Sesi_14_ensemble_forecast.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ME2105 Meteorologi Dinamik I (Semester III 2019/2020)\n",
    "# Teori Dinamika Monsun\n",
    "\n",
    "## Sesi Ke-14 : Ensemble Forecast\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <u>NMME</u>\n",
    "dari [Official Website:](https://www.cpc.ncep.noaa.gov/products/NMME/)\n",
    "> The North American Multi-Model Ensemble (NMME) is a collaboration between several climate modeling centers. Several studies have found that multi-model ensembles (MME) have higher skill at forecasting weather and climate, and allow for better characterization of prediction uncertainty.  In 2010, a report by the National Academies of Science recommended the development of a National MME capability. The NMME was planned in two workshops in early 2011, and realtime forecasting began in August, 2011. There is both a research component and a real-time experimental-operational seasonal prediction component.\n",
    "\n",
    "dari [NCDC NOAA:](https://www.ncdc.noaa.gov/data-access/model-data/model-datasets/north-american-multi-model-ensemble)\n",
    "> The NMME contributors are NOAA's National Centers for Environmental Prediction (NCEP), NOAA's Geophysical Fluid Dynamics Laboratory (GFDL), the National Center for Atmospheric Research (NCAR), NASA's Goddard Space Flight Center (GSFC), and Canada’s Centre for Climate Modeling and Analysis (CCCma). The models include The Community Climate System Model version 4 (CCSM4),  the Climate Forecast Model version 2 (CFSv2-2011), the Canadian Coupled Climate Model versions 3 and 4 (CanCM3, CanCM4), the Global Environmental Multiscale/Nucleus for European Modeling of the Ocean (GEM/NEMO), and the Goddard Earth Observing System Model version 5 (GEOS-5)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from cartopy import crs, feature"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hindcast CanCM4\n",
    "Sumber data: http://iridl.ldeo.columbia.edu/SOURCES/.Models/.NMME/.CMC2-CanCM4/.HINDCAST/.mc8110/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "           4.98154698,  4.98154698],\n",
       "         [ 4.39942702,  4.40858534,  4.41726854, ...,  4.36966218,\n",
       "           4.38141253,  4.39022531],\n",
       "         [ 4.04186057,  4.05672136,  4.07205732, ...,  3.99533415,\n",
       "           4.01287337,  4.02699977],\n",
       "         ...,\n",
       "         [11.35415214, 11.34421606, 11.33540329, ..., 11.4154961 ,\n",
       "          11.39523526, 11.37432645],\n",
       "         [11.52880967, 11.52375528, 11.51753449, ..., 11.56786254,\n",
       "          11.55382247, 11.54151052],\n",
       "         [11.81431863, 11.81431863, 11.81431863, ..., 11.81431863,\n",
       "          11.81431863, 11.81431863]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 7.11798602,  7.11798602,  7.11798602, ...,  7.11798602,\n",
       "           7.11798602,  7.11798602],\n",
       "         [ 5.8103652 ,  5.7842724 ,  5.75718595, ...,  5.88808194,\n",
       "           5.86172998,  5.83615553],\n",
       "         [ 5.0060244 ,  4.9639907 ,  4.92286436, ...,  5.13584032,\n",
       "           5.09181959,  5.04961317],\n",
       "         ...,\n",
       "         [16.80930179, 16.68695912, 16.56483293, ..., 16.98378658,\n",
       "          16.92818794, 16.86909056],\n",
       "         [16.48059288, 16.4048633 , 16.32943609, ..., 16.58863595,\n",
       "          16.5543783 , 16.51662174],\n",
       "         [15.94534501, 15.94534501, 15.94534501, ..., 15.94534501,\n",
       "          15.94534501, 15.94534501]],\n",
       "\n",
       "        [[ 6.31595092,  6.31595092,  6.31595092, ...,  6.31595092,\n",
       "           6.31595092,  6.31595092],\n",
       "         [ 4.93007328,  4.89609651,  4.86209802, ...,  5.03494129,\n",
       "           4.99992767,  4.96420121],\n",
       "         [ 4.08063165,  4.0274092 ,  3.97304202, ...,  4.24937083,\n",
       "           4.19221724,  4.13627325],\n",
       "         ...,\n",
       "         [22.82580388, 22.70775956, 22.58904612, ..., 23.08098596,\n",
       "          22.99037445, 22.90753806],\n",
       "         [22.77249503, 22.6990546 , 22.6265223 , ..., 22.93054205,\n",
       "          22.8741228 , 22.82338464],\n",
       "         [22.68602985, 22.68602985, 22.68602985, ..., 22.68602985,\n",
       "          22.68602985, 22.68602985]],\n",
       "\n",
       "        [[ 5.02500433,  5.02500433,  5.02500433, ...,  5.02500433,\n",
       "           5.02500433,  5.02500433],\n",
       "         [ 4.18595237,  4.15288272,  4.11866836, ...,  4.28775313,\n",
       "           4.25412188,  4.21973469],\n",
       "         [ 3.6718075 ,  3.61767787,  3.56341869, ...,  3.83434747,\n",
       "           3.78134111,  3.72574271],\n",
       "         ...,\n",
       "         [27.33562392, 27.20092624, 27.06590456, ..., 27.83624703,\n",
       "          27.66973269, 27.50226802],\n",
       "         [28.15406936, 28.06987256, 27.98645335, ..., 28.46299267,\n",
       "          28.36032796, 28.25653994],\n",
       "         [29.48700559, 29.48700559, 29.48700559, ..., 29.48700559,\n",
       "          29.48700559, 29.48700559]]],\n",
       "\n",
       "\n",
       "       [[[ 6.34794132,  6.34794132,  6.34794132, ...,  6.34794132,\n",
       "           6.34794132,  6.34794132],\n",
       "         [ 5.30751248,  5.30306295,  5.29874294, ...,  5.3237125 ,\n",
       "           5.31852846,  5.31330134],\n",
       "         [ 4.66901646,  4.66188846,  4.65722285, ...,  4.69536848,\n",
       "           4.68685804,  4.67899568],\n",
       "         ...,\n",
       "         [14.58121365, 14.54004434, 14.49814028, ..., 14.70109376,\n",
       "          14.66147932, 14.62169221],\n",
       "         [14.48116255, 14.45524248, 14.42927948, ..., 14.55430019,\n",
       "          14.53123137, 14.5059593 ],\n",
       "         [14.31734809, 14.31734809, 14.31734809, ..., 14.31734809,\n",
       "          14.31734809, 14.31734809]],\n",
       "\n",
       "        [[ 5.22252578,  5.22252578,  5.22252578, ...,  5.22252578,\n",
       "           5.22252578,  5.22252578],\n",
       "         [ 4.37749055,  4.38358174,  4.39053695, ...,  4.3463434 ,\n",
       "           4.35684092,  4.36716573],\n",
       "         [ 3.85848573,  3.86768732,  3.87866013, ...,  3.80802811,\n",
       "           3.82444412,  3.8418969 ],\n",
       "         ...,\n",
       "         [11.99118847, 11.96099171, 11.93083817, ..., 11.98505414,\n",
       "          11.98285103, 11.98695499],\n",
       "         [11.91360131, 11.89563006, 11.87722683, ..., 11.91178691,\n",
       "          11.90880609, 11.91204596],\n",
       "         [11.78883976, 11.78883976, 11.78883976, ..., 11.78883976,\n",
       "          11.78883976, 11.78883976]],\n",
       "\n",
       "        [[ 5.75457035,  5.75457035,  5.75457035, ...,  5.75457035,\n",
       "           5.75457035,  5.75457035],\n",
       "         [ 5.09088875,  5.10225035,  5.11274792, ...,  5.05667429,\n",
       "           5.06764713,  5.07965674],\n",
       "         [ 4.6842903 ,  4.70182952,  4.72036231, ...,  4.62838945,\n",
       "           4.64826147,  4.66571431],\n",
       "         ...,\n",
       "         [10.93217699, 10.89096414, 10.84789383, ..., 11.05274813,\n",
       "          11.01507777, 10.9733898 ],\n",
       "         [10.8087977 , 10.78313695, 10.75596415, ..., 10.88448422,\n",
       "          10.8602491 , 10.83489063],\n",
       "         [10.60951628, 10.60951628, 10.60951628, ..., 10.60951628,\n",
       "          10.60951628, 10.60951628]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 6.3745328 ,  6.3745328 ,  6.3745328 , ...,  6.3745328 ,\n",
       "           6.3745328 ,  6.3745328 ],\n",
       "         [ 4.91499908,  4.88989991,  4.86393671, ...,  5.00062154,\n",
       "           4.97236873,  4.94301432],\n",
       "         [ 4.02039188,  3.9794383 ,  3.93822548, ...,  4.1587615 ,\n",
       "           4.11204066,  4.06639987],\n",
       "         ...,\n",
       "         [22.01928401, 21.92800254, 21.83460402, ..., 22.43171436,\n",
       "          22.28848475, 22.15380877],\n",
       "         [22.36836165, 22.31198543, 22.25429213, ..., 22.62309045,\n",
       "          22.53539437, 22.4512192 ],\n",
       "         [22.93814802, 22.93814802, 22.93814802, ..., 22.93814802,\n",
       "          22.93814802, 22.93814802]],\n",
       "\n",
       "        [[ 5.26985927,  5.26985927,  5.26985927, ...,  5.26985927,\n",
       "           5.26985927,  5.26985927],\n",
       "         [ 4.54176641,  4.50737923,  4.47258157, ...,  4.6474552 ,\n",
       "           4.61136162,  4.57725526],\n",
       "         [ 4.09542401,  4.04079762,  3.98455121, ...,  4.26420643,\n",
       "           4.20731203,  4.15123843],\n",
       "         ...,\n",
       "         [26.45777577, 26.33530349, 26.21172965, ..., 26.89249688,\n",
       "          26.74704266, 26.60253841],\n",
       "         [27.59626812, 27.52075458, 27.44340509, ..., 27.86596596,\n",
       "          27.77559149, 27.68700975],\n",
       "         [29.45198923, 29.45198923, 29.45198923, ..., 29.45198923,\n",
       "          29.45198923, 29.45198923]],\n",
       "\n",
       "        [[ 4.6263014 ,  4.6263014 ,  4.6263014 , ...,  4.6263014 ,\n",
       "           4.6263014 ,  4.6263014 ],\n",
       "         [ 3.89103738,  3.85963099,  3.82839736, ...,  3.98841015,\n",
       "           3.95527575,  3.92330776],\n",
       "         [ 3.44033179,  3.39069493,  3.34028058, ...,  3.5962838 ,\n",
       "           3.54431419,  3.49230138],\n",
       "         ...,\n",
       "         [32.14621466, 32.07195371, 31.99773616, ..., 32.64590919,\n",
       "          32.47479397, 32.31020206],\n",
       "         [33.18703222, 33.14076513, 33.09415251, ..., 33.49565327,\n",
       "          33.38946748, 33.28846574],\n",
       "         [34.88358295, 34.88358295, 34.88358295, ..., 34.88358295,\n",
       "          34.88358295, 34.88358295]]],\n",
       "\n",
       "\n",
       "       [[[ 4.79058968,  4.79058968,  4.79058968, ...,  4.79058968,\n",
       "           4.79058968,  4.79058968],\n",
       "         [ 3.98719922,  3.99549368,  4.00309686, ...,  3.96948726,\n",
       "           3.97601047,  3.98249046],\n",
       "         [ 3.49519442,  3.50746325,  3.51899763, ...,  3.46551603,\n",
       "           3.47631606,  3.48547445],\n",
       "         ...,\n",
       "         [12.34622696, 12.34281415, 12.33871001, ..., 12.36234044,\n",
       "          12.35698362, 12.35128136],\n",
       "         [12.45565245, 12.45310368, 12.45137565, ..., 12.46718681,\n",
       "          12.46407646, 12.45928136],\n",
       "         [12.63480295, 12.63480295, 12.63480295, ..., 12.63480295,\n",
       "          12.63480295, 12.63480295]],\n",
       "\n",
       "        [[ 5.73228946,  5.73228946,  5.73228946, ...,  5.73228946,\n",
       "           5.73228946,  5.73228946],\n",
       "         [ 4.9659646 ,  4.97244461,  4.97866538, ...,  4.95136295,\n",
       "           4.95542384,  4.96155822],\n",
       "         [ 4.49685577,  4.50782859,  4.51715978, ...,  4.47214536,\n",
       "           4.47970535,  4.48860461],\n",
       "         ...,\n",
       "         [11.08710256, 11.06597769, 11.04450734, ..., 11.1126769 ,\n",
       "          11.10356176, 11.09613121],\n",
       "         [11.087448  , 11.07340808, 11.06010242, ..., 11.10256819,\n",
       "          11.09863694, 11.09163848],\n",
       "         [11.08589286, 11.08589286, 11.08589286, ..., 11.08589286,\n",
       "          11.08589286, 11.08589286]],\n",
       "\n",
       "        [[ 6.8385818 ,  6.8385818 ,  6.8385818 , ...,  6.8385818 ,\n",
       "           6.8385818 ,  6.8385818 ],\n",
       "         [ 6.02918656,  6.04599141,  6.0621914 , ...,  5.99009062,\n",
       "           6.00503774,  6.01687458],\n",
       "         [ 5.53225692,  5.56012097,  5.58768257, ...,  5.47264104,\n",
       "           5.49380895,  5.51441532],\n",
       "         ...,\n",
       "         [11.17780611, 11.16031003, 11.14160439, ..., 11.21556285,\n",
       "          11.20493567, 11.19093886],\n",
       "         [11.05274206, 11.04215804, 11.03088281, ..., 11.07671794,\n",
       "          11.06881237, 11.06043151],\n",
       "         [10.84909716, 10.84909716, 10.84909716, ..., 10.84909716,\n",
       "          10.84909716, 10.84909716]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 5.17208009,  5.17208009,  5.17208009, ...,  5.17208009,\n",
       "           5.17208009,  5.17208009],\n",
       "         [ 4.20470241,  4.17202158,  4.13998877, ...,  4.30494801,\n",
       "           4.27107923,  4.23800962],\n",
       "         [ 3.61178235,  3.56059037,  3.50788639, ...,  3.77257279,\n",
       "           3.71855119,  3.66582557],\n",
       "         ...,\n",
       "         [28.30254889, 28.16525936, 28.02922279, ..., 28.82250422,\n",
       "          28.64490885, 28.47215235],\n",
       "         [29.04995215, 28.96465409, 28.87987399, ..., 29.37224609,\n",
       "          29.26089799, 29.15482026],\n",
       "         [30.26929408, 30.26929408, 30.26929408, ..., 30.26929408,\n",
       "          30.26929408, 30.26929408]],\n",
       "\n",
       "        [[ 4.78296477,  4.78296477,  4.78296477, ...,  4.78296477,\n",
       "           4.78296477,  4.78296477],\n",
       "         [ 3.97261909,  3.94157992,  3.90959031, ...,  4.0699271 ,\n",
       "           4.03703034,  4.00473835],\n",
       "         [ 3.47722308,  3.42566388,  3.3750767 , ...,  3.63136069,\n",
       "           3.5792399 ,  3.52856631],\n",
       "         ...,\n",
       "         [34.0410949 , 33.95659584, 33.87406224, ..., 34.58534992,\n",
       "          34.40239817, 34.22136849],\n",
       "         [34.57079196, 34.51968652, 34.46912086, ..., 34.90941477,\n",
       "          34.795151  , 34.68319827],\n",
       "         [35.43736207, 35.43736207, 35.43736207, ..., 35.43736207,\n",
       "          35.43736207, 35.43736207]],\n",
       "\n",
       "        [[ 5.1224269 ,  5.1224269 ,  5.1224269 , ...,  5.1224269 ,\n",
       "           5.1224269 ,  5.1224269 ],\n",
       "         [ 4.17254522,  4.14390364,  4.11530527, ...,  4.26460444,\n",
       "           4.23393243,  4.20377882],\n",
       "         [ 3.59111642,  3.54407159,  3.4973292 , ...,  3.73903322,\n",
       "           3.68939642,  3.63963005],\n",
       "         ...,\n",
       "         [31.3436619 , 31.26430303, 31.18347621, ..., 31.65483165,\n",
       "          31.55443466, 31.44993359],\n",
       "         [31.68507171, 31.63396597, 31.58506346, ..., 31.87735474,\n",
       "          31.81467146, 31.74965531],\n",
       "         [32.24010497, 32.24010497, 32.24010497, ..., 32.24010497,\n",
       "          32.24010497, 32.24010497]]]])\n",
       "Coordinates:\n",
       "  * Y        (Y) float32 -90.0 -89.0 -88.0 -87.0 -86.0 ... 87.0 88.0 89.0 90.0\n",
       "  * S        (S) float32 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0\n",
       "  * X        (X) float32 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * L        (L) float32 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5</pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'prec' (S: 12, L: 10, Y: 181, X: 360)>\n",
       "array([[[[ 4.9596389 ,  4.9596389 ,  4.9596389 , ...,  4.9596389 ,\n",
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       "         [ 4.47523728,  4.47951408,  4.4841797 , ...,  4.44910122,\n",
       "           4.45756849,  4.4667701 ],\n",
       "         [ 4.17758927,  4.18579726,  4.19245009, ...,  4.13564207,\n",
       "           4.15033007,  4.16437005],\n",
       "         ...,\n",
       "         [12.42978337, 12.41954492, 12.40969525, ..., 12.51315922,\n",
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       "         [12.23784576, 12.23067455, 12.22510169, ..., 12.28985853,\n",
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       "         [11.92412719, 11.92412719, 11.92412719, ..., 11.92412719,\n",
       "          11.92412719, 11.92412719]],\n",
       "\n",
       "        [[ 6.36132698,  6.36132698,  6.36132698, ...,  6.36132698,\n",
       "           6.36132698,  6.36132698],\n",
       "         [ 5.53525653,  5.54139088,  5.54726614, ...,  5.51223089,\n",
       "           5.5203957 ,  5.52864694],\n",
       "         [ 5.02761328,  5.03703088,  5.04731248, ...,  4.99054773,\n",
       "           5.00549484,  5.01603569],\n",
       "         ...,\n",
       "         [10.60615923, 10.6096151 , 10.61203434, ..., 10.645428  ,\n",
       "          10.63639921, 10.62171116],\n",
       "         [10.54127282, 10.54347602, 10.54529047, ..., 10.56766805,\n",
       "          10.56010799, 10.55120887],\n",
       "         [10.43733346, 10.43733346, 10.43733346, ..., 10.43733346,\n",
       "          10.43733346, 10.43733346]],\n",
       "\n",
       "        [[ 7.55586389,  7.55586389,  7.55586389, ...,  7.55586389,\n",
       "           7.55586389,  7.55586389],\n",
       "         [ 6.41400142,  6.41434707,  6.41650702, ...,  6.41227345,\n",
       "           6.41296466,  6.41257584],\n",
       "         [ 5.71351343,  5.71450703,  5.71735826, ...,  5.71126705,\n",
       "           5.71308137,  5.71385901],\n",
       "         ...,\n",
       "         [11.3801873 , 11.36675215, 11.35426724, ..., 11.41349459,\n",
       "          11.4025218 , 11.39003675],\n",
       "         [11.24104001, 11.23326394, 11.22492644, ..., 11.2623809 ,\n",
       "          11.2552097 , 11.24864325],\n",
       "         [11.01605445, 11.01605445, 11.01605445, ..., 11.01605445,\n",
       "          11.01605445, 11.01605445]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 4.77713957,  4.77713957,  4.77713957, ...,  4.77713957,\n",
       "           4.77713957,  4.77713957],\n",
       "         [ 4.04489955,  4.01167879,  3.97876034, ...,  4.14654915,\n",
       "           4.11263714,  4.07824997],\n",
       "         [ 3.59669954,  3.54213793,  3.48844032, ...,  3.75917474,\n",
       "           3.70409478,  3.64970592],\n",
       "         ...,\n",
       "         [31.54403418, 31.43547237, 31.32708347, ..., 32.1912992 ,\n",
       "          31.98074245, 31.7627551 ],\n",
       "         [32.44367379, 32.37649751, 32.30802542, ..., 32.84422433,\n",
       "          32.71427828, 32.57953823],\n",
       "         [33.90996814, 33.90996814, 33.90996814, ..., 33.90996814,\n",
       "          33.90996814, 33.90996814]],\n",
       "\n",
       "        [[ 5.12061957,  5.12061957,  5.12061957, ...,  5.12061957,\n",
       "           5.12061957,  5.12061957],\n",
       "         [ 4.19523228,  4.16771392,  4.14080027, ...,  4.28024984,\n",
       "           4.25121952,  4.22383068],\n",
       "         [ 3.62646109,  3.58308828,  3.53949944, ...,  3.76297305,\n",
       "           3.71808831,  3.67337629],\n",
       "         ...,\n",
       "         [31.88626099, 31.75566721, 31.62498724, ..., 32.09284335,\n",
       "          32.01771843, 31.95162237],\n",
       "         [31.94656789, 31.86677736, 31.78482723, ..., 32.07560652,\n",
       "          32.02908003, 31.98851508],\n",
       "         [32.04618686, 32.04618686, 32.04618686, ..., 32.04618686,\n",
       "          32.04618686, 32.04618686]],\n",
       "\n",
       "        [[ 5.15572993,  5.15572993,  5.15572993, ...,  5.15572993,\n",
       "           5.15572993,  5.15572993],\n",
       "         [ 3.99827234,  3.98181307,  3.96375548, ...,  4.05585791,\n",
       "           4.03667709,  4.01779866],\n",
       "         [ 3.28931709,  3.26184186,  3.23350269, ...,  3.38146266,\n",
       "           3.35035868,  3.31994589],\n",
       "         ...,\n",
       "         [23.83770031, 23.80655295, 23.77467138, ..., 23.96717089,\n",
       "          23.92803156, 23.88349235],\n",
       "         [23.286771  , 23.26702809, 23.24663794, ..., 23.36699325,\n",
       "          23.34249872, 23.31536919],\n",
       "         [22.38743305, 22.38743305, 22.38743305, ..., 22.38743305,\n",
       "          22.38743305, 22.38743305]]],\n",
       "\n",
       "\n",
       "       [[[ 5.74136996,  5.74136996,  5.74136996, ...,  5.74136996,\n",
       "           5.74136996,  5.74136996],\n",
       "         [ 5.08848824,  5.08896347,  5.08645787, ...,  5.09280825,\n",
       "           5.09302423,  5.090821  ],\n",
       "         [ 4.68962267,  4.68828345,  4.68595064, ...,  4.69649149,\n",
       "           4.69463383,  4.69230104],\n",
       "         ...,\n",
       "         [12.37537819, 12.35338955, 12.33243738, ..., 12.39585496,\n",
       "          12.38881332, 12.38164222],\n",
       "         [12.27994922, 12.26482938, 12.25117821, ..., 12.29087892,\n",
       "          12.28655903, 12.28267097],\n",
       "         [12.12136215, 12.12136215, 12.12136215, ..., 12.12136215,\n",
       "          12.12136215, 12.12136215]],\n",
       "\n",
       "        [[ 6.9162218 ,  6.9162218 ,  6.9162218 , ...,  6.9162218 ,\n",
       "           6.9162218 ,  6.9162218 ],\n",
       "         [ 5.86840568,  5.86244415,  5.85613696, ...,  5.89039457,\n",
       "           5.88387136,  5.87596576],\n",
       "         [ 5.2271449 ,  5.21785695,  5.20705688, ...,  5.26209377,\n",
       "           5.25017055,  5.23885209],\n",
       "         ...,\n",
       "         [11.71038514, 11.71470529, 11.7184636 , ..., 11.77751803,\n",
       "          11.75289395, 11.73233092],\n",
       "         [11.54402217, 11.54639801, 11.54929247, ..., 11.58545083,\n",
       "          11.56989887, 11.55672276],\n",
       "         [11.27099791, 11.27099791, 11.27099791, ..., 11.27099791,\n",
       "          11.27099791, 11.27099791]],\n",
       "\n",
       "        [[ 7.40633252,  7.40633252,  7.40633252, ...,  7.40633252,\n",
       "           7.40633252,  7.40633252],\n",
       "         [ 6.35048129,  6.32456125,  6.29868451, ...,  6.42815492,\n",
       "           6.40236457,  6.37635814],\n",
       "         [ 5.70360442,  5.66239165,  5.62001248, ...,  5.82819325,\n",
       "           5.78615966,  5.74520607],\n",
       "         ...,\n",
       "         [12.97131354, 12.94275838, 12.91528335, ..., 12.96103203,\n",
       "          12.960168  , 12.9652656 ],\n",
       "         [12.80050072, 12.78507841, 12.76693437, ..., 12.79406402,\n",
       "          12.79436636, 12.79903179],\n",
       "         [12.52315673, 12.52315673, 12.52315673, ..., 12.52315673,\n",
       "          12.52315673, 12.52315673]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 4.89862524,  4.89862524,  4.89862524, ...,  4.89862524,\n",
       "           4.89862524,  4.89862524],\n",
       "         [ 3.99544279,  3.96753559,  3.93876443, ...,  4.08089244,\n",
       "           4.05333081,  4.02347962],\n",
       "         [ 3.44053878,  3.39591318,  3.34930036, ...,  3.5798588 ,\n",
       "           3.53328919,  3.48741078],\n",
       "         ...,\n",
       "         [32.41430485, 32.35857701, 32.30233073, ..., 32.62844729,\n",
       "          32.55206966, 32.4838571 ],\n",
       "         [32.36544597, 32.33144706, 32.29602337, ..., 32.4976812 ,\n",
       "          32.45055008, 32.40855938],\n",
       "         [32.28651953, 32.28651953, 32.28651953, ..., 32.28651953,\n",
       "          32.28651953, 32.28651953]],\n",
       "\n",
       "        [[ 5.07358824,  5.07358824,  5.07358824, ...,  5.07358824,\n",
       "           5.07358824,  5.07358824],\n",
       "         [ 4.04534183,  4.02318019,  4.0021418 , ...,  4.1131226 ,\n",
       "           4.08992425,  4.0668986 ],\n",
       "         [ 3.41496734,  3.37911135,  3.34498336, ...,  3.52197371,\n",
       "           3.48624738,  3.44944098],\n",
       "         ...,\n",
       "         [23.09740651, 23.04284495, 22.98849952, ..., 23.27124369,\n",
       "          23.21750259, 23.15749782],\n",
       "         [22.65274912, 22.61862099, 22.58470929, ..., 22.75975531,\n",
       "          22.72688037, 22.68938249],\n",
       "         [21.92703253, 21.92703253, 21.92703253, ..., 21.92703253,\n",
       "          21.92703253, 21.92703253]],\n",
       "\n",
       "        [[ 4.7123352 ,  4.7123352 ,  4.7123352 , ...,  4.7123352 ,\n",
       "           4.7123352 ,  4.7123352 ],\n",
       "         [ 4.00653356,  4.00078792,  3.99370311, ...,  4.02178315,\n",
       "           4.01724711,  4.01193354],\n",
       "         [ 3.57479271,  3.56451117,  3.5534951 , ...,  3.5987255 ,\n",
       "           3.59064712,  3.58308709],\n",
       "         ...,\n",
       "         [14.16116935, 14.12734374, 14.09334517, ..., 14.22018048,\n",
       "          14.20039493, 14.17991808],\n",
       "         [14.11775306, 14.09697407, 14.0767996 , ..., 14.15598518,\n",
       "          14.14263645, 14.12993568],\n",
       "         [14.0499292 , 14.0499292 , 14.0499292 , ..., 14.0499292 ,\n",
       "          14.0499292 , 14.0499292 ]]],\n",
       "\n",
       "\n",
       "       [[[ 6.53666985,  6.53666985,  6.53666985, ...,  6.53666985,\n",
       "           6.53666985,  6.53666985],\n",
       "         [ 5.7640378 ,  5.74671463,  5.73116264, ...,  5.81613705,\n",
       "           5.7989866 ,  5.78187938],\n",
       "         [ 5.29009061,  5.26425709,  5.23673862, ...,  5.37333699,\n",
       "           5.34547299,  5.31847303],\n",
       "         ...,\n",
       "         [11.53724295, 11.51892611, 11.49957244, ..., 11.54674688,\n",
       "          11.54450053, 11.54108779],\n",
       "         [11.59335974, 11.58104764, 11.5701181 , ..., 11.60001253,\n",
       "          11.59707482, 11.59487168],\n",
       "         [11.68472761, 11.68472761, 11.68472761, ..., 11.68472761,\n",
       "          11.68472761, 11.68472761]],\n",
       "\n",
       "        [[ 6.95088716,  6.95088716,  6.95088716, ...,  6.95088716,\n",
       "           6.95088716,  6.95088716],\n",
       "         [ 5.99089673,  5.96514949,  5.94069837, ...,  6.06489833,\n",
       "           6.03992872,  6.01599592],\n",
       "         [ 5.40108711,  5.36190465,  5.32254948, ...,  5.52174467,\n",
       "           5.48161188,  5.44165196],\n",
       "         ...,\n",
       "         [11.49310818, 11.46126971, 11.42839459, ..., 11.59860253,\n",
       "          11.56490649, 11.52861865],\n",
       "         [11.4321098 , 11.41288577, 11.39392114, ..., 11.49794662,\n",
       "          11.47734018, 11.45612897],\n",
       "         [11.33607621, 11.33607621, 11.33607621, ..., 11.33607621,\n",
       "          11.33607621, 11.33607621]],\n",
       "\n",
       "        [[ 6.57031398,  6.57031398,  6.57031398, ...,  6.57031398,\n",
       "           6.57031398,  6.57031398],\n",
       "         [ 5.37626591,  5.35561624,  5.33509631, ...,  5.4400291 ,\n",
       "           5.41842912,  5.39743391],\n",
       "         [ 4.64389628,  4.61037309,  4.5768931 , ...,  4.74813791,\n",
       "           4.71340505,  4.67862906],\n",
       "         ...,\n",
       "         [16.65824899, 16.60351467, 16.54709536, ..., 16.82979599,\n",
       "          16.77056876, 16.71427923],\n",
       "         [16.4981496 , 16.46428084, 16.42898631, ..., 16.60476735,\n",
       "          16.5685657 , 16.53344405],\n",
       "         [16.23769692, 16.23769692, 16.23769692, ..., 16.23769692,\n",
       "          16.23769692, 16.23769692]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 5.16621412,  5.16621412,  5.16621412, ...,  5.16621412,\n",
       "           5.16621412,  5.16621412],\n",
       "         [ 4.14349729,  4.1245757 ,  4.10479007, ...,  4.20147166,\n",
       "           4.18242051,  4.16280771],\n",
       "         [ 3.51670843,  3.48638205,  3.45441405, ...,  3.60932924,\n",
       "           3.57891644,  3.54772605],\n",
       "         ...,\n",
       "         [23.65940064, 23.62924719, 23.60073501, ..., 23.66402316,\n",
       "          23.66328871, 23.66117191],\n",
       "         [23.16895097, 23.15119576, 23.1332677 , ..., 23.17162925,\n",
       "          23.17132694, 23.17046291],\n",
       "         [22.36975086, 22.36975086, 22.36975086, ..., 22.36975086,\n",
       "          22.36975086, 22.36975086]],\n",
       "\n",
       "        [[ 4.56392881,  4.56392881,  4.56392881, ...,  4.56392881,\n",
       "           4.56392881,  4.56392881],\n",
       "         [ 3.89959915,  3.89575432,  3.89044074, ...,  3.91312077,\n",
       "           3.90867118,  3.90448079],\n",
       "         [ 3.49433994,  3.48474955,  3.47718956, ...,  3.51460078,\n",
       "           3.50803438,  3.50060396],\n",
       "         ...,\n",
       "         [15.07319337, 15.06835493, 15.06174529, ..., 15.13164309,\n",
       "          15.11043167, 15.0906893 ],\n",
       "         [14.80569887, 14.80232939, 14.79978055, ..., 14.84263501,\n",
       "          14.82868141, 14.81697401],\n",
       "         [14.36972445, 14.36972445, 14.36972445, ..., 14.36972445,\n",
       "          14.36972445, 14.36972445]],\n",
       "\n",
       "        [[ 4.36001875,  4.36001875,  4.36001875, ...,  4.36001875,\n",
       "           4.36001875,  4.36001875],\n",
       "         [ 3.83224431,  3.84230988,  3.85224585, ...,  3.8024795 ,\n",
       "           3.81185391,  3.82286987],\n",
       "         [ 3.50906506,  3.52552424,  3.5412491 , ...,  3.46089707,\n",
       "           3.47800421,  3.49346988],\n",
       "         ...,\n",
       "         [10.05641408, 10.04643503, 10.03675821, ..., 10.06306694,\n",
       "          10.05896306, 10.05710527],\n",
       "         [10.08272293, 10.07740931, 10.0711022 , ..., 10.08708614,\n",
       "          10.08436464, 10.08363014],\n",
       "         [10.1268301 , 10.1268301 , 10.1268301 , ..., 10.1268301 ,\n",
       "          10.1268301 , 10.1268301 ]]],\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "       [[[ 5.84514643,  5.84514643,  5.84514643, ...,  5.84514643,\n",
       "           5.84514643,  5.84514643],\n",
       "         [ 4.86195754,  4.8379384 ,  4.81331441, ...,  4.93163919,\n",
       "           4.90857036,  4.88437836],\n",
       "         [ 4.25879915,  4.22043755,  4.18008874, ...,  4.37241515,\n",
       "           4.33547917,  4.29664233],\n",
       "         ...,\n",
       "         [23.46742088, 23.42184466, 23.37445444, ..., 23.58246267,\n",
       "          23.53926277, 23.50349271],\n",
       "         [23.08868647, 23.05879194, 23.02945918, ..., 23.15862721,\n",
       "          23.13192976, 23.10959518],\n",
       "         [22.46781594, 22.46781594, 22.46781594, ..., 22.46781594,\n",
       "          22.46781594, 22.46781594]],\n",
       "\n",
       "        [[ 5.39951429,  5.39951429,  5.39951429, ...,  5.39951429,\n",
       "           5.39951429,  5.39951429],\n",
       "         [ 4.45110143,  4.45015099,  4.45088542, ...,  4.45602623,\n",
       "           4.45511902,  4.45274301],\n",
       "         [ 3.86906777,  3.86958616,  3.86906777, ...,  3.878615  ,\n",
       "           3.87541821,  3.87235095],\n",
       "         ...,\n",
       "         [15.21066675, 15.17342833, 15.1360172 , ..., 15.33525535,\n",
       "          15.29287609, 15.25300273],\n",
       "         [15.11670685, 15.09195301, 15.06866834, ..., 15.19260913,\n",
       "          15.16513383, 15.14068273],\n",
       "         [14.95958835, 14.95958835, 14.95958835, ..., 14.95958835,\n",
       "          14.95958835, 14.95958835]],\n",
       "\n",
       "        [[ 4.98154698,  4.98154698,  4.98154698, ...,  4.98154698,\n",
       "           4.98154698,  4.98154698],\n",
       "         [ 4.39942702,  4.40858534,  4.41726854, ...,  4.36966218,\n",
       "           4.38141253,  4.39022531],\n",
       "         [ 4.04186057,  4.05672136,  4.07205732, ...,  3.99533415,\n",
       "           4.01287337,  4.02699977],\n",
       "         ...,\n",
       "         [11.35415214, 11.34421606, 11.33540329, ..., 11.4154961 ,\n",
       "          11.39523526, 11.37432645],\n",
       "         [11.52880967, 11.52375528, 11.51753449, ..., 11.56786254,\n",
       "          11.55382247, 11.54151052],\n",
       "         [11.81431863, 11.81431863, 11.81431863, ..., 11.81431863,\n",
       "          11.81431863, 11.81431863]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 7.11798602,  7.11798602,  7.11798602, ...,  7.11798602,\n",
       "           7.11798602,  7.11798602],\n",
       "         [ 5.8103652 ,  5.7842724 ,  5.75718595, ...,  5.88808194,\n",
       "           5.86172998,  5.83615553],\n",
       "         [ 5.0060244 ,  4.9639907 ,  4.92286436, ...,  5.13584032,\n",
       "           5.09181959,  5.04961317],\n",
       "         ...,\n",
       "         [16.80930179, 16.68695912, 16.56483293, ..., 16.98378658,\n",
       "          16.92818794, 16.86909056],\n",
       "         [16.48059288, 16.4048633 , 16.32943609, ..., 16.58863595,\n",
       "          16.5543783 , 16.51662174],\n",
       "         [15.94534501, 15.94534501, 15.94534501, ..., 15.94534501,\n",
       "          15.94534501, 15.94534501]],\n",
       "\n",
       "        [[ 6.31595092,  6.31595092,  6.31595092, ...,  6.31595092,\n",
       "           6.31595092,  6.31595092],\n",
       "         [ 4.93007328,  4.89609651,  4.86209802, ...,  5.03494129,\n",
       "           4.99992767,  4.96420121],\n",
       "         [ 4.08063165,  4.0274092 ,  3.97304202, ...,  4.24937083,\n",
       "           4.19221724,  4.13627325],\n",
       "         ...,\n",
       "         [22.82580388, 22.70775956, 22.58904612, ..., 23.08098596,\n",
       "          22.99037445, 22.90753806],\n",
       "         [22.77249503, 22.6990546 , 22.6265223 , ..., 22.93054205,\n",
       "          22.8741228 , 22.82338464],\n",
       "         [22.68602985, 22.68602985, 22.68602985, ..., 22.68602985,\n",
       "          22.68602985, 22.68602985]],\n",
       "\n",
       "        [[ 5.02500433,  5.02500433,  5.02500433, ...,  5.02500433,\n",
       "           5.02500433,  5.02500433],\n",
       "         [ 4.18595237,  4.15288272,  4.11866836, ...,  4.28775313,\n",
       "           4.25412188,  4.21973469],\n",
       "         [ 3.6718075 ,  3.61767787,  3.56341869, ...,  3.83434747,\n",
       "           3.78134111,  3.72574271],\n",
       "         ...,\n",
       "         [27.33562392, 27.20092624, 27.06590456, ..., 27.83624703,\n",
       "          27.66973269, 27.50226802],\n",
       "         [28.15406936, 28.06987256, 27.98645335, ..., 28.46299267,\n",
       "          28.36032796, 28.25653994],\n",
       "         [29.48700559, 29.48700559, 29.48700559, ..., 29.48700559,\n",
       "          29.48700559, 29.48700559]]],\n",
       "\n",
       "\n",
       "       [[[ 6.34794132,  6.34794132,  6.34794132, ...,  6.34794132,\n",
       "           6.34794132,  6.34794132],\n",
       "         [ 5.30751248,  5.30306295,  5.29874294, ...,  5.3237125 ,\n",
       "           5.31852846,  5.31330134],\n",
       "         [ 4.66901646,  4.66188846,  4.65722285, ...,  4.69536848,\n",
       "           4.68685804,  4.67899568],\n",
       "         ...,\n",
       "         [14.58121365, 14.54004434, 14.49814028, ..., 14.70109376,\n",
       "          14.66147932, 14.62169221],\n",
       "         [14.48116255, 14.45524248, 14.42927948, ..., 14.55430019,\n",
       "          14.53123137, 14.5059593 ],\n",
       "         [14.31734809, 14.31734809, 14.31734809, ..., 14.31734809,\n",
       "          14.31734809, 14.31734809]],\n",
       "\n",
       "        [[ 5.22252578,  5.22252578,  5.22252578, ...,  5.22252578,\n",
       "           5.22252578,  5.22252578],\n",
       "         [ 4.37749055,  4.38358174,  4.39053695, ...,  4.3463434 ,\n",
       "           4.35684092,  4.36716573],\n",
       "         [ 3.85848573,  3.86768732,  3.87866013, ...,  3.80802811,\n",
       "           3.82444412,  3.8418969 ],\n",
       "         ...,\n",
       "         [11.99118847, 11.96099171, 11.93083817, ..., 11.98505414,\n",
       "          11.98285103, 11.98695499],\n",
       "         [11.91360131, 11.89563006, 11.87722683, ..., 11.91178691,\n",
       "          11.90880609, 11.91204596],\n",
       "         [11.78883976, 11.78883976, 11.78883976, ..., 11.78883976,\n",
       "          11.78883976, 11.78883976]],\n",
       "\n",
       "        [[ 5.75457035,  5.75457035,  5.75457035, ...,  5.75457035,\n",
       "           5.75457035,  5.75457035],\n",
       "         [ 5.09088875,  5.10225035,  5.11274792, ...,  5.05667429,\n",
       "           5.06764713,  5.07965674],\n",
       "         [ 4.6842903 ,  4.70182952,  4.72036231, ...,  4.62838945,\n",
       "           4.64826147,  4.66571431],\n",
       "         ...,\n",
       "         [10.93217699, 10.89096414, 10.84789383, ..., 11.05274813,\n",
       "          11.01507777, 10.9733898 ],\n",
       "         [10.8087977 , 10.78313695, 10.75596415, ..., 10.88448422,\n",
       "          10.8602491 , 10.83489063],\n",
       "         [10.60951628, 10.60951628, 10.60951628, ..., 10.60951628,\n",
       "          10.60951628, 10.60951628]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 6.3745328 ,  6.3745328 ,  6.3745328 , ...,  6.3745328 ,\n",
       "           6.3745328 ,  6.3745328 ],\n",
       "         [ 4.91499908,  4.88989991,  4.86393671, ...,  5.00062154,\n",
       "           4.97236873,  4.94301432],\n",
       "         [ 4.02039188,  3.9794383 ,  3.93822548, ...,  4.1587615 ,\n",
       "           4.11204066,  4.06639987],\n",
       "         ...,\n",
       "         [22.01928401, 21.92800254, 21.83460402, ..., 22.43171436,\n",
       "          22.28848475, 22.15380877],\n",
       "         [22.36836165, 22.31198543, 22.25429213, ..., 22.62309045,\n",
       "          22.53539437, 22.4512192 ],\n",
       "         [22.93814802, 22.93814802, 22.93814802, ..., 22.93814802,\n",
       "          22.93814802, 22.93814802]],\n",
       "\n",
       "        [[ 5.26985927,  5.26985927,  5.26985927, ...,  5.26985927,\n",
       "           5.26985927,  5.26985927],\n",
       "         [ 4.54176641,  4.50737923,  4.47258157, ...,  4.6474552 ,\n",
       "           4.61136162,  4.57725526],\n",
       "         [ 4.09542401,  4.04079762,  3.98455121, ...,  4.26420643,\n",
       "           4.20731203,  4.15123843],\n",
       "         ...,\n",
       "         [26.45777577, 26.33530349, 26.21172965, ..., 26.89249688,\n",
       "          26.74704266, 26.60253841],\n",
       "         [27.59626812, 27.52075458, 27.44340509, ..., 27.86596596,\n",
       "          27.77559149, 27.68700975],\n",
       "         [29.45198923, 29.45198923, 29.45198923, ..., 29.45198923,\n",
       "          29.45198923, 29.45198923]],\n",
       "\n",
       "        [[ 4.6263014 ,  4.6263014 ,  4.6263014 , ...,  4.6263014 ,\n",
       "           4.6263014 ,  4.6263014 ],\n",
       "         [ 3.89103738,  3.85963099,  3.82839736, ...,  3.98841015,\n",
       "           3.95527575,  3.92330776],\n",
       "         [ 3.44033179,  3.39069493,  3.34028058, ...,  3.5962838 ,\n",
       "           3.54431419,  3.49230138],\n",
       "         ...,\n",
       "         [32.14621466, 32.07195371, 31.99773616, ..., 32.64590919,\n",
       "          32.47479397, 32.31020206],\n",
       "         [33.18703222, 33.14076513, 33.09415251, ..., 33.49565327,\n",
       "          33.38946748, 33.28846574],\n",
       "         [34.88358295, 34.88358295, 34.88358295, ..., 34.88358295,\n",
       "          34.88358295, 34.88358295]]],\n",
       "\n",
       "\n",
       "       [[[ 4.79058968,  4.79058968,  4.79058968, ...,  4.79058968,\n",
       "           4.79058968,  4.79058968],\n",
       "         [ 3.98719922,  3.99549368,  4.00309686, ...,  3.96948726,\n",
       "           3.97601047,  3.98249046],\n",
       "         [ 3.49519442,  3.50746325,  3.51899763, ...,  3.46551603,\n",
       "           3.47631606,  3.48547445],\n",
       "         ...,\n",
       "         [12.34622696, 12.34281415, 12.33871001, ..., 12.36234044,\n",
       "          12.35698362, 12.35128136],\n",
       "         [12.45565245, 12.45310368, 12.45137565, ..., 12.46718681,\n",
       "          12.46407646, 12.45928136],\n",
       "         [12.63480295, 12.63480295, 12.63480295, ..., 12.63480295,\n",
       "          12.63480295, 12.63480295]],\n",
       "\n",
       "        [[ 5.73228946,  5.73228946,  5.73228946, ...,  5.73228946,\n",
       "           5.73228946,  5.73228946],\n",
       "         [ 4.9659646 ,  4.97244461,  4.97866538, ...,  4.95136295,\n",
       "           4.95542384,  4.96155822],\n",
       "         [ 4.49685577,  4.50782859,  4.51715978, ...,  4.47214536,\n",
       "           4.47970535,  4.48860461],\n",
       "         ...,\n",
       "         [11.08710256, 11.06597769, 11.04450734, ..., 11.1126769 ,\n",
       "          11.10356176, 11.09613121],\n",
       "         [11.087448  , 11.07340808, 11.06010242, ..., 11.10256819,\n",
       "          11.09863694, 11.09163848],\n",
       "         [11.08589286, 11.08589286, 11.08589286, ..., 11.08589286,\n",
       "          11.08589286, 11.08589286]],\n",
       "\n",
       "        [[ 6.8385818 ,  6.8385818 ,  6.8385818 , ...,  6.8385818 ,\n",
       "           6.8385818 ,  6.8385818 ],\n",
       "         [ 6.02918656,  6.04599141,  6.0621914 , ...,  5.99009062,\n",
       "           6.00503774,  6.01687458],\n",
       "         [ 5.53225692,  5.56012097,  5.58768257, ...,  5.47264104,\n",
       "           5.49380895,  5.51441532],\n",
       "         ...,\n",
       "         [11.17780611, 11.16031003, 11.14160439, ..., 11.21556285,\n",
       "          11.20493567, 11.19093886],\n",
       "         [11.05274206, 11.04215804, 11.03088281, ..., 11.07671794,\n",
       "          11.06881237, 11.06043151],\n",
       "         [10.84909716, 10.84909716, 10.84909716, ..., 10.84909716,\n",
       "          10.84909716, 10.84909716]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 5.17208009,  5.17208009,  5.17208009, ...,  5.17208009,\n",
       "           5.17208009,  5.17208009],\n",
       "         [ 4.20470241,  4.17202158,  4.13998877, ...,  4.30494801,\n",
       "           4.27107923,  4.23800962],\n",
       "         [ 3.61178235,  3.56059037,  3.50788639, ...,  3.77257279,\n",
       "           3.71855119,  3.66582557],\n",
       "         ...,\n",
       "         [28.30254889, 28.16525936, 28.02922279, ..., 28.82250422,\n",
       "          28.64490885, 28.47215235],\n",
       "         [29.04995215, 28.96465409, 28.87987399, ..., 29.37224609,\n",
       "          29.26089799, 29.15482026],\n",
       "         [30.26929408, 30.26929408, 30.26929408, ..., 30.26929408,\n",
       "          30.26929408, 30.26929408]],\n",
       "\n",
       "        [[ 4.78296477,  4.78296477,  4.78296477, ...,  4.78296477,\n",
       "           4.78296477,  4.78296477],\n",
       "         [ 3.97261909,  3.94157992,  3.90959031, ...,  4.0699271 ,\n",
       "           4.03703034,  4.00473835],\n",
       "         [ 3.47722308,  3.42566388,  3.3750767 , ...,  3.63136069,\n",
       "           3.5792399 ,  3.52856631],\n",
       "         ...,\n",
       "         [34.0410949 , 33.95659584, 33.87406224, ..., 34.58534992,\n",
       "          34.40239817, 34.22136849],\n",
       "         [34.57079196, 34.51968652, 34.46912086, ..., 34.90941477,\n",
       "          34.795151  , 34.68319827],\n",
       "         [35.43736207, 35.43736207, 35.43736207, ..., 35.43736207,\n",
       "          35.43736207, 35.43736207]],\n",
       "\n",
       "        [[ 5.1224269 ,  5.1224269 ,  5.1224269 , ...,  5.1224269 ,\n",
       "           5.1224269 ,  5.1224269 ],\n",
       "         [ 4.17254522,  4.14390364,  4.11530527, ...,  4.26460444,\n",
       "           4.23393243,  4.20377882],\n",
       "         [ 3.59111642,  3.54407159,  3.4973292 , ...,  3.73903322,\n",
       "           3.68939642,  3.63963005],\n",
       "         ...,\n",
       "         [31.3436619 , 31.26430303, 31.18347621, ..., 31.65483165,\n",
       "          31.55443466, 31.44993359],\n",
       "         [31.68507171, 31.63396597, 31.58506346, ..., 31.87735474,\n",
       "          31.81467146, 31.74965531],\n",
       "         [32.24010497, 32.24010497, 32.24010497, ..., 32.24010497,\n",
       "          32.24010497, 32.24010497]]]])\n",
       "Coordinates:\n",
       "  * Y        (Y) float32 -90.0 -89.0 -88.0 -87.0 -86.0 ... 87.0 88.0 89.0 90.0\n",
       "  * S        (S) float32 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0\n",
       "  * X        (X) float32 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * L        (L) float32 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hcst=xr.open_dataarray('Data/CanCM4/CMC2-CanCM4_Precip_Climatology.nc',decode_times=False)*30\n",
    "hcst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forecast CanCM4\n",
    "Sumber data: https://www.ncei.noaa.gov/data/north-american-multi-model-ensemble/access/ccsm4/\n",
    "\n",
    "    Release   : Mei 2020 (?)\n",
    "    Valid for : 2020-05-01 to 2021-04-30 (daily)\n",
    "    Ensemble  : E1 - E5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fnames=['Data/CanCM4/pr_daily_cancm4.20200501_E1_20200501-20210430.nc',\n",
    "       'Data/CanCM4/pr_daily_cancm4.20200501_E2_20200501-20210430.nc',\n",
    "       'Data/CanCM4/pr_daily_cancm4.20200501_E3_20200501-20210430.nc',\n",
    "       'Data/CanCM4/pr_daily_cancm4.20200501_E4_20200501-20210430.nc',\n",
    "       'Data/CanCM4/pr_daily_cancm4.20200501_E5_20200501-20210430.nc']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-12-5f291163cb5f>:1: FutureWarning: In xarray version 0.15 the default behaviour of `open_mfdataset`\n",
      "will change. To retain the existing behavior, pass\n",
      "combine='nested'. To use future default behavior, pass\n",
      "combine='by_coords'. See\n",
      "http://xarray.pydata.org/en/stable/combining.html#combining-multi\n",
      "\n",
      "  fcst = xr.open_mfdataset(fnames,concat_dim=\"ens\")\n",
      "/usr/lib/python3/dist-packages/xarray/backends/api.py:934: FutureWarning: Also `open_mfdataset` will no longer accept a `concat_dim` argument.\n",
      "To get equivalent behaviour from now on please use the new\n",
      "`combine_nested` function instead (or the `combine='nested'` option to\n",
      "`open_mfdataset`).The datasets supplied do not have global dimension coordinates. In\n",
      "future, to continue concatenating without supplying dimension\n",
      "coordinates, please use the new `combine_nested` function (or the\n",
      "`combine='nested'` option to open_mfdataset.\n",
      "  combined = auto_combine(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (ens: 5, lat: 181, lon: 360, time: 365)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 90.0 89.0 88.0 87.0 86.0 ... -87.0 -88.0 -89.0 -90.0\n",
       "  * lon      (lon) float64 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * time     (time) object 2020-05-01 00:00:00 ... 2021-04-30 00:00:00\n",
       "Dimensions without coordinates: ens\n",
       "Data variables:\n",
       "    pr       (ens, time, lat, lon) float32 dask.array&lt;chunksize=(1, 365, 181, 360), meta=np.ndarray&gt;</pre>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (ens: 5, lat: 181, lon: 360, time: 365)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 90.0 89.0 88.0 87.0 86.0 ... -87.0 -88.0 -89.0 -90.0\n",
       "  * lon      (lon) float64 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * time     (time) object 2020-05-01 00:00:00 ... 2021-04-30 00:00:00\n",
       "Dimensions without coordinates: ens\n",
       "Data variables:\n",
       "    pr       (ens, time, lat, lon) float32 dask.array<chunksize=(1, 365, 181, 360), meta=np.ndarray>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fcst = xr.open_mfdataset(fnames,concat_dim=\"ens\")\n",
    "fcst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;pr&#x27; (ens: 5, month: 12, lat: 181, lon: 360)&gt;\n",
       "dask.array&lt;transpose, shape=(5, 12, 181, 360), dtype=float32, chunksize=(1, 1, 181, 360), chunktype=numpy.ndarray&gt;\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 90.0 89.0 88.0 87.0 86.0 ... -87.0 -88.0 -89.0 -90.0\n",
       "  * lon      (lon) float64 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * month    (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
       "Dimensions without coordinates: ens</pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (ens: 5, month: 12, lat: 181, lon: 360)>\n",
       "dask.array<transpose, shape=(5, 12, 181, 360), dtype=float32, chunksize=(1, 1, 181, 360), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 90.0 89.0 88.0 87.0 86.0 ... -87.0 -88.0 -89.0 -90.0\n",
       "  * lon      (lon) float64 0.0 1.0 2.0 3.0 4.0 ... 355.0 356.0 357.0 358.0 359.0\n",
       "  * month    (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
       "Dimensions without coordinates: ens"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hitung akumulasi bulanan\n",
    "dpr=fcst.pr*3600*24\n",
    "mpr=dpr.groupby('time.month').sum(dim='time')\n",
    "mpr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#time series all member\n",
    "def tsplume(df,dh,ilon,ilat,t1):\n",
    "    #fcst\n",
    "    tsf=df.sel(lon=ilon,lat=ilat,method='nearest')\n",
    "    ts1=tsf.sel(month=slice(1,t1-1))\n",
    "    ts2=tsf.sel(month=slice(t1,12))\n",
    "    TSf=xr.concat((ts2,ts1),'month')\n",
    "    it=TSf.month.values;\n",
    "    #hcst\n",
    "    tsh=dh.sel(X=ilon,Y=ilat,method='nearest')\n",
    "    tsh1=tsh.sel(S=slice(0,t1-2),L=0.5)\n",
    "    tsh2=tsh.sel(S=slice(t1-1,11),L=0.5)\n",
    "    TSh=xr.concat((tsh2,tsh1),'S')\n",
    "    \n",
    "    #\n",
    "    fig,ax=plt.subplots(nrows=2,ncols=1,figsize=(14,7))\n",
    "    ax[0].plot(TSf.transpose())\n",
    "    ax[0].plot(TSh,'--k',linewidth=2)\n",
    "    ax[0].set_xticks(np.linspace(0,11,12))\n",
    "    ax[0].set_xticklabels(it)\n",
    "    ax[0].legend(np.linspace(1,5,5))\n",
    "    #\n",
    "    #\n",
    "    ax[1].boxplot(TSf.transpose())\n",
    "    ax[1].set_xticklabels(it)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Contoh Bandung\n",
    "ilon=107.609918\n",
    "ilat=-6.890670 \n",
    "tsplume(mpr,hcst,ilon,ilat,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Probability Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def probmap(mpr,hcst,extent,t1):\n",
    "    lon=mpr.lon.sel(lon=slice(extent[0],extent[1]))\n",
    "    lat=mpr.lat.sel(lat=slice(extent[3],extent[2]))\n",
    "    #fcst\n",
    "    d1=mpr.sel(lon=slice(extent[0],extent[1]),lat=slice(extent[3],extent[2]),month=t1)\n",
    "    #hist\n",
    "    d2=hcst.sel(X=slice(extent[0],extent[1]),Y=slice(extent[2],extent[3]),S=t1-1,L=0.5)\n",
    "    #mean + 15% mean\n",
    "    tholdAN=np.flipud(d2.values+0.15*d2.values)\n",
    "    #mean - 15% mean\n",
    "    tholdBN=np.flipud(d2.values-0.15*d2.values)\n",
    "    #Probabilitas\n",
    "    ch=d1.values\n",
    "    nmem,ny,nx=ch.shape\n",
    "    #Atas normal\n",
    "    probAN=np.sum(ch>tholdAN,axis=0)/nmem\n",
    "    #Bawah normal\n",
    "    probBN=np.sum(ch<tholdBN,axis=0)/nmem\n",
    "    \n",
    "    #\n",
    "    cmap=crs.PlateCarree()\n",
    "    fig=plt.figure(figsize=(14,6))\n",
    "    ax=plt.axes(projection=cmap)\n",
    "    pc=ax.pcolor(lon,lat,probAN,transform=cmap)\n",
    "    ax.add_feature(feature.COASTLINE.with_scale('50m'))\n",
    "    plt.colorbar(pc)\n",
    "    ax.gridlines(draw_labels=True)\n",
    "    plt.title('Peluang Atas Normal')\n",
    "\n",
    "    #\n",
    "    fig=plt.figure(figsize=(14,6))\n",
    "    ax=plt.axes(projection=cmap)\n",
    "    pc=ax.pcolor(lon,lat,probBN,transform=cmap)\n",
    "    ax.add_feature(feature.COASTLINE.with_scale('50m'))\n",
    "    plt.colorbar(pc)\n",
    "    ax.gridlines(draw_labels=True)\n",
    "    plt.title('Peluang Bawah Normal')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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O2Zh9cq+8hYHeLroOvo4zvwRfcx2O7HyyL7uOtIo19J05Nup+wb4e0lauw5LkIGPNJorveheZ6y6f4dwbhmHMTaaG3ZhV8igGwMncaDdqjM+WkkbI7yXo7U90Vow4sSQ5yLr0Sjr3vYK/tZGwP9ImOtDZSt/Z4zhyCkbdz5Gdj7850sbanp5JxpqN47Z7NwzDMCIUCKlO+ZEoJmCfx2xiJ41MeulMdFaMOLDY7KSUVtB74lCis2LEUfrqDWSs2UQ44CP78uvx1FVR9ZOHyL3iZlIWV4y6T8qSFXgaqhno6Roz3XAwyEBvFyG/b7qybhiGYcwQUyUzz7nJpZFasshPdFaMOHBv2Erz87/FvW5LorNixImIhezLrgWg99RhGn7/M4rvfCep5SvH3MfqcJKxeiOd+3eSd83tqCoi54fx7D6yj+bnn4JwiFDAT1JGFmnLKsnafA2mnsYwjIVu7o3Cbn65573FLKedJnq0I9FZMeIgZclKAl3thHzeRGfFiDPVMA2//xmL3vL+cYP1c9zrttB9eA+B7g6OfvWTtL/+AoGuDmqe+AGtLz9NyT3vYflffp6Vf/NFCu94gJC3n6pHvk6wbexaecMwEiM0EOaJv3mVPY+fSXRW5j29iA6nptOpMW1sYieLPHonNdC4MVuJCM68Ijz1ZxOdFSPewkrI58FVXBbT5o68QqzJLjr378Se7qb5uSepfuzbeOrPsuS9n8BVsgQAsVhxFS2m8La3kbl+Ky0P/XxwqFfvodOE+sa/+Dv2p3rOvNJ8UadmGMb46g92cOK5RoJeM7DAtFMIXcQjUWZlkxg5XHUNvZ7IJEbGRfPQSzpuurSdTMme0WPHOoHQfCvrSZ3PpismlXbGmo10H95N2tJVk8zV1PlinMwFwDlHJseJt8lMomMvD4/YPhwOcTSs5O3yDTZvGW+ynbDfT8HN99H0p19jSXaRml9M38lI/wZP7WlSl64GFJHz9TI5W2+g+6d78e4/gYbCNP/bo9jy3OT91QM4lhYPa1bz2NGNePadoPnr+8BqYdF/fAKbe/SpUxZ/f+JZJwGs216JabvJmMwkZbEarXwuVqzpNcc4SMBjxP+854ovpMe23WQmGorVdP6+rfr03TRarPz6p2McexqOOZnf9lgn6/KZuV+mxawM2C1NHduBtyY6H/OFg2ROcACAm8zbOuellFbQ9Mwv0DvfiVhiC5SMWUahr7eRlNSCwSDZYrFitSZx9PDPsVislJZdC9GRnoYa6Omk9eVn6Dl2ALFYcRaUkFy0GG9DNSCkr95ASmkFzc89SceuF8naeDX5N96DWCyIWEjZsgbvkbOkXl6JJDvIvOtqWh/6ORoO41haQtrV60nesBwRwXeqloy7rkJsVhr+z3fI/9S7cZQVzux7ZRgLxHz5Pd+SV5roLIxLmZtt2GdlwG7El2tSkw8bs137rhcBCHk92FJM2c5FA0EPu177JpmZS1i74UGs1iQAnM5MVEPYk9I5dOAn5FW8HWdh6WBQ7+9o5exP/gv3ustZ9tHPIXYHXQdfo23nn3Dml7D8rz4/bAKlrI1X429rou7XP6T47ndjsdkJdfdhSXYw0NiGzZ1G+s2XkXbTZgI1TfjPNNDy7V+QftNmsh64GcIKFsF973WEOnrw7DlqAnbDMOY4IYRMvNksY9qwLwB2kgafe9WM4T3XJWXlAJGJlIy5yWp1kJZeTFdXFS3NBweXr93wIKvW3E/50lvJyV1N3a9/RNMzv2Cgp4ugp4+OXS+SWr6SvGvvwJqcgsVmI+vSK6n4yD+Q5M6h5mffHeyQ7MjJJxTwsehtHwIRGn7/MwBSr1yHZ98JOn/5AjkfvAcAHQjS8+zr9L6wBw2GsOVlEer10PvCHlxrlwEQ9gWwumNsi2AYhjFLKZG6iKk+EsXUsI/iwiHS5roCFlHNcRaznMPsYqNeOy3nF1A/oCTJdLS0M86x2B2412+dV5/RhcZisbJx88doaT5Ievr528dOZ+bg8/KKW3BW3kTz809y+uGvIQiuReUU3HTvsLQCnW3YM7PJv+Fumrf9hqoff5OSN78PR04Brdv/QLC3i+I738mZ//kPWl95ltQPb6HkX/9iWBr9rx/Gd7yGnPffhc2dhr0gG8++E1gcSVhcDtoe+S19L+0n447J9bcwDGNsDX94nPBAgMJb34rVYf5vzqS5WMNuAvYhPNrHUfbQSeu8auvtFBfXcjeqShtNVHOcMiYeNm4ifdpDBy0E8OLHRwfNKJCnxWSSQxZ5zI8WebOLPSOLnmP7E50N4yKJWMgvWE9HxymOHXkCi9WGMzmLjIzFqIbxeFohawVFtz9A0e0PjJpGoKudU9/9EgBpyyopuO1tOPOKqP7f/6bo9gfI2nQNTdt+Q+lbP0Dp/R+i8ekn6PrU62S9+zZcG1cOXvS5Nqyg/Ye/BxR7QaRjevIlS3FduoK6v/9vUjauIvv9d+FYUjQj741hzGeqSvvrL9B14FUAci6/AWue+W4Z4zMBe5SqcpQ9ZJJNJ62ENIRV5le4KSKs1k3s4jlKdTkWmVqLqJAG8dLPXraTSxFOknGTyyIiszJ20kITNRxjL5u8q0hOdsfzNBa85KJSfE11ic6GESdHDz0OKEsrbmcg6KWt5TBiseFKyaH2dz8ltWw5wb4esjZeTdryymH79hw7gHvDFeRddyd1v/kRHbteJP+6O3HkFlDz+P9j8Tv+nPZdL+LvaMGRlcfiBz5CB/tp//Ef8B09S/Z7bgfAmpJM3l/dT/PXH6Pwcw/iWFyI2Kxkv/cOst55K2KbX7+FhpFILc8/RcfelwEovf/DOE2wPqOUuVnDbtqwR3npp5+ewRlBLfP0rXFJKimk0U7TlNM4yRsoypXcziq5lCWyiiIpI13cpIubxbKCtVwOgNVirgnjLez3Y3EmJzobRpysXH0fycnZ+AM9LCq9ksp172bNJW9nSflNLHnvX2NLzyRteSUNf3w8OhLMeRabnWBfDxa7naSMLDQUGcM5ubCUrM3X0P76i6QuWY63/vx+rvXLKfq/H6D3hb3DJlFyXVJBzvvuoOXrjxEODAwuN8G6YcSXv6MVW0oa2ZffENMkaUb8hVWm/EiU+RmVToESxoqdZFIACM/JQX/GF1A/YQ1TQgWnOERYpzZBQw8d2Eka9w5EGCVMGHtSylSza4zBYrOhgQADfT2JzooRB9k5K1m24m5qq3fQ1LgP1fO/PUkZWeRf+yayNl5N4S1vofZXP8TX0jC4PuOSzYQHApz8zhfpObqf3CtuGlyXVrGGvtNH8DbVIZbhP/XWjFQy7ryStkd+N2x56pXrsLrT8B44OU1naxhGxupLGejpIn35JYnOyoJ0roZ9qo9EMdWfUT10kUo6PXSSRua8aw4DsJ2nKGMlS1lDI2dppIZilkw6nTJW4sc37jbnPtLhcAir1VwXxpMtNZ205ZV0H95DzpbrE50dIw7S0ou4ZP17OXH013j6WyivuHXENukr16HhMNU//TbF97yH1LLlWB1OSh/4CH2nDmNLzcCafP4C2ZlXRPHd78bf3kz66g0AeBuq6a47TupV60nZUknvi/tGHMd39CxisyI2G8nrl5nOzYYRZxmrN5AR/U4aM08RQnOwvnru5XiadNGGEuYoe1jG2kRnZ9p0046IkEE2XqY2xGMuRYQJ49expzTvpI103Fit9qlm1RhH+upL6T60e1htrDG3ZWSUsnbDg9TXvYbf1z36Nqs34MjOJ9DWPLhMREhbVkly4aIR26cuWUH2pmsGZztt3/UiHT/5I41f+AEWZxKh7j6a/+On+E7UDO6T/d47cK4so/3RP1L/2W/R/cdX43ymhmEYxmTN1hr2a2bqQKrKqzyDkxTaaaKMlWRJ3kwdfkZZsQ0G6S7SaKJm2PpYp/ju7alHxIL1xisIjdFx1dewG2dn7FMezxXTMQ36ZKaGPse6tgh9XegY2EvKZauHrZvOqbNjEev5JDKf8Z52Pl4cjnTyC9bR2LiXsiXXU/TVV4atD2mQY5zl8rr1WLadXxfr5zIz5w4OrRZ6juyj66FnKX/P39JffZKWrz1OcuEi0leuwxFMp/f0UfI33U7vqcN4tx0lv+CGcdO1bntl3PXTybottunSp+O7Ox1i/Wxavxr7SFENn4ltOM6p/BbFy2R+Dzor0/j19qsn3nAS55Po381YTOZ3q3mTI+7Hf+xobN+h9t6uiTdKsES2RZ+q2Rqwb4eZG1exn14C+CmglBbqqaBy4p3moKt5E0EincmyyecoewhreNKjxTQ07MKetBaRsZvFhEMDWCymdn26iMVC0qJ8wp6x73IYc5Mz2Y3fP3r/BEUBQabYjtLhSKP4rncDQs+Rvfgaa6n4yD+QWbmJzn076Tn+BmIR+quO4cwtIK1iNT3HDkz9ZAzDWHCWpM7uGMqMEjNHiQjpuEklgzVsxkvflDtjznY2seOUSC2CXZJQlDCTO1fVMC1NB7Dbx6+N6O1rJNmVPe42waAP1QROGzZHaTBEx2PP0rfjAFgW/Fd43nG5culsP0Ug0DdinRUbDpz0MvUaLBGh+K53UXTH2wl0ttH++otY7ElkX3Yti+59H8V3vwcsFjLXXc5Ad9ewdvGGYRhznxBSy5QfiTJba9hnVDmrqeIYIoJdHQQI4GT+DZvXqg0c4BU2cz0Zkk06brrpIDs6lGUs/P5eLBYbFssEnXIVujrP0NZ6BJ+3g2RXLq6UHFzJOXi97XR2nsHraSclNZ9lK+5i/NDeGKrz59vwHqmCUBjfiRrSrjGdl+aT7JwVdHac5tDBR9mkG4d1+hQRcrWINhpJ5/z8BgMDXqpOP4NqmGUr7kbEMm5nUREhc+1lBDrbQCJNA888/G+kLK4g77q7QCHQ3kL3sX3kXXPHtJ6vYRiGMTETsBPpcJpFpN26nSQG8M/LgH0g2hxmF89zud6MnSRCBCeVRlJSCgMD3sg9pXFULL+DupqXSUktIDWtEK+nDU9/Gx5PG85kN6uK3kZqaiFtrUc4dOAnZKmbJawiVTKmenoLhgZDJF+ylOTVS7C44t9O0UgsEQsVy+/glZe+jA/P4FCzAGEN000HRSwetk9d7cvU172Kw+mm4bl/pGL5mygu2Uo4PIDVmjTY6XSo+qd+wkBPFxmVmwj5PAx0d9Cx+yWSC0spufd91P3mR4jFQsriClq2/x5PzRmScvJIcuciYkFDA4QDAQZ6umjQs/jxkUshS6mcl6NsGYYxPygQnoMNTEzATiSQTSWdU3qIIAPD/kHOdaqKoljEQirpuEhjAD9hQnTRzjImNw6sxWIjKSl1wmZDNpuTsvIbB18nJ2eRlb18xHZ5+Zfgzqqg5cXfsIftrNXLySTHDCU3DsfSEjqf2EbJv/+1eZ/mKRELqWmFtLTXs5jz35taTmHFRtEFw7H29tSRk7sai8VKMCUXq9XBSy/8M+FwiJSUPNZd+n4cjvRh+4SDIewZ2fSdOUbLi78n67LradvxR9p2/omlH/wMy//ynwn5fYjFSjjgx57hxplbFKmVB8Rmw2JPImVxBQWHXdhJ4gxHOMoeKrls+t8kwzCMKZqLbdhNwA6A4sdLNSfYws3YZH50lgyon1d5lgA+rtc3M4AfD71kk08qmVix4qUfF2mTSteZ7EbDk6uZH4/dnkypLCNF09nDiwDcoPdNujPsQtH5822EevoIe3xYU+bfnaD5LBj0EQoFYtp22Yq72f/KtxAVSmUZIQ1Sw0lWsmHYhVq3ttPb20hGRilp6SWULr6GcDhIY8Me7HYnqkpz0wFKFw8fVcORnYuGw+Rf9w48dVXU/uJhUpasoL/qOABisWKLtl9PLlpM9+G9ZG28atS8Zv0hMkpMpV7G8/ya1brJfH8Nw5iVVCWhbdGnau7leBpkU8BZjqMoLlITnZ24EYQAPgQLpzlMCumUsZLVbKafHnxMcQgvjYxUEW/Zks9arsCGnTMcidwdMJ1SR7IIRZ//sAnW56A3DvyEV176MsGBiUf3cbly2Mi1nOEItXqKnTxDAD9ucodtN0AAq8VOT3cNbncFELkTtmHjh7DZkuloP0l2zooR6fuaG0guLEVDQewZWZTe/2H8rU1kXnIZIf/wEaBSl67GU3eG4ASz61qw4pG+x2sAACAASURBVCKNnTxNo9aMu61hGEaihJEpPxJlwQfsfvVymF04SI4OlTZ/AkS7JHElt6OE6aINp7iokEoc4sROEgBtNE0qTVXF5+8eMdV5vORSSCnLaaWeQ7zOc/yKY7rXBO5DiM2KDsTvDocxc8LhAbJzVuD397B393d5/k+fxTfGJEkALkllNZtop5klrOJGuW/EHcBsCvB62/H7e0hNKxxcbrFYWV35ANfd+C+kpIycW8Lf3owtJY3TP/gap7//VTx1VZS//5MgcPr7X8XX2ji4rdXhJHPtFhqf/RUaHnuyLhFhK7ewhs0cYRd+HX9GZMMwDCM2Cz5gb6GePIpJJ4slrMLH/BrXOllSWMcVVAxpq35c9+OhjyLKJt1ev6P9BFZrEhaZntZUIUKc4TBhFCtW0sikkzbqOTMtx5uLxG4j7JudE/8Y41ux6l56eupJTs4iO2cFBYUb2Lvr2+M2k8mTYtbLlRTLklHXiwiFRZspLtk6ap+G0TqcBvt7CfZ107L996RVrKH8/Z+i7dVtdOzZQeHtD5B75S00/O6naPh8X5W8a24n5O2n5onv03f2xJiz7IoILtKwYCUJ0ynaMIzZJTIOu2XKj0SZrW3YZ2SmU1WlizYEC+00soJ17OD35Ggh6+XKmcjCjMiVomGvazlFLacooHRw5tNY+H3dHD/6S1asujfmFjHVH4xtnPfFRGZQE8C540W8vk4KK65iRdm1eDxt7H7tIXKvvhubzRlzfqdjBsTpmD2OSTRN0nAY/6k6Oh59muJ/+eg05GXmzIUZUScjls9br54mmST6+1uoPrWNMCHSycL+/MGL6kC8pjE6akz9xHko2gan9BBKkJQaL5fUZGHZdYx8vYrdL79A+st1rGIl+wkQ/Ncfs1jOd3ot0rXUcZq6M48CBSyXdaMeo40mUsmYVZ2iY/09AOD+svinmUAXzpgbD7HOnppIc+W3YzpmXo41zWZif49iTfP4dbUxp5kYpg17PG2fiYM0U0sX7SxhJYKFIEGKKaeNxol3nkOCOjDsdS7FALTTPKI97HjqaneSm1dJds7KuObvQusv/QCrKx8gN3c1EGnLm5pWRHvb8Wk97lzgO1wFgC3PPcGWxmzUSDU+PAjCZdzEDdzHZrn+ogLbPu3mNf0T+/Vl+nTs5jVDJeOiiDLWsnWwc2iypLCSDTRRw6s8QwZZdNI6bD+LWCiVZWzmetpp5qweGzX9btopYNGUz8kwjLnr8rzSRGdhXOeGdZzqI1Fmaw37jLBiw4lrsFmIAyer5FJW6PoE5yx+DugrtNLAjfoWWmmgjx7aaSKTHHrowIKFKj1GGSM7pV2ot7eORaWjjxIRT8mu7BGzpJZX3MIb+39Ib08d5RW3TTxx0zylqiSVFpD3l/cnOivGFJRQQRPVWLDgo48UufhO7lVEgmYXqexjB051Uc4qsqVgzH2KpZxiykcsz5UicimiSWs5xGvRfj0j2SWJDXoVr7ONsIbJpoAMyRpcb8U66TkeDMMwZkpIZ8/dv1jN1hr2GZFOFv304KEfG3bsEumIOZ+GI8sh8k+7hw4OspN6zuAml356SSWDN3iV0xyigbPjptPedoz+vhbSMxaPu108DQx4OXbkF3j6W8nMLCM7ZwW1NTuoq3l5xvIw2ziWFBFoaIVxOv4Zs1cWubTTTJgwqcRnkrAyVpBMCg2cZQ2bKWUZR9nLMd035c7aBbKIzdzAGjYPLqvSY+zVl6jTMwTUzw5+z3LWUcfpEX1MMsmhdZ7dqTQMw0ikBV3D7hAn2VrACfbP285R+SyihlP0ERmOLYdC2mhgAD9XcwcHeIU03BRRxlghYDgc4sSxJ1ld+QB2+8wNJejzddLYsJuc3FW4UnJZufqtuFy59PdPbmSb+aJ3+z66nnyJ9Os3ItaFeYdhrnNIMpW6BRdpOCQ+36U0yWQtWzmme+mjm1JZRrbmc5Cd7OI5MjWHDlpJwkE5q8kgiwH82HGM2xQnQ7LIIFJrrqo0cpZcijjLMezR38tDvE4K6WSRP2xfJ8mmht0wjFlJkYR2Hp2quZfjOMsijw5aKGb0ERjmOpvY2Sq30EEzAMWUk0cJmeRgESse+imkdNx/3M1N+3AmZ+HOWjpT2QYgNbWAlavfQqY7clyLxUZh0SY6O87Q3LR/RvMyG/Rt30fa9RvJft8dic6KMUkB9XNYd/EnfYL06KRl8ebFM9i8zyZ2NnA1ZazEgpWVrCeLPHbzPK/xJ7bzW+omMfJSPVV46KMx2pynjQbWcxWZ5OCln7xov5hznKTgw4Nf59eoW4ZhzA9htUz5kSgLPmBvJtKbOfeCfzjzTR4lVHAJ6ZLJClnPJrkOgABeHIxf09fYsJdFi6e/7fqFRCwUFm3CZjt/9yMY8uPOWkpjw94Zz08iaTiMv6qB1CvXIbYFfWNsTglpKDJ3AR4aqQYgyMAEe02Nlz6Sh0z8JiLkSTEVUkmm5JBNPvZoLXsRZZOa/sOCZbA9uxUb5azGipVkUkkhjbMM73yaJA6KWUIVR+NxaoZhGHEzV4d1XPABey5FFFI2OJHQfJUvJZTJyI6lYcLIOB+DYNBPX289bvfIDmqJUF31PE2Ne3G5chKdlRkR7Oqj8UuPUP2Rr2AvysWWOX9m4p3vwhrmFf7Ibp4nXdxcwa0sZx1pxH+EH1XFS/+48yqkSSbXyl3kUkQ3HaO2oe/TnsHJjgLqx6O9ABRQip0kNnE9FqzsZwdv8CoppOLDSw0nqdGThPX8MK4FlNJCfZzP1DAMY2Fa8FV1i6Qi0VlImJAGsWAlSADrGLXsXZ1nSEsvwWqdHRc0ZUtuwO/vxuFMH7ZcNTzqBDFzVajXg2ffcbp+/SIpWyrJ+/hbsaRPbpIrI7FaqAPAQx8ALkmjlLRpOVaYMCBYZeKmNh20oITJIHvEujd4lX56uFbvYQe/x4qVa7kbi1hI1yx66WIj19JLJy7SsEsSdnVQw0maqcOPlwq9BBHBh4cAfhr0LEVSFvdzNgzDmApF5uQoMQs+YF+Izo0cUc9Zsskft/NbY8Me8gtGnxwlEVwpuWS6y4fNDNnRfoLDb/yUkkVXUFZ+45wP3H2n6mj+90dxVCzC/bYbSd16ycQ7GbOKqlLFMXIpwkPvtB8vTCimdvF92s0RdrOKS0ftt1JCOcfZTwfNhAmRPaQzaTpueukkX0qGBftFlHGCA1zGjexlO7WcJl3d0YsIOMJuMjSLFEkfcTzDMIxESOR46lM1WwP2GZnpdCHp1S5SSMMiVuo5wzH2sZjlpE9we76nu5plK+6a8nFjnWmu+oOxz/Y58NMiug/vJWWTg/BAgFPf+yX5b3obTa89jz8pF/e6LZENN8V/Jr5YZ+ecClWl97nddDz2LLkfvY+UjcMnqJors/bFm2+9J+7nPpkZa6cyC2EL9QgWSihn7wzMA9dH97D26xcK6gBH2E0nrSxjLZnk0KjVWLCSRd7gkLaLpIJFVHBaD2PBOqy5nIs0WqhDVQngxyGRWYdFBFHBThJXy5sI6gDddGDFio0k9vIiXvpJYe4E7NLjmTOzmCbKdMyeGqukr92e0OPPJ0Xb4p/mQevsHnZYlTk50+lsDdi3A2+dzgOENUw/PYNB7HxWrSc4yUGKWcIqNg52HmuhnpVcOuZ+oVCAYNCHwzE9t/Gnwrnfha1sOY1/eJzGP/4cb3MdKYuXkbFqA5YkB607nj4fsM8RA03tdP32ZfynaiEcpuifPkhSSV6iszVrzMULlWqOs5TVeOjHNU3NYIZq4Cy5FI65vo1GAvjZwk1UcZQTHCCTHBTlCLvJ1BzWsJkkiVzIeOknl0J8nB/lJYU0umhjJ0/jpZ/lup5FshRVHVbDbxP7sJr5a5j6Bb9hGHPPunWl8HSiczEeITypbvezw2wN2KdVSIPs52U6aWUplSxh5cQ7zWFWrFiwUk8VpbqcYiknoH566SJb8sfcr6F+FxmZZbOuiYktOYWSex/E39ZEStly0pZVApDkziHYG9vU7LOFqtL63V+RVFZEzoNvwrG0BLEvyK/lvBFQP310k00BIYIc5nUGNDBYix1vYQ3TTO2YgXGHttDAWTLIookafHjZyq2DNeQhDfEGr1LLSZZSSUD9tNFIOauB9sF0UslgBRuwk0QyKbzONnI0MjGbnSSsYj63hmEY02V2RWIzpJUGwoS5lKtppSHR2Zl2JbKUq4iM3d1DB93aQTUnWErlmPv4fF1UVz3P8hV3z1Q2J8WRW0jztt/gba5DrFY89Wep+9UPSV85e9rbjyfs9dPz3G7aH36KUHc/2e++FefKMhOszwN2knDioo8u7JJENvmDHVCnQ5AAggXrkPoXVcWjvRzTfeznZUKEKGMlAfy4yR0M1gGsYiWHArxEmnvVc4ZciggTGhzyNaQheugkj2KyJI9kSSGfRTRTiyAECdKkNdN2joZhGPGiRJrETPWRKAsyYHfiQgnjw4sNe6KzMyOSxMHV3EkBpVRxlHJWkyKj36pXVU4c+w0li7biSsmd4ZzGxp6ajvvSq0jKiMzEWP+bH5N92XXk33gPHfteoerH32SgpxPVmW9Lp6qc/cAX8R4eOTFN2B+g66kd1H7iP/DsP4E1O4P8T77DzFw6j4gILtLw0g9EOmXWcQavejiqe6jWEygat+MliRMbdjz0Uqen2asv8SJPsofttNNEGhl00w4oLdTjZuSQqE3UkksRXu2nhpMsYSUOXPiJDPF4lD3s4jn6ozMmQ+TOXRjFKS42ci0nOUintsbtvAzDMKbLXByHfUFW5wkWPPRxggOsZWuiszNjztWqJWvK4AgOo+nprsHT30rl2nfNVNampPCW+wafO3Ly6T6yl57jB/HUniHJnUPVj75ByOfBnpFN2tJV5F17B2Kdno98qNdD15PbSdlSiT3PTbjfS8+zr5O0KB9rekpknOyDp2j97q9wViyi8B/fT9KisZsjGXOXX710085KNgCQTQHH2c8BXsaBk3qqBgPheB1vAD9H2YsFCyVUkMFmQHmVZ6N30k5xiF1kkUeGDB/OsU0b8eMllyKOs48SluKSNHq1mxBBANzk4CJtWMfRTlqpIDKCUbq4WawraKIGN7PzIt8wDAMiwzqGzbCOc0M6bi5hC0GCZMnC69yXRiYdtIy5vqP9BLl5lVgsc+fjUXLf++k6sBOx2Sm5+90Eutrprz5J6tLVaHCA1pf+yNn//RYlb34f9rSRE8ZcrOoPfQmA7qd2kPWuW7HlZBDq81D9ka+Qeu0G/Cdq0WCQ3D+/D9clC3fs//muT3s4ym5KKMcpLlSVdpoIMoCLNDpoIZdiHDgnTixGXvoJE8aJi9VswhLtc9KvPQwQ4Ch7WM1GDrOLq3jTsH1DGuQoe6hkC2FCtNHEeq4EoIs2MqPDNxZL+QX7heije9jwjimk08jwZjENehYLFgqkNG7naxiGcbESWVM+VRPmWEQeFpEWETk0ZFmWiDwrIiejf91D1n1NRHaLyLXR12UioiLyl0O2eUhEHozzucRMRMiWAvKlJFFZSKgU0ofd2h7K42mjoX4XOXmrZzhXF8dis5G18Wrc6y6ndcfTnHn43+g+tJvWl/6IM6+IkvseJLV8FVU/+k+8jbVxO64OBPEcPEXRFz5C5n3XAdC34wAZd12N79AZUEUHguS8/04WfeNvTbA+j53Ug+xlO7kUUcZKjut+XuJ3HGc/a9nKJVzOtdzNOtk6OFJTPGSQzRZuYg2bB4N1iAzDWMllXMFt5MsiMsmJNo05r54q0snGLbkc5wA5FJAmmfjVSzO15Iwx8owFC8mk0kUb9XqGnfoMGWQRJDDYLKZWT3GE3dRTFbdzNQxjbpuPMeVMiaUK9RHgIeBHQ5b9PbBNVb8iIn8fff0ZETk33Mo10f1ejL5uAf5aRL6rqgGMhAoSwE4Sqoqiw/7Je/pbSU7OIiNj7taIZVRuovPAq6RWrMHbUA2AiIXcK2/GkVtAzePfo/zP/paQz4sjpwCxTO5K23v4DEllhVhTkvGfrqPpS48MrnM/cBPue68DIKkkD+eKxYjNtE+f7xrqd9FKI1u5BRt29rKdJJxs5nqcuEadpCheRIQ0MkddXsD577GTlBFNcVqop4wVdGsHHTSzlVuo1VOc5RilLCdVRr8bJSJkaR59dCMI/fTwAr8BIEBk3PoqjpJNPhmjtJk3DGPBeoQEx5QKhOfgOOwT5lhVtwMdFyy+B/hh9PkPgTdHn1uBMJH3Y+h/qFZgG/C+i8msER9+fNiws41fcJDhk084k90MBL1j7Dk3OPOKyL3qNtpefgZH9vAmT+nLLyHjks2c/M4XqfnZd2l8+gkCXRd+vMfX+IWHqf7AFwn19ONcWUbpdz5D5luux1aQTaCqcXC75DXlJlhfALq7qjlz6mnWcQV2SaKFekIEqeQykiVlWoP1yYjU6p/v7BrWML10kkE2VRxlMSuo4iiNVLOWKyiTFYQ1RJUe5aDu5IjuoV/P35kLE6KXLqzYcBIZK38Jq8ijmKAGGSBABtn4op1vDcMwZkdMKYQu4pEoU73EyFfVRoDo37zo88OAC9gBfPuCfb4CfFJkns9SNEv1aQ/HdT892kkWebRQD0AhZcO2Gwj0k2RPSUAO4ytteWTIyuTCkXcK8q+/i5Wf+CJLP/T3hHweqn70nzQ//9S46YUHzl/El/733wFQ/eEvM9DaiS0zDfd912HPc6Ph2T3DmxFfzU0HeePAj1m15m0oSrWe4BRvUMqyWROoA3RqK200kMz573YztaThppUGvPSTRgZN1LCBq8mQLFSVN3iNLtrJpQg7dnbxPCf1DUIaGSZSEI6yBx8erNio4ih9dBMmiBUbFqy00zx4TK/2c1oPJ+ItMAxj9prRmPJcDftUH4kS916FqvqXYyyvEpHXgXfGkMw1yekO7v+/t8c3cwtUmDB9RCYUcpGKDTsP8Cb8eEkjc7A9raa7GBjIIxjcQHJy1rhpZrkdvP3+sgmPPeCK8cMdjG0zvSzWgLiQ8IbvY3W6wDLO93nT50DD+NuaSMrMQeyjTW6j+JrqQJQk6xKk0II+/mMCNc3gB7vmoqEgoQ//FUmFOTBNgVpS+cTbQOQ9z0u287HK4rgdW5MSeCFyWeIODSCVo3+GwwE/gS4HNue1hAI+CK3DZnMOPsariHGn27n/a9P7++bHS4AA52rVnbwDe3QYW0Xpo5tkUvBGZ2MdIIDwNhwkEyKEHy9v4ipSSBv8jQgTmSHaRdrgzKZhwgQZwIIVD73YsOMilbdzJx76gEhHfwAP/QQJkEL64P6zkbskY9rLx5g6Uz6zW0dV+8QbxShOMeW8MNWAvVlEClW1UUQKYZwhR4b7EvAEsH2C7bZ7e/xvffzv/jDF7BlDtWoDB3iFdVxBrhQBcEIPIFhYJpcMbhe6cSO11Tvw+TpZtmL86cTffn8Zjz1+dsJjN29yXFTeL+Rb74l5W+cZF4zRufacQHcHzc89Re/xA5T/2Sdx5o8e5PaePkbtz7+PxeWk9KFPYXE5CSZ3U/PxrwFgzUwl/dbLB9uvT4fFj8cW4DRvcvCxymK+dag+bseezPs+3zgPuUYsG+jppOpH3yB91Qb6Th2m8I63s6SpCJHYhmt8x215TOfvW7d2cJCdXMo12LCThGNYjX+tnqaLNlaygZf4HTfIvezWFyhlGUk4OMBOyllNMUuG9XEBeF5/xRXchkOSRxy3U1sJEx6cQfm0HqaeKq6RO1FVnuOXZJFHFvksluXTdv4X6/6v3T6t5WNcHFM+s9v9f3fPZHeZ7phyhEQ2bZmqqdbtP8n5tkPvg2hvowmo6jHgCHDnFI9rTEE2BVzNnYPBOkRmey1kZHORUCiAxTr+FOqvv/oNPP3zY4KUhqf+l6SsHFZ84otjBusAaUtXU3j7A4Q9Puo/9x3CPj+27AxKv/VpsFpJv3kLmfdcM4M5NxIl6O2n5okfkLXpGlwlS7C7c0hZVD6rmsB000EOhaRIGg5xjshbAB8ppNFHN6mk06tdeOknh0LqOUspy1gkS0cE601aQxilk9G//27JJVvy6dYOTupBSljK1dGhJD304cRFO8200Tjq/oZhLEgzGlOqypxsEhPLsI4/BXYCK0SkTkQ+QKTt0M0ichK4Ofo6Vl8EFuZ4igliEcuwqch96iFIcNgkKOfYbE4GAn3jpud2lxMKBVCN32yNiRDyefG11JN7xc1YnSNrCy/kXhcJygca22j84iME27uxZaWT9Y6bGWjtnPRoM8bcE/L2U/PYd0hdsoLsLdfTdfB1UhYtTXS2RnDgpI/uMb+j55qwdNKKm1xqOU0x5VjEQi5FNFFDv/YS1jBhDePVfmr1FCd5gyWsws3Y81dE2r6/Sj897OZ5eukC4AT78dJPJVuoTHQ7J8MwEmK2xJQhtUz5kSgTNolR1XeMserGWA6gqmeByiGvDzD1mn0jDjpowU3OqDWC2TkrOVv1HKFQAOsoNe2e/lb8/h6sVgciAzOR3WnjbTiLs2ARllHbrY/O/cBNeI9UEerpp+6z3yL9+o149p0gZWvlxDsbc1o44Kf68e/hWryMvOvupO/0EQKdrZTc+2CiszZCLkVUc4JaTlHKshHrw4QJE6KLNrIpoJ4qtnJrdN9CeulkHy8NDgPpwImLNDZw1ZhDPQ5PP8QKNtBNO/vZQZ6WDKZVIIvieKbGXNCo1dRxhvVciV1i/7015p/ZEFMqEJ7mJjEichvwDSIj3XxfVb9ywfoM4CdAKZFY/N9U9X/GS3PuTGVpxEVYw5zmMKvZNOr6ZFcWGZmLaWzYQ8mirSPWt7Udo7XlEKGQH1WdVc0AJivY14s9beT41eMRiwX3W2+g47Fnyf/E2+nfdYSMu64i9ap105RLYzbQUIjaX/8QZ24R+dffhYaCNP3p1xTe8hYsttn3M2oRC5V6Gbt4jhRNI1sKhq1fzHJ28RxBBuighVVsHLwLJyIsZQ1LWUNYQ4CMaBozHhEhU3Pooo1CWUy2FnCKQwQJsJFr43maxhwQUB+H2QVELhQNY76Ljlzz30TuFtQBu0TkSVU9MmSzjwNHVPUuEckFjovIo+ONK29quheYdppIJmWwU9ho8gs20NpyaNR1bvdSnMlunE73nA7WAUJeD9bkkR0Kx+OvaqD7DztxLC7AsaSIrPtvIu3q9XP+vTDGphqm4Y+PIyIU3vZWRITWHU/jzCsitXzlxAkkiEtSuYTLOcIe9uiLtGj9YBMZl6SymBXYSWIJqyiWJaOmYRHrpIL1c9zkDrZzt0sSq+RSCimjmhNTPyFjTvLhxYqVa7hrWNNMw0gcme4mMZcBp1T1TDQAf4zIWPNDKZAmkeAhlcjY9OOOlzf7qoYSQFXx0odL0hKdlWnXRC0FjH9L2utpIzk5i3A4SFfnWdrbjtLedgyLxc6SpTez9cpPY0+aXKA7G4V8HqzJE485r6r0nTlG++sv4O9tJuP2K0i/efMM5NBIpLDPj+/oWVp/uY+Q10Pp/R9CLFa6Du2m+/Beyh/8m0RncUJZkscVehttNHKKQ/jwDDaRKWUZ1RyniDJUlWZqAYmpycqABggTHjMAyySHGk4NW1bGSnbyNMd1/+CFgrnQnf/Sxc313JvobBjGoMg47Bf125MjIruHvP6eqn5vyOtioHbI6zpgywVpPESks20DkAY8oKrj3oIyATtQw0lOcpAtehNpMrkmEnNJSCMzEy5h/FrBzKxyGg/tZvvz/0za/2fvzsPazu5D/7+PdgkJIfZ9XwzYxth499jj2eKZTCaTZpJmuqZtmua2mf5ue39N8/T5PbdbenvT/H43t23apEmbpumS3EzWNpmts3iZscc72AZjwGD2HQRi0X5+f+AhxmAQICEJzut5eGYsvjrfj4QEH53vOZ+PLZuUtEq27/wFZmfHaGt9idS0yg2KOLICs9MY07Mf+H0Z8DPReIXRiycBQcr+4xg/Vo6IwSUQSngFpmbo/9w/Iox6bGkVpB58lImmK0w2N+AdHyH/I59AlxAfH/C1QksGuRiliZtcJk+WIoRgkjEEGnQYeIPvYcHGDC5SZMay64wDMsAZfkyQILXyyKLlNgBW7HiYxS996IR+Po698jhdtNLBTfIpQ3e3LryiKMpGCqxvgcmIlHLpdcVzlvo0cH8FgPcB9cAjQAnwn0KIM1LKB9aiVpkHzNcp1m7yp+MtfgCIBd0Ol2K357P/0H8jGPQt2HhqtWXR3vYqU65+IMQuPjFMBgMI7dK1zV1tjfS/8iLG1EwyHvkgCYXlCCFw67ZuPfKtwu+cYuAvvom5qojkX3wSU72Zrv/zVWTAj2P3EWylVavaqBwr7KQgkfRwG53Uc5tGKtiFXuhJk9lMMIYW3YrrjMXd3yHTuBhnmBQWJ+wAevR48SxIyo3CTBk76ZN3Fn1PURRlk+iBBUsZcpmbSb/XrwD/U86tU2wTQnQA24ALDxo0VjPUDS1onSOKyGHpNZybSQKJeJhFK1b+sQshlqwSY7Vl4b5wAfHRWrRvXF5xnAz2rCnWB7qkpfMTgZAOXanZT+BCEF+Oh2efP7Pg9tE7Lr75d6f52F/tJ39PKnM9HELt4zDn2zfD/LhXIeOSB31xkIxLnhWPDbWxlak+9CVQoTZZWs2YG8UzMkj/i1/DXr2HtB0nEA2C4H+cRTs+y+66TyGmNdAggcXPbSjvh3knNr5LoxCCarmPdhrRoKWcGtLFXO+BnRxkBhcmLCv+ftAIDfvl4wzTh0AwLodJIpVpJjnPGyTiQI8egeaBkwO5lNDMFWrlQ2pZjKJsMg2nGqMdwrIkYr1LYlZyESgTQhQBvcDHWNyRtYu5yjhnhBAZQAXQvtygsZqwnwaei3YQm00epYwysK4xTGYHs4yEKaLVCzVZD4lGQDDI/XuvX/9/r3P41yruJuvKVuF1jtL57S+TfvQpknbO1Qn3jA3R1foyO3f9MmINmy9jjV0kU8tDi24XQizZN4G/qgAAIABJREFUl+FBNEKDlJIWGtCim0v00ZJDEWlk48dH0gNKxwIUUcl5XsfJCA7S1vx4FEWJPTXHquF8tKNYXjCCNVeklH4hxKeBV5kr6/h1KWWjEOJTd7//FeBPgW8IIa4zt4Tm96WUyyZXsZqwK2Em5dyl8DJ2rmsck8nBFF1hiiq6hEaDf3QCSJm/rfVUP0Mtk3z4f92/P2R5nmkfwYDEnBh/SyUUCHjcdH/3H0g98Oh8sj7Z3ED/a9+jrOwEiXZVO/x+I/RRQjWZ5NNHBy4mKKYKg1j5qo1AoEOHj/ju5aAoSvyREgKRnWFHSvkS8NJ9t33lnv/vA55YzZgqYd8ivLjxMEvyMh0KQ2EyOxhhOkxRRVfC3ir6/+wfmfjU+0jMMnPyLxu58VIPz/yPOnSGpde2LyXgC/L/HfoxO5/J5+k/jd5SGGVtAh43d/75r0goLMOx5zAz3e2MnHsdr3OMvA//Kln9WdEOMaIGZBcBAmSSj1aE/rqfYZpcrGiEhlxW1+21h9v48ZP6gPXviqIokRThJTERoRL2LcKHFz3Gda8XtSZk4MKJXLThOb5IKRl78Q2MxTlc/W4H3fWj+GYCfOLFRzDbVzdLHvAFKX0og4O/Vh6haJVIGr1wEmN6NhmPPMOdf/kSQc8sjtpDJNUcnGuK1L/yXoB45ZJOblFPIsm00ECyTKecGsxi8drzUTnAOCPkUIQRM9NMrmoZzXsGZTftNLGXR9ZU411RFGUrUgn7FhHAjy4MP26jyU4y6biZoUe2k0NRfG4akxJLbTm+/lE0+lkOfryc/LpUDJbVP0cGi46PfulQBIJUIi3gcTN2+Qw573+evpf+D8ggxb/2mfh8TYcoKIPc4RajDDDNJJXsIUPk4pUe+ujgIm9yQD6O4Z4a6xNyjEYukkEeF3gDLTqSSF1Tm3kjZgCucoYKuYtUsbmvYCiKElvmNp3G32SBSti3CB0GfDyw4+2qVFFHAD/NXMGPl8IV6rrHIqHR4PjQwwAcrVxFdQ9lU5nuuEXQPUvfKy+SvPswGY88s6mTdSklTVzEi4cSqrGRNJ90G4SRQrbhkW46aKaCXfP366GdAiooEOUUyyrczGDFvqYYkkQqR+UHGGWAm1zhId4flsemKIoSqsCSpdJjW/x9xNgA1+S7jMr1VVOJNRasBPAzI6eYkhNckae5JesJyGU74S5JK3QkkEgNh+ilY77duaLEG6HToUt0kH70SdIOP4HOYo12SBE1Vzt9hBoOkyzSl5whzyCXCUbn/+2Vbobpne+QrBcGbCJpXR9shBA4SMeLh4AMY+UnRVGUFbzX6XStX9GiEvYlDNHDVd6eT0RH5AC9siPKUa2PEIJ0cumihVauYyMJL24aOLe28RCkkoVEMo0rzNEqysawlVbjnxyn/+XvbIkPnh5m55rELbO51IAJLx6klEzLSZq5Sib5GIU5rLFohZZ0sumgKazjKoqiLG9uScxav6JFLYlZwgEeZ+Ce0oX1vI1AxH1zJSt2blFPEik4SMNBOmd5BZd0YhNJqx5PCEGSTGGSMaxr2HymKLEg/fjTSH9g0y2FkVIyyzT9dDKDCx9eXDipoHbZ+40zjJsZzvIKEkkqWZSyIyIx5lPGTa5GbHxFUZTNQiXsS7AKO6XsICiDjMthdOgJEv+XbV2MIwniZoZ63iGbQvIo4QYXKJM7cKxhzESSmWCMbArDHa6iRMzAm/+Os+E8ZZ/6A1L3PxLtcMLKK920cp1RBgFIJ5s0ctChI5HkZeukT8pxbnIZLTqq2Yed5Ih+kPHgxkR4Z+4VRVFWEozDNeyxmrAfjXYAAEP0coPzJOJYsAErXrmYII9SZplmlmmG6ecoT2PGSgsNJL3eSyV7VvUHOpFk+umMYNQLraad/bPPn4lgJMv72Co2sv7wW4s7Ty5lsC708/ssGgbrVm5gEyr3rpmQjw31Z5RxKXrlEpsunESHntS/PLtkCcN7BR6Nn9r6HjnLJU6RRhZ1PIyZhFW9n20kcYAnSMC2IVccZpjCwubeN6AoW03DqcZoh7CsjWicFAmxmrCfBp6LdhCpZKJFxxST2EXKyneIcQLBAF2kksVDvB8/foQQZJBLqszkIm8xQj9pZIc8po0kpnERkIFVNV1RlGiRUmLASAA/GjbPazYoAzRwjizyKRZVq7rvkOzDxTgOUkkWGRGKcCmbf9+Aomw1Nceq4Xy0o1ieKuu4yeiEnoflB6MdRtgkkYILJ7kUYxRm7p1/1QodJmnGyQgmaVlxTbsEWuV1xhlCIHDhJIn4/1CjbH5CCKrZyzRTGO+pNR7vRhhAg6CIyvnbhmQv7Xc3dVayB7tIBiAg/WjF3K//aeniJpfIpZibXMEh0yignAQR+X0pqWRzmZMkywxShep6Gi5uOYsR06bbl6EoW1n8fcTYYEKITfNLr5QdHOfZB14tcJDONC6ucAaXdC47liRIL+3YcBDAzyRjkQhZUSIiRWSSL0qjHUZYeXCTgH3+91WPvE0LDZSzkywK5quxDMgu3uKH+ORcXwYvbswkUCK2s49H0WPgMqe5LE/hkbMRjdkqEtnJQRq5QFAGI3qurWJWTvM2P2GS8WiHoigxaa5xkirrqMSwlT58tHKNGaYoZyeNXFy2zJ1AIJGMMlevfoyhsMerKEropnCSgA34aTfTnRwkWWSQShYTjNEl22ihAQPG+b0nowzgIB2Yq7FeJnZyhKdwkMYlTuKV7ojG7RBpaNHhJvR9EsrS/NLPJU4CYCB8e1gUZbMJItb8FS0qYV+FoAwS3MRNPjLJZwYXmeQTwM8UEw88ViBIIxs9BnToGaF/AyNVFOV+Tkbnl6X1cBsLVmzMLW0zk0AqWUwyRjV7qeUhOmnhhrzAID1kkLtgLI3QUCyqyCCPa7wb8dlvA0Z8RG8T8mbhZBiJRI8BE6Fv0FeUrUQ1Ttrk3HKGM/xkfvZiM6pmL0d4P0LMJePtNDEke7kjby15fDk1+PCSRCoATjmykeEqyroEZIA+eYdOeSvumyZ5pBs301hJwis9dHCTcnbNX1GbYJR+OhmgCwMmbCKJgzyBGQtmEuYT+/uVUI1EMkzvmmMLyiBjcnDZpF8iEXFYZi3W6DDgxU0GeZtmKaeiREI8Nk5SCXuIJhjDhwcrdibl5lwbKITAdLebYRGVWLDRyjXauL5kQmMQRrazf352vYlLGxqvoqyVlJJGLtBPJ61cX/ZqUqyTUnKLq+RQjEZo6KGdNLKx3rNp1IAJExYKqCDhbpMzndBTIrazWxx9YHInhECLds21XLzSwwXe5ApnGKD7gccFCKBRNRDWzU4yNRyilO3RDkVRlDBTCXuI0skhhyIG6eECb2z62eS5taw7KKMGC7b5ter3SxIpFFAOzNVUHpZ9GxmmoqxJAD9D9GLAiA59XC8fGKSbWWYoYTtSSvroIJeSBcckCBtHxFOUiR1oRGi/9qWUdMibeJhdVanXew3QjR8vxVQv6B59L5d04seLmeXr4SsrE0KQJrLRCX20Q1GU2LWO5TDRXBKjpjRCJITAKUep5aH5y8vvLQXZzNLIws00N7nMDnmAJLH4MZewHRtJ+PDSzFVmpIsCURGFaBUlNFp0mLFixU4J29ELQ7RDWrNJxkknB63QMih7MGIiUaylb/FCfdxhgG5qObqmHgse6aabVtzMMMYg07iYkGPzpSVhbrnMTS5TQrXq46AoyoaQqE6n4RQTnU7vZ8BIJy2Usp0rtEQ7nA0hhCCfMgZkFzzgBa4RGjLJByBNZnOFM8zIaUrZjv6N0Dp+htpNcjXdMb+9K046VIbYRXQ1XV5DFerzORjHM9DvmZkepqP9DQqLHyFRCHbJQ4ze7SOwHG2Ir+FosZNCBzfJkgXcoXlBHfb16OQWleyZXya3GgEZ4CpnSCeHTlqYYJRK9tBOI7XMdfYNyiC3uIoOPdkUhSXmZWNaRcdamWgJ6fhYf228J9THHi+PR4ltsd7pFIjqTPlaxWrCHhOdTu+3iyO8w8u4GN9UHRJD4cGNNoTHbBIW9srj3OYG53iVXFlCAD8unMwwhQkL2RSSRYHaFKVsqLbWl5ieHqTrzmkqZT5XOIONJLpo4QhPRTu8NUsnh0nGOMsrpJK55uUr93Mzi421zdTf5gYJJFLKDgIEGKaXNLJp5RrT0sUwfQzRgw49OzmofhcoyiYS651O36sSE2/UGvZV0Aot+ZRyk8th+6MYL/Io4SpvMyqXXst+L70wsE3sZhdH8OFFh558ytjNUQqpoJMWbnMj7itzKPHDOd7B9NQAJaVP4vW66KaVRBxUspsA/rh+LQohKBM7OcoH2CnCl/wmYMO1huY7bjlLP52UU4MQggp2cZgn0QsDeZTRRQt9dGAnhV0cUeutFUVRQhCrM+wxK5cSppmimKpoh7JhhmQvQSTb2ccNzrNDHgjpfonCQeJ9M3QWrCTKZC5xEitJZJIXiZAVZZ6Uktttr1BU8jjO8XaCQT+ddLKX4xgwocfAOMMk320eFE/80kc/XQzSjZMRkmQq+ZSRRva6E/c0shmmDwdpq7rfBKPYScYoTMDdhm13r85lkstlTpNFAUDIG2AVRVHCSc2wbwE6oada1G2pWaE2rtNOI0mkUs1ernOeIGtvpGIQRqqpo4X6iHdRVJSR4SYCAS8Zmbvo77uEc7ydavZiEda52Wl2cp13uSmvxF3J1k5ucYur5FLCcT5ELiVc4xy3qF/32IkkM8Xkqu9nI4kJxhiRi5upmbHixUMAPzo1X6QoShRI4rNKjErYlRXZ73ZPDBAgmQwKKGeGKQLSv/YxRQpZFHCTq3G9HEGJbbOz47Q0/4iy8qcRQkPd/hd46OE/IlVkzh+TJrLZz2OYsdDAOzTL+HlN5lKCDj0WEtCgIYAfC1ZyKV732Fq0BFj9e9wirOzkIE1cZlAurL0uhMCEGRdO9MRvZR5FUeJbELHmr2hRCbuyonSy0aLjFD/iDb5HNoVo0XKHpTughqqYanx4qOdtvN7pMEWrKHO83ikarn6dgsKHcSTP1SVPSEhHpzMuOtYkLBSKbRzkBGMMMc7wRoe7JkZhpoJdXOEM7/AyXbRSzT6swr7usa3YmWICv/St+r4OkUYNh2jh2qIPP4kk42QkrmvfK4qibDSVsCsrMmIhgB87KWjQMMUEBoz007muWXat0LKbo1ixc/nCl5iceHAnREVZDb/fw7X6fyI9fTu5+YdCvp9O6MgglzGGIhhdeGWJAvZwjFqOcIDHF9Q5Xw+9MJBJPo1cWtMVB7tIRoeeCUYX3J53t6mTlaSwxKkoirIqErUkRtmcEoWD7exDi5ZK9pBEKhp0JJG67rWyGqGhTOyktPxprtX/E5cv/i23W1/B41n92llFAQgG/dy49q9YrZkUlTyxqvv6pJdBurFgjVB0kWETSSSIxLCXR6ygBg+zNHIRrwy9B8J7MshliN4FtyWJVA7wxPymVEVRlI30XllHlbArm1KmyGe3OEqWKLhb9QG2UcsI/UzL9SfXaenVHDzyGYpLThAIeGi48nWCwcD6A1e2nNttr6DV6Cjf9uyqE1gvbgL456uYRNuYHGRAduOJ0uZsjdCym4fQY+BdXqNLthKQS78vpZSL4jRixs/iJTVWkRiReBVFUUKhEnZlS9EJPdkU0ktHWMbTag04kospq3gGo8lOd+eZsIyrbC2jwzcpLn0fGs3qm5tZsOHDSwA/QRmkRTbwrnwdn/RGINIHC8og1+W73OQKA3RxkTdpllfplC0bviFWJ/RUiF3U8hBjDHGWV+iWtxcth2vmCmf48YLqMBK5YidZRVGUjRSvVWJita7W0WgHEAmzchoXE9iwYxYJ0Q4nLDLJp4FzlFOzrnHub4ldKUu4MPoGmbcFFvHT5QmraS9uqo/epraMS6tfPrCy0MfUFwfDGkNkHk/4Tb/+n0jc2N7tRoieVd3XJ71c4A2CBGnk4t164ikkYOMOzZSxM0JRL+ZinBEGyCQPEwmM0M8I/biZwU4KSXcrN20km0hiF4eZkKPc4RbtNJIlC8ihCBcTjDFEBnm4mZm/zyRjMbO59P7fMcsRJ9JXdXys20yPRYl9Dacaox3CphSrM+ynox1AJIzQzzXOco7Xoh1K2Fiw4WGGoFx7XfalmEUChWzjGudwy5mV76BseX6/h5tcoYDyNa3ldjHOLNNkUUAmedRxnCK2EcDHID10yzba5A0m5FjEZ7kTSaaISoyYcTNNFXXo0FPOLuyEZ1PpWtlFCjXiEPt4FIHgCmdo4zo72M8MLqzMVagZl8OM0E8epVGNV1GUjVVzrDraIaxISrHmr2iJ1Rn2TWmuS+okImY/J62eRmjQST0+PBgxh3XsfMqQBLnIW9TIQyQKx8p3UrYkKSWN1/+VRBzk3q1CslrJIoPHeG7BbW/I7yGRaNExTB92krnBeUxY2C73R2zjpBCCQioW3JZNYUTOtVZmkUAZOxdcefBLHzr0eKWHG1ygijr0QtVbVxQltkSznvpaqYR9AwkhyJHFDNNHi2zAgJEEEnGQFredU4MyiA8vehbXtl6vuaRlG2Zp5SpnqJC1pBH6khhlcwsEfHg8E1gsqUxOdjM7M8ouHg5rpZSdHGScYdLIJolUhBAUySrauE4zV9kpD4S9Mks8SyObdpqYZZoMckkVWdEOSVEUZQF5t6xjvFEJ+wbqk5200kAWBRgw4cNDN200cYkSWU0OxXH3xz9IAIEmohvLMkQuZpnAdd5loMFFWfnTmMxqtn0r8/s9XL74t8xMD5Gds5/RkWaKS59A0xTepSppIps0shfcphEaimQllzjJGX5Cviwjj1K0YvWbXDebAiq4TSN5ZMVMpR1FUZT7RXNpy1qphH0DBQmQQiblYuEGzSk5yQ3O42KCCrkLjYiPJTN98g69dKDHwDST82tXIyFRODggH6fDNsXVK1+jds8nMZlU45WtSMogjdf/Dbs9n4ptzzI1NUBaxnaSk0uhaWM21+mFgYM8wZSc4DZNdPMKebIUPXp8+MgiH6MI7xKxeGAUJqrUVTBFUZSwW1dmKIS4I4S4LoSoF0JcuntbthDiTSHEj4SYK+8hhPgjIcSMECL9nvtOrS/0+DM3G734U51VJFLHw8wyTT1vh6Wu+UYYopcpnAg0i7oZRoJW6CgqfpTs7H00Xv8WMswbXZX4MDs7xpSrn/Jtz5LkKCI37+Bcsh4FVmGnRhxkJwdwM42TMVyM08ilFe87ILtxSecGRKkoihIbYiNv3LplHY9LKUfu+fdvAy8AxcAvAF+5e/sI8N+A3w/DOeOSC+cDZ6F1Qs8ueZguWrjESXRSjxU7Cdgwk4AGLROMMcEofvyYsZBGNjaS8OHFwyxBJBnkbNjMnkQSIEAO2TgZI4fiDTlvfuFRxsZa6e56h/yChzbknErsMBrtCCHo77tIVvbeNdVbDze7SMF+t9SiW85wkTcfeOy4HGaGKW5wHoCH5bPohLrYqSjKlhH1vDEel8REYu2FFgje/br3Gfk68LNCiOjWJIuiHIrponVRw5H3aISGQrGNo3yAGg6TSf58oj7CACYsVFDLLg6TSwmTjNNCAz2048KJCyfneYMpObEhj6eGgxzhKbIo2JAZ9vcIoaFi27N03TmFzze7YedVYoNWq2dHzS/T032Onq53oh3OAkEZpJMWbCxerhWQfm7I81zm1Hz3TxMWNJuoapSiKMoabGjeKInPTqfrndaRwGtCCAn8nZTyq8CXgH8GJoCfu+fYKeae/P8L+MN1njcuJYkUkmQqd7hFCQ+uUyqEwEoiVh7cvjsBG+nkLLq9X3ZxlbfZI48taDgUCRqhxYQFgzThYRaf9G5YCTdLQhqp6VV0dZ6ipPTEhpxTiQ63e4JgwIslIW3+NpPJjgwGsCUufg9ENBY5Q5DggvdWUAaZZIxBehikh0QcVFK36L5ORhmgGy06jJg5yPswYoqbPSuKoihhoPLGNRLraQAihMiWUvbdXWP0n8ALUspFTY+EEH/E3BP/90A9sBPok1IumVE+rvnIi9dsbz/3uf/+Z2uOLVYFCTLNJAkkLjmzJhPX3xXQ553G45nEZE5GJoZ/eYxhYApHrp3xnp/O5M8whQ49hgiUd3yQjXgu7ycmo9fEyZsZ+gewdLOeoVlf2M6tn9n4/QIyGMDjmbx7FUVis+UQlAGCd8s56nRmjKaFH2oj+fNxM4vvbrdZgUCDFpD4CaBBgx49OgxoWXqJjkTix48GDam5yQveP8pCkXjvrkZyol79fGLY/X9/lNgy1uHis3/zXy9LKRfNXEQqb1yNhLIsWfVXv7Lm+1966s+XfGyRtq4Zdill393/DgkhfgDsY5kupVJKpxDi34DfXGHo07OTnue+83svrye8mNUsr6JFS5lY3Oo88Gh4Kiw4xztovP4t0k58EHvV7rCM+Z7sz5/lo194knt/PoOym1462C2OhvVcK2mV1/Djp1Isfozhei7vFc0W332/fyjkY39zew5/e6M3bOfOuOQJ21ihGB25xc3GF8nKriM1vYorF7+MEBoMxkTM5hSyc+rIyNwFjC24X6R+Pl7p5iyvcpAnMGDChZNZptGixU7Kqq8s3f/+URaKxHt3NZ4/ka5+PjFMvX9i20d/74MP/F4E88ZV2VKNk4QQCYBGSum6+/9PAH8Swl3/F3BxPeeOd4VUcJ7XyZaFJIgHL3tZjyRHETt3/TL1b34TW/kONLrINmZKJZubXMEjZze0nF0epZzndbbJ2rirYa8sJmWQrs4z9HS9zY6aX8SeNFfL+9gjnwOI2gZTD24EGoIEEUKQiINEVC8ARVGUUMVK3ijZeptOM4C3hRANwAXgJ1LKV1a6092dwT+ADVw7EWNMwkIpO2jgLF4ZuZlLW2IO+qQUpu+0ROwc79EKLenkMEB3xM91L5OwoEHLLNMbel4lvILBAEODN7h4/q8ZG7nFnn2/NZ+sw1yiHs1qMDaRRBHbqOcd3DJ6y6IURVHiWIzkjVusrKOUsh2oWfHAuWP/6L5//y7wu2s992aQI4qYldNc5hS75VGMwhSR86TUHaX/lRcxfCwFY2pmRM7xniRSGWMooudYihkLHmaxENlNtkr4SCnpaH+d8bE2pAwyOztKgiWd4pLHSUmtjMmrJXmUEiTIed6gXNaQSV5MxhmvpJQ4GcFGUhxerFYUZSUqb1yfLbssJRaUUI0GDZc5xR55NCJLSRK31RD0++j81pfJ/+gnMWVErqrGUk2hNoIWPQGWLpWpxCa/303XnZPs2v0JhEaLyeTAaLRFO6xlCSEopIJkmU4jF3AxTnlof3uUEEwzyWVOYSeZXcHYqK+vKMrmtI56K1Gj6olFkRCCYlFFFgVc4lTELrUnba8j8/EP0fmdrxL0h69ySKzQoZuva63Eh0DAi05nJslRhN2eH1PJekAGHvheDEg/EkkKmYwwsMGRbW5ORsiiEDezTE+p51ZRlMiRUqz5K1rUDHsMKBLb0Mi5mfaamWrMlvD3lkrctouhM6/iGRnAnJkX9vEBzCQwxcaX2vLhQ0dkN9Uq4TU+1rZgjXqskFJykTeYZgqHTCOHIgSCYfoYZxgvbizYsJPMTg5EO9xNRY8RF+PYSWZ4uGnDa+wrirI1SBmfm05Vwh4jCkQ5WqnlyqUvU1n9EZJTysM6vgz48TlHMTjSVj54jeyk4MXDuBzGISJ3nvt5mMFEdOs2r9ew7KOVa+zh4YjtZ4gVs7PjtN9+jcqqj0Q7lAWklPTSzgzTCMDFOF340aEjlSwK2YYFq1q3HiHp5HCTy0wxwXbbw9EOR1GUTSyam0fXSi2JiSG5ooSqHc9zs/G7dN45yXqaWi2i0WLKymP4ndcIuGfDN+49hBBUsYcbXMAnvRE5x/2klLjjOGGXUnJbNtLMVfz46KI12iFFlM83y7X6b5BfcJTklNJoh7NACw100kqQAIc4QQnbAagVD5EnSkkQNpWsR9A4Q/jxYcFKWvr2aIejKIoSU2J1hn1ju+9E2GqagDiAPft+i2v130AGgxQWP7Kuc7t3/XQtbmruzzD+7f+k9Wt/ivVwDUnPHkOXvPo68H2/fwhvpnXJRj5Bvw/fX13i1jEtyXsOkf35s+uKfyV+fAg06MTiJTHRbHIUqgG6GbY6qav9HRAaLl/8G+wVVlJSKxYdG2rzosG68FdMDceYQZ+Xru/8C6bKbRgeewQ2uBnTSiRBDBhJJYtLnMSLGzsp0Q4rLqymqddSvOPDtP3ddwEw7atb1estEk29ZKIlpN/b8fA7RlE2WsOpxmiHsCK16TR8Htj1aiswmezU1P4qfX0XGR4K3wtfn+Yg/YWPkvuF30YY9PT83l8ze+N22MYH8I4NE/R6sJXvCOu4D+JinARiZ8PiahkxImUQnd6MwZBAXv5D9PVejHZYYRf0euh68WvoE5PJeOSZaIezpApqCeDHgJFK9nCYJ9kjjkU7rC1B6OY6xZrzS0g/+lSUo1EUZT1qjlVHO4QVxeOm01hN2Lc8o9HG9h0/x62bP2BkuIlgMBC2sXXJiaT8wglSP/EMo998ieCMO2xjm9Kzcew+zMDrP0LKYNjGfZBRBkkhsvXlI8lBOgnWDE6/9Yc0XP1HAITYXG/LgMdN53e+isGeQvb7P4bQxObjE0KwkwMM0s0YgxvasXer09vs6BMdePq7afvK56IdjqIom5hk7cm6StiVJSXa86je8Twd7W9w5uQfc/nil7nd+gpeb3i6eiYc2I6psoiez3yJyTcvEfSGpzRixiPPEJh20fvv/0pQhu+DxlKmmMBGUkTPEUlCCIpKHgcEE85OujtPk5O7P9phhY0MBun+/j9iTM0g66mPxmyyDjAuh7lDC7UcoZvbuKQz2iHFrYmmK/S/8iJyFRMNpZ/6A9KPPx3RjfGKoijxKlbXsCt3OZJL2Lv/Bfx+Dy5XL8ODN7j47l+ya88nSEhIX9fYQghSf+VpZg9sx/nDU4x/53X6JIR3AAAgAElEQVQSTxzE/sR+NJa1VyrR6PTk/+wn6f3xt7jK2+yWRyO2WS+BRJyMkEZ2RMbfCBqhxWrNxOebJiNzF47kkmiHFDajF05CMEDWE8/F1JWDoAzyJt8HwIwVHTrczODDywh9CARCzWes2Ux3O+P15zCmZ5O8+3BI9xEaLcm7j5C8+0iEo1MUZauLwyXsKmGPFzqdEYejGIejGFtiDtfr/4m6/S+g062/BKC5shBzZSHergHGf3ians/+Dem//bOYSnPXPKZGbyD32V+k//N/Ti8d5FK87jiXkk8Z53mdAlmBQYR/s+VGMJkd1O3/dLTDCLuZng5GL5yk6Jf/a8zNrAsEJVTTQTM6dGyjFoHAhoNZpjFgQifUr8e1Sjv8BONXzzJy7nWSduxFozdEOyRFUZQ5cVqHPbb+iiohycregyO5lJbmH4a19KMhP5OM3/4oyT9/goG/+Gec/34GGVz7OnQhNFRQy20amZaTYYvzXiZhQSAIEtmlN8rqeCfG6PnBN8h5+nkM9vA3AlsvIQRFopJjPIMRMx00YyWJNq7TxnUCqnPuumgtVjRGM37XBBNNV6MdjqIoykJyHV9RohL2OFVa/jRTrgEG+q+EfWzr/mpy/uxTTF++ycCf/xP+0bV3L7WJJMrYQT3v4JXhL78WlEG8eDCiNgjGiqDfT8/3/pGU/cexFldGO5xlaYWWnRxkknGcjNBJCyMM4GQ02qHFNaHRUPKJ3yPtoSexFoa3CZyiKMp6RXrTqRDihBDilhCiTQjx2Qcc87AQol4I0SiEOLXSmCphj1NarZ7qHc9zu/VlZmZGwj6+Ps1B9n//NUzbCuj57N/g/I8zSP/aZrGzRSHp5NLEpfAGCWiEBgNGvISv0s1KgjLIHdnMlFz7B5nNbOj0S+jtDpL3xkdJRBdOBJBEKuXUECQQ1xuZY4XelkTa4cfR2x3RDkVRFGXDCCG0wN8ATwJVwPNCiKr7jkkC/hZ4RkpZDazY+lsl7HEswZpBQdHD3LoZ3qUx7xFaLY4PP0LOn3yS2YZWBr/4LWRgbUl7EZWMM0xA+sMcJcDGrkXz4qaNG7TQsKHnjWVBnxdXyw26Xvx7pm43kfXkR+OmK6gFKzoMXOIkVuwc5ikswhrtsBRFUZQIkXLtXyHYB7RJKdullF7g28AH7zvm54DvSym75uKRQysNqhL2OJeTexCfb5qB/sh13NNnpZL52V9C+vyMfP0/1vThYAonEskk42GPTxJERChpH5K9NMiz+KR3/jYjZvIpw4o9Iue8n5RBfL6ZlQ/cQDIYYLavk5F336TrO1+l5Ut/xOil09jKqin++O+is8RPwqsXBg7wONkU0MxVummNdkhKHJmWLq7I0wQiXMJWUZTwkKx7SUyqEOLSPV+fvO8UOUD3Pf/uuXvbvcoBhxDipBDishDil1aKO1bLIByNdgAbyeudwuOewGrLWnXpO41GS/X2j3H18tcI+L3k5B2ISPk8odOR8TvP0/fHf8+47hzsWPHqzQJORgkSiEhiLZERK8HnZoZh+jjFv/MYzwFzGxbLqQnbOVZqb35FnsaFkyOP/XFI42Vc8qAvDobUsj3UFvDTxcN4e4bw3O5ltqkdd3MnutQkzNVFJDxbS8q2D6FNTADAix9Y+UqK9vP1IZ17IwghyKWEKTlJF62UyZ1xc4UgUgKP7ol2CDEv8OgefK4+bENeZPFeAsu8ZlZ6nyvKZtFwKnwd2iNCAuurEjMipaxb5vtLDX7/TKcO2AM8CpiBc0KId6WULQ8aNFYT9tNwNzva5LzeKW40/AszMyPYkwqo3vFzaDTaVY2RYM2gtu6T3Lr5AwYHr1FT+/GwlHu8n8ZsJP2Fj9D///wD/PzPrOq+qWTSTmTexFbsjNBPFgWLvueUIwzQxTaxe01jW5ibKc4kb10xrlVQBhljiGQyNvS87qE+nNcuMNvfhXd0CKkNos9Ow1iSg+3YbtL/y4fnE/TNJAEbAF20UEBFlKOJXzIYQKzy91i8stmysdnitw+EooRbzbFqOB/tKJYXgVXE9+qBBUlDLtC3xDEjUsppYFoIcRqoAeIuYd8yXJO9uN3jHDzyGRqv/xtXLn2ZgsLjpKVXr2qchIR0avf8Ojca/oWhwWtk5+yLSLyGnHQSK3fhc61uw6VV2KmSdVzjHFWyjlSRFbaY5qrQnEUr9aSLhX84u2ljkB7yZCkJInHVY6eQyV6OYyM6G+c0QsM++ej8B4dIkVLS/+qLWAsr8IwNMXbpDI7aQ6QfewpjSga+Q5otMeOcSwkDdNFBM3aZQpJIjXZIcWe8/hz9r7xI6W/8AQaHev4URdlyLgJlQogioBf4GHNr1u/1I+BLQggdYAD2A19cblCVsEeZI7kUgzGR1lv/QWn508xMD9HS/O943E5y8g6uanmLEBpSUrcx4eyMWMIOkH7s/QS9HiaarmCvCn3mOlPkY5IWGjhLtiwkh+KwbO6zixRq5EEaucio7KecGrR3m95kkAcI9KytqZIQAjsp645xPRLF3IeFSK6QlT4vzvp3me3rIuhxU/Kr/zc6608/4PhFbK2hjxQhBHt5hC7ZSictJKESztVyD/YCLHj9KIqixJQIzrBLKf1CiE8DrwJa4OtSykYhxKfufv8rUsqbQohXgGtAEPh7KeWN5cZVCXuUaTRatu/8eXq7z3Hx3b9Eb7CSnbufocHrDAzUU1H5oVVdbjVbUhkYiGyjEq3RhMGRwsDrP0SjN2Ar2x7yfZNEKvvko/Rwm4u8SYrMpIo6NOtcd58kUtkvH+MW9VzkLfbLxxBCkC5ySF+010O5n9DpAQjMTJGy7/iWT7ayKaSTFkblICliY5cjxbvUQ49jTMmIWnfTsdFW2m+/xpSrj527foXklNKoxKEoSqwKvZ76WkkpXwJeuu+2r9z37y8AXwh1TFUlJgaYTEmUlD3J0eN/QmX1RxgcqEerM5KSUk795a/h9U6FPpbZwezMaETKPN5L6Azkf+TX6Xv5O0y131zVfc0igTKxkyM8hQ8vzVwJS7w6oada7EUiGWPFCknKPXwTYwDIQACh3Rprj5ejE3qqqKORCxHr0rtZ6W12kuseisq5O++cpLnpuxQUPsz2nb9Ac9OLSLn2bs2KomxSqtOpsh5CCByOYvbufwG7PZ/+/isEg37GRkMvM2cyJSE0WlyTPRGMdI45K4+8n/kVen/8LfxTq09qtELHDg7gZoarnAlbJ9RiKmnjesQ/tGwWMhik7WufByEIej0E/d6V77QFpIgMStnJVd5eUNZTiU0TE130dJ2lbt+nSUuvxmJJZa5Yw+bfe6EoyuanEvYYpNHoKCx+lPKKZ8jNO4w9qXDJ4/x+D7MzYwtmkIQQFJc8wbWGb3Kz8btMvHaewOR0xGK15BaRVLOfvpe+jQzOxSFlkMFTP6H9G1+kTV7HL30PvL9O6NjFEWw4uMAbOOX6u7amk4tAMLigDKryID6XE50lgcJfeIHMJz5Mcu3haIcUM7JFAYk4GKI32qEoK2hvfYWS0hMYjHOVfsbHb+NILtkSm6UVRVkFue467FGhEvYYlppWSUnZCczmpSuUXDj3Rd49+wVOv/WHuN0/rdqSmVVL7e5PYLfn42npovt3/zfOH51G+iPRZRTSj5xABoP0/PCf8E6M4R7oZbLxChnHP4CbWS5xErdcuGnx3tlvjdBQJnZQTg3XOU+9fJtJufYGS0IISthOOzfVLHsIdOYEAh43WnMCjpr9aAxr26C7GQ3KHsYZxrZBTbKU0EkpcV6/yMV3/4qpqQF0ejMarf7u94IM9F8hJVWV5lQUZQlqSYyykfYd/B3yC48RDPoZ6L+y4HsJ1gyyc/eR/umPkPO5TzF78w49n/1bZps6wh6H0GrJ+/Cvorcn0/GNLzL8zmv4pycxpmZQzV4yyZ9P2kflIB2ymbf4IVflGYL3dAdMFzkc4gTJZFLPOzTIs0ytcf1wMulo0TFMf7geZsySMriudboag5Gk7XU4r8V44dwNJKWkV3Zwi3pqOUKiSI52SMo9pJQMvvFDht9+lampfoJBP1ZbNmOjrYyPtdPS/COklKSlh74hXlGUrUSs4ys6YrVKzKbqdLqaDner6S6o0xkpKT2ByeR4YCUZU70FExas7/sNXLeuMfDF75FQUErG8Q+gS7AtONa9K7TSfQ/qpJllP4F//3Gu1X8DGQgQfPUiQpgopAIkXOMc07jIppBdHKKLNjpppYht82NohZZ8SsmRhfTQzmVOUSMPkSRWV1pRCEGhrKCTZtJk1qa4LH7/68grPfTRQQ/tpJBJ5T3NocSJ9NBed3WHCHjcuFpvkPuhj4c54vg1TD83ucwODmy6ZD0eOpiu1KW3rfVlfGPtJBrTMOaUkpiYi16fQOP1f2WmfZjExDx21vxSRLo+3yvUTsEAGcT+8666sSrhEPOdTiGqM+VrFasz7KejHUA8ycndT6J9+U6cQggSt9VQ8onPoLVYuf0PX2C6uz3sseh0Rnbu+jiZWbVYEtLmby+gHC8eNGgop4ZkkYENO26WXl+vFToKRDnV7OUaZ9e0tj2dHHx4cbL+dfGxZkpOco5XmcZFJXsYpJsZ6VrbWLebMGXkYskpDG+QcSyNLAqoYIAutawqxvT2nGd0pJmSsieZmhqktPz9AJjNDur2fZrddb9BaflT82vZFUXZWDXHVtf4UQlNrCbsSoRojSYyH3mG7Pc/T+9//AsBjzvs59DpjFRWf5SUlPL524QQ5FFKkCBORvBLH4P0kkXhsmOlikwq2cN1znNevkG/7Aw5gRJCkE85d7i1nocTk9q4ThGVVIu9pIgMytjJRd6iW7YRkKtrseQdG8aUoWrV30sIQTFVuJmlnaZoh6Pc5fW4aG97hR01v4hGq0cG/bhn177fRVGULUqtYVfiha2kEmvRNoZO/WTDzplFASC4wmnO8GOsJJLI0htq75UmsjnCU5RQTQ+3Oc/rjMj+kBL3LApw4WR6jbPPsWhSjuNkhByK5m/LEUXs4Rgj9PM2P2EGF43yIo3yIhfkm9yRzQTk4k3HQa+HqfZmDMlpi7631WmFlloOM0g3HVJtYH6Q/r5L9L38HcYb3o34c9Tfd5m09B1YLKnY7fkUFT9O4/VvqZ+Noiihk4AUa/+KEpWwb2HpD7+fiaYr+NZQQ30tDMLIAR4jj1ISSWGScS5zilk5zR15i0vyJO2yiQk5SvC+TZRCCFJFJnUcp5gqWrnGZU7hlKNLnmtSjnNOvoZAkEY2I5tk8+mkHOMqb1NFHVqxcAuKVdipFQ+xn8cxYMJBGkmkUkIVk4xzllfpk3cWJDd9L30bgyMNe9Xu+0+lAAZhYjdHGaKPa5wLW6+AzaK35106O05iTMtk/Mo7jF0+E9HzjY7eIi39p5fbs3L24vFM4PfPLjjO55vF6bzD2FibSuYVRVlEyrV/RUusbjpVVqGv9wJdnacpK//AqsqY6cwJ2Kv2MHb5DBnH3h/BCH/KLBIopwaYq/TQTRsXeRMrdiaZ67bZxx38+EiT2VRRt2DDqBCCdHJIlVn008l1zlEsq8kRc7PNbjnDFJOAZJpJbnCBLPLpopUCyhfFE0+80kMD56hkN+niwUtYTMKMDj3ZonD+thQyccoR2rhOCw0YpQmBhqnmCfKe+zWERn12fxCTsLBXPkwbNzjP61TJOlJERrTDijrXZB8dt19nz97fZLIuC0tOEV3f+SrJe45EbLOna7IXe1LB/L+FEOj0Zvy+WfR6C263k/a21xgZbiIhIZ3JyW72H/zdBftpFEVR4nHTqUrY45TPN8v1hm8igwHcbie5eYdovvl9Kio/RGrqtpUHuMux6wDd3/s66UefimC0S5tbY16GXSbTwDmSSMXNLF7cJJLMEL0UUIGVxEX31QgNORSRKB3U8zYZMpcmLjNMLxKJQGAjiRH65seNdwN04SBt2WR9OUkilTqO45Gz+PDiZoZ63qH7u/+AITmdkl//TMSrasQrjdBSTg0pMpMmLpEmsymhGr0wRDu0DTfl6ud228tMTnRTvu1ZzJZkJoJBRt59E2N6NpEqezYzPYxGq0Ojue/PlpSAoKvzDJ133iI39yAHj/w+er2Zs2f+JzIe/zIriqLcR/11jlM6nRGTyY7f72bv/hcoKHqY7Tt+juam7zE7OxbyOMa0LJASz8hABKNdnl2ksJfjTDGJnWSCBJlikgB+/CzfEt4mkrDh4B1eZoIxLCSygwNIJDr0VLCLYXopZ+cGPZrIcTJCMunrHscozFiFnVSRRflv/wmO3YcxpWdBUCU2K0kRGeznMSRBzvEqozIy7xspJX3yDvVyrh+BU44gpYyJ5R0d7a9jteVw4PDvkZE5d7XM1XId38QY+R/59YiVUG1ve5X8gmMLEna/343XO4XL1Utfz7vU7XuBopLH0evNANgSc5ieGoxIPIqixLE4XMOuZtjjlBAatlU9x/WGf+Z226tsq/ow9qQCCgqPcePav1K759fR6UwhjCOwllYz1daI9fFDGxD50swigTK5g9s0UUA5M0xhxISdufrrfulHi3bJZGAH+5llGhD00UEHzRRTRTZFGDCSTRFBAgzKHgCmmaSIyrirzT5EL0P0YpNJ2ERSWMbUWaxkPfHhsIy1VRiEkUr2kCnzuca77JD7SRbr/yB1rzs0M0gvRWzDh5dGLuFmGi06qmTdmq+yrIfH46K3510mnJ1sq3puPimWUjJ64S1SDz6KRheZPyke9wTj4+1Ubv/Z+dukDHKz8UWysuuYmhogI7N2UVfoYNCPVrv1roIoirI8Ef25j1VTM+xxTKPRsX3nz+Oa7GFkeK5RQW7eYez2As698xeMjbaGNI6trBpXW/RL12WQixc3TkbJphAXTlpooF92cYofcYE3GJDd87OMUkraZRPTuLAKO1aRSLmo4YB4DCNm3uYnvMn35yvL9NJOH3dop4kx4mvWbUj2okXHTg6FLVlXlheUwWWrETlEGjs5wHXOMyrD93pyy1m6aGUXh8gQueSKYg6LExznQ+ziMM1cwSWdzMgpJuQYY3IIn1z+StR6+Xyz1F/5e7xeF7V1n5xP1gFGhpsIeNzYyiLXVVRodICcX7Lldju5Vv9NfL5ZkhzFDA1eW7xUBvD5pkOauFAUZQtZT0lHtelUWSut1kBJ2ZPcbn2Z1LRqhBCUb3uGtIztNF77N3JrkjBn5i47hiWvBM/IAH7nFLok6wZFvphGaEmSyUwwTj+deHDTxx0G6UaDFi06Omiil3Zq5CF8eGmniXaaeIznFow1SA92UphglGkmmWEKDVpyKSGLfDpoJoXMKD3S1RthgDJ2kC6W7mirhF8AP/W8gwkLh+T70AjtomMcIo3tch83uYxDplMt6lZ1jqAM4seHQfy0Y2Ynt8ggD5OwLDhWIzRzVX/kdup5B4FAjxENGqaYwCwTsGBFiw4tWvQYSCaDJFLXdTVpdmaM5pvfw5FcQnnFMwu+Nz09REvzD8n6yMcjunHZYEjAkpDO6MhNAn4vba0/ITf/CEZjIm2tL1FS+j7S0nfMH++eHaet9WX8fg8JVrVBWFGU+BerCfvRaAcQLaG2hr63vXhySjnNN79P4/V/o3zbsxgMCTgcxWTn7sP92mkKq1Ze8jDu2Ibxi43k5kVvWQxADiVMcoUhetGg5RDvY4BuOriJmxkCzDUFauYq28U+tslaJlnYOCUog5SynS5akUgs2ChjB310courVLIHPfF1mXwKJ9krNJlai+zPnw3puPZv7Qp5TFO9ZeWD4oBeGMiWhfRxhyYuUyF3LbnJNJl0Ciinh9urPscNzjNEL0fl0xiEiduykTEG2cPDD7xPjihaUIMf5l7zLpzMMk2QAAH8eHBzi3oC+CmSlWRRwBC99F69hpQSvd6MwWDFkpCGxZKGJSEdg8E6n9zPzozReectRoabyMk9SEHR8QXnnJzo5nrDP1NS+iSZgzkwuHLJy8E644rHPEhu3kG6Os8wMz1M1fafJSW1gisXv0LFtg+Scnej/ZSrn847JxkbbSU3/xCV1c9t2iUx63kuH6gu/L//My6pUqhbTcOpxmiHsILorkVfq1hN2E/DfVOmygMJIajb91t0d73NpfN/Te2eT2K2JOP5/9l78+i4zvNO8/lq31cUCoV9IQECIEGQBHettCRLShyvcba2kzjudHpmkp6Mk+Pu0+dkMjndM8nJTLqTuPuk04nT42QyHrfjxIptWZEla6G47yTADQCxo7AXUEDtVe/8ARAiRWxFVmEh65F4yALu/e5bhYt73/t97/v7xUI4XdVrGsNf0kpP91sbnrD7VTkpSdJFOykS9HILHwEO8gLjDHOH60SYZY4w22QnYUIkiJORDBql4X35HnFifIzP0kQbb/MdZphkD0+xh6f4gNe5yUV2s7HvM1sizGJh41Y/nkTmZIYpxmjhMBMEOc73sYoTKw4s2MiQJkaUacYBRWuW51RYQkwyShm1nOc9XFLEGIMc4qX7ZtzXgkZpcOLBiee+r9dJM9NMcIvL9HCDFCm2l34WrVZPKhUlHg8TnhliJHiZyNwoIhksVh8ajYG52WHKyg9x8Mhv3VcCAzA52UnH1W+yo+mzFPkas4o1W8bHOujuepNdu38R3fAFUqkoN69/B2/RDubmRnG5a4F5FZlLF/6CqurnaWj8dKEUpkCBDWL3s81weqOjWIUtWMO+WRP2AlliNDrYtv1VlNLQ33+c+oafIhabwW9a3UkUwO3Zxo2ObxOJjGOxFOU52pUpUzXoRE8H5xhlgCB9pEihRUeaJDacbF9QfZlklChz9NNJFfU0sIcrnCRJAoMyclBeYIgebLgwKhOH5eNEmcOzxXS006TQod/oMJ4IRISbXGKEfmpppliVUUwZ9bKbGaaYI0x0ocTKhZdyanHgzqrsJEWSi7zPDvbip5xJRpghRBvPZ52sr4RSChdF7JdjhAlhxIzOv3yteSIxR2RulHQmicNR8UCifneb69e+RfOun8PtqctZrMuRTESYmw3S3fk6dnsZBoOD8orDTId6aN37K4sz6JOTnTicVZRXHt1yDeUFChRYZwoJe4GNpqz8EGdO/gdq6z5OPBbCaHxQw3wpNBotvuKdjI1eo6r6ufwGuQb8qpwiCTDNBFHmiDLHFKNEmCVAFV20M80EtTTTTftiMlusyu6rZ7crFw18WM5hUbYtOVOtQz9f60welsEL3McUY0wywlFeQac+fEjSKh1ufLh5dBOeKBGa2Y9XzfdReCnJa0+FUgoH8w/v6RW2MxisGAw1K2wBXbdfx+ffuS7JOkBJ6T5GgpcYHbmC0eikZc8vYbOVYHfcr5Tj8zURHL7A5Ytfp7r2YzidVYXEvUCBAktTSNgLbDQmkwuHs4Lj7/4eVqsfs8W75n1d7lqCw2uroV8PtEr7gO54n3QySDdzzGDDSYQwuzlCEYENinJ9mE/YE4WEfR3opoMaGu9L1nPJrEwjCB4+XOWJyCzTTJAmjQUbLorQLGFilZIkSRLoMTxUfBnJkErF0GqND5XMDg6cZnq6l7YD/2PW+z4sSilqtr1ELYqrV/5m2VIXo8nJ3rZfY2jgNDc6/g6tRk9D02dwOFZuui9QoECBrUAhYX8Mad37ZZKJOTRaw5JSZ8vhdFVx8/rfk8mk0WgeVMTYDBRTyi0uUUwZE4yggOuM4qWERtm7ZJLzOGDASJwYFuwbHcpjzZSMESeKn4q8jD8rM1zgfb7AZ1BKISLc5grD9OLBjxYtQ9whwixeKVn8uccWVpnSpNFjIEkCi9hw4UWLjsjC91MkSJEkQwYWPT5l8V8Kheb972E0uWje9XPYbGub1Y/FQgz0fcDoyFVa93153evDnc5KAGw2P6HJbkpK9wLQ0/32/My7yUGxfzdOVxUlpfsoqzhEcPgC1699iwOHf7Mw016gQIEPEQpNpx9FKfUy8MeAFvgLEfl9pVQp8DdAGPgFEZnNZwxPKnqDNet9jEYHNnuA4PAFSsv25yGqhyclSXq5xR2uA5Agzj6exaHcpCXFFU5yjTPslAOPZdJuwso0kzkpxyiwPHdn1/N1DnVylWoaFlWKbnOFMCEO8/H7atdjEmGCEVIkceLBhBUzVgzMz4xnJMM0E4SZJk2KEtyYsaLHiA49GjTMp+cs/L3wL6VIP7+P4NAFLl34S+obPonFWoReb0WrNZDJpIjFpgjPDBIODzIbHiIRnyWdjuMP7GHfgf9hzWV2+aCq+nnar/6/2J3l6HQm+vuPs7v1l4nFphkJXqTnzlskE3OYzB6qa44RjU4wOXkbj2fbooZ7gQIFNo7NkhduReOkvCXsSikt8J+AF4EB4KxS6jXgi8CvA7XAPwP+LF8xFMiebdt/gssXvw5AoHTfht7kRIRebtJF++IMIUATbQT4sD5Vq3S0yBEu8wFdXFtsSF2KkIxjxbGkPN9mppoGLnOCjKSpVU0bHc5jSUyihAmxh6fzMv60TBImxC4OARCUPsYY5gDHHjgfTcrygHTjvWiU5pHq6UtK96LTm+nv+4BkYpZEco5MOoHSaDEandjtZdgdpQQC+zAaHRiM9qxW6/KFy11DVc1z3Lz+99TWvYTZ7MXhrMDhrKB4oZlWRBgfa2dw4BQiGa5c/CsAnj327zbtymGBAk8CmyovLCTs93EA6BSRbgCl1DeBTzL/VJVZ+LP11iQec+yOUnbv/RK3bnyX3p4fU1p6gEDpPgzG9S/FSJKgk2sABKjCTzkeipc0sNEqLTvlACd5kzKpwaKWjvcc7wBwVF7BrLJfhdgo7MrFATnGOd7FKGbK1MqNgQWyZ4ZJXHjzNrseJoQbH1qlRRBucZlWntqwh8ciX2PeJRlzhUiGTCaFVmvAaHSg05mw2UuZmw0+sK1SCl/xTnzFO0nEw4yOXqO784ckk3MbujpQoECBQl74KORz+rQM6L/n9cDC174G/Bfg15hfAimwjixns34vdnspe6ejo2EAACAASURBVNt+jeadP0c0OsHpk/+B4NCFdYjufgzKyAvqc7ygPkez2k+RCiyZrH+4vYkSKhimb9ltnuJVAD7gdTKSyXnM+cSgTOzmMLe5wqSMbnQ4jx1R5jDnUUHIi58JgmQkTZIEbnw41NpkV590Zqb7ee/H/yuJxBzxeBij0Uk8Flp1IsFgtFNecZhnnv/fHkjWo9GpZfYqUKBAnijkhY9APmfYl3pKEhHpZXUn0yfW6XStrNUR9V6iMscHvE41DWxTu1bd3g24qWZOPJzreA1nRwibcgKgXi5+qBjyRVpSDNLDCANsZ/n3NsgdNGixYkfIkN9n1txjxkaaFGFCDyjo5JNs3EvX6p662YgylzfJz7SkGSeIIGTIkCRBgKq8HGsz87Cul6lUDIBEIgzIfDmcUkgmg4hk3VQ6Pnadq5e/QUPjZ1bt10mlYmQyacIzA0xP9xGNjDM7G8RkcmHvLMXhrMBbtCNn5YP5cDCNtUZyPuaaObe2MqSs7icvv/KQwRRYD1ZwOn2UvDCnbMUadrWWGdeHGlipw8DvisjHF17/GwAR+T9W2/dFzU//+hX78T/5d7/z7/MS25OKMG9xLwg2HGhYez1nghgpUosJjbvcydTAdJ4izY406UUjGyMmtMs8hwrCHDPoMRInihEzegwLDXpbgzQpokSwsfLSfq5/PomStSeyhuDW7COPMIthoWkz1yRJEl1wq9WgxVVuZ3pgdrEZdD0Rx9ofvjYTqVQcndZIIjlLJpPCZHQxOzeCxexBo83yZyYwNzdCJpNCr7dgMt+/0uFxG5mcipPJpJibHQUEjUZPJpMEwGR2o1Ck00lS6ThIBoPRjl5neeQF/aQl99cjsWzcaqJhfG3bqZm1P1RspvtPgQcxa6x84X/52fMi0nbv1x8lL8wlxsoKKfvKbz70/nf+56888N7Wg3zOsJ8FtiulaoBB4GeBn1/rztGZON/67dfzFdsTy6B0c50L+Chlt1q7lXpa0nzA6+zhKezKxef/8JVN8fNJSJz3+T7FlOHEg4/SZWvTR6Sfq5ymliaC9BMhDDzYxLqZ6ZYOkiRoUK0rbpfrn8/QV9d+rmzVGfYT8gYtHFpcRcolIZngFpc4oD7GhAT54v/5Ob7/28dzfpy1kP7Yvg057sMQiYyjUPf5SfT1vkcsOkX9jk9y++Y/ojfYqK55PuuxRTLc6PgOweHzPPex//2+3/+f/Xw13/xWD9cu/w1TU93s3vPLmMxuQlN3aL/6t2g0elr3/gpO1/wqyfR0H1cu/hU7mj6Hr7j5kd7z4zbDXvWt3M+wb5b7T4Gl+fxvf3K5bz1SXpgzhELT6b2ISEop9T8BbzDfUPB1EVl2naTA+qBFjwM34wyTkcyaG+y0SkuV1NPFNXbL0TxHuXYyZBAyTDGGkOEWl2mT53Cpoge2deKlgjpSJKlhB0P0MMUYHZzDhnPRCXIzM8UY1TRsdBiPJRnSWa06ZYMZK1Hmk6Y06Q2ZWd9qhGeGuHThv5JKxfCXtFIS2MPw0Dl8xbvo63kPp6uKYn8L19u/RWXVM1krwCilobH5c+xo+syyD+tVNc/PJ/bXv0M8FsJXPK9Ek8kkuXDuz6jf8SkymSRGoxOT2cPUZNeaEvZkMkp4ZpBMJonBaMdmK9kUKjwFCuSTQl74aOT1CiEiPwB+kM9jFMiOTq5SSjVp0lmrYZRTxwj9dHIVWWje3GhSJFBoSBBjnGFceDFivm+bpCQ4xZsLZTAmKthOQFURoIopGUOPEZvaGuoRgqC2UAnPVsKGkxDjealjN2AkTZK0pDBiXjA2ejSmZZIebqDHwHZatpxU6WqEw4MU+ZqYDvUyErzESPAyHm89nbe+T9POn+HWzdcIlLZhMNgZG23HX7K8nOtKrFR7bneUsav1iwDcuvmPTE12otHo8BXvZCR4ieGhs9jspYyOXEWj0VNV89yyY4kIkxO3GB46z+TELez2UjRaA/H4NLHoJA5nJb7iZjQth9AYCo7GBR5PNk1eWJhhL7CZmZMwKZJECBOgMuv9tUpLqzzFJT4gTuShmr1yjU058cq8Q2QzS5smTTGOkOFpfoIZprjKqcVZarfaWkZETjz004lTvGhXUMwpkD0Bqhigi1Kqcz62Ugqz2JgjjA0HGdKkJYVWPdwlOCkJzvL24utiyiliba6lWwWN0hIODxGPz+B01dDQ+CnMZi/tV/+WcHiI1r1f5uzpP6Zu2yv03HkLX3FT3mapJyc6GeyfL/Wy2krQaPXsaPwsJaX71nQNzGTSdN76HlNT3ZRXHKGh8dPo9R9OLCSTUUJTdxgZvsDkf34TV+shfEdeLCTuBQrkia3YdFpI2J8oBCMmZpmhnpVroJfDoIzsladJkaKP21RRn+MYs0NEmCDIAT627IqBjwBBinif76PHwA72rnOUuaOWZto5y1nepl5a8Cj/Rof02OAjQDtnSEs6Lw9DboqYYhSHcqNFxySj+Ch9qLEUihoa8VGKkMGBZ9V9ojLHGENMXGonHB4kk07i9tRRu+3jWCwPlpBtNJ6iemZng4injrHRdkZHrhAobSM01U19w09hNDkJlLYRnhnEbPbQe+fH1NS9mJdYXO4aGps/T3hmkPLKI5jNq3/ed0kkZrl84evoDVb27f+X6HSmB7bR6834ipvwFTfRv32Osfdep+sv/5CSlz6LrXZHTidGRIT09Cxap23DJ1wKFNgwCgl7gc2MVTk4JC898kVap/RYsNHLLWziwKs2bmZPKUWVNNBPJ00s3bStlKJUaogyRxUN+Clf5yhzx12DqLf5Dl104KGQsOcKjdKil3kFoVyWxYgInVxjijEizFJFA3oM9HCDIgk81O+jTumpY+la6YxkyJAG5hN7rdIhInzA61iwURP4BNsbPoFGoyM4fIGL5/6cg0e+gk63uWZzDQYbmUyKwYGT1Df8FD133sZmK0WrM9HR/i3s9jLKKo5w/szXqKh8ir7edynyNWF3lOU8Fo1GS0lgDyWBPWvaPpmMMjPdx3Sol+Ghc5SWHaC69mNr+lkbnB7KPvELhLs6GHn7NUbf+R7u3YfQOVxojWZEMkgqic7mxOQvy/r8SQ6MMvDbf4oyGzGU+dB6HJgba0CrwXFsH0pXSAsKPAEUEvYCm51czaho0LCLg1zlFG3yPBaVP8OZ1aiinpP8E71yi0q2L/kei1TJY1MyEGIcKw728exGh/LYkJY0I/STJkWaVE7HvsN1phgjSYK5BWUiPUYUGvrppJLtWY2XkQwhxrHjuq9uXUS4zRWG6EEW7kaCMP///Otiyin2f1jrXVX9LBPjN5iZ7sXj3djVsqWYmuoCYC4yBkBvz9sk4mGqqp9jaOA0Or2ZXbu/wJ3uN0mlYpw78zUOHvlKzlcM0ukk06E7RCITKKDz9g/IZFI8/dzvLj7ohMNDjAavMDF+g1hsCrujHKezkpbWX3yohwh7XRO22kbm7txg5vplUj23yMSjoBQanZ7E1Dh6h5vyT/8SWpN59QEX0Jd40Zf6SE+HMTfXkkmkmDvXgdJomDt9Df9v/jxa29rHK1CgwPpQSNifcNKSYooxTFiylrNzKx9lUksft9nB2mae8oFeGWiT5+jgHCP0UyUN+CjNm8X8RmPBTookJ3kDregpphQ/5Vi3SOPsZiIjGfq5TS+3sONiF4ewK1fOxh+TIQa5wwGOESPCWX4MzEt1N7GPs/wYnejxU7GmMpyExLnIcTKkyZBmh+zBgp0IYXq5RYYMh3kJo5pPuESENCkUGuaYYYBuzp35Gmazl5raF7BYfSTiMxiNuZeyzAX79v9LQlPdWK1+inxNpJJRopEJurveQDIZbLYSnK4qWvd+meDQBa53/HdOn/i/OHTkt+6TgnxUTp/8I+Kx0H1f0+utBIcvEijdSywW4sLZP6Oi8igNTZ/Bbi/LWrVmKZRS2GobsdU2PvA9yWTo/vofErpyGu+B55bcX9JpJJO+f0y9jtLf+1Vm37tI6HvHycxFMdaWUfJvf5GJv36dod/9r5T+7pfR2ramXn+BAquhpFDDnksKTqfrQL900sk17LiYZZpD8iImld1F2k85FzlOg7RuaD2kRdnYJ88yygB93OYWlwlIFT5KseNCyKDQPBZJvEmZOSwvEWWOTq4yyB16uEmRBGim7aEbGVdiq2qr38tdk7i752laUlxm/n3t5Zmc66/Pl8JcpYl9GJUZI2Y+Jp9d/L5F2WmRw/Rwg06uslMO4lHLu9emJcVFjuOlmDp2EqSfbq4TI4IJM6VUE6D6vnNcKYUOPRMS5Bpnqaae0hkvkzOjXB35c6poIMEM9lP9KDVw//E2WK9d+9Z5tLBQ9NVzT5GSnVJ5Hg1aDFciwLx+dxng4uOEmcJ04jZa1fPQx77XyVlEMKHFRx069PRwAw9+HEk3weHzBIfPU9/wU1isPmq3fXzZMXOtr640GpRGh6WidsnvSzrNnW/8RxKhSQK/9ysYqz5cYdTazDhfPYL9ub1k4kkGvvo1UqNTFP3iTzDxjR8Q/IO/xv+vfgZd0aM/vK75fbcdeSyuM/ey1t+hzeQangtWcDrdPMjW69/YrAn7e8DnNjqIxxkRoY9O9vIMTuXhipxkjCEq2JbVONYFx9QwoQ3XMVdK4acCPxWEJUSQPjo4R4QwguDEw36ObWiMuUKn9ERklhQpGtlLkH4mGOEyJ2jdRDr5m4nbXGGcIEeYT6pucgk9hmXVhR6VCUZQaO7rM/joQ61b+XDjY1JGuMJJjsorS8ozighXOY0NB3XsRClFgMo1qT3FJMI1ztLCoUVVJBdFGMTIGEM0sTalk/VktQRmuYkFq7JjxZ7TWJRS7GfemCkhcfrppIVD6JQeT4OP2zdeIxTqwWpd/34SncNFNDiAOfDgeZCKzM6XzTg9TPzVP1L6u//8gW00FhMaiwlrWyORCzdxvnoEzz97mdBr7zPw1a9hPdxC0S+9ui517Y9bsv4ks/vZZji90VGswhacYd/6040FHopZphfUJeaT7Gp2cIfrJCWR1Th3E4cBuvIR5kNjVy62qxYOq5d4nk9xjM8wywwJiW90aDkjyhxOPDjxokOPBStadNziykaHtilJkyJCmHEZ5pZcZppJGtmXt1WXPm4v21PxUTzKj5cShulbZqxbJEnQmGVyLSJc5wIV1GHBzg25yDU5zSl5kzGGaOEwxZQvrj4UWBmDMuLEwxjDAMSiUxiMDoYGTlNatn/d4/EdfZGx939IMhx64Ht6u5PiZ19FaTS4f/pjK45jbWsk9N13Gf73f0XotffR+1wYqgIkeodBU0gTChTYDBR+E59QFApBSC+oSTiUGx9l9HIz67HKqWOUQWISzXWYOUGjtGiUBhdFhBjf6HByRoY04wxzgh+SIU0LR2iijRH6c2LM87hxd/XoDjdIkWIPT6NT+rwcKyKzzBKihIo171NGDQN0kZH7f3YJiXOHGzSzP+uHi9tcIU2KanbMS1aSwoOfCrYxwQjn+DFv8Xec4S1isnH29dnw0c9nvaminm7amZMZRoOXCU114/Fux+mqXvdYzIFK3LsPMfrO0j40nn1PU/vLX8HcvHTZzF0sexsI/NtfxvHyYVKjk8yeasd6aCeBf/OLqELCXuAx5G4d+8P82Sg2a0lMgTxjU048UsxtrtC4oEtewTYu8B7VsiOrRMagjJRJDV2007yMtOJmwIGbMFMUk3vZt42gigZMWHDhxaI+LAPwSSkpslspedxJSZJ+uvBRym51JO/HG2NoofF57Y2HbnwYMHKR99GIFhNmbLgYppcAVVkpMYkId7jOOEH28zzCvLLMc3yKGaY4t9D8Corn+RTtnGWUwawVa9aTjGTopoM+bmESC2XUUk5tXno2VsKrSiiXOs7zHsmJBNU1x6iqOcbE+A1MJhdWW8m6lhh5Dx3j1p/+DoGXP4dG//But4bKEgyVJVj37chhdAUed8ZlmF7mFdp86uF8JTaELbioWEjYn2Dq2c0p3mRCgnhVCTblwCYOgvRTzsozMh+lhkZO8AbTMolTrd1UZD2xYGecoTVvf7dMIE2KGabQY8ipgsijolXaJV05XfgWV04KzM92n+ddPBQvPpzmmzAhPCzfQLoUSil2ySFCjKFBS4wIM0xSRk1W7qtpSXODi8wyzT6eRa8MxCSCFh1pUrRzBg9+JhlhhkkG6WGKcSo32ARtNa5xmhRJjvIqMSL0cpM+btEkbevuBVGl6qmU7Zy0HGdw4DSDg2fQ6y2kUzE0Gj0+/y6K/buw2fIfl6SSKK1uU+mnpyammT1xFTIZfMVPozVbNzqkAnlikB40aLjOeYxixqE2tpdtTRRUYgpsNfTKQJPs4waXOMrLwPws+y0u45fyJZvflkOn9GyTndziEm3y/KZrYgMwYyXK3KrbZSTNHa4zSA9e/IzQjx03MSL4JMAOtX5OqSLCNc4wR5ht7KRoDYmJCVOhJOYeRhnEg59mtX6rPzr0pEhmvZ9RmfBnUUZzLylJMsogvdzCip02nl2cfTYpCyax8C6vUU4dc8wAUESAMYZIEmeEflzkTgoxl8zIFNNMcpRX0CgNRky0cJhJGaWdsxRJCdtpyVuJ01IopThw6DeYmxtFqzFgMs8nKjMz/YyNXOXKxf+G0mgwm704nZVY2n4yL3FMnnsfW20jKotyqUw8QfRyJ1qvA73PjcZuyck1O9E/wtTfv0P0SifWQzuRRJLu7/8RJS9+Gtu25k15XyjwaJRTyzVOkyTBCP0bLj6xZgoJe4Gthgc/QoY+uU0F2/CpUsZlmDtcp57dWY0VoIoBugjSR4CqPEX88FixE2GWpCRWfBi5zgWSJGjh0ILmdYbdHEGDlg/4AVXSgFmt34zRNBPEiJAgtqbtI8yiKbSnkJQEPdxkiB728NRGh5MXRIQR+gnSzxRjuPGxnV14ebAso5n9hJigjBp6uIEgNLKPFAlO8yMG6KJCti1bejM6co2B/g9IJMJk0imstmIcziqczipc7mrC4SFsthK02ocvy1iOaSaxYCNFEhEhzBRJEgjzevY3ucQQPTkv6bnrU+HEu+Q1QynNA7PoTmclTmclddtfIRIZZybUR2/vu9SQ+4Q9NhZk6spp6r70W1ntF+8cYOSP/nbxtTIZ0DqsSCqN1mZG67Rh2lGN7WgL+pLVH+ISQ+NMffstYu3dOH/yKXxf/iQaiwmA1N/3M/L2dwn+6B+w1+/CsWM35tLKrB4wCmxevMrPPnlu4YE/t4ZlBe6nkLA/4Sil2CNP08E5gvRRKtVEmcNM9gmpUop6aeUqp/BJGbp1ri1dDb0y4BA300xQRGDZ7cJMU08LLlVEQKoYZQAdejRKg18q6OHmupVWKKXYLUfQor2vTn0l7nADPZvLZn69SUuKd3kNgMO8tO6mUnr0JMivItG8Asx5wkxTyTZ2cmDFGWabcmLDuaArbqGVo+iUHp3ocFGEIBhZ2uEyk0lz8/p32NH0WazWYpRGy2w4yMx0L3e632RuNkg6ncDhrGB7/SewWIuJx0JotAZ0OiPpVJxkMkIqFUNptJiMTgxGOxrN2q4RASqZYZIPeB2FwoEbAyZAmCWMCWtOelPSkiJIHxHCvCffW3S+Lacua3M4pTRYrcXo9RY6b/8AkUzOk9TZrnYcDS3orNlJWZoaqvD8wsvErt8hdrt/PlF3WHG8sB9DVYB0aJbIpVsM/s6fk5mNoox6NAYdWqcdQ6Wfoi99Ao3FRHouSujvfkz4/Us4Xz2C71c/hcZ0/7XHVtOA9Uu/TXxsmJmbVxh+/VukYxHs9S04m/diKavO4SdSYCOwKQc2mjc6jOwozLAX2IpYlZ02eY5hegkxThGBh54hdykvbvHRww22sTPHkT46WnTLJlIZyTDKIHGi6JmfTWuglXp2L6pz1NHMKd5kWiZwqvUpH8imbl5EiBNFy6O7LG5l0qTxUkKEMLNMY2V9E3Y7bgbpzumYCYnTwTmceCmmlDGGmWaSAxzLqvFynGHaOUsrRykigFbp2HuPV11aUmg+cv7MzPRjMrnwFX94U55vsCymdtvHicdnGB+7Ts+dt7l04S9Jp+NYLD7SmSTp1PzKkMEwn6DPzg4vjtG86+cp9u9aNWad0tPMfhplHwqVl9KKW3KZIXpwUYQeIwc4tljadJwfsF1a1uRG+1EMBhsGo53YcD/m0tyuPBpcRUQGerLeT+m0uD7xFHziKUSE1MgkkUu3mX79JOmZOczNtZiaa/FUlaB1WElNTBO90knk/A0SfUFsR3djaq5h4Lf+BMueesr/8DfQuZZvilZKYSouxVRcSvHTLxOfGGXm5hUGv/vX2OoaKXnx04/wKRQokD2FGvYCWxalFKVUZ9Xcthzb2cVJ/olK2Y5Bba6Z3nJq6eAcejFQRGDxxp+SFOd5Fw0adnFwMUlWSqH4MDnQKwMBqWSCEZybsN5XKUW5zNcoJySGQZk2OqQNwaCM7OEpuuQaM0w9dF34wzLJKDZy65w6yQgTBFEoBunGioNdHMpaJUWLjmLK8fJgP0RKkrzDd9nOLsrvUXwymVzE49NE5sZAKSbGbjA4cJJ0OoGIoNXq0epMuFzVWCw+enveATWfWGcy8w3Q0egkSmmwO8qx2Uqw2QIU+Rqzij2fTsUTjGDASB3N6DAsmjMNSc/8sR+hzMxb1EC4sz33CbvHRzL0aFK1Sin0JV6cL3txfPwgqeAEs6fbiZztQGOzkA6F0dotmOor8H7hFXR+D0opJJWCTAbHCwdWTNaXwugtxnfkBTz7nmLgH/5v7nzjT0CKcVGEdY0riQXuZ0JGiBMjzBRpUujQY8KCHdeC27egQ1/oI9jCbNaE/ZnVNymwHszKDJc4TgkVbFOrz4QBGJUZrejIbEKlEq8qoUnauMUVurnOTjmAVdmZZoI4EXYtuEEmJcEcMzjwPJAkWLAzyei6x75Wm+vt7EOrNxHcoaOsPDf28lvROltEmCOctVrLozImQ4wzzAFWNqvJliIClFLDJCO08dyybp+r4VHFy34mOqXHKR7CTN/3dZPJRVXN85w78zV0OjMudy2NzZ/H4awkHguRTEWx2T58APYHWkkmI/OzywY78ViIM6f+GK1oOBg+BOGFgW9ffqj3kA8O8gK93OQKpwjzClfkJArFJKP3udXey1p/L8rFzLnedyg9EaE4B9J3IsLwvz6K1mgmHY8jkqH/21/HVteIZ++DTsemS9mcK1bs1ZUsOXcTXPgDFJ0OM6l8WL8xTFn58o67Iyv0emuNJip/+p8Tvn2NyZMX6Zo8gcVSRO32l3E6V3fxzSVrvb5u5LFH2paeAJu5dZXgj36EpbwGk68ercWG8fUbRJhlhH6mmQSgkX2UUZOzuJfj8rvteT/GI1OYYc8Z7wGf2+ggCkCIMUxYCNJPsZThWKNkY4Y0apM2PnpVCYfEzx2u08k1dnMYF14qqaedsyCQJIEJCwli+KWcOnYuNp1ZsG06Z9ePotHoiEUnNzqMDeUaZxhlMOvm6UfhrqRiM/tzvrqkU3oa2csduc41TtMobXmZjdyvjgE88LhdUfkUFZUPNu+azG5MH1GGsFrvfyAIRScxmZwQ27z+ABqloYZGamjEjhMnHhQadrA3K8WspbAqB61ylEucQC963MqX9RgiQoIYQfq5zRW870zh2fcUZNKkoxFmuzqwlOc/GUvOTDF1+TRd507h9myjJPBo/TxKo8HR0II/3EAmk2YkeJFrV/4fHI5yqmuOYXc8Hr4Z+SKTTDDy1nfR6A2Y/RVoTGbMgQqKCBFhFh06YkRx4FmxdyuX7H62GU6vy6GeKDZrwl5gk6BbaJ7zUcp1LrBfjq1pWdqOiylGKWF9Z0nWilIKjWjQM9+kp1U6qmmgQrYRI4IFG0opYhLhJpfp4QbbaQHAioMIs8Qkikkt3aS30SiNllhsaqPD2FDKqCZGhBO8QaPsJaDyr1x09wHXo/I3q1/NDtLMl3A5xL1QFrO5exZc7hpisRDAqipNmwGFoko15HRMp/KyUw5wlVN4pJg0aRLEsOPGjAUj5sXr7TQTTDNJiiQatOjQEWUOQRb7aywVdeisDtKJ+Z6c6i/8BuZAbq+38ckxZrs6iA72Eh8PkgyHAIWzeS8trb+EzZ7bBFCj0RIobaPYv5vhwTNcvfwNrDY/FZVP4fZsL5RzLIHSaEhOT2Lw+omODKAUTJx5hyBzmLCgRccBjmH8yL1qQkZQqLxeqzYtBR32Ao8jfiqIMMcAXSSI0U3HmppJq6jnJpcolrKs3B7XiyHpoY/b7OUZJmV0QZ99/jfYjHXhQqfFpCyUShU93FzcV68MlEsdXVyjmf0b9A5WRqvREw4Pr77hY4xH+fHgZ1QGGaBrXaRG5whjJ7/mWkoptrGLWmmmnTNc5zw7OZDXYz4qOp2J8oojDPSfYJBuqnky3TS9ys9BeZExhtChx4iJMKEFk6wQKRLoMODESyk16DGQIU2aFCasGDBymRNEmUOj06M0Gux1TUy3X8C7P7eVpKm5MD1/86fY63diq2uk6PDH0DtcaEzzmu22c/lTQdJq9ZRXHqW0/CAjwct03n4d5Af4A63odGYSvEiv3MSO+8lMOO9BaXXs+Mrvo3T316eX/sGJZfcZlUGucBITFp7i1fUIc/NRSNgLPG4opailkSqpp5t2LKytucirSrCJk06urWtJwloIyQRdtNPCYTo4R4YMdtyLraVD9BAjQp3sIkAlXkq4xWWGpJfShVnaaho4wRsEpR8/5Ztu5kej0ZOIh0km5tAbnmyXwRTJBQnA/BNlDsM6SWpqlIYm2c8p/okJGcGrlq6z3iwU+ZoY6D/BJKNPbMIO8+ZY9zpJu7m/PCYtacYYZJxhnHjw4F9c1UxLGjsuQoyTScyr73gPHaP/23+Be/dBNIbcnXsT597D0dBC4OMbV52q0egIlO6jJLCXqckuJiZuEItOkSFDnBj9nMMk86sTegwYMFJEYGu4eM+REwAAIABJREFUbeYQjT67FSsPxTSwJy/9PRnJ0DV4O+fj5pxCwl7gcUWrtIslIV1yjeQaGuoa2ccp3sQr/nW3Dl+JEOOLSbgbH9vY9UDCPSOTtHOOKLPUqWZ2yxFO8SZ+KUertOiUnhY5xFVOcZOLOMWLmyJc+HCuUuc/J2EmGSVFgmLKF8tvcooCh7OcmZl+vEVPZnI0IgME6SNGZF1Ks0ZliCB9OW82XQmt0lIvu7nFJQ7Ki3lVUXlUXO5aatix7hKbW4m0pDjHO+gx4MTDHa5znQsUSQArDpLEmWKMVo4yt21eYtNcUo6lso6Js+/ibj1M8M2/x+QvpejwCw8dh0iGmfYLVHzuV3L11h4JpRQe7zY83m0AmLBQr3ZTK01MM0mSOAniJIhxieM0y/5Ndc/ZbOiUngrq8jL2LCEu3d56IgVbgULCXiArUpLiDjeIEaFL2qmladlkU68MNMt+rnGaFjmCa510y1fDiIlOrlJO3ZLJOoBDedgrz3CGt7CLa8GoxXiftJtLFfE0P0lcooQYp4PzpLnK0/ITD9QL3kVEOMvbFFNGhgyXOE6CGOVSRx07c5pwORyVTE8/uQn7VU4B0ERbXmUd4xKjl5uM0E8rTz2SC25SEkwxRpwYBoy4KMK4ijRnEQHucIMJgvh4dAWSfKGUok5tPm+G9UZElrzmiAgdnMeGkyba5j8vYFammWSUKUYZY4gWDuNSRUTuGaP46Ve4840/Jjk9idJqGD/5Fu7Ww2jN2Z+LqcgswTe/g87hwuhbnybFh0Wn9Hg/ouBjFAsdCzPv85K8CjNW/FTgxb/pVkMfNxzKwwttz/LGme9vdCjLoijUsBd4AtCixYwVM1ZGGMC5Sue5RxXTJG1c5gMqZTs1Kjvd5XwQUFV4xb+qRrlRmWiRw1zigxVrhI3KjF3caNBwgJeWTdYB4kTRoKFJfah1FpcoHZznEsfZI0/n7IZid5QzNHgmJ2NtRVo4TC83KVXVeTtGWtKc4S18lHKAF1ZNrpdDRBigi246cODGhJU4UW5wgTZ5fkU1GKUUlbKNLtrxSHHWuuwF1odZmaGXmwTpQ4kGK3asOPDix4ufDs6TIske7r8G3HWorZBtTDKypP27wV2EvX4nocun8T3zKtqBHtKxSNYJe7irg+Ef/H84mvZS+urPbsnktoxqHAu643f/m2OGTq5yi8tUyDYCVG06J+7HCactv308OaGQsBd43FFKoRMDCeJEmeMml7CLe8VEpUgFOCQvcp53sYgdvypfx4iXZq2GQk7lYbvs4iYXsWDjBhcISPW85Ns9N7NheimhEqtaerk/JhEmGCFC+IEHHKMy0ypHOcvbjNCfs/INvd5MOp2/xrDNTpo0Jh5Oq3ytZEiTIkktTQ8t4xiRWTo4hyDs4zls95xDnXKNQbpX7QPxU8EUY5zhbVrk0LLn4eNMQuIkiZMkSYoEadLo0KNDT4Y0s0xjwY5X+clImm46GKYPDVq8+CmjJitX4Wy4LhcYZZAK6niGT6DQMMcMs0wzRA/tnKWS7Wxj17KrbEqpJc2u7uI98Dyhy6cxON0Yi0qIjQxhcK9dPjIdizL0j39L+We/hLWidvUdNikapX3A1M5DMeVSR4hx+rhNN+0EpIpK6jet0leBPFJQiSnwpNDEPnToMGLCip0LvMc+eXbFhMWozDTKPto5S5EENr0M3b2UqmpmZIoocyg03OACcWJUyDYq2YZO6RljiGoauC4XMGOhgu33vcduOhiiBwt2qnlQLk4phUGMpEjlLG6NRkc6nVho1rpJeGaQ0rL9FPmauX3zNSzWYiqrngYgnU4wPd2HZNK43LUkk3Pc6Pg2VdXHcHuyu3lPyRguijZsdi4hceJEmWAYB/ltPtMrAyVSwQDd1JL96tG0THCJE1RTTyX1D3xmVhyMs7raj1KKHbKXIe5wjnfYLUdwqQdnYh83IjJLhjTjBLnD9YXmw/kkXYOWFMlFaUQrdjq5Rq00Lfwu2tjHM2TIMMIAl/gAi9iooTHnk28eiplkFAMmQozjogin8uDEQxk1pCX9yNdEo7eYsk/8AvbtO0mGQ0x3XCA63EfR4RfQmlZPSifPvYetrmlLJ+sroZTCjQ83PqIyRz+dnOZNKmQbxZRhzKTRaLbOfanAI5LnhF0p9TLwx4AW+AsR+f1lttsPnAJ+RkS+vdKYmzVhLzidbmLsyoUBEw48uPASJ8oljrNfjq2YpLmVD4e46eEGdTSvY8SPTj0tnOYtAlSyQ+1hTsJ0085xfkCNNGLCwiiDjDIIQAlVaPnwJllDI6VUc4OLS6qIzMo0YabZxeGcxWyx+ojHprne/t8pLTtAadlBbt/8Lp23vk8iMUtl1TPEY9MMDZ5lcOAUFksRKMXVy38NgNuzjfarf0vbwV/HtEYnvlgsxPnj36acOhqkdUOS9iF66OQqNpw0sCfvxzNgIk3yofbtop1t7KRMLW14o0VLeo0PcUopyqhlVmaYZHTJ0gnYWEfH5RCZv3tmc770yA06uYYVB0KGw7y0qvurV0qYIMh2duGlZPF4NpzUSCNB+rjBBWb5FKflLVIkyZDGjY8GWh9aP96vyslIminGiBGlnbNUyw6qFh7S1pqsz7v3zmDCsqRs33wHw3mKRLjNFCNcpep0iti//vSK44Y7O5i88AGHIk9j7lheDvBecn0eLefiuRSJEhtDXz3ySMez8SJVoQnGjr/BwNAlNCfOUl37AiWBPagVeomyifNJZUs4neYRpZQW+E/Ai8AAcFYp9ZqIdCyx3R8Ab6xl3M2asBecTrcAtTRynvfYzi56uUWCGEZWnsmpp5XTvEmJVObFpTFfaJSWZmnjEh/gET9WZWcXh4jILDe5yAQjlFBJM/vJkH5gmdWs5uv+neJhmklcUsQ1zuCnnICqYooxPBTndOVBpzNx+KmvzptEaeZ/1S0WL9HoFJG5EXru/JihobP4fDvZ2/YvsFjnl88zmRQiGbRaAx3XvsnU5G0CpSv4i99DaKobD35mmOIWl6mX3euetBdTSidXacyBQ+VaCDG+5KrJWtGtcBlOk1rx+0vhwEMvN6mU+k1XpxuXKP104cSzaA4UIUyceYlCJQorTqrYjp+KFZuwrTjwU8EEI+znuVWvPTCfOPtZuiRPozSUUk1AqrBiZwet6DCgQUMftznNj2iRQ2t2e/4oAVW16AUQlTmucpoQ4zTL/jWfp+2cJUgfJVSu2FdjUhZ2cYikvIesMJUoIkyc+TGTZ9+j4rNfwvw3Q9m9qS2OweWl7Cd/HgDjj27SffuH9PW8S0npPvwluzGZtkAt9iZkSzid5neG/QDQKSLdAEqpbwKfBDo+st2vA38HazN02VxX8wJbCpty0iKHOM+7uChak9a1SZmpkUbaOcs+eWZLNcg5lAe7uJhmYlGNw6Js7OFp0pJGoVZVeXHho50zBOlHi5bbXGFUhggxxi4O5TxmrVZ/32u7o2zB6nsnldXPLbkEfDe5B9DrraSSsTUdK5mYY3joPH4ClFDJRd7nMifwip9RBjFgZCcHl0zgM5ImSfKhmzbvJUoEgATrU7+fJoUW/eobLkE5dXTTgU/Kljx37s6mZkMJFQzTyxA9VLLtoeLKF120E2NeVcmGk2oasGBffI+CMMUoPdykn07a5Pn7Ppd7FVbsuLnOBaqp5yw/xoSFJtn3QEKdkQwhxjFhwaJW95FQSqFBg/MeVasGWnGKlyuc4rC89MjXLbOy0ibPcZsrnOVtdsvRVScwYhIhSB9adGsuv7JgZ5rJJa/MIkLwn/6O6FAvNV/8V+gdbuDJStjvxeWqZk/bv2A61MNI8BJnT/8JNluAYn8LPl8TBuPWmWAqsDqPWMNepJQ6d8/rPxeRP7/ndRnQf8/rAeDgfcdXqgz4NHCMQsJeYD246+oYYnzN+1SwjVmmOc+7tMjhVZexNwtzEmaGEGYeVF5Y68y4Ew/bacGNDzsugvQxySj7ObamZCKXrKVeU6szkrqncTWTSROauoPZ4sVsnq8PF8kwMnyJrs7XKfa3UDo1r1SyR57mKqeYYpwKtnGbq8wwhZP5hCosIbpop54WTvAGdlwc5OG1owFSkuQ651AoBuheF5lDMzYihHGRvWypj1L66SRIP6UfcWKNyCyD3GE/x7IaM0yIWUJsZ1fW8eSbDBkCVBJQS7vOKuYbKz3i5wLv0cMNaqQRpRRTMsZ53mW7tFCl6pljGgMmYkSpoh4zNi7yAW3y3GLyG5FZLnNioTU4zkF5ETPWxaQ/LSnGGCJDBi1adBgeMDK6S4mqYFC6mWQ0J+eVRmlooJVB6eYc79AqR1f0cLj7ANpEG5Y1rk5WUMc53sV96m3ce46gNc6n7iLCxKm3iQzcoeYLv5FTw6WtjFIKl7sGl7uG7Q2fYGL8JqMjV+nu/CE2WwBf8U7SlQ0Y3EVZmxUV2GQ8WsI+LiIrLTsvtaz80SP+R+CrIpJe6yp0IWEv8EjolJ6n5Se4zoU176OUolH20cstzvA2TdJG0SY3uUhInEscZxs7sSnnQ49jUTaqqF98HeDDZfLNiEZpyUgagKGBM3R3v4nJ5CIWncJgsGF3lDEzM4BOa2TX7i/icFagHZg3zdArA3vvaUfpl06SxElJkhEG6OIaDtyc4k0AqqinT25jxIRfPZxu+k0uESeOm2J06BmRAVx4V5TafFTc+JggSCnVWe+rlKJEKpkkeF/CPq/JfY5qdmT9IDfHzPwDYZ4UTx4FHfrF8peVUErRLPu5xAckiLODPViwocfAba5QRT1uipljmllCHOIlbMpBSpJc4SR75CkyZLjMCcqooYwarnKa87yLFi1FEsCGkwxpbnCRAFWkSRNlDiHD53llybg8+OnjNjZxPpLe/r2UqVp0YqCdMxyUF5d8+A9LiCB9CzGs3Z3SqhwckGNc7u9m7PgP0RhM6Kw20tEIWrOFys//aiFZXwaNRoevuBlfcTPpdJKpyduMjXYw+Q+nSc5MotEbMRb5MRaVYKmsw17XVPgstwpCvktiBuA+849yHly+agO+uZCsFwGvKqVSIvIPyw1aSNgLPDJGZaaVo1nto5SimgYc4qadsxRLGdvYtWnVYwa5gwvfss2BjyupdAKd1kjnre8zMX6T1r2/gs1WgkiG8Mwgs+Fh/CW7cXu2r1qr7sXPlQUzIy/+RQOYjGTo5SY3uUSSBG58D2V0lJEMQfooopRaGrnIcUbop4XDFFP2UO9/Lfgpp5sOgjKfUE0xxgwhUiQopYZqGlb8bKzYGeLOfV+LESHCLJVszzqeSUYfkLXbLJRQyRVO4JPAqtKTJmVhnzzL+3yfBmnFqMw8y08tNqhmyCAIJVRiUw5iEsGEGS9+TvJPgFBEgHLq0CgNrRxFRJhmghDjjDPMKINUUc92Ne/iLCJ000GEWYLSTzH3lypVUEeSOB/wOk/JqzlbHfSrcgaki3GGl6yxH6aXSUYBFsyA1o5ZWan86S8jkiE1N0s6MotGb0Dv8m5JnfWNQKvVU+RrosjXxEibEREhNRcmMT5CbGyI0JUzjL33Q8o/9UVM/vxdawpsGc4C25VSNcAg8LPAz9+7gYgsJhNKqf8GfG+lZB0KCXuBDcajijkkL3Kd8/z/7L15dFv5def5+WHfSQBcwH0XKVKUqF2qRVJV2WWXY1ec2O3EdnrixEk605Okk5zuOZ05kzk9me7kuDMZd9I9WTrTieN0NrsTx0m8Vblcm0praaN2kRT3fQUJYgfu/AEKVSxxASlQAMX38YFLBPHeuwABvPvu797v9yI/YK8cf+ytIZkww/imkqftjtFo4373d3F7mjhw+OcxGlMJilI6XAVVuAoyT6xrVQtVknoN339hplM66thNiVQyzyy93FrVDXI1kpJkkC70GPBRhREz8SXlFgebXxHJBKMysVeOc4crWLHhpphyatFjSA0pU7xmAm3Blu67f4AeA0KSGSYecnJcj0lGaCA/HUULlZd6aeU65+mQpzNKeBVq2Xvhwb916KinFSMmbsq7TDBEgjg2HGllnXGGKOG9QVOlFIUUpRV0Pvg+U0pRL62YsTDM/SWjnQaqluRbDcrILvahEx193KUliypENpwsMLtiwq7QUUQZZqwM0k3dJiREldJhdLgwOnaeRn+2UUqlX0t7bRPewyfx37xE/1//Ie79T+E9chK9ZXu0eu5UtlKHXUTiSqlfIKX+ogf+RERuKqV+fun3f7iZ/WoJu0bOMSoT7XKMQbq5yjsclRfybhg1xCJ2dt6Jrqb2JBWVx9DrTVmpxq21gmJXTmzioIcbBPCn5yPWIiZRhullkG5sOFDoKMCDESOCoEO34sxBtilUXo6t0H9vECOKtQeRzViJESUpCXRLr49Jmdkrx7nOOZqlY0MtQibMDNFDtTRt2sxpK6mgnghhzvN9yqWWGpofijMusSVjo/70zMMH0SkdIQkyTC9RIpRRzTwzBJinCB9eyogSXvN9tNJ7WimFERMH1UkC4qePu5zhe9RLK+XUolM6dBjQZ3FNfUYmmGSEo7zw0O8WZZ4R+jjIScqp5SrvsCgL7OZA3n1P7mQK2g5irahl6p1X6f3q71L1qS9i9mbevqTxmNliHXYR+Tbw7Q/ct2KiLiJfyGSf2qddIy9QSlFNE36ZppfbNObZwJwVO1OM7sgqu8Hw+JI+pRRuKWae2TUTraAEGKSbUfopoox9PIVLubkorzPHND5VhUEMHOGFnC/7J0ms8/skOnTEiWPivQsatypmvzyb6uOWKFWqIaPjHeAEPdzkHK9ySE7l3YqVUooG2qiUeu5zmzN8l1KpxEc1YYIsMMcEw7gp5igfWrMKH2COCCEMGBmhjz0cxbfJ+YeVcKgC9nCEeUnJlA7STZ20rFoJ3yxzTFFK5YqzFvfopJ7daQfcI/ICN7nAPa5RKlUkiFNEWc7f5xopmcjyH/pxZq+epe+//2c8h0/iqNuF0umJL86j9EZslbUovZZ65RrN6VRD4xHZRQfneAWfVD/ScGe22c1BzvEKVdKonRi3GAPGVc2C5mSaAe4xyyTl1HGMDy9L6MqpZZJh3FJEjCjmDKRGt5JyaunjLh2rmBgBjDOIm6IVq+FOVcghOcVl3iYqYeppXff9Z1E22jjMoHRzhbfZJ0/l1WfpAWZlZTcH0s6jd7mGBQuFFNHO0WWyiquxn2eIEdtyTweXcnNQTjLNOL3cxs90VosKXnzc5MKKrWBJEsukPQ3KwG45yHXO0c11IoTZRYJCKUKPAYNKSYzGJY4O3bpSsxrZx91xHFt1I1Nnv8/o3U4kmcBgd5KIhJBYlLov/Co6w+akYDV2LlrCrpFXmJWFBtnDLS5xSE7lzckmQggrDi1ZfwzoMSxL2EWEKUbp5y4RwlTRRCuHVzQFSiz97zJvU01TusUkV1RQTz/38MvMqpJ9iyys2eP+QLP7Gu/gZ4ZqacJN8boD2lWqkYTE6aKT/TwLpHr9R4YvgIDF5sHjyb1Ou1lZqKOFOlo2vK1JWTLyf8gGSqlUq42UEmIxqysXLtyAShuoPWBU+gkSeMi11qTMHOQkkGqnucaZVK8/ilKpZIoxwktzEfXSioVHcwXV2DhmTzEVP/TZh+4f/MZXGP3O1yl9/hMY7Jq2e87QKuxZ48T6D9F4UqmgjmnGuMlF9siRvEiSRxnIa/nFfCJTy3L9a5dWvh8DCWIkJck4g/RxF4WOWpofUu34IAYMTDFKE3vzon1Jr/RUSQOj9K3aix0ljG2NCjykktpD8hxD9NDLbbro5KCcXLdHvYwaBumhW24QIYQLDz3ddygubqOv9zVaWj+Fx7trzX1kwmp/yycRpRQ2sttmpJSiQdq4zSVqZBdBAiRIMMEQBzi5phOqR5XwjHwMA0bCBBlnCD16fFRRx26sONB96UxW430S6f+ZtVvXHmC5mvk+wx3Bh+7ztnySqT/9R7r/22/hfO4g7h/7EDpTZtV2y9XMB1kf9Xv4Ubj25s2s7zOrbL2s45aQH+XLh3kr1wFo5A6lFHs4SoQQd7hCUpI5jUdEmGAI3yakBjU2jgUb4wxxhu8yQh+72MtRXsCn1raqh1SCeowXqVG78uJCD8CIieQaZ4cHPezroVM6qlUThziFGQtTjK27jVlZaecYAfyECDDJMDZbCfWNH0WnM6DyVEZ1J1KqKqmnlTmmMWHGhgMrds7zKvMyu+a2RpUaCrcqO7WqmXraWMCPBXverFJqpNBZTJT8z5+i6j/9CrGJGcZ+689IBjNzk94u7DvZlusQ1kQ94i1XaJ9kjbxEr/R08DQhFrnGO8QlltN4BEGftwtSTxYPKoPtHOOgOolX+TJOvpVS6eG8fCGxTkJuxESMzN/fIQIsMJexgU6h8tKhnqaeVpIkMZnsnD39JTzeXbg9mQ2yajweylQNe9QRalULNWoXu9gHwAVe4/vyP4hJNKP9lFCRNiWblJG0dr1G/qB32Sn9lc9i9HmZ+M9fRxKZVfg1soQ8wi1HaAm7Rt5iUEY6eBorDi7yA4ISyEkcSimsOAixmJPj7zSUUpSr2jVt2rcTSRLoWb2SbcBInMwSMYAJRvBRjSVD99a4xLghF5hhAoWicdcnOHDo52lqfjnjY2rkhkJVxAt8ilZSLujzrF1pf4BSijZ1mGY66OI6VznNosxvZagam0DpdBR9MWUGNvqbf8bCG5cJXr1HYjGU69A08hCtZKiR1+iUjhb2Myg9vMvrtMkRvGpjRjLZwIadIIGl4TANjcxJEEe3RsJuwkyQzC9GF5hb1UwpKUnmmGKaMaaZIEqIKBEACvBiwsy5d75Eccke9uz9/MaeiEZOUEpRTi3l1G542yLlwyMlDNHDu7yBV3xLEqIxjJiwYseKAwcubDjzpo1sJ6EMenz/+nOpZL2zm8S0n0QwTPmv/zR619Z7SOxUNFlHDY0toko1YBcHt7iES9w00v5Y9aVtODaUVGloPCCAnxJWtyu34WCK0Q3tr5bmh+6fkXFu8i5mLHjx0cL+tGmUESOLLHCFtzl87F9x49qfMzJ8kfKKwxt/QhrbCp3SUU0TPqlmgiFAYcRIjCghFvEzQAA/USK4xE0F9ZRSqSXvjxFlMOD60BFcHzqCiDD7N99n9N//KWX/+0+lk/ZkKML4m6/jqN2FvSb3A/XbHi1h19DYOjyqlOPyEQa4x0V+wC7poExVP5Zjm7BoLTEaGyYsIeaYoo3VE2M7LhZZyHifMaIPzVMkJcF1LrCHw3iVb9nxe7md3q6GZhwOH03Nn2Bw4LSWsO8gTMpMJavPLMQkyiyT9HOXPu5SI014KcWkcutlsNNQSuH+sQ8hySSjv/mVVNLusDH9F98lcrePhXvXafzZf5vrMLc/OzVhV0r1AQtAAoiLyCGlVDnw35fu/7yIBJRSzcAfAYWAGXhbRH4uGzFo7Az0Sk8duymSMq5xhqiEqGbrFUFkO366NXLONGN4KU2b2axElAhGVpft+yAlVNBFJ61yKC33l0RIEMez1CqzIHMM0MUkI0vSjt0U4MVJAX7/APd7XiW4OPloT07jicKoTJRQQbGUM8EwYwxwl6u4pZgG2vLSfOtJRSmF57MvMpOUpUr7TxMbnsTgLNz2Kx95kS+K1hLznIhMve/nXwJ+EagHfgL4Q+D3gC+LyDcBlFL55T+vsW144AB5lXeYZYpm6cCqtq7fL0Z0Q0mVhgakNNbf71K5EuMM4sW35mPezy72cocrnObbuMSNk8L0UGuMKAYxcmXJOKqRj2BWFmZlkgRxFDpuXP8rEokIyWRulZc08hOlFKVUUkolCUkwRDeXeYsC8VJKJV58a+rCa2QHpRSez3+EmT//DmNf+ipFX3yZyD/cw91xLNehZQMtX9wEW9kSoweSS7cHl4RlwNCDB4jI9S08vsYTjkXZOCLP0889LvAaVdJIDc3rOkBuBh06rcqusWHWq54nJMEo/Rzm+Yz3qVN6WjnELtnHHFME8JMgQQdPYVJmEpIgSZIyajEvtTMYMDLPLAaMxKKLnHju3xEJ+x/5+Wk82eiVnhqaqZB6xhlijEFucQmDGCjovIPDWY7H24Reb8Juz0xmVCNzlFJ4/vlLDPwvv53Sbz/xUq5D2ioef764DU/n2UrYBXhFKSXAH4nIfwX+C/DngB/43NLjvgz8QCl1BngF+FMRmVthf5rTqUZG6JZaZMqkhntc4yzfY7ccWNbHm5XjoCe2pLahsTY7yfVyLeISZ4wBjvDCqo+ZZRI7zk0NUBuUkSLK8EgpSRLpthu90lMkZUwyQiX1zMk0AfxYsBJgHo93F0rpsFg1xSONzDAoIxXUUUEdSUkSIcRMsYOpydv09ryC2VLIvv0/ta2T9o24iD7ufRr0NoydesIvPuycuhrj66zsPaD8tc1GtTrvvHpurV9nO1/cFNuxJUZlw1BBKVUuIiNKqRLgVeAXRWRFt9KlXqWPAj8MNAP7RGRZJvRh3T/7xU7n6d/79//Hf3jk2DS2BndlAbND+VehixMjxCIW7BjJzO45E8KEUCjM5G4AS1yZf/l73GZmZnNzgaHmMz+pPMlEiRAntqKN/YPPT4QwgmAhM031DyJAgDkEwY4TPQYEIcgCRswYMbHI/NKQqkKHjqQRLBY3ZLEX9kn7m+fr91s+kf4+EohGA0SjCxgMFkxmFzrde6ucMVv27V5KrEYmQjunpSsyNYapwAMFmddYVTCz1900ln31s/HxcX79t/+3SyJy6KG4spwvbgZbSZU0f/pXN7391T/41RWf21aTlQq7iIws/XdCKfUN4Aiw4h9g6bF/AvyJUuoGsAd4qCQXmo/wtX/znWyEp7EFfOa3X8rbv8+cTHONMxzmuaxJP96QC3gooVzVZmV/myHxwsGMH/vjn6nlr7/Wt3XBrIFWYU9xWd5KSeSpyod+9+DzMyg9zDLBXnV8U8cYlX76uEM1TfRwi2f5ISYZYYAuDnKSMEEu8AM8FOOmGFDc4TIcH3ZhAAAgAElEQVRWWxF72j+Hw1kGQCIRIxLxY7MVbSqOJ+1vns/fb/nCB7+PYrEQA/1vMTJ8nrKyQ9TUPYfRaGX8kDnrx/6Xeyr4/RvDWd9vvtLz//1Hyj/+OdRHMzeTi32zn5mLb+LuOIarpWPVx5V/6Uw2QlyG/vDqxk9bkS/uFB750lcpZVdKOR/8G3gRuLHKYz+qVGrdVinlA7zAzvnUaazJoHRzWr5Nt9wgIuFN76dQeamjheucIyHZsXuOEMK8ySqoxs4jIXH8TK87TFpGNbNMbtrFN0iAQoopoybdsvWgzSZIABMW4kSZYZJiKqigjlMv/AcqK49z++bX0/vp73uD82d+h+npe5uKQyO79Mtd/DKd6zA2hNFopaHxIxw59stEowE6r/4Zi4HxXIe17UnGokTnpjF7M283SvgDDH79j7FVNTD8rb8mG50UmRJdowCeT/miks3fckU21qpKgdNKqWvABeBbIvLdVR77InBj6bHfA/6NiIxlIQaNJ4AIYcIECeDnHb5NWDa/zF5FIzYc3OJdkpLMQmyhTbctaOxMBEG3zlesQRkpp44hejZ1jCoamGKEPu5iwoxSqbatYXo5y/c4w3fQoaOdo5iVhTEGuH3z6wwNnaGouDW9n+Klf+t12Wsj09gcEQnRxfW0fv5GSEqCMRlgXma3ILLMMJtd7G77NE5nOVcu/TETb3+XZDyes3i2O5GpcfRWG5LM/Dymc1ixVtYR889AMkEy+vjaI4Ms4LA6V/t1fuSL8oi3HPHILTEich/Yl+FjfxXYfOOQxhNNA20YMNDHXXTo17RzXw+lFK1yiE7Oco132CNH01JkIVkkxCIetXLFIi5xDOq9j4aIENYq7BobQK8MeKSU21yiVQ6tqJ0sIoRYxEUhPdxiV2Zfo8swKQsH5CSdnKWUKgBqaKaMGvQYGKCbcQYppIiohLnNZWrtH8JXdgC3pzG9H6erglMv/Oa213h+EhhfEsZwkXn7wwOG6WWQHqKEeUY+tqb+/1ailI5dLS9TU3eKawP/g5Fv/zWVL/9ETmLZ7piLfTjqW+j6/d/A9J1SzA2VWJprsLTWoXesfE5Sej3Vn/4Zxn/wTXwvfgq9efnslUiSkW/9DQaHkyKxY1LmpfuF+9xijAEK8C6pXBnRYSDMIjr0FFOGj+r0eysiISYZQYAkCYbo4VnfL64YV17li9tw6FRzOtXIG5RS1NKCT6rRY3hkrV+9MrBPnuYeV7nGOxyQE+iUnj7uMEwvXimlib1pQ5CEJLjFu4wzSJ3spo7d6JSOODEUKmcnP43tSTtHucLb3OQiu2QfJmVmXIbo4w4f4yne4O8xYEIQYkQQkU0lzHbl5Dgvpn9OVdlTJ3KDGHBQQIhFZpmgAA81dadW3I+WrOeGYbmPQke5qkVE6CfVlpSaOcicsATp5TZ7OMJN3mWALuppXX/DLcRsdlF84iXGXv1GTuPYzugMRspf+jFKTnyMeVcvke4h5l+7yMQf/C3W9gZczx3C2tH00OdXb7FS/rEfX3GfyXAI/42LuPc/xVlO0yR7KVe1zDPLKP20c5QAfoyYiRNbGoyvIk6McQbp4jpWsZMkSZQwRZSl3Zd3c4DdNW1b/bI8EortqRKjJewaeYdFZU9eS6d0NMt+OjnLLS7RJikr9kba0aHjEm9RJD7KqaWbG1iw8TQvcYfLXOFt9suzS6ozWnV9Neb9g1isHkymrTOu2o7olYH98iz36OQs38MuTiJEaGE/Nhw8y8cxKCNJSbLI/JYkzOXU0sNNphglQXxNiUmN3NBPF0EWsIqdSUaIEKKcWgrJbAB4Qebo4QZhQlTRhEeVsleOc5XT1Mgu9Cq3p/lkNEIiHGTk23/DXOd5yl76DO59T4T5z2PFYHdia2/E1p5aGUsGwwTO3WDmr16Bv3mVwk+exH6kFaVbv9NZZzJjdLlx1LXQdMXKJd6gnFoSxDFgxIWHAuVdcdtSKolJlDBBFDqs2LfE+0TjYbSEXeOJRynFHjnCFU5zm0sUUcYAXRxSpyiTlG37Ha5QSiV17EYpRYc8wyXe5C5XiRKmmPJcP428ZGryNtevfRWPt4l9+3861+HkHXplYDcHqJVmAvjxUIpepdq9HqzY6JSOqEQYk0F8qiqrxzcoIyfkEyk5R5LolZ7sjGFrZIsqGujhJl1cZ54ZjJjYzcGML+BiRJliDC8+amkGoEB5QFIyt/ocn+bt1Q0UtB5g6syrSz83rrOFRibobBZczx/C+dxBgpfvMveNN5j92msU/vCzOJ5eu+tE6Q1UfPJ/YuBr/5U5zJiXNNsLKUKHnqucpkQq8VCyooO4UZm2v/P3NqywZ18gVUMjD9ErAx08Q5gQ/dxjjilEBKMyUa9aOa5epF61pk+SSinaOYYOHQZM1CydCBdlPiNFj4iEmJSRxzqdnwui0QUAXAU1OY4kv7EqO8WqfNVK1E0ucoPzWRmQ/iB6pUcptaEqmEiSu7e/QSz2ZOmr5yMJ4hgxESL1vdLE3g2ttnhUCXs4SojAsu30GIiTe61ypTdQcuIlSp97GYDuP/rNHEf0ZKGUwn6whfL/619Q9FMfZ+Gtqwz+8peZufwOidDiqtvZymto/Llfw4CRBlItLDql4yAnKKWKGSa4wA+4Im8TkCfPk0CJbPqWK7QKu8aOwaAMdMjTDHCPUirXPSmalYVm3tOvHZE+uuhEEBziwowNF25cuDFiwoYD3VJS1MddxhhAobCJEy+l1NLyxPUJl1ccobziSK7D2PZYsRElzAKzFLDyUvTjJJlMMDJ8gempOzz17K/lOpwnmiLKllR+LMSIbng1zy/TDHN/WQtNWIJEiWDJ0O3yceA9egr/zUuUPPfxXIfyRKKUwtregLW9gXDXIAt/fobx1/8xdc5RCr3Fhvfoc7g7jqfbZgw2BwfVyWX70SsD5dRSTi1JSTBML5d4ixppoobmJ+MclmO1l82Srwn7iVwHoPFkolM6amnZ8HZzMkU3NzjEc5gws8AcEULMMsUkI0SJECVMqVQCiilG0v3CIRbp5gZx4jTRnuVn9Gg8aYY32xW1tNgpj+EsksnfXA/s5TjBSEB7j2wxDlXAKX6YeZnFhHlDw/YiwkVepwBvWiUIwIwVMxaCBHBSuBVhZ/y+KOU9g6WgvZnoO1cpna59tIPvebTNH4XSd7MvkZhtcylLUxXN1Z9DqoREIjXQHgpO0X3+W8Qu32LP3s+n3WjXM+Qr5wie8By3b36dydk3qJdW/EwTYhErDiqpT6vMPODamzez+ny2gu04dJqvLTErul5paOSKXu7QSDt25cSoTHhUCWWqhlZ1kEPqFE+pj3CMF7Fix4KNI7yAVdmxKjseVUIHTzPNGJ1ylmkZJyB+YhLN9dPSyBNipN4LhjzqCy1RFdSq5lyHsWNwKfeGB+4jhCmkiDBBnBSk73+gFPTATCtfKK88ysTYNZJJTZf9caCUwmCwYDRacRVU0XHwZxFJ0H3vWxvaj8VSSMeBL1JKJV10EiOKm2LCLHKR1x8yS9p3Mr9VYrYr+Vph19DIG0SEOaZo4/Caj7Mo66rVe5Myc1ieZ5Au7nOLOFHChLCKnSJ8WLCzwBxGTNTTik7l67W0xlbwYIDLiCYdqpE54wwSIkCcGBd5nf3yLDblIC4xFpjDhmvTcqFbgdnswmYvZXb2Pl7vrlyHs+PQ6fS0tX+Wi+d+j5HhMsor1j6nvR+ldFSrJqppSt9XTi1d0slVTlMlqWHiBAl6hruyHnvW2YYVdi1h19BYhwXmMGN9aNlvo+iVnlpa0kn9gwuBGSbwM4MdJ9OMcYfL7JbMVSI2g0gSpV0U5A0mUsYmRrK7NK7xZKNHTxFlFFDEXa5wllewi5M4MYop5zTfop7WnOuxv5/ikjZGhy/i8TysHa6x9RgMFvZ2/CRXL/83bPZiCgtrH2l/jbQzzH2mSZmQ6jEwv5j/Q6rbsSVGS9g1NNZgWHqZYwp3hprIG0EphZviZQYpldLAVU5zk4u0yeGsn9BEkvR0fYfhoXOAolyqaaZDO3HmmASpFgFtZUVjI8SJM0wvFdRzgGe5y1XixHBTgo2UHF8FdTmOcjkVlUcZG7nE4MBpqmuezXU4OxK7o5TSsg7mZnsfOWFXSlFJA5U0pO/bv+vQI0b4GNiGCbt2dtDQAJKS5LZc5jX523Q/XlQi3OYSSZKbGlTdDAZlYD/P4meaeWazvv/RkUvMzfVx/Jl/y/Fn/lfmmGKY3qwfR2NjtHGYY3w412FobDOCBDBiwoSZAuVlF/swYGSUPnq4yUlexqzyy/RNrzfR3vGTjA5f5H73K7kOZ8dit5cQXJzIdRgaG0BL2DU0gBABhrmPIAzRQ0LijNJPKZW0q6MrmkdsFXqlp4RKJhnJ+r5Hhy9SV/8hTCY7JpODdo7Sww3GZJB5mWVMBrku5+iVO8Ql9xrOOwWTMuNQBes/UEPjfQSZp51jWJSNqES4w1VKqKSCegAMeToTYbW62X/oXzAx0cn01N1ch7MjSSYTwA5dWZVUS8xmb7lCa4nR0ABsOGnjMH3c4T63iBBmgiEOcnL9jbeAEsrp5BwlUoEdFyoLX6yLgXHC4VncnvecBu3KRZscZoAuokQwY6GESmYY5yKvUye7sWHHimNDcnMaGhpbzyIL2HEBMMA9nBRQRSOv8w3sOPO61c1kslNecZSB/rdwFVRjNObXSsB2Z2K8k57u76GUDpPJgVJ6Eokw8XiEeDyMJBO07vmxXIeZO7ZhS4yWsGtokOrD84qPm1wEYJj7FOBhlP50i4wZK4V4cVOMXm3tR6dAeamVZq5zjjBBBEH/+rew2YtwOMqw2YqJxUOMjVzCZi/GW9SM292Aw1kGKESShMNzGI129HojIkJvz6tUVB5P6+8+oEiVUUTZsvvKpZZR+pdUKIKECFAvrVRQT4IYoDBiWtZznZAEYYJECad7siWtLL78XyBYsFGoMp8NEBEG6MLPNGasVNKAXTk3/uJqaDwhGDEzziBWsTNML4d4Dr3Ss0eOUPi+2Zh8RERwu+vpu/99zp/5v3nm5K/nOqQnhpmvfZ9Iz3V2t34ao8lONBpAkkkMBjN6gxmDwYLJlN8XdFuJQhs61dDY1jyQXhSShFgkxCIKHXZcCEKYIH3c5TrnKRAP5dRSTMWGLN83QpVqpIpUNVxEiDzTRnBxgkBgjODiJHq9kb0dXyAcnmV2pptbI18jFJxGp9Pz8Zd+i0sX/4BEPIK3qJloNEA8HmZ3hhUVpVTa7Q4gJItc5xw93FxaZhfixCmWctrVUUKyyCXeRKEwYcGAAVDplYHl/039/xzTVEsTNSozebcAfrropIwaBulmkG5OyQ9jUPm57K+hsdXs4ylucpEkSdo4kr6A9anqHEe2Pndv/x2jI+9SXLIHm60or+QntzvRwQmqa05Q6E4NHNvtJTmOKA+R7Zex52vCrjmdajwy6zm4PeD9jn0FygOwzOb7g8QlzhSjjNDLXa7ik2qa2LulCh9KKSxv3cICeDDAg4p4/ygAPiqBSpKSJPZsO05XOU8/+2tEowGmp+6g0xkpLtnzUHU909fIBBz8wMcyHo9w4eyXmd1byu1bX6eq4nkqq59ed1/xeIT73d8jMjTEmGuayiMHiUUXiUQXcDh8q25nTsQovT1NMDxLY/EPYbF6oLiFxBYrq2TqQrgRB0Rx2VZ87bu7vkMsukhl1XGcroqM96e5kT5MUBZSF49P8AWdXTk5wvO5DmNNVntv+sTKNGbqJ3w4VSH0X854n6aPllD+pTPZChHI/Lswl1iuZmasVdx4ir6/+wtKSvdhMGRPKjbT1+jq8FzWjqnxHvmasL8FfDrXQWhorIRBGfBRhY8qJmSETs7QSHuuwwJSsoAGgyX9s8nkoKx8ayS2DAYzpb4OxseuEgnPoTeYCYfnsFgetkKPxyN03/sn/HP9JBJRXAXVHDn+K9hsqWX7e3f/gYnxTg4d+YVVE1W93kjrns9syXPJFybGrhGJ+EkmY7S1fzbX4WxbRqSPW7yLCzdHeOGxHjsuMe5ylSABAvhJEMdDCft5Vqsgvw+vKmWXdHCZtyiSMnxU4aYktS6nvU6PhL2mkUJ3Hf29P6Ch6aXHfvx9J9vgLx77YTeE1hKjobHDGKSL3RzYsraYfKektJ3Oq1+hvPIY01P36On6LnqDGZ3SYzBaUUoPCMHFSYqKd7Nn7+dJJuPYHb5l1f6q6meIxYIYDDt78OzgkX9JMDilLWE/InZSrSH6HJzierlNgHmEJBZsxIkxwwQzjONl9RWknUgJFYzSn7494Li8iF25chjZ9qeh6SUunP0y1bUnMRozq8zvGARt6FRDY6cxzwy7yf+l1K3C6apgV8uPcL/7u1TXnqCt/bMEg5NEIwsopUsPmlosbqxW96r7cRVU0XHgi48r7LzFbHZhNmuJyqNSoLw8Jz+SFXWljTAtY4zQzz6Oc4k3eYaPYcTEAN04Wf39v9MQERLESSJMM0YpldTQzCLzuCnGorQE81Exm114i1oYG71MVfUzuQ4n71DJXEewcbSEXUPjEahjN+f5PnZxpqQPMb3vZsaCFQs2LNie2GXe4pJWZme6SMSjKKWw20u0CrFGznncq15jMsBdrrGXYxSqIqziIEIYs7JSS/NjjSUfSUicEfqYYYI5pkiSIEEiZWXPLPPMUKka1t9RHhMKzWC1enIdRpqKquPc7PwLSkr3aoWAJwAtYdfQeARqVQtV0sg8s0QIESNKjCghFvEzQ4QgIRYB8EgpRfgopuIJtKBXJCWR6yA0tilJSa7Zu+yXaQbopoE2bMrxmKNbnxmZoJsb7OEIblWMiCBswxLeFjEhw9zhCoV4KaWKZjqwKBsiwgJzXOYturhORMLU07otixsiSc6989sAnHjuN9DrHx52FhESiciyOaOtpKCgmoqqp3j3wv9LS+un8HozU+TaEWgtMRoaOw+9MuBeQ/NYRAixyAzjDNBNP13slgMpZYR1SEiCBHEMGPM6yfd4m7h96+sEFyeoqn4Gm71kzZNuLLrIzEwPIgmKS/aseHLTePJISGJZ5XtOpujhJn6mKaSIXdKxouHPNc4QJYIXHzbyL2EfpJtaWvCqUgD8TKPQ4WT9z/iTzoB0MUBXeuXh/SilcOHmgJzgMm8xziAFeB7yhdgOKKXj8LF/xcVzv8u1K39Kx4EvLpvTSSbj3LvzTcZGr2CzFVHi24fJZMdVUA3UbFlcNbUncbkquXXjb6hv/Ahl5Tu3hfP9aEOnGhoaD6GUwoYDGw4qpJ4h7nOF09jFSRFlOCnESWHaSfSBQdA4gwSYR0cqUXeJm1TdLoEZKy7cuPDgwoNhi42c1qOoeDfHnvrXDA2c4eqVP0GhKHTXYza7ULrU4GksGiQWW2RxcYJI2E+huxYRobvr25RXHKGi8hhms2aE9KTSJ3fo5gZOcWPGQohFYkRpop29HKebG5zjFXZzkArqlm1bSQM6dPioylH0qzMuQ0wykp5lmZFxbvIujezZlpXibLIgc/RxhyO8sGZfuku5sYmdRQI4KHiMEWYXh8NHecVRRobPc/H871Hq68Bb1Mz8XD/dXd8mmYzzzMlfJxAYY2riFjPTXczO3Kfo1E9uaVxuTwP7D/4sVy79MXq9iZLS/FA1yxmCpsOuoaGxNkopqmigXGqZZowZJphgiAB+jGLGjIUECQwYaGIvLjzolZ6IhFhgDh16dOgIE8TPDD3cYAE/NnFQgIcCivDEdufkuRmNNuoaPkRt/QuEglPMzfYSiwdJJlOtMg5HKUaTA6vVi91Rmq4+LS5OMDRwhgtnv8ze/V+goCD/TV80Nsa4DDFID0/zEhFCRIlgwYaDAgThDpeZYhQPJVh4WCmoXrVuWWwB8acNwYopp0Rlrn8PsMAs1TRhUmYWZI7rnKeNwxSp7VclziYiwh2u0EDbukOkQQmwSAAXnm0/cFpX/wIT453U1J5ifn6QW9f/Ol19N5td6PUm3O563O56ImE/7174L0T+6S+xVdZhLPRi9VWht2RfLctmL2bv/i/QeeUrxOMhyiuOZP0Y2wmtwq6hoZEReqWnhApKSCUHD9pmooRJkqQA77LWAbOyYv5AIuMjldgmJckCc/iZYZJh7p7+j3z6R36H2ZkeCt31j73Kp5TCZi/GZs/MGt1uL6F59yexWj2MjVzSEvYnkC468VHFPa4RJkghRZgwEyTAFKMkSfA0L+XE5GicIRIk8OLjJhfxysakF8cZooX9JCTBFd6mhQM7PlkHGKUfIUn5B1ZLVqKLThSKSuoz3v+0jOGhNO9WMYwmB25PAzPT92hdx1nabCng8NFfosdyh+BwH7EblwhPjmCraqCgdT8mTzF6sxWDswCd4dE/G05nOfsP/RzXLv8JgYVRauuex6Stam4b8jVh15xONXYU72+b2Sg6pVuqrnuoppHIs3swGCzcu/NNdHoj1TUnVnQ5zTcsVg9+/8CKv8ulk2f5a9nfp/poyY5xJ01KkjBBphijlmas2JljijgxxhkkRpQOns6ZI6mbYoa5TxnVqcHXDW7vpJAbXKSQImw4KVWVWxLndiIpSe5zi3aOrptQz0hKNaYAD6WqkoQkuMppOnhmVaWfEEGucJrn+dHHLt25En7/AHdu/S0Ohw9XQRWTEzdWNJBbCZPZiefge7KLiUiY+TvXmL99lZh/lkQ0TDISxn3gaQrbD2Mq9D5SrDZbEYeO/gL3u1/h/Nn/B2+8mGY6MKnsOaJ26rfBwLVWYc8amtOphsYmMRjMGE12jhz/Zaan7jLQ/zb3u79LZfXTlJUfzqpVdTYJhaYRSTAx3oltSRpSKR361y4xJaPc5RomzJRQgY8qzCr7y8ZJSZIkgSCM0McCs1hx4MJNEWVrJh8iQnRJxi/fiEuMXm5jxEQVTZuWPIxLjAhh7Cqzqlxc4ujRc5yPYMORfv0KKVpny7WJSZQB7mHFgR0nZqybbqXwqBJ2y0G6uUETe9Fl+NqICBMMY1uKQY9xWw5LbgUTDGPBRoFaO7mcl1luchE7LryUEZUIXVxnlknmmcFNSnFnjikC+IkQJsQiH+UYFdTnzSC+Xm8iuDhBZeUx5ueH8Xib2dX88ub2Zbbg3ncU976j6fsi0+PMXn6H3j/7T9iq6qn4xOfRGU2bjtdotNG8+5M07voY/a//Bed4lXY5iltltiq6Hvv2VcP3srKrLUGhtcRoaGjkEUrpKCreTVHxbvz+AQb7T9Pb8yp2RxkFhTU4HD7s9lIs1kIMBgsqxyc//1wf01N30Ck9gcAY8XgYp6sCkVlCLLKbAwjCOEOc5TY+qaaRPatWZoMSYJ5ZrNhw4Vm30jcq/dzm8tJQrw03XjyUEmKRe1wjQTzdhrTi9gxwi4u0yRHK1MbaemRpACpJAv0WDBD3cJNButM/10gzMaIYMS17XfwywywTFOBNn7yjEmGSEWw4uc454sTQSeq9olAYMGLGio+qZTraszLJJd7kAM/iWVJPyRYhFunlDgA6dCRJcko+uenh62JVTjHlGT9eRLjNJUboA1KvwwvqU5s69pNGamj+HrWsPUszKgPc5hJmLMwxRRWNnOdViiinkT3c4AIOcaXmezBTgBcz78kh7mJv1mNPJGKcfvM3SCbj7G77DL6y/etuk0zGQQSbrRi93szutuzXGs3eUnwf/lFKnnuZ4W9+lYk3v0XpC5985HYgvd5Ek9qLU9x0cZ0jPJ+liPMcEW3oVENDIz8pKKimYO/nSCSizPsH8c/1Mz11h4G+N4lE5pe0ga3YHT4K3bWYTA50OsPSzZj+t9Fkx2Jxr1qlj0YDTE3cYmFhhGQyjtvTQElpOzrd+l81C/PD2GzFFJW0smffTxAOzxFYGEU33Y2b4nRiXkQZMYlym8tc4wwdsnzpXES4zy2GuI+LQsIEiROnTKqpp23VqtwskxThw880OhTl1OFRKQOoAvHQxXW84mOI+0wxghEzdbQs6e2HSC5Z0dvJrPocliD3ucUME0QIYcRMnCi10oKbYkxLY5nZ6NEto4ZpxggSYJwhhuklShg9BgxiIswihRSxgJ8YEQBa5RBW7HTRyTyzFFJMET4qaSBCiAK8gBAnTpAFOjlLJe8l7Jd4E9h4NT0pSfxM46AgrZz0QVzKzR45wigDzDJJE3sfq1LSDS4wziAOCqig/iFVm53MPLPEiFK8ympDXOL0cYcBurBip4xq7nOb65yjg6fT/f9uKSZKBDuuZdr7SUliwMhtLtMqh7JaZVdKR1nFYYYHz3L75tfQ6QyMj10lHJrFZi+i0F2PXm8mmYgxPz/I3Fwv4dAcFqubwsJaHK7ML/o2g85goOylz9D/V7/P7OXTeA4+m5X9llDBHS4TkVBerhBuBVqFXUNDI6/R6024PQ24PcsdBZPJBLFYkIX5Ifxz/QQWRkkm48tviRjR2CLh0Cx6gxmHowynqxyr1UMsFmJutpd5fz8ebzMFBVUonYGx0cv0dH2HisqjlFcexWRavUc/Hg+zZ+/nuX7tz5mb7cXhKKOopBW7Cj70WKMy0S5H6eQsXVyjhQOp5yEJbvIuYYIc48OYVaoityjz3OYyw9ynikYgJTnXzXUs2CijFgNGRuhjD0fRo+cG52mRg5Socrz4mGCEN/kHiimngT3MM8tFXsdDKYV4GaGbI7yAVdnTcSYkvqxiHpEQghAhzHm+TyUN7OcZzNjSifKDJD7EInoM1EozPqoybtV4P0EJMEg34wxhxY6JGAvMYcFOLS30cnspKXLipRQbDhbwU0YN97hGnBhW7BgxscAspVSgx4BCMcYAQQKECBAkgBkrIpK+wGjnGEkSGccdlzgTDNHPXUARJohZLBRQRBPtD/XY+lQ1PqqXHfNxEJUI4wxSTRO71L7HdtztwjRjKHR0c52whNChS7s/AwzSQyFFSytZFmJEUShaObRsWHe1dhqd0mHFTowoV3ibvXJ81Qu7jaLT6QbJVpwAACAASURBVNnV/DLVNSc4e/pL3Lz+l+nfBQKjTIxfx+Eow+Esx2Yrwu7w0X3vn7Ba3eh0hsficmqwOaj8kS/Q+9XfpaD1AHqrff2N1kGndHillGnGKaf20YPU2BK0hF1DQwOdTo/Z7MS81EKzFiJCJDJPYGGEhYUR/HMDGIwWysoP0tb+48tc/CoqjxIIjDE0eIbzZ36HouJWfGUHKXTXPtSCY3eUEo+HOXD455md6WHeP0hf72tUSjV1tD5USVtgjhCLWHnvhDVCHxFCHODEsqq7XblQojBiYkbGmWacEfpooI0YUW5ziSgRjJiYZJh2dQyjmLjJRfrkNgV42cU+mmhPJwduKSZCiFpaMCsLEQkxxiB1tAApd8dOztIi+9OtImd5hTgx/hkf5SCncKj37MINS1/HbRxOv85zTHGfW3TRSalU0Ug7BmUgJlHmmEq76k4xhodi6tidXomYl1mucJoK6tjHU9ziEmasRIkQXnLiVeiopYlaWrjAaxgx085RJhkhToxG9jDLFF58zDPNPTqxYMWGA+vSkPSDRN/6gdWAEiqIEmZSRgjgJ04MSLWPCELKEixGgjhRIgTw46aIJvbixYeQZJZJrnCaQryrVrEft0qISZl5QT6Vd+ok+UIRZYRYxICJIgpJLv2FY0SJE2cfT1GgPARlAT+zhFmkisYNtSQpFB08TRedXOA1OuRp7O/7LD0qFkshJ577P4lGF7Fa3QDEYkGGh84zPHiWwMII8/ODBBcnAJiZ7gK6KC7Z81AxZCswe0pwNrQydf51Sk99PCv7dOFmgbms7GtboFXYNTQ0nnSUUlgsBVgsBesm95AyE2nZ/aPUN3yEsdFLdN37R+LxMMXFrbg9jdjtpYgkKK84zODA2+zt+CkqKo9SUXmUSGSee29/hXd5g/3yDEaVSrj7uEcAPw20LasI6dBjxf7QUOWizLPIAgHmmWQYLz6O8mEsS8u/dUv9tgmJc5pvMyy9VKg6jsmHmWeWEfq4zJsc4rllr0MzHemfnRQyx1T65wmGMWOhi+tU0sC8zKDHwAk+gRX7smR9tdfZTTEHOZlunznHKxRJGRMM46QAI2Ys2Gikbam3/xVaZD82nNzjKg20UqkaWJQFFvEDoMdAA23MMEGCODNM0MddzFh5SqWeX6U04KSQd3kDF27KqaFaNdK2TjU7LEHGGGCWKRaYRRCcuJdiXTIGIzX0ZcGQasnBiBHTQy0w8zLHLS7RRHveVf20ZH11XMqdvuhcC5tyYsuwfWwllFLsYh8OKeBd3qRNDmVVTlOvN2G1vvd+NBpt1NY9R3XNCaan7nDn1t9hNNqJxRYBKK84tuRa+ngoff5ler/6u1iKyyhoe3T3UgcFDHGfCqlf97vpSUBridHQ0NBYBZPJTnXNCaprThBYGGV66i6DA++k1GGSCTzeXYDi6qU/pr3jJzEarZjNLvbxFPe4xm0u4ZNq7nKVWlpwUvhQj7cBEzGiDx37PreopJ4R+ujgaRxqZTdFvTJwSE5xibdQonBSyDwzzDNLhBB+polIGJ96z3EzJIuECOCmmG5uMCWjFKmy1GMJpx0wZ5mihIpN9dxalI1WDuGXaeaYXtHm3YuPGRnn7tKAbCFFRAjzjnwnPTCrQ0ctLdiUg2qaSEicMQbYzUFMvNdyopSikCJOysvLkujVElUR4R7XGGOAEiqpoA4XBzBj3XByG5c4vdxilH5aOLBhIyONnUW5qsUmTjo5Q5scxqs2pqO/UXQ6PcUlbVgshVy7+hUam36I7q5vMTJ8Dm/RroyKGNnAYHdS9ekv0v+Xv4+5uAxLyaP1z3sopYZdXOIN6qWVKtWYpUjzEAGS2y9j1xJ2DQ2Nx47DWYbDWUZN3SkAEokonVe/SnBxgmh0gcDCKG5PykRFKUWN7OIsrxDATxuH0aPnLlcYZ5Bn+Bgj0scAXQDYWV4dmpZx/MzQyiHGGIB1dJvtysUeOcJ9bhEhhB0XuzlImMX0IKWPKhKSoItOhujBjosIIYC0wVWSlBZxhUq1clixM8YAcYkTI0af3MFJIXYKSBAjRjQlT4ht1STXvlSpNr4vuRYRphljgC7mmAYEHXomGKKESto5hpPCFfepVwYq1jCrybQ3eIQ+5pjatPlRVCKM0MscU8wyRTFlHOPFrGpDazy5FCove+U41zjLUXnhsbilOl0VtLR+iq473+TZU/8O/1wvdsfWXix8EEtxGSUnP8bod79O7T//pUda+VFKUUkDXvFxjlfxSXXWZgM0soOWsGtoaOQcvd7E/oM/Q3BxkkBglILCmmW/T7lRxjFiwk1KbrCRPeiXvsISxAngx4ARH9XMyywGjFiwcY9rQKpdRqFILPVSr0UhRRzkJH6mGaGfHm6wyDx7Oc4NLnBRfsAC/rRpSz2tOCnEjDXdjnOMD5Mkkd5nMeUM08sb/D0/zCkihJniDkEWMGDCiJEwQZIkKZRiKqjFi48YEQLMY8BIJ2dRKKKE8UkNilTlXqGoYRd7OY5Cl5KHxPBYdKqDEqCHm3Tw1KaS9TmZ4hpnKaaMMmpp44iWKGhsmEJVRLU0cp3zHJATm/Ya2AhFRS306L9DKDiNt6hly4+3EoX7jjJ7+QwL967jan50qUursuOWYqYZx0fV+htsV7ZfgV1L2DU0NPIHm70Ym/1h845qmpaGG53pKlIt750gq1QjXillklEWmGOUfuJEiRLBjJVCiogt2a64WFnJISEJphljmF5mmAAEKw7KqaWUCpy4MSkzh+U54sRw4sagDMQlllJO+UB164NJp1KKPXJkqWrvpFl1sBIRCTHFGPe5xQ0uIAgOCogQopJ6alUL8zJLH3cpxEspVRRStOz4erY+WRERxhnkHteopw2XykwhIykJphlnnlkWmMPPNHs4ijfLWu0aO49aWggwTydn2CvHt8TT4P0EFkaJRhcwmR5dqWWzKKWj+OTHGH/t77HX7kJvtqy/0ToUU844gw8l7CKCIHljWPUoaD3s2eNErgPQyE8SLzz6cM3j2Od2sZ3fLnEqpXCwct/5A2zKSc0HhtiSkkyfXEQEGw7e5Q3KpBobTsYZZIpRdOiJEF4asKxj7//f3p3Ht1WdCR//He2W5H1fE8d2EmcnK6SQEMJOKUsJhaGFzsB0gG6ULrRDO513aOftNm8XaOlCO4UupJSttGUJDQRCICE7SYiT2I63eIn33ZYlnfcPKcZJvMi2ZEnO881HH0v3Hp17rCMrzz069zycD/hH5c8IxGPV6SnHxzOqbFYfLG83EquKIZt8ssnHpfswYj5rtDBOJQ62MRzadDMl7MGAwb/qx9jp0k9lBj3Ge9iwk0gq6eSygJUTGpkX4kxKKebrFZSwh528TsanPo0lcXJZdc+ktZeu8hLa9u+gp+Y4aZdcQ9t5aUE9xng5Z82l81gBxx//EYnnXQAoEjb3nbZ+/Xikk0sZB6nWpTiIo4dOWmmijSZc9JGk01jEyCdE+984NInfZopI4qSgeRMIfrowIcQ5ZehIkFKKFfoSmqjjJCeopZIkUlnOOjRerNin5Gv08bCoyY+WBYtHu2mjiUbqaKDad0Eo2WOuGtNADU3U0UcPBgzMZ0XQUqALcSaDMlCsl1FDGaVP/JiU1ZeRtOxCuspL6K48htFmJ7ZoPtaUDFAKr6sfr6sPd3cX7o423D2dWFMyiMmecdrSs1p76Tx6kMa3XkEZDCSet5qsa24Nyoj2ZCmlyLxiAz1VZbQd2En7wZ1kswY7EwvYTcrEYv0hKjnKSU5gw04SaRQwDxsOdrGFNppJZvhvxRavnQ87JvMbhV6oR9iVUlcCPwaMwGNa6++csf824AH/wy7gHq31/tHqjNSAXQghgs6gDKSRTRqy8kggPNpDHZU0UE0HLcSSQBLp/qRUw2dE9GovdVRQRxVdtJNGNnkUDa7VPh2+TheRTSlFLoW4P3EldS8+RePWlzDHJRC/YAXuzjaqn/1fBtpafGXNZoxWG0a7E3NsAia7k5ZdW/EOuEhfdy1xcxfTW19N/aZn0R43aWuvxlkwL+KW9lRK4ZhRiGNGIR2H9xLnSZxUffEqadhv8bTWePEOXr8jzqaUMgI/BS4DaoCdSqkXtNbvDyl2HFirtW5VSl0F/BJYNVq9ErALIUSQaK3ppoNuOvD6/7noQ2HAjpM2mqjiGDdyabibOiqtNbVUUM77OIkjjyISSR1z6kq7bh5M0JRHESlkTChDqxDBYE1KY8Zt9+Lp68VoixkcMc+4zDdijgZlGP4Esru6nPpX/kz9q88CkLrmahIWrTgr4Vskcs6aS+WxIxSwIOh199LNAH2DF/9HJU2oLzpdCZRqrcsBlFIbgeuAwYBda/32kPLbgZyxKpWAXQghgqBeV3Gcw3jwEEsiRgwojFix4vVn7YzBwSIuoJduKvVRciiIuGk4Hu3hEO/SSw+LOD/g+enHOUwNZcxmCenkRNwIpDg3KWXAFHP2RaFKGUZd4dWRO4tZd36FgfYWjDGOiJj6EqiMK26i6th3QDNslujJGMCFASMaHbWj7ApQk5vDnqKU2jXk8S+11r8c8jgbqB7yuIbRR8/vBF4a66ASsAshxCR16w6OsI9FXHDWii3DsRNLK42c4Dir9PqQr2YRKI92s49tWLCxnIsDOpkY0C4OsB0vXlZx6YhTZYSINkopLAljn7BGGrMzjpWs5zB72ME/mKeXEx/gKk5jiSMRO052s4UZeg7JpEfM59e4eCf17Cat9fJR9g/3H8CwZwhKqXX4AvYLxzpoFL7KQggRWSz4Rt9MmAMaWTZiZIn6EDv1a5TzPlYdQwoZ2NXEU7VPltaa93gHGw7msSzgEfJKjmDByjxWyPx0ISKEVcWwWK+mgWr2sY0ivZAsNXPS9SqlWKIv5CQnqOIoB9kBWmHBig07cSTS3PGhSR8n1CY5wj6WGjhtTcwcoPasNii1CHgMuEpr3TxWpQF/uiqlfqOUOqmUOjhkW5JS6lWl1DH/z8Qh+76vlNqllFrrf2xQSv1EKXVQKXVAKbVTKX8KQCGEiGJmZWEOS9jLVg7pnZzQx+nUbbTqRjp1G149/HDOXJbixk03HezkdZp1wxS3/AMdtNJDF8UsDThYr9al1FIR9K/dhRCTp5QiQ+WxnLWUcYhGfVbMOOF601UOy9U61nEDa7iWZaxlBrPppI0te/4x2nPPhVhyJ1CklMpXSlmAW4AXhhZQSuUBzwKf0FofDaTS8XzC/ha48oxtXwU2a62LgM3+xyilTmU0WQN82n//Y0AWsEhrvRC4AWgbx/GFECJiZag8lnEx8STRSiMHeZdSDnCA7bzLZjr12R93sSqBYrWUYrVsMItqt+4MQ+uhlZOkkBlw4F2tS6mmjOWswxHGbwaEEKNzqDgWcj6H2Y1bj53peTyUUpiUiR66OMROPLhZUjRqbpPfEu5YUk/yNlb1WruBzwCvAIeBp7TWh5RSdyul7vYX+w8gGfiZUmrfGXPihxXwlBit9ZtKqZlnbL4OuNh//3FgC751JY34ZghpPpjLkwnUae0batJa1wR6bCGEiAYOFYuDWHIoGNymtaaOSvbwJll6JrkUDvvcRJVKgZ7HfraxSK/GqeKmqtkANFJLPsUBla3VFRynhBWsI0aFL8ujECIwCSqZRJ1GGYeYrRcH/aJwNwNYiWEpayjILhqxXGTEkjrkiZO01i8CL56x7edD7t8F3DWeOic7hz1da13nP3idUirNf/+QUsoOvAV82V/2KeAtpdRF+M6gfq+13jtcpd55M9dQZcezKvgZKMMhWrJJhlPtA6vD3YSgSid8713j5t2oK9PkfRchlFJkMZMknUYlR9nBZm7jumHL5qgC0Iq9bOUCfQXq0lGX5Z2Q4d4XXu2lnRYsWEd9rtaao+ynmQaWcpEE6yIsdJw9JBmqtdbg9aKMI19sff2tWwOu7/knLwqoXPqu/oDKjeczfbjXp6C/iAP7f8dBexmFs6/BYplYYqXhJOulNL7fzyFPOe9W1I336SGJJUcT6sRJoaD0OM4y/GdFf9NaL/A/btNaJwzZ36q1HnG1fqWUFbjEf7sT2KC13nxmuUsu+85nD7336E8e+tZ3A25bJFMdPeFuQtAl5sTTWtMetPpcGcH74IgE5p7JXYI+GaqjJ+j9I4JnABcpOUm01XQOuyyaFy/ddOAgDhUX/L+LMz+PvP7lEtwM0EcPDuIwcnrA4vsm2Es/vXjxYscZtUu6BUL+fiJb4oxEWlrHDnIH7OOY9ev10HeyFqPNjskZizJZhj92UuBT1lpbApsqFuj/F+OJJXScffjtWtPf386AqwelDBhNFgwGE9rrwWA0YzbbB9ea117vmMtfnlV3Xzu1tSf57ne/uXuklVSmKpYcSVxstl659NNjFxzB5jcfHPF3C6XJjrA3KKUy/WdEmcDJ0QprrfvxrTX5klKqAbge3xnSWXp7PWx8qmKSzYsM03Gk8+bvX8VTXx5z2dCATbsR9gBHTELBuHl30PtHBNdHvr+Wr37pa8xkLgkkY8NBNx2000wFR8ihgJlqTkhGEYd+HrXpJnaxBYUihwJ66GQJF6KUGpzKU8lReunGiJE0siliMaZoXMZtHOTvJ7Jt+MVHA4oPGpaP/o3RUO7ebo7++Bu+BwYjhf/2NSzxZy+FOK4R9jcja4R9KK299Pa20NZ6nN6eZmy2eNrbq2luKsFqi2fA1Y3XO4DRZGPmzHUkJM3Cao3DaBz+RGaom28a9yoxIYslR6lkvG0Mu8l+6r4A3AF8x//zLyMVVEotBeq11rXKd/q2CHhvkscXQoioY8PObBZzwp9N1EU/ZswkkcEclpCqsqakHQfYAcAiLqCUg6STQxftdOp2qjiKERNzOY9YEqd9kC7ObaYYB7M/9xB1L/0Jo92JOTY+3E0KKaUM2O0p2O0pg9uycy+gv78Tl6sTs9mB1RpLe3sVNVXbqKx4HZerC1BYLA7MFifO2EwSE2dhtjixmB3YHWkYDEYMI2SPHcXUxpIaVPi+BJ+wgD+BlVJP4rsoIEUpVQN8E9+L+5RS6k6gCtgwShVpwK/8X2UAvAs8MpFGCzFV3F0deD3uYUdahJiMFJVJCpkAdOl27DgxTCDraXdXA253H3HxueNOm57FTBSKZDKwYaeCEhqoIQY7hSwgmQzJWCrOGSa7g9yP/ku4mxFWVmssVusHU3kSEmaSkDAT8E158XhcDLi6cbk66eio4WTDQdzuXlz9nWjtYU7xjYyW1DNiYsnpPMKutb51hF3rA3z+y8DLgR5PiHBr2b2V+lefw5KURuGnvhru5ohpzKnGP5rn9bo5Xr6Z+tpduFxdLFz8CVJS5wX8/F7dTRcdxJGAQRmIJYGFnD/udgghzg1KKUwmKyaTlRh7EvEJM8jN+2D6S1NTCe8f/BOlpYtGrCNiYsnoi9fHtQ67EOcUS3I6xhgHlsSUsQsLMcXKS1+hqmILtphkrNZ4YuNyAn5uj+5iF1vwMEAdlYxn8QEhpqve+mq6K4+FuxlRKyVlLstW3ktJyZ5wN2VakkmJQozAOXM2sz/3XzBClkohwmnmrEuJi89jYKCb9IzzMJnGvsCur6+dFl3GcQ6Tz1z66aOFk7jox4ptClotROSq/OPP8Lr6yd3wr1gSk+muOIYzf44M2oyDzZbAmjUr+esLvw13U0alonCQQgJ2IUahlIIJzCsWItRMJitp6QsDKqu15sD+J2hvrySZFIpZSiO19NLNaq7EqiRYFyImM4/e+hrQmprnHsdos9O0bROzP/t/wt20qBIXN+KKjJFDAnYhhBCRxuPpp7mphOL5G2g49AaH2EkKmSxmNSZlDnfzhIgIeR/7FL111TS9sxlzfBL23Fl0H5cBm2lHA1H4xbkE7EIIMc0ZjVZy8j5E48lDZDCDxazGKMs0hl2zbmAAFxkqN9xNCUiP7sJGzIRWM4oGLbu30bzjNRIWn0/KBetxd3XQtn8Hda88TcalN4yaAVVED4WWKTFBtCbcDRDBMd0SIgVqPAk7gi1rfOkjAhKKBD6hEC1JykKVWn0kSimKZn/4tG2eMZ4TLa9ltGrSdexjG2YsZBAZAfto78nenma2v/0DFp93J0nJhQHXGYrPwgG7IaB6+5YEnhnUts9OX0MNaWuuJmHRSgAsCcnk33Ef1U8/RsvurSSvvJjnnwwsGRKEN4FeOO3bXxXuJkxLkbpKzJvhboAQQgjh1gNU61LcemDEMl7tpUU3jLDPQ62uoEO3AtCve3Hpfsz4MkYqFN4ouLC9qfEwAM7YjDC3JHTc3Z0YHc7TthmtNtLXX0/LrsAznJ7rlizOC3cTxqb1xG9hEqkj7EIIIUTYNVHHEfbRQA2L9WrMyhdou/UARkw0UE0Vx+ikjSydTyELBst06Q72shUHsXTRTq4upIIjAGSTD4CLyB+FbW+rpPTY3zGZY7BYnGM/IUp5urswOWLP2m5Lz0Z7PfQ3NWBNSQ9Dy0TQyZQYIYQQYnqo1qVUcQwDvsRSu3mDHF1AO800UINCEYOTAuYRRyJH2c9+3mapvgiDMuLFQz+92HEynxWUcYh8iskgjyPsxYyVeJIwKAN9upd+enCSgDGC5oi73f3s2fVzAFas+lyYWxM63gEXrrYmLImpZ+1TShFbtICu8sMSsE8HctGpEEIIMT006BoqOUoyGdRRwQxmE4ODDlqxE8tFXIObAWzYfcu/Agv0KrbxEiXsZR7LiVOJXKJv5DiHOcp+5nAePXRykhoymUECyVRRSqU+SgUlWLHjYYBlei02ZQ/zK+DPplu2CYAly/4Vmy0hzC0KnZ7qMmzp2Ritwy9xaklMZaC9ZYpbJcQHJGAXQgghztBJGylkkkEuDVRTyVHmqCWnlTk1D33ocwZwkc2swW0GZaCA+Vi0lVIO4CAOIyaaqaeLDhJJpZFalrKGWJVAqT5IGYeYz4op+T2Ho7Wm9sQOjpb8BYCV59+Hwzm9R5a7jh/FkT9nxP3KaEBHwbUGIjCySowQQggR5bx4sWClgxbiSSYGByc4TorOJFkNH7i26Wb2s400cohXSWftz1WF5HL66iqNupb32c18VhCrfKPXM5nD27xMq24kUZ09PWMqvLfvcVqafXPtl624d9oH6wBd5SVkX3PLiPt1FAZ4YhRR2J8SsAshhBBD9NNLJUeYwRxaOMlsFrOXrexnG3P0eWQxc3AaDMBJfYIS9lLMMtJUdsDHSVVZJOgKXPQNbjMpM/P1SvbxFmZtJZYEcikgaYQThVCwWBzMnns9WdkrUCpSF5MLHlfNSbyufmyZIy+vabI76a2pmLpGiRAK72ovEyUBuxBCCDGERuNFU8YhnMTRRQdO4umglROUU0sFc/V5mLFyhL1008lCVk1oRLybDgpYcNq2ZJXOWn0dffTQRhOH2YNX+1bON2PFgpUk0shm1uCKNJPRrTvYzqss68ggNi6b4vkbJl1nNOl65wBxcxePenJijk+it74aT18vRlvMFLZOBJ1GAnYhhBAi2sXgYAkfwkk8RmVkQLtopxk7scTgoJbj7GUrGk0OBSxg1YRXdtFoDMOkRDEoA3ac2HGSoXMHl38cwEU/vdRTzdu8TLbOJ595Zx3fqz1jZiT1ag8VHKWcQwDYYk6fyuN291FftxeHI53EpFnDVRH1PF299B4oI23x5aOWi8nKI7ZgHmWPfRdbRi6xhfNIXHLBFLVSiAgN2JvWetf0l2sq7xorF190sC0PPNtnoJnRQpE9bjxZ4fotdsqfXDJ2QQKvM9hs+8K/ykI4eNYvm/JMmpFiuv3Ogf6dj+dvN2B3BfL3PT6h+JsMSTbJOAfOSy8DfBlhDUCif5cXyGA5yQPX4PG4BldO6elrx2KNHfcUEr3tNQYWz8HjHD0hkXnITzvgWm4ltr2Vhi1/paZ6MzFZM3DmzwGlaD+4m57aCjLWX0/SsguHfX/0V9bT+ItnMSXFE+MqpPe9Umru8GKw+/7f9fa5qP+/j6PsVvpLNpH7ky9idH4wshwNn69jtVF73JT88D/Rbjexlk7SW0d/L2UkXk3XgqW0tZRT+drLzHUvDWZzgyqc8dOW/oqwHTtgUXj9cEROTusu0pLpVAghRMQym+3YbAlo7aWnp4m33/oO9bV7An5+T08TJe8/Q19vC/t2PzaxNsQnknPd7cy49V5iixbQU1tJT3UZSSvWUHDXAzTveJ26Tc/ibusEfBdOdry+m5qvPEz9d58gds15xMzLZ6CuidS7b2Cgsc1Xzuul4X/+gCkjiYwvf5yYxUV0vLpjQm2MZK37d2DPmUX6uo8QnzAzoOc4nRloNAmJ+aFtXBRbvHhGuJswJqX1hG/hEpEj7EIIIUSkq6p4k7LSlzCZbDgc6dTW7iIxuQij0YJSiv6+dlpaSrFa44iLy6Gx8RBVlVuJjc2iuamEmbMuZeHi22HIBawTYU1Ow5qcRsLC05eCzL/jPpq2v0bN/T/GlJaIMhrRHg/Jn/wwtrkzUAYDVZ/7H1CK1me34O1zkf6FW7BkpdJ7oIys//oUymAgccMl1P/34/Qfr8VotxF/9WpsRPcUGa29tOzeSuYVN+HIK8Q2jm9q6uv2UDj7mhC2ToSczGEXQgghpr+urnpaWkopmv1hcvI+hNfrpuzYS+zc/qPBJQDNZjuJSYU0Nx3haMlfSEicxYJFt9HUeNgXsOdfctpqM8FmcsSSsf464u65CFddE57WTuxLilCmD/7rT/3U9biqGoi7bCUtT26i/2gVMcX5JFy/lu4dh7DNzsOSlUrWt+6mZ+8R3CdbOfmzZ4j92JdC2vZQ6z5+FGUwYs8tGPdzjUYLnR0nSEjIj+rX4JylAa8E7EIIIcS01FC/n5bmY6RnLOLA/t+RklpMQpIv4DMYTBTNuZaiOdeOWU98fB75s9ZPWbBnsNuwFeQMuy9mQQExC3y/g33ZXBoffRaMRrrfPUTyx68aLGdKcBK3bhkdr76Lt6dv2Lqi0OdY3wAAEwxJREFUSVf5YeLnL51QH8yZez3vH/wTXZ21zFvwsRC0ToizReQcdiGEECLSlB57EaUURw4/j9frpnj+x3COcbHoSAyGyBsvi5k/i8QNl+Bu7iB27VJizpt92v6ut/bT+twWMv/9k1E/suwdGKCvoRbvgGvcz3U401m64h6am0ro6W4MQetEaPnXYZ/oLUwkYBdCCCFG4fV6GBjoxetxMXPWpWTnnE9K6vxpmVQodu1SUu64moTr1pwWlHfvOkzz714i82t3YM5IDmMLgyNtzVWg4OjD36Sn5vi4n280mplVeCUH3vs9bncIVioSoRWFAXvkneILIYQQEaK/v5PdO3+Ge6AXk8mGyWQlb+aacDdrSvUcKKXxl8+T+cDtWHKnLuNqKJkcseR85BM0bd9M6953yM/86LjryMpeSX3dHtrbKkhOmROCVoqQkYtOhRBCiOmj9sQOkpKLmFt8Y7ibEhYD9c2c/MlTpN9/K9aC7HA3J2i01px84++07n0bb38fTCBgV0pht6fQ1VUnAbsIuen3fZ4QQggxSVprmhoPc6JmBzm5gSe/m27crZ0oowFr/jQK1r1e6jc9Q/fxo8y49V5m3HLPhOvKnXERNVVvD64MJKLAqVViJnoLk0gdYZ9W3zeOJwthZcDJBcOXQTRaBPq6R0PGPghRRscoEYrMvuHkSgksE+EtxVuDfuyH0g4Gvc5vnFwQWMHioB8abg2s2MbDgWfBHXAbOOR6k44Te8m49ma6i2bQPUy562+Njv6ZlLVwySYP9xt+xYfXOgc3F3FH2JqkLd6APt9H+mzvriqlu7KU/Dvuw2i1AdAwM7Bjn/k57HRmoJSBvt4WYuyhndtf+8B4ThwD+//vluLdE2vMKPoi/uRFg46+VKeROsIumU6FEMD0C9ZFdOiuOEr6pTcQWxTgycg043JptNa0tHooKXWRm2UOd5OCxmixYrBYB4P1yYpPyKO9rTIodU0Hq9Lywt2EsclFp0IIIUT08/b34+3rDXczptzbO3v50S/bePm1bs5bYCUt1cSN1zhZPH/6nDibnPG4u9qDVp/dnkpvb0vQ6hMhFqWJkyJ1hF0IIYQIm4zLbqBu0zO42prD3ZQpUVbh4prbTvDxe+u55MIYjrw9k1XLbByvHOChB6J/GcehjLYY3D1dQZt3brY4cQ10BaUuIUYiI+xCCCHEGcwJSaAU7q4OLAnTK2Adzi+eaCc91cizv5mB1eoby/vef6SGuVWh0V1Zij1rZtCSPzmdGdTW7EBrHfUJpc4ZET/P/mwywi6EEELgWxmm50Ap7q52Kn73MMkrL8aekx/uZk2Z4iLLYLA+nbUd3EXcvPOCVl98wkw8nn66uxuCVqcIsSicwz79/zKFEEKIMWivl8afPk3z//4dtCbr2ttIWbUu3M2aMgaDwht9C2eMm7urg+7Ko8TPD3zVoLEopdDai8k4feb5T2+TCNYlYBdCCCHCp2fPEVwnGsn+zr2YYhNw5M4Kd5OmlMOuaGnzRex/3dTFq298sJBlZ5eXR37dRskxV7iaFzRdFUdx5BUGbYUYAK/XjcvVjdUWH7Q6RQhpwOud+C1MZA67EEKIiFC1u4k9fz6OwahYcVsBmfMSp+zY/ceqsS+dg8FiBveUHTZiXH6xgzvva+Dayx1cf0cdAAMnCnG5NBffUMO+g/185TOJtLZ5+OI9U9cvwdZTVYojrzCodfb3d2C2OFBKxkBF6Mi7SwghRER49os7yFqYSMa8BDbe+zb7n6/E1RP66FlrTffOw9gXFYX8WJFq6UIrpRUu3tnlW8oyL9tEeeUAyy+vZtE8C5ueyuZ7j7Tyq9938MvfBW9JxKnW33wSa1pmUOu02RLQ2ktPd2NQ6xUhJFNihBBCiOH1tPbzzm+OUvd+61n7tNZ4PZriS7NZeVshG350PiX/OMHDl73ES9/aR09r6DL9uspr0V4v1tm5ITtGpHt3bx/FRRa+/Okkat/L59CbM9i0pYeli6z85kfprL/Izj/fGkdSooHP/2tCuJs7YUabnYH2s99/k6GUgaysFVRWvBHUekUIRWHAHqlTYtYEu8Jwpp8PJIXyKYG2czx1ish2Zqrrc4VkMA2Pb5wMLHPnQ2kHg37s6r3N7HjiGO/871GufWgZ2x47QtHFmay+czb7n6vEmWojJsECQM6SZD72yGq6W/rZ9qsj/PKGf3DNfy6l6OKJjY6OlIL9xHstPPOjHay9vZBV8/YAoMsKAvqM3Xg4eBcujlew++e5F7u47konAOmpvtCgtc1LTqbJf1Gl5p2dvfz1d1nkZJnhWFAPHxLD9aHTsJKTv34B623FKMMHY5aB/t870ueWbf4lVD/6LRIW3YTBEj2fbeN5Dx9b+3hA5Y7r2Ik2Z4poSZwURG+GuwFCCCGCa8byFLRXk1IQx58/v525l2Zx7PU6Hv/EG7zxyPvc+IOVmKzG057jSLJy+QOL2PCTC3jpW/t47YcH8QwE58KvpvIOnr5vO1d9fQmrbj93p8P093t55m9d3HiN87TtFgs0NHkA38Di8Wo3dQ0e3ns/egcZ7IsKMcY56NlzJKj1GmMcxGTNoKu8JKj1RqN8Z2CDAmJ8IjVgF0IIEeWOvFZLa80Hq42ceK8Fo8XIVV9fwqVfWsiq24v4p19dyJz1Wdz19HpSZsWNWFf2oiTufOoSmso6eOb+HXg9kxsh8wx4eeoz73DJFxZMeNR+Oujp8XLLv9WzfImNhcWWwe0lx1x89VvNbNnWw//7eStv7ejjs3cmcPtn6jlvfRXevuhdMcackYyno3vsguMUWzifrvLDZ2339PfRdfwIdZuepaNkX9CPK8ZJg9beCd/CJVKnxAghhIhi7bU9PPOFHThSrHx+89UAlL3VwPJbZ5FaGEdqoS84t9hNXPDPswOq05Fk5aM/PJ8/ffpt3nz0MBd/Zt6E23fopWoSc50svDZvwnVMB3d9sQGLRfHEw+mnZemcU2jmjedzqKgeYPvuPp75WxdmE2Skmbj2cgd/tVlGqTWy9VfUEX/VBUGv15E/m6Ydr+MdcGEwW9Ba07RtE007XseWloUzfw71rz6HMpqJLZof9OOLcYjCKTESsAshhJi0hiPt2BMtxKbFANDb7huB7W7qp/TNegouSqf+cBtr1088yAYwmg185L+X89iG15izLpPM+RNbYrBiRyPxWTHndDr5jc93su9AP7s25Z2V4VQpxYWrYrhwVQwfv+nsbz7+GqXXV3o6unE3tWHJSw963ZakNBx5syj/zQ9IWLSKrrLDeN0DFN39ICaHb163Pa+A2r9vxFkwF2UwjlGjCJkwXjw6UTIlRgghxKS01XTz65tf4x8/OEDVniZ2bSznyXu2YU/yXXz34n/t5eVv76extANbrHnSx3Om2Lj8gUU8fd92avY1T6iO9fcvpL6knY33vM2RzbV01J9bF/KfqHPzhW808vgjGdjt504oMNDYijk1EWUK/nilUoqsD99G5lU342ppJHHpavJv/9xgsA7gyCvEHJdI7YtP4envC3obRAC0jsrESefOX6kQQoiQqHu/DYDOhl7+9o09VO5s5GOPrOZfNq7jtscuZPH1M9j75+Pc/PAFpM8NzpKA867M4coHl/D0fdvZ+ccy9DhHzBzJVu54Yi2Z8xJ45v4dvP/KiaC0Kxr09nr5p7vruOeT8axYEryMn9HAkpPGQH0zXtdASOpXSuHIKyTrmluIn7d02FH03JvuRBmNlP/6+3RXRMFyOyIiyJQYIYQQkzJ7XSZLbpzBkddqufnh1WQvShrcF5ceQ/aiJGZPYvrKSIouzuSO31/Ms/fvoLmikyv/fQngX9PdrTGaRx+TMpoNzF6Xya4ny5m1Oi2obYtkX/t2M2mpJr7+haSxC08zBqsFc1YKrsp6bEXhWXffaLWRddXNdJYd5sTf/kDColWkXnjFactMihCLwikxErALIYSYFKPZQEKOg9nrsk4L1k8xWY1BD9ZPScxxcNG9xWz58SEAdm0sZ+ujh+nrHCA2zUbespTBW2KeY3BN8VPz1rMWJrHkozN57KbXSMpz8KnnLwtJOyPJk8918tZfczAYzs25+9aCbPrLasIWsJ8SW1BMzCfvp+YvT1D55KNkXHYDtrSssLbpXKHDOLVloiRgF0IIMWmLr5/JL657lYvuKSYuPWZKj33wb1WctyGfbY8d4Z3fHOX2364htSiOlsouqnY1Ubmzka2PHsZsM3LFvy/hz59/h/gsOwuvzaPgwgzee76SnCVJxGXa0VG4esR4nb/cxhvv9FI0K3pXepkM64xM+itqw90MAEzOOGbceg+t+7ZTufHnpK29hsTFq8LdrGkuvBlLJypSA/bGGKOZ+YkZoxYq62iiIC4loAqrnV0UBlC2vLGFWamBfU0YaNnDA7XMSguszkDbGWid43mNAi1b1tFEv1kx3zF6/4y3zmCWG0/ZQF9zCLzPx/M+aouvD6gvq6qayctLDqic222gqGjsVRDGU2cg5cZTtsvTyYzcscuF4m8y3HU2ewbG/HwD6B2IC+g93NhXQ6otJ6BjB1q20VNNqnXscm63l6MbS8maV8zqDYt47aESrvrsBeQvOXukMOBjj+P3qe+sorfBS8vBfpxJdr7+938mKcu3qkl2MSwsBj4BJ3urqdvax8sPb2fpVXO59K4VvPH7vWz/6XEWrS/i9u9dNVhnm6E3oP4JxedRwH0eYP8A4C4DU8Hgw289mMMXv3GQ+IQErr86E/OpqUNnlBvN/NjugMqG4rO9qds1qf5pnldMXXP3aXWEM0Yob2xh/odvoH3pct57/o/Mu+raSR87JDFCT3pAZZUh+CvwBJUmKpd1VOO9UGeqKKV2hbsNQgghhBBi3Jq01leGuxHDiTck6/OtV0/4+Zv6fr9ba708iE0KSKSOsBOOF0MIIYQQQkxzYcxYOlERG7ALIYQQQggRTBqi8loVCdiFEEIIIcS5QeuoHGGXRT+FEEIIIYQIEqXUlUqpI0qpUqXUV4fZr5RSP/Hvf08ptXSsOmWEXQghhBBCnDNCOSVGKWUEfgpcBtQAO5VSL2it3x9S7CqgyH9bBTzq/zkiGWE/xymlfqOUOqmUOjhkW5JS6lWl1DH/z8Qh+77mPyM8opS6Ysj2i5VSu5RS3xuybYu/3D7/7emp+82mhxH6Z4NS6pBSyquUWn5GeemfKTRC/3xfKVXiHzV5TimVMGSf9M8UGqF/HvL3zT6l1CalVNaQfdI/U2i4/hmy70tKKa2UShmyTfpHBIf2Tvw2tpVAqda6XGvtAjYC151R5jrgCe2zHUhQSmWO3mat5XYO34A1wFLg4JBt3wO+6r//VeC7/vvzgP2AFcgHygCjf9+fgBjgf4C5/m1bgOXh/h2j+TZC/xQDc858faV/IqZ/LgdM/vvflb+fiOufuCH3Pwf8XPoncvrHvz0XeAWoBFKkf+QWzBvwMrBrEreDZzz+1Bn13wQ8NuTxJ4BHzijzN+DCIY83j/V+lSkx5zit9ZtKqZlnbL4OuNh//3F8H3wP+Ldv1Fr3A8eVUqX4ziTfwfdtjQa8wLmZ7zoEhusfrfVhYDC1+hDSP1NshP7ZNOThdnwf3iD9M+VG6J+OIQ8d+F53kP6ZciP8/wPwQ+ArwF+GbJP+EUGhQ78+/HDvwTPn4ARS5jQyJUYMJ11rXQfg/5nm354NVA8pV+PfBvAY8DZgOBVQ+v1hyFeS3w9xu8910j+R51+Al/z3pX8ihFLq20qpauA24D/8m6V/IoBS6iPACa31/jN2Sf+IaFGD71uiU3KA2gmUOY2MsIvxGPGMUGv9Cr6vMM90m9ZastZODemfCKKUehBwA384tWmYYtI/YaC1fhB4UCn1NeAzwDeR/gk7pZQdeBDftLKzdg+zTfpHRKKdQJFSKh84AdwC/NMZZV4APqOU2ojvYtP2UwOlI5ERdjGchlMXP/h/nvRvH/cZoZhS0j8RQil1B/BhfAHDqa85pX8izx+Bj/rvS/+EXwG++en7lVIV+Ppgj1IqA+kfESW01m58AwGvAIeBp7TWh5RSdyul7vYXexEoB0qBXwH3jlWvBOxiOC8Ad/jv38EH8whfAG5RSln9Z45FwLthaJ8YnvRPBFBKXYnvmo+PaK17huyS/okASqmiIQ8/ApT470v/hJnW+oDWOk1rPVNrPRNfkL5Ua12P9I+IIlrrF7XWs7XWBVrrb/u3/Vxr/XP/fa21/rR//8JAvgmSKTHnOKXUk/guME1RStXg+2r4O8BTSqk7gSpgA4D/DPEp4H18X/V/WmvtGeMQf1BK9frvN2mtLw3BrzFtjdA/LcDDQCrwd6XUPq31FdI/U2+E/vkavpUsXvVfGLxda3239M/UG6F/rlZKzcF3gWIlcDfI51s4DNc/WutfD1dW+kec69QH39YKIYQQQgghIo1MiRFCCCGEECKCScAuhBBCCCFEBJOAXQghhBBCiAgmAbsQQgghhBARTAJ2IYQQQgghIpgE7EIIIYQQQkQwCdiFEEIIIYSIYP8fZ5t97Guba3UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t1=5\n",
    "extent=[90,150,-15,15]\n",
    "probmap(mpr,hcst,extent,t1)"
   ]
  }
 ],
 "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}