX0rlqWDF7XPEeMk0VPDqhWKjSZPArjnP2Guo10AGvxpRVyUVzQDrGpJnOcnatKTvk6TtRdf8MwrUMjs2ar0ecKouuwBWSQ1rNHtF7xMNUMmhppqw4ZQcsnzWtB4dw9FgvHJbbHuvRYT0kiUCYgeViANdhbx97ZPAKYAHwn8QY/zkAHwDwzSLyhwD8JQA/FWP8QgA/lf8jr/t6AP88gH8VwF8XkTPzb8MexsJLv0Qjd8F6pEDoQHqZrrFhSGTNTgAaCovBlPdVHsApYRW8LkvuwBjAEiAruq78olfvai2Hv3Mn08SE1OX63QAO0gQqk9vrQE2Qb2t7EoOzqWTp07Cpdr3dbw+Q8/LefnZ7u481A2rF++60etd6DG4PHJb6JRBrp+itpIDlCsWbn9afZYFvagxMbZSFPeOBgYb4MqlAyzXWlKdaV9Vlczl6n5IXftFvcmzlECiNbKjXk0CwJj/Amr35l7WWAVRgq+WVNjP3YolS0LmXmkggnSgKfL11wKpl2kgHQDuTwMcJJuyVbJc3DlY7WtimTDbfsuWbSAvcFrzMzobwgDyG7XkBNfqDHle3ZWP9us9g1WH73utYid+qm8b8WwRhcgiaEtYBYU4yAQWw7/4bA7g+sWYHsm/k5wm1RwavMcbfjDF+Iv9+GcCvAvg8AH8SwPflzb4PwNfm338SwN+NMV7GGP8xgF8H8P5HPf6wrc0//nOYf/+y/A/HqYzsoSN+5OmqkKamZFkTgF1DBbBXV+nFPmUAG2LNu846O+5AgQoibYYbdrjSfYrmrHY0Oh0r3rf5yAHT+bq2Y7FMrpqNpABsGNMNUFVQepMH27KpbAxIgC1YtXpQZuq4XDEdNwMuXs7f9eTq902YTBsSay+KgLFuKtt1LcCW2WC7vQW+DQt7w6gEG+B8HduaFrTXgZ3R8v2XgH+VB8SrK8SrK+C0tAwiXePYu+dOSwGjmo1LgXABqvRpgCxtB6ACSGX5WBvL7CIzsVwX24787OTnletZGFo1Dtml/2vh7W/OcLW552lgGtrfTTuYfTegmqf+8zVoJB5ajnVus+A+Fd4CfQa3tozGwa0d8EAEmDxijtOq16WEwqJMiDGncdVyJSb5V5xd0rVm6UKYXQKsR4f16HC647BcpFiul+8CnvuOAVyHvb3ss2Fei4nIPwngjwB4EcB7Yoy/CSSAC+D5vNnnAfi/abffyMt65f15Efm4iHz8hMveJsN2LH78Fwv7GiZBnJPWSrO1CL/AHdIU3LLWl6+++HV60kmaLgMqULSxW+1ITlklCwK1s7UdYj5u6ZQy29JMA+5pz5hFsnpY61iTp4HPeZJvjmGnYG9ilknUzvcc40lOa12drzULZG9at3JIs/11utY94LsHhnUQwpKHznG7oLJ3jDOg+6aOZ13ZhAE7AJrp5YZdj7FqoDWEnN7LJV5rBpzMqAIV/NjtDOvasPBGZtIAWE0UwjMQwPYZLctkq3nlGQsGXw1o64DdvXut53yoZgd3Qm1u2/8M0N1LXNDWY+d+KNdqrW1nZ0/0Nw/IT8t2OUDXwLwjeh82lQ0QU62EQpjTYF5TvSbJgCuygXUWrId8+Kxz/dz/agDXYW8/+6wdtkTkHQD+AYD/OMb4GdnvRHsrum+ZGON3AfguAHhKnnlyee03yfyHX4J73xdhuXsoWVgEFZ/IaU0gdkmOBLLqSzmDNXFIjlgxae90+itGIObOSzMOaUcuUsPPAC0jS/ovxNgmH+AOoeeAodEHikOJVEbGTsPZSAHkRKXLdsNisVk21QLY6xhZq4mzukE1XmdZRk3r2WN6bD25HWJsY/H26hsUSNaOv4kWUM6VpkVvEALLMqCFVWUnsOuY351YtHthsHqRE24UFqwcJ9+LHNfUSWLHVPMKtO1oQZ7+tut7GlS7XzlmZ4ra3LtYI6I30+IKMBkkcVn6HIrUtMzd9iCgqs9nh0XeNR443mB6PNWzDlBZIlCctkoqamLFOboJG/0/myKW3xt2uXdoHFi5Tcs7ip4t6+CXt48H3/7XMiiaQDR1CLNGWUnbV6lA3j7HcV2PgjAB64XgdBt4738zgOtbwYbD1sPbZ8W8isiMBFx/IMb4Q3nx/ycin5PXfw6A38rLfwPAH6DdPx/A//PZHH/YvoWXfglhckkzlUfwza2v39sAACAASURBVItTO7Srtb5IQwTn2i4gkdiiTcdU2Na1TU5gvaWZ8dBPryPpsCY2VE+jw9X/bOooEUhzmDuSHnBtsl2dA6Z2itLWVzs7Pd7edD4zTHsMKE8fa7322KvYCRFmpzGtdeLH7to1wNPqWO3vqCyjPfYNHL+0LE5IYD/X1cfWqTkvlmsAqa1OSx9glsJie58zaGMQx1Ps7KxFsxRFQtCLPmCveZbkNFPqtk58vBjbWRKezbCzFGrsSNZbzyC9t0yuuef5f6DzJ+slKLBygSIt4N8qSyEnrmZ7jl3dm8Xh/86310HbVM+1aPuNZAEoUQR0XzHsPUJI5IEysMWnQMtJ72we1EcnCF7y+xxY5wFch7297ZHBqySK9XsA/GqM8a/Qqh8F8Gfy7z8D4Edo+deLyFFE/ikAXwjgY496/GHX2/STH4d/5RIQwXoxIRyyBjZHI1B5gSxrm9FFvW2nqTpzqRVg5qoOFsidUdh2wnY60na4m2lJYu80GH1mgrhDUgamLFNAS+xT0c7y8dLOzWcTa9WCvd4UZ6+TtlO9fBx1KmHHHqAjEaAp8p6UgNqveMILddp7MUgVvHufIjtM0waU2jSzmw9t2/zuretYSVnL+9jful05RAapvfMiXStv15Mi8P5NJjJz/cpgp6OFTvuaSBP2nlfrOTQBJfqEfsSRk1hTZ9l+CijeTp834JiczFq9ameGw7XPzObYKqHgjGEcfqrHUtp7nL/5GeB1fM2twxXrYPP/Bpz2ZjaMk9fm2dBBRzkvV7+b7GKBZopi+yy6trzocqpuL4jTlP5PLqXu9pKiCuT/YfaIk0eYXfoc0+/oHdbZpdTfR4cwpziuy63klPXgnYLLpwXP/7UBXN8yFt/kzxNqnw3z+i8A+EYA/5KIfDJ//jUAfxnAHxeRfwTgj+f/iDH+MoC/B+BXAPxvAL45xvgQ81LDHsXCz/8K1lsebolp6uk4AQHphepQmERRXZeaMod22kw7LJFGL1f1e9SJ6vbk6FD0gKWMuNX/KRjrxc3cAzK8HXfGzAAzM6pGoGRz/mabxq6TDuyZmM67ZxzXlIGjceraxKc9VydznqKOcsapq3GWugaMduuNCjib5cqS7eoR2/Ub9vS6MF4GVF97Dtym+s1sZm7PAjSZIYwdpz5mPvn+VzsDhq+9bj3W3VqPJdV7uDdb0HkGmv98/ezgzQ72OOB/B7A2Tph6fN6mnEOeGeIkDDwrpOt6xtdxj/3tDADLTJNtEz4/1rWGtb3vbIQULVMvh8oQROoyETQxXF36H72rMV8VWEiKLLBcCNYLwXoBvPfbBnAd9sbZaxkWVUTeJyK/mNd9u5zRmV5nj6x5jTH+LNDVsQLAv7yzz7cA+JZHPeawRzP/Uy+lH1/xJckB4PYMd7UiZtZUriicj05XWQZS08kqW8rOVyIpJqNKCxzydrUT5FiSSc9mwGmIiJqix8oEGMRQx6cpORtpgCNtn25rncQMgLVT7pFAeVqw06ldByhYFmG3NcxSowttjtNhN0sbmMNR4oVyHj2gzmzcHgMMYJM5i+th64Q+Y9qwnPkcHzVd7Wa/TVxPBeSSsj1x/QgclzJ22pwTTjSDLKBM9TL4bBJa0DIAG901pwPeJK/g45XzbFnMjeZT97PsrwHXmygI5+5fEYoS0rlOvcHj3vXMz7WA4rlqmlq7797AZm+wl98BKRtfrAkjFiOJ0fuCB7Z6niEAoPuGtd3aDkBatoZ2wMfa9DVA8n0Xhe6VkD8ONTShS89E9DWla5ScHpa7VAGCB053HE53BOsReO9fGcB12BtuGhb1EyJyF8BLIvITAP4sUljUvywifwkpLOpfNGFRPxfAT4rIP5PJyv8OwJ8H8FEA/ytS2NR/+CiVGhm23kYmP/tJxK/4EkASAyt+LS9YWdACvBIj1aF4e