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plot_CMEMS_mooring_NorthWestShelf.ipynb
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plot_CMEMS_mooring_NorthWestShelf.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The objective of this notebook is to show how to read and plot data from a mooring (time series)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import netCDF4\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import rcParams\n",
"from matplotlib import colors\n",
"from mpl_toolkits.basemap import Basemap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data reading"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data file is located in the *datafiles* directory."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"datadir = './datafiles/'\n",
"datafile = 'NO_TS_MO_HoekVanHollandTG.nc'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As the platform is fixed, we will work on time series.<br/>\n",
"We will read the time and the sea water temperature variables, as well as their respective units."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with netCDF4.Dataset(datadir + datafile) as nc:\n",
" time0 = nc.variables['TIME'][:]\n",
" time0_units = nc.variables['TIME'].units\n",
" sealevel = nc.variables['SLEV'][:]\n",
" sealevel_units = nc.variables['SLEV'].units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Variable units and dimension"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sea level units = m\n"
]
}
],
"source": [
"print('Sea level units = %s' %sealevel_units)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the dimension of the array"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(30520, 1)\n"
]
}
],
"source": [
"print(sealevel.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first number corresponds to the time and the second to the depth."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Basic plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For a time series, we simply use the [plot function](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot) of matplotlib.<br>\n",
"The 1st line change the font size to 16 (see [matplotlib.RcParams](http://matplotlib.org/api/matplotlib_configuration_api.html#matplotlib.RcParams))."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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lu6vrky57LL4i5D050wgNQCc4aRZAuXQnRBwvaR8z+6I29x7pijbu/ynpIyWuGwAASLHu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\nDy84TZy5h8IAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x425c710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams.update({'font.size': 16})\n",
"fig = plt.figure(figsize=(8,8))\n",
"ax = plt.subplot(111)\n",
"plt.plot(time0, sealevel, 'k-')\n",
"plt.xlabel(time0_units)\n",
"plt.ylabel(sealevel_units)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we plotted all the values, regardless of the quality flags, the result is not meaningful."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Select data according to Quality Flag"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have to load the corresponding variables:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"with netCDF4.Dataset(datadir + datafile) as nc:\n",
" sealevel_QC = nc.variables['SLEV_QC'][:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and we keep only the sea level values with a flag equal to 1.<br>\n",
"To do so, we use the [masked arrays](http://docs.scipy.org/doc/numpy-1.10.1/reference/maskedarray.generic.html) module."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sealevel = np.ma.masked_where(sealevel_QC!=1, sealevel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check the plot again:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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LlvmGDRuy3SXvuOOOvuuuu/rvf//7bG9tmaG5udmvv/76Lu1LLvPuu+/6fffd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\nCEKIAAAAQQgRAAAgyP8HklBH73fUtsoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x447fa10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8,8))\n",
"ax = plt.subplot(111)\n",
"plt.plot(time0, sealevel, 'k-')\n",
"plt.xlabel(time0_units)\n",
"plt.ylabel(sealevel_units)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Still bad. It seems the QF don't allow us to filter out the data.<br>\n",
"Let's have a closer look at it:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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zbgsA8KvMfBVARJyamW+t/z4a2GsGanko8IUZWI4kSZpELycCiogY3fR/TUQ8vf77d8Db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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x45fd590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8,8))\n",
"ax = plt.subplot(111)\n",
"plt.plot(time0, sealevel_QC, 'ko')\n",
"plt.xlabel(time0_units)\n",
"plt.ylabel('Quality flags')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The values are either 1 (good data) or 9 (missing values), never a value indicating suspect or bad data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A possible solution is to keep only sea level measurements lower than, let's say, 3 meters."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sealevel = np.ma.masked_outside(sealevel, -3., 3.)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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icIgCUfOZM2cOfve73yU6GUS2oskDVFW1zIe85E3NkffIsoxp06bFfLtEzemVV15xHEra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\nf/xH/OAHP0BhYWFGNkUwGHTq52ned3R0YNCgQbjpppuc88jkA6WY8vj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EEUuZPBNAWou7BtG1//+tedNWXaSkaEr3zlK86/iXxLBFYBEj0DHQMgQcTwZ1kWhgwZ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\nuBXHmRR7Afdc1zu31YwfCmqoM2S1tbWa93tzmElEUER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qyIK17v5lHZdjx+n54XK58NFH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z2fi8gDDnbRLzbv9QKQBt8K0xcAUgH81vv6egAjROQrEblbRFLM+xyels3NpvW3er/rkiBp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\nQBIREREREZEjrEASERERERGRI/8foziiPC0CkdQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x551dd50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,8))\n",
"ax = plt.subplot(111)\n",
"plt.plot(time0, sealevel, 'ko-', lw=0.2, ms=1)\n",
"plt.xlabel(time0_units)\n",
"plt.ylabel(sealevel_units)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"The units set for the time is maybe not the easiest to read.<br/>\n",
"However the netCDF4 module offers easy solutions to properly convert the time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Converting time units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"NetCDF4 provides the function *num2date* to convert the *time* vector into *dates*.<br/>\n",
"http://unidata.github.io/netcdf4-python/#section7"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[datetime.datetime(2011, 7, 4, 1, 0) datetime.datetime(2011, 7, 4, 2, 0)\n",
" datetime.datetime(2011, 7, 4, 3, 0) datetime.datetime(2011, 7, 4, 4, 0)\n",
" datetime.datetime(2011, 7, 4, 5, 0)]\n"
]
}
],
"source": [
"from netCDF4 import num2date\n",
"dates = num2date(time0, units=time0_units)\n",
"print dates[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, to avoid to have the overlap of the date ticklabels, we use the [autofmt_xdate](http://matplotlib.org/api/figure_api.html#matplotlib.figure.Figure.autofmt_xdate) function.<br/> \n",
"Everything is in place to create the improved plot."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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vV7dLS0shSVJI/c2fPx/Tpk0L2j916lQMHDjQFbmSnVTOf9Fm4MCByMvLIx1G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5NitE+V0klppg899JDlPZx11llx7bWyY1VrQwUq9zGb24sWLcJ1110nZU0fOXIkhg0bhp07d9oq\nXQC6ggVmMlrMrvr735WciDonbm5uroFkj5CdnY377rsPqampuPnmm03vb9iwYZaZSjSnxPrz7sLn\n82Hjxo2W7QuoD7AMCQkJmDNnjmG+y/QV2T6Qk5PDDFA+fb2goAAnTpywJLMza1tjZcx+Lwy+cDjM\nFAm7C/maa66xVTMi5q7zePnll7F+/XrT8C+BhFjPnj2VwpUXBj6fz8AcRyx8qt+Lz2MVfXQ6nbjp\npptY2wACee6oOScP3isoCr2amhqdx5jPaVcpqZSeRgolnZv3YNBzqCYzX/8CnCJtoXu3QxNP9VaA\nceGKQvrEiRM6Zdnv95sqz+np6XA6ncjJyUEgEMBnn31maJ7M1+L4fD7ps37zzTeYOnUqPB6P1GP3\nySefAICOmn7Tpk3K+zJLgamvr8fKlSvx5ptvYvXq1Th06JAyLZd/Fqs1RYXHVsboypUrpbWSHR0d\nrBaivr4eU6dOZWmf+/fvN1xfTJX985//bHpdQN7YPBKJ6BwtQNfmpmL78ng8KCsrQ1FREfbu3Wuq\nIND9yTZysUDfTFEsLi5GWVmZMrXo008/ZXMtOzvbNLJF57DbisJOk/qzzjpLV1/LP6/MSPN4PNI5\nKjrBqBaRmg03NTVJ71uW4qtpGnJzcy0jznbByyIxDZZfP3xNIx/tidf4zcvLQzgchsfjsUyPohR9\ngjgWlZWV2LFjBzRNw5tvvmmoSaI5LGPenDp1KjIyMlBaWoqmpiaEw2FWfkAQ92bRgPV4PNi2bZuy\nNkbTNMuem/x8+fnPf46kpCTlvrFlyxbLaLnsfagiTaTExcs6KwOtU9m9X3zxxQD0zyoym/K/e+WV\nV5TXoeNIjlFanPhuZCnb5LgmY4DWM39tVX9AuyQrlAFhZw8PhUKm+50MsvE1i8yL93H06FHcfffd\naG9vl8qw2267DVlZWWy/M0v75CM44n3t2bMHmqbB6XTaajdBz0Fy2YrQzOfzWUaNydG9cOFCU0Py\ns88+Q319vWmmTzygGkQV7O5ROTk58Pv9KC4uNo2Q/eMf/zCNFhP5Yn5+vi5yKK4Zsgs0TcMFF1yA\nOXPm4K233sL27duZ06W5uZnpfKQjm3GJBIPBuKL7Ir4XBl8sFkN7ezuamppw2WWX6TwLqhfLN/U2\nM4xo8xEFP3le42WIisViyuNHjRqFmpoaxszU3NxsePmtra263/PslJqm6Z7d5XLh0ksvxebNm5X3\n89e//hX79+9nfz/11FM6oXTo0CHd71966SXU1dXpjiEB1NLSoosAiQqszNNKCiw9pxj9aWxsRE1N\njS4HXXwXokeEFhN5vPlQ++bNm3XPs3nzZuZBp3vnDb5LL71Ut8G//vrrAE713Nq8eTNSUlIMPbgI\nfr+fedYLCwtRX1+P6upqNmabN2/WMXGVlpYqmQY7OjpQXV3NKOhF7NmzBxUVFbj77rvZtc28RaQc\nXHLJJYbvaIMPhUKor69HaWmp0ivW2dnJUndkxhKP4uJi5OXlKaMR9G6//fZbtLe3G9ohdHZ2snmk\naRqOHz+uS9kqLS3Vvd9Dhw7p2OQCgYCORAbQ1/CplMloNIr+/ftj9uzZ2Lx5syktN/8sra2taGlp\nUdZWRSIR1mBbtpFHo1G88cYbttKQWltbUV1dbeoBDoVCbH4NHDhQGf2gzYs/lkdiYiLmzJljWE+A\nun+b2+22jAry58vNzUVBQYHheUTlhR+bSZMmob29ndWB8eejSB3NvfLycnz99ddoamrCjh07WISf\n96A2Njbq0rv484lKWUdHB0KhEPtenBt03yQPcnNzceTIEd2YtLe3Q9M0dv+hUAgpKSlIT0+XKou9\nevViaVEq0jCC3++Hz+dj9yc6yohkaebMmbYV5/r6ehw5cgRNTU3w+/0sRY1k5o4dO3Tzg3dYyBTC\n9vZ2ZSuIUaNGMXmtAr/+X3jhBbS3tyuPj0ajpmUGAPBf//Vfhv1CluVAkVmrmk+SPXYzImT6Cy+H\nxfUncyyVlpayudrY2KiLyIm6CI2VnSiSWDJB8oscGG63GwMGDIDf72fOTnLM860IaI+SkbbQcSRT\n/H6/0khPTEzE8OHDTfUdQO9E8/l8hprRSCTC3uPNN9+s06lEJ1ksFmPZS7L0zA0bNuC1115jf5uN\n67Fjx5Cbm4tgMKicRwMGDNDpI2ZtxRoaGtDR0YHjx48b9jwCf89WemwsFsPOnTtNWz+53W6kpKTg\nmmuuYU3pzaAiYiFs2bJFN39lCIVClkZhW1sbCgsLkZKSgsGDB5sazaWlpaZtlzo7O1mE08yRW1pa\niiNHjujkLOk1fCor1ZCnpKQY6r7F0p36+npT0kCrIM9/msEnXQWDBg3CkCFDMHHiRPTt29d2eoLX\n60V6erppAaSKbKGpqYlNVjspJtTPr7OzU+n5KC8vR0pKCiorK5mCITJOnnPOObp6AL5x8po1a3QG\n0/Hjx7FgwQIsWLBAer3KykoMHToUffv2hc/nw5o1a7BgwQLdYujo6GC/pxoMIn+gjZmiTX379tVF\nbkRjVRaVIpAiQHWSVHze2NiI1tZWnYdR9LCK9REiGypvEIjjsWDBAqSnp2PAgAFM8eKjFQsWLNBt\nzvQeyVu9YcMGJCcnw+v1GlpPAEY2x4SEBJ3QX7BgAe644w7mWU1NTcWQIUOUlL9/+MMf8Pjjj0vH\nMiEhAR0dHbo0mBtuuEF6HuDUBj1//nzp97fddhsuvPBCTJkyBX379lUKt7a2NubVNrse0JWylZaW\npkyp5De6gQMHGtIXkpKSmJEyefJkTJ48Gbfffjv7/q233tK937POOosJVKCrebPoreYNPrPc/REj\nRmDmzJns/Ga957xeL0aPHo0+ffogGo2iR48e0k1r7Nix7P5kCv0FF1yA5ORk24xgnZ2dys3syiuv\nxO23347bb78dEydOxKhRo5Q1FCdOnEBmZiYbW1EZoPe0ceNGA/OqWfRWxSBKqT38+ly4cCEGDRpk\n6dHu6OhgkQBa6zS/+POVl5dj4MCB7P4aGxtZ2xKn08nqC3m5NWDAAN3z8Od74oknDPcyZMgQfPHF\nF/B4PEql7ciRI6iursbChQtxzjnn6NKHkpKS0KNHD3z00UfIyclh70uFHj16oK2tDbm5uZa93QYO\nHAi3260bXx7klKisrESPHj0MEX2R+MHn8yEhIQGDBg1CVlYWZs6cyWQoyaAHH3yQ9fQcOXKkzoAR\njX+Sqaq6Ok3TsGDBAtM12qNHD3zxxRcAumrWNE1TKm/9+/e3ZHQuLi427BcyopdRo0bB5XIpHSjE\nYmhFbkQgUijZ3CcH1j333GPYz2gO8EYh6UNjxozBgAEDdM4q2ksvvPBCAKfWrrh3y+ay2JaB3jlP\ngsezNwOnHOi0Ph0OB9u/Zdcg/YtqodPT06X1T0BXucvy5cvZeMio7QHoHAqDBg0yOJD4vr+jR4/W\nzVnRGTFhwgQsXboUl1xyidRRMWnSJNTV1TF9zkyWjR07Fk6nU5lJ43A4DBE+M7bopqYmJCYmKiNC\nvF4TjUYtsws6Ojpw6623KvVJup/bb78dt9xyi61sBTOdEADmzp2Lt956S9fDWcTtt9+Ob7/91pQQ\njtbe7bffjp/97GdSkj/C2LFjdWzCKpx77rmG5vM8fvnLX2Ly5MnMiNu6dSsaGhowefJk3Rwmh6LL\n5TLMD34uXnbZZRg0aJBp3aOqITvhP8ngS/z//zOADKhgMGi7cNcu+Elr5mXweDx48803bZ3TLP3p\nRz/6EYYOHaoMU5eUlOgsfD4HuqCgQGf82OlJRSmdgN5Tfv/996O2tlZnnG7YsIERyxQUFOgUBAAG\nwhZxY7Ty5gCn0qDEseaFoLgZLVy4UMpqaeW95SEqGcuXL0deXh48Ho/OqBaZoI4dO2ZJtwx0CYOJ\nEyeyBR0Oh3UkGnxkyw5kue+i48JM8eZTU8w8cfPmzcOcOXMYXbQZ3G433n33XcPnohJ09OhRy/Sz\nWCyGyspKQ/QxEonoNuCysjLbKR1AV0qnWTqH3VYmDofDMl9eZOiSbYAqpYTH1VdfjbPOOss2CYgd\n1NXVxXU+cY6T8V9TU2NIZfrTn/6kPE88/YPM2BhF8E6Onj17MscMj379+iESibD5wkctMzIy8Mgj\njwDoKrInlJWV4Y033pDOMXH8eCZeWRSCl2FUuymOB80R2fqWRYVCoZBtOTdmzBhmVN1///2GZyLD\naNq0aZg7d66hVkrm8HE6nexeeUfWkSNH0NDQgObmZhZdCIfDtpTA05nntOe9++676Nu3r5SdkDB4\n8GBlPT1B9r3ZHFY5xQKBgC3HMIFP81dBNpYkv0QHDd0zGcEEMgzPROsGGYjUR8VurYrmEshAzMzM\nZOdSKfbHjx/XRdNU4PdFWWZOeXk5iwJ6vV5cffXV7DuZo9KMvfqyyy5DNBq1tUddfvnlaGxsZP2R\nRVCtPC8HrOZJbW2tjuWcB79erVhaga7o0ocffmh5HHCKffhMwWrf4N+RCvX19WysTme+9+rVC/Pn\nzzfs6aIjqqGhQUe6Ru9NrNEkxnSrqP+6devQ2dlp2u7MigTuP8LgczgcNwGYC2Cuw+H4qfg9eQpD\noZChvsoMF154oeVC5L2DZhTOubm5Srp0u5B5HcRQfCAQ0AlzUUFVGZNmtVUFBQXw+/0IhUKMavnY\nsWOIxWKIRqOs9mXo0KHStCEy5GpqanTGqFjLYIe0hRaILH2QQuOigqPqJ0YbjF0SB/Gc0WgUubm5\nuk2JKNtpPH/xi18wo8RsIdJipntyOp0sGsvfO3kCZektQJeAf/nll6XfkQFO5/P5fMqaVj79QWZ8\nNTQ04Nlnn1U+jwyqujBeCXrmmWdsvY9YLIbOzk5pui6dTybcrBj+duzYYcsRYoaMjAw89NBDrFeg\nHXR3g9m1axf+9re/WbIJdgcnT5603EhJPoopqfQ8DzzwAO666y5Tdl7+XHwKul1Y1Z/IIJODLpcL\ndXV1ukJ5Ws/8nsETBITDYWmdJrUp4dHW1oacnBx4vV5ce+21ppuvypA9efIkotEoi7ASgsGgKcPl\n9u3b4zKmjx07JiW6ou/EfoQy7N+/Hy6XC8FgED6fT5dd0tLSgoEDB+LXv/41srKy4PF4WBRJhoKC\nAsv6X7ofKwp8knlTpkxBYmKiMp26qqrKMhtIJH3yeDxSh1F5ebmpwtbZ2YmysjJlf1MRfr8fW7Zs\nkTqgwuGwru0PP26yaCbJW0oxl0GcOyKzqWwuqOaH7HNK6RTBZ1BZGfrhcBg7duxQpu7RdT0eD+64\n4w5lxFvG5s4jEAgwR7fY505MySwuLla24wKAzz//HLW1tew9mgUkNm7caIv1PRwO44ILLkBGRoZp\nSud3gQ0bNphyVmRnZ+Of//ynrXMFAgHLGlqCmWx7/PHHbRnUNE4bN240lc179+41LYWhGj4RolOU\n9FUifOPB/55qC2Xg21JVVFSgurraVoBBhf8Ig0/TtHc0TRujaVqapmnvy46hxtHx9NVpbm6Oq22D\n2aRT1XAR7CiZ5eXlWLNmDYBTir9oJHV2diq9kklJSQblSEZUwMPhcCAUCqG2thaxWAwFBQUIBAJw\nu906OmegyxMxYcIEXH755TphahWWJ8RDwUubqp1aArsGvl2UlJSwHO3S0lKdgUL3Y9YniZCRkaET\nRIWFhcqIjkhlbSfyowK1ZQiFQkqSj4kTJzKlScZspmmabi7Z8dZZRe0I7e3tys2Y98jbYdeL15CS\npWrwY2QWFS0rK8MLL7yAkpIStLS02FKwrcaEIr4ZGRnSd84/n6o/lXi83bljxRRoBrGNCn+fy5Yt\n6/Z5uwu6PtXTiHKDZ0EVqehF8ClQlE0gq+0UozmapsVNwKKaQ7xSq2ma5f6haZptxc/j8cDv9yvJ\nAUjeWc1vkaSDn5+dnZ26Gi+rfTYSiVjK8YqKCltEa0BX5srUqVOVkXUgvgwQAl/KwSMcDlvuVVbp\nozzS09MRiUSkyl19fT0CgQD+8Y9/oLW1FcFg0LDv8zpCXV0dtm7dylICeahS27obwJkAACAASURB\nVOxG1nnQPOAp+/n+rCr88Ic/BGBONZ+Tk4Pm5mbTOtUxY8awdgZmTiI7WVuqVh6ylMz6+nrTtZ6c\nnMx0H7PjaI3MnDnT1DHgdDpRUVGB0tJSNDQ0KFNcCbt375Z+zjvkZRkRMsRiMVM5U1tb2y0HnQp2\nZGg4HEZJSYlpDR/QFU12u904duyY5VoVy4S6A7fbDYfDgY0bN+LkyZPMYbd7927duu7s7FTWT/JO\nNAoomBl8VjrCf4TBZwf85LWbJz9p0iRdup4MvJA2G2grdlASIHaozIPBIDP8ZOC9D7yCKjO8KI1E\ndX+apmHQoEFITk7GWWedJRX0O3fu1AkgcRHSRLQadzvsUhTZk22qqtQEEWK+tyw9yuPxsNoSQC/4\n+/btyzx8YpSS0pz4CByNR0FBgW5sotEodu3aBZ/PB5fLpYxwiikh06dPV+asu91uy15wV199NXs2\nlTFup0kpf392kJKSIn3HvIfdKoWKh1VE2OFwoKGhwcBkqYLX6zWNMliBhDLNp2uvvdb0eLs9OoGu\n6LiK3e+BBx4A0FXPcKZg91wqZS0hIQFbtmzBiy++aKpU2zmXFcwi5wQ+I0DmKCBDTEwHIwOitLSU\nMXXySmWvXr2kssjr9Urru0l+EmOuFVavXi31+ov3aceRabd5Pe0Jqr2Inkt08ohygJw2I0aMQGdn\np6nXXFUnTIhGo8xpakYeYbd/HQ8z+SXWoYkQ5zWf7sujqanJcn+78MILmXFjBSI4UqU8ksK6dOlS\nnXNWBn49iAYen+oJqNkwZecXo6MUoTt8+DBzplAaZiwWs1SyzfrskTI/YcIES4Znr9eLzs5OpUMn\nNTUVsVhMx2Ytgp5XZIUVnTxpaWmYPn06vvrqK2k676JFizBu3DjTGjQRKgONDAaXy4Wzzz4bM2bM\nQM+ePS1p/M0ISAh2ZCzQtZebvafZs2cjNTUVjzzyiOX+F4vFLDNXnnzySQDma3jSpEmor6+3TGfU\nNA3r1q1DJBKxDFKY6Zq0Ju3see+8845hHMTU7quuukrpDJI55dLS0pTX+16kdMYDp9OJK6+88oyd\nj7f04+07FS9GjhyJH//4xwiHw91KDz1y5IhBqF5xxRUIh8NK4fbOO+9g3LhxGD58OFJTU5GVlYWm\npiYDTTnfa48muorQ5kyCNlEzr5FYRGw36qOipb/88ssZIYcq5YffBF577TWMGDHC4DH+5JNPdAZO\ncnIyU5JcLheampowY8YMPPHEE/joo490v+1OXyRCeXk5Dhw4YOq1e+edd2wxxdFY2uk3GYlETIuh\n6d4ANZNjPGhoaEBLS4vOG/td1aIAXcbqkiVLMGvWLADWhrCd1FUyEH7zm9+YHnfw4EFb6ZA9evRQ\nRk9pbHw+H0sVsVNXKwMxDqr6DMkQT61ld3HOOecwmfHYY49hyZIlALoIa1wul8HRsXr1agBdc4nW\nIBnYwCn5oyJREkGGdFFR0WmlDvNOqpycHMu5Zqa8EkjRuOKKK0zT0Hr16iUlFjNbW/n5+QaF99Ch\nQ/j666+xatUqPP3007YjkCrH6siRI+Pa26dMmXLae7Zdwx2AKWkL0FWfbbdGm2AW0br77rvhcDgs\nU+jGjRuHefPmSUsfxDRK1TuSzQeVsTx58mTDdVR7bSQSwdNPPw1AHW0ETjlANm/ezNh0RfDPZ9Zy\nxuFw4PDhw/jqq6/izg4Sx6G4uBgFBQU4evSoNHV47dq12LNnT9xRL5VjIBQKsX3bjL6fh50MrHju\nzyzwEY9Tzy4RmRUCgQDC4bAlS3EsFkNNTQ2cTme3ItgETdOwfv16S0ez1+vF119/bSCBkTmyzz77\nbOk9yZxIZnLYaj//3hl8AGz3VMrNzTUVDIC6cTuPO++803aqyXeJxsZGwwTJyckxTcfLzc3F0aNH\ncfDgQbboxUmTnp6OrKwsdq5NmzahoKCAbfB8CpCq9swuzH4v0ojzzxAvRM+d6GWnjUNU2mXzpb6+\nXsr0+vTTT+vy94FTaWR79+7Ftm3b8O233+qiE9nZ2VixYoWhHQGPl19+2dSYuPHGG5GZmQm3280Y\nVUXwz/vXv/7V8P2AAQPgcDiwevXquGqDZHUYMiXIbvNYM5CnUaTVJsiamVs9i9mG1dDQgBdeeIEZ\nZ6KRLoPVJkQwM4bWr19v+x2o6pUA4M0332TXIZlgp65WBlr7DzzwgGEDUilkqs8BY484Ql5enqH+\nQQZKH9yyZQure968ebNB9qmMUVXkmRxdMhkqeycbNmzAgw8+iAkTJhjGluTryZMnWc3aT37yE2nU\nmeY0tZHormHOg/aynJwcQ3N5HvQ+rWqqAoEA9u7di2AwaKDop+vt378f+fn5aGlpsUyhtJPSmZ2d\nDZ/PZ6r0DBs2DO+88w772+xY2X2bIR6iJhF2U955yLJTyDAiQ6+wsNDgXOAdhlVVVUpmU3FsyLAS\n5aad3oKkwB8+fJhFjCilMzU1VRqZo1p5K5CjJhKJmNYh0vO4XC6lUs8bNyqK+7KyMmRlZeHCCy80\n1Sfb2tqgaZpyfA4ePAhN02ztd/yerkrp5GWK3++3dV670bszgaVLlyp708pg5RTduHEjMjIyTOVf\nOByG0+m0VfJATMx226LIEI1GcfDgQdTU1JjKloqKCjQ2NkLTNNPMovXr17N/i/fFOxjsOMyssgy+\ndwbfiRMnbPfFa29vtxQ2diIGVmFUQE1HLp5n9erVcTXXFCG738WLF7PQuAiVl0jmAS4sLERtbS2q\nq6u7rSh2F2bev507d+o88PEYKDLwKWpWitbbb7+Nnj17MkHCQ9aTTiRe4PPvyUBpaWmxrK9S9dUB\nurz9OTk5poxl/PySCV2rOicZVKkGp/s+VLAj4Kkp9ZlAU1MTNm3axFpP2GmAakfJo5oqM5x//vms\n4XJ3Qe/S7XazeRdPXa0ML774Il599VXdZ6o0NCtGvtMBzVc+yjRmzBgsXrxYd5wYlSDa69GjR0uV\nf16BtIPGxkZLw8XOmiotLbXVbLq7MCOASU5OxtChQ21Hx5qampSKczQahcvlwrXXXqt0PhGs6uDD\n4TBKS0tNHQfAqdrUQ4cOISEh4bRSOu2w/8WDKVOmxHW8LPJChvi+ffuQnZ2NiRMnmq7j6upqxGIx\naJpmcAiJ+6oq1V+mJ4hZKLT2AoGA7r59Pp8ygtSjRw9m1NrdJ1TzMi8vj/XJNYOmaZbvneqAzeoK\nCWaR/EgkgunTp1tG4+LJliJZRO2krPTdM1lTB5izzJPhe6YYpSkTyMyRSbqMHT3cbgaQnQw7VZ0n\noW/fvsrr8aVkVVVV0DSNRSqtcDr61PfO4APsKxZ2mOXsFG9mZmZa1vDZIVKorKzEtm3bEA6H4XK5\nlJTSfN6znQlsFj0YNmwYxo4di/PPPx+pqalYt26d4Ri3241169Yx5TUlJQX9+/dnQspOE+rugvdO\nqXqMWF03Pz/foPQvX75cNy7Tpk2T/tYqHYIaacqU8bFjx2LmzJmm6VPi2CUnJ1te06qGD+gyCM02\nK35cZTn+4XAY559/PjRNw/bt22292+LiYtvOlu8K/H3KmpmfrvE5ZMgQtsGbGXNEnGOXGMKsgStF\n4E8XQ4YMYRFMGie7hEsiEhISdAYSP+6qtDazaArVgYnr1GpTFUH9OwFjmxLASJxBkbsFCxZYGhx2\nMHbsWFx00UXSiCC/5mhequYjbfxut9uyZgk4lZpqheXLl1vW72qahvPOO8/yXKR4trS0KNd9//79\nMWvWLFvyw2oPbWtrQ2JioiWZU3Z2Nm666SYAp1+GwXvfzwTO5B7Zp08fNn/EOSIaNBMmTFCyWQOn\nnHXPPfccgO6RthDElD+KLqqYPmmfkjFzE+i+EhISTGWlHaSmpmLgwIFISUlROimJDfqRRx4x3b8J\nVs4Mq3nYq1cvDBs2DAAwY8YMQzsiHuXl5QgGg3C73Rg5cqRlXfyZyA6IB0OHDrV9Tav10LNnT2zf\nvt20hjmeubpjxw5lH2weduTGOeecY/o97a2XX365qd7B37+or/BlOWZ9Bu3ie2nwmUU/eNh58XZS\nOgHztgfxIN4NSpxIqvxq1cKiSXT48GEEg0FWJyQaifQ5pajV1dUxTyqfi202se0o22LqCXmnzH7b\nu3dv3HzzzcrryMbUbtqBLKVGREdHh47qnWDVhBw4FeG79tpr4fV6sXjxYlMvsFlbBoKmaTj//PMt\nCQLMBCUZge3t7abRAB52PGxWiMcgs4qK0ZokRdLj8djyAFvhpz81dIYxgOaX3ToLs+Nqa2tNvard\ngZ1CfitomsZq5E63HqO8vFzXw9Hj8UjZY63Az0FR5omRB0Dfh8xs7tmNdBcXF+Puu++W1rzG42nv\n7OxkhpkdgiWzQn4e8aRbxYOBAwdKDeyGhga88soryrTreDFt2jTTxs8A2DyaMmWKJaGQVa20+Fur\nOXKmshnMnLQUlTv33HPx29/+FoC14kwOCNX9fRdZGNnZ2QgEAhgyZIhyrzFLh4wXU6dOxW233cYy\nZVRrNj8/H/v378cPf/hDyz3yvffes7xuRkaGrkG2CKuINBAfYzKv31ZUVFgaV3Z0yv/JtE8eVvsG\nBWXMGG7pPdvJ+AHszXU757JLFvfSSy+ZtmUwS0PmbZQzcd/fS4PPLuwqY1bIycmxTOOx8gYQmpub\n4XQ6sW/fPtMwtgri4s/MzITD4cDvfvc709/V19cjHA4zg5FXplesWAGgq0F3enq6oXlrd+9NdR88\nyNN9+PBhJXtVa2urabNnwOg9drvdynoth8NhWZ+1YsUKeDwenHfeeYhEIqZpkWagBf7xxx/bdhqY\n1fcBXbWD+/btw86dO6VKGHCqiasKvEctLS3NtkIQDwunDPF4b2VRBXGeiymddo1XFb799ltbBB52\ni9cDgQBWrFhh6nwi7/G2bdvs3aQCZWVlrHaL3qfVmlQpnrFYTBdF4COZ3YkO1NbWon///rp16vf7\nbZ9LFh0g2Qd0PYfMaLYrx2pqagxZALI1QetN7N8GnJJltLHLGq+L8Pl8tlI7rRhjCX6/H3/84x9N\nj6mrq4ubXKShoUGpWMZiMRQVFVnW65j19wK6ojtlZWX45JNPTI3nb775BkuWLNHV8akQb0Nnq/li\npbifiRZClC738ccf49lnnzW00AGM0fTa2lqUlpYaUu3ob2ISpJYqdhwcqjTe7sLsnT7yyCMAzN/X\n8ePHbTn0Ojo6EIlE8Omnn1r2RaS0WSuYzQu7WR6k+9htReDz+RhTtRlOp/1Od3C6fW551NXVYdq0\nabZ0x3icFlZjbDfQYwYyok+cOGFqHPIEdmaZgKST79y5s9v39H/a4LMDuwrsmUgHAsAKfM0mJK9o\n2fU82xEiTqeTHcfXlh0+fBhOpxOZmZkoLCw8I4vBLijEHYlETD2BvHFMz9Bdr2VeXp5l3zlx41TV\nGPLjbqbw2FU83W43pk+fbuvY6urqbqdYOhyOM5JGCHy3zJlm1/J6vWhubmYbnlXKmB1EIpEzmrZK\nTiezlBU7KU920djYaJst08rQoKjYnXfeadkLKl6IpEpWoHdiVuuraZqpJ9tM+YtGo3H1bJWhO3XZ\ndhsrx7PGrOqS2tra4o7YWtWe2EkdFunKRTgcDgQCAbS2tppeb8CAAWhsbDxjLIA8nn/+eeV3LpfL\nMpqicsCJoLkvyzDh95ENGzZg586dlgqxFXlUPMYGwWx/FUlaZL0C44Edp0dDQwPy8vLg9XpNSVsA\nsPRJO0Zrd8h24kWvXr10AYgvv/zyO7/md4XTTbnloWkaTp48aXpOes/xZBhZzfMzlQGjgmztBAIB\nQxCKL2kgPeZ00tT/n8F3BmCnhk/FkiUDbY4qgRoPkUZOTg6uv/56W8fyypAYQg+Hw8jJyUEoFFJu\ntlYGVneJaAB7fajMoPIeP/bYY8xTRmhtbbW8nth0WAY+RU0FepfXXHONbYPEqobvsccew0UXXWTa\nFzE1NdUypZM2w507d2LXrl227u10jaHTTS2SkRPxlPVWdbtWxlBCQsJpRzF59OvXD/369TNViDVN\nw/DhwxEOhy3Hx6x+uU+fPmwN0qbR3Rq+nj17MkZdTdNsN+41w+k4Buid8I4YXkkkBdpM6STDSlW3\nJSNmEkHRWNmzyIxNh8NhSXBgR+G02z4gKyvLsiYwEomclqyWYcSIEZaNx+0QZBDM5u3IkSNts+Na\nIZ45aadOP945bnb81VdfrZTxYg1fbW0tNE0zOEQoBUzkKrATWTdj1JbpKKezvu229OCjS2Z6Ulpa\nGq688kpbiv2ZmktWIIV+z549loao0+mE2+0+Y4Qsdsf3fxqDBw+2TZxkpw0SwSqFlRwCZigqKlLO\naXGfFtcKH7zg0//FmnWxrzNgvjat9IP/Z/D9D8FOvSAhHqX3dHOvDx48KG13wAtL2vz3798fN4nC\nmUJ3lGze46OqgSouLsa+fft0NSZnn322ZXuJlpYW5Obm4pZbblEe8/HHH+uYHM3qAfmFbRbJsVNT\n8NRTT2Hv3r2n5ZmMRqOMiTUajf6PkbGoiIpOB/zYnm47iMTExDPKUNvQ0GD5nlJSUjB16lTLOjPg\nVBREBlX7EBUyMzMt+1nJ7sduA3ARU6dONXxm17klq8WKJy1R0zSWzq7qEdna2srSg2fNmiVVFu3W\n0tE1zfDs/8fee4fHUZ3tw/eordpalryqa1nusmVwN26AbUoSqkUvISSEBFIICYQXAREOAUEwJQRI\nQuBH8gVIIHQZYnoJGCMXbGODjeSu7iJblmXL6vP9oZzxmdkpZ2bO7M6u5r4uLqzd2ZkzM+c856n3\nc//96O3tNTSUWM5lFmbbFRjhyJEjtmUI6z2SOclCyrZ7925TMseoX2a4cfrpp2P27NkhBrDyWR86\ndAiNjY2az5DMW161fPv27UNpaamknNo9rxEpCjCgI7CQ7NEwIvjz+/1M17YLOu2ysbGRa1okC3hE\ntCIFo8wAGmQ/MZqPZuQ4C5Tno3UI4kxXi0qrRS31xmbkPPQMPgOwpC8uW7YMP/nJT3SPsVIvyGMT\nJ3Usd999t+r3TU1NUl0TXdCvNFD9fj/y8vJ0vcNajZgJePReY4FazryS4aiyshKVlZW4+uqrQzzL\nGzZskPKktYSJKIqyNF61haYU4kZpoixgreNqbm42NCSMlGniUWIthgagyu7nVFsGVpDI6dy5cw1T\nn4zSCHt7e01FIlhg5EFuaWnBxo0b0dXVZfgs+/r6DNfZihUrpBRoveexbNkyXW+iKIr44x//iKef\nflqmoGgp9kYRECLvysvLMX/+fNx11122ZMbw4cOZ595zzz0nyQ0tA4Ae/5YtWzTl81VXXYUlS5aE\nfE574wVBQHl5OV566SXNZ3zo0CHuc02PIt8sjHrY0uCxl9GpTHrEbOvWrWMmUDE65q233jJ1fLhB\nxqN0/LI6SMl7sZKubNTaQAkebJGsvAbV1dW6c2TXrl2aDiuz4B0da2lp0W1u7gSs8EW4BV1dXaZq\n83kGLbQCCUqyKGULJ5ppuL29HfX19aiurg4hdzFrNxgFljyDzwAsQmrr1q14//33dY9hLdwF2Jgh\nCVg279dee01VASEgHmR6gtpNoeQFekysnlgixGlDRS+/Oy0tTSb4aSVLL3echXQhMzNTN02QKLSi\nKKK8vByrV682VI6MWDrvuOMO5OfnG9ZVsSrTZrxdduvM7G48WtTfAD+SgdTUVC7nAQYEOs8aEaPn\n5/P5IIoi01qqr6/XXDe9vb3Su+bVc4nGtm3bsH//fluphevXr8f9998P4Hiqrtac379/v+GzI0Qr\nAGRtaWiIomjoJGxsbERDQwNEUcSqVas00/0zMzOZ08lYo6qsyikh8dCDmVoS3nVQejKSyOzNmzcb\nnmfkyJG6Mnzbtm3MZFq82CZp6N3n+vXrIQgCtm7dGqIHaLGPKteqnbIRMxHbgoICy+njNMzsD3rH\n7t27F4899pjt8RDYdWjQfRTDWfPudvB+Fqy6td16bSWU+w7dhw847sBimd96z8RIb/cMPg4IR1Gv\nk1CbQEpFi3gQ9TZHURR1lWo7tU9tbW3MzUmJoUMrq8rGtDRLp9r9z5492/A6LIoAmRvBYFCVqp0o\nCcuXL0dzczMOHz6s+4wDgYAhSycAzJw507AOg3edjptRXl7OFKk0quGjU//0wMLsBhxXmvVSs4cN\nG4apU6cCMN4Q4uLidN/r0KFDMWHCBEn50jtWb72RNXPTTTdh3759qmtIaVROmDBBd+zAQK3txx9/\nDL/fLzXtZoFatKGnp0c1U0ENfX190nhZ0l6DwaCqM0gURZx//vmqGRXkHbe0tKClpQUVFRXw+Xy6\nhsLYsWOZ5q0eLTyNuLg4pjIAHgRBNMLdn3PhwoVM2TlGTqD4+HiuKdysIHJIrdyCoLm5GR9++CEO\nHDgQEs3S2kO06py0etzqwWg/X7p0qRQVFwTBlCNbC3qOqpEjR0otjYxkTXd3N1pbWw2dnsOHDzc0\nflnkmhHMRhoLCgqYybeiGYcOHQqJjtnB7Nmz0dLSYooHQw96tX70WjNyUPX09HCZRyUlJbrfewYf\nBxw7doy59x8LzCx+FoXooosuwl133aX5vZHQ27NnD3MakF4kzU76xJEjRxzxfD311FNoa2uz3KKD\n3JPW2Ej+P4uAufLKKzF69GjdsQSDQcPGwwRG0QFWZdoM4VC4KaBZ8NJLL+Gjjz5iSvswSlPr7+/n\nWu8QFxeHrKws3flBp0uykLbYaZpMo7m5WZP1kpC2PPLII6ipqVFV6JVjZVkDRI6ayYgAtA0Kkr7D\nwvhJIrdaNTuNjY2Sk0cQBNU1v3v3bkMFRRRFydDXM9TId3pKPwHrnORJOOR2mCFx0MLQoUOxZMkS\nlJWVoaysLGwpnYQhWc/YzMvLA2CO7IYVLDKExdHd1dWF6upqpjmsB/LcjWruzGDWrFlMxxntG5GK\nyLmVaIUnOjs7mciQWEEctkY1kkb9OQn05rXevFBz8rHWItp5Hp7BxwF5eXkhIdpwwUjYLFu2DIIg\nSP23rGLPnj3YvHmz7oZnFPmwIhhFUZSerVm6Xz2K9meeeQavvvoqNm/ejL6+vhDhyVJvR7Nqal3r\n0KFDqKqqMsytXrt2LQRBwOrVqw3pxI2iPLfeeiu++OILwzQvVi+XGWeG2tjNpH7Z3TzVfn/kyBFM\nmjQpJMqrBh5eaIA9zZHl2Rw6dAjr169HUlKSocLDskYaGxslA0HP2bNv3z7d/kGEREbrmsp5auRY\nev/999Hf349FixZxqykhNcdGKZ0JCQlS9E8r2qFVr0GjtbUV27ZtU2XNJE4z8rzKy8vx3//+V/Nc\nZC6zRBxZ0heBAWXBbI89t8DMnNB7rjRGjRpleF5RFHHgwAE8/fTTuOSSS5jHYAdEDumtZ715wZq+\nbobKXgkjp0xOTo7kcDl06JCt2lEWso2NGzeaIvAge78eWAz8lStX2jZorTicjdh2YwE+n8+0888I\nqamp3FpHaDlkrDgmWOeAnXYznsHHAWPGjLHNlknDjGA0Ekhbt27FK6+8wsXb2dfXhxUrVlj+vRVP\npB2Pqt5m1tTUJBl5LCx4Vq/V1taGrKwsW71TzILkn/MWlOGAEx70rKws3HDDDaoptUrwSvUw877H\njh1rKD/COX9YQN7TTTfdpHmM0vg2qnHq7e3l3juNtKQha10rpTMlJcUwWi+KouTk0SJ8OHr0KNLT\n01WdLUqD8ZNPPtFVPLZv386F6GkwgnW97Nq1S9fJ1NTUhLvvvhs///nPkZCQEDbiMbKf6I2toaHB\ndq0RD71AC7t378bw4cO5pKqRKBvPDJL29nYueyQPMhorMNOnNFphlnXVCGvWrOF6Pqv7slMBIq8t\nQxiwY8cOroLTjAAxMg7j4uIgCALmzZtnagxqKR3Z2dm6AtJoEltR5mlFmHWRkDHSmzOdjgUMKNkH\nDx5ES0uLKgkHS6SpvLxcuie9GpWysjLDc5EILEvtoFEqyhlnnIFZs2bpGhFNTU3cUv94wqm2DH/6\n05/CqjyTmjsWbNu2jcnJ093dbbiGjOpcRVFEMBiU6lyHDBmie/ykSZNUP+fBgKhEamoq2tvbUVFR\nYdqBRta6VjsV4g3XO6/Z8ao5ivr7+5Gfn8+U7rZgwQLd71tbW5kVelZWvwkTJnDpmRgJsKayA+z9\nJY0i8Xv27JGcnOeddx5zT9twQYtQy2xbDbLf8UxPVK41XtkTWpgyZYokr1gcdyzpzSyZGr29vZZq\nIGm4hSTPbeDlgCWora1lks1214EgCFLKtZvgGXycwFIgzgozZBpGaUY0C6QZqC20/Px83TRJI1jp\nZ2Nn4dHec2Ue/vbt29He3o6enh5VAWCmXxlg38sniiL+9re/Se0g7OKLL77QnRss6WluhJFSbldQ\n84zU80Zvby+Th1tvk1Q6JowiFkYkTXrgWW9jFaT9gRHxBu3IYmGotGt4A9BslUNgRl6yMsc2NjZG\n7do3A57Nsk855RQAAzL1ueee43ZePbDus7zZBHlC2TeUh1NczyFIrlVeXs4ciTVap6znYW2X5MEc\neLeL4CkXjBCJ2k6j1GLP4OOA1tZWrkQOPJXO9vZ2fPnll1i2bJmp36nVnDU3NxsySOohXAXvRPlR\nRiPpmjsyloyMDNWFyaJs0efjAZbnw+Lx+uCDD9Dc3MzdOxYO2J0jarWqbmfRZUk11Yq0KRGuNUbW\njN71zI6FVtj0agdZzqEEKdLX2oStpOY4vaGzMm8CzhB3uA1mnreZZ2eUVXDo0CH8+c9/Zj4fD7De\nq5aj2UyPxHCBR7q2XpSXfmYsTvMRI0YY1nUbZUAQhDvlvqmpCXfccUdYrzmYYFe29/f3R8Sx5vXh\nCwN453DzVNr8fr+lyaslwPSKwY2uY+W+mpubpaiGVSZNAjqlc8yYMbrHsqRy/PCHP8QzzzxjeBwh\njNDzcJIGv0YRnD179hga76xe33Xr1jEdF044oUR3dnbi+eefZ3ouhB3PApwYDwAAIABJREFULsww\nqG3bts3QKGUl5QD0GfaUCoyRYqS1Dnp6emwRPqiBTmsla92s00KtPUNFRYWUBq2VOsva8oWgoaHB\nNl3/nXfeqfv9Rx99xHwut9V4OgEz98jal5AFJOI7c+ZMXH311dzOqwdWZmQnev/xQlNTExoaGsLm\neCS6CSsHQl1dnWtYpc2+x7179xoyTXqwD6tpmW5tZO8ZfBzg1pcLDEQLR40ahcWLF9s+V35+vi0l\nx4rBt3fvXtOMSqz1LIA2AyXLNffs2cNkIKxevdrwGNJbj0cROakjcgvMKtN6MJpDau1Hurq6kJKS\nwmRM8lKczczBXbt2GXqaWdIMCcKlYPX39zsSUaQj57xIMoxaJfT29krprnZ70M2YMQM5OTm2zgE4\n4/xgaU0SC+AZ1T/rrLNwww03cDsfC1gNEa19ykwNMRAaseexrgVBcJQURg2iKIb9mh6iB0YRMF6I\ni4vjsgfwhmfwDRLwUB7s9n2xuokQg4G1sJnFaCJjsVMsXVpaismTJxsex9IOID4+ntnYMDLeBUFg\n7jE0WLBw4cJID0EXRmmdvGikiVFDDCkjg0qLBCUpKQmFhYVcUzoJaJIjs55vZf8kUsP35ZdfAtBO\nl+/r6ws7255RDZ8HOczUhJqp1TEigxEEAX/6058kp1w4wOpYNVPvrwcnagFJpgFPcjC9PdIsUQ1g\nvDeHK0U+Um29BhtYuTZIpohVhtn4+HhXltR4Bp8LwXuiaDUJNgujOkUj74nVFAQebRO0YLcR8Q9+\n8AMu4wgEAlz7Y4VTOfHgHvT29pqq5zJSaIxIWx5++GHdsVgBr7RaGryjZXrPZd26dUy9KyPVsHkw\nwEwNnxHo9/Tmm29yOy8P8KatJ/fKO12bF/QcX7t37zaV+k6Xi+gd42Hw4vLLL7f8Wz3jMlyOBCU8\ng8+F4Jl289VXX4WNQcoojc3qJOdFiEM/V5Z2CkYgtXlGIFEUowgCq5fVSOlobGy01eSWN8wotkbp\n0VZZOt3OTMhLsejr69NdhxkZGaiurpYUJ6MIgVpNHDCwJr/55hu8/vrrmr91OtWdpYXH7bffLksR\nDde6MJPS64E/eNbwPf7443j11VfR1NSE6upqbuflAS2lkrXxutZ5eOogPB3YevKf7OWLFy9miiqy\nyKdwlevY5Sfw4C5EyqAzQkwYfG59uG5AfHy8a2oMs7OzLf2O1/ullT1iGNiN8LGMjSjVekpgS0sL\ncxqPkXHQ39/vKhIHM+mITkU93O6pZYkI8UBbWxtXogfWdgCRAnGykHUajuc8ffp0pueixijrQRtm\n9jEzcsRIVra2tqK7uxsHDhzgllrtNhCD44033ojwSPRhlIJppg8f4PW/86AOp/eJSGV3xITB50Eb\nhFXMKUFOKzZGSk6kDfPS0tKQz+z0FVQ7nxpYvI1Hjx7laqTxTvWxAzOKmlNzZPz48Y6cN9ahrIkj\nSElJwcSJE3HJJZdo/pYlAqcGOwRTyvnDUmNrBSNGjNAkI1q+fDlTwf7XX3/Ne1gxDafaMhghMzMT\nxcXF6O/vd0VvSRpaDkuthuxayM3NBeCMIsqzhk8P5FksW7bMVuZOJOAZnu6CXQZmt8Iz+DzYgpme\ngZE2+GjwGguv8/COlBQXF3M9X7hgpFC5aQ5FI8JJ486TnVUNLMopSUnlNW9Iaxe98x0+fJhpbF4a\nlzk4tfaNoka08WhE8BJuaD0TsynshPCEB5s3AYmyhSsNlnZOsbJde3W0HvRgdX64KcOKhmfwxTjM\nNlw3C7ruzGhxWG28Sowhu8oqnUK1bds2AGwtE7RQWVmJv//977bGRNDa2srlPARmeng5DauRHjUY\npVRppcm56XlEEso1aqREa9XwscDqpsdTZhFPfzjT2j1DzhmYUb7M1PCx1IiTcgAebXN4QuuZmJ3v\n5Dw81x4hceO5Hlhkihmj1S19+Dx4CAc8gy/GQRSerVu3OnJ+emMJBAKOXIMXaAp60qfJjofPjjLs\nNKJV6TR6H55H1hqsRke0GD8J8++nn35qZ1i2wJJeR9K8eEeHeJzv7LPP5jASD2rgKSe2b9/OrR8k\nb2jd58SJEy2dj6eeQNIUeeoFnvz3EA0wygQIZ6YNjZgw+DwhoA2i+FttiWAEM6QnpE7ALIhX1W6K\nmNWeKlpgNfjq6+u5XncwwyhaqNZ4HQhfHYlboSUjjQwXo43pm2++0fzOavrbqlWrmI5Tuyfl/ZBU\nNZ5RZr3rE7BkMyxfvpzncGIeZt6hmRq+lJQUw2N49bsLFy699FJTxxNWT56kNMToNFP2YQSn08Q9\neOABt9okXHZBQRD0uwZ7iDicogkfNmyY9G+jPnxWmY9IAS3PvGgerR66urrw3nvvGR4XLgZGt4Ln\nJm0U1dEStDt37uQ2hliC0cZk9Lz1lHCrUTBWWcVaw/erX/3K0jj0YHRvJIPAgzbMGuFm0hTXrl1r\ndjiaGDNmjGvbumjtuVbXnpmG9UYgY3Aqu0iJ2tpabN682VRaqlcT7iESSE9Pj8h1TWligiCcBGAM\nANp1mwDgcgDf4jguD5zhVBGpGYFpVbiS3yUkJNjOuS8vL8f+/fuRkpJiO+0xEAggIyPDU+44gmet\nFSHY8DCwdtRkgFGT9uTkZFXGMkEQsGnTJt31aNXLmZubazkqrtZ/rKamJuytaVju/eyzz8YHH3wQ\nhtF40IPRnmLkyIwk3Jy6/+WXXwIw7j9rBm4lw7ALN79HD+bh1vYtzAafIAhPAvgxgD0A6NkZB4Bf\nzN4C4uLiXNNrbrAhHJthYmIient74fP5uBRZ19XVISsrS7NpLSuCwSCKiopQU1Nje0xuB6nZijQ8\njyxfGCkaWrVL3d3dhmvR6nxhNfZYZH5RUREWL16Md99919JYlKioqEB5ebmr63ejBWbXspl9PjMz\n09CZwYr6+nrXyD+n0NDQEOkh2MaIESOQl5eHM888E++88w7Tb9zyTr19bXAhGvrwXQXgNFEUC0RR\nHEX9VwTg/xwan4cYgl1PHw8vWEVFBQB+KVeDRVCHq0+QkSA08vDSvyfv2oM2nHyvbvBy0tkBPFFf\nX+8aZTFaYdZJa+Z4Mwa5kQx3OxkZT/B0Xk6bNo3buQj01jFZjw8++CDz+dzS/86TJe6E1ffi1lpT\nMwZfFYAdGt/9k8NYPEQh6M3QaGOMVN4yQWNjI+bPn++lUVmAHcN2sBjFbobWOzBDukTDqHdZOKB2\nT8oN2gkyCl5YunRppIfgAcZNlgeTMu5UrX84UFdXh82bN0d6GB48GCJSOpEZg+/7AL6n/FAYGPmP\nuY3IArx0zsiB3gzr6up0j83Pz7d1LV7euKSkJGRmZto+T2NjI77++msOI/JAYOQZc6vnLFphlVCI\nJbXa6SbVrIr4smXLuO0RPOtC3UoE4lZESklycw2fm+FEmijLmv+//2NPOHNLX8Xk5ORID8GDCt54\n441ID4ErzBh8swD8TBCEfvo/AH0AvNwpD4bpdnv27LF0XiMPLCuCwSAWLVrkRZzCDDMecqNjjd7d\nYPLGm0EknkskrqmcH6NGjeJ6fiOnlgd2mJXDkVrbx44dizq5Mhj3uKKiIkyaNCnSw7CEaJtfHqIT\nZgy+pwB8BOAcAKdR/50O4CX+Q2OHEz2WYhlORUmc6lVE0sd4Naukz+NFjDwMZuTk5Fj6nVs90iNG\njAj5jCct/Lx586TzeUqaPUSL7I1VZkinUVhYGNbrWTFyU1NTHRiJh1jB+eefH+khcIUZS+kAgF+I\novi2KIr/pf77GIDHfx5mDBkyxPJvedbf0A3d6Z58PMGz9o8QeYwZMwaAvdqe9vb2QcHQCbhHueUV\n7R1s4O3xZyFQigTVuHKeVldXW84s0MIZZ5zB9XyDFdEShYoWw5TGiy++GOkhROT9rlu3zlQfPrcg\nWtbCYIPVueTW92nG4PsZgO9ofDeGw1gswy3KaDhhZxPi0drACiK9CBobG6V/D8Y5EymYee92a628\n92oOvKjr3Yr9+/dj/PjxjpDMuJEIJprgRc5iG1Z7aepBb85s3LgRtbW1+Oyzz7hf12l0dnZGegge\nwgievSnNwIzBdzmAmwRB+LsgCP/f//77uyAIzwB40qHxeXA5zFBWB4NBS9cQBIFL6gXdU4wYBvHx\n8bbPOxjglsiakUF39913h2kksQGrUTi3pnRagRkZEI3RAw/2EI1NsS+77LJIDyFi8BwxHnhhMKd0\npv3v/wkAiMte+N85oi/nIcqRnZ1t+bc8vd00g5lRJMdOhO+qq65CWlqa8YE6UKsxtDMmp2oW3Yhw\nMeF69bjhhdVov1s90l999ZXp31jNlvCcRfbgNIurh8hCrZ7WLvTW3OTJkwGYKwGJdNYRgVv6AXqQ\nw2rGkFsc5EqY2ekeBtAmiuJO5ReCICzgNyTzGIxpXPv374/0EAC4R2CaBY85EwwGudcHuRXx8fGu\nSMFKSkrS9bgvWbIkjKMZvHDDXGDFzJkz8c0333A51+LFi7mcx4OHWEekGG3doht5GLxwa6s4Zne6\nKIob1Iy9/333Cb8hmUe0Gh2xADql08iIshO9EQSB63vesWMHgMHpLLCCcHnj7b7jwfQ+Iyn3IkFk\nwXK/xMtvBla9696+Yw+D9fmdeOKJkR5CWNDW1hbW623atMn0b9wyB90yDg98YJT9wZOI0AxiIn/K\nSwOLHGgv3u7du3WPtSrUBEGAKIq2lfk9e/Zg/vz5ts4xWGGH6CecNTD33HNP2K4VaUTSuE1JSQn7\nNVnkRzieSWVlJQD3pu14cDemT58e6SGEBRkZGdzPqZdZYIUIwy0OQreMw4Mcf/jDHyz9zq3v07OU\nPDgGXlEhJ7xfI0eOBODehRlL4Pn+vPc1eGF1Hn3xxRdRlYLqIbYxWBzURUVFkR6CBw+2QDO780Sk\nIroxIXm8cLg58FSa6cJspYCfOnUql2u0t7dj7dq1XM61cuVKAMDOnarZyaZgFNH0MACeJEFGkcby\ncq8laKzCqpxvamrSramwKg+jsT+bmzBYI6SDRV9x4j5j9dnF6n1FOwoKCiz9zok2QDwQEwafh8iB\nFlS7du3S/E7tb1Z0dXWhqanJdRsI3XQ+1uFtSO6DGZbIWHh/Vu+hoKCAW1Rl2bJl0jhi4Zl6CD/C\nMW/c0HjdCfCOjrplDbuV9Xiw4+abb7b0O6N5FalMJc/gi1LYacvglGdVOYmVjVetClefz8fsafG8\n7s7ATnpuNPaxigaYWU+8UxrpnpbhAkt/LTVmwJkzZ+rOXzPK1tatW3HBBRcwH+9BG4OVin7dunWO\nX2PLli2OX8MIThhTsdpjL1bvK9rx5ptvWvqdUSZSNDRedy0G42Jxi2eKhrKxent7u8wjZ3XMQ4YM\nwezZs5m8IkOHDjV1bq8mjA3R8pyiZZw84EYZEGk4VXNBcPDgQYm0ZTDuOzzhzV/nUFJSEukheDAB\nz1E9uBCpdPaYMPgGI+z0mnEqv3j48OGyv/1+v0SOEi7k5uYyHRfucQ1mmJlvnhLNDjPPineTcL/f\nz/V8LHCqNYiZSJM3P/lhsEb+m5ubHb/GZZdd5vg1IgHecswtGKzRbrfj3HPPtfQ7I50nXG2ulIgJ\ngy9WhYBT4BkFob20yvMWFhbi97//vfQ3ayNWLeHneYSjE4Mp6ubBOVit3zFi6TQzP0ePHo0LL7zQ\n0jg82IMn/9kRq8/Kc7h48GAdMWHwDUbYqeELF6zW8Cnznw8fPsz827179+p+T6KQhGHT20CcRzgN\nvsFkXJrxEsaCAmj1Hr7++mvddd7R0cF8rubmZjz55JOWxuFBjsEa1SgtLY30EMICj8Xaw2DFsWPH\nIj0EVcSEwRcLyoxZuOWe1VJLScS1vb0d//73v02fU61h65o1a5gKXQ8dOmT6eh48eIhdiKLINQvE\n6TpBD+oYTM6cWIBbdBQ9RMMYPUQOTsmc9PR02+fIzMw0/RvP4BuEcOp5kcUxevRoANbrfK6//nrZ\n30OGDEFjY6NuLy1WXH311QCO9w/0iqXZYIfl0cxvvfRsdphZx7w3rkjIXKvX7Ovr042GpqSkWDov\nD3k0mOEWL3haWlpYr+fE2hk2bBj3cw4GuMWJ4OmwsQWre4oZBAIB07/xDL4oxb59+yI9BADyZ9/Q\n0AAAaGlpATBQw3fFFVdI3xND0AqCwaBhDU9mZqbhItiwYQMAoLa21vJYBiPsboysa9TuddyygYcD\nkZR7kXjObpDzR44cQVtbW6SHERMwm07v1PtfuHChI+fVwpo1a7ifM9xGa6TgBhngwYNdeH34PIQN\nvCbbkCFDVD/Xopy1mtN/4MABpmhhbm5uSGsIJRYvXiz7ezAZCJEE60btbejsMPOsYuG5mqm1U0Lv\n/s3IgO7ubtdEpgYbnJLVNTU1jpxXC01NTdzPqSxliIX17sFDpOFm/fDAgQOmf+MZfFGKnJwcy7/l\nNYkzMzNl5DGFhYXw+XxSMb7yOlbr6/r7+5GXl2eYfmmmVUVRUZF0biByNLke5PAUFWfAu/F6JN6T\nG1Iok5KSPKKnGAPJSAkX2tvbuZ/TSj2P02Dd7yO597qlNYhbxsECb4+2j6NHj0bkup7BF6VwQ0qn\nMkVTFEWkpqZKvfBIiieB2aboBIFAANdccw3TsVYJFTwhpg+7tY6svfjsGib33nuvrd9HEwbbnHWq\nf6gZjBs3LtJDGLRwar5bqYWxAyd6WNopl3AKrIZtYWGhwyNxP3g75DxEFuHYm70aPg9hhSiKqn34\nTjzxROkz+nurm1JiYiKeffbZkM+VTEcsUc9ly5YBOF7DR0hCPIGrD7trLFxr1M0pGLxhxivMm5zo\n8OHDXM/HgnAUwnsYfCguLg7r9YzKDnggmnQiz4nikcfFGoz0kEjV3HoGX5TCDnGAU8+roaEh5NzP\nP/+89O/169cznefTTz+V/d3X14fq6mokJyfLPle2b9i9e7ehV/H9999nGoMHvujs7GQ6zi5L529+\n8xtbv48mmFnHg92hofesWOcmMLgcCm6DU/tWuPUHo16xVqC8ByvtkCKFbdu2MR8bq+tP2XvYzYjV\nd6CG5cuXR3oImrCSih4TBp8WSYgHdfBasCwb5ZYtW2xfp6ioCLNnz7Z0fSVI/Q2p4fMQHrDOOZ7K\nV3l5ObdzuRFWnxWP1hdahE1OQlmnZOb+o6lGxkN4EW4Fdtq0aWG9ntsRSQOC8A148KAGp+amV8Pn\nwRTCnYaiBuViUEtVKSkpkf49a9YspvOeeuqpsr9PO+00/PrXvzb83ciRIzFhwgSmayjbMriBECKW\nwVp/xVvAemQ8A6BThnikD0VCSRs7dqzs70mTJnE5rxkDeDB5t92GWHn2F198sePXuPzyyx2/Bi94\nKZ3RBaP2WLGEc845x9LvwhGxtcJaHRNvzg3F/CzIy8uL9BC4QmsD3rRpE4ABDzzdh48VSs/9xx9/\njIcfftj8AHVAyF3IPVgRYl6TcHakpqaG5To0aUtFRQUKCgrCct1IwGpN22CshdPz5MeKIRHriJWU\nTiewY8eOSA8hBIIguP7Zun18bsRgemZO7Q3h0oeU8CpFwwi3FObyTG9SLv6Ojg7NnHyrgkIQBKxe\nvdqw1mbfvn2mIzokshcXF2c6yudFBdkxmDaJcOHIkSOWfsejj1wkjKS1a9fK/naiFsqDe+HUnPvs\ns88cOa8WnLiP1tZW2d9uqOHz+XwQRdFQ3/jkk0/CNKJQmKnf5QEreoYHD7wQExE+T5l0BwRB0K2n\ntPqeFi1apFrD5yF6EK7G63fccQfKy8tjvn7PLJTPNRqj00rlzIzBy2uP8KKBHtwIN/bhAxBCtOY2\nhJvMypMf0QU32xZWxhYTBl+0gCdRiJ2JyCsFdteuXTIve0NDA/r7+yX2TGV/HTtjvuWWWww3D9L/\nzwzsKL5uidhGA9wsOO0gkgqNmX5etKIhCEJUKh7K9FxlWxY96EUZzGQFeFHF2MPJJ59seAzPuqWK\nigrmY6dPn27pGlZKKSKFU045JWLXDvceHqv7YKzC6j5ptKdYqb9TYuTIkaZ/ExMGXzRR2vKCGxQP\no8WgFG52UjoFQWBKv2Bt9soDnvBmB6vCxMPjWlFRISlVTr8jPeIQp6/NIzUzmmHGwaMnq6LR+A0H\n3MZg6NR7qq6uduS8rGDpH2sEZUqnHfAybnt7e8OeMmkW4XbYxYKT2NN7jMGzc8DQoUO5nSsmDD61\nCehGYoJYUyxGjRolI6IpKChAcnKytIHV19fLjrcqKD766CPVz5W9CPfu3Qu/3+/6NJJohF0Bxvru\n7a6RcK8xvftyms3M6npKS0szFdl2oywFIuP04qGce4g+8FRylb1CeTgjsrKybI1psCISNXzRjsFS\ng2gnE460/9ICD9KWmEvpFAThYkEQ/ikIwpOCINyhdZyagh8pFpzBhA0bNoQoXampqZg8ebLpc/Ho\n69XR0YFgMGjq3ZOFacVQMFrUHo6DVTjZ3RBvu+02Wf0eT8+3Gr755hvN75z2hKalpTEfS4/l6NGj\nUel8ounbzXo9B3vjeQ/aYGnlw1PWv/rqq7K/rZIv0VC2LLEDXgo96zMz03idN8Ldn9OTQ9EDO6nG\nPGvktTJ59u3bZ/pcrjX4BEE4E0A5gO+Jong9gEmCIPyC9fdW6rlUxmD7HE6D1MuZgVPKXmNjo25u\n8tatWzW/0ys6P/3001U/Vyp9xNDLzs7WG6YHC7Dbz47VkLMrKHnkxvOCW725ZuWaWq1AJAzG7du3\nS/8eOXIkFxlvFnv27An7NSOFaNj/eCDcKZ3huN5geXd2Ee7nFAtO4mgk/Ao3jKKDZvZPrbIRK83b\n3amRDGApgOfF40/mOQC/EwQhbPl6VoWBVnoFTyXJDT39pkyZIlO6jOrnDh48qPnd6NGjpX9rPXdW\n0hYzDZntCC+vqTc7WGsr7a6R73//+1L9XjiYOvWIU9yU0kl7ltPS0kwpHhdeeGHIZ5GOEM6aNcvU\n/esdayZd2U0OBQ980NLSYniMnqzPz883dT1lRFFPTji5zrScxbyMoOTkZKZsG57RSbMIN7upV8M3\nOGC0bs3sI2eddZbq52ZIywhcafAJglAEYCqAr6iPNwEYCmAByzl41HdYFbZ06pFTINGySBdFK8PK\ntIAfMWKE7Ds7JBMspC3EoHzrrbcsX8cMBlN6Bs8iZD3Y9YBG2hCh4eb54abnxAparm7YsMHUb3l5\npcOdAhZJROMcsYJAIGDr92ZrXJUOlKlTp9pWoq38ftSoUaqf8zJKwlW3rQUWp3i4HTixYCzFwj2w\nQBRFV9zrxx9/rPq5lVRwVxp8AEiIhna9kWKcYuXBZl8Kq0Cz+rKVZCVOgES7rCiVTimifr8fHR0d\n2LRpEwCgrq7O0nmUjVg/+ugjPPTQQ4Zh8ra2NsvpMoNFuYkUWD2pPAVsRUWF42QGepFLpw0+M89K\nWZdjN/poJZ3ELuhaH7Np23qMk2YU3MFCWDCYMHHiRMNj9BxRjY2Npq732muvyf6ura3FiSeeqHos\n6xqn053tItx7oVPXCwaDjpzXDtxgQNjFYNGVduzYgeXLl1v6bTjesxUnvFsNPlKcRecAEtcqE1OB\nXn0Ha92bVU/X4cOHLf3ODEjampUx8lRa6Oecn58fEtWjQTyhJBRtdlEoUzWVvyfn1QqB80Ys5OOH\nC+Gq4XMTnE7ptGp08SBtibThU1paGtHrDwa4OUIdzfjss89CPpsxY4bqsTU1NUzn1CuXMAueCn0k\nDRyzhng44FbGYw98YbSGzBhrixYtUv3cijPbrQbfgf/9n3bLkpUSQrun5mXnUbNhVaHX8iZbjXip\n4T//+Q8Aa+kovISwKIohYeWZM2dix44dAAZSOjdv3ix9N2zYMADHFQktFiQlScTo0aNxyy23GLIm\nnXXWWQgGg9i/f3/Id1r3TBRXK5vcYPF0AfaNW9Y5Zzd1dNOmTfjvf/8r/e10yrOeF9npeg1l/1Gy\nvtRAR8e7urpMzd3a2lrd84UL48ePl/5dWVlpKqqhl7rlOW7UEWmj3g7MsD6z1PDpOaLMrnNlXdvC\nhQuxbt061WNZ5+a8efNkf7/wwgumxkSD577GIs+3bNnC7XpmEe61HwtOFKf0HjdyIvB0pNBguVci\nVyorK1W/j6WUTrKT09YMyeEJ4UE3O1FYlUqrG96YMWNUP1f2jeMBM9TsBDwVUZq0QhRFFBUVSZuj\nIAiqBCrk+rt27VI9Z1FRkezv0aNHQxAErFixQvb5oUOHVMdjJt3LrUyKbkO4akzsXmfy5MlYuHCh\n9LfTHlW9wmmnvdtKxxJLahpgfs6rrdNIGHx6LL92MJgcN2YwWGSjmoNQCb21bIZALTU1Fffcc4/s\nM+V+R4N1TV977bXMYzACr/XQ3d3NpJs51TeXJaVTj3TLCcSCc8mpLBw3prs6VRLCYluQPVYrI7G7\nu9v0M3OlRBdFcQeALwCcRH1cgoHI30rl8WpGz86dO22Pw+rEjqTHigW8hI7WxkA8mLW1tXjhhRek\nSXngwEDglghZmljHyvtSRm82bNiAxsZG1XFpjVXvWYSbwcvNsKvgs/bDs7uZDCblXU1Z0Xp+NNkI\nD2MtEjV8tbW1krOINdWNwEulMg83etydAEuETy8yQ/Y1FqhFHvVkVlNTE/O5aVxxxRWWfgeEV4am\npKQ4dj0WZTjccswOcV0k4JTTR022KDNW3IBzzjnH0u+MgkosQaekpCTk5eVh5crjJg8drAkEAqbX\njisNvv/hPgA0ndX3ASwRRTFqY+JWeuYZwU1eETIW4rHTimgSz5tW6quStIWcV5nSqeUZVP5eD2TB\nqC0cr5/fcYSLpdNN89mu8en0vaidnyV6bzYrQKuGQKuG1ugzHjh48KCpOan3LmKpbpQnBovzxC5L\npxkYRZ14RZzspHTyhJGBExcXp5qpwwPffBOSDObBJNTkJg9dICcnx/Y5ohksew6RS3R7Kb2yDRa4\n1uATRbESwHOCIPxNEIQnAHwuiuITPM7NGqa1mtKp1Qdu+PDhls4Sl8l5AAAgAElEQVSnBsJYp6XI\n6JHW8FJwlNcmCsLkyZMxdOhQZGRk4IorrpA+Vwr/adOmqZ5XrWZIDcrG69OnT9fcULU8VXqKoJuM\nj2hHpJ6lnevaNVacMna0IAiCZt8rPZZKK1C7Dr0eyfUKCwu5XZNOfcvKyopIWqmH6ADv2l09Rwpr\nj1EtPPPMMxJpy5QpU2TfWZVf0WKshzulUolwR/6jTadQm/c8anvV0pjdllGg1baEBU7dC93zc8+e\nPaZ/71qDDwBEUXxCFMVrRVH8qSiKj2odp1aQr+eFuPLKK/kM0CTC0a6B4OjRo5pGDq/NYOPGjbJJ\nR/ctGTFiBIqKimTXIsLV6PpKYfDBBx/gwQcfDDlO6Rlcv349AGDBAqZWjQAgqzc0i2gT3nZgt+6T\n9VnxLmo3k26lBItjSG8uh7vx+q5duxzpK0WT4BCoEb/Qf5ONiaU+ygqKi4tNRSqjRQH2EH0wowCr\nlRzk5eVpykfWeav8vZ2UTl7w+XyGa3T48OEhjlteYK1/DCeirfF6OHUcN+pTVsdkFAVlPW9BQYHE\nyE8jOTk5dhqvm4Xaw9Orv/rd737n5HA02TitWORaIE2ItRSqrq4uxxdQV1eXrDZLEARZk8i6ujo8\n99xz0t8nn3wyAKChoQGAvHlyc3Oz9G+adAMAvvzyS1RVVYWQtii9uORZqG2SRpuypxA6i0g34bUC\nuwxdTq8/pTxpa2vTNJjpz82ye23cuDHkM7Xa16KiopCWK7xZzui0eDcqCLGEaGYUNEMEwlJfrCeX\nzBgsPT09uP/++0M+f/bZZ1WPLygoYDrv888/L/ubJaVTqz5QbV1ZzQpiSde0E0nRA0tbhnDLkHCV\nRjgJHhlirFlckcT69evx6KOacSZbYJl3oiiiqakJ8+fPlz4jxGWLFy+2lFkQEwafVhqTXfAWBk54\n/LU8+oFAQNObxGsjz8nJkYWum5ubpYXc3NyMtrY2WVsG0n+IPAeaSALQJ5OYO3duSIRUualPnjwZ\ngPrm7IRgd5NxEiuwu0aU78RuzrsRaEeFEk5H+Pr7+2XzeujQoUypJGaVDrXa4/j4+JD7++qrr0Ke\nP09q//Hjx0u1HzU1NVzby3gIRTS3ZTCDpKQkw7mkR+5lpgbwpJNO0v1+9+7dzOfSgx3iOKu1wWow\nIoiL9NqL9PWjEU6lK8bSu+DxjERRlJ6JMvV406ZN0r/NRPpiwuAzu/HfddddTMfxDr8r+8vpNSln\nhZaxy7N2RgsjRoyQIo3A8bYMpaWlyM/PR0ZGBsaOHSv7TUpKCgRBgM/nk9UVzZs3T7PucNq0abj1\n1ltDaiCVUdxzzz0XjY2NqsXaVpRvrVpMLcQy+YNdYcxKXe4mJdMuJbPT3mO/34/LL79c+ruoqEhT\nHtAbEMtmRBt5Srmlha6urhAnjlNrwmxKpwfziOa2DGZq+C699FJbrQFKSkpkf+vtG6Wlpbjttttk\nn7322mu48sorceqpp1pu3WSlTEUreshT8VY+VzWZ6JScZOFMCLeREemaRR7g8cycaFHGG9OmTcMv\nf/nLiF2/uLgYBQUFWLRokbSvk31v3759AAb213HjxjGvoeiV6BTUblZPwfz000+dHA7zw7fDTkWu\nYUVY8vLQKFNX8/PzJUa/6dOnY9SoUTj33HOl77Ozs2XNk2nQ9X/KmqG6ujo88MADmDt3rqVxOQWl\nQqTc+N2OhISEsCl1djd1q4aD00YXXUStxOHDhx299tChQ0PuT+t+6agei6F0wgkn6H7f19cXYpzn\n5ORITpwpU6YgPj5ec71bAX1vZtsyeDCPaKs3oqGXxaJGYEQo4bVKQfTkz/bt22V/GynEr732Wsjx\nmzZtklKnrTAYKte9mb1I+Z55ZcioMXQqz8OSdmkVbowYKR1iboMykuRUCqrbn4MbQOvENJkTcRqU\nl5eHMOMbISYMPpaaFFqxPfXUU5nOy3tSFhcXy/42W0tDY9WqVQC0jcZ58+ZpMlDxEoRtbW2yOqLm\n5mb84x//QFlZGZYvX464uDgsX75c9pvm5maIooiUlBTZJK2qqpLuRZnfnZ2dDUEQpJRQLTzyyCMA\n+KX4mt3k3LjB6GHGjBlMzWl5wK5habWlCUuPLS3wrOFzKu1c63pK0MYZi6OpqqpK9/v4+PiQ6zU1\nNUl9ra6++mpkZmbi/PPPN7yWVZjp26R3bCw0Q/bADmUK1Oeffy7NZa0SCT3ZrnSO0P1l1fD555/L\n/r7oootw+PBhpKSkYOjQoTIDzGofPjryrwVybha2WyvySy1bY7DX3TrVZJ4XlPus2vvioRerOV3c\nJod37dpl+bdGhjLLvZKUzoqKCpx33nnS5+3t7TI5VVNTw2yYx4TBZ9YLwUraIggCVy9naWmp7G87\n7FTEe6Zl1NHNGpXgZZjoKeHd3d3YtWsX1qxZI31Gs2YJgqAZsSMsncSrOn/+fNx6660S2QuBVrE9\nIYeh4bFwhoL2ILEcawd2CYtYeyLyNLpZno2eQmY3JdQIgiDICFVY3yePjTUpKcnQiBcEwbE1VFZW\nZsogj2YCEg98oZQlDQ0NYZX1anKBpG8R2M3C+fe//818LM3oGRcXxy0NOzEx0bC+KBgMRp2j1A6i\nTadwql4vGlJbWcicrILV4CMggZOmpiZ0dXUhLS0NFRUVEAQB3d3dzHt6TBh8LLBSG5SXl4fTTz/d\n9O+06udef/112d8333yz6XMTBINBZGdna0Yrjx49atj0lGDMmDGWx0EjPz8f11xzDZYuXYrzzz9f\nVbgVFBRg+PDhCAQCuOSSS6TPZ8+ejenTpwM4ztJJNh9ynjFjxsjOSaIJBDfffLPtiJUZAz/ahLca\nWBnS7BoJdqNlVun97TRVZjHYaKYsvfRKJ3ryCYIgRRPi4+N1CR/MRlhpZ8xpp53G9JvU1FQpWiAI\nAo4cOYI33njD1HWNQG+CvJ5pNNeqebAPURSliIOVSJbSYNHrgQsgJM351VdflTmDCwsLMWvWLMya\nNYuZpVMpe8yQttC/LSwsVO2RZgVqUZxw7plKB7EaWHUkXog2nUEtmMJDXqrpaW7jQLDDdG9kKLM+\nQ3L9HTt2ADguq2gZEwgEBldKp9rD5dECwc2KwEUXXYRZs2Zpfu/z+TS92ryIMdra2jTTUq+99lqM\nHTtWxkr29ttvy1gN6cVERyfI/4mR8Zvf/AYA8J3vfEdi4gRCjbM//OEPqK6uViVtYQUv4zcaUF9f\nbyttwQzsNv62Knid3mBpo0MpdPUYPHlAEAQpPZOkPWuBlpFa9c20sksrsWrnVfPKd3Z2SrLlX//6\nl+ZvrWLr1q2SUVtZWelouqiH2IVy7g4fPhwlJSUYP3685nzVc3hdffXVsr+NUjoJtTowsIc99NBD\nAAacnoQgiYzRavSLxUFG7nXdunWyz1jWLGvDcqMa48bGRll7Jp5guQ8zaeE84DRrdDjAQ6arGeNu\nS+lkgVW9hiWwQLN0EodQMBhEV1cXampqUF5eDmDA6cxKUuVei8ZB/Pa3v2U6rrm5GatXrzZ9froV\nAY0LLrjA9Lm0sHLlStTU1Gimbs6aNUtzUik3kQMHDlgybv1+v6aXvb+/Hzt37sS2bdukz3p6erBv\n3z5s2LABdXV1stTazz//XLoX0ssvMTFREi4PPPAA3n//fVkKnZIwo6mpCR0dHapGjJWUrmjzxplF\ne3s7M3GQXe+b3Sa4rCmd4QaZI1YFv50oFW1Q9vf3o62tjel9KhVUI3z00Uchn/X09IQ4jtLT02WE\nMH6/n6tR1tDQINvYeEUPjRSNWJcDWojVNFilMTR//nyIosgtfU2rDhAAli5dKovwJScnS/Wyq1ev\nDonSa+kSPKBGONXa2mrIpDl06FCmmmoS5aehXGtmlFWzcGOqqNWazHCBJUOKR5mTlR5y4UQgEEBu\nbi7+85//6B43ZMgQ1c95kN2sWbNGIie79957AQzMn76+PmkdCYJgKj02Jgw+FpZOepKybuC8N3ql\nAHr//fctnYfcy4EDBzQXzo033sjshTt27Jhuo3otFBYWylJO6Cjd008/jdbW1pAeR8RwoD9TsgYS\n0pbU1FSZ0af8nVaOdWpqKrMCHo1eJV4IZx59uJTm5557jtu5WBjkyPpLSUkJEfJ0xEyLzdOIDVMP\nvb29Uu2PGcWJRREyaozb29sbcp7p06fLPNh2SKnUQBvHynpoVliZh25LNTKCHnOsGUSzbDSjlK5c\nudIw/U/PIapsmm4mLTQjI0NKn1aLqlt9B2Zo7+ksnM7OTqY1wkth9/v9himwsYK4uDj09/fbznYJ\nJ5yQAfn5+apM0W5iBc7NzWVuR2SFiIfVmaZci+3t7cjOzkYgEEBFRQUA4OKLL2YmtYsJg08NekoN\nK2lLMBiULGszOPHEE5mOs5pO95e//AUrVqxAVlaWJaVdubBSU1Olujkz0NsYcnJyMGLECMyePVvm\nOQ0EAggEAhgxYgSWLFkCYKBgfc6cOZKiQlo7HDlyBD09PaioqEBZWRnOOOMMFBYWSsa8UsEtKSlB\nQUEBXnjhBZxxxhmy76x4b7/66ivd75URjmiMBNghDjIDlnoKHgg3CxoxQrq7u0MMAyfmA+3ISkhI\nwLRp01BYWIi0tDQkJydrznPaGDUy+ARBkCmMajV8mZmZIUrwWWedhbKyMtl5eLZI+da3viXzQLPW\nN9FQU9yNshvcGCnQA68erNFm6NLQU6rVsgWCwSCmTp3q2HjIHCsrK5NFGEeMGIFVq1Zh6dKlmD17\ndkhNNWtmA10OkZCQYEp5XrZsmexvXmu2q6srJINBKZ+CwSBzHblZsPThCzeGDBnieqZOI9gtddLq\nP+1ERoHVsZL1RLcVU0NeXh7OOuss3WPU1jCLPjpz5kwpG4DWJe655x6cffbZ0udxcXEeaYtRHj0L\nRo8ezVVpU5K22PGAC4KA4uJinHLKKXaHZZnY4uuvv5bVI+zZs0d6Xo888ohu+4uWlha8/PLLAAbC\n1KIoShE72sju6+vTTFtVCs5Vq1ZhyZIlptgnlQLBDI1/tCmCSrS3tzu22apdKxxQNkq105ZBL0Ku\nVKji4uJC0jtoQgCter76+npTY9Kac6SGjwh+paJFOye0zkGcR0rvq9pauvrqq0PWzjvvvCP9+/LL\nL+fuTBAEAd/97ncBDNTwWamRVKtf5lXTHGtwk8fdLAh1vNPEIUVFRfje974n+0wtpZPOoKHH9PXX\nX6OhoQH79u1DZWWlVM9GxmglWjtjxgw89dRTpn8HaMs82gG0dOnSkBZTVuFkHz674B157O/vR35+\nvqvr+Fjeh9W6RyJP1q9fb5mEzQhKQ8rqPOXBAUKgpuez6Nxa+3RlZaVMhsXFxTETzMSEwadWB9PR\n0SETXrT3gLWG7zvf+U7IZ3oN3Y2g7G3Fy6OhVh/12GOPGTJQEc+DIAiWjBejSUZ6BdKGWXt7O1pb\nW9HR0SEjVxFFMYQV0e/3Iz4+XmqzQMZIrqk8Xq8ZPesmT2/WRkJJec5oMwCjgRrZLqw2PzcyhImX\nkrCPnnDCCbJeOYBzTWsJUlJSJJKFvXv3QhAEKT1L6VWkjTMjhwhLesiLL76o61V8+eWX0d3dzZwW\nw4KNGzfi008/BTAgSwfD/LUCXnLIzTV8rM6ESZMmhXym3BcbGhpQV1eHlStXatbfac311tZW0ymd\nixYtkjFhjh49Gnl5eTh8+DCOHj2KzZs3SynVrE7hf/7zn7K/X3rpJcPfEBlw0UUXSZ8NGzaMK0un\nUs4ojYX29vaQTCe3kOXxMmoJ4uLidIn23AAWx6zVNE9y7319farZAzwyCgjTOw/s2rXLsIZPFEVV\nRlzaWWanTl9tn66pqZECLWT/nzlzJtPzc8fKCjNYlf/33nsvhBiAJU3giy++YDq/Ws1NYmIis8Cr\nqanBN998g3379ql+b+SJId7Duro6S8XhPp8PEyZMkH1GEzw0NDTg7bffDtm0UlJSkJqaKjNURVHE\nuHHjAAAPPvgggOPGV3l5ueo7U1L9kxRRwJgdjAXKOgjlwo3mlCcgvCkvVmpEaezfv5+p9uEvf/mL\nxF4FmEvlpR0IBw8eNPTEKiMgyjnGcs9m0+/oNMZjx47hnXfegSiKUosSrRYKygif2nogmz1L/6G9\ne/eGGBZ03d/WrVstR8601tWePXukdLOsrCxL57diDEVbBNAMJb8e3HzfWmlhBMRYVXvfanUxBw4c\nsNSPr7Oz0zD1XwlSewMMKKiLFi3CuHHjUFxcjLS0NHR0dEh7OtkTjfD1118DGLjf+vp6JqZqEs35\nxz/+IX3W0NCgavQqDWwW8pGjR4/iwIEDss+U7+Po0aMhUSW3pGLyZrCOj4/HM888Y1gfHUkom6rz\njPIT2Z2amqq6N/KIvCvTkfVaFWkhPT0dubm5aGtrw/bt23WPpTPTeGPHjh2aEVeS6tnT04PKykrm\nutCYNfi6urpkBpUV5Zz0vqBhh/Jfq9E4DZ/PZ+ghNKJMB4Bf/OIXmoYj8dCQlCgrkYiUlBR0dXWh\nurpa9nltbS0qKysBDOTn5+XlyYSG3+9HVlaWbFNpb29HXV1dyOIiBqtZQfDMM8+EvCdWRY9+9spI\nh/JvN3vAeSPS99rR0cE0T5UpnEaKoRY6Ozt16w7Hjx+PxMRE5udCOz20SIjMgMizI0eOoL6+Hmlp\nacjKypIcLnrnNVoLSUlJhlE+NRlFR/Jnz56NnJyckPogFmgZ6bm5uZKBXFZWxs0DH421t+GAmzMW\nlIaEEnrzd+zYsbK/k5OTJeY7FsIV0muS/FZZs6/Wc5Tsd2RvpEFYqefMmYNp06ZJpGOiKGLx4sWG\n4wFCeQNoIhYCI+WdZC+xEkBYgVqds3JcvMoM7NaNszJYm0U4yJDs9J+loWZIWJULzc3NSE9Ph9/v\nt3wOeu2pgZyX7EXKaD5L25GCggLm8QmCgHHjxukGGJT9ogE2R6+Wnl9cXIyf/OQn0t+HDx9GbW0t\n07yKWYNPqTRY8VYqNwZgwJA0Yr9kDdurFXP6/X789Kc/NfwtKdYkHg21gnOtlCcykYhnYvTo0aYX\n4OTJk+Hz+UI8QnQK19y5c/HXv/4VycnJkvFJogi9vb2SJ1o5TpL6mpCQoFvgrEzpvPvuu6V/KxUC\nVsWcNpKVxC+xhnARqQD2lWpW5rtzzjlH5kG3gvj4+JB5p6zPW7x4sWxMavWqysbr5Jx6aeFGJA1k\nnaakpEjG7P79+6VrEe+xUumk5aEoirry8JFHHjE0lK+99tqQzXfatGmSQnvTTTeht7eXWy1EUlIS\npkyZIqV3W4UVx1+0GYQlJSVczuOW1DorIB5wtUiUkojhwgsvREpKCpKTk5nYLekouyAIITV8enOM\n7G2k3+uuXbtQW1uLkpISrFq1Crt378bEiRMxdepUNDQ0SNkuZuphR4wYgVtuuSVkHFOmTFG9D5Jp\nk5+fj8LCQlmvWy3wou+fPn06Zs+ebXicFThVN67GMMmC3t5eXHPNNdxSZvVgpv6Qfk9KQ5GX7EtM\nTERiYiImTZqEYDCInJwcS+cx+h2Z04899hiA0Dk4depUVb2eBimRyMjIMIywE64QJ+qdR48eHbLO\nyPsh7yUpKcnUu45eiU5BLc+d1H8R0AYNK0snYcIhyM3Nhc/nCzE0lGBdJFoTz+j3lZWVKC8vR3x8\nvGTIKDc2MwaclbxyURQxYcKEEAFx2mmnSZTpgiDgySeflDVk9vv9KCsrw8KFC6WNJhgMYvjw4bL+\nRMDAxtnV1YV77rnH1Ni+973vMQsupVdEj6lNqQwoFaJoUwzDCbve0pycHKZceLI2CMy8E3JsdnZ2\nyBofPXq07O8HH3xQYpPVuo6SRVKtNYwyHczMeGmnBlHmiDKhVPaMZJbetdU+//DDD0NkDH2cKIrY\ntm0b1zqYTZs2cTuXGbg50hUJuIHMhVVpZlH6b7zxRnz3u98NKU/QAp3CdfjwYdx6662y7/WURLV1\nWFRUJDVfF0URDQ0NIaloZrJw6uvr8Ze//AWAsaGolra+cePGkM9IlCItLU01SqkEi0FIYCXtjgV2\na3zpZ0f/28hg0EJaWpphTVgkoOeAVDr0rWLp0qXSftnQ0GCarIzAyCFDstYIQaJSpwRguM7379+P\njo4OFBUVGbJ0AvIG6axguf+dO3eGpHSWlJSgpqYGf/3rXwEMBLIIgeOgruErKCiw3Uj18ccfl/V7\nYqUB12KVVEZUtHLE//Wvf+men3gJTzjhBIwePRqnn34607iUIJvPxo0bLTfGpgV7bm4uPvroo5AN\nITk5WYoGkOPPOeccXHzxxQAGagnq6+ulJu1kkvf09KCvrw8vvPACgFDSFiVIDZ8gCCH3w5pGQaeV\nfvDBB0y/IbCT7hsJmNmUecJKlIVVKVi9erWUImUWxCgNBoMYO3asLCpMs9ECAxE02lgjZCI0lNEt\nooDQm4PVDbW/vx8dHR0SO+cXX3yBxsZGSVlTevPpuhgt+UTw6quvGl7/m2++CVFC3377bUlePvLI\nIwC0awr1oBWN37t3L1asWGH6fDTCVfcXSfCq4dOC3XpcHqCdLXowQ+A1a9Ys0zqDWhRUraaelJcQ\nBwgpFxk1apR0L1u2bEF9fT0OHTokkTD93//9HwBjgrSrrrpKdv0vvvgCGRkZMsenUnkkyvH8+fOl\nzwRB0NzHMjMz0dHREUI+p4YRI0aojleZFdDY2BjiDOTlOFXWAtohz6Bhtbxh0qRJSElJcazmi4Ye\nS70yTTNc8k0URWzevBl79+5l7veohNF+uW/fPiQnJ2vO0ebmZkM9jaRfr127VtrHtJCTk4NFixaF\nPFO6nEyNS0OLd4NGa2urrsOKBH3MBGxiwuBTe6AnnXSSLOWKFsysLJ28G2SyeJza29sNvRhZWVmo\nqKjAlVdeCWDA822Gvpl4aMlvhgwZYlpJ2LJlCxOF7/XXXx+iIFRWVmL58uWGv42Li5OMg6VLl0r1\nSYR5UUtg2BFgavUXBMraBjd4uqMFdE2Jk89t+PDhzMqgEsOGDUNSUhKqq6uxZs0a2TjVZAydSmnU\nuyo/P18S3i0tLbY32YKCAqSmpmLBggWy9FOt886bN0/6t5Z3kWym1dXVhvejZbQrnT2vv/666dRA\nrXtQMqJZrc9kvZ6TiIbmy1rrNDc3V3r/dp2qWqDnjNo4zL4zWtlXRllYPPT0XkPvZ+np6XjggQdk\nx2oxfQKhTN1nnHGGlIJOnJL5+fnw+Xxob2+XUjoDgUBIWjkNmqXT5/OpKoFK5bG9vV021q+++gr1\n9fW6DjnyndV2CkonkXJM6enp2Llzp6VzK6F0sCudYGZB7t1KOxgAOPnkk1FWVoaZM2faGoeTUDqB\nedfud3V1IT4+HsFgMGRfsNrugUZCQgJSU1OlYIbS8GVt09TT04Pu7m7VfVAts0uPsV2t7lAp/xMS\nElT3SWIzEJuFdjzTZEtVVVVMzsyYMPjUsHbtWmkCKQXlJ598wnSOv/3tb7K/Z82apWu0JSYmSk1P\n1Y5TKqLXXXddyAITRREnnHCC7rjo5saAelsGwNhTRiJql156qe5xrNizZw92796Nmpoa2eetra2q\ngoMsimAwKIuerlmzBsCAAIiLi8P3v/992fFaIKmfasexRpXolBtlqoORIe4Gz7dbQRMgWfHssRby\n//3vf7dcw/fBBx+goKBAInxKSUmR1rFSaJM63muuuUb6TMnOq/Qw095Jcl6l4Dd6NiR1e8mSJdKx\n06dPx5IlS7Bw4ULd39LjUqZapqenS2MxSnlJSUnBrFmzQp6JkqBl6NCh2LNnj2nPuh5pC3lulZWV\nUlqLGbilLo2XscoCno2eSb1IUlIS0tLSbNdUGl0HUFfUn3nmGd3fk/60ZL7QKdlqzHuEudZsfZYa\n07YayDsYP348ysvLVaM8N910E2bMmIGysjJMnz5dpkMEg0HcddddTNfy+/34xS9+ofk9WedkXX7+\n+eey7y+55BLV3wUCAeldGCnOoigiOTnZcE/0+/2SI1UQBPj9fq490GiYTR2l95x58+ZJ72PYsGG2\nnJZGjbrDDZpARGnIsxgRLAbsW2+9BWCgXGL27Nm4/fbbkZ6ezlRqQMMoKyk/Px+BQEBKq1bT2Yz2\nt7S0NPT19cHn86nuXd/+9relf+/duxf/+Mc/QiKPtL6pllaqxNChQ1XTq4leTPb68ePHo7i4GIFA\nAEVFRfD7/RAEgfk5umP3swkt+nSSzkDn1Kenp2PBggWmzk9HCoPBoOFmnZmZydQPZOXKlaoEMEbN\n1IkXXRRFlJSU4Gc/+1nIMVpFq1owm9JZUlKimeJKDKWqqio8+eSTAI4LDiJQBEGQKeatra1obGyU\nLTBBEBAIBHDffffhtttuk1JX9TydBFbTK+m5oqznc5K9LFLgTT2tBVrBcbo/HQ0rxqXP50NycjIC\ngYDkPFAK/h/+8IfIzs7GkiVLMH78eFWZQF+bOFfI+e+//34Aoex6Rn0DlfXK77zzjiy1NDExUfWe\n6cjCnDlzQkhw+vv7JYXmoosukikBH374oezYtLQ0VVYw+rpr1qzBueeei+TkZHR2dsrWrBHpldr4\nk5OTMXXqVBQWFkIQBN1aW7PnjjUoI0xWe1OpOc6UhB52oqNq70ItU8VKNImMi+xRenVKdP9WNUY9\n+nxKJCcnh3ynJt/IejvzzDNln9NlAw888ABOO+006XyFhYW45ZZbNMdNgyaOIcarMvJA1jcxwgoK\nCpCWlibra6tFjpWenh7SRskIrP19aaK3wsJCbg4Ku+0d6L2xpqZGkjnTp0+35Nz97LPPUFlZibff\nftvWuFigJ+eUa4HoZmr6DYuDTK3mk4DIeuJkIUGRyspKdHZ2as43LaefUU14U1MT6urqsHPnzhDd\nNyEhQbanA9ppvikpKbj55psNncdHjx7FoUOHQvZCevxqxFHKfVwQBNl7EQQBGRkZ0nskvCOLFy9G\naWkpHnjgAaxcuZK5zIwgJgw+NcycORM333wzgIEUJSu1G78JPRIAACAASURBVD/96U9DhGZ1dbVm\n352enh709vaitbWVSZFWm7xHjx41rFOhI2iCIOBXv/qVTKEEBqINqampquFkEm0jnofly5er1iDp\ngaSF0ZuxIAgYOXJkSI1QZmam9AxbWlpQVVUl87JWV1ejuLhYEg4XXHCBFPan0zLMpN0owWr40kW6\nX375pew75QaiTEEww5bkBoRb+SVKP+t1aa88yfs3i/3792t+p5wTjz/+uGxsLS0t0jtWCmhSJ/jQ\nQw9BEAQsWLAgxNNJOx2OHTuGvr4+pKWlISEhQZJNypQRI1YwskG98soryM3NRW5uLrKysvD2229j\n69ateOKJJ1RZ79auXSv9u6qqKmQTOnbsmOS1V74fpSwj81y5Holzh0AQBMnDSj8bI8ZVtfdMlBHi\n5LrvvvtQXl5uOqWQtZbX6bXBmlrEA1b7fqk9q+3bt2PHjh3o6elBV1cX1q9fb3lcavKcOBqUqX7K\ntcpK2kLeI12LrzWO1atXM8kYOiV62LBhIU3P1Z7bgQMHJOW5oqJCMsJXrFghq6EDBgy/qqqqkNTr\nRx99lEkBb2lpweOPPw5AP5ohCAJyc3Ol65Nxqynwra2t+Oabb9DZ2YmsrCzD8hTy3JWRTLVnQ65H\n3sO0adN0z20VtGHJAmVt4Xe+8x0AA+NUIwo0Qn19PWpqalTbfYUThCEWGHA+ktZac+bMkUXQEhIS\nmPRmVpm6detWjBw5EqmpqaipqUFvb69mLZsa6zU5hxYSEhLQ29uLnp4elJSUIDExUTa2YcOGMfEW\n5OTkoLi4GPfdd5/q97Qs6enpweTJk0PkEx3xszJXkpOT0d3dbejsqqmpwb///W9mp1jMGnw07LI1\n0S+vq6uLiWiBCAulB4GeGLfffnuIQBYEQWqiqoZgMBhiKO7duzfEqztz5kyMGDGCiSVPEISQfiVq\nUMtdJhtzQkJCyMSeO3curr/+egDHhUwgEEBWVhbGjh2L3/zmN9Kxixcvxty5cyXFLiMjQ+ZxYuld\nduedd6KysjIk5RVg90TTRbrK/G/lBkyzOoYb0RipIMqUlbqfjo4Ox3sBEqMoPT1d8uBqRZNra2tl\nxuQnn3yCN998U3YMLSfi4+ORmpoKv9+P0aNHSykfypSTp59+WneMpB0LwRNPPIG77roLa9euRVNT\nE+68807U19dLyokWCgoKEB8fL3MIkef7yiuvGNbwFRUVhWxy69evlzZDUrOZnJyM5ORkmZJjpCCo\nrdVDhw7h3XfflRxAhImVJV3GCpx23vDqk6UGK6RIrFC+GytOGJbz02snGAwiEAjI9lIjI5YQfRFF\n6I033mC6LgtoJViv5luJhIQEKWKwc+dOCIIgS+kuLy/HihUrcPDgQWkt0nJej+xDuR/ExcVBFMWQ\nPrnAcWO6qalJtsf19vYiOztbs0eYKIqSTmHUU7iurg7Hjh0LMRiUczMYDMqefX19vWNZJ3bYQI36\nPrLg8OHDKC4utszyyQt06YHP50NiYiKSkpKwdetW2Xwx6nlHoCdvfD4fkpKSpHs+88wzUVpaiuLi\nYiQkJGiuOyVDPmCs86SmpiI9PV3SG5Vzj0TD9NZ6XFwc9u3bpxqVI6B/b6STaGWFqfXJVDo6WDLZ\nCFJSUpiCGjFr8NGTg27D4Pf7mWj+ExMTMWPGDADy3heBQEC3F8isWbMwfvx4KaeWrj+oqKhAQUGB\npLD9/ve/DxHIOTk50iRR8+YVFRXJPAxbtmxBTk6O6svWSg0lx9LPyCjNCpArKYWFhRBFUTKmtVJW\nnnzySbS2tkpG0bRp01BWViaLpNFG74gRI/D6669jwYIFsgVw//33S6QtREk2k+rjhIGkFIh6zFiD\nHYFAQErV0XsXPp9P+p5+v3RrDz0QOnICPWOcCFSynmfOnCkbm55S/oMf/ADZ2dkSi56agUTXNxF5\n0N7ejpNOOkmaw0rnkd6zIfVFU6ZMwSWXXCLLPsjMzERycjJaWlrQ1taGd955J+S3RJGbM2cOZs2a\nhfz8fCmNJDk5Wfr3Z599ZphaqgQx7MhmeOONN+L666/H2WefHRL5NOq7paZAdHV1hTi1rNRqstbw\nOc1ga5UVWQ3KdGJevbS0FDna8LKTfpeamirrJwUcz6pQ1rYGg0FZf0FlhM9I2aFTmtUMJ1EUMWfO\nHKb7USpiNEMmoJ5Wfeutt4YQqQiCgKFDh8oyYurr65GZmYmioiIUFhZKpC2NjY246qqrNMnZnn32\nWenfgUAAv/rVr9DR0SGTS2ROE5nT3t4uS2HNysqCIAi47bbbQs6flJSEiRMnorS0VPqPpZcaaWWl\nB6Lv8CbzUr4Dlh6LNJQtLZR9Vc2CV4sDFug5rJRz/PTTT1dNDZwzZw6SkpI0dUOW9zVnzhzk5ubi\nnHPOUc1eIeNUPk+1tNf4+HhdB9/tt98uOWpFUYTP59Ms99JDW1sb2tvbMX/+fPzhD38AMHCvWoy/\ntbW1IdleZM6fcsopkh1BQ40kkTYkOzs7UV5eDkEQpP8DA3XyNDFacXExfv7zn2Pu3LlMsismDD6W\nDY3e6FmOpycgnV6Sm5sb0pOLvsa8efPQ19cnXUOZHkETQahBFEVpYagtKNqzSXL1AbY+WwTEw05S\nQ7dv384U4VOOEzi+iXR3d4fULlRVVWHDhg0YOnSotPGsXr1a+p6mf1fL96c39c8//zzEQ6f0rtx7\n770oLS2V6qNosCo9JNVODVqez3DQLCsRbVTxJSUlTKk6SUlJkjefKK52GA313jtRaH/84x8DOO75\nJKx9LS0tmhGMiooKmdI+YsSIEGXs6quvlv5Nvuvq6sIrr7witRBRQmmwauHll1+WqNuBAQPrpJNO\nwve//32ccsop+Oyzz2THd3d3S8rdqlWrpPskz1YQBPzkJz8BMKAQ0EaE2jNUzr958+bhjDPOwLvv\nvgtgIP3sqaeews6dO7Fjxw6ZV/v888/XvTctz3JGRgaCwSCmTp1qmZjHLZFxsyn0etDajwh4yoqD\nBw/KMjnsEFXRe45SlqvtkfR9KO9JafReccUVAI7vTyx1w6yZLnp77aRJkzB8+PCQLAZl799Ro0Zp\nKsyjRo3CpEmTQubqgw8+qLkH0Th8+LD0Wzp9mpRRkP0/PT1dpucYpZObQWFhIVJTUxEMBmWKqDK6\nX11dLaU3K+WOXSgzcvTYU9VAz/OTTz5ZmnNfffWVJTliRMbHE3rOZ7WWGUTvpDPCLrvsMiQlJWka\nt2Tt62VsbN26FT6fD8uXL9etdWXNwtNL6SQQBAGXXnopkpOTVY1VURSle1LLIuvr6wvZ9+l1RN/H\nhAkTMGrUqBBHIs14rRaYMErzHDJkiCp7sJoORZxCLIgJg0+rV4UyxQoYeFl33nmn4TkDgYCUjtjV\n1YW4uDisWbMGnZ2dWL16teqC7+/vx5///GepGSJw/MUmJyejvLwc/f390mR68cUXQ1I6jxw5ouv9\nbWtrw9KlS6WUppKSElUWsxtuuAH/+te/dEPTxCtBp5DogU5faWhoQFNTkzSZCwsLQzybamkQ9P0S\npXT9+vWyHntGxd5WPIKsRCHEowOE9l00Upzs1OXw6hFkFrwY0YzSP6qqqqRUHaPNMj8/H5MmTcIP\nfvAD6TPWNDWfzydrvK4Gcn2iiDz66KMABjYTQRDQ19eH1tZWXY8uqXsRBAElJSWoq6sLSUW69957\npX9v27ZNYqTr7OyUmIKJwcWa5nPgwAGJFlwQBDz77LO44YYbJJKmO++8U7NeiV6/JH2VKCHHjh2T\nahaGDx8ukylKhtTNmzfjiy++kHk1zznnHNx7772yKAwwkEbV2toqq9lVptcp5wO9VpOSkpCZmQmf\nz4czzjgj5Hin6n14gzYAEhISTDvY9KCksVcqe+S982IoTU9PR1JSEnw+n2VnlyAIiI+Pl2QqkeVk\n3tFyqbq6GtXV1bJ6bjotTRCEkHGQelJSY0g/b2UN2mOPPWbKKKav1d7ejueee076e+bMmSguLg6J\nEP/2t7+VXWPXrl2YMGGCar3c+vXr8dFHH2Hz5s0h32m1VCFM1sDAvv7oo48iLS1NVgtFoh1KQptX\nXnkFwEBaulaqrNr+ZKS0Hj58GNXV1czGkd/vhyiKunXXWlCLNirHRzJEWEsK6Eh5dXW1bcdJXFwc\nSktLVdMVeUNPF2loaJAMmM7OTnz44YfYs2cPPvnkExk/RFlZGTo6OjTXOIu+Q3osr127Ftu3b5fV\n1CYmJkr6Kcu5jEoBaNbm3/3udzhy5IhMR2xqakJ1dTVqamokY5VeN6Ioor+/H8nJyRgyZAhWrlwp\nBQBIi7DExEQZG/W+fftQW1urWZfe0tKimvat1F2PHDkiq4cmDs2CggJUVFRIDuL77rtP2t/Ly8tR\nU1MjswWMEBMGn5rnZu3atZJStXTpUgDHNzwjAURC+YIgoLKyEj6fT3qhJOpEFFzli+vr60NdXZ1k\nCJFrdnV14eOPP0ZJSYlh+iSZZGpGmFmmSL3Gs2QDYCnCBuQLrr29XbaplZSUhFBaq4115cqVqKys\nxB//+EdpE9ZS5pctWyZN5nnz5klF1yQ1Q8k2Rd8ry+Q3woIFC3TnCvlOybRoBWbrTHlEKgh1Ng8Y\nnYclZTghIQEZGRnYvn27TNnp7e1lLgxniXSTtTtq1CgphTQlJUVKFyHzNhAISNelhTaZ50oFQEkK\noLaJZWRkwO/3Y8GCBcjLyzOVp9/V1YXe3l7JwXXkyBFs2rQJQOh8UNLlBwIBKTowe/ZsNDU1oa2t\nDZdffjmAgTVI5I2yPocYWnogtNtkoyIpnWoRUiXB1LBhw2SESPRzzc7OlimtdFYDAGzYsMFwbDRY\n55GT6Ovrk60HK2lHNJTkEsp5SRRcs6QVWgrukSNHbPfMSk5OVmUPVWNXVqubV2t0rNxHfD6fdA/0\nvYwbN05iXGSpDdeDcs976aWXUFVVFfKs1c49cuRIzRZC9L2Y3fOJ47WtrU3mXFHWthPHKpHdejJc\naTwp+23qgTa2le9owoQJ0loIBoOmKOZpGLEVCoJgunacboNBy/JwRuqcAt1OiIZeFFRtD/f5fCgs\nLNR0vmdkZCA1NRWZmZk4ePAg3nvvPem73t5eKTjS19cnc0gpW6ckJSUhOTlZN6VTuZZY+Cv++9//\nSv8m109LS8OcOXNQXl4uCxoFAgH4fD4pQ4Zc00huqNW7KoM0giCEOOroc+u1kiMEckbs/kCMGHxq\nQrOhoUGy4hsbG5GSkoLHH38cwWAQ9957r26jcrIBE4+B3+9HSUkJTjrpJJx33nmYN2+eJGCUKS0z\nZsxASkqK5E3Kz89Heno6/H4/Fi1ahMsuu0wSaBs2bAgZO72BqPUEKioqQllZGSoqKvD8889jy5Yt\n0jWUKCwsDDGK6E2QGGw33XSTrDEzDXqRKxd8Tk6OLLqqvJdZs2Zh2rRpGD16tCw9s6amBgcPHkRh\nYSHi4uJkKQa1tbUhjWyBgfxs0seQCCW1dhQEyhxp1mjgr3/9a+nfZWVlul5xEon40Y9+BMDeRqCX\nqsNaPG0FavnlZkDmnVE60HXXXSdFitQEZGJiolS7QtYUaSyakJCA+Ph4ptTOiooKw3Q/eh4XFRXh\nl7/8JS6++GI8++yzUlRaua6TkpKk2jO/3y/V3QiCgC1btqCoqAj/7//9P9lvTj31VOla6enpKCws\nRHFxse6aUUN8fDyGDBmC3t5eWY9PMv8efvhhjB8/HmvWrJHuXdkT8NJLL5We/2uvvYYDBw7IFMnE\nxEQEg0GkpaVJiqGWkZ6dnY2ZM2fqKlBks8rLy0NmZqbMKFFu2rm5uTIFmZ7v9OeiKKKxsVHGnutU\niqYa2YUd0BEIpUyxSxBD1xqlpaWF7Bus/dtYoFwXs2bNstRIOi0tTdpzRo8eLRkbRLanpaVJTla1\ndU/mbnJyMuLi4kIi5MRAVHPMLl68GKIoIikpCZMmTcKNN94orUNl3ZYaaIOkvLwcV111ldSMXi2T\nJC8vTzWl8+KLLw459ujRo3jhhRcwZcoUDB06FLfccgtOOukkaa8m+4Ry7dGRivT0dNk+puZQHTJk\niMTSSebHPffco5ke3N3dLTPGq6qqDKPUQ4YMgd/vlzkH1IzKQCCAhIQENDQ0oKGhgZmBVQm91huZ\nmZnSGmQtEaDXqR2SpYSEBIwbNw5z5841ZSjbgdp4hw0bhpEjR2L48OGymlZg4L2ceuqpMtm7dOlS\npKamSs5zZT18SkoKcnNzMWHCBJx66qmqjqsf//jHOOWUUzB27FjZuqmsrER/fz/S09Mxfvx4pKam\nSjr5sGHDQtYzeXfE2FLbe0hqJWmXdN1118m+LygokDLM1Oo5Z86cGXIPRK8ZO3Ysfve732HixImy\n+xBFEaNGjZIctwkJCbJnqOXMU6Z5pqenIzc3V5J5jzzyCF599VVJLpFWcnT2UkVFBYqLi7Fo0SKM\nGzeOrbTN8IgoRUdHh5QSFgwGQyIoLD1aBEFAaWkpgsEg6uvrpYbgerUEDQ0NSEhIwEknnST1uLn2\n2mvx+9//HhUVFXjxxRelaMF5552n2qScpBWyevYefvhh1ShTfX19iKckPT09ZMyPPPJIyDgIaK8B\neYZkYtXU1EgL8bLLLkNubq5s0v3yl7/Eddddh29961vSZ+Xl5SguLsbs2bNxxx13IC4uDgcPHlRV\nfEtLS1WVdy3jjaTZsXhdWKA8h1Y6jRPXokEELb1x81J0lelgZhsPkzlx4YUX6h73/vvvS+9YLTpw\n9tlnIy8vD5s2bYLP50NJSQmKiook4ZmYmCgzill7LKk9J9bi/ZaWFiQkJCAvLy/ESCkvL5fW1v79\n+1FbW4snnngi5NqCICA1NRX79++XjDBaFhHjj3iQf/azn+GEE06QjXvChAmSUn3iiSciGAzi4osv\nxvjx47Fo0SL09PSEpDYqCW5eeuklWTSMGNfAwMbd09MjRTpJRkROTg4EQQgxZIEBkhp6HdIkTPT9\nHzp0CO3t7bL1razD2Llzp6w+V6k0X3rppcjIyMCPfvQjTJ06Veass9pjLtwgc3fMmDHIyMiQKQ16\n9TYsUQnlXFHLFlCm5RqdB1DPMBkzZgzGjRsnq/20AvI7QRBkzsrU1FSkpKTI5gu5H9pRQsbW09OD\nhISEkPnf09ODvr4+SYFSc5qNHDkSM2fOlK61atUqJvlH3zOJbAMD+9LEiRNDPPpaTh3lPkXvdfR3\n27dvR2Njo+xYIycgiWiNGzdOdQ8tKSkJYel88803IQiCKlNwUlISWlpaJINl4sSJzGn2tOGkRlxy\n8cUXIzExUXq/LG1E1Iw2JRkUvQ46Ojokuc+aVfHzn/9c+jddivLVV1+ZotofNmwYJk6ciFWrVqGm\npiakr6lZGLW1AbSdSKeeeqpqxKmzsxPbtm1TPTdxgiqdASeccAIOHz6M3bt3Y8eOHYaG9JgxY2S6\nYGJiomRMdnV1Se9n2rRpOOecc2S/bWpqwrFjx6S1pFa2QJhv9+/fj5dffhmA3BGtVt60cOFC6d+n\nnHIKrrrqKpx11llYvHgxKioqJNb2b3/726isrER9fb1E1Obz+TBkyBBZyyPSw5c4NoqLi0N0azWn\n0pEjRzBlyhTk5+erRrj1InwVFRVSWYoRYtbg8/v90kMqKyvD8OHDZQJTjSWHoKGhAS0tLVi3bh2A\n44XFTU1NePPNN1FVVSWRkNCea9KmQBAELFq0SEqrqKqqkkLDW7ZskQTbl19+GdKTpbe3V2LcomsW\nCOjN44orrsCkSZNU7+FPf/oTCgsLQ4SbWj7xwYMHNSmL6fQrsiAnT54sjYNm9Nq1axeeeuqpkLG+\n9957qK2txZAhQ6TwM/k+EAhIAoi+t82bN8uOVYMewQWpgyQbIyulv7Luk1aclYoZSQ976KGHANir\nh9PrZ0UUcyUlv100NDSE5OebLWwniqyyB5sS9NpTM/hWrFiBzs5OaQ7U19dj0aJFOP300yWDhK4J\ntfMc6NRusuEQBSs7O1vaJDo6OtDZ2SmNXRkZ7+/vV41GE7z77rvo6OhAXFwc4uLi0N/fj6qqKlVF\nicgEURRltU2A3Bv45ZdfSn/PmDED9957L5YuXYoVK1Zg6NCh0r0p5QJN5EBaMmzatAlLliyRUkVH\njRqFRYsWoaqqSqotIp5itedNX4PUENJ/E4OPjJWA1CAS9PT0aBrhoijipZdewt69e/H000/jggsu\nwAUXXCB971SEz24rHwLi4SXOovj4eGRnZ8vksB7lu1aqGm0I0mu4sbExpKb9rbfeQklJiWEU3u/3\nGyptO3bsgCAIzO2JtEDWmyiKaG5ullJ//X6/7D8tDB8+HCkpKejr60NXVxdefvllWbqu0iDq6OiQ\nPrvjjjuwe/dutLS0YPny5TjzzDMl+UvPQy0ZQ7+vzz//HP/85z9x5MgRaY8pLS2VzcuCggL89re/\nlRkygiDg3XfflZwrwIAT6fDhw7j11luxYMEC1bpeMo+Uz55m6ezv7w9p3aJEXV0dWlpacOjQIbz0\n0ksAgDVr1mDHjh0h/WeBgfdCZEFlZSVOO+00w9RLQRAQDAZljiFlCu26devw3HPP4bzzzgOg7oxT\nM27V1r0yHbi9vV3KDunq6pKMND1eAxrKvdBoD9PCgQMH8MEHH6CxsRHFxcWaOhsrWJxAak6kjo4O\nbNiwAX//+9+lPcTn8yEnJwddXV2or6+XOduWLl0qq4P7/PPPZeeLj49HXl4esrKy0N7erukAuOSS\nS7B9+3asWLECTz75pOQ06O/vx/r161FXV4eenh7peW/fvh3Lly+XnaO/vx/x8fGSPCWM7TQOHTqE\n4uJidHR0SHOB1l8PHDiA6upqaV0JgoD/n7s3D4+qPPvHP2cmyWSb7CE7YUsmYQs7xAAhCK6FjFVx\nK4gbBde6pvaNWOmApki1WpR6aWv1+lattk6CC1glgMZUgbAYgQlhM2TfCBOSjFnO74+57pvnOefM\nEO37Xtfv8v4HksxyznOe514/9+f+29/+xn+vqKjA3r17pQCNeufKy8vhcrngdruZJIXO4Jw5cySy\nob6+Pq5+U3AvJpKSk5MNWaAPHDiA9vZ2JCYmsq7W7nN/6KXhEL795AI+Ug5GhrKsrAwHDx5Eamoq\nE7FoJSAgAGFhYejp6UFjYyOcTiez2RnRwouBBNHGEgsdNX/6ktjYWN01XAxSItIsv/XWW9i5c6ch\nSYWqqpg3b54OKmh0KC9Gk06izbwPh7qdMo3Tp0/Hddddx7BMEtr41AgrZme0yp+cYFpzreNI/YH/\n7//9v2Hdz8WkpKREcrx9jQUg5fnfsHX6I5WhPq3BwUG+hh9CWOPLQLjdbh1EazjZQ1F5+ap6+hNf\nfaWjRo3CpEmT8Mgjj/Dv7XY75s6di8DAQHY4EhMTh1Wx8CXi2olkQeSEHjt2DAMDAwgNDUVAQIAh\n/NvhcHBVPT4+Hunp6ew00v3RkHWr1YrFixcjPDwcMTExSE9P53NP1Q26ppdffhmNjY3seJtMJomk\nyKhaYOQYa8dEeDweDroaGhrQ1tamcxoXL16MFStWSPDupKQkrFq1SoJLJSUl6fSKkROlKArGjBmD\n/Px86exoqzHaflvt3t69ezdXIEUpLi7+wYO//y9n1BkJOTGky2ifDfc6hhPQ/jdMmaJMnTp1WD29\njY2NUnBllJj0JwEBAVIFQhwP4na72XZT4Er/0n4lG0lOldEaWSwWmM1m6TV0duh3REjR3d3NZ1+0\nv750rBhQh4aGorq6Gr29vRgcHOSknxZSbXSNSUlJuvUODg5GaGgoysvLGX3R0dGBtrY2PPnkk7yP\nLBaLVBkVAz7AqzdEOJ4WLXTu3DmewUbJ7+joaCiKwv2NWsnKypIqK93d3Tr/RcuTUF9fL/lIYkJB\nPAMrVqxgPaaFdA4XgqldY4/Hw/uUkm7DldjYWKnK9MUXX7BDPXHiRJ8VViNbMTg4iPDwcIwePdon\nodZwRVGUYa1Hd3e3T93h8XgYUaK1J5MnT+b/U1JKHNSulYkTJyI/Px/x8fHD6hE+e/YsB1TBwcEw\nm82IiYlhUhTA60eJVTPAe99Wq5V9LV/BuMlkQl9fH9s/MbGmfWZaX7uxsRGNjY0SDFOsrNlsNlit\nVv5MIosSizY9PT1SMsBorujJkycNIZ2AFy4+depU1lf0/v8tVuefXMBHh6GhoYFxr4B+Y2uJAkiW\nLVvG1aExY8bA5XIhMTERWVlZaGtrw9KlS5GYmKhzsmJjYzF58mTOWpSXlyMhIQHp6enIy8vjgy46\nN/v37+cBybRhx48fz58dFhaGiIgIneFxOp0c5PX09BhWwu69917s3r1bZ4wJmpaamspO2tKlS5Ge\nnm7IdCVmhek6KNASYW7vvPMOQkNDdY64qqq47rrrsHbtWtx9991wOByw2+2c0QO80FCCeSUmJiI1\nNVVH4y8qr4vNY6uurtYdkOEGSOJ1aUVrMEhB/W/M7Pq/ZOn012OjzSL7Cg7FnoAfAxlTFIVZLI2g\nygsWLMDVV1+tM1KqquLaa6/F2LFjpbOjnfdIok1++BviS2Qkr7/+Ot577z2uUmVkZCAqKgpxcXHI\nzMzEnXfeiYaGBg5uSVkvX74cRUVFyM7OZl0TFRXFCZQlS5ZgwoQJSElJQWFhIaxWK2w2GyoqKnSZ\nOgqgCFVAwdmYMWMwduxYHD9+HIsXL0ZCQgJSUlLw3nvvMUTzwIED0iwvQE/QMTAwwA6kqqoICQlB\nXFwcJkyYwEH+v//9bwAyuYNRj2diYiLq6upYp5rNZt0ZuO+++/j9N954o3RmRb0MePs8xMSYuAdO\nnz6NuLg4BAUF4Y477gAgkzn9X1X4/q/n8BUWFrK+/W/nj4kOWVtbm88AUEuWo5XLL78cs2fP1vWd\naM87Zf1Fx5PuQRvIGtmU4OBg5OTk8LMTrys8PBx33XUXFEXh+/B4PDzAGfAmKGfPno2AgAAEBwcj\nKCgI119/vRQ8RUdHIycnBwsXLkRiYiI7pCEhIVi4kzxQmgAAIABJREFUcCHS09OZTOLmm28GAF3/\nmC/HWnxeJSUlmDhxIkwmE/es0vfT6xoaGvDUU09JVQA6i6IeIAhZRUUFwsLCpCTL4OAgdu/ezbrT\narVKNoOSgoBXV4u2as2aNZg1a5bUP0b9daGhoez8jx07dliVbWq1oL5kUWjW4DfffIOenh6MHTvW\np02JjIzElVdeyT5KcnIyIiMjdZBOcVagVqjPuKGhQZc4onWgQH7mzJnIyMgY1vxAbb+a2+2WEDy+\n1snIpwwJCUFzczPr6L///e8+v/di+iwyMvKiBDWA9xzNnz9fN/tx6tSpmDJlCttzj8eDlpYWmM1m\nhIWF6ewIAFx55ZUAoON5mD9/Pqqrq7Fr1y6pahkbG4v58+fz/n333Xcxbtw4zJs3D9OmTWMylays\nLPYNExMTOdg0SmqGhoYiNzcXISEhmDp1qi4pEBcXh8jISLhcLqn/d/bs2XyOrVYrsrKysGvXLpw/\nfx7z58+XmMBFH4cKEPn5+UhJSUFFRQW3d9HcTbPZjJycHHR1dUmJb0VR+OyPGTNmWCz43d3daG5u\nRnt7Ow4ePIiamhqp0jgcOydCkH3JTyLgM8qWtrW18YB1UnRLly5FTk4Ozpw5g8DAQK7IiIv5ySef\n4NChQwgJCcGiRYtgs9l4gxotekREBMLCwrBw4ULMmTMHEyZMYKrWyMhIKIqCiooK/PrXv5ao3AFI\n8+LEe0hOTkZGRgbCw8ORn58vKVXRaCxbtsyQhYx+Njo45ACL2Y4//OEPUFXV0BEXPyMlJQWTJk3C\nxIkTERERgeXLl/Pf/LGBaj/H6XRK0EmbzYbMzEwcO3YMkydPxvvvvw9VVSWndcmSJXjttdekzxez\naeSk2O12tLS0cPXxh85wE69ZO4BWm70jJ5Yw3fPmzfM76Nuf+IN5iHTadH3DHTMBeI2vKKSMrFar\nLhPta+6cuC5GEDTR2TGS/v5+HZugKNXV1QC891hWVqYjNhF7fozYL4fr+FMFHwA+/fRT6fr27dsH\nRVGwZMkSJCYmSk6nL6Hv/eSTT7gyRwyZH374IRobG3HkyBFs2rQJ58+fZyVeXFwsOTKUZJo+fTqS\nk5MZUkn3SroqOTkZqqriww8/1NG2i+v05ZdfSqQr2qBi7ty57Jx4PB6Eh4f7PMP//ve/pWo+VTYJ\nij1ixAgdAyC9l/o+/AXegJzVF/dgV1cXnnjiCZ9VVqOAdDjEG6L8X1b96P4pw9va2orvvvtOOnc/\nhjlUdOjFDLPZbNb1c9fW1jLhzcXEKCgUs9MpKSm6HrvU1FSuCg0Hbqa1Wf39/ZwVb2lpwaZNmwBc\nIMEKCwuD1WrlMxIREYGHH34YN9xwA1atWgVFUbB//34JnUC985RozcnJQXZ2NkJDQ2G326GqKuLj\n4/Gzn/0M9913H1JSUoaFbgBkgi2C81ssFlgsFk5S3n333ZLuePLJJ/HNN99cdGQMyfXXX4/Q0FCU\nlZVh1qxZSEhIwPz589n+p6Sk8PlNSUmRKjOtra2GiTNRWltb0dzcbFgpMYJ0ut1uHZFRUlKSrodW\ni/hYsWKF7rmQjBgxArW1tdKadHV1oaurS0o6iLqLfk+f6Y+NOy0tDampqWyTFUVBdna237FXJNrR\nEIqiDKv6bdQqpEV5+eshvxiJV29v77Agqb5sMSUJxfmUXV1dCAgI0Nk6f5BdI1IYfzb4+PHjbONF\nEfWYuHe0300BdkxMjCFfQFJSEoKCgjB69Gi2S1o9AugrzuJ3GfmK69atQ1paGvLy8hh+/eKLLwLw\nJlEpQUU6ISEhAffddx8nfVVVRVZWluRbh4WF6fRkT08PBgYGmDUc8CYd6P++Rsk1NDRIyc+LMcb/\nJAI+yuIAF4yT0by9srIy1NfXo7i4WAp4tBs1MjKSN7TdbofdbseRI0cwNDSETZs2SdC9WbNmwWq1\nYuvWrfjqq68QFhaGwcFBdHV1Yc+ePTxoXHzA8+fPZ0fAiA2OspctLS345JNPJEO9d+9ezrBRpl4L\nkwSAK664AnPnztXdm+hMaR1nI2Ujkr489NBDCAgIwKlTp3Du3Dls3Lhx2KxTL730EkMiXC4Xjh07\n5lO5ic49SV1dHVpbW1FfX8/PTsxsi8FhbGwsO33D7d0j0c4IE6WlpUX6ma6fqH2vueaaH82o6Q8a\nKcISfAX4/kTbYC4qH22Apw0MtD8HBQVJgYTYK+CPMvns2bN8zdoeIzI0IuwqPDwcDocDv//97/HQ\nQw+htrYWhw8f5uuhahQJvU/MmBcXF+tIGAIDA1lHfP7559i9ezdGjRolnc+ysjIcP34cbW1tnIkX\ns6rNzc0oLi6WngUZ+u7ubnz++ef82o6ODpw/fx5NTU2YO3euRBU9d+5cXgvSAx988AHa29s5mdDb\n26vr8xXvmZJIdD1PPvkk/11k0QsMDOTz4na7Ybfbce7cOXz00UdS/wTgrT41Nzdj7NixUFUVlZWV\n0h7asGGD5PQasdOuWLECL7/8Ml555RWsXbvWLzGJ+NyN/uZwONDe3o57770XTqeTG+qBCxVRUfwF\nHUbBlZHz8r/F0kn7hxI08fHx8Hg8OHnyJK/pj9EZYpVCtEcLFy7Uwcbo7/4cVgp6Ozo6dEGAqEMv\nu+wyhmN+//33bB/IRg0nESUmOiIiIhAdHc2BjKqquj7zSy65BCkpKRJa5dlnn+XAhPafGJh2dnbC\n6XSivLycSY7o/u6//37s2bMHLpcLb7/9Nm699VbU1tYOi8YdkO0mrRXZqo8//hglJSXYvn07r7vW\nboivN5Li4mK2qzU1NTh27Bg76ARVq6+v5/Vwu90SS2d3dzf+8Ic/oKenB4cPH/b5XeRs0/4nPWPU\ni06JNqfTyQijxsZGXdKJEkOTJk1CaGgonE6npIdEezNp0iQsW7aMf66vr+f1FCvsFNwlJiZysERr\nK/pGWmKLuro6dHR0cOWkqqpqWIQwJDfddBP/PzIykvd9dXW1z77b4SQeh8vmbZSI+v777/1W+Mje\n1dXV6QjZ6DmcOXNGmv9I/kBPT48UPNB5+PjjjwHIBG8mkwm7d+/mexH3QU9PD7NpOhwOXHfddRg3\nbhyamppQVVXFDKEHDhzgGZCtra18Tvr6+nRBbXNzM1wuF+rr65lETPRjjh07BovFgtjYWNZJRDpG\nycL29na0tbUhJiYGI0eOhKqqKC8v5z1bUFAAm80Gu92OwsJCn2tMoigKduzYodPfTz31lIRoqays\nxCWXXMLPhuCpRp+nKAqamppQVFSEyspKjldob+fl5Uk+t9vtZoTfrl27LooW+UkEfP39/TqHQVvy\nPXr0qMQOZ7PZJNwvcOGw+ppRAlxwvpOSkqAoCm+uoaEh1NfXY8SIERgzZgwiIyPR39/PxnLJkiWo\nqKiQFNzjjz/O1x0REaHLTKuqioGBAZ+G+p133gFg3Mipqiq++OILXTZJZA/6IULKR1RoHR0dEr2v\nqqpSJt6XE5efn28YHGRkZLBhPnLkCP71r3/x32644QaGH1J/hugIiw4aQQSAH97f8tVXX/F+0FZg\nfWXiKVjz57j+b4jVatXBSv1V1Ui0SoD2hNvt1mW1tFVe+js5pxaL5UfRsIv7Rns9cXFxkhG02+06\naEx4eDja2tpYqZNcbLamFg7U19fHjqF4HaGhoezUiJUyIpJpaGjg4MyILTUsLIyhL7QfxLMwefJk\nTh4BF86s2EMIePVIaGiojhQgOjoadrsdLpcLLpcLl112mWFFwp/DQVWl3t5eOJ1OjBkzhvXT0NAQ\nvvzyS6kX6Pjx41JApc3G0tk3YuhsaGjAvn370NbWhtbWVt5HiYmJhr00Ys+hdgZZe3s7PB4PTpw4\noWM880e+NVwZDkTqvxEy5IC3kk+ZaJL/rVmYQUFBqKyslBwC+m4t4YJWiD3PKKs/NDTESZ7PPvuM\ng/eBgQF0dnb61XlGJGGiLaHPJbgYrZOYFNIGsCtWrJDuLzc3F9OmTdMRgrS3t0tJweuuu+4HMR0P\nh5QmPT1dun8RZkmJB7PZjHXr1mHixIl87js7O/HFF1/4/ewrrrhCspO+rrevrw9/+9vf+N4oKefP\nNsTFxSE9PR0RERHIzs6GxWJBY2Mj3G63hCIiEUlb/InWkXW5XFISQEweUDLH4XBIva2EjCKh8yH6\nR6RDaJ8YrY3b7ZaIwEwmE5KTk322A4gSHx8vQS+XLFnyo9sutNemTVb6EqPvU1XVr/0VK2FG0tTU\nhNTUVIlll4jF6D10vS6XC1ar1bBvkPyB6upqXb84+b1tbW0cQFI/ZFRUFGJiYpCYmIihoSEMDAzA\n6XTqbILW16K97fF4WOeI505RFPz85z/H2LFjMW7cODz//POoqKiQWnRo78XExOjQfeJaO51Oabi6\nqqqoqKhAUVERB2CAPvktXgslFkS/Rkykaf3ygIAAxMTE+GSY96Vjialb/G5/8pMI+EhoVhXgDWi0\nGZ/MzEykpKRwHxlt2ujoaJ8NvZTRysrK4nLx1KlTcfvttyM1NRXjxo1DcnIy1qxZgxUrVsDhcKCi\nogK33XYbTCYTLBaL36CDFPr48eNhMplw+vRpPPjggwzRiIyMxG9+8xt+vQhh2r17Nys8saqQlJSE\npUuXXpRQgw5xR0cHN4aLIm6eqKgoHVX2nDlzWEnccMMNiI+Px5/+9CfD77r77rt5bt5f/vIX6SCS\nQdfStYvy+OOPS7DHtLQ0n83EQ0ND7JRQf8ZwK30xMTFS9UIcxumLspt6kgimatT0frHZQtpeCJEG\nGvD22v3qV7/SYfKN4I1a0Sp/ckSMRnScPHnSED4nGm3xPSL5gha2p3Vk6X3+oFN1dXUoLS3FmTNn\nUFxcjKKiIsTGxnIWLjIyEklJSbj88ssBgGf5PPDAA7rPcjgcumcmXjtdX0FBAfLz8zFnzhz09PRA\nVVXYbDbExcUhKSkJZWVlOH/+PBvTzZs3S0mWI0eO4Pz581BVFREREfwsg4OD2ZAsWLAA77//vuSM\njx49mvcOJS9yc3Pxy1/+UjJ49957LwB52LHdbucZPHSvIhkMIM/RmzRpknSeXS4X7HY77wXKUn7z\nzTcoLS1FQkICG8Xc3FyEhYXxfYnkEQDw/PPP6yr9S5cuxaJFixAeHo74+HheO9pb2iy3L5hTeno6\nFi1ahLi4OIwdO1ZKVBUXFxsmYfxRpg83IaM9fz9WaP+J52TkyJF45ZVXeE1mzZrl8/2+iKCM4NHk\n4IvBZFxcHGJiYtDb26urrIuiqioPRdaeTzGDferUKfT09PC69/X14ejRo7yu2my30fMRIXzJyclI\nTk5GcXEx2yOqRGjhpZQ19+XUTJ48mffzpEmTMHfuXF0yNDMzEy+88AIH3RkZGZgxYwZDkqkXTlEU\nn71eBBFMSUmRZsN6PB68+eabKCoqwhVXXME6f/PmzYaf40vIPwG852jcuHGor6+X+tJTUlK4CpaU\nlIS+vj5OXEyaNAkOhwM33ngjAC9bMHDBzk6fPp33QnJyMpYtW4b8/HzWF1VVVToHn16vDb617K/a\nRJ3NZpMq7oGBgT4THMnJyZgxYwaWL18uBTVJSUkwmUyYNGkSJk+ejLlz5zJTohhgGiGdxowZo4OB\nDkdOnz6t0xV0TidMmPCD5vK53W4UFxdLsEBfMpwKIc2nNRLyBx599FGMHj1ax+FAupEqwtHR0ejv\n78eIESPw1FNPweFwID4+XtJXV155JebNm6ebezx//nwAXt9Fq8/DwsIMR0OMGTMGNpsNf/nLX7B6\n9WpceumlGD16NGbNmsXQ16SkJOn5JyYmYvPmzaz7yQ8Uq2g0fsThcKC2tpbbuQBwYkVRFMTFxWH8\n+PHo7e3FkSNHuKonXr+oP9euXYtvv/2WdZZYUUtOTkZubi4cDgevBeCdZ0kBKvmfBCMXnwFwIekc\nFBSEoqIiXH311RILdXJyMhwOBxYsWICQkBDusaTrWbNmDes4MbHoS34SAR9BOq+77jpeVDE4IOdI\nLNMS+6aiKPjZz37GVMa0SY3K7pdeeqn0MEaOHMnZ7eeff153mCMiIpCQkIBbb71Vd1gCAgKgKIoU\n5IizYui+jIQgFXFxcaxMxexBW1sb9u7di9TUVF2wSZAKl8sl0cpS35EokyZNQkdHB1/Hpk2bcPTo\nUab+LiwslHp3WltbsWHDBv5Zu/mMNmNTUxOcTidqamrQ0dHBr8nKypKw2uJ7J06cCFVVmfCGhA7B\n4OCgLmgZbp/MI488wk7W448/zkolKSnJZ2/QxfolAFx0SO1w2C7Ly8t1EJrh3Jc2y67t7aLnazab\nsXbtWkPHkL6HMmwk4mu1TqgYZE+bNo3Xpaenx5AUg9axsrJSgsycOXOGYYfnzp0zzIK99dZbRrdu\n+B303XQWFEXB4OAgrwNRQLe1taGzsxMmkwmzZ882XJdnnnkGra2tvD433ngjz65cvHgxcnNzERER\nwbBfUaKjo3UVq6GhIWzbtg2A1zkaGBjAn/70J147m83mMxipq6uThmxTsBkWFoampiYoinfsxIgR\nI9h4xsTEICgoCJdeeqnuzERHR2PGjBlYvHgxrFar5LhdbA7Vvffei02bNnG/DMHEXC4XXn/9dSlR\n4c9IqaqKW2+9Fddff73hzL0f2zN7MRlOv9twpL29Haqq8t6hfbBlyxZeQyOiKHJOfa2zkS565pln\nUFJSIun87u5u2Gw2pKamGiZyAH1vMgWO9FzmzJnDfzt79ixGjx6NnJwcmM1mfP/991IVna6bzlJI\nSIiuor9jxw7ez7NmzeIkZnJyMpMSiWx4JSUlOHr0KK/Fm2++KX0efVZBQQHvh+XLl6OmpkYKLt97\n7z2cPHkSTqcTHo8HHR0dOmRBZGQkgoKCYDKZfCYhaO+uXbsWDocDt9xyC18HjafZtm2bzxYAX1Jc\nXCz1tm/fvl3XYkDXVF9fL7FDDw0NcbBlFPj4GvNCcv/99+POO+/kAEob8JF/4XQ6UVlZKRHF+eup\nttvtUtLNYrHw3hV7y+n1Rrp99uzZCAsLw4oVK9DQ0CCNkBLtiPi+6OhoWK1WREZGSr7RfzMS4aGH\nHgLgrWr5SrQOJ6H01FNP+fzbxd7vD2kkSmlpKVRVlXoRqX+9qqqKxxHceuutyMzMlJLnFKzYbDZJ\nz1DiICIiQofQUhSFnwvZUovF4ne01ubNm1FYWIjNmzdj0aJFiI+Ph8Vi8TumRhSReVWbCCcRg0Ii\nF7vxxhuZxOz111/HiRMnUF9fz4kWui5RysvLsXXrVlitVknP+JKuri4p+eV0OqVeTiKL0VYIP/zw\nQ6m6KN7rxcagDEd+MgGfqqrYu3cvR9obN27UscEpioL6+nrk5eXh1KlTyMrKQkhICD744AMAF/oi\nysvLERgYyBvAbrejvr4eZWVlUiZbVVV89NFHPpto8/Pzcf/990u/owNNzZX088KFC2G1WhEQEMDD\nHmfPno34+HhJCYiNr8XFxdy7JmbNLBYLZs6caThgkzZhfX09f25NTY1EwEKSl5eHmJgYxMbGIj4+\nHoODgwgKCjIcZH8xMVJkqqpi8uTJjM3u7u5mTDfgfQ6iwb7llluQkpKCJUuWYNy4cYaOotPpxD//\n+c//ir2PHCYR0mkymXw6TCRLlixBWlqa4b0aQZtE8Xe9VF1VFEVH45+QkICQkBC/fUBaA6GqKjIz\nM3nciAgn1FbFKSlARmBgYICVa0REBDweDyIiIrji5k/I8A8MDEiN821tbbyv09LSuMpKmavp06fz\nrJvz58+jpqaGr9lsNjN8y0i0zujo0aMxfvx4qW/hueeew65du6Ao3iHpl112mZRssdvtDDU2ktjY\nWIwYMQJVVVUS6QFd/8SJE7FgwQJcc801hrTcsbGxsFgsCAkJwZIlS/i7L7/8cp1j39DQgPr6epSU\nlKCxsVGqYIwfP14KysS+ZoKMTJ8+HYWFhXwdZ86cwYsvvojly5dj7NixXAnMyclhJ4AgSNqeEnIc\nH3zwQf48LSmFongH4dKZsFqtzJBIUlZWZkgYJYrRmXI4HDwC578RLakRoO8z/bFCTgbpS6ogX0wo\nuKVzrnXAxSy0L6IlwHvmKOGpHZwsSk1NDZ9hQkeIZ4D0TlRUFCZPnoyCggIEBwdzspWCDdJzlFAQ\nh7RrRdR5kyZNQkNDA+644w5kZmaira0Nvb29UrAgwq7I+aaMN2W36bk5nU6JyATwVuIJqUAjUu6/\n/36uoAPedo4rr7wSYWFhw54zKI4BIlKM48ePS7pnuPZIvOa9e/dyL1RKSgrKy8ulc+J2u/m8Hzly\nhBNxYoA9fvx4XWIU8J5DctrJtmzcuJEDKG0vHdkMQEaM3HDDDYb38UN65cRroP9rycQ8Ho9u9IQo\nWlj2qFGj4Ha7sX//fobHJyYmYuPGjT4hleK6kV8VFBQERVGwevVq/puY4BuOREREwOFwoKCgADNm\nzPB7/sUzZ7RnIiMj/QYbcXFxhrBiwOsrjBgxAsHBwWwT6Pzs37+fZ87l5OQA8No9X+zb2pFYJGaz\nGYGBgbrqOPnYV1xxhWQrxODGZrMhJCSEk+Mi0+1nn33GyVGqWk6YMIF1i7hffvWrXzF/xwcffACz\n2Syx/L799tsAvPuMktS+zueuXbsQFBSEgoIC6WwSdFTrB6ekpGDt2rUMOSVYsMvlkkYxkd3WBnHh\n4eE+K9FafaaVBQsWGPr8ovwkAj46fNpN6E/J/vznP+cFJJppUl6nTp3i9xKk89y5c1K29eOPP8bp\n06d5phWRJ4jS1taGF198EQ8//DBeeukldoauuuoqxMTEoLCwkA3kjh07YLVa2cAdOnQIqqrqWHfI\nCDkcDgwNDfF1ikaVDvw//vEPXQM2BYYDAwO8WSn4M4IpNDQ0SBUdoqoHvFkkCoCpsvA///M/us8w\nEkVR8P777wPw3U+4d+9eHXzh6NGj2LJlC2pra/GnP/2JFUJWVhYforq6Ot19/5AA0AhG1dLS4pdl\nEvCynX777bc6KFJgYKCO6vxiomUJa29vl9jTaJ9QptEfZFXrqJ87d46rpDExMboxF6KjQ8HvwMAA\nzGazVBH0eDyIjIzk12iryf6Momj0xOrnd999B5vNhqKiIhQXF6OyshIVFRWoqKiAzWbD0NCQNAzd\nbDbDbDYjODj4os9YVVUUFRXBbrcjKiqKz8L58+eljNyGDRtw4MAB9PT0SJlcOi+059988018+eWX\nkrNiMpk4eM3Ly4PL5UJBQYHPgak2mw0zZ85EUFAQhoaG8NBDD/Fw6507d+LcuXO8H10uF5qbm9HW\n1oaOjg7J0SfdIn4P6Za4uDgUFRXh0UcfRWFhIfbs2YPNmzfrkldXXHEFJ35UVcXx48exd+9e7N+/\nH21tbayLKCngb3QBMZl1dnZyVVF0yMUqw7FjxyRIs7gfT58+jb/97W8YGhrCmjVrdAGzP3gToA+U\njPbIDyV2+iEyODgoVXoI5rdmzRreT+QMiUK6RtTXvoQc2nvuuccQMlZSUoIvv/xSqoyIYjTgG7iw\nVnv37uUzKpJj9fX18WBr8Xmmpqbydxmxfp46dQoHDx6U+lfb2tp0fashISE8ysRqtbJO/PTTT/GH\nP/xBei19FiFnKisrsXjxYjgcDtTX16OyshKqqiIwMBB2u50drS1btmDlypV8FsrLy7F79250d3f7\nHK5ttIdIx4q95KRHS0pK8MQTT1wUxeFwOLB+/Xr+OTo6mq+zvr5eglJTUG6xWBATE4OsrCyGVtIg\n9V27dnGPa21tLe8Nt9uNtLQ0KVliMplQXFzMATElAsV7/fLLL+FyuRjVY1R9Jme8paVFR2gjrol4\nDySNjY3SGgUEBCAgIABvvPEGvv/+e4nJmYT2XUNDg/Q9qqr6TIT4YgwWgyM6s1SB2bJli7TnjHq3\nfInIcJyRkeGXFVjUfUYVZlpTXwleMVGlvc+uri40NzejuroakyZNQmBgIPbv34+amhp0d3ezraPq\nVlFREScwgAukLX19fXC73di8eTOfyfLycva5kpOTkZ2djaKiIg4oqWXh5Zdfls4aIdwUReGAjnw6\n2vttbW04c+YMbDYbkpKS4Ha70draigULFvAZPXXqFNtAQusB3n0fHByMkJAQ9pl27drF65yamooF\nCxbg3Llz7MPn5eUxZJiug86mCOn8+uuvUVFRgeLiYr72o0ePcj+0yGYs+riKovC1ku4dHByE0+lk\nO60VEebtS3bu3ClxahjJTyLgo0VNSkqSNjnheEUjSDM1RMcoIyPjotHzpEmT2ECTM9TV1XXRZl4a\n7Kql5h0xYoQ0VJmcuvT0dDz44IMAvM5vdXW1pMhEJ9pXszhJR0eHjjWN6GKtViueeeYZhIWFISUl\nxXCMg6Io6O/vx+DgIFpbW/0GPK2trTh//rxPp1v8fXFxMTZt2sSHhOabXIxhiK7v7NmzvF7aYEU7\n409LzDNcCQwMlMYyqKrqdx4QSU9Pj87QxMfHG87nEUW7biIM5ezZsxgaGsL58+dZKdO+GRwcvOjo\nCS1roZgoEPd9QkIC8vPzJWMyY8YMBAYG8voNDAxwVm5wcBBhYWFcOSBn0Gitq6qq+PwEBgZK7K+h\noaGYMGGCtAYiw54o4eHhCAsLg6JcoMkeM2YMHnjgAcPMpwjhGRoaYmMzatQoPPHEE7j88st5/lNl\nZSU3sCckJEjVtbKyMslwk5w5cwbHjx9HQUEBcnJy8MUXX7DRPX36NGw2m46gRSuFhYUoKSnBhAkT\nYDab4Xa7YTKZEBgYyAEu9T5Qlfemm266aDaP9ohRYKbVF6qqYtu2bXjzzTfxzDPP4NChQ+js7ERj\nYyPD3CgYzM/PR3JysgT1I6F7pYzrrFmzsG7dOhQWFv7o8QeHDh1CZWXlsIM1EZ7kK5gBjImofDF8\n/thZeUZ0+MMRbcJK+/1GTmtPT4+uIizqLDFYE2Xx4sWcxBs7dqyUTAG8TrqiKIazEi0WC4aGhvh6\ng4ODkZ6ezntGez1G67h161ZYLBZERkbC4XDPsi5tAAAgAElEQVSgsLAQsbGxvL9cLhcnm+g+AW+v\ndF5envT85s6dq6sWu91u1NTUIDs7m50+GgXkSyiQNRIti+nNN9+M+Ph4rm4A0FVGdu3aZag//Mnq\n1avx2GOPMSR49+7dUsBEs/jIFhIKwR/tP6DvxwcuPE/SFVlZWQgODvb5WQUFBaxDxPUQAw6Px+O3\nZ01LsiPKzJkzOcFEyYbJkyfD7XZL10Tf197ejurqaraFBw8elGxjYGAg2zpfVSsjnWj0s2hn/J03\nEjFJ73A4DMl6IiIiYLFYEBgYyPvcyF54PB7k5ub6tPkEYyUR/+/xeHD+/HkEBARg9uzZyMjIQFBQ\nEMLDwzFt2jTk5+dz1c0X5wBV9K1WKzweD3p6erBv3z5OLlqtVtx///0SIua9997jvzc0NOjaGPLy\n8ph50+12w+PxoK6ujmdsWiwWFBQUwG63Iy0tjZPniqIgMjISFotFIhraunWrhBRLT0/HmDFj0N/f\nzwmZkJAQCRIaExOD06dP63rRd+/ejccffxyA128Vz9+YMWN4nci/E1E1Wj9QrOZpoa6qqurW5YfK\noUOHLsou/ZMI+CZPngyTyWQ4kwnwBj5Gh+fQoUOsTCgQmjJlCtLT06V+osrKSrS2tkqViHHjxvFn\nlpSUSAMri4uL8dprr6GhoQEzZszApZdeiueeew4OhwP/+Mc/8PHHHzO5y8aNG2E2mxEREcEkDM89\n9xxaWlpgsViQkpLCzfSiEA07bVgxg5CSkoL77rsPqampOiVGYyIAb4XOZrMhOzsb77zzDsPitFCe\nkJAQxMfHs3KrqanhHj7KOuTn5/skNQH0ykusFJaVlSEzM1Oq0qiqiuXLlzPWWVEU/P3vf4fVauXr\nuPfee1k5EnsSHViCJRCZzXAdNkVRMG3aNMyePRuKojBkMD8/H+np6YZOAGVlH3zwQYSGhuqa0odj\n6LWGlcr6YWFhiI+PZwIMCvjJaFmtViQnJ+sSCqJoM9VBQUGorq5GYmIibr/9dg7wKKspzjay2+2Y\nMmUKXnjhBaSnpyMgIIANHn2ntu9i1KhRiIqKknqumpqa+HnHxcUZUn8DXkin3W7H+PHjdZWxa665\nBk8//TRmzJjBMLJZs2Zh3759cDgchpBbUckuXLgQgDeYrKqqwvbt23H48GGMGjUKJSUlKCgoQFhY\nGP74xz9iz549ePTRRxEXF8d7Sgvf+MUvfoFly5YhKSkJzz77LG677TYoioLMzExERUVh5cqVfD6M\nghVt1m7fvn1wu9244447kJubixdffBGLFy/GvHnzoKoqP4vc3FzExMRI7zXKAK5ZswaAvmdn5syZ\nPEgW8J6/p556Stqnzc3N6Ovrg9lsxh133AGr1Sqx1p07d47hZkZCTfe1tbV4++23sWfPHkRHRyM7\nOxsFBQVYsGABv1breItnbNSoUZg8ebKk60iKi4sRFRX1o0eh0P4Uv496uLXP+sfMygO8jsXMmTOl\noFvLzCrqZBJyFkTCCbEK6na7ER4ejqioKGRkZCAgIABXXHEFnwXAq/PCw8NRVFSEOXPm+GUnrKmp\nwfbt23HixAkdwmHkyJGYOHEiZs+ejUWLFvHvAwICcOmll0rrR8/917/+NWbNmoUnnnhCWsuZM2fi\nzjvvRE5ODioqKvD111+ju7sbqqoyDEyEiAIXRpssWrQIwcHBOodda1tyc3Nxxx13YMGCBTonTbuH\nVq9ejenTp/PvCwoKMG/ePKxdu9Zn9Zh0sxjMKIqCX/7yl9ixYwcAeTaizWZDfn4++xiA8UB6rfT3\n9yMoKAi1tbV8D2SHp02bhpSUFCQnJ6Ovrw9ffPEFFMU7C5VsZn5+PutyIjxKTEzElClTcOTIEV1/\noFaHxMbGGkKty8rKJIc1NDRUIgKj+zNKqIhClRBRurq6pPmogPcMhYeH49Zbb+W99MILLwC4cE4H\nBwdx6tQpqfJmNpv55xEjRjBRiVH7QUxMjAQLTUhIwO7du9HV1cX7i5LLYhJRa7dJF/kLZgH9Ppw6\ndSo2bdqEKVOm+CVxArwoKqMCBT2DtLQ0FBYWYtSoUZy0NpvNGDFiBFRVxbPPPstsn7fddhs++ugj\nfPjhh7j55pu56nbbbbehpKSE50qqqoo1a9ZI5Cpi0Gk2mxEfH4/4+HjuQScZGhriXvHk5GTmwSgo\nKJB0P0E6FUXBypUrUV1dDavVCqvVCofDAafTibq6Ojz00EPcJx8fH8861uFwoLi4GKdOneJEH/nU\n+/btQ0xMDDweDyeTAgMD+dk8+uijWLlyJcaPH4+KigrDKhtwgaipuroawcHBXDx65JFHAHhnMX/y\nyScoKCiQWHJdLhf7TUlJSdxnS8ze0dHRsNlsEkNocXGx1C5G3B2+Zk+Ko0N8yU8i4BONEKCnlqdM\neGlpqeT8nDp1CqqqSlDQ7du349SpUzyaobe3F729vUxeQgrxyiuvZMpaI2lsbMTJkydx+eWXS/Nc\nAEjDRlVV5cHtNF/vP//5D3p6epCVlYXAwEAcP34cERERTLV88uRJlJeX45///Cc76WJ24ODBg7jt\ntttgs9k48CEhR0J0hHNycqCq3sHrBKMBvI6IxWLB5MmTMWnSJL9MkzfccINP2KLT6cTLL7/Ma0X3\nSAc/JycHhYWFiIqK4tccPXoUwcHBhlC4MWPGIDo6Gp9//rnPvjp/PVfDEbqO2NhYJCQk4M4778TC\nhQv9Bo47d+5kBSUKZdX8ia/qodlshs1mw7JlyzB9+nQ2opThnzhxIubMmcPOhNH3KIoi9e8QZTIZ\nspEjRyI4OJgdGS2zlzagExW9WE2h1xQVFRkyqNbU1CAnJwctLS3o7+/ndero6MDOnTuxdetWvqZn\nn31W9+ypMknXQ8ZiuMOMxTMiBhCU2XM4HEhISDBMDolN3CJsgthjTSYThoaGkJ+fj7///e/cNzPc\nOZWiOBwO7i0uLCzEVVddpbsPf83wgHdN/vjHPwLwBgf+qMDp/C9cuBDLly/Hr3/9ayQkJCA2NhZT\np07F0NAQIiIi+Jlq1+eDDz7Q3ec999wDwFvxiYqKQkNDAzwej6ETqG2QF4MrggZSVVcrd999t99B\nytpZVOK10/9FvUU6LiUlRfo+X8ksOjO+zjc5wOLea29vl+CtWklMTGQbRpnx/v5+KWgUz/zEiROl\nxJ54HkQioouhL6h3kyQlJQVRUVEYN24cQ7qBCyN/+vr6UFZWxr2vAAyHIotCFO6qqqKurg4NDQ3I\nyMhAdna2zlYB3r0rJlp9VT/279+PnTt34siRIwAuDEQHwBWCI0eO+HyOOTk5cDqd+Otf/4rt27cz\n+QqgJ7WJj4/X9UN2dXXhm2++4TVyu91clXS5XHA4HJIfsGzZMp3fopXPPvuMZ6BZLBbk5+fr2KnJ\nn4mLi8N7772Hvr4+fuY7duzAp59+ipdeeokD0ClTpujW+d1332USD5IjR45IUGRx3cT302goLVFM\namoqIiMjJVI3rYiz4BRF4bYZal1oaGiAxWKB1WpFf38/3njjDaSkpCAyMpKTEuTPhIaGIjQ0lB3e\nKVOmwGaz4YYbbsDIkSMl38UogW6xWHR9hxR8AF4yDZKdO3dyEpX+Ts49JbIIPkwinsmCggIdJHT/\n/v1+WxJSU1MRExPDVW8jG6Wt+tFrIiIiOAAKCQnB3r178fXXX0NRFIY/0r8FBQWor6/nQFE7+uDS\nSy/ln+m5WCwWZGZmYuTIkTCZTDh37hzeffddfh3pnri4ODz88MN8NqmaX1BQwOgDGk1Att/tduv0\nJPkAO3fuRH9/v26MiM1mk86/do3Gjx/P9z5t2jRpVNKzzz6r6y2kNXA4HBxs+ULr2O12KIqC5cuX\nY/Xq1XzmbTYbn3ex957O97Jly3jskj+2esDYNwK8RDAiaZuR/CQCPsC7qfbt28eKWDxglZWVHCkP\nDg7y32iTtbW14f333+dZRS0tLdwUnpKSgszMTMTExCAmJgZOp5OdELfbbci+B3gNvdVqxeuvvy5l\nc5YtWybBjNasWYPz589zxY+urbe3l7OFY8eORXR0NHp7e9HU1IRrr70WBQUFUFUV3d3dKC4u1pGC\nBAcHw+Vy6fo2qPrU1NSEyspK1NXVQVEUng8YFhbGSvTgwYPo7u6WyG/a2tqQmZkJj8fDpW7Aq/h9\nzRABvNXUv/zlL/xzcXExk6JQhayzs5MHxba1tekyRSSXXXYZxo4di4yMDFb8bW1tKC8v56B5y5Yt\n0nuG26dDB/3UqVN4+umn2dg//PDD2LVrl1Qt0yYWMjMz4Xa7dc+CGnFTU1N9ztAhhUsODX0G9cU9\n8cQTOHHiBMNcKCgrKCjA3Xffzb0yWqVvMpkwMDDAjoHZbOZsOj0vk8mE1NRUPPDAA9i1axfa2tr4\nOpxOJxMW1dfXY2BgAEFBQQgMDERXVxeOHz+OqqoqbNiwgfH+RUVF2LdvH6qqqnT3OWPGDMNn0dXV\nNawePEVRcOLECVaUp06dYnIff884LCyMe3lcLhcHfG1tbTh79ixcLhfy8vJw4sQJCQ7S19cHl8uF\nxx9/3OfwcGIlU1UV//jHP7BgwQJdgFVcXIySkhKUlJToAtQvv/xSFzAFBASwY/fRRx9h//79cDqd\nrMeMmPhEKS8vx/nz52E2mzE0NCRlCj/99FPpGtavX4//+Z//YQg8kSndeOONsNvteO211zhIAS7M\nT6M9dezYMR0chcazZGdn4+677+bsudaYUaAi9u6IjhJl0DMyMnRZceqr0D53saIjBkLi+00mk9Rv\nRPL1118D8DrSYuVquAy9Wunq6sLRo0fZwevs7NQ5MLNnz5YCxubmZr6H3t5ePtMiYVdhYSGuvPJK\n1g+9vb3STMKAgAApg33s2DFd5YSu/5VXXkFHRwfi4uJw0003ccBts9mYvVnsi9He+8DAACesRMeY\nnCKxD7axsRHr169HaWkpV5SJmIz6yDZv3syBG0lMTAxcLhd6enpQU1OD999/HwcOHGCb3djYiFOn\nTqGtrY33otY2Z2dn6yC+ZCfWr1+PyspKKfm7bt06AN6KiRjwnD59GpmZmRzM/P3vf4fH48G4ceN4\nz+Tm5iI9PZ0z91pZv369z75eErGqa7Vamd1RZOgELth0bUDr8XgM++zWr1+P7OxsTrQcOXKEx1GQ\n9PT0SPONaX/abDasX78eFRUViI+Px+HDh9HT08P2h541nWen0+mTaVarT4kJOCEhAWVlZWhvb2cE\nS2BgIA4dOsT214iVcdGiRbym9fX1GBoa4p4o8pcAbxJIi4jRsm42Nzdj5cqVGD16NAICApCUlCQR\ng5DOoedD9yL2RdL50CJsHA4Hbr/9dul3YgBBz0I8b6NGjUJ+fj4WLFgAVVWxZ88e6f0mkwkejwft\n7e082ujQoUP48MMPERkZyYEKXS/1PIq2y2Qy8frRrFbis6itrcXrr7+O119/HZ2dnWhpaZHg6RSE\nTZ48WRpRQPfW0dGBc+fO4fnnn9fxXZSXl+PAgQM83sVisaC4uBjLly+X1o5GG2zatAlHjhzB3r17\nUV9fb8jebCRut5tJs66++mp4PB6fPibJ2rVrmWtCvF5VVQ1tMNlxrS8cHx/PiIGOjg62v9TaQklk\nf1Bz8m19yc6dO6VA20h+EgGfqqoc5RNMoLy8nBecsgR2u11yuJ999lkEBQUxRr6uro6ZjOi9NpsN\nS5cuRWZmJmw2G1wuF86ePYuPP/7Yr7GfOHEiPB6PxM4DXGioNnpwdBjFSk5hYaEEQRgaGmIsuN1u\nZ1ppsZ9n+vTpqKio0EF4iDwkKSkJ33//PWfPaA3HjRtnWBLWEmzU1NRgcHAQbrebN/jhw4dRV1cn\n3dcLL7yAP//5z3C5XGhqajKEh7hcLt78kZGRfD+9vb2G/S5utxvbt2+HyWTC2rVrERUVJWVgqeyt\ndSyHC8mi92kzOGFhYbBYLH4Ztn73u98hIiJCBzF7+OGHAXh78XztmaCgIB07U2BgIMaOHQu73Q6r\n1SrBS6ihHQBeeuklzk76YpYjA0U9AlTVURQFaWlpyM7O5gG4cXFxvF4ulwvnzp1jg060xCEhITCb\nzejs7ERfX5+EVycHlQgUALnBPy0tTYI70LDdJUuW+F3f999/H1u3bsXZs2exd+9euFwuzJ8/nxVv\nb2/vsKt9dO/0TMgp0z67jo4O1NfXS1UGLaSMxjiIaAFFUS7aaE0Q5B07dkhVQ5GApbS0FHv27EF3\ndzc7smJfoC8pKChAcnIyrFYrsrKyUFBQgNLSUmzcuNEwcCXD/+abbzJUzddeNZvN6O/vZyfpYgy0\nqqqyg6btKaaAjAK7xMREKYCLjIzEihUrsHr1arz00kuGFVPtDEtxb4n/FyvvYjAnGme6Pm1Q1tXV\nZdgjSufNKNlgMpkwODgIj8eDVatW8fdqq4FaYhNVVTmRFRISgtDQUJ3uLC0txccffyyNzRElKCiI\n9aLT6ZQCdq00Nzejt7fXJ8Mw4EVcbN++Ha+++ip/zrRp0/Dmm2/q7scfIkBVVQwMDKC/vx8RERFI\nTk5GamqqxOxntVoRERGBmpoaSZ91dHRgaGgIg4ODPvvr4uPjfZKAEerDX9WdqpWqqnKLw+HDh/0y\ndlZXVyMyMtJwj9Kee+KJJ3SO48XEbrf7JUGjoI+SEdnZ2bj55pt1uoGq7WJSpq6uDo8//jhcLpdU\nXSX7CchnJCIiAr29vdJnpKWlYcKECQgJCeH9atRb5gsZJPoaVGGcNm0afvGLX7C9EKvaJ0+e5ECS\nBnmLfo+iKDyep6OjA83NzTCbzSgtLZUQEWPGjDFM4MTExPBZor7EzMxMxMXFSWOFFixYwPubrof+\ntnXrVrbjpBMCAgJ0z4QSFQAYSQF4E7l072lpaT6RA9rfk/3p7+9HS0sLampqpLNMySAKSN1uN8rK\nyvD+++9jy5Yt2LBhA0P2CwoKuP1BlIiICE5i0N6Ijo5GVlYWTpw4gX379unGRgHefZybm4sJEyYY\n+oAFBQWIjo5mXUZJmf379/v020iPDAwMICoqymdLixgkibbdZDIhPj4eXV1duj5Tqjz6+jzAG8Qb\n6VOXy8W/3759O+9HslEBAQF8HWJi88yZM3A6nbDb7T6/WytiC9Nw5ScR8AFeiOX06dOl+UYkYlCj\njZJnzpzJMEbqG7jpppuYZY5eT/1qZExqa2sxb948qXePxOFwYN68ecwg6G9G2Isvvgir1Yri4mIO\n5AAvTpwO3fbt29HZ2YmoqChd+fr222+XHEuTycSl4y1btkiN+haLBY899hh++9vfIj4+HnfeeSce\nffRROBwOVg5NTU2cMczJyUF4eDgPfF24cCHS0tJgs9mQkJAgKfLW1lafrGaAV+mL6+5wOFBUVMTr\nuXHjRpw9e5YHVYaEhOiysVp4AUEV165dyz0hJNoM4HBYOiMjI5GZmckwsN/85jdobGyEoijYu3cv\nrr/+eq5umM1mQxawtLQ0aRCtVnwxtc2dO1dySIODgyWlu2/fPuTm5nJAmpuby6yqIjumlmk1MDAQ\nI0eO5M9OT0+HxWLhyo+iKLjqqqvYGaqoqMDatWslyAlReIeEhKCvrw/l5eWIi4vDpZdeihkzZiAx\nMRGXXHIJn7umpiZMnz4dixYt4s8JDw/nZ03PkZQ/zYEbboVPZAbduHEjnxujzBgR+FitVoSEhCA2\nNhZFRUWSgSBYR0VFhdRnA3j3IQ05NpvNCAsLkyCWzzzzDPbv34/f/e53XAUpLCzUUaHTfjeZTDo4\nZnp6uo6eWZy1Fx0dLWXuL8bWRd+3YsUK5Ofno6qqCg6Hg2ddUk+EKP6c6K6uLt0cSXH/EeOwKORk\n0jPfs2cPYmNjcc8990jfnZqaqmPXE4X0HT177QxCo+SOCDsSe0XnzJnDjpLYQxUaGqrr/xZ7hQGv\nU/2LX/xCR+oSHx+PiIgIw6DLbDZjzJgxUjZ/9OjRUBQFL7/8Mv9OURQkJCRIgSt9Xm9vL+bNm4dR\no0ZhwoQJUr/uyZMn0d/fj2+//RYWi0WaKRcWFiYFPtHR0Yb0/ESKIMLX6P+ic0/6QhRVVfHOO+9A\nURRuS1AURYLGlZaWIjw8nANvVVWRlpaGzMxMvt+7774blZWVeOGFFxjp8tvf/haZmZmsb202G8+0\nzM3NRX19PQ/hVlUVSUlJSE9PR3Z2Np+PBQsWwOFwSAzOtbW1cLlc7FitXr2axzLExMSwvlJVlQN8\nj8cjOZ4DAwPSnp0wYQImTJjA+pScXlr/mpoa7Nq166KECr7EZDLB7XbjySefBKC3ZWPGjOEgjXrW\ngQv7b9u2bejo6JBmEWuhsr6+lxIxd9xxB1JSUqRzLv4/OjoakZGRfD7T0tI4aBLbK8SkJgU5JIqi\n4LvvvuN7GBwcRH19PbKzs7l3MSYmRurvpGdNhFakP4KCgnD+/Hn8/ve/B+ANhmndLr/8cl3SjmCJ\ndH1k24mvAAD++te/AvBWUoj0IyAggFttoqKiUFNTw33/pGuMGNxF6enp4RYNbb+/6AN9++23eOON\nN7BlyxZkZWVJQR8xURL5S2ZmJiZPnoyf/exnusHoIuFOaGgoYmNjERISwrq2sLCQ/V3yH8eNG4dt\n27ahoqICV155JVavXo077rgDhYWFmD17NqOYxASbKHa7Hbfffjv27dun85kdDgfuuusu5OXlITs7\nG9XV1ezTpqWlsS9H6Cuy88nJyUhPT8dzzz3HDKr+kqwrV65EQkICfv7zn0NRFKxbtw6hoaF+E5a/\n+93vpNnbdA2+2J9tNhvWrVuHdevWSe0EDocDK1euZHsByFDxi5H6Gcnrr78uJYoXLlyI66+/3u97\nfhz12P8PRVEU7Nu3D2fPnkVAQIBUbo2JicH58+f5YVG2FfAu0rlz56ToX+x3+OSTT/Ddd99h3759\nEqFIRkaGX8dLVVWMGjUKHo9HCgCuvfZaaWaYqqro7e2VnMARI0agvb1dClyjo6Mxfvx4TJkyxe86\naDM/l156KbNCiQFFSEgIysvLJRp2CqJIZs+ejcOHD6O6ulpyRsgREB1sypaIcu+998LtdqOtrU1X\ndqfvsdvtWLVqFd566y0pM5yXl4dXX31V93qr1YqFCxdKGTJRSGHfdNNNEqQnKCjoonOVxo0bh8LC\nQhw+fBhdXV14+umnAUDKfgJeA/avf/3L7/wrUT777DNcffXVOHbsmE/lQspBdHhDQ0OlNbXb7di7\ndy9UVZWyX88++yz++te/oqOjAykpKezkkrN0yy23sIM5YcIEuN1uHDhwAC0tLdKeFsVqtaKnpwc2\nm40rrQT/LCgoQFVVFU6cOIG+vj6MHj0al112Ga93Xl4ejh49KjnVonNRX1+PsLAwREREcOBcXV2N\nBQsWcKZLPKMkhYWF3CMQGhqKEydOSNdNDpwoIvvciBEjMGXKFDidTsnxMHKE6b1Tp07FLbfcAqfT\niebmZsnhp++Oi4vj6u+UKVPw9ddfY3BwEHl5eWhvb5fuRVwTh8OBV155BatWrcIrr7wi/V68p8su\nuwxOp5OH5pI4nU5899133KxeVVWF7777DlVVVVi1ahV27NghEXDQeW1tbUVeXh6ampr42kjP3XLL\nLZgzZw5+9atfSWtrxIbb0tKCpqYmPPTQQ9IsM3FtSBobG+HxeHj9li5dim3btjGsMi8vD9u3b4eq\nqrBarbr5SK+++ioCAwPxhz/8QQfXJrFYLDqCDlGHHjt2jM+MWC0fHByU+l1oFMa4ceMkqNfbb7+t\nq1BS/2twcDAPJiaJjo5GRkYGfvOb3zDEddGiRfjXv/7F39Xd3Y2MjAx0dXXh5ptv5rmtFosF/f39\n+P7773HkyBH09vaybSM9brPZ4PF40Nraiu7ubg58HQ4HPvjgA3z11VfsQHZ2duKTTz6R5lwBXh0z\nefJk7q0DLhAPnD17Ftdccw16enpw/PhxmEwm3HXXXRzQEMTbYrFgcHCQX0Ny+vRpBAUFob29nasd\nxPI3HKmpqUFYWBhyc3PZ1i5duhSrV69GcXExDhw4gK6uLgwNDTFE/fPPP0d1dbWh/iC4k68K4A03\n3IDPP/8cTU1NiI+PR2JiIiN0QkJC0N/fj/7+fgwNDaGrq4vPzI033oja2loMDg7igQcewP79+/l6\nnU4n22yxZ2044nQ68dprr+mSDDk5OSgvL8fg4CBiY2PZX9Gua25uLs6ePYuGhgZdxdpqtWLq1Klo\namqS7K7dbue9MDQ0JJ0nm82mG4dx+PBhuN1u3ut0jsT9dLHeUQBYvnw5jh8/jmPHjqGvrw+JiYls\nxx555BHs2bMHJ0+exD/+8Q/ps0kaGhpgs9lw00034f3330d4eDhGjRqF0NBQ7oM2qj6JUlhYiAMH\nDjCJkLhWq1ev5jMMeBOYqampSEtLQ01NDSdW29racP78eWax9CUzZ87Evn37AHhRBYQ0sVqtSEhI\nYL04ceJEHD16FKdPn5aSEYC3PeKbb75Bb28vD1WfMGEC687Tp09zr9ott9zCyA6Hw4Hm5mYoioIZ\nM2YYnhV/7Tm032ju7PTp05GUlISUlBQsXboUK1euxDvvvGN4/+JnFhcX48iRI1i9ejU+/fRTNDc3\nSwUKh8Mh2bucnBxUVVVx4vL+++/XMVCTHTS6J4fDgW3btuG9997Dt99+i6lTp2LNmjXSuKuLSU5O\nDkwmk8851Ha7HevWrUNbWxvmzJmjm28tJtIJRhsVFYVLLrkEEyZMgNPp5LW/GNtuenq6T/I7X/KT\nqPBRxoDgVMnJyVxlI3G73dixY4eUtXzkkUfw/PPPA/AqR9qMYr8CZaxqamrgcrlQWVmJ7u5u7Nmz\nB06nE3l5eYbUw6qqIjExEUVFRdiwYQP//t1338VHH33EP99///26ytj69euxcuVKNkyiQyp+1hdf\nfMFBLAUj33//PQePxcXFkoJOSUnh2Xk2mw2HDh3iPrx3330XtbW1OvYwygRphxOT0qH1/N3vfofw\n8HDJ4NOGNiKZyMvLQ1FREV588UXOgLr/Ye8AACAASURBVEVGRuKtt97i9dQGdVT9+/TTT3Hs2DHu\nsXj88cfZmNLz0pa6/VUfSQ4ePIjS0lKcPXsWbrcbr776KpKSkjjDQ7OcSMgJFmGE3333nY705PTp\n03j55ZfR0tLiEzLV3NzM/XEk3377Lfbu3Svdy5IlSxAWFqaDkNF9axvhc3NzYTKZ2MkrLS1FS0sL\nXC4XOjs7cd9990n7UXwNcAE3D1zo66AsWnd3Nzo7O3Hy5Els2bJFIkEhODNV1kRFFxoaiqysLP4O\nsdfo3LlzPumJae+eOnUKO3bs0PWnlpaW6iCdW7duBeCFpLlcLuzatQs7duxgOBQlimiNa2trpQrF\nkSNH4HQ6UVhYCKvVKlXifv3rX+PLL79EUVERz8U0mUxoaGhgRUyEIAS/oJmCP0bIiaQ+wLq6Oj5X\n5eXlqKurk7J+IjwIuJC5NRLaP0bkHg888AAWLlwoBaIvvvgiVyz8OfCvvfYarr76arjdbmntiCGQ\nHFG6t+7ubia8ALx7SVVVJCQk8PvF5yxeEzkLn332GQD9iAV/w9QpeUOVYy2pgtEwcsB7Rk+ePCmN\ngiGxWCwYGBjQQbrsdjvuvvtuaa5cdXU1DwsGLsDBVFVFa2srV1kDAwN1EDnqSyFHj+ap0T24XC6+\nP22w09vbqxvxQCM0QkJCsH79ejz33HP8vldffRWHDh3C4cOH0d7ejunTp2PatGmctR43bhzS09Px\nwQcf+HRYFEXh7zTqaaZ+146ODn7mJSUlkh4sLy/H8ePH+awdPnwYhw4dQk9PDyfVKAFFDM4AOFFb\nUlKCjRs3SnuXbGtbWxu+++47RrbQPC3K6o8cORIFBQV8Zt566y0888wzuO6667B48WIcPXqU5/fW\n1dXx3MofKxQIPPXUU+wMhoSEYHBwEOfOndMRE5Goqop//vOfnPB1uVzsL6SmprIuuO6663DXXXfp\n3j8wMMAJks8++wyVlZWGkHnqET5z5gzrVe25Fu/F6P+vv/466uvrkZeXhzlz5uCxxx5DeHg42tra\nsHnzZgDe0Rb19fXSOaY9oe3BA4D58+dzv6g4V+2TTz7RzSvTEjhZLBZGjUyaNEmn4zo6OnDs2DHu\npbPZbKirq0NHRwcCAgIQGhrq1+cQE2ikp8rKyuB2u1FfXw+LxYJ77rkHH374IRRF4Qr/ihUrpM8Y\nPXo0YmNjERERgVGjRmHp0qWoq6vj5M9zzz2HgwcP4q677tIlHMrKyvyOzSD56KOPsGfPHk4sEsFM\nXFwc2tra8J///EeH0jCZTPjiiy9QXFyML774wif0kAi3Tp48idOnT0tojZ07d8LlcrE/sGHDBiQn\nJ7Mu+stf/vKDII3FxcU4evQojh49CkVRkJ2d/YPHdW3YsIH9H1GnE0mM0+lEamoqRo4ciaGhIYnZ\nWouqoSA/JiZGGgEGeM+qlkRIKxUVFRIp0nASaT+JgE8rnZ2drJgCAwN5gxA0hISUeGNjI/7zn//g\nkksuAeANpMjhEB+S+N7hVHdOnDhhuCG1hyMoKEjXAKotTXd2djKhAIkW3kmfTZ9VXl4Oj8fDhurM\nmTPS7DstnrqzsxPNzc3S76+++mpERkbi9OnT2LFjByvW5ORknfMYEREhsQSRcVq0aJHu/k6fPo3e\n3l4JWic6m74CI7fb7XOAMHBh1g1JXV0dNyX/EAkMDNRlcUSH1Wq1cnBGTvcTTzyB1tZWDA4OSs+Y\n5gYODAzoKiWAF3oTFBSEyMhITJ06ld87fvx4REdHc3XV6XRi7969UBRFN/qBPgeQ+5ZoD4nZQWIQ\nCwwMREhICGprayWiEpFun0hbyAkcGBjgs7Vy5UrJYbNarQytCg8PR319PVpaWpCUlMSOxt69ezFu\n3DgsXryYWWGDgoKgKAq2bt2Knp4e3RgBI6EeRnGda2pqdIkForynIfG0FiEhIRyQig50R0cHO4wf\nffSRDh4uEgNo5Y033kBHRweSkpKQlJQ07OBuOFj8kydP6l5DDGeAF6ZTWFgowUMnTZrEDfBaKSgo\nkPQZnRtVVfH000/j0KFDvLZGMBl/Y0CAC+dX7MuiwBi40Cvr8XhQWlrK+6O3txeDg4MICAiQYDPa\nc+1PSD8EBwdLKASxB9fj8XAGeuHChaxLKWlYUlIisRHGx8fjxhtv1LE8UrAFGM+fHBgYkAJPIn5Q\nVZWd6aGhIfT09PBeUxSFKfnNZjPi4uL4WletWoWKigoUFhbC5XLB7XYjNjYWo0ePZjr+8vJy9PX1\n4cyZM8jJyWEI/lVXXaULsLR9w+Ja0Ty9yMhIfv5NTU2cqAkKCsI999zDPfDacQ4EkY+Li5PgS3R/\ndXV12LNnjwRvpevv6Ohgx58+S5SCggJYrVaG1QUGBiIyMhJz58696HxKQD7nWuZWguMFBgYiKSkJ\nubm5UrVr3LhxvB8p0QOAWzhEudg58Sd2ux3btm1jwg1R1+Xm5iIhIQFJSUlobm7m/mtRxPtKT0/X\nBfulpaVoaGjAu+++i9dee41/T+eM+hnJ1miRSIDXRlFSD7gQeBGDo5Feo4BNHOo9YsQI9PT06GCv\ng4ODfGby8/MREhICj8fDDMQkNCie7tkXezeJmDBNSEhgxnVKjIojGkg30Jgbui5VvTDcnc4H2Ve3\n283XYjR+QtubZtRTuG3bNvT29nIAdfjwYbzxxhtc9RocHMT06dMZQXbw4EFs2rQJAJg1k9ZG/Bfw\n6iGjBJjIUFlSUmJY/UpLS4OiKLDb7Vi0aJFUDSwtLcWTTz4Jk8nE32/kpwKyTh89ejRGjhypa8vQ\nnntVVdnvvFgFzEhSU1ORkZGBxx57bNj2ZDgiJhDmzp3rc3SCKH19fayDKKFFUHObzeaXFf/Hyk8m\n4Pvqq6+QlJTEc6oASEOkqQdAlKeffhrffvstEhISOChobm7GmTNnfEb+MTExCAgI4FKyNsomUVXV\nkAL65z//OWpra7mq9dxzz6GkpMTn5istLcWf/vQnnDt3TpexNmouFa+7oKAAK1askHpabDYbK6cz\nZ84wbPHaa69FTEwMenp6WHl/9dVXqKqqQlpaGkJDQw2hMPS7t99+G52dnZLRefHFF7Flyxb8+c9/\n1t3fypUrsXr1anaKH330UaSkpGDFihW8niL2ff369TyHLz09HVlZWVi7di0A73M0ovQmmThxomGA\npBUaDzF16lS89tprnBGjRnabzQaz2YxVq1ZJypKc7jfffJN/Jz4rj8eDGTNmICwsTEcwAXidgtmz\nZ3O1leAZN9xwA+69916mCM/MzOTKsbZXj2baxMXFITk5GYmJiQxzcjgcTOc8cuRIRERE4Prrr8dV\nV12FPXv2GPYcRkZG6pzDBx98EFarlY2+w+HAlVdeidGjR2PVqlXIzc3lgF/sh/EFoWppaUFAQAC6\nu7vR3NzM/Q/a6gqJOPdxwYIF0r6m9dEmFmJiYthprqqqQkVFBXJzc5GbmwubzYbIyEj89re/5c/N\nzc1lxxnwwjXtdjt+//vfw+12S3TtGzZsQF5eHjs1I0eOxJIlS/DXv/7VJxurkZSXl1906OrZs2fR\n1taG5ORkDpxEg0n/J31EQZ5YeaJMt7+AmqqUAwMDhgOCSSoqKnzCWkQdsHXrVmzduhXXXHONRAhB\nhl10QoKDg9nRGhgY8LsPRH1CM5OoYkaVrr6+Pqk3T+zbsVgs0nfT8/elJ2jWqhamlJSUxJ9LwRN9\n59mzZ7Fnzx5mIbZardKepdePHj0aZrOZ0RSJiYkwmUywWCwYNWoUsrOzMWLECF0ftM1mQ15eHts4\n+pt2vhVwIZDRzl4TiWiKi4vx9ttvo6ysDFlZWaioqEBVVRU7mNHR0bw+NPTbZDIhIyNDeuaUmR45\ncuT/x96Zx8d07///NVlk3xMiIQvZhKKWEqHN2Kk2Y9dLW21vKd/e29tFQx1KnYoUrV1ptdxq0UUn\nbS2tVCixlCq1JkgIWRCRSC6xzfn9kd/n07POnMlMFpzn49FHTWbmnM98zmd9f97v1xs5OTm4fv06\nZsyYgQ4dOghCEm7evClQxSTo9XqBG6fBYMChQ4ckeSe//PJLvP322xg/fjwdw0h/Bf6WyOdz9epV\nGI1GPP/883RM5JOUlERjiYqKiuh45ubmRtsLEQwhDB8+HNOnT8fFixcxduxYeHl5wWAw0LhgkqtL\nTewtn7S0NPTv3x8jR46k/YLEgBsMBjoHkc0NEU4j7Nu3D9HR0VRplS8IQTYjZGyWOx1o3rw5fH19\naS7hnj17SsbXUaNGYerUqejSpQuaNWsm6FNkDuRfm5+knd9GlyxZgscff5xu2tLT0xEcHIw2bdrQ\nDdOsWbNo0nFiXCB1Kh6L5Ay8/L/x1XsrKirQrFkzgRQ/qZfk5GTqrk6+37NnT7i6uiIqKkogjESe\nB8dxaNWqFd3sy6WBELuXkjErLi4OixYtomklyHouLy9PUH5yokoM/C1btqT1TPLwAdUn2gkJCVi5\nciVOnDhBxwiO4xAbG0sNKnzE8/XAgQPh6+tLVTynTJmCVatWISUlBUFBQSgsLKQecEB1HOk333wj\nmaNSUlIU4xn79OmD1NRUwXo2KSkJAwcOlHhP6HQ6BAQEKConK6lcsiyLU6dOITk5mXqJyPXLxMRE\nwYmwGsjewmAwYPfu3fjtt9+Ql5cn2UfExsZS0TU5gSOSh4/UJd/wYA8emA0fUD3R6vV6TJgwgVq8\niBJUYWGhZFF19+5dzJkzBy4uLnRQJPAfFF8QIjY2Fv7+/oqLWMKuXbtk1fC+++47QRyXnNw1n337\n9klcBOUgEynfckQ6G3GNDA0NpY1769atAss/UenkW3zbt2+P06dPIz8/H3369MGsWbPQvXt3wQaX\nXI+4z6g9ImdZlrrTAsCCBQsEanXZ2dl0MwoIY7H0er3gJFCcX5FfH2SDpSYtA7mGWJqfj8lkwoQJ\nE3Dr1i16TTKghYeHIyAgAP7+/nRh5O3tjdDQUPTr10+gvsd33ayqqhL89vDwcAQHB2P9+vU0/QCp\no0cffRQdO3bEjBkzBC7LLMsiISEBFRUVKCwsBMdxgsUrOVGJiYlBQEAAtmzZQl2WnnzySQwdOpR+\ntmvXroIBrKKigm5Gu3fvLpn08/Ly8Msvv9BnotfrMXLkSCQkJKBx48Y0Nw1pK/wUAfx4IiINb8nN\nxGQyyaYCEG8EAOCNN96QKM/m5uZS4Ybw8HC89957VJ6Z76oxcOBAupgvLS2VLPbJiTRpa/Pnz0dq\naqqsW6S5TZ34tE0Mx3Hw8/ND3759UVpaKpvagUBOC8n9FixYIKmT9u3bKyqRERcUOdlzck+y4Tdn\nRRe7PvPriWEYupkjC7Xk5GR07twZb731Fj1hIUYNS6fz/IUagcRdkdMBJycngbWaL8pC4jqBv106\nv/vuO4EL1MyZM3H79m3JOPL666/TfxNhhIKCAkRERMDX1xdBQUFwdnamv9nR0ZHmwCKnZ8QgQazC\nL774Iv3tV69epfHgSm1ELJTAf7ZXr14VpCERxxBfuXIFZWVlKC0tFbSTq1evCtoYiS0BqhfIRGmX\niB+0b9+ebnSVUqwUFhbi6tWriI2Nhbu7O1VY5p+cEHJzc/HRRx8JkhCLJdT5JwtFRUW4fPkyMjIy\nBKdKDMPQOW3YsGHo3bs32rdvjwULFsi2f5PJJNgMEPgWe37qCfId/u+Vi7NXG7fIp7S0FCdOnKC5\n7oDquifjCBnXZsyYgenTpwvuQeKo+fCTOgPVY93o0aPp6RiBPPcWLVrQ36LTVSeWVzJMk40af7Ht\n7u4uWEyLPTJI6ivCxIkTMXnyZKpqDVQb7YnwClBtMI+Li6PJydPS0qhuAf/aRUVFAgGbffv24b//\n/S99Tfo+McpzHIfs7GzaP/gaDiR2j7R/8l6nTp3w73//m7qSk/bo4uKCAwcOIC0tDeHh4bLPni9S\n5ujoKBvv9sEHHyAlJUVwyvX8889TPQQPDw86BnMch44dO9K6S09Px9GjR+m6gvR/AsdxKCwslIyd\nZF2Wnp4uyOMsHs89PDxo3ZG0Yc7OzkhOTkbPnj0lJ1zt27dXzIEJANu2bcOUKVMUywNAkH4sJiZG\nEO8n93lAus5VCxlTp02bRmOuzcFP1N6rVy+0atUK5eXlko09MQQB1WNKkyZNBGNydnY2dXc/f/68\nrEFMCf4JtxIPhGjLiRMnYDKZcPHiRbi4uNDBAPjbWnH16lVJp9q0aRNOnTqFuLg4Kprg6uqKyspK\nrFmzRqLYB1Q/MHGgsxLXrl2T+IqbTCZ07dqVTl7ijijm5s2b1GXkzp071CoBVHeAP/74A6+88gpm\nz56N1NRU2TKRRTW/MYg7JPk9N27coBbaH3/8EVVVVbSM8+fPR0FBAYxGI7KzszF37ly6cCOiLfzf\nMnHiRNXpEAICAqggAvkN/I0uv+y//vorTpw4gb59+6KwsBBOTk4oKSkR1A2pjwsXLuDatWsWy+Ho\n6IiKigqkp6fj0qVL2LVrF43pIMIyK1euxJYtW3D27Fk4OztL3HqfeOIJVFVVYfz48Xj//fdx/fp1\n+Pn50VxAlZWVcHV1pS6MBJ1Oh8LCQmzcuBFZWVmIjo7G2bNnBYmqCYcOHcKlS5dw7do1DB48WBCc\nPHHiRGzYsIG6k5SWlmLx4sUYP348HVQcHBwQFxcniPP86quv0Lp1a3qylZycDJ1Oh08//RRGo5Fu\nbjMzMyUuFkuWLEFxcTHCw8ORk5MDo9FIYwJXrlyJQ4cOISUlBWFhYaisrERxcbEgrYBer0dJSQl1\nQbt06RLS0tJkg66B6gm+oqIC7dq1w759+5CWlkbde9LT03Hx4kVB/1i3bh2Ki4sF1rSAgAAUFxfD\naDQiLy8PiYmJii4YxPIqh8lkAsMwEoXNpUuXCtyVyO8U5yUkAebm8ggREYmWLVuCZVmsW7dOouTG\nJzMzE8XFxQgODpackJEF7g8//IDExERERkZi/Pjxgs+cOHEChYWFEoVcADSPENnwd+7cWTZhMMdx\nWL58OTp37owdO3agUaNGcHBwoP2JYRhqDKuoqKCxsefOncOmTZvAcRxu376NkpIS2UWC+DmLVTrb\nt2+P/fv34+bNm3TBw88VB1RvSsjmbfbs2QKlW6A65lOcFoaIWPFjc7Zs2YK8vDz8+OOPVEyCtM/u\n3bujcePGGDdunGDRUVhYiGXLlqG8vByOjo4YOnQo1qxZQ7/PsiyWL19O1SF3794NT09PmoNTTFZW\nlkDIhj8vtGrVim4QSLxIaWmpQGny0UcflQhhyCWzLy0tRWVlJd3gFBUVYenSpXBzc6ObY51OR+fZ\nv/76C05OTvD29obRaER5eTl9nv7+/oiOjlZcEJNYquzsbBiNRnTo0EHSR00mE/773/+irKwMJpOJ\n9nF+Hj6+N8KaNWswc+ZM6uacl5cnOAFmGAY7duwQuFKRzaO5E22O42iKDCLElJaWBjc3N8VxTA0J\nCQlU4K2qqop6tJSWlsJoNFLD67fffoucnBy0adNGYBRwcHDA1atXBXVJNmRHjhxBSkoK/P39cfny\nZUEieVJnUVFR6N69u0A8Tcz69etRVlZG654YTcWK2nKI/67T6bBx40YcOnQIycnJ+PzzzwVGmmnT\nplEtgSeffBLbtm2jwiShoaGK8YFEiI2MOX379qU5R0l7PXLkCDiOo2st0obi4+NpPDb5Tdu3b8ed\nO3eQnp6OvXv3wmQy0bovKytDfn4+nn32WZSUlECn08m6dPKvx0+DROI/CcTzjJzm8es1NjYWs2fP\nBsMwyM3NhY+PD3744QccP36cutKTeiBpdwhFRUWC01ZzLF68GGVlZTQP5Lp16zBq1CjBxkqc11XM\n7NmzBfoTfBiGQWFhoWSts2PHDskpfXx8PF1/Ojk5WQz/kJvXifGZ3zf5c0pNY+wJ5PcPHDhQMreT\nZztu3Djcu3cPw4YNw7p16wTtNSAgAD4+PjTPsRJi4bXt27dL1h1iHqgTPuIaxnetI5ATFb6VPTQ0\nFL169cILL7xAYzpIHj7xIo7AT36sBGn8np6ekuvwd/iA8gkfsdSHhobSsosX26tXrxbEWwGQLJBS\nU1NlXaPEMTFkICH5Tci/3dzcMGLECDg6OsLV1ZVaPoi7AlkQt27dGtevXxc03KVLl0riM5QQu8Ze\nvHhREi9w/PhxHDlyBMeOHRP8TuLKKEd5eTk8PT0V3cMIgYGBdEIPCgqik6Qcnp6eMJlMtM6ssSA1\nadIEnTp1EmxAlJLzxsfHY9CgQYK/WTI0eHl50f+Av58PcTfZt28fTp48iQ4dOkgSpBJITBWJ+QwI\nCJCoYfFxcXFB7969JeXiu7kQPD09BadHycnJSEhIQMeOHWlfUZPXzWAwmH1GfBwdHQWnUeREjfym\nWbNmyVquN2/ejNOnTyvG1yn13WPHjgmUeAFluWhSBqX6jYyMxNmzZ5Gbm0vbmTlLO8mhpNfrLbqQ\nyVlIyYLn8OHDkhQiZCHMdwsCIHETBKRxyvv27RMIrej1ekndKcXCWTKskUUsMWz17t2bnm6T0xqS\nPFl8LzHkBF68uOfLustRVFRE1WOJmIf4tEn8m/gbR9JP+PdwcXGBk5MT/V1kw07ibMRzCR8i881P\nJSQWZxLnnCTw1T7FeHp60n7n6uoKT09PqtJZVVVF+/Cvv/5KYxLJqVTTpk0RExNDBaOId8ZLL70k\nuAdZdO3evZv2U7kYTo7jcP36ddy6dYtuiPv06WPR+4YQGRmJ5cuXU1EQwosvvkjrmi8aQeZfcTuQ\nO9Hnfx6ofmY1ycO3detWjBgxQlU8z86dO+naJysrCz169EBJSQlVGOenZbh37x5tVz4+PoKFNTHo\nkN907tw5ZGRkKN43NzeXthn+eH/jxg0YjUYqokTaG+lbfPd4PqRdXLlyRdAPdTodQkJCBH23UaNG\ngnmAv47he8C8/fbbVPCE7/1CjCpkw9WoUSO6keAbkJcvXy64r7OzM9zd3eHt7Y2ysjJkZ2fTzQdZ\ni+Tk5EjCXPiQca6oqAiXLl2imgv8NSqJxyUxpaT8lZWV9PSHZVm0atVKMIfExMSgdevW1NWZ5IoF\n/l6vKBkwyPv8sYV/MBEUFCQ5BSf9U044TQ1eXl7o0KGD2Rx0ZA4ldV1RUWExRlZu3CCCSnzk4v/J\n9/lpGZQQP2M5UTFAOJ4A1ZvDqKgovPPOO3Ss5sfl8106+SERBGtjhB+IDd/LL7+M5557jk5GpJL4\nD8vLy4vG7RD4QdedOnVC+/bt0aFDB4G4ACDtABUVFdi3b5/ZuBuO42jOOj5itwqlyQKo9r+eNGkS\nunfvLisiI5e/S/wZ4G+xEXPHvd9//z0VWPnnP/8Jf39/GI1GvPTSS9iwYQO2bt0quO67776LSZMm\nCeKdLJ1WWgM/ZgKozolHkrwGBgZi+vTp2LZtGyIjI5GcnIyZM2fKLlB8fHxQWVlpUaUzOTmZDpid\nOnXCO++8I1DNIzg4ONDTEzIA863IYsrKymA0Gulp4OXLl6HX6wUxXmPHjsXBgwdpW50yZQo8PT1p\nslQ+JM4QgMR1admyZfR106ZN0bt3b/p8SPuJioqimxHSnqOiojBkyBD6Xb5bDr/98jcR5N5RUVHw\n9fWlMQHiBainpycSEhJov3rqqadw4MAB2qfS09OxZ88e6HQ6xMTEIDIyUqBEJiYlJQVxcXFIT08H\nx3ECdSs5l87o6Gh6bwKZOJo0aWLRpfrevXvYu3cvjfvjs27dOllrZt++fQV5j5RgWRaffPIJ/b/S\nZ/gKjJaSrvOvKf4c2ciT2CK568THx1NDQEVFhaCNiV15zUEkx5OSkmTHHZZl8eijj9LToOTkZERE\nRECn0yEoKAgGg4HGl4m/L37OpD8Q172MjAz4+vpCp9NR0Y3Ro0cLxipAqMQZFRUFFxcXuljjuyyR\nMuh0Uul7EsNKcjPevn1bIl4ipmnTppg4cSLu3r2Lqqoq6HTV6T+ee+45GlrQsmVLtGvXjgoMRURE\nSOpBbuECQNKeDAaDYDEYEBAAnU5HN/d5eXmyAiZ8oqOj4efnB4ZhaJ7XNm3a4KOPPqL1FhwcjP/8\n5z8CpeeuXbvSfGuxsbHIyspCbGwsqqqq8Ntvv1k07iQnJyv2DZPJhHbt2sHFxQWDBg1Cfn4+tm3b\nRt9PSkoSuEt/++23NJcdX6SIX289evQQPGMSwsEwDP2sWLHaZDLh6aefFrTJlJQUyUmBufysSpCy\nELl3so7hj7PJycmIj49HeXk5FdQh5SVtXOyy6ejoiNDQUKSkpODixYsCERTyO1q0aIFvv/0Wly9f\nxuHDh7F27Vr6GRLnNGrUKLRo0QLR0dGCRPByBiyywZAzbgB/exC8+eab2Lt3L0pLSwW/c/bs2Wjc\nuLHgVIec4Mid9MidIALVbfyTTz5B27ZtAVTPjU2aNEHfvn2xaNEiTJw4kaatAqoFTg4dOiRoK3fu\n3EGfPn0EBncyB86cORNffPEFYmJi4Ovri59//lmyUGdZlo4vJK0L8He+Wv69XFxcMHv2bPTv3x86\nnQ4vv/wy4uLiaCwpf31K2gIZE0now/r16wXts0ePHggNDVVsk/w1wL///W+0adOGzpPWCGipgWVZ\n9OrVSxIiIBeDC1T3STc3N4wcOdLiiZYc/N9MDlYGDRqken7jC9uIIeEoSiEcJIaPD9+IT0JKxCqg\ncmRlZQl+v1jTQI4HYsPHp0WLFlSpiHD27Fm6GJALlCSbrgsXLuCnn36SnUSJL7vBYKADlzg2iEDi\nqXQ6nVkxEXOwLCsYhD08PDBixAjBZ4jYCZ8xY8YIXr/zzjuCBmY0GgVxYQQiPXz69Gm4u7sjMjIS\nEyZMwOeff46KigpUVlaCYRj6e/jKekB13jsAgk3ShAkTaAJmaxG7c5CFtaOjI0pLS7FlyxaalsEc\njo6OuH37tuRZiSeDAwcO4MiRI9i3bx9OnDiB999/X+KCYDQaYTKZqDBQSEgIVTAliBdMpA2QxWJw\ncDCVFCeIT0z45ZNzlyMDr7htj67QIQAAIABJREFUnTx5kuY9zMnJoYMGwzBwcXFB06ZN0a9fP4GF\nLjMzE7///rvAT53f7vbu3YsrV64I8jvyB7NGjRqhVatWNAaC33f4C03yOw4ePCg4veXHiBgMBrz9\n9tsSBTY+RDWUfEeN+mp+fr6gzTMMQ1+3bdtWdsOXmJiIM2fO0E0hOenkk52dLStsIneap0aJUw7y\n7Lp27Voj4Qc+OTk5Zl1EgOo4pxkzZtDnIp603NzcZC24/L+5u7tLNkuJiYkSIxqRHydjMv9Z5uTk\nSE5JLUFOEM6dO4eCggKa0oDkJiRtjsTZ8GOt+vXrh2eeeUYwnvLHDH7yaD6LFy/GX3/9hS+++IIa\nVYhkuxhyotKpUyfaH4ir65gxY+j/AVAFy8rKSgQEBNBNFvB3jF52djbOnj2LxMRESX40QNjOibrd\nU089hcGDB1ODWlBQECIjI+Hv709dBuXmtYULF9Kk8QDoYhmAwDK+adMmNG/eHL169YKzszNycnIw\nevRowdxlMBhoqgN/f3+BQqQYfpsQL7Q4jkOvXr0koRr8cZHfZ06dOkXjlgnjxo2juQ/JNfnjwdmz\nZyVxNGLXM0tGI6B6/jI3rqlBp9OhWbNmkjFg8+bN+O233+Ds7CzYbB8+fBivvPIKOnTogNLSUkFf\nljNGi/n555/h7OxMx/Bjx47R986fP0836/369YOnpyfdyCmdHBHI8xLnTAUsx+sCwrZH4hTbtm0L\nnU4niHckbN26FR988AG99ooVK/DOO+/QcUB80r1w4UIkJCTQDUDHjh0Frr9ENIQoGZOTXLGic3Jy\nskBMRQyJI+zcuTOWLFkiESsigiyPP/44bV87duzAihUrkJCQIBhPLeVnbtWqFTVQsyyLN954A4mJ\nibJtUrz23Lx5M/7880888cQTZu9BfnNNNoMffPABTW1gCYPBgM6dO9foJBGofr78PtSuXTssXLhQ\ndbkzMzMlYQQkzpS0bb1eL1mvA3+f8DEMQ8OQzpw5o+q+ajaBJ0+eNPv+A7Hh++STT/D999+jadOm\nkl06x3EYPnw4Hdxat24t+f7q1atx/vx5lJeXy0rVsiwLR0dHalH19fVF165d0bNnT+r3L0dISIhA\neESOnTt3Yu7cuWYb74ABA+Dn5yeZaPgTIFE/EideB6p9e4HqCWD79u20DhiGoTmCUlNTkZ+fj0uX\nLlGroKenJ+7cuQNPT0+qzujo6AhfX1/k5OQIGr3cBkVNnCOfHTt2UJeUtWvXYuLEiYL3+ZMq+Q15\neXmYO3eu5BmQ+hw0aBDi4+MtloNMhv7+/mjVqhWuXr0qWcyTeMytW7ciOzsbUVFRaNy4MZUHJptd\no9FIT2RefvllpKamUuUtnU6H8+fPC2JmGIYRlI9svkgwPv9ze/fuxeHDhzF8+HBB22JZFj179qQu\nKkB1DjRSD8SNJTMzEyNGjKADnl6vh5+fnyTgf/v27bQvEFVPMQzDwNfXF2fOnMGHH36ICxcumD31\nNhqNOHXqlCANSWpqKh577DH89NNPeO211wQB+mJIzIS5fGpidDodKioqqOWb0Lp1a7AsC39/f4GR\ngrhN/PXXX7hw4QKuX79OT33EY8fQoUNlrWo13dwpMWLECMEJbE2JiYmRnYT4fP311zTflxiWZSVu\n5QAEm5tmzZrh9u3b9HRjx44dWLlyJb755hvJGEeeI99tZdCgQXBxcZEVvFKCjIF8Y56TkxM6duyI\noKAgmiCeoNNVJ7XlizqwLIsJEybQ8fDEiRMC2e9vvvlGMoaQ8ZicRAYFBaFly5ZISEgAx3HIy8sT\n9IegoCBkZmbiwIED0Ol08PDwwIABA2R/Exk/SGy60vhF2iZfbZNP69atkZaWhj///BPz58/HgQMH\n8P3339OFSUlJCRUJ6Nu3L06cOIGePXvKXovjOGzduhUZGRlwdHQUjCH8MgPV6rD850HGKtIGAgIC\n6MaS75nAR074iD/niE9dR44cia+//preSzwnxMXFSRatgwcPRr9+/ehrscdNYGCgRB119OjRgmuk\npqZKjMz2ZMOGDXQ8qayspBLu5L/WrVsjMDAQAwYMwAsvvACguj2HhobC0dGRpg8oKCigfSUuLg4G\ng0HiJkZeBwcH49q1axg5ciQmT54sUUQcO3YsunbtCp1Oh/3791N3RKC6HRw6dAg3b95EdnY2TZNC\n6pWEjIif77Zt2+gc6+/vrxhWI14HhYSEYOjQodDpdFQko6SkhIaTtGnTBnv37qWiLcXFxcjPz8fp\n06cFcWxigyVhwoQJePXVV2mcbJMmTajLdM+ePek4cfv2bXoN0vaIgU1uoR4REQEXFxf89ttveO21\n1wBI8xayLIsRI0Zg8eLF2LlzJ86fP48///xTIioot87kOA7R0dGIjY1FamqqwBtFjZGCcODAAUHM\nrznmzp2rqMRpLUrraqB6zlGKCbQGpbozh5wKMlAdmkO8SJSuy08HQ06nldbJJLaRkJKSQtudHMR1\n2hwPxIbv1q1b1BrM71ikEvl/k+t4RHUzLi7ObFwQWZhERkYKFin8gGeCkqUqJCQEOTk5AiUsOVUw\ntaiRbeW7M/r4+AjqoGXLlvTfvr6+gsktKysLcXFxqKiooNYmUuakpCTExMQIruXu7i54vXz5csXJ\nXA5+PfJ9zoFqFaTnnnsOaWlpSE1NBcuymD59Oq5du4bS0lLZZwAAb731Fjp27Ch7UkYgG9rAwEDE\nxMRg+PDhSEhIkI1xI4MksWK2atVKYHEUX1+cl9DBwUExHoMff1BZWSlrrQwJCTFrQW3UqBHc3d0F\nAxLLstSfX6/XS/qDnBWSbPoTEhJo2hC+0AoxoJB6d3V1RUBAAP07wzBISUnB0aNH6aI3OzsbJpMJ\nzz77rCR+lFhHzfWFkJAQ+Pv7w8vLC9nZ2bh69aqg3OL4AbJA9PLyEhiC+L9F3G727t2L1atXo23b\ntvD09KQuNpMmTZKMHda4ttT0dM6e7jPE+ioXC0AgKWrkUIpLECs8iuE4TtJmWZalIiqFhYWYO3cu\nzp8/j59++gm+vr7o27cv3ZipsfoDoEIziYmJ6NmzJ7KystChQwd6uk0W+x4eHoq/kYyH3t7egkUu\nMf7w3UC9vLzQsmVLzJgxA88++yyA6vZkMBgQHR2NyMhI2h9YlqWnh0TshOM4/OMf/wAgjc9wc3Oj\nJydE9IZADH0k3kMp3yNpO6TuS0tLUVRUhKtXr9K8cuXl5TRZOYnZJCeIfIgwBGH//v10cZyZmYlr\n167B19dXEHNMjANkk8Gfq2JjY2kMaU0ULAHpQonkb1Ri6NChVHiC4OTkJJhnOI7DqlWraJn5dUvE\nksTXsHSiZQ9I3d25c4cuGMlpAcuymDFjBkwmk+IimbRb8cmEkgJ4aGioQPwuMTFR4KbObyP8k19A\n+DxjY2Op0rHYlVMuvv/mzZuYP3++xTol1/Dy8hIsionYEP+ZEo8rQpMmTQRzsNy9+G116dKlgnXM\npUuX0KVLF8FJcmxsLJ3/xGsyfvy10m/hnzIajUZBrmF+7t7w8HC0b99eEBNNSEtLw7x583DhwgXM\nnTsXFy5cQFFRkawR1mQyYcOGDWY3Z0ajkYoxhYeH2yxmYk/Uzgm2ojb2VqerTkRvaa4mhgy+22ZU\nVJTiGMhvS0ox13zkxLb4PBAbPmLdtEbClM+yZcuoG1BISIhgE0RgWRaffvop9ZNetWoVnVDFD5lh\nGOzZs0dWtvzTTz+VLMaPHDlisaFERkbKLjiJOwxZ0L711luCz+h0Ohob07hxY4HlXFz2rKwsSaLN\nQYMGISgoiPqYk++sWrUKycnJdND56quvcOPGDUmqB2tgWZYunAYPHozPP/+cvnfv3j2JZU+n09HT\nVrm64SMnUMGXM+cvcDiOw9NPP4333nsPRUVFdGEzZswYPProo/j+++9x+PBh9O/fH8OHD6cDodwz\nJIsDImv+2GOPISkpSaIKyIfE8p08eVIwEBAxAxIvJMeLL74ILy8v5OTkICAggJbp3r17iu4WTk5O\ngvohueoI4sUof7BiWRYpKSm4fPky3n33XcGm5ubNm5KBrFGjRlQhDajuK0RRcdGiRQIpfDEk9w9Q\nvXjlOA5z5syh74uVJcnppbkTQXEf8Pf3p5PbjBkzMGfOHBgMBquC0W11vVTCXieH2dnZsgHqQLW3\nRGpqKl588UW0bt1alQAG3xI/duxYgYBSUlISXnrpJfz444+ybY+/2CorK8OZM2cE8a1yJ4riZyHe\nnCxatIjW//jx49GmTRt06tQJixcvBlCdSiEyMlJi0NHpdLSMzzzzjMRYJTcpnz17Fg4ODtDpdPS0\nLi0tDadPn0afPn0k7UCv14PjOPz444+4ceMG1q9fDwCSOadFixYYOXIkOnXqhD59+tR4UwRUe3Y8\n8sgj8Pf3R2VlJVxcXBASEoLGjRsjIiICY8aMQefOnfHMM89INjNinnzySfTu3RtdunQRlLlly5Z0\nYX/hwgX8+OOPNOEyUTv99NNPJW0gKChIIs+vhNiybjKZ8Ouvv1KPht27dwvcQ5OSkiz2mYsXL9JN\nD8Mw2L17NxwcHGRVagkkDpBw+PBh2Vy89oDUF1HKFOcTJv2T4zjZkwKWZdG7d28kJCRQ10xyTaPR\niEaNGgmeCd9t7MyZM/R0sUmTJpKTTaA6jhmofjZEuKeqqgoODg7w9vYWtH8irtOhQwd4e3tLyvrV\nV1/R0+VBgwbJjj3isZXfBnU6HY179/f3F6T7SElJoWuLiIgIPPLIIzS+28PDg66LyLX5bZWc+pL1\nTHBwMN544w28+OKLePzxx/G///0Pe/fuRUhICAwGAz799FMkJSVRo4HcehKo9k66e/cuQkND0bJl\nS7oZz87OFngXmEwmxMTEICgoiMZEiwW1AEjWFBUVFfD09JRdL3zyySeqPGX8/PzQuXNn1e170qRJ\ndtsYKsXwAdV1yvd+qi10Op3i86sJAwcOFLRrJZdOvpongeQIN1dWSzwQGz7iU33jxg1Fi8XZs2dV\n+co6OzvLLjKshcTEyVFTP2dzkAWcnB/0/PnzFeMNLcGyLN555x1F2Xo+YqGKV155hSYttZaNGzcK\nNgZDhgzB22+/jU2bNgniOIhoizk4jhPEFE2ePBnx8fGSk7bQ0FAkJyfj/fffx9y5cyUbzMWLF6Og\noIBOJFu2bBG4qpHnnZ2dTQdTfswIUR9bs2aNwAUrMzMT06ZNo52cnIjcu3fP4gKMD8uyWLx4MR55\n5BGJeITchpkwZMgQWV9+kkBYSQ5ezLx582jQMnExJXnK+CkJxP2CtBu1k8ojjzyCuLg4ODk50RyT\nQPXzEZ9e9u3bV9HdTQ6x2AKZ5NXWQW2xadMmZGZm2lQOslHiK4EpsWrVKjRq1AgGgwEMw2DTpk3U\nTUwMfxGemZkpSH8AmHftJicPMTEx8PHxQXR0NCZOnIjmzZtT2X41v0sJ/kKYuJwRF3f+iRXDMJIT\nB75YCHFf4+eNvHnzJj21nz17NhYtWmSxrCzLCnJnkbgocdstKCjA119/DaBanZikhCHXIDF8Sht3\nOchCw8vLC2PHjsWAAQOwYsUKTJo0Ca+++ip2795NF1FyG4fw8HBs3rwZf/31F15//XW6gc7KysL2\n7dvp+HL58mXs37+fCjH1799fUhbyTDiOE6SUMIf45JFcg4wffME2Ptb0mTZt2uDll1+mv00OubZs\n7tTcVviGU+LanZ2dLRDJ4jgOI0aMEMR6EjIyMpCbm4vY2FhBvlVzFBQU4MKFC4qiHiQ+lNTF6NGj\nBX2NxGgqbbZdXV3xxx9/SOpsyJAh1ABAYs7k+OmnnwBUn8Tzn3lJSQkASFKq8J/ZuXPncPz4ccHf\nHB0dFY1bDg4OgpNjV1dXyZgmlz6GqHQqUVZWRtVT+cTGxuJ///sf/TvZcF65cgVr165Fbm4uHnnk\nEcka8uDBg4iOjkajRo3omPzEE0/ItuXmzZsjMTHR7ObMYDDg+vXrOHDggOJn6gtzYof25P3335eM\n63IeEGpZvHgx7bObNm3C6tWrUVRUJBF/q8k8f+7cuYcjhu/y5cu4ceOG2cSOQUFBZhd+kyZNQtOm\nTWUTYIrZsWOH2cGdZVn85z//EcSN1JTPP/9cVmRFjF6vh6urqyTvHx+Sx88aGIZBZmamJGCUxC6S\nv+3YsQNOTk4SVz1rOyWZ3Fq3bi2wZjRq1Ag+Pj5UkASoPj37888/zS74CMOHD6eD9qxZs3DlyhV6\nmuTt7Y0DBw7g1KlTSE9PR0BAAEpLSyWWXIZhJFYxnU4nyGkHVJ8+iV3GDAYDHn30UVRWVqK8vByt\nW7eGg4MDHB0dodfrsXPnTurG8f3336OyshIlJSUCdw41MAxD4wZIWRmGQXZ2Nj744ANaRiWFP/J5\nHx8fVFRUYOHChdSlE6he0IvbEPEt5/cv8pm0tDTExsZSi63YnY5lWfzrX/+iokpqGDZsGPbu3Yuk\npCSL8QLEYKHWwMJfuG3evJkuRj/44APV17B3DB9QPQHo9XqLSenVoCb4+8iRI4L4FrkJKD09XbIo\n0+v1CAoKonW4Y8cORfXe4OBgmsKA9OnTp09j2bJlmDNnjmJMqNhgRpTyiEFv0KBBtJ7Gjx+P48eP\n448//kDjxo3h5uaGc+fO0fsSVq9eLUlbwFdAy8vLw++//y54n2xW+a7XRFq7tLQUK1eulG0HHMch\nJCTErPsymYcGDBiA+Ph4Oh4A1e51ixYtUrVxJ1RWVmLv3r001ylxMXVwcMDdu3cFzzExMVHSzhiG\nwblz5xTHc2JQ+vHHH+nfrl27pmjcJHODr6+vooFVHB8vfm0ymdCvXz90794dGRkZOHPmjCBuhsxP\navsMy7KCpN/isqjNWwbUzgbw8ccfx5tvvkk3e9nZ2fS3kc2WXD9zd3enrsb8GGm5ejcajUhMTERF\nRQW6du0qqDuxx84jjzyCZ555BlOnToVOp0Pz5s1B0o04ODhQxVl+7N6VK1dw/PhxicCJHHJjTrNm\nzZCSkiIw3mdnZyMlJQV//vkn9S7gOE4Qo9uxY0caX9WmTRsMHjwYx44do6ezgYGBijF8oaGhCAgI\noEZLkpLJwcEB7777Lrp164axY8fi5MmT1HC6Y8cOlJaWSnL18mncuDHCwsKoajJx+SahD4SNGzci\nJycHN27cwO3bt9GzZ0/ZVAEMw+D06dNwdHTEvn37qAKwHKmpqarjwquqquw+n8khFmVSck82Go3I\nzc2tkw2fHHIqnZ999pnAgGjuu6QuSfu+e/cu1q9fL6hj/ppLLU5OThbdPh+IDR9QbXV5+umnBRYL\nfuUqxTnw4TgOnTt3Vqxocj1z7h78ayk1SGvcw8gka8kPnGVZhIWFSaTjSVkASAKv1aJ0pM2vB6XJ\nsCadkrhW8fMzkeen1+tVqUWZY/r06XBycpJVbCX3Gjx4MHQ6HSorKwWLzujoaOo21K9fP4wcOZIu\nulavXo3CwkI4OzvDyckJbm5uArcxk8lEXdjIYObl5UVPw8ggnp2dDY7j4OfnJ5saAjDvLktiPIgc\nOiB0XyX3IGpRcoN5y5YtaYyP+O9KiHMpknuKNxjiNrFs2TJ4e3vLtl0x/I0qWWyYw9r8V/x6OnPm\njECB1RrE9W0r9ojls8azoG3btvR58O9N8lMBoDnY+NZOlmUlFmsla2xoaCgMBgO10F++fBmFhYWC\ncdqc6zOBuJSas6aT+Kvw8HDZ2LHw8HCJexi//3h4eKBPnz4Cw8Rjjz2G6OhoxRyg5ujcubOsW1ta\nWhoSExNx48YN6p42fPhwvPDCC4LNnZp64UN+m7OzM5o3bw7g7+eSlpaGL774Ar/88gv1KBBvRjMz\nM1FWVoZBgwbJxiyzLEsNTY0bN0a3bt1k3eiB6j5MNvjimGIx4rmW/3rdunX45ZdfAFTXhy2x8ARz\nqYXM5bwSj3HWnr6qgbSVJ554QtZlXEmIQ5xKhyA3lmdnZ0vGvODgYOzduxdffvkl/RsZE/ipaV56\n6SW0a9cOjRo1EsytYul8kr+Rr3wJCNdM5sY7/ik7+W03b95EUVERjWEiISgEBwcH2RND4g4MVLd5\nuXGblMXV1RUODg4YMGAA7Tvvvvsu/vrrL2RmZsLV1VWwxvL394erqysGDBgg+1smTZokmC/T09Op\nCrWDgwPtT8HBwSgtLcXdu3fRrFkzs/3liSeeoONvo0aNarwpIusCsmk3d5BgT+TCoOSwNQWYrTGA\n4nJ6eXmZjR8m8BXOWZbF2LFj4enpScdkW/D09LSo1mq5hPcBnTt3Rlpamqyqk5KYhxwdO3bEv/71\nL7OfadGihapFE7HiKl1DLU2bNkX//v0FA5O5e4o7+OzZs3HhwgWEhoZi3LhxAp9gc4gTjw4cOBD5\n+fn0tbgO3N3dJRsxWzuVnA83/77vvvsu1q9fT0VwxCeQQLU76x9//IErV64I6rB58+YYPXo0Xnvt\nNTRr1gzt27cXxIB+9tlnAP6OnSDXM5lMggSoZHO6atUqhIeH4+zZswgLC4O7u7sgBi8tLQ3Xr1+H\ns7Mzbt26hbt378Ld3R1du3aV/C6Sq+XOnTuyJ3ybN2+Gu7u7JAUHuc6hQ4dw6NAhqnhKJiyl2D9x\neyRlWbVqlSR3GcuydDIgbSktLU3SruT6SIsWLWh+Nj7+/v6Km29z1IZbB3nuQPXi8ty5c4LfqgZ7\nu2vXB88//zzi4+OxdetWwd/5bWXDhg0SJV0xSUlJ+OWXX2SfU0FBAY1tBaoXKE2aNBHco6SkBF98\n8QWeeuopxXtMmjQJEyZMgJ+fH8rLy/HTTz/RTf6yZcswcuRIeHp6IigoCOHh4YiLi8OhQ4fQokUL\nFBcXg2EYiTHw3XffxeHDh2kf6tKlC1iWFcT17d+/H3PmzJGVlyfunmLIOPLvf/8bx48fp3FuhNLS\nUty6dYtuIonb44wZM+iGhpTVGnf55ORkDB48GLt27RKcgjg4OMDDwwONGjWir+UMo3q9HufPn1fs\nby4uLrhy5QpMJhPKy8vpombu3LmS+mnRooVZNV+CpbjsZs2a4fDhwzhw4ABatmwpif8Vzx/fffcd\nsrOzzaryKY0pZAzlq4LyET/r2NhYdOjQQfE+apk2bRo9ef7tt9+wevVq5OXlwWg0CjYLHMdJhM7E\nqFl3kHKT+QyoHhNff/112bgxwtq1a7F//360adMGEyZMwLhx4+h84+vri+vXr8PT0xPu7u7o2LEj\ndu7ciePHj0vWSJbG84sXL2LgwIG4e/curYfY2FgEBwfTVCyurq4YMmSIwP2cn6evRYsWyMzMRFhY\nGDVUh4aG4uDBg2bv3b9/f+oyR/qKk5MT7cMJCQn0WSUlJWHSpEl47bXXMGvWLIm2gjlCQ0Nx+fJl\n+iw/++wz7Ny5k6a3UYL0j5UrVwrWJjWlRYsWOHfuHFxdXRUVU8Wkp6fj4sWLNbqv+Dty6z+j0UgN\n4rbM/enp6bhw4YJdyglUh6yoWSPo9XqBmjHLsti9ezfS09NlRfqsQaxELscDseEjAcPiHb+1D9PS\nBsWa6y1btkwQt8Rn6dKlqq9z+fJlbNmyBePHj8eoUaPMftbWTsCnpKQEq1evVvWbmzdvLmtdtWd5\nasq+fftQXFyMRo0awdHREXfv3sWsWbOQkZFBP3PhwgVqGRHHITZt2lQwKcXHx1NLzvLly+Hi4oJR\no0YhNDSUqgIWFxfDwcFB8PvJQs7Pzw+NGzdGcXExqqqqZN0WiNVy7ty5YFlWIvl9+vRpiQVT/H05\nd2J+WgG+eqAcSoqMctdSy5IlS2Tz1s2fP1+VOAgglK1Wa+VTY3mT48knn8T27dtlJZgfdJT67vPP\nP2/V5hcA1qxZA39/f0EsCcMw1K2ruLgY7du3h5+fn+Da5eXl1AWRj9KiQq68K1euxPXr1zFgwAD4\n+vpiy5Yt2LNnDyorK+Hj42PW0MAXfSBzgz3Gs9atWwvy8PFJSEhAhw4dEBYWRhUIlU5ulixZYvW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OkSYmNjFcu0atUqfPTRR/Q12TiT+YG00enTpwu+p9frERISgo0bN+Ljjz/GG2+8ISskRyDP\nqqSkRLVxhXxHbZ9eunSpWU0Jc23GHh44S5YsUd0fzZGenl5rJ041ISYmBtevX1fMUawGe683bDFE\nf/fdd3jiiSdormlb6pqkEVPigXDptMdgTwKl7RnIaS+3uW3btuHIkSMWfbJDQ0MldeHh4QEPDw/c\nunXLoiQ1gWxu1E5gzZs3x5o1a2qcpFoJS/E/gPlTxTZt2uCtt96iOX9IwPgHH3wAjuOwf/9+ANWL\nvtjYWElcCcuy+Pjjj6HT6WRjlOTqh5wym0wmxMbGyn6GWCGVYuwsnbypiUVRk8jT0mfsFdjMnyiV\nYkzUxp7Y4itfE9S0wQcRtUHxLi4uEsMAv92Yqz8Ss5ecnIxly5ahuLhYIBQ1b948ZGRkoF27doLk\n7nKUl5fTdABKeHt7IzAwECEhIVRRje9SCvy9mCOulAMGDAAg7evm6icyMhLOzs42zUuW4pJrSmBg\nIE0eX9MNSrdu3WRPT8y50Imx1+aouLgYubm5WLBgAZYvXy54rzb6rlK8t5iaxLxbgu/SqfQ+/98r\nV66s0fgtV2Y1isgE8tvJ/DJnzhxwHAdHR0eL+YQDAgJUuS06ODgIYlvJCR8x0ly9elVVee1hdJAj\nKSnJJo8zW8MjTCaTRFTJFuyRGNxazPVfb2/vBpWWwRbCwsJw9OhR2Tq2Ja+hHA1+w6fT6RoDSAHg\nynHc/8l9xl5Hu3KKiQ0BNzc3swIcwN+JYeX+DlRbt9Va+saOHasoZqB0/cDAQLspGqpl5syZZoVo\njh07hnnz5qF9+/bQ6XQ4d+4c7ty5A2dnZ3AcB39/f5SXl9OJY/78+bITpNqNT1ZWFvW9Vwp2NhgM\ndBNZm7GilgYIe6pUpaenq1rcmHu/ocXNPux89dVX2LVrl8DaLmbixIn466+/amyRHDhwIA4dOgSd\nTgd/f38UFxcL2oi3t7dZBV0+Pj4+aNWqFbZt24b3339fttzz589HTEwMsrOzUVxcbNOGoEmTJqiq\nqpIIPZBx+MknnzQbp0QMjErxPSkpKdi0aRPee+89mifPHjz77LM29XtziyyiUleXBpmBAwfixo0b\ndRbPo3bctNdawl6S7bZizYaPkJ6eTp+Lr68v/vOf/2DGjBkwGAx4/fXXkZiYKBk7SGoCAtk8iuvd\n0dFREjLh7u5OPzd06FCL5TUYDHj66afxww8/ID09XdVzNSc6Jqa+T8XsdX9rfnNdMWrUKJs2QfYe\nL2wxRNtz7WNJYKdBu3TqdDoXAIkAngKgaPK0x8NjWZa6utgLe8RhzJ07F+fOnZP1tbeG7t27o0+f\nPqo+W5O6iI2Ntbv/sa3xU1euXMH+/fvBcRw2bNiA+Ph4REVFUQWs6OhoevqZn59vhxJXT3IkF9K2\nbdskbgNGoxE3btxA06ZNa3wPtfEhdRV/Vlc5geqDhzWGLyYmhp4EmaOgoMCsa4y5+uPHm86bN09y\nsj1nzhxs3rwZo0ePFvxdrl+Fh4dj0KBBAMzPBzqdTtXpJXGnFMfdke9xHGc2nkeuT4hdas19vzZi\n+BiGEeRps/a758+fR1lZmZ1LZRssy2Lp0qV48803Je/VZ9/98MMP7WaV5+f4+/nnn+1yTTXw60+N\nSyfpK/z5qV27dpgyZQpWrlxJf4c1bTA7OxuZmZmy7/H7WFZWFqZMmUJfk1x/lkhPT0d2drbd57CH\ndd6wJ0p1aI+1+ogRI+yah6+2UBP3zceSgahBb/g4jrvFcdz3AH4HoDhDN9RA1t27d9vsJ3z9+nVJ\n3ElNGDx4cK3GGGRlZWHSpEk2X2ft2rVW5Zs6d+6coiWLxKdcvHhRdoG3c+dO3Lx5Ey4uLgLhCEJi\nYmKNkm4T626rVq1k3x82bJjZWJm0tDSB+pnc+0q++Wp9yS35sDMMg927d1u8DlDd/xpC/IqG/Zg9\ne3aN45ntMe4R5syZI8krJNev+BPd1KlTFa/HcRw4jsORI0dU9RMily4mNzcXzz33nGK7nz17NgID\nAxXrgWVZi/PWsGHDJOIUtmLLyRNJXD5mzBiLUvN1GY9ra06u+wUHB4daUVdWg8lksrjhI88gLS2N\nur7Onj1b8myKiooQERGh6gSKJMgWtymWZREUFET/Jp73LM1JZH4jKV3UriGtiYO2FnsJkhmNRrO5\nSa1FaQy8n3lQ1yzPP/+82fcbvEvn/0eql8/DmnwrdYlaRSdz1FTuvK5hGAZ//PGHXY/+1bpcKbm7\ntmnTBo0bN8Zvv/2GhQsXguM4hIWFoUOHDsjNzcXNmzdhMpkU3cbOnz9Pc76phbg/rFy5UnZAUeMS\n5OPjY1MMD/EFtzWGxZqcTg8qD1IMnz2fJ8MwKCwstHgfNfUnll7nI2exVJqo1S76TSYTbt68KXuK\nRkQhyLWUxhY1ysni71rjGhUbG4uvv/4ax44dUy22ZQlbc8IR+K56ctR1vI/Ss7B33yXJuu0Z528J\nfvuv6wUqv/7mzZuHioqKGqe+4v8OvV6PP/74Q9X3yHzZsmVLScyVreNZWFgYrly5UivzXE3bnr36\njj1/k6Vwotrifpp7a0MDpDZomDslKWbPKefMmVNX5bCKFStW2HyN+8kKYQ/r45gxY9C1a1fVn4+I\niDBbR2+99RYVaOjWrRuGDRuGrVu3AgC6dOmCo0ePIiQkRPa7Y8eOVT0x2RMSC6MESfguh73ay/3U\n7jTUYY/xiM/ly5dl44KtbTvmYovtfXqj0+mwd+9eeHh4oGfPnrKf4ad6Ef8WUhY3NzeL5bJHH2qo\n0uPmfru925klHuQTvlmzZiE3N1c2j2xd4u3tTdVzlSCGm9jYWMHmjDwbkh6CiKHZipxIjbXf/fjj\nj60yUtdmPJu95lx7xucD2lpALTVRw7U3DdalU6fTzdPpdNvM/FdzzdUGwsPkx82yLBYsWGDXa6qp\nP6UGnpiYiMzMTHAchxdeeAEHDhzAhg0bAFSXNTQ01OK1WZa1qA7YkHmY2p+9YRgGW7du1epQAZZl\n8dRTT2H06NFmFwRq6o+MG3LuTF5eXoiKirKqbJZcUYOCgjBo0CDF8SouLg7vvfee2Wtcv369Vjdj\n2dnZDUawQ0xDK9dXX30lG9Nj776blZVlVS5be1Ffm1l+/aWlpdmsI2ALxLXTElu3bm0Q7ofavGE7\n91Md1sb6tzaotxM+juPeste1xo4di4iICADV1tn27dvT42DSaB7218T61rt37wZRHqXXR48exb17\n9zBkyBCLn9fpdCgqKsKzzz5LJYjFg8S+fftQUFCAwsJCXLt2DbNmzcKhQ4dQVlaGBQsW4Pz58/jz\nzz/BcRx+++03aqUh98vJyRFMuErlIeTk5Aj+Jv78N998g127dknKa019ffPNN1QVs6b1TayA9f28\na/Ka74pXW/cDgPj4eBw+fLjef29Dfc1xHG3vSp83V38Mw2D//v0Cy6j4+2KhKaXyHDhwgJ7Gb9my\nhW4A5PpfeXk5jdmRux7/dEL8Pj/x9Zo1a6ise220v+zsbJw7dw79+vVrEM+bvD569Ci6devWYMrD\ncRx1y6/N+zEMg23btiEmJqbWfx/h8ccfh6enJ33dEOpb6bXBYEBMTAxu3ryJ+fPnY8WKFdixYwfW\nr1+PiIgI9O7dG7t27cKzzz6LkpISXLx40eJ6ZNWqVdi1axdV5DR3f7LG4Z9EWiq/pfFL/Pqzzz5D\nVlaWxflb7f1r4/WqVatsXh+Q19nZ2VbVj/bavq/VtM/Dhw+jrKwMGzdutJwajQSxN+T/AHwO4HOF\n9zgNywwYMICbOnVqfRfDIt9//z136dIlVZ+9ceMG9/TTTyv+rmHDhnG5ubncyJEjuY4dO3Lt27fn\nnnvuOc7T05NzcnLiFi9ezDVt2pQDwOl0OtnrLF++nFuxYoXFspDPLF++XPBazNSpU21+Dva4hprf\n1FC5n8v+oDB16lSuf//+Nj0LcTu25VrOzs6ci4sLB4B74403zN6zf//+Zq/VpUsX7s6dO7Lv9ejR\ngwPAeXh4cK+++qpVZSRjgxpWrFjBDRgwgJsyZYpV96gLvvvuO+7y5cv1XYw6Z+rUqdyAAQPq9D4l\nJSXc119/XaPr1PU4Se5H1hoff/wxx3EcFx4ezsXGxtK+M3XqVO6f//ynqjmMXEvNnFeTNY41fZLj\nONXlrk/sWUZtrq1frGmfU6dO5Vq1asX9/z2R7F7qfonhAyzE8WmYx95+3Q0Bk8mE4cOHY8yYMWY/\nFxISgoiICIwePRoVFRVo3rw5Kioq8OGHH+LSpUvw8vKiip5y2DOJbkO5hoaGrdgas8Bvx7YKYri4\nuKBx48bIzc01q9KpJn4oPz8f06ZNM6sWHBgYaFZJ1x4YDAa8/PLLtXqPmsBx3AMbM9fQ4GroPlsf\nIhJknoyOjhb8vWXLljQZOjl9++STT1Rd05p1S12scdSWuz65H8qoYX9YlkW3bt3w5JNPKn7GoQ7L\nYwtOuH8EZiji430N67BUf2oWHhzH4cMPP8ScOXPo51mWxcKFCxEcHGxxswfULM/cli1b6j2W4EFs\nfwzDYMuWLXV2vwexDu0B6UOWqKv6s9SHrUVpXDl37lyNr6lW0p1hGKxatcpsOeqTb7/91qrUOfVF\nbbS9usg5ys9Pacvm2tayWlt/5H4LFy4UGHMGDBiAkSNHomfPnujfv79V16ztebS2Yv60ecN2tDq0\nHksGoga/idLpdKMB9EC1290ojuPW13eZ7jfuF8lYAPjyyy+xc+dOfPTRRxY/y1mQRpebKPl/27Nn\nDz7++GOaa0/p5Kwmi5vWrVtb/R0NdWh1++CRlZVllcqemMmTJwOwnMaGYRicPXvWrNJes2bNMGvW\nLNn3IiIicOHCBRQVFVldxvz8fKoYfD/TsmXL+i5CvVAfnhU13fDVR1mV5sktW7bA29sbJSUlaNq0\nqVVlq+2xvk2bNrV6/fudnTt32s27SaP+afAbPo7jvgTwpcUPNkBIYKVGzbBUfzNnzsTZs2cVJavF\n1g4l64c90kkQdxaScLYhDJAPYvurz1xUGtajtv7q0iilZsNSGyd8gwcPVv3ZgICAGt+ntmkIY5sa\n7te+y+8L9ek+a8/6I3Ovtb+ltttabV3/fm17YiIjI+vt3g9KHTYkGvyGT8N2rM1RU5+MHj2aKsBZ\nwtnZ2WyC0aNHj2L+/PlYunQp/ZvchEPcZzQ0NOqHzMxMFBcX1/p91CzwzLnFXLp0CQDQtGnTWrk3\n4WE9RdMQ9oXU1FRcvHiRqlbfjwwcOBAhISFYtmxZrd7HnrH2GtVodVm/pKen4+LFi6qfgyWXzvsl\nhu++RPNBtg1L9Zeammo2jig3NxeZmZl2LtX9g9b+bEerQ9tQW396vR7Dhg2r3cJYgdJJRJMmTQBU\ni8TUFizLYujQobV2/YeFB6Hvuru719vm35b6YxgG6enp9DVRCWyIMam1wYPQ9uobrQ6t576P4dOw\nnfsphm/t2rWqY/jMwTAMOI5D27Zt6d8WL16Me/fuoUuXLvQzZ86cQc+ePWWtgwzD4I8//jAb76Oh\n8bBiq7ImH3tYkolxx9ZFpblJk8Tw1cUiPDMzUzuxeAjR6/U4dOgQANB8kfczpD/q9XrV3js14UFU\nItd4uElOTrbr+lPb8NUimg+y9Rw7dgwXLlwAYHv93b17F8899xx9ffDgQcFiTs3pnzWuW5mZmfD2\n9m4wG0St/dmOVoe2UZf1l5+fb7drKW0adTod3Nzcat0NPCkpCRkZGbV6jwcdre/ahi31x7IsVqxY\nAQDYvHkzPD09ceXKFZw+fRoDBgywUwkbLlrbsx2tDu2PtuF7CLifYvhatWplV+v5f//7XwwcOBAA\n0Lt3b8GGT6/X03/LWQdrYllv0aJFDUtat2jxDhq2Yquypr3R6/U4ceKETddgGAYFBQWK7/fu3Zvm\nEqtttL758HK/zCNqiIyMxJUrVwA0zDQjGhoNFWtj+CyhxfDVIpoPsvUMHToUM2fOBGBb/WVmZsLZ\n2RnBwcH0b/PmzcP8+fPpa5Zl7daRDAYDsrKyBAIx9Y25+jt9+vRDHd+oFq0P20Zd1h/LsujUqVOt\n36emybCtQWt3tnO/1iHLsliyZEl9F8Nu9ffRRx9hxIgRSEpKwtixY+1yTTmMRmO9574l3K9tryGh\n1aH1aDF8GvcV9+7dg6Ojo83X0ev1KC8vR6NGjRQ/QyYHc0qfarnfTsxGjhxZ30XQ0GiQeHl5Kb6n\n0+mQk5ODX3/9VYsX0tCwgrowlGhoPEhYG8OnbfjqEc0H2Xru3bsHJ6fqZmlrDMHDjrn60+pHHVof\nVkaNaEtd1d/evXuRn5+P06dPg2VZwUm+tURFRVn8THR0dI2vrwat3dmOVoe2Ye/6q22VzoYk2qK1\nPdvR6tD+Lp3ahk+jQXH37l27nPABljc15H17xCE1pMlGQ+NhIzQ0FABw7do17N69u8bXsRTvnJGR\ngYKCAs0dWkNDJe+99x5ycnIQFxdXaxu++0mJXENDLTk5Obh+/brdrqfF8NUiDcUHmWEYGI3G+i6G\nasikUFf1980339xX9aOWhtL+7me0OlRGr9ejVatWZj9TV/VH4nH9/PzQo0ePWrtPXl4ebt++jfPn\nz9faPQCt3dkDrQ5tw5b6S0xMxAcffCD4W22f8MXHx9fata1Fa3u2o9UhEBMTIxAXtITm0qmBzMxM\nFBcX13cxVJGRkVHnsXC7du2Cm5ubTdeoj3JraNQ37dq1q+8iCIiKiqpV4QaiOBgeHl5r99DQuN85\nf/48qqqqAADTp0/HDz/8gCNHjtTahk+bdzUeRLQ8fPcRDckHua6kxG0lJiaG/ruu6o+4g9kCv9wN\nhYbU/u5XtDpURs0iq67r78yZM2BZFvPmzauV6/fu3RuBgYGIi4urlesTtHZnO1od2oYt9cdX4yQu\nnQ1xjqwttLZnO1odWs/atWvNvq9t+B4CrDkSrm/uV0vd/VpuDQ0N6/jHP/6BIUOG1HcxNDQaLOL5\nkLiaaXn4NDRqj2PHjpl9X4vhq0Uaig+yPfPN1SV1VX+BgYEIDAysk3vVJQ2l/d3PaHVoG3Vdf7Xt\n0llXaO3OdrQ6tC86bGUAACAASURBVA171d/06dMxYsQI7Nq1C6tWrbLLNRs6WtuzHa0OrWfQoEFm\n39c2fBoPPfv378f+/fvruxgaGho2kpeXV6vGrYyMDHz55Ze1dn0NjQeVdu3aaSd8Ghq1iKVQBs2l\nsxbRfJBtQ6s/29Dqz3a0OrSNuq6/xo0b1+r19+7dCweH2reTau3OdrQ6tA171d/DuMnT2p7taHVo\nf7QTPg0NDQ2NB4IePXpg2rRptXZ9e+UI1dB4WCDxe56envD396/n0mho3D+kp6fbNURB2/DVIpoP\nsm3Udv0xDPNAxPsoobU/29Hq0DYetPobN26cxTgJe/Cg1Vt9oNWhbdi7/ubNm4dFixbZ9ZoNFa3t\n2Y5Wh0BsbKxdr6e5dGpoaGhoaKhg8uTJWryvhoYVPIwunRoa9mDBggV2vZ7OUmb2ho5Op+Pu99+g\noaGhoWE7AwcORHx8vE15+FauXIlx48bJvldUVISDBw/iqaeeqvH1NTQeJiZPnoyioiKsWbOmvoui\nofHAo9PpwHGcrJVFc+nU0NDQ0HggiIiIsPkaRqNR0dXbZDJpJxYaGlbg5OSE5s2b13cxNDQeerQN\nXy2i+SDbhlZ/tqHVn+1odWgbdV1/r7/+us2iLdHR0YrvcRxXJyqdWruzHa0ObcNe9Xe/5gG2Ba3t\n2Y5Wh/ZHi+HT0NDQ0HhgsPUEbuHChYrvaSd8GhoaGhr3I1oMn4aGhobGA8GIESMQFhZmUwyfOV5/\n/XVUVFTg008/rZXra2hoaGho1BQthk9DQ0ND44EnPz+/Vq/v4eGB4ODgWr2HhoaGhoaGvdE2fLWI\n5oNsG1r92YZWf7aj1aFt1HX91Xbi9bqKR9Lane1odWgbWv3VHK3ubEerQ/ujbfg0NDQ0NB4IHBwc\noLn4a2ho/L/27jxMjrLa4/j3TCaRhARIgEBYQi6rJAgCAgFREGVTlgvIBUQUBAQFWVwigiIgqCwq\nLuCKBLhXXAkogiwKKCIXZBWVRbgsAdnEsCeQ5Nw/zluZSmcmmenq7uqu/n2ep5+Zrq7pVJ/U6fet\nt95FRBamMXwiIlIJxx13HNOmTWPcuHFlH4qIiEhLaQyfiIiIiIhIF9IFXxOpD3Ixil8xil9ximEx\nrY5fat1s6b/ZDDrvilMMi1H86qfYFacYNp4u+EREpBI0hk9ERGRRGsMnIiKV8NnPfpajjjqK8ePH\nl30oIiIiLaUxfCIiUnlV6dIpIiLSSLrgayL1QS5G8StG8StOMSym1fGbPn06u+66a0v/zWbQeVec\nYliM4lc/xa44xbDxdMEnIiKV8MorrzBz5syyD0NERKStaAyfiIhUwgknnICZceqpp5Z9KCIiIi21\nuDF8uuATERERERHpYJq0pSTqg1yM4leM4lecYliM4lcfxa04xbAYxa9+il1ximHj6YJPRERERESk\notSlU0REREREpIOpS6eIiIiIiEgX0gVfE6kPcjGKXzGKX3GKYTGKX30Ut+IUw2IUv/opdsUpho2n\nCz4REREREZGK0hg+ERERERGRDqYxfCIiIiIiIl1IF3xNpD7IxSh+xSh+xSmGxSh+9VHcilMMi1H8\n6qfYFacYNp4u+ERERERERCpKY/hEREREREQ6mMbwiYiIiIiIdCFd8DWR+iAXo/gVo/gVpxgWo/jV\nR3ErTjEsRvGrn2JXnGLYeLrgExERERERqSiN4RMREREREelgGsMnIiIiIiLShXTB10Tqg1yM4leM\n4lecYliM4lcfxa04xbAYxa9+il1ximHj6YJPRERERESkojSGT0REREREpINpDJ+IiIiIiEgX0gVf\nE6kPcjGKXzGKX3GKYTGKX30Ut+IUw2IUv/opdsUpho2nCz4REREREZGK0hg+ERERERGRDqYxfCIi\nIiIiIl1IF3xNpD7IxSh+xSh+xSmGxSh+9VHcilMMi1H86qfYFacYNp4u+ERERERERCpKY/hERERE\nREQ6mMbwiYiIiIiIdCFd8DWR+iAXo/gVo/gVpxgWo/jVR3ErTjEsRvGrn2JXnGLYeLrgExERERER\nqSiN4RMREREREelgHTeGz8xWMbNLzWyWmd1vZoeUfUwiIiIiIiKdpi0v+IDvAX8CPgL8E/iemb23\n3EMaOvVBLkbxK0bxK04xLEbxq4/iVpxiWIziVz/FrjjFsPHa7oLPzNYDvu7up7v7xcCOwGPAfuUe\n2dDdeeedZR9CR1P8ilH8ilMMi1H86qO4FacYFqP41U+xK04xbLzesg+gHw+5+33ZE3efbWY3A3NL\nPKa6zJo1q+xD6GiKXzGKX3GKYTGKX30Ut+IUw2IUv/opdsUpho3Xdnf43P31fjZPAH7S6mMRERER\nERHpZC2/w2dmZwEbLWaX37v7F3L7rwPMdvdfNv3gGuzhhx8u+xA6muJXjOJXnGJYjOJXH8WtOMWw\nGMWvfopdcYph47X1sgxmZsAPgBPc/ckB9mnfDyAiIiIiItICAy3L0O4XfMcCN7j77WUfi4iIiIiI\nSKdpuzF8GTM7ALg9f7FnZqNKPCQREREREZGO0pZ3+MzsYGAKcBVgwHDg3cC57v6XMo9NRERERESk\nU7TdBZ+ZHUSM26vtg3qPu29YwiGJiIiIiIh0pLa74BMREREREZHGaNsxfFJ9aRZWEZGuYWZLl30M\n0t3MbFjZx9DpVH+RTqMLviEys/XM7AwzG1n2sXQiM9vEzHYzszXQ+VcXMxtb9jF0MjPbOuWxJoGq\ng5m9yczeYmYtX8e1k5nZpmZ2OfALMzvUzJZP21VxHAIzm5zFTgbPwhgzuwSYWvbxdCIz29zMtin7\nODqVme1pZqeXfRzdShXuoXsz8EngA2UfSCcxs+XM7GLgRuBi4GbgM+k1nYeDYGZvNrNfA9ea2WVm\npkJ7CMxsWzO7F7gcuAn4gZlNTK+p0r0EZjbWzGYAtxATap1nZiuXfFgdwczWAc4FXgaWBo4D9gBw\njasYFDN7l5k9BPwW+KOZbVr2MXUYA2YD2wMfMrNlSj6ejmJmbyBy+P1mNs7dXXWXwcmVr5OBT5nZ\nBmUeT7fSyToEZjYaeJGYVOZLZrZiyYfUSd4BjAMOAQ4Hbgc+b2ZT3H1+qUfWAcxsXeA8oBd4CtgS\n+LGZrV7qgXWWw4EbgGnADGAH4GRQpXuQpgLPADsDpwB7AuuWekRtLlfRmQhc6u77ANsRDQ6z0z4q\nhwdnP6LsPR54BfgaqLFmsFI5uzrwB+CDRJksg5BytIfI2fWJWeNR3WVwcuWrAc8CZ5Z4OF1LBc1i\nZK3Xua5LLwNXufuHgadJlUUZWOpG0gtsRNzZu9jdLyLukv4SeE+Zx9fucpWZDYCHiTvLuwLbAksB\n+6b9lMuLYWZvARw41d2/5+6HAF8HljWzVco9uvaWcngYsAZwobtf7+5fJxogViv36NpbrqIzC7go\nbXsduBRYxsxGqtK4eOn8mwI8BHzV3c8HtgJeN7Ol1FgzJMsDpwPfBU41s/ElH09HSDnaC/wDeA7Y\nwczWBjU4DIaZ9ZjZUkQd+r3Adma2Z/ZaqQfXRRTofpjZCDM7DvgOgLvPNTPzMC/t9mngw2a2UWkH\n2qbS+LwFT919LnA/cEeucH4QeCL91JfmAHLx6gVOd/en3H2eu/8NOBVYO+2nSmNOrrFmeNr0IHCT\nuz+W2+1GYJS7P9Hq42t3NTlM+t67Hrg1t/kBYJyZvV3dw0IaI/UlM3tjep59rz0A/LPmjt8XgevN\n7KM1+3a9fGNr+g58ELjM3WenOI0n8neL1PNGktrcrTESeBNwDLAOcEBLDqrDpYuSScC1wBeIdaLf\nk52fumjpk8vdBRMDuft8d59NNDj8nWhwOEMNXq2lk7R/I4mEnmJmH0zbFiqM3f0y4BrgKy0+trZm\nZhsDV2etN8SFCsBP3f2utE+Pu78G/A1YFtSlLtNPhTHL0QeAx2sKlvnAnTX7dbV+GmteT+fbv4Hp\naZ+e9Np1wHNpfKkq28lAOezu97r7nFys9ga+QYzn+27rj7QtTSK6y30e+r7X3P2FrLEwVYjWJ87H\n54BvmdlmqeLY1efhAI2tPe4+293vSdscWBP4HHAdcIWZ7VzaQbeR2ty1RSdWWgu4P91lPhH4pJlt\nZWanmdmYFh9uW6kte3PbLV2UzAXGuvutwF1El9iVzWx5XbT0m7vzsu+zdJd+WSJ+zxCN1csCB5rZ\nVDPbvbQD7yKqJObkCtte4EdEa86BZraCu8/vp1L9KWAbM9ujlcfZ5iYBrxKTEuDur6UCe25un+zi\nbjjw52yjxaDobjeJXIWRFCt3v8PdH685D+8BRqTXu77ASfprrAHA3V9MP+cDmNmaROVnVlYx76eC\n1I0msXAOv57/7ksXJmsSF3ljiXN13exOVTdKFZoeYDngq8A+ZrZT7X7pPHsKOMrdj3H3nYFvAifl\nXu9mS2xsTV3DJhBjSd8NvET0tunqC5ZkEgvn7tzUnS7L39nZju5+BhHvG4ENiSEC3WwSC5e9wEI5\nOQV4Pf3+aWAVYgKwZyzG2He7/nI3X2d+EZgJ4O5PE9973yLG1S+nRuvm6/oAm9lbzWx7S7MuAbj7\nv9z9SmJiB4Cj0s+FCuPU4vhtunwAqi28ps8DRMvrCDM7Ptul9k/Sz1lE4YSZrQR8oFu75wxUYeyv\nApi7uJsA3J17j61acrBtqI7Gmmzfv+XeY2tiFt6u008On8hictjdH3L3i939eaLg/hrQVd06zWzB\n+MXU3X8+cKu7nwV8HzjLBljvLHVNzBq4fgD8pZsbvJaQv/NqGhxmp3PvKnf/DTGW/jGi8aHrDKb8\nzZUZywD3W0yP/wwxpmo+cGa689J1ltRYkzv3HqOvvN2HKCsmAie7+/0tPOS2MpjcTfWYNxI9GjCz\nc4hGrheIeTEuUKN183XtBV/qxnUuMWnIbsSMh7VLLdxIjFvZwcw2Si3btQX48cAoM/uWxbTRXdHK\naGZrmNlRFoPpFywknC6CrwJ+AhxqZqukpF+oP3eq3IwmuimuDJwA7O7uL7X2k5Sn3gpjrgCaB9xl\nZsPNbBPgI5aWGegG9TbW5Aqo8USjA2a2OdE9sWvW5ltCDv+GxeRwrqvOcHd/FViVFMuqM7MVzOxY\nYgzKT8zsWDNbIb38Wvp5MjEj4hG1f587V+ekTesR45vn1O5bZUUaW9Pfj0i/3kuMS+uK8w/qKn+z\nscw9wH3AhcDZ7r4q0S32lNTlrisMsuzNurJnFyJvAvY3s78S9b5PE0Mqxlma+CtXtlRanbn7PLCj\nmc0FtgF2Ii6cdzazt7bw8LtW117wEa0zM909S9zLgfPN7LCsIHH3V4ArSF1w0rZ5+TdJFyi3E1OU\nv5Z1G6syMzuI+MJ7AzHb5tVmtlb2usf4vF8Rs0qemjbXtt6MI86/txEtQocBf2zqgbeJBlQYs1iu\nR7TYHgpcTczk+UJTD74NFG2syd01zQaXf4aoJC0PPNsNhXbRHM4V8lkXp9eIPO4GHwLmu/v7iMrh\nB4hxeCumxqxej4mAvgCcZP0s32Nm481sYzP7BHEe3127T1U1qrE1naMQZckl7l757z6oO3ezIRWz\ngTOAN7v7aWnbUcAmRANYpQ2x7M0mU8rOu2eA9xFlxWbu/jXgf4BdiFljK98lu97cTdtHET26jga2\ndPer3f1qYpmQg1ryAbqdu3fVA+hJPz8BXF6z7RJi2t09av7mCGKx4d3T897ca2sS4wiGlf3ZWhA7\nI27bfwNYOosF0S3uGmCb3L69RH/4x4Ct0rZhudc3Ii5O5hNfmkuX/flaGMdpwNHp93cBdwA/BlbM\nn19EYf5ctr3mPVZM5+uVxJ2+M8r+XC2M37bA8en3UUSFZR7RaDAit99mxNIf5w3wPt8gWh1fAo4s\n+3O1KHYNyeH02p7EBc/v0/dpT9mfr8mx60nn26+AN+a2f5C4y3RRtl/6OYK4m3JOFvvc3xxENCRe\n3F9+V/kxxPy9rL/8JbrSHUbcyfpR/ryt6qNo7qbtI2rOw6ysGV7252tRDOsue4kuwxOz/4vc9r3K\n/lwtjF+hshcY3c97LlP25+qWR+kH0JIPGa1XG+dPNqL1dUaWwGnbJODx/BdA2r42cAHwi37ee5Ev\nzyo+cpWY4cRyClNzr21FLLtwaU2MJ6bC+Lf5eKXHucBtwJSyP1srY0jjKoz7EhfLlwGrddk5WE9j\nzW75+BCTFMwixp/lG3C6IX5Fczh7nyOB3wJvKvuzNTFmY/vZ9lfgU7nno4DTUj5uk8U4/dyduLuy\nfnqeXTCvBWxQG9MqPxqcv8sDNxMzAlY2Z/uJXeHyt+zPUlb8KFD2DvCew2qeVza2jczdxfwblc/j\nsh+V7tJpZmua2XXE7eXrgRlmtl16+W7iVvzGaV9z94eJxYTfQdyBAsDd/wH8DNjIzH5jsYhz9prn\nfs/PRNnxzGyimb3XYgaqbJzARGJg+IIJQtz9JuCnxIX1+3LbHyXu3q1uZnulzdm6Sie6+6bu/tcW\nfJTSmNmCiQQ81qJ5hbgrvGtut58BvyDGB2zj0S1suEfXnGnAYWa2vvtC6/28AGzr7ru7+0wz67VF\nZ0PteGa2Ser6Ntr7urIuRyy6PDG37ePELGH71HShu4pY9+eDsFCOzgTWdfePecxk15u+A6oWv2bk\ncDZ26lx3f6e7/6XJH6PlUtev6cAN6Tv/gLR9JDGz8C6WxmunnP4p0YD1+bQtWw7kMqKS+QMz242Y\naAl3f9Dd77EwzCs6YUGz8tfd/wW8y90PT/nb7+Q4naxZ5W8rjr0dLKbs3SW326DK3vR+tRNXLRje\nk8oOp0KaWPb2q2plb1sq+4qzmQ+i1XUGcDixyO1jwJ/oa2W9n0j2ZXN/M4KoTB+VPU8/9yAG6H6k\n7M/VgrgZ0Y/95RSLWcCFudf/l0jmSbltE+jrHjE2t30pogvKfODYfKyr/ABWINbZupuYAOOAtH0k\ncbf4BmBMbv+NiEWtf5fblrWgzSDGN+5O7m5etg8V7E5MFMzXpfPveaLL0nbptb2J6bGzLtaWfp5C\ndJN7V8177UK0QP6GGHuRf20YFby7ohwuFLvliLslN6fy4SFgDtHAAvBZosHgoJq/O564+7dlzfZj\nUuwOo8J3AWo+c7Py9y01r/VULX+bnLuV7z5Hc8re3YBVy/5sLYpfS3JXj9Y/KnmHL7Wajie6zZzu\n7t/xmJzlc8RJnN2h+wpRid45N6HDa8D3gHfmnkN8mW7h7t9u3ScpzfrAW4l1Bj9EVH72N7ND0+vn\nAtsDU7NWL3f/J1E52gzozbWGjSYKnfOJ/tzPt+xTlMTMliOmWn8j0Rq7LtHCv63HjIYPEOfme7O/\n8ViUfgawkpltmbZlLWg3AFsSk4w8nv+3PFouF5pIqCIOJio604BziFielu6G/Az4P2IZj2U9lSzE\nBAUjgcmw0Cx+w4lxepd5LJq7gLvP82reXVEO128VYAxxDu5N3E25mejOBDHD4RxgLzNbPfd31xKT\nEiwoV81seaJr2ER3/27uXK26ZuXvn3P/Rvb9V7X8bWbuVnpimyaWvROIrrTdoCW5KyUo+4qzmQ9i\nQOkyuedrAL8DVk7PlyJm57wPeGtuvyOBT6bfe2vecxgVb6UFDiRabLK7mysAZxOFRjYG707ibumU\n3N+NJL4oNsltG033TUowmRjbNIWo/K1MFBy/Sq9PBB5M597qub/bnOgulj8XlycWGF6tlZ+hxNgZ\nMVvcj1l4nMqBRKv2Fun5YcTYqH1ZeDKgs4jCJf+ek4A35P+Nsj9nC+KoHK4/dlsC76vZ9rZ0/i2b\nnh9NtFx/OT3P7gjcAbx3gPfthrKj6flb9Ydyt1DsVPbWHzvlbsUflb3Dl36d7u4vpDt+Pe7+CHFx\nNz71uZ5NTKn9LPA5M3tH+rvsSwGv6VfscUegkq20ubg9CNzm6e6muz9LVG5mekK0Ar0ZONhi0XSI\nL9ifAv/Oxpq5+0vefQu6Lku0pv7VowX6SaIb2IjUKvYo0c3mjaRlF9L5eQtRKZyQvZGntW08xukN\nqx1HUDXp9HoauIncouhEF5PhwCPp+QVEN5GTgam5/R4mpnnG+tZRetjd52Txq2r+gnK4QR4hnXu5\nMbMjgLu97+7mt4hZ6PY3s4M9xv70EHf5runvTatcdmRakb/N/QTlUe42hMreOil3q6+SF3xZoeqp\n+0I6keen28yvAvfn9nmOuL1/LXCImV0E3OzuM/p/9+rKxeQPwK9hoQrP/xJ3RLFYZ+o24DhiMdLv\npn3eTSyyOdOr181mKFRhrJMaa4pRDg9NLjYLuPsT7n5n9jT9/BsxWcGIFLt5wInEnZhjzeyLwOnA\no8CL3Vq5Uf7WT7nbECp766TcrT7r5P8Di3F38wdzIqWEHgXsRwyAnmNmU4AJ7n5t2mcMMNejr3fW\n8tOtX5wLzTxlZv9JlEmX1eyzGjE5zovAP4mZ+/7d8oMtyZLOkSyGZjYB+BhwEnHOzjWz0cT5eDRR\nAA0nKoznkNopmv4BOkRqrPkysQbQ7Nz2CcD+xGy784EZ7n5JOUfZfpTDAxvK3V4z24zoKvfd9HwT\n4D53f9nMVia6kj2YKkdSQ/k7dMrdxVPZ2xrK3ero2Cl6UzLPS7+PB15w99kDfQmkVpzxwMvpYm9N\n4EzidvW1aZ8X0/v1eDUHgwMLWnKG1bbC1Epfllk8ZxMTFWBmSxOTGfze3R8CPmhmozymPe4a6Rxc\n7DmSKzhWAx7x1E0nV2H8vpn9ii6rMNbRWDOCmOI5qwDlG2vO6rbGGuVwcSk2qwOHAGdl3/+L8WcA\nM5sEfJTo2vQHj25jT6bXskk0Kl1hVP7WT7lbnMre+il3u1fHdem0vr7pbmZjzezXxJS6V5rZ20mf\nqb+uOkTizzOz/YiBvW8n3YLOq/LJmrV6pVau5cxschar/mKWi8UKwEyLdagOItZemZnbr2sKm0xW\nYTSzk9OX3pLUVhg3Se/zpLv/zt0fSd0oKt0dLGusSfEbb2ZZV6V+v4/SOdhfY83GuX1edPdXc98P\nyuFEORzMbHjNcyPGQm3Akhs/NwY83WmZQbRsP1X7fun/peoXe8rfOil3G0Nlb32Uu92t4y74spPJ\nzDYnZgn6P+Bi4D+IaYn3y+9XYz3ilv3/ELMJje62W9BZZcTM9gWeBi4Dvpa93N/fpEJmGWAlYhHh\ns4k1bl5v9vG2E1UYi1FjTWMoh+vj7q8DmNkWZrZCiuNPgZt8gG5wuQrg1sSyDJcQE2is4e7317x/\nJfM2o/wtTrlbH5W9xSh3BTpgDF9tq4GZjQI+DfwnMQX254iWrrHALcAzwGHufneWxOnvxhHdN58E\nDnb3mWl775K6VlSJmW0DrE5M3/wSsU7Nd4Bd3P2KAf5mDHA7sSDnn4AP1VZ2uomZbUF0AXnWzCYD\nO7v7VwbYNxtHcCExC9h+RMPEER4zYnWd1FizKTF19ktEw83SwMfd/aIB/uZQ4EvAOOAb7n5Miw63\n7SiHBye7WMuVAVOI8TpjgPWyizwzOx/4ocdkGf29z/rEgup/Bo5x95vS9q4qOzLK3/opd4tR2VuM\ncrfLeRusDTHQA/rWLALWAdYmBtduR/Qp/gWwfG6f7Ykv0r36ea+RRKts9ryXtHZSVR/k1khJz9cC\nfkQM8D45t/3cFM/hA7zPIcSF8s5lf6YWx89qzsEpRMvW08DY3Pbzgbct5n3WJwY13wJsldve2+hj\nbqcH0WrYk3s+ipjK+S5gOlHxMaIg+QdRmdkwi33u78alv7mK3JpIVY9f+ozK4fri1lP7O3GX7uvA\nv1O8tk7b30NUuAd6r8nk1uVL5/WwRh9zuz2Uv4Xjp9ytP3Yqe4vFT7mrxyKPtunSmfqzb2UxI1C+\ndWaMmR0H/IQ46b4H/AU4gVgzZdfsPdz9GuKLc6vsPXKvvep9/bR73X2uV+gWtMU6J6PS79ld0Xlm\nNtLMNk59tR8i4ngb0QU2czKxQOlALTc/c/eV3f3K5n2C9mIx8NjTOZjlyVhiwdbhwGlmtnXa/nNi\n/Z8B3w54v7tv7u43mVmPmS1x0H4nS/k732OypHXMbG2iC9INxCDwMcArKcTPAR8hCud1YJHuca8C\nu7n7jh5rIvWm/59KxU85XL9UdizIQe/rEfIxIlc3d/cb3f1oYC+iK9iPzWwqcefklbT/sNr3dve/\nufuP0uu96bye1/xPVR7l79AodxtHZW8xyl0ZSFtc8JnZ54DngB+w6El3ELFu3iZEf/eJwOoeY++e\nAHZKt/YzlwKP1bzHAukkr9TJamZHEzPGrZAle9r+LuC/iS4jP0vxuJK4aH6HpfVT3P0potCZZmYr\nZgVXxvvWr6ksVRjrp8aa4pTD9Unn3bPAPsSdk2z7m83sLKIyuBpwjZktA+DuvyO6Mt1IjOneE9g5\nvbbYvKxa2QHK36KUu8Wo7K2fcleGotQLPjN7q5n9BJhELOR4HzDVzFZNry9H3Iq+zcw+AtwJ7OPu\nt6e3+ArRzXPftP96wGbATa38HGUxs3FmdiYx6HsF4InsItfMdgQOBY4ADgTeY2YHeExNfCPR2nNS\n9l7ufnb69RZS4ncDVRiLUWNNMcrh+qWKyVSi29G/iG77ma2JbkenErF7CfhM+rsed38CeD9wEXHe\nrmOxqHqlZ+mrpfytn3K3GJW9xSh3ZahKu+CzuFV/MHCBux/s7v9NTJf7F/pO3lnAjkTr18/d/UKP\nwbpmZvu6+5+A64H9zWw6sDvwRXe/pfWfqBS9wBeJAbXr0nfha8AOxNqETxIzUl0FnGRmo939UaLl\ncSWLmZcws7WIGcCO8bQQfdWpwlg/NdY0jHK4Tqli8m9ifbJDgbflXn4LgMXaqwcA1wAfN7PJHl2d\nstbqs4lyaBRpbapuyGHlb0Mod+uksrd+yl2pm5c0eJC4LX8FsPYS9vsE8MeabcOBT6Tf1wRuBi4E\nRqZtw8gNPK3qg77JCJYlkv6XWTyJlq+PE4Nzv0hMTPA48OX0+kTgLGJA87HAMmV/npJieBDRT/0x\nYKfc9unEsxoCRgAAB3pJREFU9NfjiUJnOlGxnJxe783tuyNwdbat6uce0VD0Q+DduW0TgM2BbXPb\nrktxWzG3zYB90+9nEQPxpwPTgE3K/mxlxDL9VA4PLl7ZzNJZ3DYEjgIeJaZcXz1tXwPYiBgrdUja\n9utU5owG1qp5vxOIsSqlf8ZWnHPK38bEMf1U7tYXP5W9dZxzyl096n2U2aXzSeIknWZmO5nZ9mY2\nNf2+tcVgUyNaxlY1s0vT6xOJFtnJZjbC3R8iZutcg2hVw9PCkiV9rpbxvpbq54luJVOJ5SrwuHX/\ndWJ2q0fd/ddEAXSkme0ALAfMJdYkPN/dXyjjM7Ra1gpofYPBbyOW+XDgMDNbPW3/PDED2NJEYXIg\ncC1wlpmNJs63rM/8VUQXnXdD9dfjImYtXBlYMDW4u//T3W9x9+tz+10OrOPuz+S29QKrpt/PJZZR\n6QG+6e63W0x+0BUttaAcHozUop2/e4f3jSOZTDQAHkz08Hh7iucj7n4X8GGiogNxV2UnooU7W6w5\nW9/rOuJOAl1w/il/G0C5OzQqextCuSt1K+2Cz92fBU4nWsKuIC7sbky//x74I3Ciu98DfIq4mLuB\nmD72DOBGj/7wAN8m+oDvkC4Wx9A95gG4+3eAe4G9zGyz9NpwYG/g5fR8DhGnGURXiFPc/QCPrrOV\npQpjw6mxprGUw/2wGCN1AfAH4HKLhZOXTq9leXcF0VvkxrTfMUSvj2zN1p2AERZjgF4lJi/YNP2O\nu79mZksTXaNWSNuqfv4pfxtHubsYKnsbTrkr9Sv7FiPRl3g34EjihDwqPW4mujtsmvbbnmj5+Tm5\ndfZIa90Ah6f9fw6sVPbnanEMs+4M2xOtNl8CRqRtfyTWWZlG9IP/Dxaz5lSVHsT4gAvSefE80fo6\nOr02PP1chmhNHEk0KNwKrJteGwXcQQy8Xyb9/XeIBZjXy/07S6ft/1X2Z25hbD8FPJtiO59orc5+\nfxr4fNpvb2IWtTlEl6YXgINy7zOaaI08hxi7Mabsz1ZSPJXDi8ZkDWKcyXnp/HqO6Lo/KrfPusBn\n0+9T0/l3HKmLHDGhwXxgJvBjataPIi4OLyUmy1i37M/cwtgqfxsXS+XuojFR2du82Cp39ajv3Cn7\nABY5oL4xFRsQt/yPWMy+Pbn9DwQ+Vvbxl/0guojcDmyRnr8pxfFfwEllH1+LY6EKY3Pjq8aa5sRV\nObxwPN4GnEK0SD9C9PLYJb3WC/wGmJSeT0+Vm43S8xHEGKlT8hUaFh4HdCXRS6Tyi6nXxFX52/iY\nKnddZW8L4qvc1WPIj+xiqVRmNgFY1t3vNbM3uPuctP1y4JPufm96nq0xMszTFLz9betG6Tb9a2nG\npZuAPdz99+m1VYDZHotsdp3UpWR7YjzFW4hpiU9z98vNrJdo5Trc3R+2mO11e2JQ9F0W69scQSz8\neqa7v5jes9fTNMVmdiXwMHBkl5+DWS5uQLTu/tDdzxlg3x7SbM9mdiBRGf9mCw+37SiH+5c++7bE\n5AR/ICp/44ATiUrh3sBt7n6PxXpeDxEz02XrTz3vqaCrKTuGeVoc291fbfHHajvK3/opd/unsrc1\nlLsyGO1ywbcKcDzwBXd/ysw2BI4mxll8BnjZtdjjEpnZBqnSczLwZ3f/VdnH1A5UYWweNdY0lnK4\nf2a2CbAHka89xKyaHyLu7g0DDkuVxhHEUj2rEN2Xrsu9R4/KkYUpfxtHubsolb3No9yVoSp14fWM\nx7oqrwJ3mNnfiUT/hbsf6e4vqpBesvRleZ6ZvU5UdrplLcIlSufXvcTMaE8B7yS6MJydfr6PNOib\nOA/vA9YCbnX3WbkCpyf/5Zj93q0FTmLEzHMrufscM9vQzM4jWl0fT62JZDGsid8i27qZcnixHgD+\nCuwHzHT3Q4AvEAszb08MAQBYn1iLdVL+Yg8WmixC+ih/G0C52z+VvU2l3JUhaYs7fAAWs6jdDlzm\n7p/IbVcLxCCZ2aZEX/jve98MpgJYzNz6HmKx0q+4++upJXYPorK4W+pmshGxltfl5R1tZzGzM4H9\nicH5zxOzz11R7lF1JuXwwFJ3uT2Bv7v7pWa2FDEJxiXAR939uqzlOu2/oOuXDEz52xjK3f6p7G0e\n5a4MRdtc8EFMo+3ur6TfVVhLQ6nC2BxqrJFWSPm6HbAx8LVcWbEZ8Ii7P13m8XUq5a80m8re5lDu\nylC01QUf9C3Kqe430miqMDaPGmukFcxsLPBJYhKIr3qaGEOKUf5KM6nsbR7lrgxWW4zhy3P3+brY\nk2Zw99nElO6jgB+Z2dvT9ltV4BTj7q+YWU8aa6ECR5plArFg8y262Gsc5a80k8re5lHuymD1ln0A\nIi2mCmOTqKFGWuBR4EB3fx76Zpsr+ZgqQfkrTaayt0mUuzIYbdelU6SZzGw0seioKowiHUpd/0U6\ni8pekXLpgk+6kiqMIiIiraWyV6QcuuATERERERGpqLabtEVEREREREQaQxd8IiIiIiIiFaULPhER\nERERkYrSBZ+IiIiIiEhF6YJPRERERESkonTBJyIiIiIiUlG64BMREREREamo/wdao9VlIex1QgAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x5014910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,8))\n",
"ax = plt.subplot(111)\n",
"plt.plot(dates, sealevel, 'ko-', lw=0.2, ms=1)\n",
"plt.ylabel(sealevel_units)\n",
"plt.title('Sea level at station HoekVanHolland')\n",
"fig.autofmt_xdate()\n",
"plt.grid()\n",
"plt.savefig('NO_TS_MO_HoekVanHollandTG.png', dpi=300)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [Root]",
"language": "python",
"name": "Python [Root]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}