3F2LHXSUnaTMg1xBiIOcQO0ndYmmxaQATAQ47LtPDkKAYNYEFjVztL7NiuQ5irn89thvWyGLGCHIbMAwLK1zPie2y8dqP2/61hDy1ezn2uBVzmPjUaRmC/7O3feN8qAxRKADkDd27cXE3YvxWvP6j7aFr4FNxsmMbSgxK7j+ilQtGWwExxQpSzOle/u4AHt/cR1jAbYpo0JyHU00zGGMmjbDGJ60+Y9x6YeaOWEHzGWqfONwxNQn6uOLnUbiivPlOiz2dGzNnXmdRpS77Tm5zXPOCg45KxjBcTvMK98XXlgwU6mxVENlWEtsx90PfS/SAa1qEA3H0MMgI4LgMlBQkgSrRgTs6rhsgJKVq2Ys2ZFl6QCV+8QSBjA9a1qArRRgB4zy1GjNILUyyLCYVG/Mm/2fQB+GsBfBIVFBfCPReTXAbxfRP5PAE/FGF8AABH520ihVAd4HXa9yc9+EvjgF+cYhBPEOTgR4EqA6CH3r9KG64rGkza44pgNkRoqCLQMSC/uadowr6kMArJOKtPKpnozjoCg+2TGpjhwadneQaIAQkHPMzBuOl+f+ovqCOG6AHYTkcCyZLr4urBbPeCq+3pf97X4IHSA1k3Al4KagiOJQYoG2OzpA/VYqOBwd6q/B7h3pun3wOgGtHpfzsmyrOJ22rqr5ZRuO55N0NBbR05+BYzSjMOm7moxNv/LPlpO777g4P/K9lKdukCSwSxocLghWl0dLOpUNpvWT+ug0/TOPGsikBWZgYyVsYz6bJsuRY+Twb8El5772AGZdgBiY0GfBb38ux0wN4yrDriLfpc0v6GC9sLCOgGE3melQc3xeaCdmdY4ufIbziHMPrGrTkpIrDCnxANuTWB2vXBYDw5hAkLWui63gc/5rwdwHfa62btF5OP0/7tyxKeNnQuLKiIcFvWjtJuGRT3l33b5I9kAr29He+EXEL7qfXCnNelgJYFYOa3AEUn/GmICqE6SY4J2iprIQAEq6QCbDkKZCgMslJ2R4LZMjfXcV72sZKDbKSPVqXaCoh1NZmeK05cCMpYUWA9plUDsZd4iANJdz44554K32/U9aYFlOC1DeA7IMoi110TNsnohbgGCYWFt6KoNGL1GI6v7NGzrOanENfXZHLMHYgtjF7Ztaq0D6NUpLq4rmogUHO6tE1N1w3Bq+xt5AX8DxMAUFrDeow2QtAAN6LOa+Zhl6YpaX2Zb9TneRN0wwNJLcuhMlW3vr2Y/bJ8voM6U9BzJejMbeZ/NshhbwMogv3HMMsC1aFR3Bit6bfV5aEAvtveI1eW6Xv0o2YBLLCpczZhViGSfIgpEyRrXo+DiUwHPfifjgGFvSTvDgbwB9jsxxi+7bqPXICzq3vJHsvO9zbC3rPkPv5TYV5fTDR48MLmU0GCeasSBENMUWtnRt964NgUrSwnUe9cAJWZEujnJ1azuNluTQ95qdItnttTyjUaveNx7V72p9XjndIC9xXma2LKwvFy4jXbOqctEFbbL1Q9wluEs621mITu4sHXgY1pdqWlDzpT1KNpVLgP2Wlrr1Uf31zbgSA4NcKX7apOwwjVtWO6HsoAcAyOFItO2U/bUMvTzVO859Vxn+QiV04RogzZHqKGzmDm3bbN3zqWg2DKpQH0um3L8dp2emw1Hx8Csl6zARL/Y6Evp2eQsZo0e1e5r2XRigPkZT4uo3XvvEq3fZO6FGNO90EQrkXYfvX7ebffdkwbpJiIIB59itkpywIoixTkrCrAeHdZjTkpwEJzekZIR3Pn7A7gOe/PtNQqL+hv5t13+SDbA69vY3E9/osYYjBHrrQnrnWMKpXXrAMwTcDyg6Ll06kw1cVbjCdSpeKCGoaFOrYnPSOzLJptWR+/XhKkBUtpNzn6j39wJ9kLgKGs1TRW0zNMmzaPNrtRjkjahk3g5hUXadG7Wg3yv094Bk9cCWDb2pO8B5x6o7oEi75tj3jSzlW7bi/+a/2yubcO6MqOqQFTcFsz0zoW+ZabrzTrSEBFPSwKSNlSSvReACt4UYPKACWj0onqPiWorlf2j+1TT0DYAuWm82jYarzQuS22zHtsK1FjKe8kG7EyCzThFmcDiidLFapl8D1uArKmktSx+Pjta2UYS0blHdRuh6877yEQD7vLe2QH1NsIEr2MWVduEJQw6o8QzFvpuLM8s6veUwmVBiGGdHOKk9yUQJ8F6TCGzlluCB+8SPPcdHxnhsIY9FvZahUXNEoOXReQDucx/h/Z5aBuygbe5+Q+/hPCVXwoJARKQ8mlPB/hXr4BbB8jlKW+5ZM/btWUiRFrpADM9PC2Z/2tUAg4wrraZAlWzmrjQdiDxlOQNws4XzXQegUfboTmX5jJCTJpYl4F6CEUmcM6jXJfzFHCPid2YtiFJFTZRDrRNbb3Zg7+UR6xs2dcAXI0EYevBx+G62ePqf5OhS3WqDwNmaxUpC5eeh3pxa53LcRkgdNi9fB4lKxu1Z+NQNc+IV1f1dHV7HkxN7auxuf58zHmqDkllY6nymgyWNo5MO4OITVxiBU/eV2ekHbZbJOtJ+fncsx472kt0UdaZZ1AlKYZNbvZlwHcDh5Qmmx6dE5tNWCKWMdVje18jPewNCnpWQHZIlCgPhnjwys8HD3gzeFfAmrbPRUraXnWuQJIKpBSwabvTHcHx0488kzrsCbXH2WELNSzqL4rIJ/Oy/wwpDOrfE5E/B+D/AvCnASDG+MsiomFRF7RhUf8DAN8L4BaSo9YjOWsBA7wOQ2Jgwx/7Uvj7J0z316zR8kku4BzEkcZPw2XZIOycfSaE1ouXO2AA8B7C7BGwmR6U7CBmQWzRyVo2DkBclsrMcIej3r0MaC2bqg4lSKwe62Ill2MBac+DHCJbL3IGEj1QEWOb/SfbbrQABhJW/3oTaUGvzfXYe0CDWVKODUt6XCshOAtm9+rXi2BggbuTtq65zdQJbsOSSkpEwfIN8T4BvUDHYEadNa66zzyX48o0pX3mectu6kAmBuAUW+DdDflEU9NWQ6sDL10eYwWx/HzslcttYcEcW0//XcqhdlHwyAMhjTyi+2s9i/NXqGyobSsayLIGvpeoYLN875nSuqsu326rz5S+DwIACdXJTdctC0oiAo42wWWylECktImc9D2a32WnkE7fS8L9IWfNAlLG7SA43RY8+52DbR32eNlrGRY1xvhxAF/0WtRrgNdhAAD3M59A+Bf/SHqxLiFNd7mcyOAkkFPulBSwaFiYEFt5wLK0U4jAtgPOnbXoMmamSpmZ3Yumw+8A240XdojJsUQ7oQ34cy0bazs4hwRiPSoQjdp5djp3Y3sJD3rsbVNHA2o325YVCl60Xn4LXs4B1x5z12Pi9Byt0xQbB57vefbvOJfFwt7qcR2v7Ne/IxGwbcr/FbAW4MqsaRnIbKeNm+l7C1hUMuNdAq4a4J6ZPr5XNE6oymddyB7orj4PWidiEItjIQfQV9Y1X0NmITeRO7heO45TAOq1tevIGcqGuSvPHVqZzYbhpMFqZWllA6pFGc4YUR0uzQDFOm1xfY3cp7HeINKywhtNda4bSx+YgeWynBiWNf/P7aF+BZDEuKqPQZjT93pIvy+fdnj2uwZwfVtaBJ7kTFdvlg3wOqyY/B8/D3zZH0Y4THBZLhBnj3Cc4a4WyOUpDb+iQ5oNAOm7fI1CoCxsj+FhEKaAYl0hMJ1JCQguyZGM98vLG2BrAdkaWkYkxsQaA4CGXOp1SKWeGYB4jxKCK8QtS6b7MWPK6TOzcTrQttG3LKwFu/qby9rs7zvnQOdxFrDa+utx9TyZddoLsUVygu1xXMs6xlCkBhvjcjjsEzPqRmqxkXJkwFYArXUqdJLu4RI6qgK45vqoZCQzrgooZZ7rfTBNacC2EjPKoJRZS2UcLUurTkvUpl1GlVlX1cBSFI7G9jz48zHKFD3W7TEya5gYSpfiqhrWuEolQvsMAS04ZdDvXI2eYMONbe5bc4/b9b1BH88abACuQ8N+W021A0pUFWaJdYDN5h003Fh0tK33OQlBji4gUh2zMngFUjgsBa6n24KrpwXPf/sArsOGPYwN8DqssfjxX4T74j+EcCsD1iVAJCIcckzYAMiSg3uvIU0maEgtNZYRqBUPZl8793WtHUWpgGEVxXwDfYbFMI8xBmAxMSq1w8pMb7vObTpJzQTWaGxzp7VtuC1zquX1pAZFF6tsXYflY4cx3W4vjJc95qZNeqBzhz3uyiF609JWj1oLqIwrJ6vQ7Qwbm3SvedtOaKz2eJUpU+a6m93K3jd8bdj5SOsbXBmIxXWtjO3h0JxfCZemcY4vqb6nEw2UluY+24BRrve6tiGsuuw36cetAxbvq9vyrAc/NxlAllrbkF5chn57XxlkIXAdYpLAz9Pm3i115fPQd4K2IW9rs9+ZgaTVDDcOntru9h3B7an1N+C/HkeyTEoZdB1w7YBoHUDFiLgC8Amolm9JsgDdL7GvSFpXyaGwDimO6wCuw4Y9vA3wOmxj4Rd+BQBw+qr3YXr5CnJa4UKa7gxPXcDdu4Jc5c5bGVI1kTZmJHvrqt6N2QwbXxLog9QeYHUOkNgFVxvNnGEROUtRjKEKeiyDGmKa6i3Tvw7QlJ0dhjWV2bLOYrJ5NSwsMYjdczR1ujGIBZLsYS/e7I7tOpop+7onO2j0idrxd+Qc9UD1p0efhQVaWYI1cz67baJApoB2l0AHa7GJPVNpiIZxEp0+jjEz+rkcO0Cz9XIppul24JCzc1n95c55NbbnEMnLmdVkBzAGiDTwEDHplC0Q1ucGBjR2ssSWZ1ufd3s+Rkdc1us1sO8DHez1sncB7f3IDo88M8LPaQ8c6z7dwRIq41/OL7asuq/ro3OIB590rBkohymngnUJ3C7HFFVguh/x9Pe/0GnEYW8v2xlADjtrA7wO2zX/4ZcQvuJLEka8TJ2KLCGxsiIV8BGjWTqiSB3hXqfC2lPufBVs2I7dTh82LAtakKDe3trBUOpG3n7DiPHylTproXJ6DCvXpwei+Hw6tisL2GxYWccuw8j16ZVrtzXbs160Md1+D8RyGzATa4HunhPXnqPZ3vbn5BV8v3SPJe2goQdmdFPv62yBSD3/3mwB/6bvTSIOimjR1NOypEC9lxigsnZcje8Fli5Y42ePWVSAQCCdF0sagJqla0UbGcGCVnba5Gfe1tVKb3rPSb6fSnISo8FtntPewErTzDI7a9s5xnTiHXnKRvpA1sgENMoACLjOKSxWdII4CZYLh9MdwTu/d4DWYcM+GxvgddhZk5/9JPBlfxjxIt0q8mCBLEgygtlD7l0lGYGjKdjTsgUO3FFrB7WsFHvVAFV1/GKPYe7orH4NuipvkyUDqjPU36mTq/v0OsKyvcak5SlG7vy1TuxRfW4Enbc7l2EJ6IAxPTd2ctEy2Cu+B9bOAVk9J9ORRwsoegOGjee8ZRevsZ5TlrKSXc/57bVms1rVpi103Wlp2O/mfNRJkNnYoFPjFAqOwXEP9LJWO7ddwxo2wL4jAYC5znaQwdP5fG5AW8/8v0lpy8CwSHc6sxwMYmPEjbL/8OBQjevK4NTWle8zew7ARjZQAHRehxiTLhcAYptcogH5DEgVZJe2Ctlhjs7JDoIy2xq1vOyopcA1HBJ7HB0AcTkElsvpYAVXdx1Odxye+e4hExg27LO1AV6HXWvx47+I9aveB39/AS4SmHQPFsTZI94+AJenFBomRqRghki/1UFKO86FEgqIAIhtZ6/rgC1Dwp28c0gahtgyrDkSwcYrOk//i2X0CAipjID3Fe8pH3ys3uCaAYkZM67jHohl4I7+NHcDNgxwsZnC4Fya4mZ224Irrh8BUS6/B4qb+lgAe85sHNa99XsgVbd5hJixTftab34FpEB7Lyl7O+cA96xBdi5d88Mh6SqBCoT0XrZtM9F1I5ZfQh1INdsbSQnQDl66Tn5qN5CONClt7TQ60C6jyAIAgFn6aVzPhf3qTct37uWyzLa3DRlHobTqeRNw5W17MwFlH1fAZ5n25+e31KEdeHSBq0v/OapAmD1FFsjFZrnAehQstx0un3Z4998YwHXY1uQRXndvdxvgddiNzH/4JQDA+se+FP7VE8LFBPcgdeDxOCMe55TQYI0QYriKlCDGFFoIIJBHHeve1LeCBGZKeOrfloPKmm5iwpLFGKrulTy8LcAtZTSgzG+BIR2/ATZa9xsCwAZsaBk9CYaaBTDc+dtpZVtXZQYNWOrVqctUWrPs6BmmtGyvprITu7zIOvYHHqmS0qY6tXrPzjkV4+2YGYwxAVd27gLadlTG7nBoQajqYVlbiqwtXWP3vrE66I3ZZ+OcvITLs/s30RDcFuiV8+ywxkD7TNhrxvrVnvFyBY1Ww9t5Tjbh8ICkRe9tw8CUmdcYdxI9uPae9Z1n1bvikFXKDQCmxLjGDFTD7CAhInhBODisR4f7zzhEjwFchw17De36ofuwYWTuZz6B5e4BQJIORJHkvLUExMOUXu6TTx+Ng+ldBZ+qP2sK7YA7Zm9CrMkRuPM7M33LnS6npOX1xSiurG7P341Z72ztHEkKsJmS51z11wCOUgctR4GNltEDwFYvrMfWY+o2ut4ws119K7XphjHcY0VDZ31vGdezt64cj6QF54Lx91h7Pg/WMFIbNudtUsYWEMbtrvvrjIKC6Nu327o0EhmhIo3uk6wZPHSu8ea+4m8+13xcOxjp6qhL0oKdOqIzoGPbi2YRQttu+tt+zg3mGoeyvp5VvN/WjWdxLIhmdnVvH6Dq2ks52wFA9JJmnthZSyRNJh0SkF1uOVzdFUyXcQDXYeeN37lv9OcJtcG8Dnto8x9+CctXvQ/zZy4Rjx64zNq8y6R1jYc0/VqmtE9L3dk6YjHgYEapNzWprAhQGS8uZy90U7bGOYs1r9mBRjtCZmxTUHli+jhclgWNOrV/7oUQ29BOG9BObChQ2bMm+L7qXPX4vWnZM8fv2SY9bZFrhNI+/fIMwLShsfQ30IYg4vKs/pW9vjnsFqeQpXpvQFzRUaM9vjk/YcaPz5m3syBLwctpgTz3bFp2734dmFgtJfJ9pyHX1FjasMe0Ygs6NxIPC9h13bn7UAElkM+P2itGRND5O2kBrT4Tel56LOj58cCuIyHQ57Xss9NuNoZwAZL0/N/Ama8/2MvfHVAKddpidlqlJTEiCjHVWT4QZpc/SdsapiQVuP9uh+f/6gCtw4a9HjbA67BHMv/hl+D+2S/A6fm78Bo3UgSirIsk71oBAH9IbNXVVXrxn2Lrwa1aN9aXaScFShAAAMoE2Y6HZARNjnp12uIpT1fLi1hTOKM9U5DFGEIBrJ2StQDEOqooUPGtLrLnnFXqv8PQNcdg60VpoDr2NJR72am6Hb8FkJb5sgC2PVBdblltW64GwS8AeB/cbSIMKHPGwK6nN9V1upy1sUuWvswzcHWFSFIYOcyQd9wF7j+ogKvIBAzQ4yxwnLFN7wG+FsSs7kac6F3XntzG/NZ7rnuvWb00M7srtRezljRQjDo47bGk3N5mhqMBsdrW3J52f26Djl69AbkM7LnNWB8rDggmSYM326lcgOqcJAIe0SfJwHp0CIcEXpcLwemOQ5gwgOuwYa+jDfA67JFt+bVfh/waED70JXAPTlkrRh1zjMmpYY2QyQNxzlm4fAKzCrR6ulHqPFL6yAoEYgyQFS07Q0xscbRSlog63JKRiJex9zIS0KggF7VDJSeSxvbCEum0sxrrTjsa2G6w/XPWA2J7bclMoCl7l91jXTEnGEgbbeuzN728qfcN9j3nFNTT0VpQxyyqyjrY+36e25iimoGJAKxMUxpwaYKCaQIOc5UOMFPIzD/QTLd3Y5Q2MwZmHTGxG6kA7WuBaDd8mp6fYXh3Qawz4LLXtmqGQRfRdLCutgcDysm1ZRWWlWRFe2zxOQ0te7vw7I112uNjalKC3vlpnfU8SBqgA9E4OYSjR5gycJ0Ep9spfqtbIp757hEKa9gNLQJyMzXZMLIBXod99vaRTwLv+6Ls0BDTzFuMiLNPUQgmh7iEBGDnqcoIlrX1ANfOix0sSqfSOo/EtTKmhd1SnOhdTetaAApPhROos0wS0KbcVJa1rDRTy9bZRJc1ekrfZ/4y+8xhr5g1Lr+ZQTsTocCuZ4Bybvp5j6Xd6FINOxqpzaQwbR2dag/U8jKVBPS224sZu6d9LvU11wfmnENI0QWULXQ8QJKaoEJDrWm80yWHgVtICsNT3RmwaXKCDXDl+8dKZ3Bm0LIH3m7C0tp7MYSNrCDqMms9jbqWzayspxisWq539d63AwuOzAHU9siZyTYDFAt6i36V6rYaMMrHtbKaXrxmPWYuu0QWcDV+a5IJeISsaw1HV2K3vvL5gs//lsG2Dhv2RtgAr8NeEwsv/RLwwS9GuPDw904JwK6xMipeEHNHJXrbidSYsBw6B6hsSZlmTf9Fo225UNJ4bpw2CEwIPOKyVC9jXh8jNjEse0COAVQJzeVagGSn6vckBdYjnfbVlKRNHc1vC1TPJTTQ9efiyKYFsl3eaECVBSUtqjiICzm1awe42u3rCWy3zeU1ZjWPHQa2AXncvqoDVqnINCFeXm3lEDY0lIJOPX8vifXXNrDGTCFLBHgaO8QNEK4nIPtT+eiwrj0AS9euqVfDJFLb7NwvJQ4sm0bWaP73dq7XJ2WjU5lEBs5aNj93QBtyrsdA22PYqX+2zv28G23CtqcOYkXygCYz8Zp4IH8jBITDVNpivfBYD4KrpwT33jOA67DPwvZmHIbt2gCvw147e+EXIACu/pUvw/z7l5AQUiQC5xCdS3pYIEUomHSKUT26O0wUsz4KSg5p+lelBGoNu3WKBZjEGOqUcNqwlge0U4q1sBbsNvvRdpZ11boXL+6daXTrHNRh4IptQFNlpXq61GhZro5tkhCcMxstwLCq0rChroLSwp5RPFe+RtIC4bK+5/AF7LOubDoIcm1M3Hh1ajWUIsA8QW7dqskwgMqqMlvIAGihlMhk1hGQQayGZKuhpdCAXh5E2Nium0GGYQ/PJqdganSXEQAAIABJREFU64FCe68peDxXZsmgR9IELZvixJb2sM+alquAVnXv2u5WH9uEXEObMa8342EHjntaYHve3tVsYC6ld+XZH1mBMKd7IU6C9WLCcsfjwbscTrcFz/31j+Bd/dKHDRv2OtkNRWrDht3cpp/8OJanD0kXdnFIYDWElPfbOWD2+XtKHdg0pY8CPgWUJcuR0eJpCJweE0RgqxvcnKcbLbjk6Uj9z9/2dyl3Z1q1x3TtgYMYG9Cy0eD1zpHr2wPaPVPgVAYIoQwcukzfJoTUNeIsjgzAwHtnv8iMpGFBi3Ew+p6zUm4v8T595rneT6W8rD/1HnI4JHB7dVVBlMsARu8tTwzsnMvSciffgtSskba66ZgHZZElBnweGYCWa960S2hYcDkXO7VnPVYaOH9v2HuTr5/qxJVl1Xsvs9wyT4nh1igdev3ZAUudOYEEWJelDt54dqGXTrepC2lk9+rfk5X02FtPz5oyrtRW0bkUEtC7BFpvTzi9w+Pecx6vfk4CrsOGDXvjbTCvw14X8z/1EiKA01f/URx/5z7ighROq0zrSur/kDsMdazi0EQhFkcbrGvLgpVoBbFlwhx1rspyAbVTKgBDan5522lzPa2O8pyDi5ZhQG88nbrZsXqhmzbT+Vp8L2wY0A4/VZdqUuDusrrcHspulbLN/g6tw5ZlTvdA7Q5j22VuuT52mR1Q9MAJsE03HAg8aTvPE3A8tqBKAZEysQrMDimmMQ4+1XmpusoCKHMWKE41XABYDwj2BkXW9hj1HnjnNrGgVc/vzACs6F3tPd/MEJj6MfjTAYiNzeqEUjKjq19W6U/JpFXkOXQsO/vAjG9v9sC+K9a1TTPNdedjuDQrVGI2e59iuc4Oy50Zyx2Py6eSvlVW4PP+ywFch71GNlQDD22DeR32utr84z+Hy3ffQryYUmBvTocpOS84kDqzg2HMXGb+lKEFtmxmZgcbcKj7sWkGpyYsjms7OWaAuOPvOWfpsh67ajrTEo/Tsp58bGLiNnXh9rBmz8smX+CkCvb8eTv+fS4rltZDQw31Qmbp8r2oAr1P75yAPovW0SQXhyqArluswJc1ncdj+p6IdT3k7G/WW3/yW/a50UamhBx8/xUd9nXAXEj+AexHl9jT+143Lb6nIaU23DiI8T3fkxboR++BnfslxpBCaGVgG2PYOCOW/zxLcm6QpclOeDtmTVkvz4PgwqbroITeD3r/HWfE41RCZcXDVIBrOHpcvnPC1V2Hy3cKwgw8+zcHcB027M20wbwOe91t/vGfQwSwfuWXwj1Y4e4TCwskABtyjFjngItjYrhWmn4+zC2TxlOxCvyIBQNQQ2YBFYywnrV0wNjoCbsgVv/3zDJAVEYXnLC3tWGRNo5FXamCbEGNdYLqpVYFttPB577tMXtl7K2zdVFAZ49vQyo59AcA2C6Hoyn7osOsgEqZPY0iUPSNV1fArYs8lR2Aq1O9hsrciaTtgMruq6ZZt6XrVO+1DqizcU9NRIoNiGSmmfftgU7LuPZAKwPyXrv22NZequG8f3FCw2oGSAGIrq0/UJ65ktKV9omW1o0ZzGpiByfJCYwjJIi0dVVmXQcRyrTac9YZGYc6UJ58SqySB9PRp3Sv4eCw3J1x+bTHg3cK7j8P/BP/xQCtw157k+Gw9dA2mNdhb5i5n/4ELp87ItyeKwurwLNo6HLHr6xXLyMTUB0sgDrVqSysahCBdupbzU7lMnACqCzSP+oxmNGxgJeX0Tp2vtlEB+iF0FIGtsc4coza64wZUM5QxWYdspr9qV1YW6ssVq8coF+/niPWOaDcPR+znWXUFLjScUqs1WkqgAv37gGHQ3LMiTG1i5MqHdDr7V2KhsHAVT+6jTPndQ7gW1Otrk5T2wFLp0PbaGTLvUwzAVovrl9vel31vnxdLThU4EozHAW4xrDdnrW5vQ5575nrST+AwmiLnaXgc9bzIKerZlsGsSVddapnPMyIxzn9lvxO8oJw4bFeeNx/1uPyaYGEAVyHDXucbDCvw95QO/7Yx4APfQkun7uN+eUT/CuZfRWBLBQ6h6fKo1TNJevdgAoo9TfQBknvWaNj7Szr/Qfazt3qWpldpWXMphUAe4OIAOfr3GFc+XcGrE0Yq876jW6VnWN0wOB3vN6FgJqtz7n66XF4O1PHJmRYKaJm/iptqtEo2AsdlQEVpCn9AjbXFXKYgbvvSOsXOneEtO3pVMtegeJkpPeTp2Nze/C5s2YaWgZtx1PdvfuMZwm0TI4wUZrS7M/3lQnLtclE1tmm1G2PsVxjy5KeC21lowFwXTU+LLcRs9laD6CmojV1bdh2rodz9Rpye2v2LpF0vVUOMvuscwWi9wgXHmH2OD2VZAL3nxG899sGaB027HGzAV6HvfH2kU9iBnD/a78cx9lhevUEuADMPoXW0k5Hkxg4l35PUnOx6zrrvKHmHOAA0bztBGYbxxCgTiv3nGqshADodtobYKAOPVqWTrcSmD0Xo7UWXPcr22sRven5pk7SAFRNKiCO5AXKRgLtlL4CptimlFXnnkgOUGVfNWcA1F7ygZ3zLEZtWAYHes3FHC/XpYSk0uXznK7XRIzgg0vgeKjaWo1Jq1IUyxwWZya0jKiRBjQpYHvgLbdJBdco9d5IBrTdTTKBpn5cRza+Nly+HTD1ZhtUztDb3h6Pt9XjGjlEUyfW6W5060YSoDF6+d5Rhl3Pj1lhNj6Oy0CVU8/OU0rxepxL8oHoHMKFx3JnwumWw/13OywXGMB12BtjQzbw0DbA67A3zW798Iu4/BPvx+UzBxx/74TplavUaTsHuVogE2r8VwYfCg4Kk0LL9xjTzK4gxhQj1qNxJinGsgWgz0ABrQawx6QysLP75vXXAtnYJi4oAJa1oWoWgLJcACgsbAwx/87HY0KLtbGuPede/Up9/A7IuUmmLbsbhwvDTrswaOHwZ0DROYvk9dOUZAJ37wCfeaXutywVXAeHkiqUmT89NrN+JE9oYriyqY6aZwTyb8vQ72VHg6gTWkc/qtaJEbtx5OJ9etIBu9wCQpbs9HTfvegGpm7lGL39GdRa0GqjTOx18OwQqfXXujtfQa93yQnLe4TbyUEvekGcHJYLj+WOx/1nHS7fCXzutw7QOmzY42wDvA57U+34P38MAHDvT30Ah9ml5AbringxAQ8WCMeK1I7JOQCnGuqKGTLL6gCtDpBZKS+JneTsQKj6uuLk05gQgKHO2E5dAtupZWbDgAZkdLNliWxYT7u+tgsMk0gANmfDSsdhAMuawx1geUbecJY51joBKHGPzkU1INaNp7h3PfBRr1Nh7oAkDVAw430FpctqrhcAxKqTFElt1ehn0V5bc50bVjAYcMUgqjMz0Es+UM7bSgH2MkVRffbaaSO34PvP3qeG9U7raIqft+kNziiKiK3fpj32GF6+L6wm1v7XZ5oHlCrr4KglIoiTTxKB2WO9NSFmYLxepLY93U1hsKYHEc9+6wvdthw27HWxCGxC0Q271gZ4HfZY2O1/8FEAwKt/6gOYHgTMn76Cmz0QAHd5gpzWBEAKOzMDUwYMy1KBbC+slRp7TzdMEyoji62+bpPtR/ebpy1o4U6ZIwmomencsgxbAGJjvjKr1k3jqh13jDWNbckWVVnQLoC17Ggvjmw+3kZG0APewGbKH57qykC7N33N7WVNj70sEPYqN/XEuqZrdDgA9x+066bOq8+y7XottQ0pBNcmkH5v0IR0L3Wn7M1xLQt/NnsW3+O9KAN07xeHp706MJOv597bRtukB+QL07kjGegBa5YbNIDXJGRgrTEPPrm+Oiuj++XsfVHLV9B6e0Z0gjgJohMstxxO7/A43RLECXj2OwfbOmzYk2IDvA57rExB7L2v+3IcPrNifvkK4TjDiVRN7ELg0rkcczMmli3E2tmyN7Jab+rSTMuKnaYVyhhkzQmgIZhKgHXS753ruBVg6bEMM9toZhlUeJ/q2GHyGlA5p8c70lS3glPxqIA17dg5r74xsLLgqInluTflD2ykBo03uZ3+5f162wMVZCrQBCr7lsMg4fIqndfhUK+XBtfXNl4IHOkgh69lSJpaYYmFRwWzhlG1A5JzTHKRTOi5ZSaxZOvStrHAVttrptd5iNt7r3fvU1272nFuCzUeoK1rux+DfhsBQcuxMZlhZAIWQGftdRMeT7OhqTTASc2EplWPMWlbZ49wUJYeCJPD1VMe61GwXAie+e4BWocNe9JsgNdhj6Xd/qEX8elv/CBue4G/vySws8ZEBM4+MbFrIJATADflDs507jwtqsCSdaqWRbKxV3OcybS+ygw2DjsGUO06gTF4KMxor9M2MgctI4PzTWxQsl6UgwIYVcPI0QZ6zGsvsxVaZrBkSMrbWBZ2j5XdGLNv3P4bZxzZ/rZAl9vt1gXwyr3koDVN6TxjrCx+qahUZpEHEtTeuDrlqoY+G8/H5rqf02tK5/5p2NQcS5W339OzrrF7vbpsqYJ9tj1NLK8Hqn5XvfqBZlZgEx9WgayVLZRT4nuOvnsMvJXcBACzq+yrSjCcS4zr5BBmjzA7rLcmrMcUy/XyaQe3xAFch73pJogjzusj2ACvwx5be/r7k/bsM9/wQVz8/orp5RPi7CBrgLufO84lpOQGFoiuhp1lhkgZOjYLau2UvveJge1JCgA0ue7z9KVEqaxtWtPuo9P7MKxjKbsDOggIMYDs6UMZZDaJD5qA/gb8bhIdtO3QLGNm0WSYQkghwTbOZrpNT8d7DjzlmK0lDWuT1MBVJtuy7SwXiARMlXkNmbE/ZVav52gU6zUGkJy0XGivo2UfuZ24uNAJWaX15bam8y1mJSq6LR+rd71sHa0jmgXBvL+RAmwGItFE1bDH1Oepp6eVNBCMrqbWTcfsDCrKOlfLO8yNTEC3jyKItw8IxykFJrk9Ic4Op1sO4SA43Rps67BhT7rtz2ENG/aY2FM/8ALuP+vx4LkjwiFNAYZbueNymWVxpoObplbXyOlB1dO84zTTdKy242RTUKMfSqIQ1xXx6lTAjSZNKMkTOJi9RlPQMq3jF+sJtV56nBCakFU9hrPr5NWAAWnrY52Q7LT6deyclu8okH6nblr3DYhVwMPfWfKgQK4wn73pZdtuqoV+cJkAasis60KAlduk6FpDc2yNTFHqoce39xEztnSeu+yzZc5LPTq6WltXkT7Q22N8Yz4HXp6vjQ40NoMJuz2v4/qiLxNploVAaVn1WnVAuim3OX65v2h9jg4SJUUOCHePCMcJ6zE5Z60XDstR8OAZh+iAZ75nANdhj5nZ/uSN/DyhNpjXYU+EPf23Ewv7ytd/AFGAi0+tmF9OANHfu0KMLukVs0mMyaFrnlIHvCxAdK3zDZt2lnPOcc9AsnSYgOQECHEl2ULZPoNV76sO0mR6gpMUPB9ABFr2DmgZuGum23uhtpjpvHbK3gKErs6VPPqNdKDUgZnEUoZqGWXLVpNdKyloHO5QGNWIFYi5XfX66PVQZzVmD/UcPLG2YU0DnBX5PiGJBssHsqOZIMXEFcnMK0ee0LoSaD1npU3UoWtZWoZSSJ7CprIVBYEMaq11pCh8TzS/OXIDsDkPy+BvMl45lxJAAA0zLqo7nufUxqcFuH+/zobEmPaNBOJ7HapIulYanzcnGShxWqcJ4daMcHCIs0MUwXrLITrBy5/ncfx0xLPfNUDrsGFvFRvgddgTZe/4uzkqwb/xAQCAv79AwgT3ILFoXe2QMrGSGTcFWxzrk/V5ew4tDFDFIbLyYK2sZApS34K5Mt2tFmKVIsSAJtNXjxHWOu6MlPdixnbByt7Uc65XF8TaqeW8TwwhwVT2EDcaUNkDdIbFPRexoGxrGL8YA2TJ67UOOTPYhp21A4RparNnKdOY691Ms9M5Ncyr3i+9upu2P2vM/OrxebmazU7G7WHvFf2mMGLNAIR039eC7XPOdzx4CbHEUC4a63kGJo94nCCnJW2/LIVdFnvP6bkQi5+kPipRoQELgHhxqOGvXGJglzsey4Xg1fc6vOe/HaB12LC3mg3wOuyJtDv/40dx/2u/HJfvPOLwygx/b8X8mUvEJUCyV7KsqB2osq5+bVNRxphZWQIiPY2drpfc+a+h5HgHAEwOjYMWMa4NcKXpYPVY34BYZrVYl9hoIrW8DhgFWpCqsoK9dKC0zQa49uJuknxAuB7OoYlXqNtrRIIzWlCudzdMlGUGN2lv83UsDnc0LaaOQrrdZUqGgYtjPUcFcpqJqXHYc0BY0Y04oUCY2wGocWpNFAXNmNUFswzmrYOTnaa38o0Y+5EJ1G6aSMOu57/8bPSAMvK9zJKY9QrxwYO6LpjIHez05sy5qdTHuxpRQKNaHKeScCBODhKAOAmWC4+rpz0un3Z49rs+gnfsn92wYY+PPcHT92+WDfA67Im1Wz/8IgDg977pgzh+WhAODv7+An/Pw10tiBIgS0D0AlmROjknFXAsa5469um37fSZ9bMMW5YPFGZVszppelCgOKNYUyDbgFoNv8T7K5uovxl8Wp0ll2/lAj3gk/832/bYO4d2X2MNs2hZa9UmalUaL/qOgxOwDYHVnJiWFxsQGV3KdJXWhdpuHEdUv/W3XccOe/aYADD5JBvIYdpKAotA4FLo3uJz1OPZAYVtE3tcve+Y1bb18u3+rU62z3SfTXrBfzt1K3Fr+bz03DUywqJt6ur9vYaSnpg11s2zoM6Dms6Vr7VGH5g8ogjCxSE9zzEWqcByy+PBuzye/v4XBmgdNuwtbgO8Dnvi7V1/K0cl+Lc/CP/AY74/Y3p1gb+XkhvIVY0PGZ2DgPSKIesjD5nZUS3rurZTyKyVZceYDIiYhRXvK7uUGSWVEljnlKSdxUYXm4xYKZ7+3WFbgRZMNkyrAgCgAbHn9KgVhBF40P1ZRqHnJ1LarLB0JcSYAbc90Mbg2YYy0/pwxqdSRj7+EgvAlTVsHbiofkUHbRjTpq4MNE0YKzEOXU34rDW29bPRL3rT7R3dbDEbOaMn82CJRO9crNmBS8fOSkwYUPPxVVcMtPc6AVl7/4v3VSerz1qMeRYiS37mKcUrzuGv4uxS7FYBrp6acP9Zj3f9rRdw3D2bYcOGvZVsgNdhbxl76n8gpy6Xbm1ZJ/hXBbh/SoADoE4XaTqStKwp+HkEFqme6kA7NcxMrPdFv8dToIWF1Y6a48GS9rUws2tAFAo7xKBEj6l1J3BVAIZhzTgKQXN8C2LttHTPnAFY1rSuDGbt9H8PJFmmlsFX4whH59hjb/UYus8aEFE92yXEdE1txAl7PnpcZtlL1AIayHBbZ3a6hM8CqiZT678T6qywqj2AuKMx3rRZCEkS02PGd8Jc2RjA3WOSNeG9aPsiESjhrjitMmpkAy3H5sBUJh1IbCsfQ0FrjIltnRNYjj5FFFBHrct3zlhuSRnADhv2xFkERnrYh7cBXoe95Uyduj7zDR/EfC9gvvBwpyPcgxXu/gnuwVXx2I5egOkAWWMNWyWSsjCFUIGpgg4Ov6UOXyJVW6tT7TGV1wBVDvUE3TyzU55YKeOU0zC5xqFrdwoYRj5gQSwv6+kneSr/HEOnjKwtP1ISBQZFltFc123M3V797P5cXwWWdno9Dz6i90AMyXGMHYucZAc+qde1DEaonjpI0fMLBkwuCziKRJGLsKSAgSSDwI4+NXb0qbsDAavP1W12nMls+LIGlCqY1vPUffSbNd4mWYRO+Uc7Y9Fj0L2rKWC13dWpUtPA5nLjlNo+iiBeTDlUnsMrn3vA09//Am5h2LBhb0cb4HXYW9ae+oEXEP7Yl+L+cwdMDwJmIIXRmT3c5QlytUCuQgWx3kOWkACNAh0NnXU6tcu9AzBtp4QZIBHbyfrWAlht9iSOUBAMmFFjXSUBLGVsWS97naax1JfZWF6e99kDrk30gh3mbsP2MWusEoO9OqqjWSe0U1Ommp2qt3XRbGC9iAqcelRBFV9LPbfFHKOJY2rOn4EuA1gjS+i2rzn23nl3s6xZsN/Zb/Nf62VmCDZRMnqa4xKxwYDoHUlKKU/DaN2+VbW72iZ8jiIIdw4Ik+D01IxXPm/Cs985IggMe+vYyLD18DbA67C3tLmf+QTu5N8v/1sfhL+MmF/2cKdDdu66SiD2MsXZjAcPTK4ysdoBz3PqbJclLV8oxBaHXGI9KFCAkoQKBLpe6zECaEFrTw6w0T8SEBTnijf7hnHtAVS2EAF29imAhepjAF9hCK0WlmUExkGIS7Bg9GwGLpZI5GN1QV9uhwY0awxV7xFDBqlXmfF1ApwiaY5zmSwrUODJ19WA9QLEbcB9BrAaX5aZ4gw+9wYaJa6qAZ5xB/w221vnu17dmRVlMB5juvIiDZDcDePWqUc5RzaNs+tcivuqz46eT4kukPYNt2asR4/LZw5Ybgnu/p2PDl3rsGHDBngd9vaxuz/4AsJXfile/ZwD5ldD1rwK3AMHuTwBAZAHp9RhX8xZ15dBgGZjmqb01CiItd7qFoRYwKcAVqeV7VQ2G7N+zN4xAMrbyTy3TKwCIgYqRpfbMLxOUFLFxtACWbUVBGrzPuoYxQB2z4F+B4ilQ3aYUqNp3Ytlmxb02d8GUPE2BWjnlRqfVM065llbQ72WFNe3GZj0WHig60S1m2K1dx7qNGaAYclaZsJzAWijBBDoLYOE02lTftn2jINgcw4sbeg55KlcQCUCWVrDcVvjPKWwc3PSuV6+64j7z08lScmwYcOGAQO8DnubmfvpT+Bu/v37f/aDuPjUiunehOneDIQIdzlBlgA55YQGk0c8pA5VllBB7DynDF5AihuqrBVPKXOH7wCRqZkuT4BGwWTezgIs0HL+baegWVtowZZqcpv6GImCMq/SA5YMXNYUbgyoYDdEAD0wnNheZWj3mOHYYR+t3MBmENsFU2dkDg1wjnGjx4wx1OgIBPTVE76EQ0MFqTHm+2HdqY9ex45eeXuP0L1DAFesU5fsh7vaRJnYO39apvv1tre20VEbFreJ+0sxX4XTNavsRmUDClpnj5B1rfffcwG3RFz8yIs4dM9m2LC3kA3ZwEPbAK/D3rb2zu99AZdf837cf37G8dMO7irATwJ3CklKsHjIgxMkxsQEOQeZ8yOzrLXjnucE/FhmALQAlB2gesHaAZSYqHue5lYyAGymcW162EY3aqeLlTW1YFRcn3nVw4SYAKwFuz3NZ7PfzhQ5sAVEnXV9KUQH4J9xNtsDZN1oCDnkVfS+gNpGo8xRA2xEAVOPZrnWww5USPJgNXANyDyjA74uvq91BjuX+auRe5zTy/I5FAcwStBAILUkHMiOWfGQmNg4e4SLGfefP2K57XD3BwfTOmzYsH0b4HXY29qOP/axoqH7zDd8EP5qwnwvwD9Y4e+vkFszZI0pXmzWTqYIBaSLdRHIrGpy6soMLYHHhmWbkqOXRIfIjkJAZWN72te9qWUCsgpm9jzWG3CjkoieESiVTqKFBsDq9ixJ2ADZvN8m9mzH0asH8ti47J4U4gbOZhYkx3XtO02oRGMPkKqt62bKPvb0t3vnlOuj67rgtKNlLu3ZA8pWf21lKHyOlsmne7eck/1f9m0Z6gJUVRrgHHCYy3EKYJ0cwsWM090Zn/mDB9z+7bUkHhk27O1jcf89PGzXBngdNizbUz9Q2Z5Pf+MHMd+LmF9eIAFwVyv8gyVJB2JMmbtCSPEpvQBrTHnbJw/At/Ff17WCAgZDQkkLQiwhsURcZfgUgGgZuqwANnYO0mgG0gIdoJUr7Jn1wFcLhp2LoUoHaFmznYmYsEkzG2P/eD1waEGXwxYc6zF5W+uwtFo9ct40t8sem6nLmjrsaVOL531MUSysY5WuU9Z6L8qDAbMPY+fY1LSBbEEqADkcwGHbAFQ5izq0FTkIgVQOicUpXSV/TzlG6+QKy7rcPeDeew5wp4jbP/Qinn2oMxw2bNjb3QZ4HTasY09//wu4+tffj/vPzZjuB8yvIHXgS+rN/b1TYV81g1c85sQIOXJBYlh3ppZ7zkUUB7aJ7cqArjBvrgKHnsn1GZS6IaO4bj2QGeK+rMDKCHoAFtgCNm6LHW/+BpRq2T1NcI8htUCW61NApLSAkatn9KW9SAilPNYSW4aTZRqNXhhbYN/TLVvbkUcw674BssyikiY1nQY5hSnw5HbjGMfsQBhjWqehtkSSlCY7YkURxMOU4rTODg/efcR6ISUe87Bhw4Y9rA3wOmzYjh3+l48VZ5GX/80PIDrB8dMr3FXAcnuCf7DCLRFyNSVZQZYHxOOUIheoN/WUQiI1EQpILynRVUYOFUSkQO5ZG6uu8Oy8Y4EeAwote89DvwdKgT7oajSNuv017J7V8vLyYABoD/z1prptXbR6O85LXRBY1mXQqkBcz8ehW3b5bVltPobfqbsdBJyJyMD7CbGie85cfPwScSLvV/TZ5r6qh3HbQQDLUyhZQFlnByc8gPIupXBVkvo4J2nAccLpqRm/94UT3vNtHxmJBYYNY4sYsoFHsAFehw27gd39O4kl+r1v+iDc4nF4OSAcHNwpwj9wkNUnFnYNWR8bEGMEZl9kBgV4qi52WStzBRRtrESXQG6OEiBwzZR3AbfiWs2jE4j4ClKMo9e5UFMy+7K8F9IqBlOmjV6wN41vTdk8C5hymXssJ9teHTe20XVSXRmENb/bOjRZqIAq9+ildeVj8jn2nLl6ddRte+scSUzscbwrspNmOv94qLKVdU33kVpJQxzQpM3V/XUZ62aFgK6GBpvqDED0aX04TIizw3r0WC8cfu8LJhxeBt7zbSOxwLBhw14bG+B12LCHMM6h/rv/3odw63dXhINAAjC9usBdCaJ3kBBbfewslZmbp8TKLjkcV1grWLXMYqNpzQwbfNlO4DdgtoKYDJQ8AdocsklygPxGj4kKFve8y3ejAiiY7coEpP4vetVYPdI77GpxPOvFNz3HJuf9N8ag0YJqI1vYTLvreuuoZMsoa12MAAAXhUlEQVQFCpDcmAXZ1pmOZSK5jr10rCUF7cRA0rXAUi2nxy1aa+fa9K/KpE4kJbC6YZECSvVYhV3NOtaYM9SF2WO54/HgGY9X3yv43G/9CCYA7922xrBhw9jOqLuG9W2A12HDHtGe/ZuJSfrdf/9DuPhUwHKR0tBOryxwp5A6eQAOS3Lo0h0dEisrkpyr3JxA7BoqI8sWY3YKy2849qh3UgGNCETjkYbW+79hadUhh0CbEGDZAEaeRqeIB92sUIzRrKbWgsYQU8Yrv2VPS6gvbQJiQc8yrj2t7B6YNaxiE2SfgTAnoODjamgzc04leQNv32FRa6apGbi6gkyHGg6NZRq9MiwLqg5pZT9JIakiOXxpiCqRCrJ98vrHGku0hZgZf0jOrqXgNZ9PnByiS8A1TA7LHY/lwuHe8w73Phf4g//5R/B0/+oMGzZs2GtiA7wOG/ZZGudZ/9S/+yEcXnFABA6fXuEvQ3FckiXH78zfsiwpbBCQnV2QnL00DS2QgIeCkin/X5YSMJ9ZV2XDGsYOKOBQoU9h+HJYriZlbYzngSwZT51vZAXAVgOq6+3yjmNW19GM6tNd33Ny2nMAs8dFlSNsHa06URpiLHFgG899oCYsYJYT2IaY0uOva3WGYia6d069DGkul3vwFdQSixp9Btmq51VQ6uoxSgpYh7yuHidOmWHNZYVJsN5yuLrrcPlOwWf+6YAv+AsfLWmYhw0bNuz1tgFehw17De2Z705A9lN/7kNYjwK3AIeXV0yvrHCnFRIAzBnI+hy9IARycplS/NiSOYtAYWFeXYo5mxla4Rir6tHei+GalyXZQXXiaVPWomEae9mdeqDzOiZ0NzNWD1RSeZtQUeekAb31e45n5lglXNZOfFytSzcWbJeBzuzq5IF33AHmCXhwlcOnhQ3AzAfK59BxPLPn4qV1rCI2vTCnBUyvLSNOjG6Yk8Qk+to2CaA6uCXNHsRJsNxyCbReOCwXwL33Cu59/oov/A9fxPPbFhk2bNhDWPe9MuysDfA6bNjrYM98T2Vjf/ubP4QwT7j9WxH+QcDhMyvcEuAukzYWQHHywromIOE9ZHU5Be2cNbHEAB5THAS5OiVwokytnYLv6EkBAFMGsjEznZyyVsNzsd5T9+XpdmAL3HaiBFj5wWZ7a6o5PSNT6EYZ2AO1eizV3dK2JfvYTpl7vxvA7n3y7ncOuMhpL+a5Muen++kYF8eUclik7bBsu+pgxZOznjpnsQ6Vp/Z7JpKuNYFanvIPcyorTpK8npHGNcEDYZ5wuiNYbglOt4EHzwGnz7nCF37Tx/Gu/VYeNmzYsNfdBngdNux1tue+owLZ3/qPPoSLTzn4y/j/t3fvMXKd5R3Hv8+5zOyud33BiRNn7TQpcbkEFYVGCTiCVlBEUBGhF9S0pY1KJdQKKK0qQVIq8U8rUbWqABWQopACLSJCKbRRJXACVAVVkIZLKbkT4lyM4zgkXl92dy7nnKd/vOfMnJ0dey8JOzv27yOtdufMnJkzT9bOz+887/vSOJGH5ba6BR4ZljrWLUNlNy8DRT9IWtWnWN/0oNozvt6XCeGceuvBsFnttY0PevcWDqn1t6+tj/zW+ymrDFff9asWAnuqiWHVaw4G4Pp9g5OvqgANw0eBS4OjvkOXzKreQzzw+rXJYfXJWUP7X+uSBGuktX7SqPxvEcPkRHjZMqDmOyZCaCxHvotmDE6Y1JeXrRp50atpL9RWrQmwdOS0vuFF7X0UaVzrDak/vgyo5YhqkVoIrVFoAajOsdzJJiPyJnSnDE+gvR3ae7vM7Jznkrfdv7wOIvL8aeR1zRReRTbQro/1g+zhD+wnPZnSPO5hS9qOE7dyLHeiToF1cqz6GLsMOeEvuTQ8QXnbsiJ8LF2FtmriVz0QDtviNEn6/Zy9sNYPS1ZEuNX+Uu0FTpYFwN5EoHpPZqUecOvBrJoMVd0eNtJbqQfUYSF32ASy6rLrW7YOCbaDfbRLwvCyVRXCx+yWJGEUNYohTfCJlHxmgiKN6G5NmN+V0JgviNseWkXcibrVey+Da/mdgt4IPEY/eA77H5qF0ElUTqwywu3qFCufIzI8CveFUVQjbxhFAlaEL4/AY8gmjWwSsknwBLrbCna/7Gmm3vTo0HqKiIyawqvIiFz0t/0g+5Mb9zPxHEw9E5bditoFUR42QrCsCCNztQBrudcm2ZShq9vfdpaMMIEnL5fjiuN+gHXvb+dZGQyOZZ9kbymuwpeGqcGe0t5OYmf4KByGbme75DkHA1svmFn/GoYFWVu+Ruzp+lt7j6m3JgyO/A5eYxz1H5ck+PZpiskm2bYGC7tSOtMR2RTEHUjnnaTt5A3DDaIsfLmH0EjuvUlUXq4cYUXZwlAtQVWGUCvKQAph4lQcQmkvfNbeXliuKpzrERRJ+fy1QFwFVo+gaJSBNYLONsdnW1x64U+J3vDk8jqIiGwiCq8im8Dsh5cu4H7or/Yz+TQ0Txbg0DhVYFk5Ils4cSvr902WodXLjQasnGgTtTohtDYIIbCbQae7fMH8YS0GVeiLDcvByYeHy/pH/5XB/tZhI6jV+qODo5yD5yzbqasMnLY0+HptZNnqr1cPsLWfrT7ZqXq92gitpUn/WJrA5AT59inm90xx7BciFi7OaTwbYxmkJyHuQrIY2pKXBM/I+qOqvSen7DMNj/WqT7nec5qUIbQKmmkIrdC/r2hUYZf++dVbtf5z5SkUzVpwNehudYqdHbZsbTH76/chIiPiDF8bWs5I4VVkE9rz1yHMPvY3+8Fg648jkrYTt5y4U2AzCcli2KrWBgKSJxGWO8VUI4xIdnOsk+HNRghlVd9stV1ttctSpd6PWm01Wk4cGlxIP6S004TaYZOneqE4Ht5isM7eryWL/J9pQ4Bhqx1UGwJUt+MYGmnY3KHZIN8xxdFXTXFiX4Fv6+LdiInDKY1j4ZQoh6hbfhzvHgJitZtvB/IGmBtFOamq3olRBd0qVBaJ9UImEEZvYyjSEELNa60BtbALkDer9xTuy5uhDaBIPbxG4hTbM7bumOfi6x5YV51FRDYDhVeRTeySDy4dkf3RP14N0zkTB5s0n02I22F0Nuo4cdexrpO0cnCIOuE7E2loOwDInWixDcRAA+vkIaRm5efa9UX2zfo9sWaQxFhU9ttWI7WFh6eqVimA3tqzvfsHQ+rgZgXV6w2qPeeS8wkjwb2dxIaNztaO2cB6q733UwVVM5icoJiZoGimZDMpC7tSTu41dr/xSQ7PNWg/5lhmpIea1QWQTYfQ6lkZHB0st96oqxXQnYb+cCi90VOPysdTC6OEWf5VWPWEJS0CGL31WouE/khrmV6LppNvyYknM4pOTGOmw87pBY7NT3Lxb/1weX1FZBPwdf+j/Vym8CoyRva95+5lxw5/6XJarRQ/Mkly0mjOpaTzkCw6yaITZU6yUIRR2rygmExwC5OEok4eRmZz7+0IZlkWQq17f/vaXk9rGTLTNIxwVj201UhttfzWkNFOp7bUVxlqex//J9HS0FvpLcTff7765gz1FQSW7CoWs7Qvt97KkMTQaODNhM6FMwB0ZhJOXhzzofd+lufyaXKP+OKRKzj4zE667QTf2QWHTmFhUDk3yAwKI+oYcWugt7YqVwIeef+j/VCIXsitAqgnYcS2aBZ4owj3A6TV+6T/HAVYUrB1+wKTacbJVpPInD3b59g7NcfBqxaWXMvM8qqKiIw1hVeRMXdRrWfxyL+9nDgumDsxSTHXoHEsJjkFSSsmmYek5Uwcy3sz330mjKQmi2FiWNQt8PKvBcsKrBMW1a+WdFqyjW21Dmm1w1M1egv9QAu9yWH1nbuqHW3rAdOKIS0I9ZHdGiPutwcMtglUk9HqgbVaESGK8ckm3fO30N2WkjeiMGFp2ph881HetmWeE8VPObBwITfMfosDk6/g0Pw2JuKMyJyFLNSrnSc8d2qKLIvpLKZhAYZuhHUjPHYsCTOtem3FieOZhbdXEIZbzYmaORY5Ufn4RlwQRY5Z+EqTnCQuSKOCybTDrsl5ADpFTCtPmJ06ToRz8KoFMuDgan5hRETGnMKryFnkwnItzvNrx6a+cQEXTx3j3rkLOdVu8sTRbdiJhMZcROM4pPOQzoedvaIsTA6KumFFgygnfO96mCi2mBG18l4f7ZI1SdOk/zPgEyHoeRz3H1eEVROsWry/PnI7rDe1GvH1YvljqlHb2u5SJHF/Af+o3NK0GZPNNHpLSxWNKCwbVfWgFiHUP/edXbw+eStfv/wO3j59HIDrp78JwI+zUxzOpnmwvZuuxzzV2U73/JDA20XCYt6gXSR0iphGlJN5RFbEZB4R4ZzKGhRuNKKcrY0WiRU0o4w9E8dIo4wJC20YkRXMRC1Sy5hNj5GSM1dM8VB7Ny9pPkXXYz6577JeCR5f26+HiGxGahtYM4VXkbPcwuue5kEg4Qm2A7993wleO/Uw/zX/Ur757GU8eWI7R47MEJ9IaBw3oi6kp8LWtpZDlHn5HSAl7vRbEeJWHloP6ovsV+0D1QL8WRaWf4rjcqmqAq8melE7pzdRzPvtAtUI7cDOYVWLAxFhYlVtx6kijSmaMa3zGngEedPIJoz52dBL2pij138adcOkKnNoHoPHHr0ALl9ewxcn07w4gddOPAVA1x/jlHcocJ7LnRPeoFUkdImZy6doeYO5fIqGZXQ8oesxL4pPsTM5xd5kjgYFTXMaZkxZzKSlpNb/67jtXbqec9y7vHPvFQAcYOvz/E0QETk7KLyKnGMOXL6VA1xZ3jrC+RzhfODA4R/0HnM0P8VdCxdz+9NX8mxrimdOTOOFEUXO7I45PnHZbbz/8d/gwaO7aB+fIJpLaMyFwJssQtSBdCGM5MatMGqbtEMwtXzI+quFh6Wh0lpIzcN5HoW+1t7MfAMsLLqfN0IwLdKwZmk+AYsXFrWe0xC8zb03+Sm7pB3uyyM4lRAvRmF2/64W//yaW1m6ndVwqSXsKMPmziUPd2C+/Dp2mrOnhh5900WvXPF1RURE4VVESsPC04HDd57m0dN86bI74bLT3F3671bBLUd/mcdP7uDoyWkWjk8SzaVE7TDCG7dC0LX6XK1yIpPlhJ2kqnBYTW6ypTPysymnaDg+k0HkbNnWYmaizdW7HmM+b7IlbtMuErYmLbYliwA8PH8Bj5/cwXynwYnFCeKo4Ddf/AOumVg5uL4QFFRFpEdtA2u24eHVzK4FPkr4QPAWd//wRl+DiKzOSiGrPlo7zDUTEddc/M0X8pKet0VvM7nz4Z/payicioj87GxoeDWzGPg48EbgEHCPmd3h7vdv5HWIyAvjTCFtpWA7KpPWXPlBq6CAKiLPm3bYWpeNHnm9CnjE3R8FMLPbgOsAhVeRs8zzCXcbFXwVQEVExs9Gh9dZ4Mna7UPA1YMPMrN3Ae8qb7a/6rffuwHXdjY6D/jpqC9iTKl26/e8axfvfoGuZEU/2qgXWi393q2fard+52Ltfm7UFyDrt9Hhdchm5ywbL3f3m4GbAczsO+5+5bKzZEWq3fqpduun2q2fard+qt36qXaj5OXOJbIWGzO1tu8QsLd2ew9weIOvQURERETG1EaPvN4D7DOzS4GfANcDv7vB1yAiIiKyOWiprDXb0PDq7pmZvQc4QFgq61Z3v2+F027+2V/ZWUu1Wz/Vbv1Uu/VT7dZPtVs/1U7GirkSv4iIiMiG29a8wPfvHt0H0F95/CPfHcd+Z+2wJSIiIjIKWud1XTZ6wpaIiIiIyLpt2vBqZtea2UNm9oiZ3Tjq69lszGyvmf2nmT1gZveZ2fvK4y8ys7vM7Efl9x21c24q6/mQmb1pdFe/OZhZbGbfN7P/KG+rdqtgZtvN7HYze7D8/XuNarc6Zvbn5Z/Xe83s82Y2odoNZ2a3mtlRM7u3dmzNtTKzXzKzH5b3fczMhi3ZeFY5Te3+rvwz+39m9iUz2167T7UbJffRfY2pTRlea9vIvhl4OfA7Zvby0V7VppMBf+HuLwNeDby7rNGNwNfcfR/wtfI25X3XA5cD1wKfKOt8Lnsf8EDttmq3Oh8FvuLuLwVeSaiharcCM5sF/hS40t1fQZi0ej2q3el8mvC+69ZTq08SNr3ZV34NPufZ6NMsf593Aa9w918EHgZuAtVOxtOmDK/UtpF19w5QbSMrJXd/yt2/V/58khAgZgl1+kz5sM8Abyt/vg64zd3b7n4QeIRQ53OSme0Bfg24pXZYtVuBmW0FXgd8CsDdO+4+h2q3WgkwaWYJMEVY51q1G8LdvwE8N3B4TbUys93AVnf/lofZyZ+tnXPWGlY7d7/T3bPy5rcJ66yDaidjaLOG12HbyM6O6Fo2PTO7BLgCuBu4wN2fghBwgV3lw1TTpT4CvB+ob22i2q3s54FngH8qWy5uMbMtqHYrcvefAH8PPAE8BRx39ztR7dZirbWaLX8ePH6ueyfw5fJn1W7U1DawZps1vK5qG1kBM5sG/hX4M3c/caaHDjl2TtbUzN4CHHX37672lCHHzsnaEUYOXwV80t2vAOYpP7o9DdWuVPZnXgdcClwEbDGzd5zplCHHzsnarcLpaqUaDjCzDxLazj5XHRryMNVONrXNGl61jewqmFlKCK6fc/cvloefLj/uofx+tDyumvZdA7zVzB4jtKS83sz+BdVuNQ4Bh9z97vL27YQwq9qt7FeBg+7+jLt3gS8C+1Ht1mKttTpE/+Px+vFzkpndALwF+D3vL/Ku2o3UCEddNfL6guttI2tmDUIz+R0jvqZNpZz1+SngAXf/h9pddwA3lD/fAPx77fj1Zta0sD3vPuB/Nup6NxN3v8nd97j7JYTfra+7+ztQ7Vbk7keAJ83sJeWhNwD3o9qtxhPAq81sqvzz+wZCr7pqt3prqlXZWnDSzF5d1vwPauecU8zsWuADwFvdfaF2l2onY2dTblKwzm1kzzXXAL8P/NDM/rc89pfAh4EvmNkfEf5n+XYAd7/PzL5ACBoZ8G53zzf+sjc11W513gt8rvyH5aPAHxL+IazanYG7321mtwPfI9Ti+4RtOadR7ZYxs88DvwKcZ2aHgA+xvj+jf0KYfT9J6PP8Mme509TuJqAJ3FWuePVtd/9j1U7GkbaHFRERERmBbeku33/e20f2+l858omx3B52s7YNiIiIiIgso/AqIiIiImNjU/a8ioiIiJwT1L65Zhp5FREREZGxoZFXERERkVHRyOuaaeRVRERERMaGwquIiIiIjA21DYiIiIiMhEOhtoG10siriIiIiIwNjbyKiIiIjIKDezHqqxg7GnkVERERkbGh8CoiIiIiY0NtAyIiIiKjoglba6aRVxEREREZGxp5FRERERkV7bC1Zhp5FREREZGxofAqIiIiImNDbQMiIiIio+AOhdZ5XSuNvIqIiIjI2NDIq4iIiMioaMLWmmnkVURERETGhsKriIiIiIwNtQ2IiIiIjIhrwtaaaeRVRERERMaGRl5FRERERsI1YWsdNPIqIiIiImND4VVERERExobaBkRERERGwYFCbQNrpZFXERERERkbCq8iIiIiMjbUNiAiIiIyKq51XtdKI68iIiIiMjY08ioiIiIyAg64JmytmUZeRURERGRsKLyKiIiIyNhQ24CIiIjIKLhrwtY6aORVRERERMaGRl5FRERERkQTttZOI68iIiIiMjYUXkVERERkKDO71sweMrNHzOzGUV8PqG1AREREZHQ28YQtM4uBjwNvBA4B95jZHe5+/yivSyOvIiIiIjLMVcAj7v6ou3eA24DrRnxNGnkVERERGYWTHDvwVb/9vBFewoSZfad2+2Z3v7l2exZ4snb7EHD1hlzZGSi8ioiIiIyAu1876mtYgQ05NvLlEdQ2ICIiIiLDHAL21m7vAQ6P6Fp6FF5FREREZJh7gH1mdqmZNYDrgTtGfE1qGxARERGR5dw9M7P3AAeAGLjV3e8b8WVh7iNvXRARERERWRW1DYiIiIjI2FB4FREREZGxofAqIiIiImND4VVERERExobCq4iIiIiMDYVXERERERkbCq8iIiIiMjb+H7JQk+Nm9hOQAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LogNorm\n", "fig, ax = plt.subplots(figsize=(12, 12), subplot_kw={'aspect': 'equal'})\n", "pc = ax.pcolormesh(total_mm[::-4, ::4])\n", "plt.colorbar(pc)\n", "pc.set_clim([0, 10000])" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "distributed.client - ERROR - Failed to reconnect to scheduler after 10.00 seconds, closing client\n", "_GatheringFuture exception was never retrieved\n", "future: <_GatheringFuture finished exception=CancelledError()>\n", "concurrent.futures._base.CancelledError\n" ] } ], "source": [ "cluster.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }