{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<center><h1>Python NumPy library</h1></center>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NumPy is the fundamental package for scientific computing with Python. :\n", "\n", "* a powerful N-dimensional array object\n", "* sophisticated (broadcasting) functions\n", "* tools for integrating C/C++ and Fortran code\n", "* useful linear algebra, Fourier transform, and random number capabilities\n", "\n", "NumPy is licensed under the BSD license, enabling reuse with few restrictions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The most fundamental library for numeric computing in Python!\n", "## Comes with Anaconda, otherwise pip install NumPy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np # extremely common naming for Numpy to be used as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [10, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.arange(20).reshape(4,5)\n", "a" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 5, 15, 25, 35, 45, 55, 65, 75, 85, 95, 105, 115, 125,\n", " 135, 145, 155, 165, 175, 185, 195, 205, 215, 225, 235, 245, 255,\n", " 265, 275, 285, 295, 305, 315, 325, 335, 345, 355, 365, 375, 385,\n", " 395, 405, 415, 425, 435, 445, 455, 465, 475, 485, 495])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = np.arange(5,500,10)\n", "b" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(numpy.ndarray, numpy.ndarray, dtype('int32'), dtype('int32'))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(a),type(b),a.dtype,b.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Main NumPy object\n", "\n", "NumPy’s main object is the homogeneous multidimensional array. It is a table of elements (usually numbers), all of the same type, indexed by a tuple of positive integers. In NumPy dimensions are called axes.\n", "\n", "### In other words think of matrix (2-D, 3-D, etc) with elements given their coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NumPy’s array class is called ndarray. It is also known by the alias array. Note that numpy.array is not the same as the Standard Python Library class array.array, which only handles one-dimensional arrays and offers less functionality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## When Should you use ndarray instad of normal Python data structures such as list?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* NumPy's arrays are more compact than Python lists (about 3-5x difference)\n", "* Faster access for reading/writing items / less Python \"bookkeeping\"\n", "* Convencience operations matrix operations/Fourier Transforms/histograms/statistics/filtering/etc\n", "* Spatial locality in memory access patterns results in performance gains notably due to the CPU cache\n", "* Items stored contiguously in memory allow NumPy to take advantage of vectorized instructions of modern CPUs, such as Intel's SSE and AVX, AMD's XOP\n", "\n", "\n", "* Restriction(uniform data types)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 2, 4, 6, 8],\n", " [10, 12, 14, 16, 18],\n", " [20, 22, 24, 26, 28],\n", " [30, 32, 34, 36, 38]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d=a*2\n", "d" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 4, 9, 16],\n", " [ 25, 36, 49, 64, 81],\n", " [100, 121, 144, 169, 196],\n", " [225, 256, 289, 324, 361]], dtype=int32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c=a**2\n", "c" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# individual elements\n", "c[1,1]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([25, 36, 49, 64, 81], dtype=int32)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[1]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 4, 9, 16],\n", " [25, 36, 49, 64, 81]], dtype=int32)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[:2]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 36, 121, 256], dtype=int32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[:,1]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[225, 256, 289, 324, 361],\n", " [100, 121, 144, 169, 196],\n", " [ 25, 36, 49, 64, 81],\n", " [ 0, 1, 4, 9, 16]], dtype=int32)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[::-1]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[361, 324, 289, 256, 225],\n", " [196, 169, 144, 121, 100],\n", " [ 81, 64, 49, 36, 25],\n", " [ 16, 9, 4, 1, 0]], dtype=int32)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[::-1,::-1]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 4, 9, 16],\n", " [ 25, 36, 49, 64, 81],\n", " [100, 121, 144, 169, 196],\n", " [225, 256, 289, 324, 361]], dtype=int32)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 1, 36, 121, 256], dtype=int32), array([ 1, 36], dtype=int32))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[:, 1], c[0:2, 1]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Loading files" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.72809242, 0.43954956, 0.96609444, 0.95103408],\n", " [0.43789427, 0.56524801, 0.26548715, 0.87307645],\n", " [0.68820884, 0.41444608, 0.33806432, 0.56520271],\n", " [0.14000647, 0.955224 , 0.07058813, 0.09764705],\n", " [0.03317341, 0.77677129, 0.08200467, 0.19588284],\n", " [0.32389879, 0.60277379, 0.77265652, 0.53549964],\n", " [0.78382241, 0.44545018, 0.09123232, 0.24865343],\n", " [0.07532197, 0.13528559, 0.59399663, 0.31171427],\n", " [0.31212006, 0.70050059, 0.44611673, 0.85198123]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv = np.genfromtxt('./resources/random4x9.csv', delimiter=',')\n", "my_csv" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([0.72809242, 0.43954956, 0.96609444, 0.95103408, 0.43789427,\n", " 0.56524801, 0.26548715, 0.87307645, 0.68820884, 0.41444608,\n", " 0.33806432, 0.56520271, 0.14000647, 0.955224 , 0.07058813,\n", " 0.09764705, 0.03317341, 0.77677129, 0.08200467, 0.19588284,\n", " 0.32389879, 0.60277379, 0.77265652, 0.53549964, 0.78382241,\n", " 0.44545018, 0.09123232, 0.24865343, 0.07532197, 0.13528559,\n", " 0.59399663, 0.31171427, 0.31212006, 0.70050059, 0.44611673,\n", " 0.85198123])]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(my_csv.reshape(1,36))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# going back to Python lists...." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([0.72809242, 0.43954956, 0.96609444, 0.95103408]),\n", " array([0.43789427, 0.56524801, 0.26548715, 0.87307645]),\n", " array([0.68820884, 0.41444608, 0.33806432, 0.56520271]),\n", " array([0.14000647, 0.955224 , 0.07058813, 0.09764705]),\n", " array([0.03317341, 0.77677129, 0.08200467, 0.19588284]),\n", " array([0.32389879, 0.60277379, 0.77265652, 0.53549964]),\n", " array([0.78382241, 0.44545018, 0.09123232, 0.24865343]),\n", " array([0.07532197, 0.13528559, 0.59399663, 0.31171427]),\n", " array([0.31212006, 0.70050059, 0.44611673, 0.85198123])]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myl=list(my_csv)\n", "myl" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Converting individual ndarrays in our regular list to regular inner lists" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[0.728092422, 0.439549556, 0.966094444, 0.951034076],\n", " [0.437894272, 0.565248006, 0.265487155, 0.873076449],\n", " [0.688208844, 0.414446083, 0.338064325, 0.565202708],\n", " [0.140006466, 0.955223997, 0.070588134, 0.097647052],\n", " [0.033173413, 0.776771295, 0.082004671, 0.195882839],\n", " [0.323898787, 0.602773787, 0.77265652, 0.535499641],\n", " [0.783822409, 0.44545018, 0.091232322, 0.24865343],\n", " [0.075321971, 0.13528559, 0.59399663, 0.311714268],\n", " [0.312120058, 0.700500595, 0.446116732, 0.851981232]]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myll = [list(el) for el in myl]\n", "myll" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "## Litmus test: for group operations NumPy, if you have many individual operations then regular list might suffice" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## NOTE: For multiple data types better to use Pandas library(another lecture)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['T',\n", " '__abs__',\n", " '__add__',\n", " '__and__',\n", " '__array__',\n", " '__array_finalize__',\n", " '__array_interface__',\n", " '__array_prepare__',\n", " '__array_priority__',\n", " '__array_struct__',\n", " '__array_ufunc__',\n", " '__array_wrap__',\n", " '__bool__',\n", " '__class__',\n", " '__complex__',\n", " '__contains__',\n", " '__copy__',\n", " '__deepcopy__',\n", " '__delattr__',\n", " '__delitem__',\n", " '__dir__',\n", " '__divmod__',\n", " '__doc__',\n", " '__eq__',\n", " '__float__',\n", " '__floordiv__',\n", " '__format__',\n", " '__ge__',\n", " '__getattribute__',\n", " '__getitem__',\n", " '__gt__',\n", " '__hash__',\n", " '__iadd__',\n", " '__iand__',\n", " '__ifloordiv__',\n", " '__ilshift__',\n", " '__imatmul__',\n", " '__imod__',\n", " '__imul__',\n", " '__index__',\n", " '__init__',\n", " '__init_subclass__',\n", " '__int__',\n", " '__invert__',\n", " '__ior__',\n", " '__ipow__',\n", " '__irshift__',\n", " '__isub__',\n", " '__iter__',\n", " '__itruediv__',\n", " '__ixor__',\n", " '__le__',\n", " '__len__',\n", " '__lshift__',\n", " '__lt__',\n", " '__matmul__',\n", " '__mod__',\n", " '__mul__',\n", " '__ne__',\n", " '__neg__',\n", " '__new__',\n", " '__or__',\n", " '__pos__',\n", " '__pow__',\n", " '__radd__',\n", " '__rand__',\n", " '__rdivmod__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", " '__repr__',\n", " '__rfloordiv__',\n", " '__rlshift__',\n", " '__rmatmul__',\n", " '__rmod__',\n", " '__rmul__',\n", " '__ror__',\n", " '__rpow__',\n", " '__rrshift__',\n", " '__rshift__',\n", " '__rsub__',\n", " '__rtruediv__',\n", " '__rxor__',\n", " '__setattr__',\n", " '__setitem__',\n", " '__setstate__',\n", " '__sizeof__',\n", " '__str__',\n", " '__sub__',\n", " '__subclasshook__',\n", " '__truediv__',\n", " '__xor__',\n", " 'all',\n", " 'any',\n", " 'argmax',\n", " 'argmin',\n", " 'argpartition',\n", " 'argsort',\n", " 'astype',\n", " 'base',\n", " 'byteswap',\n", " 'choose',\n", " 'clip',\n", " 'compress',\n", " 'conj',\n", " 'conjugate',\n", " 'copy',\n", " 'ctypes',\n", " 'cumprod',\n", " 'cumsum',\n", " 'data',\n", " 'diagonal',\n", " 'dot',\n", " 'dtype',\n", " 'dump',\n", " 'dumps',\n", " 'fill',\n", " 'flags',\n", " 'flat',\n", " 'flatten',\n", " 'getfield',\n", " 'imag',\n", " 'item',\n", " 'itemset',\n", " 'itemsize',\n", " 'max',\n", " 'mean',\n", " 'min',\n", " 'nbytes',\n", " 'ndim',\n", " 'newbyteorder',\n", " 'nonzero',\n", " 'partition',\n", " 'prod',\n", " 'ptp',\n", " 'put',\n", " 'ravel',\n", " 'real',\n", " 'repeat',\n", " 'reshape',\n", " 'resize',\n", " 'round',\n", " 'searchsorted',\n", " 'setfield',\n", " 'setflags',\n", " 'shape',\n", " 'size',\n", " 'sort',\n", " 'squeeze',\n", " 'std',\n", " 'strides',\n", " 'sum',\n", " 'swapaxes',\n", " 'take',\n", " 'tobytes',\n", " 'tofile',\n", " 'tolist',\n", " 'tostring',\n", " 'trace',\n", " 'transpose',\n", " 'var',\n", " 'view']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(a)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.ndim" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.72809242, 0.43954956, 0.96609444, 0.95103408],\n", " [0.43789427, 0.56524801, 0.26548715, 0.87307645],\n", " [0.68820884, 0.41444608, 0.33806432, 0.56520271],\n", " [0.14000647, 0.955224 , 0.07058813, 0.09764705],\n", " [0.03317341, 0.77677129, 0.08200467, 0.19588284],\n", " [0.32389879, 0.60277379, 0.77265652, 0.53549964],\n", " [0.78382241, 0.44545018, 0.09123232, 0.24865343],\n", " [0.07532197, 0.13528559, 0.59399663, 0.31171427],\n", " [0.31212006, 0.70050059, 0.44611673, 0.85198123]])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "?my_csv.T" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9, 4)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('float64')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.dtype" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.itemsize" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<memory at 0x00000000056D48B8>" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Most important array attributes\n", "\n", "* ndarray.ndim\n", "\n", "the number of axes (dimensions) of the array.\n", "* ndarray.shape\n", "\n", "the dimensions of the array. This is a tuple of integers indicating the size of the array in each dimension. For a matrix with n rows and m columns, shape will be (n,m). The length of the shape tuple is therefore the number of axes, ndim.\n", "* ndarray.size\n", "\n", "the total number of elements of the array. This is equal to the product of the elements of shape.\n", "* ndarray.dtype\n", "\n", "an object describing the type of the elements in the array. One can create or specify dtype’s using standard Python types. Additionally NumPy provides types of its own. numpy.int32, numpy.int16, and numpy.float64 are some examples.\n", "* ndarray.itemsize\n", "\n", "the size in bytes of each element of the array. For example, an array of elements of type float64 has itemsize 8 (=64/8), while one of type complex32 has itemsize 4 (=32/8). It is equivalent to ndarray.dtype.itemsize.\n", "* ndarray.data\n", "\n", "the buffer containing the actual elements of the array. Normally, we won’t need to use this attribute because we will access the elements in an array using indexing facilities." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.ndim" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4, 5)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.shape" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "20" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.size" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('int32')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.dtype" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.itemsize" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<memory at 0x00000000081FDC18>" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.data" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<memory at 0x00000000081FD558>" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.data" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<memory at 0x00000000081FD630>" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## NumPy ndarray advantage over normal Python data structures:\n", "\n", "* efficient and fast " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.46707556552777774" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_csv.mean()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'numpy.ndarray' object has no attribute 'median'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-45-9875fbb1cc5e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmy_csv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'median'" ] } ], "source": [ "my_csv.median()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [10, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [20, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[2,0]=20\n", "a" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2., 7., 13., 17.])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(a, axis=1)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10.0" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median([32,3,7,10,20])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.0" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median([5,6,3,8,111,90])\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[3, 5, 6, 8, 90, 111]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted([5,6,3,8,111,90])" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 5, 15, 25, 35, 45, 55, 65, 75, 85, 95, 105, 115, 125,\n", " 135, 145, 155, 165, 175, 185, 195, 205, 215, 225, 235, 245, 255,\n", " 265, 275, 285, 295, 305, 315, 325, 335, 345, 355, 365, 375, 385,\n", " 395, 405, 415, 425, 435, 445, 455, 465, 475, 485, 495])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "250.0" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.mean()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "250.0" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(b)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "144.30869689661813" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.std() ## standard deviation" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [20, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]])" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([10. , 8.5, 9.5, 10.5, 11.5])" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(a, axis=0)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2., 7., 13., 17.])" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(a, axis=1)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([10. , 8.5, 9.5, 10.5, 11.5])" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(a, axis=0)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2., 7., 14., 17.])" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(a, axis=1)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 7.5, 8.5, 9.5, 10.5, 11.5])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.mean(axis=0) ## same as above" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2., 7., 12., 17.])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(a, axis=1)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "ename": "AxisError", "evalue": "axis 2 is out of bounds for array of dimension 2", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAxisError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-62-3bab11b7d1c6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py\u001b[0m in \u001b[0;36mmedian\u001b[1;34m(a, axis, out, overwrite_input, keepdims)\u001b[0m\n\u001b[0;32m 4117\u001b[0m \"\"\"\n\u001b[0;32m 4118\u001b[0m r, k = _ureduce(a, func=_median, axis=axis, out=out,\n\u001b[1;32m-> 4119\u001b[1;33m overwrite_input=overwrite_input)\n\u001b[0m\u001b[0;32m 4120\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4121\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py\u001b[0m in \u001b[0;36m_ureduce\u001b[1;34m(a, func, **kwargs)\u001b[0m\n\u001b[0;32m 4011\u001b[0m \u001b[0mkeepdim\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4012\u001b[0m \u001b[0mnd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4013\u001b[1;33m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_nx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnormalize_axis_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4014\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4015\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0max\u001b[0m \u001b[1;32min\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\core\\numeric.py\u001b[0m in \u001b[0;36mnormalize_axis_tuple\u001b[1;34m(axis, ndim, argname, allow_duplicate)\u001b[0m\n\u001b[0;32m 1504\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1505\u001b[0m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1506\u001b[1;33m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnormalize_axis_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margname\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0max\u001b[0m \u001b[1;32min\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1507\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mallow_duplicate\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1508\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0margname\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\core\\numeric.py\u001b[0m in \u001b[0;36m<genexpr>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 1504\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1505\u001b[0m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1506\u001b[1;33m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnormalize_axis_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margname\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0max\u001b[0m \u001b[1;32min\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1507\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mallow_duplicate\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1508\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0margname\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mAxisError\u001b[0m: axis 2 is out of bounds for array of dimension 2" ] } ], "source": [ "np.median(a, axis=2)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " [10, 11, 12, 13, 14, 15, 16, 17, 18, 19],\n", " [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]],\n", "\n", " [[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],\n", " [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],\n", " [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]],\n", "\n", " [[60, 61, 62, 63, 64, 65, 66, 67, 68, 69],\n", " [70, 71, 72, 73, 74, 75, 76, 77, 78, 79],\n", " [80, 81, 82, 83, 84, 85, 86, 87, 88, 89]]])" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d=np.arange(90).reshape(3,3,10)\n", "d" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "75" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d[2,1,5]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9]],\n", "\n", " [[10, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]],\n", "\n", " [[20, 21, 22, 23, 24],\n", " [25, 26, 27, 28, 29]]],\n", "\n", "\n", " [[[30, 31, 32, 33, 34],\n", " [35, 36, 37, 38, 39]],\n", "\n", " [[40, 41, 42, 43, 44],\n", " [45, 46, 47, 48, 49]],\n", "\n", " [[50, 51, 52, 53, 54],\n", " [55, 56, 57, 58, 59]]],\n", "\n", "\n", " [[[60, 61, 62, 63, 64],\n", " [65, 66, 67, 68, 69]],\n", "\n", " [[70, 71, 72, 73, 74],\n", " [75, 76, 77, 78, 79]],\n", "\n", " [[80, 81, 82, 83, 84],\n", " [85, 86, 87, 88, 89]]]])" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.reshape(3,3,2,5)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# of course, as we have 2-D data and we attempted to use 3rd dimension ! :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A frequent error consists in calling array with multiple numeric arguments, rather than providing a single list of numbers as an argument." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "only 2 non-keyword arguments accepted", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-66-6548e3003d99>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m7\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# WRONG\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: only 2 non-keyword arguments accepted" ] } ], "source": [ "c = np.array(2,3,4,5,6,7) # WRONG " ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2, 3, 4, 6, 7, 9, 44])" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# CORRECT would be\n", "c = np.array([2,3,4,6,7,9,44])\n", "c" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['4000000000000', 'R'], dtype='<U21')" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t = np.array([4000000000000,\"R\"])\n", "t" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([5.00000000e+00, 6.00000000e+00, 7.00000000e+00, 9.00000000e+00,\n", " 1.11111111e+12, 4.00000000e-01])" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t = np.array((5,6,7,9,1111111111112,0.4))\n", "t" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Hello', 'World', 'Aha something strange'], dtype='<U21')" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = np.array([\"Hello\",'World','''Aha something strange'''])\n", "s" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "84" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.itemsize" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('<U21')" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.dtype" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Can specify array type at creation" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[3.+0.j, 4.+0.j, 5.+0.j],\n", " [3.+0.j, 1.+0.j, 6.+0.j]])" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c = np.array([[3,4,5], [3,1,6]], dtype=complex)\n", "c" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.0" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[0,0].real" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[0,0].imag" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "attribute 'imag' of 'numpy.generic' objects is not writable", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-93-11ea9d4ba07d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimag\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m: attribute 'imag' of 'numpy.generic' objects is not writable" ] } ], "source": [ "c[1,1].imag = 5" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# above does not work as imag only returns the value ie getter not setter" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[3.+0.j, 4.+0.j, 5.+0.j],\n", " [3.+0.j, 2.+3.j, 6.+0.j]])" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c[1,1] = 2 + 3j #so use j for imaginary part\n", "c" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(dtype('complex128'), 6, (2, 3))" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c.dtype,c.size,c.shape" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[3.+4. j, 4.+0. j, 5.+2.1j],\n", " [3.+0. j, 1.-3. j, 6.+0. j]])" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = np.array([[3+4j,4,5+2.1j], [3,1-3j,6]], dtype=complex)\n", "d" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(3.0, 4.0)" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d[0,0].real,d[0,0].imag" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'numpy.ndarray'>\n", "float64\n" ] }, { "data": { "text/plain": [ "array([[ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 42., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.]])" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = np.zeros((5,6))\n", "z[3,3] = 42\n", "print(type(z))\n", "print(z.dtype)\n", "z" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "## Data Type conversion IN PLACE!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "z = z.astype(np.float32, copy=True)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "float32\n" ] } ], "source": [ "print(z.dtype)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 42., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "int32\n" ] }, { "data": { "text/plain": [ "array([[ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 42, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0]])" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = z.astype(np.int32, copy=True)\n", "print(z.dtype)\n", "z" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 0., 0., 42., 0., 0.],\n", " [ 0., 0., 0., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zz = z.astype(np.float32, copy=True)\n", "zz" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00],\n", " [0.0e+00, 5.0e+09, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00],\n", " [0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00],\n", " [0.0e+00, 0.0e+00, 0.0e+00, 4.2e+01, 0.0e+00, 0.0e+00],\n", " [0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00, 0.0e+00]],\n", " dtype=float32)" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zz[1,1]=5000000000\n", "zz" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18446744073709551616" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2**64" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "340282366920938463463374607431768211456" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2**128" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4294967296" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2**32" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2147483648" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2**31" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 0, 0, 0, 0,\n", " 0],\n", " [ 0, 5000000000, 0, 0, 0,\n", " 0],\n", " [ 0, 0, 0, 0, 0,\n", " 0],\n", " [ 0, 0, 0, 42, 0,\n", " 0],\n", " [ 0, 0, 0, 0, 0,\n", " 0]], dtype=int64)" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zzz = zz.astype(np.int64, copy=True)\n", "zzz" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1]])" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones = np.full((5,6), 1, dtype=np.int32)\n", "ones" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 43, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1]])" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones=ones+z\n", "ones" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 43, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1]])" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones = ones.astype(np.int32, copy=True)\n", "ones" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0],\n", " [ 0, 0, 0, 1806, 0, 0],\n", " [ 0, 0, 0, 0, 0, 0]])" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones*z" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2, 2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2, 2]])" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "twos = np.full((5,6), 2, dtype=np.int32)\n", "twos" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 86, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2]])" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones*twos" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "shapes (5,6) and (5,6) not aligned: 6 (dim 1) != 5 (dim 0)", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-121-c47a4b300c6e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmatmul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mones\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtwos\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: shapes (5,6) and (5,6) not aligned: 6 (dim 1) != 5 (dim 0)" ] } ], "source": [ "np.matmul(ones, twos)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## We mismatching dimensions for matrix multiplication" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2],\n", " [2, 2, 2, 2, 2]])" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "twos.transpose()" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[12, 12, 12, 12, 12],\n", " [12, 12, 12, 12, 12],\n", " [12, 12, 12, 12, 12],\n", " [96, 96, 96, 96, 96],\n", " [12, 12, 12, 12, 12]])" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mult = np.matmul(ones, twos.transpose())\n", "mult" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[10, 10, 10, 10, 10, 10],\n", " [10, 10, 10, 10, 10, 10],\n", " [10, 10, 10, 10, 10, 10],\n", " [94, 94, 94, 94, 94, 94],\n", " [10, 10, 10, 10, 10, 10],\n", " [10, 10, 10, 10, 10, 10]])" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mult1 = np.matmul(ones.transpose(), twos)\n", "mult1" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(720, 864)" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mult.sum(),mult1.sum()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Anyone remembers the algorithm for Matrix Multiplication, I don't but numpy lets us not worry about it :)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[3.46410162, 3.46410162, 3.46410162, 3.46410162, 3.46410162],\n", " [3.46410162, 3.46410162, 3.46410162, 3.46410162, 3.46410162],\n", " [3.46410162, 3.46410162, 3.46410162, 3.46410162, 3.46410162],\n", " [9.79795897, 9.79795897, 9.79795897, 9.79795897, 9.79795897],\n", " [3.46410162, 3.46410162, 3.46410162, 3.46410162, 3.46410162]])" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(mult)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[12, 12, 12, 12, 12],\n", " [12, 12, 12, 12, 12],\n", " [12, 12, 12, 12, 12],\n", " [96, 96, 96, 96, 96],\n", " [12, 12, 12, 12, 12]])" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mult" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 144, 144, 144, 144, 144],\n", " [ 144, 144, 144, 144, 144],\n", " [ 144, 144, 144, 144, 144],\n", " [9216, 9216, 9216, 9216, 9216],\n", " [ 144, 144, 144, 144, 144]], dtype=int32)" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mult**2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# np.sin, np.cos, np.exp(power), and so on" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 3, 65, 4, 6, 7]" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[1,3,65]+[4,6,7]" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 43, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 2, 2, 2, 2, 2, 2],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 1, 1, 1, 43, 1, 1],\n", " [ 1, 1, 1, 1, 1, 1]])" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vstack = np.vstack((ones,twos,ones)) # notice the double parenthesis, ie we supply a tuple as an argument!\n", "vstack" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,\n", " 2, 2],\n", " [ 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,\n", " 2, 2],\n", " [ 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,\n", " 2, 2],\n", " [ 2, 2, 2, 2, 2, 2, 1, 1, 1, 43, 1, 1, 2, 2, 2, 2,\n", " 2, 2],\n", " [ 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,\n", " 2, 2]])" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hstack = np.hstack((twos,ones, twos))\n", "hstack" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'list'>\n" ] }, { "data": { "text/plain": [ "[array([[ 1, 1, 1, 1],\n", " [ 1, 1, 1, 1],\n", " [ 1, 1, 1, 1],\n", " [ 1, 1, 1, 43],\n", " [ 1, 1, 1, 1]]), array([[1, 1, 2, 2],\n", " [1, 1, 2, 2],\n", " [1, 1, 2, 2],\n", " [1, 1, 2, 2],\n", " [1, 1, 2, 2]]), array([[2, 2, 2, 2],\n", " [2, 2, 2, 2],\n", " [2, 2, 2, 2],\n", " [2, 2, 2, 2],\n", " [2, 2, 2, 2]])]" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hsplit = np.hsplit(hstack, 3)\n", "print(type(hsplit))\n", "hsplit" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'list'>\n" ] }, { "data": { "text/plain": [ "[array([[2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2]]), array([[2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2]]), array([[1, 1, 1],\n", " [1, 1, 1],\n", " [1, 1, 1],\n", " [1, 1, 1],\n", " [1, 1, 1]]), array([[ 1, 1, 1],\n", " [ 1, 1, 1],\n", " [ 1, 1, 1],\n", " [43, 1, 1],\n", " [ 1, 1, 1]]), array([[2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2]]), array([[2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2],\n", " [2, 2, 2]])]" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h2 = np.hsplit(hstack, 6)\n", "print(type(h2))\n", "h2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## vsplit is similar along vertical axis and array_split lets you specify axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## View or Shallow Copy" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "v = a.view()" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [20, 11, 12, 13, 14],\n", " [15, 16, 17, 18, 19]])" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v is a" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ True, True, True, True, True],\n", " [ True, True, True, True, True],\n", " [ True, True, True, True, True],\n", " [ True, True, True, True, True]])" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v == a" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v.base is a" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "## Turns out tutorial is outdated, new comparision for bases should be" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v.base is a.base" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [], "source": [ "v[2,2]=999" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [ 20, 11, 999, 13, 14],\n", " [ 15, 16, 17, 18, 19]])" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [ 5, 6, 7, 8, 9],\n", " [ 20, 11, 999, 13, 14],\n", " [ 15, 16, 17, 18, 19]])" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 2],\n", " [ 6, 7],\n", " [ 11, 999],\n", " [ 16, 17]])" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = a[:,1:3]\n", "s" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.base is a.base" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[55, 55],\n", " [55, 55],\n", " [55, 55],\n", " [55, 55]])" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s[:] = 55\n", "s" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4],\n", " [ 5, 55, 55, 8, 9],\n", " [20, 55, 55, 13, 14],\n", " [15, 55, 55, 18, 19]])" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [], "source": [ "b = a" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.base is a.base " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remember Slice is a shallow copy to original(ie reference)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deep Copy" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4],\n", " [ 5, 55, 55, 8, 9],\n", " [20, 55, 55, 13, 14],\n", " [15, 55, 55, 18, 19]])" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = a.copy()\n", "d" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.base is a.base" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4],\n", " [ 5, 777, 55, 8, 9],\n", " [ 20, 55, 55, 13, 14],\n", " [ 15, 55, 55, 18, 19]])" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d[1,1]=777\n", "d" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4],\n", " [ 5, 55, 55, 8, 9],\n", " [20, 55, 55, 13, 14],\n", " [15, 55, 55, 18, 19]])" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4]])" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[:1]" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "55" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[0,1]" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, True, True, False, False],\n", " [False, False, True, False, False],\n", " [False, True, True, False, False],\n", " [False, True, True, False, False]])" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = d == 55\n", "f" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, True, True, False, False],\n", " [False, False, True, False, False],\n", " [False, True, True, False, False],\n", " [False, True, True, False, False]])" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e = d == a[0,1]\n", "e\n" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('bool')" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now d is completely separate object from a !!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## More on copy vs sliceing: https://stackoverflow.com/questions/47181092/numpy-views-vs-copy-by-slicing\n", "# key depends on how you slice\n", "# slice by rows -> view (shallow copy)\n", "# slice by column -> deep copy because not contigous" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 0, 1, 1],\n", " [1, 1, 1, 1, 1, 1],\n", " [1, 1, 1, 1, 1, 1]])" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f=np.ones((5,6), dtype='int32')\n", "f[2,3]=0\n", "f" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3,\n", " 3, 4, 4, 4, 4, 4, 4], dtype=int64),\n", " array([0, 1, 2, 3, 4, 5, 0, 1, 2, 3, 4, 5, 0, 1, 2, 4, 5, 0, 1, 2, 3, 4,\n", " 5, 0, 1, 2, 3, 4, 5], dtype=int64))" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.nonzero()" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3],\n", " dtype=int64),\n", " array([1, 2, 3, 4, 0, 1, 2, 3, 4, 0, 1, 2, 3, 4, 0, 1, 2, 3, 4],\n", " dtype=int64))" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nonzero()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Useful NumPY Functions and Methods (there are more!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Array Creation\n", "\n", "arange, array, copy, empty, empty_like, eye, fromfile, fromfunction, identity, linspace, logspace, mgrid, ogrid, ones, ones_like, r, zeros, zeros_like\n", "\n", "* Conversions\n", "\n", "ndarray.astype, atleast_1d, atleast_2d, atleast_3d, mat\n", "\n", "* Manipulations\n", "\n", "array_split, column_stack, concatenate, diagonal, dsplit, dstack, hsplit, hstack, ndarray.item, newaxis, ravel, repeat, reshape, resize, squeeze, swapaxes, take, transpose, vsplit, vstack\n", "\n", "* Questions\n", "\n", "all, any, nonzero, where\n", "\n", "* Ordering\n", "\n", "argmax, argmin, argsort, max, min, ptp, searchsorted, sort\n", "\n", "* Operations\n", "\n", "choose, compress, cumprod, cumsum, inner, ndarray.fill, imag, prod, put, putmask, real, sum\n", "\n", "* Basic Statistics\n", "\n", "cov, mean, std, var\n", "\n", "* Basic Linear Algebra\n", "\n", "cross, dot, outer, linalg.svd, vdot" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boolean Arrays" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 55, 55, 3, 4],\n", " [ 5, 55, 55, 8, 9],\n", " [20, 55, 55, 13, 14],\n", " [15, 55, 55, 18, 19]])" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, True, True, False, False],\n", " [False, True, True, False, False],\n", " [ True, True, True, False, False],\n", " [False, True, True, True, True]])" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = a > 17\n", "b" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "## USeful in assignments" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 500, 500, 3, 4],\n", " [ 5, 500, 500, 8, 9],\n", " [500, 500, 500, 13, 14],\n", " [ 15, 500, 500, 500, 500]])" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[b] = 500\n", "a" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([500, 500, 500, 500, 500, 500, 500, 500, 500, 500, 500])" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[b]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automatic Reshaping" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", " 17, 18, 19, 20, 21, 22, 23])" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.arange(24)\n", "a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### To change the dimensions of an array, you can omit one of the sizes which will then be deduced automatically:" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3],\n", " [ 4, 5, 6, 7],\n", " [ 8, 9, 10, 11],\n", " [12, 13, 14, 15],\n", " [16, 17, 18, 19],\n", " [20, 21, 22, 23]])" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.shape = 6, -1\n", "a" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1],\n", " [ 2, 3],\n", " [ 4, 5],\n", " [ 6, 7],\n", " [ 8, 9],\n", " [10, 11],\n", " [12, 13],\n", " [14, 15],\n", " [16, 17],\n", " [18, 19],\n", " [20, 21],\n", " [22, 23]])" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.shape = -1, 2\n", "a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Broadcasting \n", "\n", "* The term broadcasting describes how numpy treats arrays with different shapes during arithmetic operations. Subject to certain constraints, the smaller array is “broadcast” across the larger array so that they have compatible shapes\n", "\n", "* usually leads to efficient algorithm implementations." ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 1, 2, 3, 4, 5]), array([ 0, 10, 20]))" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e = np.arange(6)\n", "f = np.arange(3)*10 #same as np.arange(0,30,10)\n", "e,f" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 10, 20])" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(0,30,10)" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "operands could not be broadcast together with shapes (6,) (3,) ", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m<ipython-input-182-079705e5a008>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0me\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: operands could not be broadcast together with shapes (6,) (3,) " ] } ], "source": [ "e + f" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### General Broadcasting Rules\n", "#### When operating on two arrays, NumPy compares their shapes element-wise. It starts with the trailing dimensions, and works its way forward. Two dimensions are compatible when\n", "\n", "* they are equal, or\n", "* one of them is 1" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 10, 20],\n", " [ 1, 11, 21],\n", " [ 2, 12, 22],\n", " [ 3, 13, 23],\n", " [ 4, 14, 24],\n", " [ 5, 15, 25]])" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.reshape(6,1) + f.reshape(1,3)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 0, 0],\n", " [ 0, 10, 20],\n", " [ 0, 20, 40],\n", " [ 0, 30, 60],\n", " [ 0, 40, 80],\n", " [ 0, 50, 100]])" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.reshape(6,1) * f.reshape(1,3)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", " [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " [ 0, 2, 4, 6, 8, 10, 12, 14, 16, 18],\n", " [ 0, 3, 6, 9, 12, 15, 18, 21, 24, 27],\n", " [ 0, 4, 8, 12, 16, 20, 24, 28, 32, 36],\n", " [ 0, 5, 10, 15, 20, 25, 30, 35, 40, 45],\n", " [ 0, 6, 12, 18, 24, 30, 36, 42, 48, 54],\n", " [ 0, 7, 14, 21, 28, 35, 42, 49, 56, 63],\n", " [ 0, 8, 16, 24, 32, 40, 48, 56, 64, 72],\n", " [ 0, 9, 18, 27, 36, 45, 54, 63, 72, 81]])" ] }, "execution_count": 185, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mtab = np.arange(10).reshape(10,1) * np.arange(10).reshape(1,10)\n", "mtab" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11]),\n", " array([ 0, 100, 200, 300]))" ] }, "execution_count": 186, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g=np.arange(12)\n", "h=np.arange(4)*100\n", "g,h" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2],\n", " [ 3, 4, 5],\n", " [ 6, 7, 8],\n", " [ 9, 10, 11]])" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.reshape(4,3)" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2],\n", " [103, 104, 105],\n", " [206, 207, 208],\n", " [309, 310, 311]])" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.reshape(4,3)+h.reshape(4,1)" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[50, 51, 52],\n", " [53, 54, 55],\n", " [56, 57, 58],\n", " [59, 60, 61]])" ] }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.reshape(4,3)+50" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "## We can do this with more dimensions as well! But our 3D thinking heads will hurt!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Basic image processing with NumPy (PIL is another option!)" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [], "source": [ "url='https://upload.wikimedia.org/wikipedia/en/7/7d/Lenna_%28test_image%29.png'\n", "save_file='lena.png'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Original: November 1972, photographed by Dwight Hooker.\n", "#This 512x512 electronic/mechanical scan of a section of the full portrait: Alexander Sawchuk (1972) and two others\n", "#Permission\n", "#Use of this 512x512 scan is \"overlooked\" and by implication permitted by Playboy" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [], "source": [ "import urllib.request\n", "import shutil" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [], "source": [ "# Current recommended way of reading a file from url and then saving it immediately and closing the file\n", "with urllib.request.urlopen(url) as response, open(save_file, 'wb') as out_file:\n", " shutil.copyfileobj(response, out_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Imageio is a Python library that provides an easy interface to read and write a wide range of image data.\n", "\n", "Including support for animated images, volumetric data, and scientific formats. It is cross-platform, runs on Python 2.7 and 3.4+, and is easy to install.\n", "\n", "Main website: http://imageio.github.io" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [], "source": [ "import imageio" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [], "source": [ "lena = imageio.imread('lena.png')" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "scrolled": true }, "outputs": [], "source": [ "l2 = imageio.imread('https://upload.wikimedia.org/wikipedia/en/7/7d/Lenna_%28test_image%29.png')" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "imageio.core.util.Image" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(lena)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is imageio.core.util.Image ?\n", "We can find its Parent class with myclass.__bases__" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(numpy.ndarray,)" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageio.core.util.Image.__bases__" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x8a40da0>" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x915a908>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lena)" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(512, 512, 3)" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lena.shape" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lena.ndim" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "786432" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lena.size" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [], "source": [ "lena = imageio.imread('lena.png')" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x8aeac88>" ] }, "execution_count": 208, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x9218780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#lena[60:160,60:160,]=90\n", "lena[30:60,30:60,0]= 10\n", "lena[60:160,60:160,1]=180\n", "lena[160:260,160:260,2]=180\n", "plt.imshow(lena)" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x8b6a7f0>" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x8b31588>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lena)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# working with URL files directly" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [], "source": [ "import requests\n", "from io import BytesIO\n", "import matplotlib.image as mpimg" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 210, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lena2 = mpimg.imread('lena.png')\n", "type(lena2)" ] }, { "cell_type": "code", "execution_count": 211, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x904eac8>" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x95de550>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lena2)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "response = requests.get(url)\n", "lena3 = mpimg.imread(BytesIO(response.content))\n", "type(lena3)\n", "# this method copies the image directly from the stream into our img" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0xc0f51d0>" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D1kllUDiRBqS+UxYnjYTMBa1KsivRM2EdpcKidJ0YZkweRM2wDXzc8P4pY56PdGGd0CSw7RQ2cgR+OqG+kqPjAZs3tDiMTloypVRYKjIt+HRG3SEXbN0Rz+Qa1LZiNojpTIpM9YZGR8wxP1FHQzSQ9ozUgp4egZ3UV0oe1NGR/U5uO1NShMGkg3AIa4itqD1TQukk0nBkPqO3Tjo5akJKlYJTtwHtcOn6PqjunB8rZQyua8PunbW+QuvE2DNGEL6DNzxlPFWEQioFXKHOhG6MUaEuUBxlhuVI87lnyBOugXUj9is+V0IyboKORpcZH0cmDD8U+v79Rl9XwrYjxTt2Qguoszx+xAe//oJf/92Jsa9H9iMrWzPCEpMG9Q45NVJfmVKGkqgy2MhsmvAqME9UadDvRClYEkQGqoX5/pYyjJQTbz5zfvi91/wff3LhDWdGhXi+4kmQyxvGdf1CMvmVUAxE4AGcM6ID1EknkJyQaQZuWJwJmQ7XtgU+C+gV7xklI/GESGB9ZTBBmrAxyFHROsOL3yT92jeAgjdDyWQGoZktOsmhakKzoi9mxK/0sZBrIeRIsY1lhpwpmrifPmBTIdZBOz9iSdG4Hu6GKHHbcIHhAjWQkaje0TGO3SBnjB2vM5IGEolwg5xwdxhC5IkyTUSvCIEVQbc7DuTlAWTGJJPevsXH4K4zzgNzPUMkCoO9HVyFaGD7joew50fCgvjgVzAtjHLi/vAALz4itRVsZ9eCxUQLoGa6JHQ+k70gJkTvSF7oPeOvXh4pZgqhzuoQ9QWwkLIjbpgVtMuRjitnrDwQuzGGk+8Ni06uE3cyvTg2AUmoV6fJ8T3dES1syeHyU8b1itQJSzNaCiV1JjeQGa2CZYHiDKtQzuQE0JDIsL09XMD8QPIGAkkDqQkZM9F28E4SQUpCayH1Qc8T5Ir4ytY3+ucXfL/ifSd0ImyHgDRnzh+d+fD3nggRvK1YD+jChtO2oKNoTvR8pndhomFdSTnI7oRvbE0Y1tBcOenKeRgpVZaiyNMjOSds73z/h5/zf/3gxnc+u2DJSJNQT4+c9MwIPTgkXwBfRlbii0OUREEvnyH1BbG/ZZQPiDJI+gjyDGbE/YZMM1k7ySBKIqLCfkXyd4n+iGmF/UILR8sM+wW3TOpO3waRhRJBTDPJBjkbcnEsdgzFLOA5SCOIB6O/bYjsaFaSbURUdjWyNNJ+h8cFHxvDKpIcvWycZjlSk2kcL3gM2mRUAW0gZaOnGVqF4TiGWaOkSm8N3Ag/EezsFlSc5ifq2DEq3u9s1RjtSFfpKSNjYsZZfYXVj2DefaNOwkiC2IqnE2MYoQP1IJ53chFYDWzHcyf0IIWNmKF2UizYuBOesG5kAZdCNiO6sS1nzq+f6TkxEMT8SPWGYXvQAU1KTIlmwdyumFdqvuE2kNOEjU4dsD1/TiYd71AFacGIFY9OzgtWKyM6uVe6CaU5JXYkFuhGlwxupDrAK3l3olZCNnxTJDnCgsROTA+4P8P9mVgqYRl2BzKWA5pCWhB3IgnS7lASMlbEwfIC687rP34LpXASJUpGdMJJSAmmly/46Hcqv/U3n3nzR2+4J3+njBTzwZwG3qGvG2k5UtfS7geXpW04mfJUiUh4OeH9RsqJZBlLULhx25R/8c3P+N++vdPvN2Q5kYuiy68yrj9C92CeEpK+mKh/NSwGnNicqB8TRZA0k6WTxoTlt8g4JjPlE1EMWQoyTTBmpDojLQx/gVtC9QXqTkbIGDK9ImUj1h+i98/xlOgDePNM2ECuO14FmYDWyDGAQVMjt41zCdIk9AERQko7aQe/v0FCYV9JkTipk4uQcsUI2suXSJnJ04xbQa9Ot4YBbUzUYWS/k7MdgiOBpUGSgFzw/RPwIGum54U8GUpDx500ZZI7ix9BtR4zGorbzjzakfocK2Vyug5yX5E8oe3CtN9Y2hW6IPkB88PcRyvaOxEdtf0QCGaiXcn7wIZS6yHk5oYPJyss4w3RdyrGedvIFljIQfKsMKVG8UFeL1TveBFyujEQ+nTC1xWYIAwJJU2VSj1cEzFwQ5Ky3S+EBlM6kR4qI2CYw5jIfUdIqE1EnkEr3laYjkh/bEJ4xa1hcWHkgmsjywxTAs+oN8gJWx4QzWjsRF0OtmI38IwkoRBEqbgMTCfa2rl/sjOaIj2/YzduhGQkT+Ql89G/+0j/oBDmdIfwI4PQTyd0clz1XdB4RciUcQctSBLGtoI+wHpnaKaVB+rJ0XpitJnvfvPG//mDQfeC54mUEv2zz/HrT2AdeFLSXBH9a6kYICY7dmbL5HrGs4E+o3aDMuHasVOmpErKM2GZNBV0v1IS5NiI6UTff0oPIcpMnBdcOooxx0qMlfO2UcQYUdjunb0UxCHVhSgTzoQmQM+0dGJ3pfcETAeNVyDpkVFgOrIYIpkOeExINobMyGVH+p0mVzSVQ9g7uAvoI2s6MbLQewMPUp5IpkSZ8RBi+ogkRr/vhN8Yt0Zvglcl7xtxMcwHglPvHdcncq6MuSA24RL4OpM2I3rH397BnUEQkuhV8WT0KLhV1mG4JrqcWesLLBl2e82eJ26WcN+xDp78CDhmDhcln/GhjM3xHIgGGkqPTksTJgtbesCzEq2Dg3kQ+04ed/z0iNoVTxlLnf0+sJxBM+vjRPRBQai1In1DhjGtHRtCHQ7e2Ucm4ggmeijDDalO4wOknVF13FYsZrQ3rO0IO10z0ncYivtKTCeybygrVvJBiSZISdG60w7GNqWvlDgdtHBNrN9/y/U7b4j9grSNsMDlTKREeXzBR3/za/yN//TfYtMCrRM2DtLW22dGeUVZCs0e8HJGstDSC/zpESl6uJ23n2IpoRIssuIysT//gD/4k0/5e3/4E35y7aQIxjDGeiPXM9zvTHnmPBraNnS9fiF5/EooBkHQuqA2Qep0n4AJH4b4maQZtYVqQTm9242WjWhviemJEZnuMPozw5xaOnhD1pUSjrgwZCJrsL6Y6GTQ4Dxn6vnEsHZc4w3EcBI1QV3fsJ0W8pQoi+NDcU80D0ZPxDA0jLQ3bDqD3RBXCg0tg54GHop7Q2YlIbh3JD6n7M+knJCRsRjk/haTjpmAZFQUSRNymhDAJ8eXR/LrO06F5ITOpPuGJ0PqxsgLNlU8nQiraDViqjSfGWqMgNAZuwq135GUyTaAzjSc6A3rRiEobeNUlVwgVSd5p/YGl8A9jsWviciJWgyzIKF0n2kykVHOfkc1KHS8VCIPIjZ6BJlMH4fbZDqBBpMWTlOgbz7BLZDrRkkKksgmzHki5UGEUrPiAeEHCY5+pccK3kjN8TDSvtGmdvBOUjlKJ8rHqFTUZ/LWkMeCznfIT+imRz3ESDA9kLLB/IqRJoYXph0idYY8wGiET+RSsTxz/+4nxP4G9h1xA7u+KwRITE9P/NpvLzzVna2AdQh2XkjBn18zUsFq59Q2UA7y3eVKc4hhFK1HkNeDXT7isht/8M23/KM/esPqiWRB8zuP5zMqmeXFxJSPzbKkymhCm9MXksmvhGIA0HGH0gnJVPsEphkpgcQZlzt5usE8EUPwqGSFyC/Q1snbG2Qo4k72dARwQvD5CZLRE1jNmC742sjkIxOQndhupFDaPpHLE/38RKnlIE6dZk73gWhg+YyXmaFCqMMpk1PgmonlqElISUAHnYIB0QOaQxFiGA5IyXjv2PySbS3kaQJf6HqCPJP3/SicUWds+7sCrYLawojE/vjEnstBO2bQ8gMtv4TbM2Pfqbcr2l/jJdMpMHa0JDQXRAZhjXGuBEFsN1wzrkcbSQO4k8YKBGZQt05qAmRGTkTO4LBNj+w+UM/c9YmoGc+ZsI3cVwyj98ZIE8ogb40er/AdvM74KZH1RG5XqtoRK8oTjEFjAlUeUlCWw8+v5ri8o2v3YMgjUQW7v4byAkkLUs5IH9gR2SBqJm0NX/uRHh0N2JDe8NaQeYYB3ozg8s4FKoRu5PVKuCP9TtmcWguRB7mekejENFP1gvsDuLP2yvrZa8Z4JsZRIOZpIgTq/Mjy8hW/+vu/SVVDI5D94ERESozthsVMSxPe4qByT0rKE6qZkYKJhE1B6j/mj//Ft/hn337m8+Hkxxn1YMknfL9yesrE1oEEPui2EWenlvrF5PGvVrz/f0IOq8EIQmE/vcT2T0npFaaByAxaSAVU7Mgv7w72KV4HruBTIUhIDVLuWFyR/oa9T4g1wiD6RurGfr9QquH7YMwnZMA5XynDmNYrfR+07Q57w7PS7h1//YxaRzvU9EQ1wcikvpH2xjQ28CPXoWMQCpYykjPOzOTCnAvZoeQTsv+IaVLYd3LeidFIe8KXDynZkXU9FM8YWCykXEixH6SlJrQ6kXqQJiPrjkuh5kw/vYSoxL4iMRBLB5EoTxAzvU2k7ca2TYQp4Y1cT4QMbmmmutCGIpoZbWA6HzRqyfQ0YxlCErMU0ErvjdK3g5t/7+jyipgPCnRKM9U6wwxSkMXw+QFdYWyJNAUxnWh7YxNB7U4S4fz4QHaIDS4WWK5ELaT1RtXEaYF5fIZsHSWh7ZlBx64HjwOZkD6RvBF5Ii0FYkUJwgOfBIuZGCtmIHkCnTAdB2FKlcgFaUB2SIZYJ1OIlkGdbAblBZp3YgzUVj77w437Ty9Ye4NYR7ZOkPFcqS8+4hu//wG/8Xuv2EW5RuMaE+ECpmi7wtYxFWpA3pVSEhQoU6Wcz/D6zne/9Zp/8Eev+eEdulTSbZBPBRXjIS+kNFH3C9PphEnGijKVM7L9NSQ4RSiiBVKFsZG2Gzkpxuck8SPolvVwD0KOdJBU0Jl0vZFigT5QGl4mghnhAemV4o6Mo+Q2947liXKqjJwhJ/K9IzVxbYlWnNYMs4GWieYHeSfqI/qQiVKQHIQflk2zoKeJe51pYycNYR1CyGAejjch3Eh9x+OOWSflyog7RR9J9x0Tp3MmBviUYP+M/bJhEYhU1Hd0v7Fe32BbJ247IwJ1oetMMrD7TvhhAaT7kbveRybnCgomAXEn1PDTTjs/kvVKfjjhGaT9BNVOsTu7ONIMDzm4+L5TrFFiQNtIOggyI4ziG9EHSQdjc5oW6v4ZUw88DB3Qx6C4URqEryxjUNOdKa0MEdruVIQHXUibglakXYhigHG2Bjow79xKRYaxdujjRC9nImdsE6zpQbVmx8dKM6OvHbENj3GkZ1OG4QSJlJxuM9IGYRMxIDSBdCJOiDikQKwQeYfIx/9TR/KM9kDCSNrJ44hBtefG/uNn7D4drlZyIPBIiBZenRd+5d//mJcfV2bv+POKmFFbYB2QzqyDMc8wBbM1TtZ5SMH98gnf/O5b/vc/21hd8OTkyYiXZ0wmplqxuSJrI+Yn1q3TzbH5xN4GFn8tXYnAYzvSgemJ0IK35Ug3akFKJvl0MPlqhjSI0dC+EyKMNAiOcxk0ApUgAz4F0HDe8emnQrROv2705wudoNNoOFlWcr+SihA9aBGkcJo6wTgYhWPFLbGbM7iTJyfbIHknTUrQj0IdP3GXM4mE2cxK4qpC90ZvN0YseN/YdCf5Tus74/wC1s8JzejpQ0QSHpXmha6JMj0Q5ajSq1MhRWDzA9I3vBaSG60UXBK5bSxp0G0QMZFGApvxlsk24W0nBcjlDYXMGBzFWZuhTWlL5d47lpThzhjg5ahL2G06FuVYEcskFZo7SQdlOk64CBeECYuM6wmfz3QF0TM3FyKUGHKcq7FveFqI2LGiSCgjZ3rf6U8vyS9/jSyKjc6iGduNtK6kvJLXt3jfyNmIcHw3sI77jDj4XHFNeGTwhPEBwmGZ4TviK6JnIMilILuj3Y76kTAkNUI68BE2ApKhDKI3RihuQWwdkYFEA8m8+Q5sr98SYxx0c09HfYYk0ssnPv6Nl3z9915y3RObBtcVNoykg7YF9/1M3XaMD7H6iD6dWLedb36v8Y+/s/G962DkTPIMGxS/M8lgYOiU8UUZOTGyUB4e8ddXZG0H/+IL4CvBYxDhyAbMCdpbpD6BNXKfsXkgRfA9SOOC9YamCU870RawO1KUFBnVROpvkaS4OTI6HkJ1o++N8WxUEdaiaJnJbRBjkD5akIdfw9prxsUo2lFLuEzkDUpaGXWiqZH2nVkLk8EuiaI7KZ9ysh9jAAAgAElEQVQY28ETEIcsg32qnPsFHwVSYpGK5MHm8zuWZqCRiBpMAalfiPKAt52pDkadieHMBVo4RQJtg/F4xvdGHVcyA58fSPedPp04tQuWFHQ5qglThegUOWoMqBmVgbRB04k+NkZTFoUxdtZJKUNY26A0wwWyB5zngySTM7kmdATDhV4K830j47g3XE6EFnq7o6mTSkL9jnVBQynaSXtnXzKLNfQ6kHlCvdG8ktqGlkPB0jN9vMXzhtxX6nKmWyc/1YOTMSb8pLhnepnJfieNjR4nNDUkHOsTqXdkyQiG7s9ESqhf6KFHvMc7okFsxwEpIy8wGpQTqTUGA+UtgeB3gZSOmgS9EzrjOtABooXY7kgXbn944fSrCyk/EtogZVwKWp+o5+Ab/6HzL//gDa9/cCVmwdfOeq5MOPvYkDlI/TW5wnpr/NkP7/zDb1+4bBtKJkXCtTGdHihF8diIbuw24D7gMch7Z4+Dtbs78Hz/QjL51bAYIpAUCINUFqLfMRGomRwZbR32zw5WmXe8X/B9I+yG8ojEgnIn2hWPF2AJT6B5RkemTwuRJjgdJcMl6kHQOX2IzBUbzvz2B7DdSZNRTg+QHH10gkbUQo8Kzcma8WXCNFN0pzGhLExlIUUn9Y2dmbzdQRJaM9mFft0QlMWdvK2YVHSqsGbmCuRypMfyA/gODbAbYwRTF6wHkXZi69R2RzhqAfS+IQ+FHI2WJjZTJG7gnTxuFAJJkKeKUig+uLujuVDSmVorLSdMFwLBxEjs7E8TKsHugW+NsQ10JPLbZ0Y7TrqaRjDmB9Y4XLOewdXJVYl0YojiPpF1QesDowmxzOQ96D0hVFLvEAOhEQE2NtQKVYVZC2mHKJl9D5SNdR20sdBCoA+kGN7uOEbzh8NiGEfxlY7Aox1rRiaS74w4MSioTMTuBEGLJ9CVmCZkNMpQ/PaMp8Odi3HDrYDv+L4TQ/FxQtZOtAJJ8B04zUiC54uyf9qItR+1JTbAE5Eqev6Ycip8/DceKRKM1ehTpa87qxm1yHHGRRX2tze+8y/f8M1vfc5628AFrBP5mGOtGRROH3zANFV8GPGwICxYyYgXTJw6nd6dK/aXx1fCYkACHY65Hj4eZwob1DOeV/wyoCnWNyQJwomQZ6J8jOtr6rTTthlKIjQz0kSyAX4Qo3JLrAm2SHgObrqxDCXsNaVmsgc3PWrvxTt7F3R1Rjemk9J3J8ednI8AZ50ycQukZmoUZH/GczkozUl4ZGX0g2fgD0/M/S0xZXYqlAApLG0wpsR4nPCopNiRyJR4xvKJZjsyMomd8TiTxk7rxkxif3hB7Z1oKzEluAoyg2rBvWG+Ezv0DNp2ZDrTSHh07vGKKML4zd+kWefhYcM//PeY+nfo8ortO98jblfabUX9mSk7Ik7Sjm931iJoP455S0DYTskLu2bq6Fg6TPc87gfjshZiGLLdSNWBhZgLub0FrWwCVR+I1akPC5Gg3aDpgm0b4XfyPJHWG22FZQ5cjdxW2sMDsww0EsQg+Y1YXiDjjgvQHc0cwVhzQl+S/DM8DM8VkYLIxKx20Kp9Q8ORuiFbBU9gB31e7JmhiucTtgXqF1geSesKMlBR1IyoJ8p25/7jn5JfCdO9Q/06EetBxU47+vCCr/3Or/DZn3zG558MQlYkJ9LLl6TrW/TFh0ztzp/+eOefffvGj66dlM5Aw91ZYkIiKNtGzBP75YrGTBZIeyPqoQzDhFwSjDv5XOHylxfJr4hiUFQTlhp4JpcLMn+M+obv96PopwVuneEK3KErtuw8LAWzFaRBP0Hpx26QCsEO8hbfN5b/h7p3ibVuzc6znvHd5lxzrbUv//X851J1qlzlKleVL7EdkZAIY9NIbKWRRCICE4RogBREiwaiFRp06YCE6CUIJBp0kCAgpMhGwYQoiYKJcVJ2latcVedS/3Vf1mXO+V0Hje+PQHTwkWgcT2lray1paa+995pjjjnG+z5vM4xSOaaKDyM1NWypVBGkrkjYIGGLJsWYSB4axnWBjnBEQtfBb6SRgGEjyJJoKWO3niJ9fZkt1AaME7kUhnxPaSPWFII2mhuQVt46Fz1mAD+fSGGLtIqpvbYP1lNGxUdlXs4MpSLTjlpjJ0etS4eVkLpyslSadOBN9R+QNx0Ok0NB91/klDOmrfj9wDh43BPP8NGPsV94THMOf3BsvvQIsbdsPvwG6fkZ/eK7rP/k29y0x+jLH2B+8BE23ZFNZihKHDcERoo07Fq7xboU4rhFAJe6TFhNQm3nAbj5iIwBkT2tFvzgaWlm2F0jy5mmtdMgjSM4IWWPZIuYQNs0alvR1p2S7lxI04bRV0QHimyoMWO14Euj+CuMFjqT5x4YUd3A4OE0g10Q2UJaaGGD1RPYSjNbmq249UCWgd62uI4LrKeuiEz9b65BcLH1FWw8gpxQRs5/EHG+4L6ywcQzDNu3a2iP2+x5+tUdTd/ld/+H15xPirOOcDoybreUl6/4zgn+zm/fMG8MKTUml/pw0gvYFb8ZqHNDayaMlhYzoCRvqfczzRmcsawx4Z35v1GYf8Tj81EYFMQotu66PHdsBL2BnGguUPOJ1gK5dHlq5y9MuFbIOnaL7LgBjthmUNYO6VSDuoAZLXk9kQ3k2mhrYtr0KbRf72nTJbZFfDbkWsjDgKmF2sDkuQtjYupKt+DY55XFXeOGFQmCWsXpipjA0BLZbjBV2Y0DZekDrCJTb/eXSPAD+D7ULHqBs4KzCZM9EgJNDDVGhrFS3ZZQDrC7xi0RYypqVvRKyHcNYiMTgUB7+GX00Q5rMzV1QtL4YMf9bca3E/7xU8JQYP4Raf4G4UKxwTIsC/rsPeKLlctnlxwOhunhPevvF3Yf7LgKG9JPfZPlJ655+QPFPP8e5flz2MA5r0y54AYh5gnbBFdWHEJ0I77M+FK7D8UMqB+7r8EEijMM+dTNYOuMGEPJbwlVrbBsN/ib0rcKJdM00ELoa0ca1p4YYqZlgYsBrydsrB3XJw1nO2tT80x7a8k2ApITeEuzu7d26Ywsx46aC74X3jyjDEit1GrAbZC00oxgi6M5sMbS1oUkW7QtiNkhnFCNrGEHP7zBPfTsNw8QybQRRD3qBTc94eoLwpd+vvIH/8uPCaMhbx9yOrzhk5vM//H9M/c1YaMwuK48ZdhQl4q/ctRTxPgJVwv11EiuQhhohzNRDFYELZkpWIxYspbPdEp+PmYMKG2uWLvQNOKMUOxIGQVZE7IOsK5o6bTbXKGUBcsBMTcIMzUfMLXRcsOIYsoCXpGcUFWMFoJWdqPgguW0Kq0MqJ0YrNCCJRrAOMJ8pohBJtuFUzhkO3Vy77Iw15FxvWcoEGqHz/qyYuyZGjPkEyYvSC6E0H9eaHMXy9DQodDqQjAVWxPGVFoU2gCMDpWKuAZ+og47xHjMfMa61odg1dLOFbVCkwHdPmH54jeJV4G6bZRhj/pAjBvOx4yttwxbx+bhDl8O6Ds/gW0g42NqeECor2gq2OU1R39J/uSH3B72lL2jlpX15Y9oMXP13oav/fOPePYX/jTDL/8Jit2hsiUbT1pB8pEqa1eFrqV3ADEBFWcTrS7ghXXTB82mNFrzSHPUZlnOsfsfqrK6hTpnVlNZdUN2fdXYlhVXYLUTag3WZOw4YqNANhQz0prSsKCZllY07HEtYylUM6HljKrD5RUyqA+onYDWzVal0tqW1fjup5EAsaCDR5Ki+Q5TLXo+0KgwKLSGWkWwHfybIKdI+uiOmhdohw67UAsEzG7Pbu958o1rwi4w5ML29JIX9/DtP7jn5XHF2AHnDMUB44SzCca3RqzQN1tZMqoRVMhxQZ3BO8NgK3YrNKOc0on82UYMn5PCoA27s1QD425AjGDqgDkt1LJQdSGfFurtmXbqaykRQwvDW/u0xVfQQTCTduszG6zOWBy2LRA2GOtYYyXerfihQ0rW0ogxsiwWkwpWCmVVvCS4XymhkZzFLxHVRjKKtZbq+7ZBpWGMpZktmhxunAiA9Q6tibpALa0jx3To+C+1yHRBPWd8Wmklde+HJspxxRTFrAVJGY4/AFoH5WIQ3SDqmMMXmacPePPgi/DlZxgHaYFyCrg2wzni6oKZb5kev0+rI8v9LeXQ0N//Nmav1Ne3cPiIOV7jQyAN72Pv7nBf+oDN8YcU281Ii73Cukg6GU51YJwKH3z1IV/7q7/Ck3/j1yjbC84ZSrPomtDzPasVcFMfKLodpVrMuKfUCTuvvXDklSSXxJow0gj0LUVzYO47Y8GECStHZK0YB9V52jsbpnLEVEsOV7haMZPFbAaGFnHO4FrqcHw7omkmDxfk0nB5RWXsCtU60EqBWal1IBVobaXEFbTg65lKpfvqCjY3sBvQiVYUsXusdbTFUGXE/DNyvzQg0ebIy+8+Z719Q5sr2gxNW5dTq8NefcCDD57x5T/zHnbwPH+18vf+9+e8lAuy9SARu3vIZD3BVTbq2IWJ4AbENpoo6AYxG87zQi2ChpHh6hGGiTYrda1Y0zcen+X4fBQGhJLHbjZqEeNB7AtqEzgZ2pxJMZEWSK10s5J4XLNYeUCVhISAbwasQ2XCbxLaOtiCaU8zlrVAxuOtkDPdozAEvGt421jXzLk0ZBBGVTwGExWbM8WA7DdIHahZiVn6HrtGai00hEEVyUdwI7IWXHNIBZctLsduximFdkj4m3sYPBqgVaFJpJ0bzQqausEnpxWbRyQ84OifModr5mfvU54+Jp1/zGstDH7GxjekdKY9GcmSyWeh1QMuvcQ/fsZ69xxbD/B6Zl0zPPyA5fuv8A8j5/Q+Ln+XfPeKQW8wYYceFuT9b7J79WPMwy9xYX9EPI4wVDb5nnge0N1DbFvZycoHv/4vMfzyn2WtjrzAUYXsJqiZamBxnsUOkM60eMZZj7GGOOyxpuG0EqWSh4FyvCcXpfnuyfDxDlsgoVRvuSgReTGDG1EDLne7vCyRpoqMVxhdEGOxK53O3Qy6RrJO5JqgZiRljK6IbWATvpywtaPiStgBQlsUmFATEeO7UMkKDBVZT7R4j4lnnIn4+hZGbAQxY2dRtgWi4fz959RjRJoH2XQnltSui9hf8+wbT6hkvvOdmee1cDi8oVk69+LNPdEIPgyEyeGDYkbFNQvBo9KIqd+6bQAXVsrhQGamWI+6gDjeZpf80Y/PR2EQgzVrz4rY7ZE5UdaROjsqnhIry1I4qiXNBbPpV5biMzXEzsTzrQe25ITUTCqu5wKUhJba99nVElpBBdpqqWLI+0dEd01CujBKHFUNc62orR1HX1u3Ii8ZZx1VFGNgKUqVfr9ZFWosVLdnLcoshVkTi7MUU1gLLKV06GwwlMlR1EHqiDQ3GBgMUgrN7Kl+R376C6TNQ/Rnf47w7AHtyQNeHc+cXh1oOEJpzPcnTjcVM9/gX97in39Ee/EayYXp8SPamzObQcFCGCLjM4fsAttLIe6/hr9/Q3MjFEEOryiHE15fEd+c0C9/SH1+oDz5WXa71yT7ELncMpmXLAus/hI3bfDrzIe/+C7X//Kvchg22Jx78MoaKRn0cItopcSIbUqujYSnqsHpTLI7WoE5NrIYjDhEHaZAbYHZDviWGI4LUQGnyJo6zIZGZUSNxZRIZaHlrpIlGKS47omIsbMrnMO4CYLFMECqSK2UXCjSNRWyHHoxsRZh7Rh5KioK9Q5ShGmPWCWzQdbWSd8NTNMO2vEKYYsblPMPFuLdc+R8QvKKqgMctA4U2jzesdlt+D9PiWIF0yyhQpguKL6iS6bl2gOTUiavQk0VX6CcIjSwxqOhoXNno7a2QT0YIszlLdvyj358PgoDoNMGsUA5vgVoLLSUSacz5+OZ568ar19l2ujRJWLajFWH5r5v92VH2wVMCJ3jpwU3jCAeq6Ur0MYBbZm28WSvpGwod685lkSuoHYgtoamQikjaxbUNuxkKUWoLVNlYQqGOm2xpnQCTxVYIvPFQ1JNVLtBzQ5TG76Aqxk/WuxG0GahCiY2DJXcKppXai7kNZPdQDaw3Rg4/CH6eMP9d7/N3ZsDd9/7Ibu2UFPDaKOUiDMewkQxe3KpnM6ZslGsXPL6D19BPpIO4LfKaf+I448trrxGL0Z4c4v3R+IhsLqR4iaKvyZEg90MFOmDK01nsAZe3XRlY1Ak5k40rgfwgbx6nn75Kd/6d/8cm7/wqxzDJbPdUNKp26HPC7UKmQRWyHHFpYXTnKlzRuk7/NF6JM9kLRgrzAQalXMdmd9izWwrfQ0d+oV3yxtEGw7FVo/4CnhaLjQ/UPPSP1ttRddEqQOaBHVgnIMmiA1IbeS06S06CWRDHbdUsd3kl4+0LJgwdEm09RhjaKPHSsParuMw0t4OYVu/kMQNb347Uu8OkG6QUruhzQFOWJ//kP/+v/09ShGGbFAHrRREElPYsN0FvOu3oFU7MEhMZMlnokKslc3OYKNi20o1A7WdsXWlNWV8vGeY/lh2DIrDYnaOlicoUMTR1JKqYz04lmMmn87Iqh1NbhzGDVhTaC2gHNElo3XB1pnGQHGXqA4UIxjNmHhH3o6dy6iF0jKtzniJhGEkah/sFC94V3EWpDXSnIlTAHdJY+BUCmUt5CIcssUMI3b06O0JYmXb7nCmIN4AQjY7TkVwTZAqiESqaWjWjngzFaPgrfDFX3rM9aMbXq+Om6rk08J6WtDDPaFF4hLJtmIlMV5PqB04pplWF3S9w+8sEnoilL3cUlbFtZn5XDE//ITdxR355GnZw+mO6K5x6w3TWhgvEuH2Bn34lO1F90iExxXz+sT5tGV6YuH1LWt6QhjvsS8+IectZhRceU16fUuVLV/6xpYv/cWfI+bG0ibuYuaUcjey4ViKQRodaWdBXaFVJebG6hozWzR1UnizBbdkwmZCrKVUg82ZcxtQtZRxR3ETdqiIMV33QECU7iqNd2hUUEHLP8PcHailUosFP1BlR8vdiIZMmFXRNCP5BfaccYtB3SXqHqPbAcIGdYqoI2hCWukwHgHMgBVDmx4iw4CptdOhTzPn5zeY5YhtEfRtCNH9j/nt/+r3+MfHRgtKyRErDjEWiRkxrcu7s6Fl0MlRcbRqQA3ew2AtJgP7kShCiQu+OFgru4uBUAtt/mzh1Z+LwiAiyJCxKWHKGdUOtKhVyKfM7dx4XoRVFZWC5qGj5GWlmoyIAyJGMs08pKrHULDzx5gWsW89FW54QDsnWvK4AtWErumPSslnbC6dK4glpe6erDp0kIuA1iNFGm1O1PVEXRewUJfGLAFcplxuuV+FGiu1jCSXUVa8b6xmoPkJl+mpQsFTc6LoSJsL/unAKQb+179vWd7c4GPhfDyhd28YpVJaRFtgaMLiJuSYYBMYU2EzGFwQVntJWhNjKBgVCANprnhpyPiAY9tSveP0+x+Rhse4Jvg/8aeQ+YfM5Qr3xNGcp7HFHv+QhS3y+CGDHqluj7sshNuPmNsj7NP3GOsNqQyUcWKcBGlwt+zZX1t+8t/8k+jTK06pUtbMXYwcxNHSmVKOzLlxFJDhAqsNZysmNUJOtN0VCx5XCljFtjuojVILCwGpM2IyQzxDDUibwHncbkC9w/hGLoViFDN0bUk1jrYmNBdKThhRYOnQGfFImtF6D27AtBHVS5wpmFC61TMdsKUixwPiunu2GoAtUGlFMG6gDQ6b7tEK2TjCNlC94f47r0k5Ihlghbsfc/+9H/E3/6c7ZH+BpoodJ5TuyTAI3lvsZLqpbDTYUwLbWLLpvw+K8RCLcr49QO6vYWhsH1wQnOewrLw8rJ/pnPxcFAYEjDg0j+Q4U6OhJMf8/IYXr2759MWJvMDsuz24VaWshcqALUt3ubVAizsM90ClmhmwNLfS1oJKIcUTWjPMCwzgrcOJgBVs7G2l2w142xkF3VbfTSumGDQWTE7oNOKcwW8mXIoYa5H5nuJG5G7F2UZ1gVMDyRO1WswKQ05YMmWz7wlPreEGwRngYke5PfLJ3/6nPHq2wU0rQuMKxftAXAr+8l2GcaV4CyjNeMqpy55LjNQ8sMuv3roR94SUOaeG5hVuDmh7zfjqDrfe4S8fMu2gzCdYXuAmcBd7aCulesqiiA3oEZB7tN6hbyLVP8JdT0hRWlwxskKsVL3uRqtWMaJoeMh0+Q7f/Nf+RR7/lV/n/OCSWpR0jiypcJqV+WyZYiXPd7RmaHVgzAupgj3dkgehNIe1E6Yq1UMddqj1BO1RdiZUnMxgBG8brXY4sNoBL4LiqXOEuFDp9+qxGKhQzolSpp7NaTIyPcC6gGDQUXF+BTE07bZsGzJaLMFmbEu45qj+ujsuh03nZzbHqBtsrFhXCKI4DJvxAmmV8z/8Mdx+gv7wn/D7/81v8e//tX/AQStTygyDxZelcyuB4fFIPJ5gNdTcg3Hr6KnJYLwymA27jSdsRuYEw7TtWHypTBc7zNZxc3fm07nL4D/L8bkoDEKfGms+dtXi+YQsB05r5uZouVsyYSNcmIqpYAaDU5B4BndB8xaMx5ARVQw7pApRdrTqUeMxWjFeKbULiEoy1GB6xa2OMnjsbiI3QzIGUWW0A7YqVQKtZsQESukrSjGOgsUZKMGSaoP5SHWFlge0rQTTUElUA8X0oFZdj+hywISAVoMpBlRwnHl+MMQsbDjTyh6XM2trlHTGbRoy3yHNImLJ0mXAW28JoZDVYoDmtqgJOLmn1srm9jl5e8lJHIc7wV8+RsyOED+lnGY2Vxk9ROr2C7gffI9kHOH0++SDsAwfslk+Ynm+o24+YHxYqD8+krfvsmuvKCdDHt5ldPeM60tibJgpMPCSdntC3RXiAl/+muUrf/nPcd7tiOuJY27MRlCfuS9KEcHZCnlldYEUhKSBGguGTFljh9i4Ab+8RmqkanmLUbNAw5GhZDbMvfPYTOBH/GaL2N5+27kzXlUrOTZKy9SSsPEMbo8vh57H2RK2OWreEDVg8w0S75HWPzuzdZTiEJMQL7jWcysqBtIZrTM6XNBkj04XZI19EBoG0lKIN2f+0X/5j/iP/+YLbuKC2wxUKdRacc4QrMFsDHLsmH9NZ1xt0FbmuVBQ9tcTo2+008x8XNGWerLYYBicZRs2+DJyXwspJUb7xxHUooph6NSlmMniWA+RV2ngcDrjTegDodHTzNgtpzZ0/YBLiC00sWioIKEnWjXLKHPHoikkBqQWvBN0Ak2Rth6xATBCMIV0rKj12GOkuAkhka3DuYothmYLuh0wayMTaMYx60A6nQiDR6c9pgriR1BwNeFrxNWIf5vyLjh8cNj5Hq0r2W3Q1vA/84vkRWn7C4TG3t6yrpV8mDHhknY8MydLa4qpib0uDHmlbZVlXpEqjNNK4MTu8LIbdDaX6MUFLp/ZP9jxQG8pGObnJ5btFTadSbLHrvekj+4Y3nPw/Tt49AW2F7cMdzfUR5fsnyqTNaQaCE/3yO0n1N07jNcZc3jD4h+g2wnPypIG6uYp4Uqo509R2YF6nr3n+eav/xLHaplj5rRE0lrJqzKvkYNsydWwNsfYIlorqXisXLDZ5O6qXRPNXhGbgzDRZI8EC24L2ijWUOizhZDu8bpi47lL3sstqUFunnyYKSXTaoVYaLLDukzzW6jdyGfKjI6FkRuav8BbhRrwYvB1xg0eW1YkRbIfQRPOOYyJVJmwuhJsw5cToxXa4URQxfsLvvebP+Bv/I8vWc4wmIF2Tj19KgwQPHtxiDeoFCxgfUBr5pwKNWeaNnKptGaJxtKGgWF0BCP4wXJ9/Qhc4MWrF5xWYdpe8Sv/woef6ZT8fBQGepueqqcUpcbC+X7hzaf31Fiw1w9QsaSccR6yrai3iGnYFDClICVBC1hnUBKuNFqrKAXnHTYn6lowrXUxymborse1EqyhFUPYWNp6Rr1hqyurHTr4NFaqb6hMWAHZjzDfYp2CLgwygLEM1WBLxrFg7EAJG5IPVOuIccYUWMfh7RDO04LF3J9552tfxP7u3+ViW7Fk5rnx6t6DFuJ0ibcV2YyEOuOd4tYjdudZTaO8SQS7RaeR+Dri1OKsw/kNu13Cux22nDneC54z6fCGi4eVti54ZtrhnlpO5POZyGPGB42WZ6p9hJ0crTwFDPXuU0qzGE0Mw0o9Jaq/wF1cI0u3uRtrcKdX5Cg9xv7FDbevZ+7SBfP0Hk++9i1++T/76/yp/+Sv85X/8N/jnITTcSGdlDXmHiQrjTMD1UTGttDiTKlCHfcs2qjNspkcojP4t1b30ElczkhPknK+I/dcgM0e1QpqaWtkPpw5nlbOx5WyCnW22PUGUY8R7UlTohS7Z4gGMQFTcjddWYvl1M1Xa6baEauCq61HKBYQe4GUG1oTtCxIsxiFzeUEfsPLf/p9/rvf/Jg3ZSKaQi2OwVm0JtoSCdahTnGxEjwMxuJyJtZAK8rQFD84pmHPoql7OZqAGEQrl9Oem/PMDz7+mPvqeOfhln/1V3+BX/uFr3zGM/JzcGhrFLPSlkQ+LcTbI+cz5LmShr4qcgXIjVwbFkWL6RHk9YTKDgkWz0ytFUJF3AhaUX9J9pbmAnpxhYwO5o4Qk8Ej1pLyDN6jBaYhIM6QtyPETNHUJa5+xJUV7EhbLHbc4HJhGPbUyWGlUVqiOEsST7WWodx2E496zPYCvOCypRihILjUsLuIuXrNRzcDMSvxPjF4MNtAkYJ1nmwdZYXFX3D8+A3lyTViLxnPM7aBbiba63vG64mzGVGbONZAPguOO6J5SJDK6/0HyBbiyXAZb1jjQzgKx+FDpvcfoHdn2rMnuPsFcNTtSDj8iHRYyA/fZ7j/Aeu849TeYdwJ86dHFrNjGFb0bibFDeJW2ps3HO8Gwjd+jqfvTzx9aLkKjcFmnmwNX3ww8HM/seWdX/l5sg0ck7LGhVVNHxi2maaOJo41eFpu5PMZCVukRdqsLPNADRegCZpgl9Sp4WKgRowYfLnHlwW3GVGzA3WE2MhLJEXH4dvUT8QAACAASURBVDBT1hNr3lKS7ZkQVahtRsVSydRqEN+JTCL3qNsg2cMwoNrDkVTfJm+rYswCTnDegJuwfkQ2VxhTOLx6xf/23Znfu/fUlhmdQ1TJtUviBxylJNR3bsiaKqVW7nKh2sJmCOyvB4LJ3B9PLFoQVwmtsdlOGB+Y9hOqSqyWzbDhT379fb75tDA8qJ/pnPycmKgy9bDSsrIcDa/vGt+/LxjfB2CsHfoh20s2zmGqxXmH1A5ikbz23Tg7JAiShCLQygZawi0LdY2YU6Y0CM6Sc8MEwUjtpKgktLCCG7DnhWoybRiR6GBwNAuRgTFm1GfEjGTbuq05gbWZRQ3Od2Qc54hsr/GtQQjo+UAePFYNVivFjzhjcNfv8L2/+3EfjmWL2whNLa6tDHagSKXMC0YLWzMwXj4i3hXOtl/FRi209R4ZRuKS0AGWuKMNZ1px7AfL6faEYJn8BZcPLjl+cosfJ2w74R9n5h8F+PKW0AZyLowPBtKnn5AfPsC++wXS9z6i+YB5/CH+9hUZQ95v2ewa6+tX5CGynhV2E9snP8PVB3OncC0ZNxpKOoN5GxB8OOO2HieWP/2v/CLtzXN+5ze+y8MwUsbAuKaeYo0hV8EQmVujVEM8nZHSoFUeDhUpDjPfoRdPsbJ2MVXLOOkagjpMqAyYs2Fw9zQpfHr7imMqrCdl5xxlU3kc7jFygeqKH0ZUW09MB0zL0EJXLJYFZegCqwZSAsZkWnDddGU7AwIfujRaLc3D2BbiqfCb//NLfuvTM3XjcSaxzJnR7ahkho1BJDC4Sk2m6y6c51xXqhsJNKbrh9h4yzoLcT4x7AbymlGX2I1b9vsdpTnyufBgcnzra+/xZ/+5D7kc7zD2j+HwEXFkE6jzynJ/w+v7QkqWpJ5hF1D7Npx0nclpphkopSC6wdWMDRFtEWuWvu6UEY2pR9qntQ8ZmqF4D0ulaIXSsebWFqxteLfissGYQHUO3zz2HPGDQbWiMeO974rzaBCNDGWhZmGwsKrpLX8pBI4Et6Cm0MrMooAdMKXSbMRiCF4wrbK8+Ji6CgkHlyMNsC4RpodE34NVdkTs9TOcKaTzC/w4IlRCXkmD5c2rI1t5Qx4mhnPBvfuY9WhxcmKeCxc7g5o9Yzty+tEd5nhPvOvZkEt9xLP3Fsybl4htbNuJU9xR390z7Q3nu0j4whO2E5xeCPVqYriamH/wkpuzsrx6ybL7Eu5L3+LpI2WyBU2Ben8AgThXsIYSK5oPFFVqXHsWpL/iw3/9L/Pkw/co50w9nMimQetJTdZWUmnMNtCsZTKGrJYsMDuPYGjswKa+btQVxFNzl09LEbxJVFmp7NBxjx23HFeYj4nDzcoxC8e7hUghyoSG655K5bZIuEBcN7GpM6jvSsumYNoBNCKquFoQAWkZEEw2PepPzziBzMSL15F/cDMjfgvHiB4yA12pO5nAqI1pcDQJWNu6onMpaBRomY2ptMNrzueF87IQ9o6mjcErYb+nSeD2NpLnE2JWvv7hU77+9YnRRVqwrPGPoY5BW0XmRIzw/DjQdUKJMI24Y8YBocV+X94cZWiYfEZNodprmlhk3PSQmRaQljB2wsUjTZTqHdk1VAvmesO43eMn1/f8qUfW5xD6lWA+ELR3IqaBuNCR6eqQtjKYQpOGr1DcwLhxZGfAe2wUZJzATIBS7rt6z0jFsqBhwyY74jhQTmfGIRLvG4sqZjCEWikSiHWLDY7BQVAoVztCPvWIsgcXlHJkOTXkwcT6aeTJg2tm9wB/eM3EjHn+Ce9cVpod2T8aOdxXQnrDWhQfBHaXhEdb8o1lO2YOhwG5mqjLLYvx7Oxr3McvibGy33n88oIlTozTAfnoD7n/+J6cHHb3Pttv/gxPLxeup1tShrJGSlrQYUsTxWimFsVsRurqoGQyI5ruaMXx7LHjp//aXyTXSESYD5F1SaxJqUXxTbHG90R0KtPk2J1ntjWj2lBx6KzQSu9StNDahpbpOpFY3qZ6n6nrPa1UzmL55OWZP7xduZ/vWRN9CJkKdXmD14Rr98h81+XzNSE0KhucmTH61hUaLHjbZxCxILl1LqcxiLvGhwucWTi+vuHvf/s157OS0xuc9fhgwXu8t/itMFxcU1umLRVjeqJ5FCUbwY8OGT1qJgoTbtggSQlW8MbhxTBejRhxHO9mfvpbP8mXv/4uT/ZbamvoDPP82WzXn4tbCW2N9eUb3twUnh8qMUbCtGWUSgqKrJnVTLjR0aYRly1tO/QUKE2Y5FFTUFUkZWRzQeUOYqcqSc1ImHAcMbGRU8O3zIKHoQfOylrQtqH5E22zRX3DD1OnCzeDsxlFyOLY2NiBps1R50NHwZmKbhy1OSCRnWdyub82VbIGJDiSNrY1g2u8uBtYbcW3hZN9hEhlUzO1VtL9K8puyyVnlrvEaifC8BCd7zjhGPKC3Dcun0zUdMfWXSNtol1vCdkwu4h9kUlt4GqI+MfvUF6/hjxRsmMYG5Nt5DXgyws0P2W48qSPF9LTLebJI9pHH5G++C4GAy//MbdvNsiTn+LqmWdz/ZgwKjU3snjaGompx/l5q9R4wvie66l4JCf8VohrZSgfs4RHhGGhuEd85ScTb/7qX+I7//XfomUwnLFXWxa76evkUtCcUTswLJllO3JpPCav3bTkrzFDghyxdkRCplVLZejZDSwYt8EFwzgW7FDBeo5V+NGnEcm3TIPQrgrWWtL0DLFnBKXVtW+S4hkNIyWNeDuTzYCpDo3njmIDbFNIR8Q4dBwwZqHGwt/5rR/y9/7gRDWB7bQjLfeI2+Dx+KkxypZzXHFNCZMlpkyUxhqVaS9svSWeG3O7I6+G3UZomx32cs9kRlo7wQl8q7z7lff52k/uePDkEWOI6GnmYGAT/xgmUVEbKUde3ydyKozeY1qm5QK2IcF0v0NdyW1GGSnaoBREJiBCaJjaw2pbWRATEApqCoWeG+gUDIUguYd4bKRn+nnXk4pbxMiWVjJSKnm0iEQkH1EtJAta5q609AJxge2O7ApNDIaImRMpdq18CxPVW2hdPy/3d9Ai1Su3yXOojtoys444tYhxZNMdceYisFPLvBYiA8WP+HzHSQJuroyXI9V1P4O3A/HFG8yjPUdryGFBXsPm2ZYqhfBwIh4yMl1ijfDgqqEH5RQnuDnSwhbjdxxPAft4i5yPlCi4yy36JnP3vVtev5iYvvyU977+kOkqEDaQlkItM+3+RFXHuM/Y9VPAIWai5QphwnGi2cZ8VLwTzu4ZGvYU9lhpJHnKt37tZ7j+2vs0l0nDSGkK5wMt3lGcx2yG/n8bDDVFzk0QEUwy5KpoBYbrt1kavt8q5nswFTeA1oa1I9ZUduIoLXF7XLg5LxxOcL8ocW7IKmhb0GMEu6C1Ii33jIZqqDbR6gZTBYaAlj0Yj/cjZbOjbC9Q73G6AInXPzrxDz+uLNZw8bPvYq53DM5hjLC5cmy2lpjXjhUcN+TSyNVS3UDwsDMGax1Ze4cbxpGcKsN+g10itja20xVjEN5955r3n13x+MGGDSu2FJaaWN7MzPtnn+mU/FwUBlU4znBsSnAWbCWMA4WC1ImabY+1z4I1AUlnfIlUjhQayg6yoW03oAPWOIgrIgaRAdcS0jJzLFQ/sqqgxVDEIbmiXvC8TayiIXGhJIFjRGLD+ol2VmSJiEI2ERMjSAM948UzmIw2z+gWdtIw1dDUYSXQbKUY7UPJZjjeFu5SxsuKDoHN4LicElISYynYwRKaYSmR5rbsR9DDgWID9yfFbXo6spUN4+6C19uHmKcPiKeZJ22Fo8O/d8nxpOz3mdMtTENjyuCmhcOxofHEtN7RMAzzQl4OTE8uIK60ywtEM/HVwouPX7JcfpVnf+an2L33fich06gvf0hRZY0T8vAR1jTyvKcM70Na8SxvQ38rS96TkmLGCTNYNsPIIBFrEoIyjIHBwdf/rb9C2O2Z68pJhSU1qo7U45F0t/THxuC8xTlPQcF3KbW1CScrRoSmnUwlqjgVWCzqBjR0b4VvitkEVnHc5sBr4JgK55xIZUVT7yjE7bGi1NTAORzSNTW6otrnSW6zghkwsvQNyGpwWrCukG5Wfve7R+atYtxI/L0XlLs7jPF438hLIt8u1LV2JWyp5NKINaHzyuPrXhzOxzNqC27asg0OO03I/T3VOZqxSFGmYLl6suP6YcNqpshKAzRZpss9u/GznZP/n4VBRP6GiLwUkd/9fzz3QET+toh89+3367fPi4j8pyLyByLyOyLy83+UN1Fq45OXkTkqyRcGaSAV6yekFow3SEt4180jbRzfDoK2iJ4RU8Bu0JbBg+aCuksaG8SYnqosSlDtyVFaqc6TJBDdFm8sqyghKKYWMBvEjwTTkGppYSCMAWMCzkqX9nqDESHISF5WSgUmpQxKpNJMoa6Z9QC0QBi7br1qJCEEEdq6snWe0gJxhTpuKabnPq7FUIcLJB25bZ55NhzOjcfvPcT7EWd74VywXB5PTLqwyzOrODQd0LSw8RmtO3aP9qS9p/rMp59aRlNpS6btthjx2AcTwTpMe43dXnL+zqe8/Pb3+PQkPP7WT/MTP/eIjZ/wNlEHz/mcydvHSBP2V5V6e0KkYEoi58RpFm7v186AHC4Y3MI4XuAHodwd4fyC8+FEPN8T74+kmx8jNvDVDzf80n/078D1wBwXXsaFdV1IObPWFVMSZUmkVhnyqSP1myJ1ppYAy0JqgoRtd1bWQPU9ILYQselAO56Y84zLlnNLzM7y6j5x9HvujwtLEdKcaM2j6Q4Z9thgoDQkr9RaoPUgZBpU3XRUHA4NI15mjGusrw/8zu++4G9954b1tqK6AhWvHmsM282IiFDHgLkEp0paTqS10IoyGYW5sp4qx6RYL5AzVTLT5PGbHTaD84brqz1f+NojvvYTlzx+cEkNW0yCFjPhyrF9umfY5P9/CwPwXwB//v/13H8A/IaqfhX4jbePAX4V+Orbr38b+M//KG8iF+G4dFNIiIZiA8U47FsAi6nQhpG6LohaTL6jnROiBYztsecoJO2dg/FYs0FwNLvj/6Lu3WJsy/P7rs/vf1u3vXddzqk61+5zuqd7ema6nRnbo3gMdqKJ7cQGQqw4DlgBG3ACclCELEEe4RUJxAOIlyCBwgsSEg/hgVeLxJKjZBLjTJwZz/RMd0/3uZ+q2rX3Xrf/lYd1HFlgcBpZZryk0q5atVS16rL+19/38yFPpNpB0wCFomtqyZhpoHILJLUh4bVgaoXtLFUamSikWjD9NSVHpBaSdCgj4DWhCKFErCk06xZ3iHhzE6qKKjm0TtQrRdHCQMGuFJO32KKQ7gRjHYd9wqiCVxqGa+riEZvRSpOeP0OUQVbnHB0n2vNz0nYgasPVQaiOK/z2Gn1cMU+ZfHbE4dFzyv272KHHnp5Q+kvIFePzA3tpuHVjYhZNc2zwFwN1yfTPC/5YSJfC9Xc+5MUHHnlwn9e+9B7rsw2xDwTvSSEjZGyzQvkXaBXYPt0DVwyXCtITTDjQndW0ncb5LcYfiIeJ6fopw4sX+Ppk8RxoQ1FrcpnwNMx9IoWWW68d8+7f/I95+CNfYbOpiePMYR4ok8eqiMSAzppdMUuPqFiSiCqStV5EPP6AOLXwCVSP9AecsQgG4xp0hpT3NNYSU2C6eZur7Z7DCH43kBH8sAdWSFGoSiHEBRVX9OLusN2C4MvT8tBqt6Q5q4JJlkePe37tnxxIWkNOmCCvajTmZWUvCHVtCYeZFMwCIgoCKI7rhuNNRXbLKNoYiwFMY7BVQ67rxTqVA12tuHFDcXNjcLIoGCywnSMHoKrNEg3Pn27I8Ac2DKWUvwtc/l9O/wXgb796/28DP/t7zv+PZTn+PnAsIn/g5CaXwiiCE4dUlpwWZ0EqGTGWUlnoR0QcqQTwsuwZ58UApPoBFQMpOnJY1geYLsgqImlYto/GVzmKuiKHmSksBVXJCinVYDr0lPAh4MclyCMiS4WfaISC3Ua0siSll57DCDHVCA3DGBmxWDVjrvcMgI4FHZdgzLox5Bd7UgoMc6DaXlK3lk0VCSnANGArx2gKBxwqaNpWkZsjurDFbE4p1wekXrB2J51h7DXHpx2jb+DuXbLZcPzaEe7FS7bNCv3yCbFqUNMF0jiO/J7rRzPVNBLHQNtO7K977FrjJke/3/L8WyPnP/unuHX7IevNFtl+l2wUySw4NGVqjBG8v0HePaU+ahkPCtVGfDxDab3s/ScYfMU4emRzilQ1pjtZcgX1EUYqNIVcVpCWpGP0AbzlRz/b8S//6k9z/2d+jtxtKH0mFcUuaFKMKJVxaZkyRKOYdUcIhZIW0Is2ryxXyaODwOYmKUWSKouwV2tcUlTyiv/5zW/y0fuP2IXAfsocdtekMJPTDNYjKUPVIVpjCJiSKeFqmWaaJVUJeSmaE8MQMl/7xiVPiRTlKFIQpWgaR7euaV1FlEzKmWrl0CkTNYRkKFXClIkisBsUSteINdgI4gvz/rBg8YZMbTRnJy13bjg2nSKYBS8ncUQXWG02qOPjhQbl/mjqGG6VUp4AvHo9f3X+HvDx77nuk1fn/m+HiPz7IvI1EfnaNi5qt2QUqtIotUwvCi2ZgMQBZwUjnmrckaz8c7sxpSa6jlBatNOotYGqIkkN2aLzq1EFCmc0BaFWy5yvrhzd5RYpA8kfwDoQQ+V5BQ+1C99RJ6KzxJUh5j22n9GbCpeESgpSwKEodUWZZ6TbILUjOENv4qJxH3fss0VnIcyJoa5IhxmosFWFOAskpr5QDyM7PMGtlwWYaY9RhRwSN9Y1bWPApAV+qhMdByqn0HlmdOfo447u5cWC8xrUwjLcQxDBGkUxidQXohamYaL3icuvf4v++F0+9/Nf5la7Q9eB3p8ybR7gd5Fq/C6+h3TxGN/vCTnibYMfZ9rNCfrykwUhVq0YRodJL2g2DV0bMXGPsxqyJYtbMgqqJ6UMqscou8B780TOO9IwskmZn/zlL/Pez32VnSiufaE/BIYcuZ48KXuyW+znLj1DVTXoCl0K5EQaMhSBBDkGdBjQ2TOlTK0zlXWoNJJ9IinNkIRHH2x5fjVy/czTiyKNZeE2mAadZopW5AwljZhi0FZQKLLTaKXQOePHng/f/5j/46pi7gthHNFiKZLopKKEkVCWXZa0HxbSzBTQakPVKs66mua0YkARU8J2K+oUSGRisUhVE7JDK8PdB6d89q2as04zh4zK16QMB7Fsbp5StYtw2OLJ8f/fOobfDxPz+95RKeVvlVK+XEr58lo7GmuoJZFTwZGo6kKpI4QeqY6YFMSqWaYEusFoAyhyGSnDTFEzqAhzRcwZ0RktnoRZyM+VYZSENZZcQCQRJNFXDV5pQs6EMlKGQLJCbtdoP2EqwWZFigkkoLUiWA39hHYQxpEMBDR1VJjYkKzAPCPzYi7qHtzncDkzpZHL7ciMwDwxFdAqEStBicMnYdNk4srSzIE4D4QwwFwYo+HoOJEkovueXt3h/IalHRXrkwY5JKaD0IwTUzqmnL/ONp2gq0iYIs5FypiwZ6eM5g5saua9Z9jc5vBoJr75Fq+ffITolkndhNpQVYnmxT9GGWH0K5TsmNUR83WFdRbN4sn04yX5/B3aNuCmZ6xsZKrfxPhnJHUDqW6Qk8GYLcbOOH9A7a4WrV2sCMNE1C1RWmLQ9LlhGmfK7HnnL7zH537kPQ6XkTkriItoGBNRYSbP44JkixOJCa2GhZ9Ru8UipSImDmBXBHHUWghloS4pcbR5AaMEhEsfeHbI7OYtZd4zhZF87SnzQC5+gb/kTCqCB/Lck2bQqaARsk1cXvT82m8OHMKAqhVVZ6hLxmpDyiO1VNQG8lxIrqI62zCZQvA7yELSmmEb6S8mjBLSuF/kusYRc4Rk6Erh3i3L62/c5riroV6hioepMGxntCk4JxSrSWSCLPzMT3P8f20Ynv3uFOHV6/NX5z8BXvs9190HHv+LfEEfluCNSZBswyEvQaNiK4SCUYZSVeRZ0FKIc08siYKGNiEzMGTyfEDNeyj1ErVlRimYbYUvFYf9SK4sxStQS87dKkujFWo0yPGrSsfiSW3LGBWRAD5SoiZEj+REtoYpC6prybUQciJqTzKgQmT0EyEK1arw2k9sGGJi3wuVrbCmINlSqBmywCSIBFyIzEWRnveQM84qpDjyjQbn94S2JV97/OYOx/un9D5gGsVwmUkt1MMlQUZaeiQIRy5SYsY3Nf11JqfI9jtX6PkJVy96+iAYCdz9qa9w6617+LFDyTVN/JCSDPlw4ODepvLfRrpThuuIlkvc0UzZf8i0C8wBVLPGcSCWjtmeUYbntJVl5++hyzMYHpFTwMd6kQZpQ6w2OB1wZaQYIe6vES0obahkT3EWHxynWvjSX/tZNjcqoh+JMTPNAV+axTupFSoLOQR0rih5Sb2WlFF5Ipo1ISRICUmeYJf05YSQcyZmRXV8RPCe61jY9iNXs+HZR5fIdCDmTElCsmuKVcu2c85o8rJdahSKJVq//94L/sE3LvnWyx0KQeeCBIucd2gVqFUhjJlhUtS3W+qNYnweiNGAsmA00QdK1Syj55SwopAICYgpoaylWWnu3b3DvVXBWUNInmGuGbJGbVZ0JxuKSYg4xCoUGS1/NA3D/wr80qv3fwn4O7/n/C++2p34CnD9u1OO/9ebkIxpCqVoUpyZK4eNkMO44Lj8Ugdvhp5Yb8gpoJWA7gBZaME2kK1D9AGpWqJ4kmtJyuGVgWHGxIipG3xqoDFQHFopUj/Qp4hr1aK4Mwo7FNI0YjtDympZ/MkByYZGW5wPmJRABSSCNXkxIpeesRQshn1RvPWvf4HxmzviLiDaUtXgTMdcKYxKpBRQ2ZNztRRDZUiuxrY1atVw00w4LK1zTNcKlzJlv6VUgjMNdBXpMLK9THDrhPlQLwU8+x3ZZvJ+JikLKRD7mWJGLmZNn1ds3nubB+/eZbN6gTY19XEm7RNTPEWe/g5JGgyesHrIfDVRrzbMVxk/W5K7Q3NaUa1a3DxS7BoJAW2FePQm+fJ9XBU5XFWk6gxjMyi9cA6yQkyFD47+MJOnkSCGMA6kOJHMCZIWjUB0p9y+3/FDf/Ovc3zaELOm9zBurxf/pSwRbWxNEsgiFDFklcilo4oDuAbIy+JjBLLQzB5xGm0debqmGIOkxLPtyO989IKProVPXs7stpf0h4HBF3xYOgDRQjGJUpYOAtFIvOIffTvxd39nYHYNiYxeOawtr0rrK7wX8J5sJsarmSkYxmnGqoC1GmeE4IXDYaRxDW2jaZRCdYbd3lNswKjAD37li7zx+RNOTjQxLXmiMBfataHbGKrYI8YhSVF8Xsxd8ocsnBGR/wn4DeAdEflERH4Z+M+BnxKRbwM/9epjgP8N+C7wPvDfAX/9X+guRL1aUZ6gqVH7EYzC6BalISqFazM+ZPThCslp4fgNV5iQUHMi0AA9BbusLUSH0gplNNYnojXoIqgQqdJMRpNDYKobUsrUasny69FjUyF2FUrVSMi49oTYVhTtcDkymlNCe0QymjQXVBgIQVAlMasVcUyMk2XTKLq7N/A8Im6WUJGPhdkU6hhJKaOBpB3zYUQbqI3mRiWk2qD7TFid0PeabBJH44H+7Jz1yuDWa9omcf3hFfnUcBQOHC4D9Wpgf5GxRxnZDgzHDebFJ7StYjxEdrlGVMdn/8yXOHLn6Bueeb+mPhJyWFPWFeXqgnD8War5E6JxhBdX2PE7pJSozm+xii9RJrO7ypS0ZRZFunoCjaPEjEwv6PVdtEnIUQfznil1mDwS+kvUtCVc9SRm1OYGqepQylGmJeeSwkghUeZLiAnjjvihr56xOT3mRd9TfKHUQmw2UCwpW4qaUIBKZSmJJxAqTday2LgNKJGlF0bhVkdUlcWkjA6KSgxWa/ooXO8zL65mLvcDT7aZrTeEL/848af/MvHf/A94+dafo6SK4I7JN+6TlWK30/zaP33JWAy2rqjbZgHNzJqmFqxxlMYQq4KzR7iqIYUAWqF1wTUWgmeKULUWpwKx0vQy0Y/gQ6TOK958+w3u3bQc6UKKihnDcPGSk9VMW9c4G5aGoMzgJ1AOCUIaPx0M9g8siS6l/ML/w6d+4ve5tgD/4ae6AwARjNsQ1IRNmWQtOr4iH/mMdY5521OtG7AaaY4pLiI2k/QKLdMiwc2KFDKlGsAuAasxZWRVwX5GOY0nk03CzhG6inaOuFVFiiw19ypjjUbFCQuIqznMEzYYZFWRpODygMoJFTN0mhwNWmXAIvO47ILEwGf+/A+ihwuuvntEP80c3bQMoaAPAdGZpnP0g1DlSNVmSIHLZFi5jLJr9HDFsNPcdj1Tust8NGFnj6819vqSq9KyuaUYnvaU+w/YbJ+xd2ds7CVlEiat8S8V1+uHyJNP6KPl6EbH23/2Laz/hLK+j/Qac+Qoj79FrN+CsYemw+2eEY4fUp5+gI+CnN5n3RpMOTDV55hyzWZzxOAdrQ2k9QaZtlh7TELRaI+fOpwaiNLRlCv65JinDt15GtdRBEy5gmpF7GdUXVNiQNQCyklhQ9Ms6wcNjs//tb/I1//Gf8OcIiUm2D0mV6dYC0qdEMMOnRW5E3KpsEOP1B3KggqWQkSairTdszsc8HuPmBZTBXKBmBxJPFcE5rFgY82P/NRf4s6/tGF9dI4jUPxA+8OnHB7+q6zOzpHtFf2vP+Mf/+ZT9hqUUqSpR6zDyOJXpSgygtaWVDkSEa1BkqNeGfS+Z7jegVRoE5YSfaeJQ0/ygraFttE8uH/G3bOOjT4gueB9JnuPrY8wJxt0NyNpJhoHyS7UsbwIcJT6dFOJ74usRM4ZHz1tCXjVkHUm9YnaZmhX+LGHTpNyYc6ZeLhGnZ6jnVArIauKqBWqCKZx5DlS1LwEoaQgw4FaRsgKXRvihUdchfMJXyVkJ2CEulaEMWNKJhrL+oIORgAAIABJREFUUEBtA8Z45rojXe9oq0yIBSoHpqadRrKz5Dmjy0AyCp8UPsPZl17Df/3vc/jkCa5AmmuaNNLXFUo5xnliUwtKAiEanFOYXYVpE8lfYYzQDjP5eIUL10izpqoa5mHESsVNByEbRBL+5RWtnTidXzJz4Mn3RvLZKat0TX45YM/u8+6P32OteqaLA91nHiLTSJ8sPP6IbD0qP0PVN1HdFYcPBuL1E6qje2xu7JkvFuFPYURsQ3Zn6O1jVifH+KTRfsvka2x8SqnuUIxHwo65NIQi0LaoXDi93TKFmbCb0K0jqHqxTDUb5jljzUjCkgePaYU8TKi2I6bEm1+8wb03brF7dEUMilxeJR+LpoQeLYJZV5TwaovZabIRUkpIELJzDD7B8Qr30iOTxqcBi2WYR7RqKJtTDv3M3dc2/PLf+lWaukHnHeOjb/Bk16Dvv8FRfWD1mRNigfZU0dz/Yd7/39/nMGbcWmPrzQIqHhKbdbv8nBczsbHk8YBTNWm2mI1GwrhIdl1CxoKolkpPUHcM+8LkC7Wq+YEfeJ0337zDg1stVs9MsyZKwJhAs26xdSA1EXNdULqQy4TWmRwTShT5j6OJSpQmx4gfBRV68m5C5yUI46YdJgqiKphGdBKsgI477DThWcJNOlpMnolxQoUZkQoJCkohW0tUa2ZVyFdXjCy0neKEGApp5VAlg1dYFKl2lBix2qBMxhdFMwwYAskYkqohJkiRMSrCOOKNUEqh8h6fNerIYManHP4ZYGuYM5IWilQbJlZmIhdNUYld6nDGM5VAt54Y5hnl4ao+ZjrThJiYW02126GODa7S9DXENDA/H+B8xarriXbF9XXPhx9FylHD+P4TXm5n3OaId36woXq5B3OKObpLuu6Zpj1+XxHXHSHeINsZ/BMOH0J9ds7x3SOqzY75WcK2z9DMZHsM03Pc+IxJn6LGK5gVcXIYCyMblH8BIXPYZ2IS1tUOIwptIe1eoJTFHDULRyMu27n4A84mcqmJU0DVjhQiOUfKPFGqjqjXfOEXfp4hJfqpMKOIcUbybhHXFghzhAziM1lVqDijiyJLgpgJImQfmedEDn6xiqVMiYm+QB+Fr/70j/LL//Wv0K2PyLsnXHz4EdftO3T3zll3De7sNtVxxebsBn71GrK+xZ/4xX+LVGlyUhQdSQFcV6OVIW97phKotNCddESJzGogHnp8P5IshJiJlaW2AVENYSpk3aFtQaO4e77h3rGlqxeWCBJJXnC1wzUeWy1UaRFNzJBDgWjRqRAFjPwxbBjICeMsOQNFU7UWLRVSabQuSKeR7UBdNZQKvHMLv0EJNgoZgyqJqFZoGlIlFJmAGR0iuSR8f6COgTQrTGUJRZOmREmJeg6ItRSTyUcVtvil90lQKcGKwjcNpXZgGpTKqJyo8sIacNZQJUjFEU0FpeLN91YMFzPq1op6o4nGEDKkVbOkEZNFW2FQHTelJ4dEGYV05GhDRrUNx/s9tHcI3qJzw1wV+k9esLMr4pOXfOfDQNisMcMWY1tkd0noTrl/Q1MuAqZtOf/cQ975yhnF3aScvobeGNTVdxmfHfDqFnnMpIPGbmrC+y/ZP/I0d7olZxL3zBcKdWKZwmsUZdEciLJiUiuaamIfjxDXE0ODj4IOE/1WGIZAe3pKUws+OSTOKKWZpULvtqjsiU4j0wJ3DeKQfEBlvwy9D9eU4MmzJRZDmWcqVXj4Y+fce/f2qyxEjyGQ3THJHZPbGuJM0CtyU0AO5BLw4sk6oNVIkxazk1WFoBYj1JwCeyUkk/lL/94v8PN/489w79Yp0/OPefQb/4Rd8y5Hm4rudENTT5Am0pwo446VU3TtGV/48TcX/GBORKUpJZJTYJxnfClUzsChZzhE0iTkWWHQmGzw1wFR3TJ99oU4jqgEOo6cnt3lweun3LnZsTpu0PMFSGKOAYym7gStPMwGPRgiNbporHIUgVIHVIyE1H6qR/L7omEQBMYe3Sydq4hB14q6WIxzmHGgXglJBeqi0XFexK0AJqHKjNgBo/cgAyrrRSSkIFcOFTPN2hF9RK+hjJ45e0rIEBKzFOwqQw64aaK8qp4zVlACFZHNdI3zgThdIS6T2galEhu/7DcbrVF4+mBojOfOn/tJjFdMT18wvZiInSWGmZA1opY/fkFY2Ugymj0tRhr8PhDripephVsnbPYXdGuNv3jJi71D+x0vv/Yt8skpb73e0igDc8XVsx0zgfHbH3IxBIiZd3/mbW7drompYM5XWPOE+MkFPg+Ey4H47Lu0tz1dvCA8DjSfeY+jI0t89px8+Q+ZUkN13FDkiGr8HqQWpoBIQ82WKbXUVSJNNdX1b+O3PYQd9fExq42lCjtUmtHKUNCUaUKnwGQrpv6VzKesCMNLdBoJqaV4j7KKVK1Q1lGUMOwnwpxJ5ZgbR0f89H/2V5kuBsbdxJwUar9D9j3KrdBVi+MKiaDUGkEtagDV4ktNVIUUZq6uJvY+celnxuh463Nv8J/89/8pP/MLX2Cldzz/rV/n6YuK8x//U9y5p7FqWIqTRk/oJ+KcmEJg3u5QojlZT2A0yjj8bsaKwjhFkYBKClMUvVrsYzFOrI4dRc0cQmKuElYCpjiK1eSuZcyR5uSE2wa++KU3uHVmUDEy54ZpmtCucHSuUAip1GQfyb6gyKSsCClRQiDHFWJk4ZN+iuP7omFAKUwxy8MVC4ZMDRhbiLOmNY6w95isuEgafFygn6VQVEDVkJNB50RWxyjXoCr1CpAppGKJujAZzTwLzUZTrx3Z2cV36SqUN9RdhXaOpmuIkpCQEbM0DkVVRFNoReH84hVIIoR6hQ0Zby2pO6XNE6nLHN8qpHANk1/SfNuZ1HVL9VxZVsnrPONfDBzqFv/yEjnTyPWesT7lvky41MPxmpeXPdONE07VgU/m25y91dGmCZFr4u4le+doZObi6QxtzXbnuPWnfwC92qAe3MBWkA8ePwnRe3JcoTYd+uRddv/wOft4m/Z8xOnHpPoGWR3w6U268gg1RoxExu4BeXzJVFp0eMFhd4OabzAEIX/ymKn9HO3ZCVLfwuSnxDHhscTdJWUMKCkEHEjG5oLTgewrzKojVadk02KtJuoV2VQYEykxUpLH5okyD5Rph/iJ9a2Wky+cM09p+QdWllJX6HkgYpfFaxKSdkRzTNSZeL2nTAd8jExWM5XMLB5fW9Z3Ov6d/+pX+Pwbjrz9kEd/72sM00NuPrhBXWdMipToCXMk+oyoQtrvGJ/vKFpDypjfxffHiDavOrvZQVHMKTKFAZOFafLYyhD3E9OcKVpTuzV4T9sZWm1IY4+kwpGCh+/c4/axwdUnSBkIYSTbBlet0bEgEhb/ph+RPEE8oN2AOI3SBs01hACfco3h+2LxUUpCkynFkkQwUpGMEKaAqwxTgeZOjUpww8ykZoNJiWQUEhUlFegUcWLxJCaDlEA2gaQUdl0zPu5xZZma5LDUrqfDgepmQ5MzMQVsUUxZkQ4BFStClzGhUMryQImrSJKpqhozzejWEEMiKsHNB+ZZGFTNG68Z8Fv8ixnz9hlXv/MhGJCUyNOEPmnRKTKlmX4fiNZz76wjeEOzPiLlmaQ1/bMr7KnB9J7dXKhu1twvzzHthvDiwDO95mjjkV3iqaqR6Dl69yGfbdfMJqCqGgk9Emam/SPKVUJWFe3dM/J3P2bQLzn6wgOy3hBjgeGC0B9w9/8EenpMrz+PrbcMl4rmdCCmgnWa+EKo6uccHlXE1QF3+5y6u0TlO2RmojpHH65Ix0eo9THDPqDTJbo5I6kK8R5xgmkBNC7OoK+JfiJMa1J2iICxAAFEKDEQh4KyDrLl3V/9d/ngv/2fyXlP8nvsylLCAe2OMdmTckG5CjddEsWRFMw+srva8eLxxFY0r9875Sd/+d/gK1+9z1oObB9f8/iDgfMv/wQnJy2SDqRYSDKTJ0X0B8iK2TRURmM7R0x6Kad3gh4zEfnnVZA0QlMfE6UnjVekYNBaY0pmCpk5ZpwBux8oRghhZEjgZ0VVN3z2ndd5562brJqavH/GnB0lQ3fDYJXGykRWGrQlGtBlGW2XYVocKgG0OaKojOEPuY7hj+YQcBpTZpSzCz7LaIxJFKdeGYUyUmamCK4fSKpCx6X1JmnUtCw2ShbQM0UXSoZKeVTo0UREBWwpi+VnHulajSmLM1HVjvwK/qElokqi8WHpDTQoqygh0DhDTIFAwodMVSfEsKxZKMGmxOa1W5Qpkm8qht/+BBFDZQtWIl0cydOe6/HAfA1y94RbtWY8uoHt97ijji5dMYVCc/uE0vf0t25yu7kgvZwoRxv24wr71pucdoY4VZTdI/rHl6xuHnG76Sk3C4YW9fSS+Mwy9onsOji7jWoi47feJ58XVqcbJOxRfiAkx3S4jbtV4dSBMBxR+Y8Y91DX32F6UkF9hDz5HlIb9o/Bton1cYPNzxn6FeSXFCqMzMytYHYXlGxo1iOhdMh0gVGRWFl8hLL/BPLMdPUhw1gT0ym1DVREGl1QMaNVQZVXRUtZEYaIZOH2zZq3/qO/spipSgESYiMy75aItMrEEghSIA1o35NjYhjgOlS8/uCcv/pf/Ap/+l95hzVbXnz7u+w+vuTelz7DjdMGyULOhThn8pRJPjCGGoxFZKIoQaxdRDcsOEHK8qaURmNJYpBpQkIEu6LYJas9jTMpedrTDkMkq5GUEgrNbh84ZHA2c+/BKZt1xugB7y3kgDQJXddYPZJdSy5p+RvKAMpDyiRjKGVGSUT5jBQP4Y/j4iOgtUY5h4sZrQUzB2wRZDosc9M4U3JCF0uoVyhTKCpDiijbLN5BLWR3DZ7FOWgKac5k02KaY2opWAFTMrk2qMoQncV1Qhk9xma0LKRfbRQ5CrrVyy/YCraCISSUdos0RjQpKQIWbTQ6QEiamz/2RfJ0SfrmJdPLAofIXCDsR0bXkmSF84q46ThXGusm2usnJJWZrrcc3DHaF158Z8tUtZynPUM+YnVuMNeKlb4kffIxPgdkvOLJi8Lxw9e5/6Vb5GuNfXmBeU1x+OQZvPyY2Wv05hZN/ZjtRxG5dx9pbmLSt8ghkYdLapOpj2fK40fMLxLuJBJLg6ki4+E2zeoJ5ekL5mrD9aOe4zc8uX1IST1+qGjm7xFzjSpX+HlEmwbfHCH+mjg5bJvx3CRJizMapRS7Dy548VvfodT3sZWgbCLlDjTEuCMB6ZDJaWnkc0xQMmkY8bHj9qZC/cIvIc6Bn8kHA3km54UQqUIg5yXPMihFPxnG+hZf+rM/xl/+L3+Ft+46uPgGj3/7gv20ZvPeu7TdCtJMDj2ZRR0QQySVQmPy4pV0Ddo0CBmlLJRCSoXJKLAF1VqSU5h5IMZErhMhgbYNRi0CGSkKVwpm06GdZXVSc3k9MaRCK/D2vTNurzVGHDElikkgQtWcU/uAmIpSMnCMIkNqKMhyzyGjiqFU0JtMUIpU/pALnP4oDhHBag90SOoX2o4q0G7Ivqf1MzEpYprRxWPnQJk30DUUlh58UZODeI0QKClgsyI3NTJGYj8wicW4SJpYnBNeQQ5gloYmlIIiLXBZAtpAypbgF6hrLlAl0HUmZEWtPUkt9mVtHGPVoXuLvfkAvY+M9WOufY86rQgvZ0LINHVBl8xxq6BxXF1f0a0a1CxcoDg9FpLPzBW8fkeYCkRVsd4Yprhm2F4xaM1JI1w+7/G+5p2f+QKr8Rr6jJw6tleZ8g8+Qh0/pA8zbmPY/dZ3ad444fyLnqkfMLuZrM4hHQgP3ya92NKdtaT9Pbh+wt68TeM/IM2nNGpHHFr8s+foNx9w/KBm2E+QPqDcvI1qB8Z8QtUfiKsT1LCjiCUVEKVQ7YZxTjg7U+ZELJrpO+9TuhvUmzUuX1H8CUpbxIVXvsgNpmSSUZTsieMAWS+RbznC+UsGtebOzcD0V34R/pf/Aek6CoaSErmfoOoo057YwxRq+OIP8XP/2uepjmC8vOL5kxqTM+rsHndur3ASKXFPSJ4YZeF9oIlTQLsakYLWBkomK8FpRSoFQcjUZCPU4mCY0Y0hl0AJjmhrpM5I8IQkiI/opsY4TZ4mcjEcdkKMno1u+MF33uTd9+7SrmXB44lipqZpZkx9RSwarSLBK3TaktUpKQSsD0S3RttrSrRQWqwEJFlynj/VM/l9MWIoIsSoyWkkHzUYPy7Mx2nEjonkIsnP2KoBpxf5SzogZUQlj8RIDmFp5pwm6wasW16zRlJArRxVDSMW7TIuZ5xOUEPKGWU0dWWIjUFshdWQtEL2e8zKYUwClVElEqZh0aYPCRUbyAbvEyEE5nCNkZeU/SeMX7/AGFjJTGUt9bqjQdPEkbG2+O01ptNMu4FtctzZWEg1Tjm6CH3aIGlCqYJMe6rDFk46jtew3UIyjtffOubIX6Nee52sEj4qTAQxLQxPad485eJbLzk67mnSmhAbirTk1QbaHUMj6A+/iakm0ncfwzqj7Qnt/AGxeQN33hFmx+GDZ+jzYxq7JVuBpgZjiMO0DJHlaEHd5Z6gW/Jhj0qGFAsyJ1xjyLZDRNh+7RuMEdpzR2N2ZL1eFu7CSImJMCmMeMoslBRR4tBSk7UlzgMy7PD7GaYeP2nqIyG++cNI9kuwSQtkoUyKnCu4/x7H//Zf5J0//wNU+cD1P/s6u5c18vQxsjpndWODLYEUCjEX0hhJSUHOhLmQnUFUIKNIyqJMhRKIRRZ4SxrwkyAp4yPo4wq7ailJEZKn9BE3zksHFgvROkrKTP2AxRCkMPg9RjnevHXCg9dOOdks06fCyDQH2mbAVAonCaEQosWakaLWqLRDV5pQDMUlJHXk9MrkHSMuzwifTjjzfdEwSAGNonU1ahKiaZm0QUpCuZZgG0pTY+tMJ3nxUVaWGCzJ7ihmqXBUKkLl0G5H0ROqFUqZKdoR54niMzZ78ApRArpC4ozEkZhh8DX6EJcIK2VhBLYNxntCFLKCmULyGl0tfsGUR7JKzGKReflepB1TWJNvdLRnG7zeYGLB5IhvDLMzqKuBK6XYPpnwbc3JcWZKhVq2XD59TtaJmoCtKggTL55HnsuKdn8gHhQSZ25+7nXWVWS2G+Tqe7CqmXcHsg6o9YZ5O/Dxr32dkwfHqPUZ+vLbpFEQUxPbc7w4jDpmbjvyh08JnaXsavTD+yT7AH39LeJv/FPm64H2zdepNo7wUjAX7yMolKpRccv0YU/l3yerhunjA7r/JrQrigjJHGFswqQtet5z+Y++iXvvbVb3H1CCI80dqEJJM6IVsQRKGvDbCyBCSsSQFqNX8BS3Ih6ekbFMw56IJs4J+9k3kWLRKZKHHp9hjhrO32b9U3+Ss1sKHS558Tvfotx8A314Qvv5N+mOamozEsLihYzDSFAOXTwpO3RlMcqhikaMwpplKmlyQDSIADmxHwJaLf9PMXimqy32qCKrRZUoXYUYQ6wqRC9RbasUqUQIgdp1rCrHwzducuu2oz2pyWEiTwprDDo1GIRYugUpmAOUUyhmoVSHAVUbTPCk4slrQymarISkEsn8McTHQ0aVRaseMRjt0baDeSbZSBoDlQdtgbIMrUoG4yqMcouRqIkUbSlxqU1XaoXECqMygYLVhjlGSnHEKhPnEWxAVRYJkWouqDUUyUxRoZoV1kdQHr9PROvQaaToJc2po13YrjqTZkPQhhALR6sDqr9AvXxM5QNboHKRUEY2myOmOaGKQ28UcYDNaYWfYVSOlBND3fHanYnkFAcpHJ7voVtzdDKR6wizY94ZPvPVP0m4+BjWNXJ5QVhpePyS6vyIOY7sn32H5vQeb9zbU+IBYWCubpO5gVol5otLOraU5Kki5PMz/M7SVd/Af3yP0gZ2jyLtg9do6grSU6Z+g00HZrlLc/WScKNmvjzF3jDMsSc/usTevYGfNGXyVP4Zicz+ewe4YaDqWH/+IcUuqdL8+AVlfU4MCTY1aha0HpDqFNOcML4YcSea4rfMEdRqA9NAMKdwuKYoRbm+JGqFWVnKPiEnmVK9QfrRH6I6UnQnNwmPfpOr/W2qtsK1D4je0X3us1gfCGOkkJhCQWW17PfHiSQKawVRiZQKYjWSA3kSSuVR1bLGRAngAi9//e+hG8E2m8VAUVt0EkosmJzIQ8T7AEXhNg2iIrrAHDLN6pSNU6yN5uHD29xcVzAfCLFCFYXkgqoKqqoWgrkpBFmhWXwXOanlOqWJkpdrhldkbDGkJKhSfaon8vtjxICQVEEEqnaxAKlxWLgIeck/KJ0hQVJmQXkruwybrAE7QXGolBaEvKrQ5j6FSHaFQsKYgkkJ7RK2FIwrYIX69h1ygdkplJ+ZskKsQaaBIgkVNBhNRaRkR6Qj20UpPkfH5A1CJvSZVDTnr51Q1Jp0eov8hXPclKkqy2qzYuqvYe4p2nM9tZw2hZgd3VGLv9rRiOXUz1z3Dh8i/dMJ07ScV4Gq3UAMXFwFTj5zAy6fIu4Oql7/n9S9x6+2W36mda34hDfv/OVwQrnquKqc2na3bdRtkCUzQaCGGSMkEBL/AUJiTA+QGDHBI9QDu5GR2li0ZcsRU66qrqpTJ6fvfDnsb6c3PGlFBs9RjykJoVP7L9jS3ms963f/7vu6AUk8v4JFhVKes1cRJQ5ZLBR+tiLt5NilufCY80/x739CaQZSp2AWQRXkNjC91XK1WZDlmu1HLyhuV5i0QbenBLOPKhNyalBB4Caa+KTHTF4irq6Qk4xcLZBxTalLbNzRsWL3eEC+8SZisY9SmtSd0z+6Ip2+Rl+7gV4k1HSK1gZRaCITTGrxboeya/x2R1YKYwQxtqSgRmfqsEGpkrDt8G0kBk+8/1ukfkH4zptM7ywpReDisx/ST+9StBfInaS4uWS6KLFhIARHEmMlnDUGLeM4m6sKXUwRjFyHlCW+i7g+koUiSwEZhFAgFUloXnx2he4FpTZMBZRzcC6gZzVqXuKTQOgCY8vx/7QfocApCyoT0DKxXC5Yzgu0zSihyS6A8mAEtpTENCCVoHcKMXQI70nZg4QoBDEKlI8QJTEbhCpBQJYLkvrZxMevxcVA/soRhhj3sqFFeIEwmhw68sDoKpMKoTw5NuMhd+0YXc0SCoWUGal6pJqQ3DlZqBEnHzPKu7GqPmVCTjifibtM+OIFRjCir7LGJIEYWpQpEJERwWUUUUKuNTZ1aAp26LFjIiecFGPefQgsvvsWySXi2SnFo8y0DsihwfYdMiripCZXGm0d59tEbSNF31AeT9A2caFmzKcevxmYLzQrG8ZVXXfKcNFz8tZNFoVESYGJW3K/IbqBWM7xeE4/fY71mf2FI7xu0F0gL2ZINaNpOsICKCryox1yNqDKY+SyQaoC3wYmRxXN6wXTuysqEcmzCXGjkK9akpwj8RA2xJ1DTlvSMw17E7rXAjMNhPoOYj4dFfs2Ut9YodeXGLdFTifk6Qn29j5Mj4l5IGDGMp/LV8gYyGHArRuiV/TD6HzMXjKERDi7IqmM71taV46ahoCsDMMO8r0p/N7vMbu1Dxevudxm2H8Tv4GwOCLtVaN25RpcSIQYwY9p29hcklwEIlYyNkinREZgjSEMA0SHKgpUyqQwZnSEEqSs+ej/+ingcRdXeB9pn2/IMWFPNFoIsrXEIUEpYIhgS3JSTI8OqecnLA5ucPzmCfMqjqXNTiBUJldT8tTglUPqhIwJKx0qdwRRkvMowJMygkjOJdJqjPIoeoacicJh1c+h8zErPaa/hCF1Le7SkawiDp6Ua6yxo3FDa7y3NMISpRzBJrJHCYNKG7KwZDtB5nOkaCAPjKwecHI0vCQh0Cp+tRtPZBsxhWQ6eLIc02jaWmLbkbMmKojCE0Umu0D0Ed9fgYvEwiJRyL4ntRFdWg5/+Q3oB2LboqszdDGuPw/2NYfXJxwXPbL1RAeVSGMktgroAHV/Rd1dkUVBWUtQGaME61Dz8rXC3rhOaRVi0tOtrwjrS/zaYW7fwYmGl48Ss5u3OF4kQiyRdcaJinj6jPYioF47uNRU1QHq8JBQ3SI/24JvULahff8x3U6xpy5Qh8dQ3oTnPfLAoA4D6eIpDJlg9zBqSkoFcTohPm6YT7bgJshnHzBcbhiSxZZbFFfkPU0OiuGqR3Q7ks9URyVdAOtbfIqYaka68Jj1A2IS5CcPyUmSpSXFntBaYjUnXT5CypLcNVw+PCW6iHKXFNZTLz3p5SdcfvADvJ1iC4UJidn1KbP5AsXIYMxNS3CCkAtySgjnwdQkLRFmrCqMYUuSGSWgefmS5AdUMSU5Rw6gckDGnji85uwV/OBxRjQNSnqy70FqpMrEJw3brYfdwMHJEbqPVLVB2xpZT/DrBhsDt+7MuXNkUTIzdA3eeVRZYIoBK0b0Hx6CUGRqyAUiNQh6QJGUBRqSEuQ4sikRhokMGHqi+zl8McgUybkghEA0E8pZgR7cWGmOG2/rEEdPAh6RE3m6AmEJLMh2GHsLizFim4Qm2dm4phErEiUy2bEIN0L0AhDYokAGhTNTfGVIMqPJWN8BgUSP1AbRC5KcIVzAlMXYNygylRA4IlJKkJkkEsoOqPiM6saK3AjyVmFuTYnTQ+o8kIOlmJSUaUdRatp1R+tKcgh8+KwnL6bEUOGqPWQ5Zb3JtOtTVvfvcDDxmDLhnUXOpmybhmwnRP+M9XnB0X6krGewmCBzgAo0PWcbhUlnYCzCD+j9CiYH6HOPt9A8MPjHLynv7LOYWly5j/jyU+TFZ9gEMWhU11LMJ/g2Y3dniKEb03vaw2GF35Rw9jGu2ie7jtoO+GpKX9wi9ZHB1KjGkbCIoSP2PaUp6b1FDR1uO5DLhr64D0+fE4/uUnaXY1FshLLcINxL2nWF7zakl68p8CxOag5uKAp3xuWjSLu4hX3j10bidDmhWNaINNCHQIyBdsh4O0OR0bllXC94kAqjDClrohdoXaGUwZ2fExqQffNVovYrQTtpcvRsd1DlAAAgAElEQVRE4NFf/gnaTClsgRUCM5GovRV5GJBWQi1wBWzPzkg+4DIMcqC5OKMncXhYcrScMDESL+1YqCtBK4lCoWRCqJ6kBVIYkuuQWqFqi8oJET1aCqReIvwOpEFrSZKKoA3CgNA/hwaniCCLr+rEmxamU/qvKsx1lAgSQQtclvicsfSI7SUUHiH8CGolQdch44hfU34Am8lmBL8qbSgspKxJMaBSQWzGZ7oUA9kY6DXGKnxWJFlBAikVFAmdW1QtcWQIGWEEmyDBahwa+RUpSCxv49JN+leK2EnE7Rp/4SlMR5ck8xOF7q7wAox36GKCzQIXKq7fvQkOcpGI61PWz864VIr57bsc7NUMTkBWSOlh3VLdOsaYHZ/86IxiVVEZTXYefCQfKHoG+hfPqFpHf6HHEpY7N/CvPsToNTGXFMMZbr0lVnOKvZKYoFA9Q3UTf+pQxwUiyXELESXyYEVOA5QXIAQxQHx9RozPyWaPabMmVwtiG9HNFvvoIQhLZSpYVZjzBwhpSXFCVhphDb5PSN+ifMLKBrF/C3P6FLfaIw2vScSx4OX8CikF7bPnFG+/wcl33sYOF5w+PuXiacnsuKAqKoRTlIslhQnIHHBuBLe2naSoS0ROxARZyFGYMzOkSGQpR5drSIjUEZo168fn+ItXxPMz/OUVAocfOnJySJlJFPzZH3yP7NckAr2W+K0gtzvQhqRqBAIRBVEmRD2WzxIVQWgsgsNrhyyXjrQYiGEg+oCcVIQJIAW5H/DDAsFYriNKSRQK2TqEKRA2kkRD1tuR2KTyyKPICi0yBoFOP48GJzJZSmRyFMaSurE0VuMJ2X3lB4eyqtDJ4fUMLT2kY4SI2CKRkkYoQxaWJNfkPEcIgejXIAyZxJVTRD9gpAARYDGaVZQ3eCUprCflTCotVhiGYfyaCKFIORKjHpFbSaK7BpKhiJKYIr3/ShkeGsSzZxTVFvPtKdsvzpj/2h3Ey5fYmOkqiRCW5VwRYuLVgwuGG4fMJxnnBlZ7U1K7pRk0IcPq5iGHdY9rhhG4GmrCLpBvfZdX//ZvSXbF2+/cQQ0OWU7pk0fVFWI9wUZPwFC+UaIPJ7jPrwg/+pzyG2/TfPqEQjek6YqDX7qHTx5/fkWML/H1kiK8hNUh6yeRonxNOjlGXJ2jNpFYLfFnmcH02M2O4rjE6bvE4QxfVLhPf0I0E/LUYhcG7xPSn2GmB8T6TdJFC7MNolGYXpIshHaDsnfIHigcajUnffYAr2bo6472csemXbC6J7n+3e8QL14zvHxJnt1nJjPxfkks96iNR/qI6z0kT4iOFCJB1ijhkBmQkSQyIsTRcRkjJA0mkKRAy7HF+ur9dzG7NX0sEXNLZSyXf/dXFDffRt84QsSWz3/6PT4/ByUkpi4QRUJuBnIAYTVR9fTOU3UeVQtin/E2Mq0WLGaaOwcz7l4rKFRAdJqU/Dh+FhJhS1TaghxX5iFasuiQlOSyIAwjzyJLi1CC0A8IlVHJkc1AFAbpHY4aa5uf6Ux+LV4M5IxwGREzIbmRxJwdvoxQlOQkKaUZxcZigiGRlUSIBmE7YlSENBvXNCqRhgUAsWtHH31uELTo4KGS5LpkkILcjYUwIUiUS0RhEErge0GMDhMCivH5aIJHhogwE0ROKGGpqpELIbyCakYqJcJE5ElPt3+PzScb3P4+w49PGZpExx7Vpme1LLC6ILQDdm+Gbs7ZbmG+V7LbKUKuaFrPwds3OKbDDwZjM9uuoB808fo+Vz/5W/pcsz9R6K6FokTmHUJlNrsNMW0QaotZ1sjK0nz+gpQjUk4xwyeYvGM4B1UcIrtzlB1GmG4CvenIskKrgaLe4PIB8eELUmkI7BPdmnLpKLoerinylYPQEWVg+1wg6yVqOceqjPAlNmxI69EYJouEWghibxGDIBqBHyDKQ8LLB4hhC3kgDIkwu4ZRieHFA5Lfce27RxzeWjK8eMCusYRqH50jcXGCmu5RqR2ph37wRH+F3zhcD15UiJTADeMWIYBCffViUOQskFaRXUYKTRAdvrskXDV0g0WWJebuTdZ//6ecvRJEbUlxQ5Id//pf/A1mukfsB0wBYRsRImELgRg8edNj+0gx1YgMopCgKvbKCUd1xc3be9SyI8cxDh5TxtnJ2NLedBAjPo0CaR48yZYQQTUXo/AoJLHdQfSoaJEIkJroSoSSZFWO5qz4/3ET1f8/PwJRFbiU2eSMkJoQe4KTJCkhD0TvcU5CjgjEmI9QDgZG/kIIZFmSWk82kAIIqUeEtyrohSErASEir/pR9DMQdIGMDlmI8csfoFaR4AJaahySbBXOqFERHxo0AhcFg47ItqUXidzskCqQVYXbrqgvHyLfuY58dsHkn96CXlGxpVveAJEJTUsja8roON0VFGbD7mWHild0T8648etvspzA4DuKeEG/btFzjZk64tXARh+yVwcqOzKslEkMcoUcAmobITd4uSK651y9HJAn72CuTZnst2y/iMjpAeWdW6juOZGK8KLHdBI5m40dD8nhjUdOPEXuGUxBfnKJvTND6n3ElaOcSKKsWWeBe37OutljataoyZLQDojJBBW2uNNLwuyE8Pw14P6d0SxvTvE+ooSD7hXMDvGvzmBIuKQJ6Zy+3cLyPvNvvY1pnnPx0QPCUDFzGwpzQFocYkqBigPJ5bFgptsSo0JXFvEVNt4ogTQahEBoPRYfK42ylpxBKIUoamTy6HLO5r1HRG8oF5bJiaJ793ucvpLMZxaTA0nOyLMjPnwV8ZsdUkF/MWAFTO7fImSND4FhFzBaMlEFvZQILLXU1LXh3u0lq+M5qbQo3xMSxJywckBNDehEzgXJCKIa46Y5O1J0eDRS9iNmvqoJTgIdWSSCgKgUMdek7IkI4s941L8WowSALgxxEJjUEYqEpSR1ESEdyJKEQApBzgmdAqJfo2dHeAEqRHQRyLonxwnSdGRhwTuSKRFDx8R66hgxUrApxtiq9pBKAf6rtLrK6FziYg+VpWs6RJSI7InCIrPAAKGqMF1Dtx1FKxciOShWZY8MA/nlC8LxEreumB0seP3hwKyM7IoJ4sunTKeRZ7FkNpmwM4bri0yZHd4nXskp93/lFpOwJrqIFIL1acBMSrQ55IsPnjC9NmVfJhYHK3SdCU3CX2xJZUXYdazKwE7dI+zOudqtOL7ZYZuXkAPNmaC8e5fkGnR4Qj+7iT/fUW+eMRzeoNydwZ1bpCeQkiQmQVo0lMKT5xP8g0co5egqyfrjU8Tx2yzfUAwXSw625+SZQTx7jN5fER5vSNdP0LZBPH9CPjohff6EvGeIfgXTKfliA3WH0/vI58/w8yPk049R9XWKvX2OvjMlvnzI9uEV6dqEYlGR5kuyhVp7Yn9Kyok+QQoCETdjqW3OuJwQyqKUGLmHqkTJTMwRHxNSacgt3tZjM7Z0ZOnZ/Ojv8VtLfTTFHhyw+em/pe33WL1RMj3S5GaHqebsWo0UNcJkKjlBKEeSkv7xGT47gtRgHGZi6IJFkpFKMJnPON6bcHRtwtGeQHSOAU3MkWpikIUAn0dgTVZIP6Z+gwqIpL/SaDxSphFfrwMqZWLSCOHJcYaRiTS0pKgQlUWmn8tRAsRuh0o9WknykIh9BC34KkNCRmBkIOORWiKSIiqPNJGsLCkA6YA8RJRzmH5ASk+OkewHYpjQihJR1RTaorQiKj3GsQHpPWXMgENKgehHMEwhDYVSiKRAaaQRpP6cJCK6UCQhUEDOkeXJFNoLhrfuEdyO1c2Gq3TIylywu3mf+HKD+oUVu+oa15eGCj/yIXpJ6DOtz3z3jRmzlSKGasTNRYFYVAy1oW2ecjQPyM2Og9sTVD2BizUcLPB9JLUCu5yzzjPa548pdebG/SV0EHZbdk8usXNLKSJqMUUOAtluKHSPO3kb1Z7Tin3C0xcMWbCJB0gzJcslsgnjanapaU7XvDy1iMMT9g8uSReKqr9C7AmyCYTFIeFqS76+T758CBdXsLdAPH1Eqo7wZxHZdcikoRJ0l2BTy5CmWP8Yb4+ZH5Qc3VvQffYpm94yvRZRxQ2KiWBSRmxuCb3DR4dvN6NHoP8qgJcUBo2UFcZkpNEkAUoqAhUEATKP9KNYUCSPVAqkBgfby2JMri5ntJ99Tu8kR3cOmR9YNk896uSIYlnw+Z//CcFkSlMjSzHqYm4gKoNYrUaRGoXJNT60SGkwZU2J5OR4zvxghVAV3gVyVlhlUUYgkoWYiSnD4IkiEXJAWMbQVuyRWhNlxnhP9pIsR/FUCIWQPUmO43iSARUTcvjZjvrX4mLIUuKRyKIgN6PtmEIidAapUTlQVpLaFCwLPf6htSLmgjwoIBJLTVZnCC3HDUZRkFOBshNyNsjkxwYoJ4g42uDGUcT1OAJZWzAlUgToM9nUqEIT/MDGSQgDIgSCj6goiR2oAHhPiIkQLfPbFX63oTx/gqqv014oFgeXbC9hdfYE86vvUJ2eMaszXcrsHYZRIKsc5zvPrW8fs01ThqdXOCxtC7t6hdk/oH96zvNLQWxrDpaW3LWo4QIxv4FZ94SiwEwEFy9Paa8aJpVBa40YWlJ1QH/RMLu2wFajFpGursjLGf7yCtl11HPFzi0QrWF7cYPL3REXbRwbxp0g7MPwomXzdMvFtW9xcGPOatXjLgE54LNAnHlIBh07WB0Rn5/S65vk+RFcnhOPb5DPH8PkgGgN8eIF0QdEjrjQIZWgSXe59Yt3KVaR3ccfjhshPydN72PrMeU6bFuGbcNw/pzmbItzEp0HcjHBGjVCScRInopSITSIAsCjxTB6DLIiAlJFRFmSciKLgZd//x7ZR4r9ms1PP2KzkxR3bxEunnP546cEnyj3p2R7yB//z/8A3hGaHdEZjKgJ0iKyo335GjFTTCaKGDuUFQgLclJQ1orFzYJKO3LnwSocEl+UZKOQsiEVCZH1iAGIGUNGNh6TCtCQS0tGk5IbW83kBGQk5zzi6ZtmtIxLBQiy9T/TmfxajBIiR0wOIzdgMUcrQRw0xB11kUkIrBQYHLkryNaRbYEmobIFrTEqEPsJUjdIX0NucEgsDmnGVVH0EZ8HfO9RMTF4jSoKzLImoIjblmKiwIwOvG3IlJMCEzM2Wlz2SAQ9BYWJeBI5W7RN5E1GtVNKvYV7BzQfDywPtuyelxz9wsCgLcM/vE86PqIKe9y8veHJYyguOi53ivvfrKgNDKljWO6TNh1xfoS1ji9//IT57Wvc3Lxk/vY+om3ZDSWqLtDNK7yeU0xnvPxyS2mX1LNEMVHEmOiuEvHhRyy+dQdDJh5E4lqhmkgwkj4dc65O6D44p1zNqGvYdQPtsxf44ojPi4bX7665epX4rV/KHF2bUGxfYwsPjRjHr01P4Aap8Ihth4gZma8YrMFePaQtbmLbDX56iFyWxGaLmkaurgyTeUOOU8w0c/KtFcL1rE8fIFJEzN+k2KtQ8ZLCKlzX45wj+UywBl2vUKnAloYYQElNzAMU9WhgI2FKCVmQo0bkEcATtSJjETKitYUcUUKgfEEbFatrK3affEFxWNO9+0M++rHEFBV7eyfcfXuf4rjkg7/9Pk/PPCqBnGa88UzLkrRO40p9MkH1gfrOdbrzc0IvKeSE6W7g/jsHLAuBzQ7nI1lpZBkplSMpS5EHfGtINo0GLKGI0SBqCSGM4mm3I2WIUaPYEr1E0YGYI1PElwUilWNpr+oR4mc76l+LiwE51qyrDMqPPgRMwCdFDgEr7djdlwq8KsnF6IKOyYICkQJ60CjtkNEgcoM3JYW7IkpNsDUyOrKxFKlDaUsfM1Z6otK0WlNIiU2KIWYKJck+YLIkRYlyAyEJRGEwLqErQQqZnARWCTadIwhLfXBFmP+HpM9+yPQNzdX7h5R7L7j4IKPzmvq7b1Oef4ZeJjaPVxzVp7wnDIsjzdQsubiqKUVLKVp22VCrjuHZl5T7c6wfYDJHEumrJZXKhA6EkXT9jvWX56zu36MQO1w7Vv31xmKevKT+1l1k70kTRX4m2KzP+PSDDTu9h51NoHvCZrNhtldzXBXce/uIL08bjr95SmxmnNyLfFZEHj14wOrg2+g6khuLng0wKJ6fRa6aVxzXmcVCkWUgyQqTDa6bEYZXnF7NCA9+wo133kHMBbvPH6KmU5ovXzN/Z8bB7XuI7U+4vFoi9Ax77RjleorSEXtNGhLBDaQ+keopFkGKAWMSJIHUGiUFUZYYMdKXhEwkb0eidEokY4jZo0IC2SGxY72ckojoOfv+3zJfzfCPn5D3Cv72D/8elQzlrOLgxnXmb92lun+XlAz/+n/4Q1L0aKFIBEwnGfwVwXlMsYfoWkwpkOdnDAMIabCFYnWyZO/GPkZ0pCDxQiJyxghNzhE5ZIZk0YUcDVLlQOw0QiZiMJA7YqoQoiflAslAVBMymSgV0nlEKclRgujQMpFkJIafQ/ExZ0BZlN+NbARTkTIYIElLwmG9ReWOIYB2AjUrQOwQaoqMiagSKo218EoLFAM57qHydoSFGoUg0kuFsJ6i99gESjv01qPqAqEiJkiitZjUkeVYCosCh8KmgcGMv08pNL7v6C1UpaLvI+smcq37Antjn+HzB8xvZS6+r5jcSWy2xyxefELjC/yLDcu7S86aipvXNvSqJrJBh4GOEpUc8uiYbvuUR48Ch/cNAsFsfw/XXiAqQWq2qElB10OzyyzeOKHcviRMa/TN67gXXyAvLpHXK1Q1ILD0Q0m32/I3H0Ru3rnB/ZNrVO6K9plnb7Hg9HTDZ68b3OD54mXPd9465M61JVK+5pt2yQ/f/wX+9C+uEN5x/+7AYb3PbL7j5myP5dzxOkoeve9wuyf80m/+M6I7p9v7Jh8+fELXJr7/56/4zyZ7HB1XMDvBSs3016fMbqzoPn4fv9pHNafU33gTubeHbC+J/YAPYUTCqRI1KZFZE0wiJYURJVklMgkpQGQ91tuhEVIjsibljEx89fUVBKVRArIqUCpghODywY/wk5usz1+w/vILPn1/Sy01yirmixl79484/vYdZivL88fP+PSxQ1qNigmDwFaC3EnUZMHQd9RFRjqPA0ATkkSYxOHelMlMkjEEnQCFVsBszFyYOMJek85kkYihIBQj3lCkDHmONANZVQgCPtWoYQPaIhOj4NlHoizQIkLqEWX91SH7f//ztbgYBAlcA3n8KkeZyUOLUqCkJCVLDB1iuWDPtKAmKNei/AphG5AzRC5GjkLhyEGQ8xKhPaKJFLElZY+RApUzuQNZaaKyiH5AVBUSCbYmdVsKqUBaNKMeUQmJCBGdC5QfS2JTTOM6dGhHbBea9CSSpt8lnD2mOrCsi1vs/8IHNHFGfvec5vYew0dPmH/jBrsngWoRudxMScPAThiGnaeeFuR6yuWnH9DbfU5u71EvZ8xMj2teIFOJa9eI1Zxnn1+g9ifMzEBuO5yFInnci4e4TjI9mVF0l/StRfuWNiSevCj5Z795Ddmdk06f8OV6wDtJj2PrAtFmfvBlTxN77pf3CDOPen2MNQK7t8fB7UTo4dxnHm0uef7jc9zFY66dzJnXUya+pwuK//Ov/2/ef/chuoCdN3zj/pLVgeIP/ugH/Df/9e8yrzLHv3HE8MknvH53jWVKLufUv3gX+gvC+hShK7zfgF4iZEAbTU4ekTOEhMWAAolEaIskkMW43kYoch5AGIySxCEjCoNidNLKbDEGouu4eP891k9e8eBHf8fzZx1WKxbXaqpdoihLlrdvcu3bbzA5tgTj+W//+f9ILAtU11FPJqiccEOPmdVwvsHIhNYFytTsXMugLGXKfPOtI964V7FXBlyK+EZB4amXK5LyiNwSpSIjwCcyFikFVvZEZ8hZIlOHtCP8Jks7amK2gBwJVEgxEKmQ/gpMhZAgUo/OP4cvBpEFSoGOY0O0UIFUlBTBkbzClIGptCi/JpUVKImfzkcR0gi0FSTR4WNEhRsIcQEaVOoIMpJjAD06FGVVIs939F3AziRKGiplyUagNmeIaobwLdoKfKwRYWCwFikHMgEnJSkGFiKxsQntDbJWbAdFUFfE7jWlfsA2HDJZf0BX3aYanhK+uc/5372Hu7YkfLDh5B8tef2TK04vNPW8pI4CU0/pa4PJHVt7xN5EopJiIlpiMkQE3kzRtuPpZ2dM6opZHh1+CktQC876geluTX20jxSWprcUtuFqXfLJ+y/51j++ifJnnO8cr1572uxIPrFtPS4I2iaybVrMVLMrFOHlhl2AL9czykXi7MEzXj17hFrd5vEnH1IeHHLrN/4RLz9/j88evCQETxF7Ot8hRcH5boPUmXc/eUx0A0JN2WTFN/7JHV7+xY/IyTE9PsLeKTCLEmPAuxGhlvqeJKcIAjlppBqJSkIIcsp4DVZ8paCL9JXnJY5iHBkVQZaWEDqwFimBZCA3yBK2H32Ps09POT0TnP70AX3fU2iBkhHZKcrVEbOjJbd+5S7lPJO15/Fnl8ioSYOjUhYhNSkMFEJCsjjbY60kFSWyFHBlCCGjRORoNWVvMSNqoFd4PWBJxOjIMpLiDOO3JBPIIqKIKF3iunGLInxHVjWjVzghfEAYIAmEzijX4rVF4sZODiGIUo/QGdTPdCa/FhdDFgJvZ2QMxXBBdmN6sh+g3CtIux3aONRQIueRPClhaBDzARGmYHpMGclxRvKvSWKK9rsxgZkLslCkcIE0htBucRpcIZlISa9KTOwo8hJXTikQaKOIg0KWiRQUwg+kpMkqIMsCG3qapEhKIYJG+wZdSD77eM635teIV45p+DHp3j/BfPQR8eSE+N4n1NMZVx9dMXvHcvqJ5ImfoqeeHkvsPZMbkvblJc+d5I5OpPKAo6kkSJCdR5gZKl3w6GHLzRsrshuQwuJUhVIRwoDaNUwPJgiZyectxcSw7hY8fLXhO79+hETx9FzwaJM5mglu7u3RPYnM9kuW1ZTX2fDxD3+KWNW8+tET/s3mOdd/7ds0r7/k8/cesrz1TT5/8gr1+RXf+p1fpb5zwo//6F+RzAxdCebG8Ozpa6KPDGGLKir8ENHzPX75V7/Jf/JfvsOse8CH/9v3Obx7j8UvX8cYjcotwjl6n4lBoIzDBShUR8ol3ke0KL4Crw5oK8hCjiq8AJU8Qo6zdRaOvN2h5odjCEtUCFOSRcPw7Ic8+osf8+CTgU3jEQimtgLv0RmQgvliRTU54P5v3GZ2o0CvKuzU8OWnD/kX/9UfEasau1mjtKSSkjZFUlXhmzUJD4PF5IHdFvosQQlu3lhyfFwhU4vvRs9BYRR2MkHODXHbkoUhTUtECiQ3Rdh2RMzZGrJHYskyE6Ql5w2gSTGhREJGgdcSxQiOTQmSy5gqglM/n6MEQNk3I3OhrqHpGIIkyYQZOlQ5xQ0NEzmQvSZv1ojFdIxkS0sm49uEJiJEgZWOiEUQMGnAmwqZBQMj8ltOMpMukpWgGDpkaUDsKINDyIpGZpTsEU6iJxU4j+4GQqEwvsVXE9j26Aw+bEnGkH1gu7O4L36ILa7o999GP/iE4q19dp++pLymePqxItkZX1yccG1yiZxeY+GvSIXlah0YmoGh6zkpaigqFnt2zEUgiWmDTJbHzzoW85LoHbYoSTKRS0nTOIp4znJvDrrEtT3CGIYw48uPnnP81nX67orpsOPVVcFRIbmxV/LwoSOJGeWi5N1PHuH6iDAJtbvioo0cvXmPi0dXbNcQUuD80/c5Wr3F4VsnXL16l89/8h433v4Vri6e0upLzh82rO5f5+zzL4gEXLdBmDm/dPeE//g/f4PpF3/F5cWc6eExi28UI7WbHWGIpKhBDwhbEIJBaM+QDRqBrTW+6RBmOoJ8dUa4AHJ8bvsYxmIgYbFFRjJBVYrsI0r1OHfGJ//rH/LZRxFHpuh6lLZUQSPrRCg1tVAkM2X+xk2un+xzdFKgD2rkwvLH/93/xF//sB0P29Awma5QMpJTRGuJiBFtpwidKFRGp4IUGnzKVGROjg+YzyUxaxg8WQyAAhPH6gyVMVYQhoSQCmUFMckRV5jBxyla7UgxEN0Yz5bSINVAjjWJAflVpkdlQcgZpRLBQUyaSvU/03n8elwMGbzUo9U4jU3SMgjk0OPjhLoE7SRel1AVZKFHOk0cQASSWpLEFrJG9QMUU7IaSEGQJ5a8jmQcNkSsC4g+MliFjhZRdBReMDQalRwqQq3D+GxHI90AShOVQidJHBJKDPjsyUkh6jmhvcTEikjGN4+IR79N2fyE4d5bxEc/QBz8As2jp0wODeHTxN1//4j1ZxV3j095+GLDaj7HyYHnX3TUhzdIylMtp+imG4t3JTTNHn3XsljUGJ2QJBwGJUccXaEioavQYkIKEqoJvk08+fgR07ffwOqISTUb5yBpDg4PedII4uGWhx99wcsPXhBkRVIa3SWMzKjaEnrJdvuco9/6p6weHDKs15R3jvjiL/+S6999k9XNgnf/+h9wTU+xqLBVzdlnL+jwNF6Rteb3f/93+N3/6D6L9IgPv59Y/NINTv7xEZxt8OECtKM3K7SFFDQhRArpcdFhVUkIEDYbZDVFhDj2ZzqNEmNnafKKrAu0lAiVEGF0jMY0oETg9Sfv8w//6kO6i556tiQ3LaW1YxLVOFSaU5/cR7YDR+/c5Mb1inI5x9xZMOiBn/zLP+RPv+dhAKs1spyQVSaKSIyJOEhUEen9hr3pEuU7eulAW1RSXNtfsj+vkb4lK03wCmVqbJVJZizhVTohwjleFiPopwSdIllqhFJo2n+noyXRI80UYo9MQNyO1v6cEa6nFwuwApl7VB5XoCH8bJTor8XFIJWgEB4lFG2U6N6Nz6myIA8drS0pC0N0O2ICkwPCJ1JaMQSLiWssmZQFqTAgHNAipSX7Do1hUApND1pCUSC2DkxHNBFfZNSQEMsK34OKI1PXlIoUIlGP2Png0ji75YBJiSzSiO+qJsTjiHssePdffsnv/O7rHE4AACAASURBVBc3CYcnxPMXVNePGLZXcKkwTrD6xpL20cDh0ZqnnxbMv/Vd1k9OOT1vWR4dokLL8nCOiFd09TVsc4WrDmhef4naX1LYguQuUZMpwTc45ujNGlFVLG9M8U2LKi1dm/m7917xzV++T9FtmUmBH2acDZbLoeNP//qnuF3D8f03cX3Fav8Wl2cvcRniEJisrnH9W2/Qb16wf33G87/5e15+8SGl0dzqvskbv/t7XLz3E15fwr3v/Dqf//DvaPonuL6k85I+Gt669xb/we/f47d/refRn/05Pxzm/OI///eYzh06eAa/JfhIWyik0WQ/gM8gAgGLDIohOZIpUK7Eu4TuG9J0gk4DaI3MiSwFMgcikxGoEgRR9Dz4sz/h4uKAaEtsnyhtAUNLiBGXIsV8wXJaM793zLWVpZ5VqFlGVgY9GXDlhH/z3/8B/8f3dkyMJhmF0gYZB2TS5DjarqWA1kWqqiIXFgSYo0OGT15R6Jp33j7m2k2FVGLsmUiOeiFHV6Q25CGQbUHODQqFnnl86IkiU5DZ9gljEzm1RCxKa6IIJCGwRpDUCPXRfiBKEEqicgIyPk3ASMLPhmP4elwMOYHSFllU6D6DaAmFpU4BZTxdrOlUptAlknHWDGpKkTVSSXI+IagWmSIxezIZKJEuk8QBWVyNCC4sWQxoFKEQBBEwTpGNRpaJYdMhZzOGXoy78MEjjYChxSERRSa1AaUNwpQk2SFkic0Dkxc9uc08eCD47bd+DfnJn1PNoPtiQnV8QXtnQZXXnD47Z2bnbB47rv3mMef/8D6+rRFHU0oEejmh0i3OlJjzF/i9Oc3pE5TVlEkg3SUhWUIckNIQt2tSNqz2DwjinKgirLcIdYTfBvZFQ1XA6XPPe0+u2OYpDx58zPWTWxx+4y6Dc1w2L/ApEbqIFApZVBzfOWL/9k1CPOLZZ4959MH3EGJO215y/dp1fvC//zH37t9jdXufj3/8fc62DdVehZAzXLpElZLf/0/f5Fd++ToP/uRvaOKMt37vN5jLK0hThu2aPhokJVqX5NCTfUaKAa1qYvLEHMcWssGRpUKFRJqXSB++Mv0IsgaNQtCjU0dSPd1uy1/9L9+j7xbMDzSTY5jfuM3myZdIY5nr/4e6N421LDvP85417uEM99yp5qquZrOb3U2y2xRJUaYkixAt2XKkSHLiOD9iS0EMJ0D+GEgAC/kXIAGUBBDgGIgTx0lsyTYSAVQsR5Ys0ZQjUQxndktN9sTurqqu+dYdz7CnNXz5sUuGkMiSCMgAtYGLe7DPPmcfHJz97bXW977Pq5icm7F75QL72wnnx5h44yJae5TXyM4uP/uf/ze8/JrF9pB0hCRIGCh3J+SloCYD7TEESRR+im432LrAzuecPVxSWE0xtexdXbBVa3IfGMoRe2cMUAloUMZByoiaIGJIQ4XK6xEckxOlS0AkqQJjMuhMHgxGjYZRbwx5PRCMRYqMjpEsAe0yetMQssGI+5auyT+0MCilrgI/C1xg9Br9XRH5W0qpHeD/AK4DN4F/T0ROlFIK+FvAXwAa4CdF5Gt/4Dm0Qg0taEUOGVN4Ku3oThPaeXSzGeO8qwKRiqAsJUuQCHkbnc6QJChfoZPCmVEcpfWGJIIkhSiDNZo+2BG0ETXWQfQFWQYIGu8MMSbwNTEEYghURpHRFIax2tuCXHhsXCFuihoiGUVTTzDZEFca1d0nXXiG1b0N82t3aR4VFM0jls+eo2ss850Cs7ug//obPEoVq2yZhp7Z+QmT3ZLNsaOUwLC3IB4nVq1hvj1HkiWZHi8RlCG0QrQVFxeBYXlGDgFbWJSfYnxBEQa022Nzeo+XjhUPTlcsm0N2r13i8vPPcue1r3L7zj2cXxAZGFJkd7LF9s4WWxfOkw7e4uDwiBtfegk3u0CzWvLij/xFhrtvcemp52Dbs7n1DkfHx6Br3vcd30vh9/jyv/zH/Mi//VE+9jTc/cznsbPzXH/xfWw9tYusO0LoCaEe9SVeMBLJfUINBvGJlh5Li46JKCNRGe0xtiN3Mjohlcbmjpw1yiZEafrulBuf/wJf+NVDqguXKRcKMZZqukMRjjj30Q+z0GfMXKaYaLzdYI0QS0gbjw0BcRPc/pz7t9/mK98Yxja0GdB5gqqE6WLBsFkiacAHC3bUIQz9EicJaxP9g7sMqUZrz47OzFQL2Y8pVqsjDAXiDFY8w6aDYh+tl2gzukN1UmRXEmOFZkPyCuk8xJFqlnQkS4lRY4ZE8iuk9JgMIVqcWoOpydGSTMApTVB//KG2EfjPRORrSqkZ8FWl1KeBnwQ+IyI/rZT6KeCngL8J/BDw9OO/jwF/5/H/P6AywDCZk1JEewWmJOceXVhsAcZpUoQ+g0SP6Q06yUi3YU3yY25DSqdQTIgbi7ID4mp005ByD30iDxvQPVY0yXmoFVUGawq0S+TNGAwqLmMV6NqgklDoRFQFUih0OyrwonYw9P+qWM26NZ20xMJz+vabbJ17knJzn3bnMt69Sv2d72f92wc8cbnl6P6G3eenHN9VLO+fsr27jdvZovYWOe2Z1g3LY7h/44g4KJ6+VJLCil4mWD8nlAPdqmdYrRguX+T1gwPu3H7IE1uO609cpvIJdMtkXnPjwbt8/pUD1suSrHqe//ALvPrF3+ArR4f0Rw1+2zCdVRzfO6AudlkvNzz/fR9nffSA9cN7vP3ODaLUlOL4/r/2k6xef5vDg4Ht913k8//8/0QY2CoWDC5x+cXvoH35N/kvf+qH2N874eVfusXWlQs8+f372LIkDkv6tSWbkpzOYFKgdUNMBUkiIhkVAmZQRCLaM7ZiTYUmjDCelFFWj1ZpV1GaDZsh8Omf+dv8P1+dsT0XPvQDn2B58z7l3g5ntw9ZXJhzZa9iUQdqLEEnjIuoQYhmhk6gSoO7uk26cJnP/g//M//wl9fYPEPlBuUMXieM0aTVirDpsNOSIA6nAjn0+K0Zth/oz3paKSm3LpDPDnjufVfY3Z5DGmjNFCMtbididUWOGVM5dNqQchx9Fv1AcgGdKmRowGVs0sTUIXaOYoNmTAN3StObJTFYEvmxQkNI1IQOtN5giwk5jCDZb2X7Q1UPInL/d+/4IrICXgMuAz8K/IPHh/0D4MceP/5R4Gdl3L4ALJRSF//Ac2TBpZ5iyGjJ2BSIyoxGKgSGhO3zuKhWRLID8Eh0qAimWxOVQ+c5blAYq9BmJELryBhIYTzaliipGHLCGpCQCGEgkOmyxtYWkYDuW1KKDAlC0mOHpBtHGbpQaD22yLQeKPoB2zZYLdjHPfCT//tzyN57cE/vM1neI0w/yObGMZ6e4foH2f2OJ1m/8SbqyWcw5YRqZ59paqFQaB9pQ8VSFeTZObbPzWiVJ3mL9XCyOSMbhYk9i5nnveUhz50r+fAH91mXW/zz33ydG48iTaNZl4rPfe0uq96w88ycy5fOc+vVr6MXFyEJhVFcPf8Ey4PbtG1E2sz21Qtoybz96tc4PDpEuRLrDNdfeIYbv/6bbFaRy9/1FK997tMkXfLMJ/8i987OOGzX7M0LPvnvvp/Z5i1uf+YO567tcOl7P0hmQRJP6EAk0B03pKKAoSFswFgZhUdKUEFIKZCaDaEb6croCgktMY6dFo0GPS7W3XnjK/zXP/Hf88Y7NR9+4TkmumKxtWZ2YQsz9OxcvICXTJdG+EnOGe8UJmt04TBFxs8WFJe3sTsTvvD3fp6//6lTUpfJrDGuxFlLIpGsYhgi2hlUysQ4EHOL6ALbJ6wr2Yiii4G8OeGJ81O2tkvIAzEMlP0JzmS0raDvEVehnRAoMAGsJJTu0RgkbzCVJxcOSRllS9A9ojxK10jydHE0WlllcDmADCgjMHRoHUacZTpF20CK/wYp0Uqp68CHgC8C50XkPozFAzj3+LDLwO3f87I7j/f9699XMjEx4uJRxCSoNMqRc9/TJ81qIYQwkM46aB6MOnWXoBy17tq3KAZy0OQEEhOKAnERMVsYDVZplFOoAO3xipQ0WSpcFKz0dHmEvSRjyXGUu0pt0V6hZfRtZEmIMKLDigpfZKrSUmpNWRpkb5vf+vyc1av/BLM5od96irK8RdPOGMyUnclN7KPf4bSdc+tXP8/WvGLuj4m6ZDg+ImZFOO1pbz5kZyLUvqaaQX/SsRkyznlYjYKdemcLZSaYvqVhhms7nvzAFd64u+RXvnKb+73FVOcpvaFuCoI22K0dbNDQCtNdT5NXNO0IAam3J1y68kF6HVkuW6JYZsU2565fIRKgWLB4apeDb7zDapl48tn3c+n551B+lxee+BCL6iHuq7/Oq69saM2C7e/5GFvzDmvN2N1RiZgNfpLQYsi+grghiiLFRGpbJHSkNBCLKaoAXczJcQPTHbICPWxQOiCsOH3wOj/3X30R05ekIbJ3KVNMt7j1O4+YnbvCerPB7U447tecacXpaSbWHtxIfzY+oUqH9j1qv+atz32af/gLb6FzoKSnsBarNhitKJRH9wldWqpygpo7UhvJuiDnjqHrCLnDUuJQkFacO79LteUJcVxMbUyFmzKiBqeWrIQUE063ZCfkBJQeZfyovegH1ABZjWE4OkZU9ijpEGsQJjjrH1vIDcm5MQG+KlE+klUN2YziKP74pxLjxavUFPgU8DdEZDkuJfz+h/4++/5/5Uop9deBvw5wvprgfEF0ChLYkMi+JC43ZDFIjpiVIeeMMpGQK3xOiFRjbmXpyI1Hi4NyA7KFcAK2IaYxp0LniPiMSpFcFXilyVnjXEcoJpjS4DYDfpYJrSAq4SQjXQcRXDGgZUIfe1xlIBcj/GOAzkQwFp+FRT5hMxg++999kx/+3/4m7t5nGObPkvfO6O8c0p1OyC9+gP2DtzlRBRcuzxiaAecyajC0Rw0nfaZ6z5NM8hKlC5rWo71go8H7zLDOXLw+pznpOWgPeHgrsN7KrDq4e/sBso4sLlzgoG1x7Ybzl65y9PAuqxjouxVxo9naLnnxz/8gv/yP/xGSQWth98qUMt7gG//y6wQrdEPDxb0Fy7Pb3Lh5B6oSf23C26+8xnTP86G/9kP8+n/7t3nh6av84F/+U4Svfp470fH0i8+y893XMXFJDI4+eXQMZKOwPpNzOWY+ipAX2xiJEHsIBdFofDkl0xAbhbUn4DypbSiiIelA3hjKZc/Za4YnFwv8M3OSnfPmy29x4aknx7Zxf49z165y8uAmuvd0kun2d9CbA4KfYesGKbYpr2wxpIGf+kv/E6cbg/MzlG1INlJrISeDdAG8JdsSQ6aPLcORELXgc4eIwXgBa8k5Yk3JpQsLFjuWidOcNj3GGuYWsGqcxpgFRp2QpCANAlWGbMjLBGUmu4xkwQBWK6IDkiangEoRlyEbTUgZMTVK1hg0sfCoAOQJJp6BVgyhxtl/A6G2SinHWBT+kYj8wuPdD393ivD4/8Hj/XeAq7/n5VeAe//f9xSRvysiHxGRj8y8Jw0B0zpUkLHqDZGsPT0FSEad9YQsYzvGZsQYJC9RaoEwOui0kpG4ZJoxiySCcY7kLamcooOQO1BhrNCuFKIzmHUDy0DEM6wySW1jjEFXNVnAemGQio4MQUFQY8U2lmAc3jhKm9CuwJsCV2dONrB591PECx/FD0ds+SXz609DEIqupV0kiiue/tEG8kgC2qhtTlPFYCdsqQZVTrDejXQev4ukNQ/WCXP1GZa95+5Qcjh/nvrpZ7gwhQuu532XL3Lx+nmODo+oeuHi5V269ZqHhwccPzpgc9Kxf+4S1y5fQ/k5moyogWIyRZkJMQnDOmGTwtae+w9vEvuKZGaYUjOdnQNXsrX/NOubllk540Pf9RFe/cVfo28Gyu/6s2x//BJWemIo6ZMmkwmDYmihE0sYGvqUR+zaZkkKgX7djlJlX42qPTshuwkpa4ZkSWj6NqLPEttGMam3uHx1iycWivCgZ7j3Nuevvp/lwcHo+Hz5gHJaU8z2MMnQtzW6b8ippNyx6MWC8omC08MH/Mx/8rOcLccpYgwb1BAojUdbQzUtcJMCU4KWTOUtKUZiSqNfxk7IONxkhnW7RG25cG6XnS1FWTtIcSRnNQEzcehZTXaC7g4wTRql3CYgYYpuI8pHVGzR0aCNxWSDRIvOCasNyibI5ej7cIxqm9SN7clBUDGC6sgEcjmjzx6yehyZ8MdYGB53Gf4X4DUR+Znf89Q/BX7i8eOfAH7x9+z/q2rcvgs4+90px79uExTKa9ANLgWGpBnyKDHyNpCKiuj86I4MGiiRlEB5UBkTBnReIj6OczCJYBWkCWiHSQn6diQEG8h4AhAHCG1Pb83Y6tEJZTU5nCFKs+mG8QsSi9YWbIkuRmZ/oSK6bzHmseApKozOOGPRhaXywtf/zqvgtskG8LCz/YjJ1LO6A6/80n0W167Sdi1hdcYgHbo/QxxcLARthay2eNR4NvtP06kF66t/DjN9jnvLzNmZZr51mWv9AergJl979Sa3Dk85vHfI5rDDVFtcfe817M4+y80DlPFobdFKWB3fY7J/ntCeELpxGFqXBZuTU27e+CbVbEaRPPvTfRBHTJHYtUy39zl9802cLnnq+76P5s2v8OM/+gnc+SnLtaJYLNi/6LFnh0gQkgSUNkhMiATgDNWsiXpBGSM6g2MK6xV2toMUllQa1MyOw84ikqKFdY9bNSxUwXTnPDEnhkoRpiWXr1zk0vYGt3iK+c6S8+97kapULC7tkh6+y2RvwfTKBQhLGj1FTfZx1RZu1/PSz/1f/PTf+DXeOS2wZYHJhlorps5itMdaxRADMWS6kIixp+8GXDUBpSgLRe7HFOqcAu3pfbw3nKw3LM7vUc5Kkgqc9J5o7ZgKHgQlJbGuiKUndQo1VJi4IlsLySF6ihkyMmp5ScoRlSOEcaSaSOR+AwSUc2AFtEH5fmRaujmSSxSawguqLNHV5I9YEsbtjzKV+G7grwCvKKVefrzvvwB+Gvh5pdR/BLwL/KXHz/0yY6vyLcZ25X/4h51Ay2PgidO0MWHzhqmKNMqBrkjrU7LSSK5QUYgaxBZEN4G4Aj8BbXEpE3SPiRrjCvAr1LobRxGqp0cQkzE6oZoBPbOowqBEY+KA8Y6kwBqDSEQjj0m7ipgFNTRko+m7zLQyEDx2COidLaqQGNqW7D3FJiKl5cbbE6586n/kwo/+OGb1JnkDbuuE/uaaD314Srj3COUmbGLErDuWh6eYrT3SfIYoQYUNerlidXSA9zXTdMRs7tCdcLq9zc2777Jmi9ffOsDaLbbqPdJqyd5uTbveIF3L/dt3yN6NydmTimbZs9jeZ3X/AU3qKaclu37GE9/5A7z6L34BO8l0Q0B5xcOTe+xfXHCyati5VlL6gge33mT/+nsJD+6yudPzjdUB8yuZj/7ED/OevUxpGoZQIidn9KUeW2gM4xTutKWohNz3DMZCr9GxJbnZqE1IGukySQZSskxSwVZZYFwawTySyHmNn9akFHHbC64+tcAsT8iP3uLma09wsv4NXvjzP8KNl7/MzVcSz/+5PUrn8HsXGZqBsOi494V3eP2dUz716TViS3RYk6oaW4xkMNf1EDsGrdEBrNdjwjSe5Byr0yNIjuw0ulaUwJASQ/RsG8f2Vs35bUMl0ESPcp6FG7DTGnGCEkvKPUrNsH4JzpNx4x2/SuQAmJE3QRpQxXjtx3KKjgHRPSYrBuVQQaNliVIWleZYO5D6M1yhkS6ODuN+xWD/mHMlROS3+P3XDQA++fscL8B/+i19ChSkQM4Km0egSNsalIvIuoGiQNoBoxoGJggFMXaU/RJtHZDQ3pHsaFVN2mCSJytBSo/qlqBnlKbDocjG0BcTlHToICg/gl6V1dghkUUhzoIMRBF8zmA9MimRLlCqSIoVlgFjDaoZwBd470ihR5RBWSEinN1ac2U4JvvrRH+MdBa7aEiHNWdNjakSRZc5PW5gfg43neCHFa2fsTpryHlgtl+yM51Qnq14eDTjwbt3efZPRybbM956eEpeGNTWFg9uHKAlMJBpQ2RzKWBFQXCc5BVd5yi0JjrN2cmS7XqHZ5/7CMuDd/idT//v1FNHCgM2gYgjdB0P7q1I0XB674TymlDpCp9POT064Pa9N1h8+BO0mxX6ZM27jeG9kwWxc4R+iS53ySGSupa4dmjV07CLKxLDRmFdxNQemiWZCmqLtBt6dji3VTDVCYYlyZTY3oHXiBr9BEZlcIK+dJ7F/UdsrTrinRskveBr/+znOHfpWYrFgi//0m/xiR/+OFYbct/x6CSwPo0kCSTSyEWceGQzkEtHoTQuamSqMaaEUuibgDGQSk2IHRI1KfZoU7LlNTIMdMlSbddoq9k9P8E4w6ASoe2pPThv8aJIQyLmBms7yJmcE2KPSX05Mid6sFZDktFSDSCGnEfYMSZjo4FKcHEYJdMyJbuASok8DDjjSDLqa0IuMSrg9Z/E7EoANxAkEYsa0/RIMUWSwRaaQit0yjQ9DNqg+xVGDLnPZGdQDhIZesH3GUVCSYNkBXkzOu6GDpFMchaVwOuALaeIVFCMSkadBVdaygpUpSlKj64qWu3wIaFCxgLOGSKB5KBJnqiEGAeQTKhqfAWIAiJp7cnqKnarwbVHFEPPbG9K21ZozsYA3XpOKKfMakMZT9lkxfI0UClhsdjmyqSgWB+TcsekbGnnjpO7RxzdvU3Tt+xpTXPvFOjBTLh994w+NazfOIQhY0zB/tYl9hbbmNIzXyy49e4ddD1htqgo3JyQAn0f6ZRGFW6c3jlPCJbgHTKrqdWM9146x4sfvE6xXlGXNdX0Iosrl5hddDxxPmLXHb1JyNY5svZEnUmbkrJqSVJidKCJGj3zqEqRUiSoGVI52m5Gu7Jcn0bm/RKsITuN0RYpIPmIcQ5RGlWOwjVnBVM5Ksmc39sm5xPuHp9jvr+LLgecmhFVQewiev8CuSworCNGQz2tCdqhej0mahuN8wa/V4MuSWmDJENVaTCG7CxDHL0rMWnQsNkkGtFEFBITtRMWkym6dPShw+YRXqzrmj6ODlCtE8J8zJh0BTpNUblHtMEag5IBXXqMD+AnSPTAmAYmKZFVCdGDTCErshnGtYXcofTYcs9JMMqg80Cup4yrl3/07duiMAAQR3y2ix1MJjjVofsBFTekLjBIRPspzjiCLVGmJhcTUgZlalQ2iFekcjTXRKlQokibgLgC7T3JGAwjYGVYCalX6KrAKCHlAbSnRZOixiVPyBk9RAqtCW4MDBEUm9ZQBAXiKatRrWZ0xJcFRRfGKm49RlXY0KF5iF6fovavoqfC7Z9/g3vffJc2WJKrOFlltq1ikld0SfHwJFEXsLszY3fb0LWjq66ZbXP7JDKcrvjGjbv86udv8KWXv4me7qB0z1nacPfsFr1qaTbC3pPvZdP2dLll/8olqkLRxpYUIMSBN179PItnrnHp+eeJrkArhVWavhto04a2GWhNoF21pBY+9NwO73l6zv2Xf5unLhg+/oPfz4demPLCc4bre4Z6UpNmBd46/EShuha7aUndEeEsAQY5FrwGo4V8Flm/ewbdMZxFrkyWPHV5jvGZ5DTaO1RRjA7SJJAKUApTMjIQc0AnRXF+n93zW5iuY5ISWyz54hdewRuhriKb++8gSjPcvct0sySXBYf3zhi6hDUB6xVV7dASoO8YmgZkZIHktEFlhepGc1ZqxmSysrIo0fjaY0xJ7gSP4dy1C+xdnlJEwfkp2VaUE0VZB5QVQi8goGlJojHNmJFqKkUOkOKGHBODNIRc4nOPKXq0TjD0WKsQIKcG8gpLRg8K0KCLcT3NzvBGEBJWd+hmA3xr7spvi8IgKCxQRkOQTB4ikgciwuArslaItqQ8MDRrjKmJagsjgtI1g1YIDckqUlSkvkfrHpNatAM9nI3DtkYoQsCliJ8XmNSNuvKYRpBo16NzRKVMWq9Hbl40KF9gVED1GZMzrkxkpyD0DMlgC0DV5KwxJWOadlHgbM8ghmwuk+tdXLhN8Ls8PMwMQWObgc1ph0unUGrW/iJdF6mqgtnco8qBcLbGKMvJULBZC2o24aU3HvHbN1uW5ZQ0n/Hgztusjk/pG8F4B4Ww6Tqa/oy969dIq45BVuhpydBZnJ9iDKyPWo7eOmT7mat85MXvxfmKFCxBxu9xaBtiD0aV/JmPX+XaVuT+2cBiWo5mKHfCah0p54EsBdgJ2ivUYoJSHsHR9prYRRIRZGDYMjhrkGBpWsEWjspNuTDTOAyS+nHVXYOkgA8abR228NgU0HmD1iXeGZjM0PMCowwxZyY+451nlYR+LTy69Yi6qrhx85D5uQvYSUGY7dPaPd56KJR7FXo6Q8VIGoYx37Q0OFfjjKWsK6ytsfM5fndObBNZJ6wefzOTSug3kXbTINWU+cSwUwhT1zEYRbPssC4yLzQ5Z+LDAUkDWXlyLNAMiA9orUmhGgNrk0ZlwTQRm1pCGMgaVK6wRSZEC3Z8D2M1Q5IxpR0PQ0+wM8gNkvwIcdEaTMmQ/yQmUSmhz5ZhViAyMPSZLjsoPEkqjAmk0lOrhDGKLC0MdyBlVDKYENFqgmk1VtdgC0ISUjFFqYrkZkBGF4p+aqFwWAa0CJIi2szJCDOXMJJIhcGVlqkSZFIwNB0Zi1hFnpSoejLOAb1BW0Xs1OOg3B4dhag8FR24xMP7HUqtMLYhSkX7O2/SVyWTiWHTdng7UJhMM0TW995hKsKVWaRft5wdWx7cekjbKVatoqQHm9j66Ac4bsbeypXrT7E+XpL7TF1V6H6gDFBay72jd1FhYH/nEqvTFTNbsL89oTo3IeeIAV575Wtk5ylLxdMf+k6e/fjHCFHI3jAYTfQTPvLsRT7xg9dZ3jvDrTve92M/wOT2S/jK8NZLdzFSj2srukVVM0garRri6gy1WeHtGD+osPhJgTIdJjZstQ+4rFu2Qz9CaMRAZQGNWIeOEAtBqQ5ooazQY32bSwAAIABJREFUxRYaIWmNNTVSOdzWlNl+TawU01JhIuiJ5+DoDMXAcNJjdcRPKooFbA5aNnmgO9uQcySngC8dohVdm+ianqAGRMZUs6Fd0R0f0fQbpsUci6UsPRIMCUWcOCrn2D9fsXvej3yPlJnWge35hOgtsc9sbKLrI91pR+hX5FiQ3IwsoMxYdLS1xBKgBFWgjSaLgGkQV44wGRSq60nRgOshCY6ebAQjp4gRBjKiSmKwaNVicvqWLslvC3clIiSJmA1ov6BQKwYYFYhhIPsFddvTWMu29yAK7QzRm5ESLBmxAGN0mFVrlJ6BGh4nCx+C0xhlcTEQ0OMdop4hqSelJc6MxSnkhMqJRCTiMGnAFOP5Ui/kYCj6huwgtUIZW8LV92EP38YoYcAxcQHTWzovDK3j8F/8Cpe+56NQbnPvc59j4sG6GpsDXRyzM2KXuXJuG7c75ex+y7TKDLrlrWGGunNGODvj4UYIhWbQBTM/5dx7LzG1UzoGQuEp2paZWPK0IvUbNqeWW4dvcemJp0jHwskwUFQF3fER3mkuXX+Ke7deJ7THyNDz+c/9Fq4aRTrdMpF0yV/5d57me//MFu/+4jfZf98zfPjjT6Obd4mbguvnGo77Ba8f1FzQWxT3VpRzIR3cRHavki2oehSSaQyqcpTR0H3lDSa7WxSzaiwAdSTJClPXKG1HDJsokhW0Lsh5GCXQJLTJaFUQvUErhQsL4m5PtdhlR98n6cAFH7i5bGhrzcnDE7zb4d43vsHlD7wf7cHUS2JQFFqIbWDiHdokdD2hGwxl2xGDg9JinUGCgHJ4J2xig7MWg2BqQ3sUQRS2DFy6fo3ZzjY2NYSzSHUe1HyG0S0plygbcXGgSwY6y6ACVbvC1CUxR3yhR6dxZ8C15FSTlWCSJiSLiULyU3LagK8oyUS1B9KQ+gGxCqVA9wqnIjIMaK1hiHgz/5YuyW+LEYPKgqpHsCfWEI3HxB6GFpMDrm9GfJVySBpGCrCbYzOo1IIRtFIoVaPkLjnXaBNHMZIe0HoBgx5BLtZhPIj3ZIloVyBKCEMkGU1RT8F4rJsj8+lIxBKD7jKEQE6JTgvSCxRz/IvP8dyT72BDpLcVRZHQSdNohZl4pBTufekMmVxABhhOWxgYP3M5Q1zF5qRFArhKM2wapvPI6+8s+dLbibOQuXPaI1t7NH3HXgWXQkuUyGT3Cmf33iJJgc4OOytR2zO8MYQmY9oNpp7y7s23GehYN0va1RFFUbK9u83F97wHo6a8/tlfZ+v5D1AWhtBEsjIYU/PEbsn3vH/Ozc8csBw01/70dcz6m/RNQokjywRyz7nqkIMgDOcvkpQiL+aE5QnSZowIxgacU/iwIrz0GrP9i1SMug+0I6ltlLFok3CPg4B06jC6QMXfJTMtUNYhlONoZ8jolNA6YiqH391huwJX1FSmQk80Qxt4cLDEL0pe/tI3iCmi+oCpHOW0xOxuUxlD72uGvkcNCZczuGr02hhDbiOpKAmupgsOesFpwTmDseW4bpUd1kI1LbFaUN0GX2u8njFxG0oE5wQXMiHXODFElTFhJEC1XYR2oF9Gslh6r0AMogOGTAaMGiMM9bBGTI1ITacKdFqNGMsiY1FjMLRvSalAWYumJLkZQ/rWRgzfFoUBrSj7DrEQlyfEFEneAR5Rhk4gDBodB3AzUA7Vd5ATgkKISJii6BG3haSImIasAqmwCB29U6y8IhqHRIUxHqc1WgmFtaPyr5iQIpQZxJUUOTJNiZhBdMLo8ccsvUFn2L5eczF/k7e/oilnNSp0tFKh6XCFxttEtT3l4aoguYJoCrKrcLXG54QNLagaby3722O9UE3CyJz3Pn2FD5zb8MLlmr1pycPDIw47zZt3N7y89BR1MRquugYtEaMiV7Yvsjpb4rMDa1DWQdvTtQllKmzqIE9ROvPcn/ow2+enhLjh6NYDmDlOVz2rGFhHzd75mr/8H383yzc32KC58pHnscsbhK2ruHpKyJmkFK4ombkVl90GFzYULiF6ThwClD3JZXTukWZFvPGIqc6UuodJiZIC5R3KgbKWtIpkWyGqRoxDhiUYj9JuJIBbhxo1wojXYAtU9lgzQ9sB7ytS31P6QAqRGCDpRDP0PDxNZLeDtj3eduwtarqTNSwchITyltB3IIIYEC3Y5LCzGtV05LBB6MnS0/cDogbadkmhQEnH1u6c2UQwMdCaKa42TKYe7TKdVSQU1o6YuWh7rFohKhCdQ/oBRBOtsOla5CTS9pmhDaSsiX1E0giHzaZFhw3WrsaOg46Pb6Iydt30HDPYEVrUa6I06BSw8q1lV36bTCUYWY4hjD71PlPIwNJWYyZfhJgVbn+GWp6ii5KcMkkcWk9wWZHlDK0ryCMZR5SgC4ccN2Q8Np6h14HUxcfp0B6UJudE8h6TImVqCEBCofsVKQutMViJSPaQRxZCKjxoTXvUcvdBBm3pQqZWgoktqd5FUqbQgu3P2ETN0T/5X9n+sX+fnef2Ca8d0cdM08KFKwnrDH1ONGvHYqugDSWn999h3UVW2fDK248ISrPYXXD06AHrdJ+Utzm69S5MJ1RbA3VRcfPODea725ydrKDy1EqzjIFq28PQcXS8ovYJvVkR8jVe+9Jnef9HPondLJk9u0NZKPre8PH3nOfH/uoL2Lfu8mgz5conP8bW1hJZBuwwkHa3MfIIX+9hzhLdocb2LfrKFGXmSHxEbARbtORljz8+oxKHLjJuugUqk4yg7IBVM1AZKwapDSIdrHt04cBUaAciEfoOsiB6gtJjuCsqoOrHN4ntHcraMJ17djL4Bz2NTgTlWZ8+4KlLT7O6+yp5usNw3HNuXnDn2DHcX6GsZlIWREp0ZYgnZ2z5CnEDRE0jkdxlrAZT1xhJ5KzoE3RR2F/MePr9l6kLjQ4dQ5/YnpWjN0csZWHINpDSFB0GjBQMKaEZQ2Ss9DTKkdcJV2h6UehG6JTG5pHGNESPm2RIHqUh20wOJVAS1ZpkEjrVI78he6zuiCK4qNCmG8VS38L27TFiUICPWD1OK5JYGj/BhJ4cRjy69oFw8IhUabqywmAQa7B5dKCbLGRG+YAUG1LS48ihqiBljJrgvSDW4lIixAhR0NtuTA4eFH3ImJQINkAcyFZjJKCiBmnRVhF0QXSanDKV6kjbV5DUIaGjm03GtmXf4iSgzAxvM1XtuPVlR1o+xF7cw0wqfM7Y9YDzQpsU1HNmeyXNoxVaH/LgtOGwGfjs128QbMnVp15g/9oztLpElQVoeHj7kEtPfYy5NzTrRLW/oF7M0VkogqHpMtIlpmbKEIWirlHRodxV7j18gyJUvPTlX+ErL3+Rt37j16jdglLDj/zQJep777JqM9tPP0mtb5IenpJRmB0LRiHTLYinqGoKukLPHIUrSF1DXjboILAOKC/Uaoabj4lLqk6oSmNTgdITJB+j8GSbxyllzmidQZkR+pp6crIoO0HnhMoDghlzGnMJpiROLa6uKScztidT6hyoRfC1I1rN0UlPUSve/uwrZBSz/SmLJ67RtBFTFvjKoDqNIRCaDuUtG5UITcJ5h1KOXBqiFVJWWOfHKyd7prMp1y7NWUw8NsMmGkwvqEmFKTzaQTf4f8Vu1KUavQzOkWcebQdiOcVrxXQ6Zkf0yjEUHpSCYUBCyyoHNkvFqtOkoScOCnzGmI5MJg6eJAMSI5IbohZkMsc5Q8KT9Z9AHYMIDFGwKRGzgkJB7EkkjNXjgopkojKI8qMfXwK2AdV3aGNJxUg3FrXBiMaHEiGhNgJ+SvIKRcIio6c+gFQWFcAowCnipCB6h9cWNZngLKPzUgnK1Fg7SmPrIaHKgq4BvT6ho6LQCn8W0WVNdm4UqkwE6gpnEl4F3v57v0b7yj1MvyEMnisfmCOyy3y2oKue5OHJgrPZU7z6dseX3zzjiw8is3PPsF51HJy9zenDdzEBrpx7FldoVmcdL3/hF5G+oG1OubJ7nvXhASG1FD7Shp4oiYtPP890uk1pMsXc8dIrv8rxo7vMrj1B269pc8vX/ulv8+GPf5L/4MdfoGrg/s2Amu9zbnELOfVEVZDm++PcdTDo2jHYOTO5TUeN36vJvqK5cZt00jGszpietiyOesrSjpLf6Q7Kbo0XegFWW5TZRfUKEYtYhyoUyk3QtiBkj4oCkkb+XzZkq0aOmLZARluLLScw87itLWqVmJ6r2N2aYW2FwdIny8PNPQ6XmaCmLC5e4uTmPS6fm2JUItcTcCNRuiyFopiiMyRvOT7ZsD5pcBYqVeK0IAy060jfBfYXFVeeeg/b9YbcbzBDxM6mmJmHNMYoWmvGEadWSIwk65hNFNPCUFRCNQU30QSrKYF5nSgL6IdMiiMkyBsDZSbEgWWXaM8ymzW0p0dI02FhXLDN+vE03GBzT0wKJIwUrG9h+7YoDCB4bWmVpy4Zq57RVFkwBpwuGB6HlpITRmmCtiRbIpUml4LKc8iClTHKPk80SjTZeeAMH1okC4SeyoE1gu46wrpD9YpBZVzIo5sSg1EJEUtSClsYpHTEMHrjBy8UOUKliCmy66CxBcshcHoaaJYddw9XPLy14vhRop6XtOmEl1464bB7yMlRx/a1Baw1pp5xUFzk4UaxMYbb925x90Q4iJ7z1z/I8uEtEEO9uIqIsNjdoj25QVUbILI5CYhXvPi9f5bZbIYOBkmQjUUD2iaMdxw8vElZVViVqWUkJe99xxMoyeTc0aw7dH3Ic09f4P7DM/T1J7j4bz07hgvngSEmhjVIEpJWJCmYV5ndCztYvyLqKfnG60QlmLjmfEyY2Q6qLhm8BjdBeUGnAe00hoJR87oiS4KYUaFB0gzBQmjRsh7XKpQlSyYZUN0SFYcRHJszOfaEwaKswU0dptDoLjPPHbZbEbuGwiba/5e6N/vVLDvv85417un7vjNXnTo1d3f13M1ukk02m6RoKrIsWlQiRXESW3ICRBeGEiBwcpVc5CIxDAQBAsQwICQxohgWbFiBKMthKFsyZQ4iKXFq9ljVc81Vp+rUmb5p773GXGz+A31hoPldn8uz1l7v+/7e59k/ZlVZFAJdZTKJduaIAfz9I2SIeC9xs4HYLG2J1B6iRqgEQZAzqAKch0yFMAWrK4am8iRT0rlEFoZGOwoXB6Gy9IjQQozkfk5KCikTPgiED2htUdagVU1BJtqEygqbMo0ZJkOJiMiQSFTJk1WiVwWyn+LSOl0scR10fRoCf86Sc0loNVE6QoaQ7Yc6kR+Ji0EgiIVGxgVpHjDCIFTCKU1eakRTgReo6AjOo7LHCkMqHUGukEIPqUcIT0KT1DYkjwgWqefIDCG2mBgRCJKthporg20Kss5oH5BhwIsFIQYIR9tjUoCYsG4JlWKUI1kkOmHIS4eOHiUiazqx1hRsVZJmc8TptZKdnYrTJxVx+xF+9Ipk7dQJ5hefo8uWvMzMwipv3284KDZQ8T7nxXucHPWsmxm2Kdk4fZpjH+mzw5SGja0doo/sHy1ZThds7JxjZ+08Fz7xRfbf+yH3rt/jeP8+oVZD+tNp6sYy3X2DkAWnHn6arCSz9oBTn/kCr/3T36OsJ2RTUDYl505v8f0f3UA2Dad//nnyO1fIZYm3w9e0dzO8EuhGILoj+pSxtqNYmxD3brGUhuLwPuOpRI4KTFwgZE3SBq2gcBoxGcR/WXREOUckgVocQ1pCVhAiWTliKkghI8LwoRgkLI5ESVKCHAVIgZEKZSW6Uqi6xgqNNpYgJSpbcmHooiBFRy8FSIkpLKPCMBMKrQqatVWiERTjEmE13bxDWolvM0k5ki6QVhBjRvgEXuJkQGTB+sktqkmJTZk+VnTJkwqDNI6YB7VhkgXZFORyHWMzCofKDlQDukABQgsoRxRFSQKC8ghrKK0DHcnak6kJWLQokXFBrzJJSmIM9HFBdJI+ZrJvwU/JYonOGo0d6Ogf4veRaD6mnAldQGhwpsEuj9GmAhXw0pEWkaLMzPOYFenJJIKsKHqPKh6Q2xJpBSn5QWoqumHmXWvi0aDAoxwTC0eQLTnVJGHBB9IiEI1C2posM5CRQCwtMUEVInPBsGatJLNFZPhedFQVeDK+T3iRKAoGY1CX6MoJI6sJneVkM+V8PWMrJ07uLmg/tsL+nQm3mwucsrdp9uccLA7xq1v88JW3eO9YsXlxHakDznUU4w2W031OnLnE0d5t9PoaeWawOM48dYHdV79F1wWW7VWoC2Qv6PQSrQOnHn+S9398BbqAXi+RsmJ1s6d9902OlwWygFUZ+I2//Qz5B99jXBge/80vEd94BbWxhdMT8sEB2fdYAaIPeFnAZBvdtojCkMKUwyt/weyHjs2dDdJqxvpMsbIKMqFURIYlaeUMYtkjyyF8I1IE3yOKCbKDbKbkJiJDSU7tsPOSwkDOohzsU6kfGo/KIkgE7xBhGMWlkSWMFNPrnkXrSKJHxwIpFb6XmHqCDy2mHrHx8GkePdjnxl6mtIEuSkLfY3JmtNIQhUOkhIuZFDK9z1RlBSqzZEmUFTvrDWuTgokUgz8z9ZR1iTGKHDPZZVKpkGlJxCBzpM8Tsk4Yv480U3wYiE2JiIoAPdJqDDWMe0SbQBtkZwiipVdQpDBIeVJECocyI6SIeJfwLaSiRreBTkQiiRgVSv0seiWEGEZCWqGko5WaygVSgKxKhNGY5ND+iKjHECDEQCkbIgVKJ5IRAwuPHskCmTW9y2QhkVkPwAyh0EojQztsTpoSoyWqGfiQSUMh5LCVuXAkAW2lGbeCXlj6BLZosEXAuABqIE/b2KF0gYsaZSMhDA3PC7/1HA9e+x4P3jniH7/tKd66B1T8h391m+rcw4z6ORN3yP39I7SVvP2Td7h9mFnZWqPY3OadH34TZwpWS8GjH3sO2xqitGw1aygzo4/HvPHjV1A6Q1Q4ZUmxxwiFFFAUmfnufPiyTwzH92+Cc5x64uPceesnLNOSdrngb/3Nz/HIOcWrb6zw2GcfJ169TLKKLBMUJZ30CCFRPmLsCFSBMpIUJDHN+e7/+L8zaxtWNye4Q4Pcv87G2gSjZlTjgmqrRKytI12LbTRkObzu+gKsIoYl2SRkWEN0BeAHYrjUENQA4U3HpF4j7ZjYRkwpCa4jiYDoMuHwNt29fdqjljsHc9o+Y5OiDwGnIljDaGXCzCkae0hdZ3b3ltSlwRjDfDFDVyuk3BGtAq8JyWHTkG4U2hDdEqEEQmuU81TWstVEApnWRzySUWEoCkOUBVIviS7idYNIP11s4j45FZCG8pjYkVIPvSavNGRvkZ3DB4XUkhQlpfB0KpPTBNtEut6hVU2V5gRZk7sFQQhyCoiyYOEjIy0hJPqY8FlQhJ/BHEPOgkJEdBo60bpqwI7RUlFKh/RLFjmiihLVd4NoI8yQdGg8Kis0CS0LhC0QviILKOICHeYE6UkqYzOkTpCEJOQhNhvVTy8Qo8EL2jYi+ogoMqNCoFLEm4GipJOkSHNiCDgrmLtEzJLOjkgeGh3xuUALGNmIu3mP7/3TI/6P378NKiKLNaQoOHXpSR5+eouXfvtZFtNj9m8dcZg0L99oEUXDztnHOPPsZ9i/41gfTVhf36YeOZye06gM7T6LZaab9ZRWo1ZGWNvQd0smVU00PYuDJesnLrC1dpJ1XVCJmr233qM5vYUQcPP+fbql5lOXzvLCMyd5+5u7XHjiJCdeGEEukaMRol5FFo687wk5oLbPIERGiUDyc0IhufX//DE7Z5/m6Ree4OLZLUQ4pleZu1dv86Or9/nJm3e5/sYeB5fvMt3dJywzuWwgF2QjkBFy1sjDHhF6sp8ikhzaD1kSkye0S1IaEXU1jDYlJLEE2RKOj1jev83B5avcuHKP28eCebZkBQmBFBElNElrfFoyf+M1pNjAWEVrK6Z7HWHhMM0Ig6fQGqUyyScyBufBKIG1mYhEZE3wmqooWRk1RF1TqB4k6JwoKgVFwMZ2YCEIMyw6hR6pIFETRSJZCT4TnRjKo8LC0YIcPakYTN2hz8hSIUWJkgpjjynUgrGFwna48RoiOUKxSiSRtMdmT5UzLkdUlriyoZOJBT+DkWgpM3G8PmC8mcFiQdQQmxqzlITeY1SNm/ekzcFdmOyIJGuELhBKE+gwrYOqAOsHz4QQCL2JwCHjIdFKKCEdBQoUcR6xqzW6n1HEgUkoi4yUEo8mdX5oXoqEKC30c7wQ5NwjU4lW4F0gKcNECpwsSEqjNiuKxZLZ5Xs89nNnuLrXs2wXHMeeqhmx8AtOvPdtvv6779EWI64cZ84uDM6uodfWaBfv887vfgthx/jUcWrzIj/44z/lk1/6T1hkSzvNPPTEOeJ0yt7edcK84NSl06zeGmOrgqPZHFtKrt+4xv7xbZ568ReZNoLL/+8fcHF8kt3rrzEqNslmxn/8G1/i2jdfR1YlZ37xIu71D1BnthHjBjVeY//tD4jBYDZqKDXeVGg9Y/+rX0ffCpzdXqe+sE4SBbT7yMdO4TvNfPcOXL/OwTTxw9u7hOiQVcHT57Z49FOXaLbH6BTxDKO8XG6Su4QpIiJ4yBpDJoWIKWsEEeYdubC47oju/j4Pru/zzpU73L3Wcq9tOb/WUBaGi9sFWweJdx4ETFFxmAw+J27evsfGxfM8liKlKWlMZjYqOPaKWgfWtsbMjxako562m7HoI1ZLXI7omaScWDIw1iWVkmztNGwWjlmX8IvA6oZBmGHrEw3Ca4TsCG1B1hbZL8h6ghEz4nJJZkyQDSHEwW+hLDJOoVtFsSTZjOgznRYD4s07lBREXaBDQNPTlyUqgspjsrf4nFBaDTCj2NPOZiiZCVQf6kx+JC6GnMHNO+oi4ZVFr5XktiX5nhR6TC1Z9IksNCEkUqfIrSN7TezmaJvBDHUpOZOcwNqCUChEDznPkNmTRSD0iSQVrJSYeUtsp2AhaYUMkjInrFaEFElieMYFBD4EtNEgQUnBkowtR2g3xS4ybdNQAatb6zRVS/Ql3cExXb/Djf3AaL1hehyY5p62FRyIExzNr1FceITJ7B1md++jxhN2HnsSv8z03EcrwyPPPM/x9AEHh8eY0ToQqEY1sR98GUmNKa1mZXWH05vnuPyjv0D1EawgE4mu5E64xaUzv8DrecTu8TWuXb9NTJovf/5h4tF9dBA8/O89j79yB7E5JlQTyskKfc6ke4doW2LNZJjLVz2zl79Lvx8YN4LQSfqqpVOZ6dU5Z166RFXcI/cNj44f4/r3LzM+u0o7X9Av4NadKe7bV7j05Dm2njhP9t1w8QqB0onsKlJlybkbnu1KILoMuiO0jjg75uDabV795lWOu0hZFGw8dIoTdo2LJzP53i59l7gWA9aB9JnjWU/QEk0mHXU/DbUlHtpY4fLyECkF69ubHN7ZR4hMYQykAhGXJKvQKVCvlENjWipi72mKMZW2LGKijYkkBnN1UQh0duRWEnVGqYzUiawNOVi0D4QwQslIEAGlQfYdQosBDJMtKTuyGqTKqRih3RyUBgxoD8EjjENkgUwWnVtSoQaPa1SovBxefVZjEaTs6T/kVOIjcTEkABmZi4asAmo6pNGKzhOlAB9QMdKGRGWGfQfZWKToEdqShBiCO3IF5ZZgAkFFpBwRxSFCRDCCHGqs6dA6sNw/pq4tUguKcUOcO8a1waeeZRdRWhEFpBSQqqSMPUJJUt/hBFhd0PgjlgtwDRSLlvFjZykmkRgrGIFeTjn1S4/y8xkufPIMb//Ld3nnxi51v8fWSuLUs+d45+Ztrj94wOHMcvZ0gykVOi04sXKKYsWw8dgmf/J//1tKMWZ6+3XK8YR+GWjGK9zf3aVbOkS9SuiXmNEGsy4gikwRPWVRs+yOufudH3P81qt88ou/wOVv/xlRSC6cMHzq0+e5/qMb7Hz+edYvjunv7CKoKaoShCTPpsjJDsoUFFs1soEbv/97LF6dsr5S09oJTvS0+3PS6jb3r96gWoXxVsnxB0cwntDFCafOnWG2dx+zY+jmHaXU9EdHxP2amDVFASFHVGHRY4lwPbrUQEE07TDO9CV+8YDZtUNuvHEf1BYnT3tsVdPdvUNQh8xazexBz8HskIO+RBqPwKBGGt9lUqFpD+cga2RSCOtQoacTmdxW9NlR62G9P4YWaRQmJlKMuG5BMgV+1jFZ22ZzvaIclwgVMdmTWWBEDdERc4kww+Zv7jokDtVHvBg4pjI3JDIiZXI6RuoM2UDoEAlQkKNEFQrh93F6jAqJrASur1FFHP5eCLSSyKIgLHtETlhrCLlELTNdWoKsiUhU8B/qTH4kLgYpJCiDCC3CD0ENFQLeGkT09EkNU4uUSG0gn+yQvYXxkpzXIAeE8UQ5G27fXBOFwKce6Q3ZniX1tylKjykrVL+HFpbgWgpd0M87hKpo4wKZNFaCix4thx6CiFNCTqhpgMoMgFM8i7Yi7OygmhVGJ0C2ewRvMKaCSY1RMyYfvMrnNufoNOHECzXh+pQ//tOXmbWw0JKVTz6Px3P6whnOPH2ebu8uP/nL13jimZeYLa+Qlz0xR3paju9Gtscr7C3voIqSpWtBCHy/5MZbV5GfgK31De5P94i2gmVHYzSirJjdn/KX9/+Ic5vPEY5e5zf/sxfxb77L6Z9/kVNnFyyuz1FmjN44hRlt0keHJ1KdMKj1dfR6zdf+zv+GiZGqEly5e0iz6ri139G3PV7fJS8F+e4VSgLzriAq2NEddt2zsnWKLZ1IBURtkXFB++AYM9pAGQWznuwTGIPcmQyJPwtSK3COIDKLWwtmixmHccbtW2+ze8Ww7DMiQbKSoioptWAsLc4v2dwYceXKEV5XaFkgdcb3HpWOyeUKG6c3Wd/tuXfQUa9P0PePiUT64Eg6o70kJTFMrcJA7GqdoskLTjy8w/qJRNcnsoRivAEmk5UCP9TzMjlSqkhpTlagRSAlQTIO6wIpGzAjRDgmmITKPV4XCONRbUVuPcG21OleAAAgAElEQVRMEMGRpEXlQBQZFSNJ1GQhyH6G9wW97wc5U8g4NEJlSjkh5wSpo08frpT4iDQfI8lEdHbIoAhCEsgkJL33SFPDqKIXEqMyxIwjQhBI5ohkEM4gQyabgmRLiAHTJ5KUEGbkRU/ujvHLlrxxGiEE2ip01hR9S44LrFCUpSDLQBF6VMoIFNJ5IhXRKlwU5GWg9Qb76Hm2H11l+8uXMIfvI23GxoBIx9DNkXbMwVzz5o0RP/rDH/Pmg5qbvuZen7nbepZJcbbe5sTmFuura6xe2KQ/CmyurlNtTihGDcI22FJQlvUAEWlWcUWBmNihOy4SiZ7lMvHBy+/x/Je+zCOXPoUXiiAGLXr0LSEn9NY27995h1/5T19iNF5wuCg58YknaXcdqhkjRyNybej9Ar+cUXSgxhVFI/jqb/8vuIVntmx5/37g6lHk8o0pR4tA5wV9q4kh0sXAtKqQpzZo+yW3+oLvvXnApMnI1S2MkRTZI0drkGtEuyC0LcgBWZ9LATmQywJZFGiryTITDne5/t4HfOUrr/PnPzzk/QM7LB8RiDkNnMoA865nbxrJVcPtm44sE0JEctdToplPl8T5nIlZkOYLTDNMlmZHPVkbipFF2pLQaVJMA11pNEE1mpw0UTgqNKPaUucB7Gp8pLAaY8VQGilP8AuiMii5QApN7CsSY2LMAzOkrhA2kXNL1hYRIEY79K58ScodXoLUmRxKokxEZ5A60Wc1JBpdhzc1IvdIJRHRE9sWnVuE8EgiXejwAUj/DrwS/65/KUHoIj5LjunpA/ikcCEghMD5OcvFAOGcJUW7CMjYkQtJUgVJCpL0EB2IBpUXKARCe2SIqOAHbiCSYC3xcI8QOrplD/QsPbDoWC4881lA5EwA2pDIeKIpAYcTguQzS98gYsX6Zz/Fhc9t88TqVcCg/AyER2LQEuZdwbX7I+4sPP/ilTmv/eQtDqaHHLUaa2ueeu4lau/o2vuw6vnu//m7mO0NVtcm3H7nFSY7j4PrWXSRiKCdzrl17TJPPvISOMe4rtBmhAqZlGZ008D+wV0efuYpPv3iL7OMgmXWqBhxTcHiwQxjIx9/bJNrf3aD9acvEq5+66d49+EQpWxJuUOh0fUIOR7x9f/p/2J6IOhiYncquTtdIkSN0wovBEvX4VKm0wXliW1+7q+8wOOnamJdchgTd6Y9X/3jt9m/sQeTIVMikxsShaIbHCK5IFUCESuEkaiRRJSSXMBMOF759ut87Vt3OCwmzHUmUzA5scWp0+vU4xHzlIj0xKIkVoL5/gyX5lhlSKFF1Arfd/TJEZ0gixLXarKXjCpJYe0gxp0t6WdzgoxoK4ednP09RNEMxGZVsX2iYFzJYcmpX6JMwWjkUGnYBE1JkRmTu46+FwQVEcbh3WLA+Hf3IXiyj0QkZAkIlGqGLUkXyV4RciL1GlNEdC+RMpFahZRjpIQUArRLli4Q+0AKBooSeoH0HYsoENIOCLkPedI/EhcDAnRK9FQ0IaBkxLmMXARaCa1LiKYi5uECSQhSOUYkkKEH6ZEIhC5Q4ZjoIzIoctYksYDck8kIAU3w5MJiTUNtS2SS2JGhtIaiVigd8T4QpUEZiQiKIEDkjF6mAY7q4OknM9vxPdarXa7+wdvIXCAxCDmMu4535+w9mKFCZvf2PmMT+eErd7gnVqjLyC/8F7/JmnH88HvfYevjL7D/7k+4epi4/ua71I9c4MSpDcZbiVuvfJe1cYUVkr3d90BJ3nv7L7h/7yqXPvYiWgvqpqIoE83I88a3/4wffusrvPKdr/LwJy7w2Mc/Q5cVeRqwwfG3f+VZbv3pyxQ7Jzn/S88QpicQW1vEqOnSKnpkETEg6kBfG77y3/wOeR4YjWDveM79rscXE7bPDAnBaiyZpTHz6Lj41JO8+NJFPvef/xq/9Hd/i1//7/4uz++scXJ9lZXJCi9fv4ZvV3CLI/Jsip715LYkeYH0M3IAMdtHmhpbr6NqxYN7R3zl73+NP/w3d7m3zLT7PULu8NJ/+1/RIfjcf/RlXvzYDhNdM5sGRHsEXctMl2Q9AiURWdGEjqbRTI9afO/QNfTtAdXaGtFItA0UuQdZABrtI5mEqC25tswP5jjvGeuS8+c3WB2VGCVJylCNBEpLEjOybwf/pgzoMiO1Q+dIVhIhCkLvCVTEZSYJjcppkNkuPKH3CL0kqUTUlkJkdJgO274i4IRFigTtnJQzTmt8l0gxgQOHpu+WLHymWwxshr7LeBS9cB/qSH4kLgYhIEpNpRJ9VaJJKDzRCMRSonyibR3Jd3irkIVGdTOyiGSpkNqhbMYLi0sKIcCLnixHpGoDlwtySmSRmSeB6AKFcJRGElJAaY1oBqFNKQIpy2G6kRSxAkJLipkkBDE7guh5440HBNlwsLhA9/inQEScWkHEQOx6pr5m6wysc8Sb1+6y10qiKthY3eQTv/Rl3vuXf8hrL7/CzsXz3Lv8fXbvOZqqZOVExfq5UwgvSWaTw90pJguEShztHRJ9JuTAcveQE88+h1I9bpnIsYCkES4Q5z0uOe7cPODdG2/hs+WpR7/IpRMbPP7EGodTuPSbv0S8+zb6RISigvE649Or5CDR5RrZSt7/Z/+cMyslfS95sDejsyVWW8bas3N6m7G2PHzuERqrEdKwfvY0P/jeeyAL6kLx/GMVL/36z3NR9nzqC+fYDoLOHdF5QessEUdQA9xUJDE4G1c3UKMKUUqSybz6B9+gPXY4BdtbliQjZbFk77v/migVaxsFJ86f5OyWRRlFOHGevlPIlPHeQzWIdkIEu7FNDpG+XqWXNRdmcybjCWRNjI5kNb3rhi1QBTlGctcNirgYUGXF2maJHTfDBGy6RFiBakpkbYGSbC05e8oc8U7i85jgS6ybkbIhGzXwnrNHpQ7pHLQtUSukjIhkkV1E5jkCTZKrJA9tHoELuOBAQu5bZAwkW6OEwRtFygxRct8TjMb1LaSe0PaEoD7UmfxoXAyAjoAtUUKA90itCCoTUfimouwjSZohsBzbgeocNVpbpJe0vRlqrayHf3QDkoAJc7TJQMKkTFUltHGEkHFSoaNE9QkhMtZFnDJDKKbSGB2htChhMVWNLAzOCF67ueDyPHL5Lw/4Z//D7xHUj6k/+xmsioRU4bE4Atff+oDf+8ZVFl7Q+ZKmrrj02U9z/Pbr3H3QIpoRunMcHyw5feFhRqWlPdhHOseiDVTbWygrSSqRfMQoxXh9jCSR3Ij9wxtsrJ9FiICRkiw6sBpcAh/Ixwvmxw+YRc+tu3/Jox9/hutv3uTcz7+AjQ+Y3wksr0yJRy2yKPBZ0/uEFx13v/F17t/QnJhMmIwyp0+vMrIC7RwXtWRzLHjuE0/wwTvXeOqxDT7+iUc5ePnHPPf5Xx3ErCuaarXh4rMnEXVNe/M6J7cnLBcdrmuJVhCWC3w4JC+XRFsgYgQTyVKTQkd/vKC70XHu0bPsGM0jj17ksTOrXDhrWVydsTE5Q+EiI6OpGMzj7oNrtKklxA60pe8Wwyq+0dQi0QuNRqDHI95iQpKB9aZAYwjOE7pEFwdzNQxr3TlHhDXobGhMpGkE0aqhvheDWzX1gp6IDkMyMumBHaEAwjFeKHSaokImJMDUiKDIWiKzQoqIkJmcOlA9VqphXO+PcamnkJ7cGNCaPkS8BLdMxDYSeoF3Ad92OA8pG5zzkAOyUFRrq6xvfbg5w0diKgGCpAWqXVCxwJuCjIeFJ49LZIJORLJLqH5J8hOyasgKXC8pTE1V9sgIXiskDhnHCDxBKaSRaJVIMWMSWFsTuw5yQDUj6glEF5CNpo6JUGt8UCQk5cKhT67Qd/f5wRtLlmVmXyqWt0b8yrNPYMqW1Yee40SxT/HXfpvptbf5n//GP+a9oxZlLMnNIVrGE8MTz1/i+je/QajWGG+dRNCz13bUZkJyCy4++gzZzPGLI5JI5LCgXt3mwdV3WN3coJ/PKFVmFh1GLrjx598gL3p0LTEklgF06JCTNcSeo1s69GiMnmzyhc/t8Eh9ndfe6jj7Gw9z75VXWT11HnkJbDEh1mOSW6LUgtf+169RKc2FNcFqU7N6coKKBdv7h7z16g3eP5xzqVOcW/XYz77Am3/5Nmal4tEvfJnP/c3nKKdTrAmk2R7hxnt87jOPMr12k9UdxfTIM16t6WPGRUMVEqE02BShcTBqkI0kRMXhnUB9+iRrmzXbn/pVvv21P2F1bcQyWnaefZLn//2n0bvXiYcBg0BZQx07lBC0UkPoB3GxEuhK4BPUtkYKjTWa0WSVB4cddqWhb9vh41AYRA8YjfAdurS4WRzEvyJw8vQ2TVOhuiO6akJDxlQSoQXSWRwtZqGJtcbHKVpHRLTkpIiiROqITBGXIkpnMhJlIjEKUtDIqACHj2BEwEsLy0CoPLlbIrOkF2BCHrCEiyNSrsgiDRkGmYg2UxcSrSdsNAlTa+pm9KFO5EfjYvjpSqksDbEdvpAyWcgZFQXJu8HpUEiSyiAlSWZwBtWAoscHjaRG6gTOIfKACSNGsp/jhUIgkF4jckdhMrKo0aQBmlloUjWGENAhMNKOWdaIbs6PvnOdm4uKWGUePvVxzo8j5x85x8bKMX15ntG7t7G/9cv096/zJ//wH9E165ysNrl7+328VmhZ8+QLP4ctBKtnFe+//SZukShXVjl95iFGY8XCzYm7D6iePMXRrEdIhWlOMFo/z3h5RJod0nVzjHTY1CP6zGxhcW1gdWODw3t7FPU6fb9P4xN9CiAbjruesTjgkx97nje+ccDHXngSe/ktlK5ROJI5STArhAQhLdj/7p+ymTONHWpWMY/UOyuokDllt8lBcubwmHTnNuPTZxmfGrHx1z+D3Wg4+/QY0R+CjWAV/fQm7lbHxo4m3C8IoWYyWRIPO2xVIhpFcBLDjBxrUigw1QjMmBweEPdv0t7eZXq0yiP+Ok9/8gu0e5nT509z6eMrVNHT9kvi8g6+sIS0YG1lk8XikFIIclHhvadUJTHNCN0cLzLz6ZTq9Bp2XOBu7bMsJIqWkDLBZRwBMV9g64oqJFoSRpZIHSiKASTkRE2a9+TVNXSKxH6K0BJCSV8mZO+xKkCu8DkgRIHCI8Yleb5E+2OSWSF4yGVNTsfEHDAikaMgK/BOgUqIejxMFZwnqJooFa6dUegWVRrSckYKZgDpWDi1YSlKga26IXBlCmTxs/hikAJtSlTwdKpEp4wQCW8qih6id+QkyGhykBRyMCUr2SGzJqSEziOy2SeqEqUlOWqU93ipUIpBblubQRClDXGUKfwCoSSy0GSfmIQ5fVMQVEWeLTn5q1/gd/7ev8DFitqUnJlM+NQXz7FWjihVRM+P2XzxSezqIW/+/X/A7/yTN3nQjjHlA5555hc5OlxwYesCD3/6k5STJbcu/4ibVy4z95bkOjZPb3H7zmUevfgkbtHTnD1LTD3bDz3De7t/TjlaY+38CWa3BXHrYY7ffx03dyyEZKQLcteTpcDNjxAiYpYL+uTo0hylAsfRUWXFi5fGHH/7Zcpyg4tfeoH45puwJkgTg6hHJJURbp/Dv/gO1//1Ay6d2yZksCtj5PF0cDgIWFERfXGTAyM4DomlKTBvv8vZM2NkPguv3yGcOElfn8Yv7tOeeRTx/AWm790knR1RMEUeeZK1xL6lahqCABUERCBrUtuSsySmEaiak089x3Rp8UdHPHEuk0YKq+8SP5gSuxnzO+9w99Y+d24dM9kwFLLFu4ZeSTonyUbhc6aqNSEMk67kG2zfY0Y1ShxRjxI335pRj1Z4MDtCioosOgrv6FVArYwplrC9PWFtZYJWHXhLYoqQgaA0Ia5g4hKlWlLU5Jzoc4HxHXNXMtKBVErErEdunYK9XWQ2GLNAqIwX5ZDSVbOfHoqCZAr6lAh9JDgQZYELgdBJtBqhYkdolyBLtNWs1ILRBKoViTEKUxuUHFYDzM/i2rXIGZU91CuYw11EXdEfeSrRkoQhSiisoZ8OvYDoBdqsknQkmh5pFTEvUH40NLJ0QMWMKxSm9/R2AJQoEkkHUh8pfCSulOgkSAEMgtwMzsAqLQgTw6zyeA8PnV7n03/lBVZOjNlSkau795i5Ncq9jvMr7/Ldv/d1/uLamHJ8iZG7g40nebD/Az7/pS/z2te/wnf+6G2e/PxnObxzyN1FhykM25tbjNcs03sauT2i3hPMDvfYXNkmuQNOnbvI4v41brx6hYu//Ctc/d7XiGTImrpoCKHFdQJkyXLeEytPrEfoI8uy9/SpxCbJM5cm/PUvPcNrf/I6n/wvP4O/e3kAsZZjdD0ZkOPhiBs//A6L7+xxcXOToqyQUg4y161T5LCA0EAqGY8kzbmWs7JgdpxYrkju3J6juUdV19y9cpOV9Vvs3rzP0y8+SaEz1ZqmSIL2tqTrFJQjVL0FYYpNAhE0MWpEWJCPB2OSLA3F6gYXHzumnztSp+ge3OHGB8ckUzNd3if0Iw6P92nbyMmHTjOOS3xIXJsPVPHD5YJSKdLmiM3JKjEfI4ua7BaEYNk8f4rdG3tDHF4l+sUU5BDCEr1EGUtMGrrM2iRz9vxZxmPJogOznKNX16hXBeSWEDQhZ1RsfprIlViVSaFEN5bYd5iuJxpN2Dsmp4wygeQ0wg+9LGkiKRiylwOawoshVZkDThX4vkUnSLqg7Yd8RjAT1keZ+kSmrCqM9dhijLAeQUAIPQCwmH+oM/mRaD4CoBQi9CypSFmTyCxDg/eJLCV97wkm4EIc2Hv9EZICkQXCT0BbhEzonBFJEpTDWonIFp0LkghE4TAqI00ilhVpHgipRyGhkvgswDKMNkPD2ru3+MxLl/j4J55jSwUOX52x166RT1rs7DLf/+arfOUfvMa7nKENM47vX2PWt8y6Y959c07z1BbP/gd/hzMXHuLUzohCn+KpZ/4qk6bm4HhKNz3C5DGHd3YpJtvc3nsXXU64/8ENmp2L+HePuPiJp5hP3+Dq67cYr6xDqfCyZ1yNSeGntCEjUUmSQgIpCVKzdHOKIvDSl55ifuMGJ06NkJUjHg6NODTEooLwgL3XvsUbv3+FOkeKUgxN22zRZoyOAbJGFxHZROjnCNWgRhMa4TlxYszWxLIdMo2fcnq9Yr2yPPbURerYo9oev/sAJyVhcx0tE4XtKVNHlgYPJBMR3hNdDc1kqOdzQjWWmNSAqg+RvHCcXctsb1ounDvLhZ2SR85bVqxhs4mgAzBH5UAOHSlGTC2Q8ynSKHI2BC/olwG12GekPaO6pJ/Nh5enzBA9uk+D67LItDLg+4xZ2WSyXjIqDLYdDGS1aknBIWYLShmQQSFEJvlIz+CzjNKjfEZXklBWpDB4VZXo6JPBC0GUBbldEFImEYnKE7Ig2oTLCp8cpJ4kG0SE2h1TBEFkxMmzlvHpFerNFZpVQ9GANg6FHpYIBaTUkdPPYCQ6AW1MKN8jYke/tLgsiHFJzBGXBH0ItG0m12ZwWqLxXiBSiSRAFKQoUDajkiULQew7EJEgHVIqrDYIt8S6QJcCrIwxaUkXPU2biUWB7h1ZKFzsmF2+x+d+7Vn0gwnNRDM5seAHb7zH7fd2uZk8KggeKjc4PJxyOAuImaBe2yCmKTvrp/m3//Cf8MKvfZFLn3uJdtZy4pNnufuTn2AEHBjPg2u7nDzxELsf3OH0Y0/x9JOfZffK91F+nXL8Lm5xj50nn+P4J4ZHHnmMslC89/7bVEESSUPEN0SqqqB3mbSY04aIj5raNPytv/EcF3nArdstj//Xv064eR1TK/LGDna9QdaOb/73/4j2Xs3FSlMbjYwCWxVD11x71HqJDg5ywJRryHFPyoHYZey4Ai1YOaHJdpUqOUaTMdIoVFOS3JIsSjI9NnjivXuIySpIjbDA4RLjHZCIYQ2hJclp0mJKHk+QoxHq4fOo3UNsN0bWB6h5SdMv6KeJoDqEiDxxYURQ0JlVlp3HWEefCqLJlNogyxGzgz1Wt88gvSerTPKB5eGUCOzdvU+rBP1xRBhLKCSFLIk5EhYSH3oanRmVEdAEW9AUc6TZgbDAqxE+WVQeGovUFtoIIaMKgzTH6KhwSSAxtNFj5BhFHpahtSFoC30mpYQVIL3A+RZpEkI1JBex3YKliZROMtppWN+AeguMihgFUiVELMk5E3MPUiCTGxqgYuVDncmPxItBkDFJ4Y7nJCnpXE/fDdwFjSL4QEjgY2TpPV4owKDjjBRahgKsA+tJ2eGNJmeBkAWZgMjHZHpiF4FAUAWkjG0XZB+RUiKURvmAFhnJsESFMLRffZcqL3n3tXu88vIdoj/m+uIB/VHHw489y35/zL2DBygHrIxYv3CGxq5x6uQFnnzx06QDwY/+zf/Hm9/7GvHBjD4I5tMlqu2wqsSOK5RXfP+r/4qtRx/n3Me+xPlPP879K5eR5Xle/sM/Yv35z3Pz/be4ff09TJYkaub9IaKwxJDIJPqsicUYMRqTTIEdlTz+2Dp3Xzmg1QJ39wN0UyJPXKCoMrqILA8ct65JticZc2oDRcKYQAiRnFuUkEhpyEVNnGygS4kqNGo0Ro9PolZW0OMxcmMLtWZQO2vIusScXEeXAtVMEOkYoTz9bIasLFoJisagwhSlI7keg41D/sMv6d2UbCqQCpUiUveIuoKuwxTNYKsq11GjGtmssF7WrJZjcrPDuC6wY0NdNYQcCd4jXaYWHikiabEgiIB3DrfQiJUJerJOUVV0y8RoxRJzwh3OMdkzP1jQ60D9/1P3prGWpdd53rO+YQ9nuOdONVdXVXcXe2Kzm90kJYoUFUmOKClKFMmO41hRJhhI4D9BYDhIfgRIDAQwggwShBgBjCi2EcexAMWxHDq2TFKkKEoRm1OTTXaTPVd1V9Wtqlt3Oufs6RtWfuwrIIkFUgSkgNpAAfvsfbDPxamz1/7WWu96n2LKznZB4UdLvz5lktvAmRFMK8bgjeJmHSEq9BknCsaiUTChRPXUoMZGKvVk7dGwRN2MnJSQMlECSk1iIBPwbgq5INiCgBDNKMGeXjnHmfMD8wVM6kBVW6wfncWyBJDRDk7iiEcQWyHafE/35PdFYFAM9C1Ghdhl1Hg0OzQUDOIoYia2idIKIPRJSblCpaKwDpUZyAIEpFjg8hpDJCJE40F3yDJDnRKsx1YG7zx2iNgs0CRCFvJsh66ckJwZK81XrrFcnOGFrx5w/96KiVe+9Y2ea9c+zoc//nOslvvs3dgnhgQmUeaBje0Fi41tth9/BLpj2v27rA/XPPLUB+kOVtx69S3WObCzeIghJuZnN7nwyC62nLD/7tfYfNygruLw+BjT9Tz84z/L/pf/PmY2Z8gZOxFM0VBOtklNixVPm0Z8unEeLWbUvuYDV7dYvfI6J3nCzhMfwLoFMtnG+kOkNLRY/ue//Mucr0ZC0jQuMbMJ4qZjDSDF0WU7dIgIVU6YicXkfhSIbQyU56aY7Q38ruBqjywq7HZEjvfIqwHbDUgxxSx7bM5I31DUATV2TNvEIOEEw5QcO7JmrK2R1CLZYic1tB6sR7drsi5RzMhrcGPHyoiDMrPFitQ0FOWUYWhQdZRlTTcEjEu4EOjXK8LQElKDqRyLy2coCaxCj/QRs+xIOaDGYz1o4XFBgDWbizniHBKPcDkxmZwOfGlAfEchgTx4RCLERFJDFtAcSa4g+NOCelL6pDi1mGqG5BVDaJCwQmLEDiv6LjA4yyADjbXk5oQUI1EN5dyze7ZntrAUM8H6cvSqMCWqBhMzmkcCdjYBOTWdyfK92cd/f6QSKdFk0MKgbRott0uh6TvyOhIpiLmjMxbcGIXz0CCyTTYBV1hEhxFlNkSyyZACxsjYM9YWK4GULTn1EJV2iEjlcEXJ1LSkXgjpZISDmDnD9CmsXOB4WrN4ZJOH5h235wue/+B9mnbNza9/hYO9E2TiKJzh/HSOxIYzVy6x96DFuCO6w33mF5/huQ99iP74Ni+9+CK9BHzKJA7IqeLOy69z5f3XcUxx9jwv/+ZLcHzCR//qf4izA4dfepHZ5lU++r6C1fIuB4eeV2/dZXsj06lDCyW1a3JZYHqlC5Zrlyz/yp99llf+yTfYvTjl4o9excUTBi3wky2OY8ev/Ln/miuamc6EyeYCsmLVgHHoco1OLKZdIRsXcTGCyRBWSOWwGhG1GBvAZZzZoisafBtIGmAyxxRmlJWfHBFJOFV0asflso1YMaTUI/WC1CVsF5BgkOaEGC7hTcZaN4p+tMEWNaolMQdME8gpY+vZ6BreNqzJzGohDDX1dBMbW8zUoWpZ3z/C15YqBvpO6U96dL2mnA6UmxZdAdlyoBGnBuNArCE2CWdhsqiYzudU0rAyJXVOMNvEmgHNhjhAdAlSgXGZnC3OFSiB2FmsL8ldwjjFWEcOiS5lbBNHB2jjMGrJuSHZApcjjU4grvE50uJxVcV8U9g9L8x3Lc5ZCl+OMJ7siKKY3JGlQnNARTDaI2IQq5g/jV0JRIhO8WVN3y8RGYiAD5HWeWIfxwJb7IgK3nlMtcngVrihQP2K7MPoHckaNfVobDEEyDUprVAs4it8EekPAqUq4gVSILo51kzIfk6+9AHKxx/C611ijJwfHjCfH3EPx2//6v/C6/d6dncuMt+0HKxPqOwEGQxFrfida6zuHiJVoO0KmF5lugupq3n1WzfAOLZmFctmRbcOqI3cPcxM3tmkPbrDmccf4cwTjxLywFf/3q9w//YBnBT8wr/7LJzb4d7rDbE5xkynqOkpzk4Jxz1UE3LIEHtQy4eeuUps71HtTDjz0R8l3bkJZ65Q1IrZDPzNX/hviIeK2/FIYfA+44xDbUaGFjOzIBVipuS0Gq9bLHAoVPPRZ8AHpFzAgwaZD1iZY7bsGLBDGluQboU6g/oaSSucmyO6Gm+CYoOiv88gGWvWI5ruZEVan2CdQ2Ucx1ebR3BQ1yGTGucLjDbokaAnK6IYtJpQSHZBpKIAACAASURBVCKsS1KKhHbMr/Oqx5zbgNZQSKAPCe8rDh+coO4SdnnA7PwF+tijdY0JDVZnqB3I1iPOYqLlwrmacgZ5yEydYLY8ZddBNSHqCkEILZSmZZAaDRHimmhqCtOS+lGNaDSTNRIHmJYy+kCctt9XYaDKll6gz9vYZoXaSKxn6GrJxiKxvVtRLzLGGKz1oCuIFaojPw1K1IKYCvKAGhnNXKwlyR+zJFpEKhF5QUS+JiLfFJG/dnr8YRH5goi8JiK/JiLF6fHy9PXrp+evfbfPUKBdKX0Yq9DDMlD0SjSe0oEXBQzJTnBM6dhAo6DZEooaZzzCJpI3wRVo6kgmovUEGM1csGs0dDS5pzADfRxIq4jkgHMOObvD5nsvsM2LuC/+Okevvs3+u4G9Wy1f/sdf4FO/+pvcuqM8/tizVF65f/sB06ImhWOiDIh1zM/scP/VVzn3yA8w7J9w4Zkt3NlNvvLJT3JyfEw9LTExMJ0JrlKcTWgcuPPWN9m9+hBf/syv8YXf/rv0Ry/w2tdvsT7KTGwPTc90UrK5W3HjOJJjS1ChO+mIKLHvKeqCIBUXdqe899HL7L9yh4kPFFcnFPMJrga3KGl64bWbUFmLq4W6FhIDxWRsBWcBWXukPYW79Al1gs0BmMJ6QOwag0JucdsVyRtMIdAcjopBH6EYkKaHvsd395G6RLoBXI1zFisdwRtUWlSE3CopjbZ5eVijIZK9R9JoKc8wYIjY1RJVjzEgZcQNK5QRQmO8odRIFsV4g4iykXuGMGCdA8lkibTrNRqFbmVYbAoTSiS143RjbimdY1gl0pDJSZgVE4p+IJQLCB0FkCqPmIBXB87hiikpeUpbIF4w1QQvARWPpacuhJATZmgoN0q6JOP0cICmtbhc0lXVOIhne3I+YZWUdtngrWNze8p0K1FYhxMDmslqySaMNgPMwHYY25/OEAmiW6RygfgJvtr64w0MQA/8uKo+C7wf+CkR+TDwXwG/pKrvAQ6Bv3T6/r8EHKrqdeCXTt/3XQNDConVnT00tWRV2jzmuH10BOfopCVYQ3eyosoNansq6zApEOjwOiBEUhqXwzIkpOvh1ILcrQWNGYtgjMOUU3SzRExBXzr6YUX78kvs392n7TrOxIbZyRvcfPUlXjro2Lj2BBfes4NzinUrNkpHf3yAnZxh6+JFzn3oWV776ouoLdnY9px5quZLf/ef8tn/6dd4+AM/xtyUyHqNErBDDdmhQZhMLW078M2vfIWzVx7CrUvYu8O0sAzNiqX2NHtHTCTSncDT56dMfUZdTYpCHkYke7NakULg3/6Lz9Pd3ye7c1z/N/8tZg/ewc0XqAaO1i1/9Wf+W86Wlg1vUZ1QuTneTdAwQUxFZgA/gB9NcUypGC3IuSf2LaIRzSWSO4wF7dZQTDHaosljVw/G0fN1xvRjHSBWc2LKSBkx0qKuR8VjkkW6kfxsioCZgDSgeQBncJXDmERGSdmhQ0Y3Z6gtkNpi46hudH2kyB15tabpA/tqWA8G4zLt0ZLKCxcf3iEEQwqG9f01wTWc3DxiupN54pFN2qbDxszDj57HOEc2hsKWbM0NZ87VFFuZUldkHHZ7gfqxuJhSgq4jp4ZcZGJuMJpgSGOrvR8IOht5KMNA1JKuE5wdKFKE0lLNK6KZYGJPrw7tM4Mv8a1Qx4Fz56dsLBLVJOInJcIREvuRwZEUjQHVgJoSdFQMm3qOLcH6xUhis9+bJPq7BgYdtz9QR/jTfwr8OPDrp8f/DvBzp/v/6ulrTs//GRGR7/gZWelVoKjoxGMLIQ6O4wy99NgUIVgmUXHGQB4w6tC+BQuSLAOG5LpxxkDH1s/oyLlBDobsKtQXGEqCFMQadMgkEnk9YPoG9ZZYjS7IkvboHpzQrwPzzae4f/sBZ97zIfbfepP3vv85Lm5sUfpdLu2c4cL163zj879DcBWu2oXts9z+8gnTC5coJ4n9m5/n5PgBgUxRVJQ11LUbOQkYKuvw5cDNG3dY9QNHR0rZtfQKO/UEJ57uGLaeu4ROEn2jrI9PkCESuyVDSKRecUViS1se3GswocMv1sj2FhqUuH2JX/kP/gbGFkRXkK1hUipSZjRAjD3GFJRZEXHQD5BadL0it0doF5A8IBhoHkAokd6i003k6AixBjErcg5onpFQYurRfoVpOrSPZCCokNdLTLsch8PyCosnm8noVjWZgvNor2hOZAVVRZ0nVY60DogMkB3GTzDlDEoQI2MXIFv8oDRtT5WF5GucysjbDONqQkODsZvoRkHRN1SL2Yiz391kdbQa2RUpIGHJ7taEycwTVgWCQVyNzQmnBmnXGOfBbmDcBM0zglpy5VFGox/jQWSFOiWKQ5xBQzPyNxG07UlNQ5LIMJRIOsGZHtclYj8w262Zznv8pMeWM6xZo0xHSl8uMWbAmhaLx8Z65LlOphjJaO0wDtRPgPaPHhX4I3YlRMSKyIvAPeCTwBvAkar+ARDvXeDS6f4l4B2A0/PHwM4fcs1/X0S+JCJfWqWBwo627tKNs+hNHH+w6gpiUtJ0QtM3qDHkIKiOxi65DaeCpFHgk9WShwgW8tBAPsFrjyPgVSl0IA/jFykpkYoNJHVYXZH7QH3YY2JDu/Ic32np0jWuP3eVZ/7cx1i9+SIPXXqIdH/JkDKPPv0oF97/Hl79yucZ1hmf4HD/JqvhAdOdc1x+zxOsDweOWoufbyGzTZIGchxY9kt8YchDRExCig0mfsxP39zbI5uKmbFcNAl84PUbluruq3zwo09x/coCiopYGHoxJFPgxPCRx7fYf/smha2wE0e8f0iebKA7M9783G9y59AjqaeILZQlOUZCmyhswHhHXj0gFQWoGwtXKZJlDmWNugKOjkiHSxg82gfyakCb5Vj57g/BT7HZY/S0JuACsEb7Htc2pL5AmhZJkO2IaU/rJSEHciEMZoqsV+T9fUQAV4KvkBQxk0TqeoRAkoIkgcFGQtsAhmQEFThadWSrnISOYlFC15CaOMqNh4BLLcvewcww3ajIa2HrkWsYX3N86x5mOlAvJqQCyukum5sFG9OC0g70vWDrgcmzP4RoIlola0a0xYWWojhBoiCDR6KAEwYj5Fyhq0i2jj5ZyMoQM71UrFXpug5ii9iekDxdqhlMzWSrZrHI1BsO72a42EJUXM6IXZPkmKyBlGuy66EYMH42dnHKLcRujG1LXWLM91ZO/CMFBlVNqvp+4DLwA8CTf9jb/uCe/w7n/p/X/Juq+kFV/eDUFASxBAypKAl4io0Kay1dsKztjBwCbemJZKJz5FRipsXIDKgyWiVoLSzXaNbRrrxUUjghKETA2chQzCBE+i4xdHPKi9dI1Qax96jzrP2Udb7K8dUfY/aL/wbXf26Hr3/6k7zwd34TjXDp8cu8eeM2q7LgpLvPZ/7B/8nJUceVrctcePgSVkqWbx8xv7hFccWyu7VDc9Syublgq5zhkyUyxRUVfdvThiUiE7r799neXmFdJsYpFxaRs6VllSvW1VUuXG/49u8ek26+yi/+Zz/NputwboYtLR7H9jTysR97gv17idonHv2L/zp29wpuVpEWO/x3//ln0SHhasvmpMCaQO0KMn70LexH9Lyow6WTcRzYWzQnbFJcyMhkdyzMdYFsBsSAKQ1kg+9KTBqQmDFDi/GMbAatgYKsLXl1l9C1DMmPnaUM1k/HYTgRXFyTloG8SuS0HjX+WwtS12FORqsyNQYNA2ZtEJNOtSsrYrKs+8T9ldI2CVtNCE3ELnaot2uijaxFCTlxcLyi3W8o5hPa3rO5VXH10i7lxjni2hFCQexLNsqW849eYFJAlwJGBiYbC9qv/x6QT815RuxhigPDYMFlcujIpicbTxlAUsfgBmwEa0YcnZSBLFCRsEWJSTWKQVCSUZyBM7uJyZkZk3nGFkomQFSSaTCdjO7auo2YUQSlxXy0iSvPjO7aOkAYQGty/BPUMajqEfBZ4MPApoj8QRi6DNw+3X8XeAjg9PwCOPiOF7YCJo1PTk2EItGFiKkrUr/GpY5mPeCbjPoS70BNQJs1iYw0Fg2OKJnkZqgYpNxADGh0GDsuA8NQUElHFotEQ4oNZV3Tt5lucISwQ/nkTzL9+Z9mPr/N8Pu/xW/88j/m8ESZ7+xy7X3vIy4jna/YfeYqN1+/SwhCLiqa4oTIBk04ZOfCOYoF3H7xBR555geYJsjNCcWFGbEWUrukO2roQ4YmkXIPtuaCLHjivOOp3YLDRrhy6QyXr11k99mrPLJdsLW9xTdeDpRvf4Wffu4xVof3kTzQtQ3Pvm+XujjCVQXu6sOUmxlXO4INvPy//w0qW6FkOGlxKphVIoZINgl1SlZB2oFUQij9GEm7BjEBunzqXLwmywImC1gLOffkRsl9YoRSO9SVYwcoZUwxTgJGK2T8qE9Rg+SBrEoWJYog2pPalnSyRquRcC0aMXmgKKcYq2RXY3LAdQP+9DcydOPvJckOViPrIRNS4kgNKVqwjnkxoDEjraH0NdlUhBhYrw6wcRx2igmOVkccNfcIUWiGAYtn48ycqYmIrKmTp3DjSHSMitEB8SOJXRHy1OPHBT7Oy/i0VsNgEgGLL2Yka5A4IJrRZoo3gWwKcs6k2I2GK0nwbSLngvnZgukiIr5E9YRsJhgbkViihQMdO1tWKsQr2ALnHUbWiCjqHJrTOOuS/7ln83fc/ihdiTMisnm6XwP/IvAK8BngXzt9278D/Mbp/j86fc3p+d9S1e/4V4kKkg2SHUNZ4oLgC8fQRAglQxjNNZJRxFuGoQNKSCWKkGwxUpTFYEiQl0hv0HWHcxnyAKEnuYJuOWBTIsaIEcf05E3K7afxfsH2v/xT1IuWd//ppzlpHQ9u7QMwRXnv+x+mnBfceO0lLr/vcV75P/4vpFrgxHL1yQ/h3Cbb56Zsn7tK/2DFg3f2WL11zNbzTxLrQKpmxKYjhX6M9CjRwlohh8D1cxMuXNphu/SUhZJEuXx2gzi5yFM+sbh+hrPPPcTXbp/wxc/f497JkkGUk0Yo6sDzP/x+9l46pCph+8I16Bsy97l/523+x196a6RHyyijrksBpwxdS2UcpmfMfYsa1yVsoyNgmBpp+/HGTooUHjMcI01PtiWhD0hcj7DZ3EG3guTQmEg5IX0PfUYSkAvUjctoo4YUI84ksIJoRIYOnbqxo0RHOupBBTNXUpeQuE8en5mosTgZqK1Bg1KkFYmEdJHKw3FMFBXEYNBpycb2AqtrdAhY65mUU9JJhHpB0a+o0h5HJ+MN27malBOxW7Izn1FMayi3aJ3HFCU+R2zuSKkg9D0pZiQHpLWogyKOpDJbdjjW4EssBSl3lFnHgm0GJZAjiERyGsgG8tCCCYgXzm6vKTZGCK9aO94jaSAmA86PKYyZIc6NFnauwLkJiEXFIsYhcVRSihQY8x3LfP/c9kdZMVwAPiMiXwe+CHxSVT8B/CfAXxGR1xlrCL96+v5fBXZOj/8V4D/9bh+gqmgesC4ifUSHQNMPZA1E32OkwzhDPyjp6IReagw9xp1QGocnoFJhqHGSwDiM6dBqRvQeSkf2E4Qe6wzrSqiniZiX3LpxxGMX32Dr+Yd46zMv8OYXXoVB4d27bNbbnK0WfOD5axw/uMeLv/059OwO7/zuN7j8xFN4Etc/8BzV8oCHf+gZ9l9/m61z1zh6sDdOUF54gm997u9zYbbgYO8Oy/07zOZbiClxKkycY+oqdibQm13u3D5k98ycg73ED//En8WcnfPszj53b3wWnW2ze6ni3lHHl15Z8+kv3ySnAWOEn/3J69QHr5Jzwcaj72fz+YtI4XjtG9/mr/3irxMYhWFmyEg/sLOoqGZ+ZHP2S0QCbcqYIo+DWM4SyhG+mt0U0UTOGfqBoBYNHVZW0AXicSYPS2LoyF1PzkfkVYfgSFlGZkgbiUHRoSMlx6ABaxMxW2IuUBMZKKFP0AykBz1pPYCvR5HT+SskGa3rjDXkDIYJQSzZW3oCTbvm7uD55l3BohRZiKGDo0CWNSc546Vn6O8SBfb3DqiKNe3eEXnzPFNR1AjHq4ZsDbPNBTvntqlLRfsMCHVpYFIQnUHcgPcZXQfwCWM6yIkUI5o9qc2Y0uIAm0cF4iq1aBrdoKQyGOPISZBygcmJbAyinkmdWZwb4biVt6cPu3p0LLcFJI/aBdHUmMJjJhakJNKDKpJG53U1E2xRIF6xbvo9BYbvWpFQ1a8Dz/0hx99krDf8f493wJ//Xv4IAWz2aIhYLYghUBaeGBpKV7BsVhAhaaYUQyGjUETtNoM4ZDBUNuCLHlUz5rUmI0PGaCap4mlwsUOipc7KgCATT6+Jr7+8ovI3mT/0Htrt63ixbAx7vHXjLdpcsl/NYaX0jWU6nbP5+FXe/sLv8fBHf5jDd25zfHKP9Vfvsdi9zkpPiLcOOXP1SdLOlBtfeZXnPvzn+dab/yvdCtbNAXPnyIUj24L5xgbLZsVjT7yHw5tf5Z21Z2Oz4Ad/5A77/+wOuY38b7+zzyNfvMvNu0vq0rP3YEXWga0LO5QrzyNXt2hu3KWqp1z8yNM4c8x69W3++//iUxAjk8Ih0aG+w882cBsbdHu3mE6VEJTWRjamiSFHjKsxNlMOmWQLMAGaJXa2QSrn2DygDAzr0aOQnJCqQtpAKks0C8ZlJCxJuSJ2luzHbtHQ9vicKJiTN3fx7QmeflyNuAHyDJGMCQ3u4HC8tnMUW3PirUCUamSPFJ7QdEQP2gKu5niIHB/f4iRnVAqsZMzlDXKTMMs8dremHtNBzgPHd/YZBHJR4kNPNbNMW+hjj19PuXi1ZjaFwhoIGc1rqK4h+RDXRLSQER/hFA2Z3o71BGNrpErE6QWGo3u4Po0sjWRx1XRciVnH0K0w1mCN0IUVxhhyyFQ5s9ipqBaGcgpW+nHOghG7qL4ABoxUSD1D/VmENWIFhoRaUBw5G1QMKoIEg9o/5lTi/59tjNYmGyY+U8wNxaTAzSfQJAo1dHHAKhynROgHVONY0ddE5QVxhhAcUSZoHbASx1aNbCJWGHJCc4GfjfWItvNoEErjmFfnmT58nXjvbcKb32Zx50UeHB3w2u0bXLg4obt7nxtf/wrnrlzCTpTbL/0Omw9d4eCNl1geLNm+foX9G0e89rUvUkw2WR7cx1c1dTHHxZrp9ctYKVE7joSvup7F2Q0mGVYP7pOajtdf+hTvvnWL9XHPzkO7rG+0DPvKN17JXP/o+zHXnuGg32AVWlw1p8sObdZ87EcuUTSZo35ONwzYnTV73/g83/qqEA8znWZWQ0+bT8jZjhh6m8k2MsVhEBwOkhKDQ7RHcyCqklHyMKDFJskYTHeCsSUqHo2JnEtydmgfQebY2GNzO3aOdAZ9hyk6FIuul8Sux2Ule4/tlpiyJxUlCT+6H7keHTooJqPENyriwM8W5NUJZnmEiCFrRAoo+iWSB9bDEq09N/cjUhhcAWoz3d4Ka2CycFhvETvCj5GSpovgFpiNLebbGzz+1KNsFI4+ZtbNEpsis6kidJQ2YMoZZromqyHVC6JOAYetC4gOn0YMgoZEWvVwcA8fErme4NQiWuNjN04Ap+XYXRh6rCoVnphLJIPfmlBuJKqNOc4UKMXY4TAF4jaQIIifYavJaD5khnFQKvUIDoaOLGksGktENSNeUPO9Ieq+PwKDMUhtMfVYDDKqpKYlHi4RE0FGcq9aqMVCVeHyiLQXMiknUupQn8iSkC6jzDG5wpgOSSVFJQiKLNcMVjAIO4trXP7Axzl3zRFvvcrULimHBu1heZCY1QuOlvcwLNg4+xjl7pwHL3+Ts9euEbo9Ul9wHN7m3PPvZd0atHKUlcENC447Zfb4eehrvvn5X8O6cTl68cKj1DPD6u4RdmJohp56w7OQS/yF//Iv8/O/cJG337zP733yDsvNJdeu1nzqn32BT/3GZ7m9t0cpwrDqmS6E/+iX/z0+/uNPoBd24Mo2x/UFvv1iZHLhOaarW9QpMLNKaZQqZ4w1YBVfOc5Uht5XI1SlLsBkXFVhQsIPbvQwjAPWJFQCktPolN3fH/+PrGJTizUNENG4JCYhRYN2liwDmtak1hFyoo1C7gJmvkUxBVNN8dMZk52KyZktdL0irTtyiiADzjvy6j4SjkndAdqPuXfUDppAbgeGYMlhIJiC23fvcHvQ8cZs1qRgqGtohzXNqqdSz7oRRA2WyJvvHGKKwGx3C+7eY3PDkxPkLKgp2dye4ycVlTdkl/FeYchE3UBzQGiwszlpMGQ3fn/Z1gy2JDuDikIG7VYkV4F2qEsYenK2FN6SrCEWQu6OMe0SmxLbm4n5XChsh4zSLrA9gqCq4KpxmMtVGOvJqSMDmoSMIZYVkgVrlIzHWEiipBy/y034/96+T2YlFMmB0OWRA9C1iBOc5jHfK5XlKmOz4jd3UG9HnQKC2B41BmPd6MkgkN0UpUOrDpJBMgxul2j3YPMs01658OEPUnTvEt99gVuHK6SyFMwxizmYxNHeCjedslpFComU17fwZpvNc1e4d/cey/stO2cuce2ZP8PqG7+P2kjbg4SW+caMOy98kYd/4eextWN974gLZy/z7oObDO0tQsyUtXD13Aa37p7wYNXTVPf5R3/9b9N3J6y7mqobcI98mN3FklLfZRkCha8pDOwtE//Sj/0gk73AsBnY9Wc4s9lRb25i50e8/rk3+cKnXqY1BjGeqkjobIE7aPDTU2BwH8E0zGyJU0tmwMQDtNoiRsEOBfjTScM/KODqFK13MHk1Wq8xoMOAnSRSnGJcR/Qex3K8PjVGwEznyHCAczWGDF0Lsh7dvl2BMafzF6sOqop8uCLvzEjrA7LWNO+8iZQ1WT1uaEnWkseJOYZaCEcNb9ydYH1LduNIfsJhQof1BUfNwKVNxYSBsvSICPtNgHWLn5SsHgRcURDNaddrUEp6rGVsO3YF5dacnNdEXaJZMTKQ1i3ZCzl2CAVCjxFHpiJoRoqSIq3pcsDXBo2OaAGZItKgKwM4UmHoY0OJUtYlrnJkm8gxo+pwOIIKxg5IWZJ9hTLWMtQYTIRkK0QMJg0gQqICUyGM/qd/IjqGP+lNVLA9FCilRIwzeAy2MKPsU6Zs1Zaiqqm1x6uODAIByROcgg1jNdyqHSMmEyRNcd2ASINrVniTMUNPtTXlnd/5NG99/Vu8884BIuBFcGFNoZnsK0yZcV1iZyjIdUXzoKGcBuLQEYPnwf5d9IzyxA8/TTze5MqVJ/GD4fD+faZntynYor64ydVHnyauHU9+8Dly9pycKA9depxZYfFbs7EqrZ6wbJnuXgZzHuvP8KN/4ecppzM+/Q9eYB161GRcAcdNworn6Z99L9VuiXFb2NkmxZULHDnLK7eUT/z6Z/jKqytM7HAErCp6dIS4TEwN/ak7dm09TVmQ04pEhVJhlsdYlphwH8kJcZCjRcwcMQkXj9DosaEf1bcWlBLKlmwL/NChaiBlTFUyLr+W5M2LlDZjtCEVhq9++dv87U+8xde+dJP927dIM0euCoa+Y7h7m7RsyU2iuXuX/KBFbIFNihaCUQODoAohe+4crdk/fjC2EQuDeIctCqq6pDSO2ClBxt9TXSnduiGFSFoekOnpc8HGRJCsVCJs1sruVkmVGsiOUNajn4ErEJsgQGSHoD25SeR+gsZ6VIOaAWciToUytfSNIF2Hsk1odQwq8QSJLUiLFiChRymRoqYoxgJ5kcHahJiCaOzYzXB2/G5FAQ96Kok240i3kMaUwdYYE5DcknOELGT9UxgYNGdiPzAMA7nNmA6mAs7Oxix4iBTbUzYnynxSMp/vYCZzxJZIiCSbGYxHigKVFoaGnBpI0LtzqJ+QjZJtjTOJdu8moT+mEoOYgexlRJ6byNAesb8ceHD/iEd350QiXd8w23bsLG/SJeHBrbcI1QaPf/xj3PndL/Hm115g9+FrBBc42dsD0+O84c5LX+Kxjz5PXhuqp56kDS2K0A632bKJozv7XH1oThwalq3wrW/fYB0f8ORjj3HxygbyrS+Tihmz2S5nt7cYghBdRVn2bN67B0fNGCg3Fd3Yhvk2v/If/y2+vQfJ9JhyQuEMXjz1tAI80irbl3fwBcyLSM3YPy+6hjhERhakksrJOKAzDKTUoxLAQAqOXCrZJ8y6x7gSCsF0Y/U9OQdEpKyJCNZHfF2wObUkPGkIdHsrts5d4YPvfQ+716+zyjNev9Ny+/Zd+qFlaFqad28TW2W4taaqKqyvyCKExhJiRInk0nN81PDb31zT2imTaU0aMi73hG6FyY6qHEAzphzZJWVdsMyBNjrW2UINq9ai8102JnMuTwoeu1CzfXYTWzicZjQPmKJEkyIxIPTk4T4SS7wfMDaTdBxoy8aAWqz2DNFiympsITb7OO1wriIbR1RPYRh5k9ZSGsOZiVLOZxQuI5hTfF2AXGCsx9hdKGcgnixCxpFtDaYADBQe6wxCACzGOqwENAdM/t48H78/UglAygqTGyQLxiViD0hHLksKVWIMFN5TVJ6iELKJI9XHZUg1xgmSPTmCqUCLAlJLpUe0MYIvUT1G4hqMoxALtsdOLIUHTSVaLphXOxSFsrHY4KA/Roi0qxMe3HiV5rGrHBzvEcwGD106R3j5DY7vnaB1wbq5y5nJeYawYn6m5vaNmyxfn7L9o+9l98xDTC9YTB7Ye3CP1BfcTzUf/8BDPDQ/4O994ha31OPWlvU6s5yt+P3f+BSvfOsuJ33Hlarm/O4VvDWc27JcOPse7r+xpLrccnQwsLnK9LXht/7h38IajwmKnwgSQKwj9Q0xCma6TamJ7KYUzrNOcH5SU3tPDhY/mUCek+MSEwOCIEbw4pBhjS42STGM9CQM4XiN8xntK3IK+F4RPx/Bwn0adfwUJOvQUtHNBcPqPqVNPLxToE6ItsDVkUURabhAoCTbXdLFpwnSjfqGFBlcickdQhxZDdQaVAAAIABJREFUm6LEombv8C6DtQxDg0wqtDEYL1QuM6SBoixwc0tsGUf7Vam8IyVLP/RsU7G5qGhUOH92m6++fZOPXDrPxtyTTEJDQKsLRM2jmE4i2U8ojCWs12Rb431LzlPQRIhT1HQjSWutTIqGdnBI7lmXFZMwECVjEwwp0WkCU2Clo1zUozRfBDED6BaYAyRH1M6g6DF2hsaB5GusgNoBskXsBJu6Mb1WM8676BqSIMZg+NNYfETBR2xKY1BICoVD0yjVHRw46ykXFTOxJFsgFKAZsR5iIOuaGJvTpXkP7YBYj/pAtAt0WI/j13iSQjJ2FLPmihDtuPSdzCnsIS6taWPDSzeOCU4pXU20iXtv32LvzpLpLPGDP/NB3vjq73K8920uXrxCc/seO1cvY4H1wQqRKRqnxOGA608/xuGrr/O+p57Hi2VxZguXDZQTLjw250d+6nHk6IBlWGOLzMVH34cprxHV4euKp599kuuXHP/C84/ygR/5CNd++DJ5uMPeV1/ntdcSw8ce493hFT73u5kcDTrxVJNznP+h55n4cVmaw6hhSGVBqYHJ2V08DmOn9EFwRcK2R6RuBN9iHRIympRQZMIg5JAw0aBSEGIJmzvEco6zE0QmaDaoyRgVbFngygwTA3GN8ZnZfIo7/xjJb5CTQ3rBpw5xUwpdsH35Oouf/BiTn/0IkwtAUCQp0vX4PIzwYkqCQAyJ4WCf37sRxoJhzqRVhxdBjVBoidiK6XYx0tFbxZYFtbWAxeaBsEzgO0InpNwx2ZkhbaS+vIvYgF9bslZ4twYShIhVPxrkxhJrJqi0xFhgYou3GWMDgRlykjBmQhSPiCHINqUGkiohWqI35GpzTLWGNZAxzmHqCcZZssxPVZJbqK2h2EBzOTpYiUXiaOVGimOao0djsdM6stFx5ZwVxEEa63Dfy/b9sWJQIDo0OZhUeF0T7ahXYFHRthbvE650dIsZ28ZgZzUqhqR+lFKnFucXZGuQPkEd0FCSpKJkxWAtXhpS4WESsFogfoJoR44RsRVp/y79bJOd608yf+cVTpZ7lFJyjh6Ta/pYc+3pyzzzM+/jlX/yKV6/dcSZrQVd13K0POaxZ55nfm2L3LSc2d3i7hvvcPedl3nfT/w0Okk8+uNTbt6+Sde2zIzw9qt3uM6C7Qdv8NClc9yLA0888QSf/41/yJNnN/nJn/gAZdHi+ynbj17i0jMbtAev8PIn9inLLYrdmic/8gx3X/gM/8Nffx11G1TnFd8qaKZ57S3wDrezS91EkjFYYzCLM5iDO6hRNAVwBcGX+DTg7UBqHLiOPNvF5CWmM1g3IXeZ5AJ0FmMryBn7YEVeVOAyamqcQM4GEwdSYZEEdvsMHJ8gEwtdwu+cJWSDMlDvTJBHdslvnlBPDH4Hsm0RK+RhbLtFZ8lNJocBzZkQoCksh8MGSw6xLuBaJRpBakdqe6ptwGe03mF6ziJDj18OVGdL3HqNd5a7e0dcOqmopxUnK6EIPc9c2WW3yJTGkk2HDhZfKnnIo8w6B1Lp0ZBwZUJ1gjaJ5DxEQfoOcS1MHdKtCa1Q5R41lpwrxPQYJ+MMQwDyOPw1mSluCk4zJhnUCtkMKIJxMwSDFh5JA8l6JAvkMJ7T0/TGjufl/6buTWI9zc77vOd9zznf8J/uVFXd1dXNbja7m01SpEXTshTKkuzIsOBAloIYDjIsnADZZZd1AmQTJBa8CKJFBgkGFCBwAgOJHNuxmFhDJDkURYmDxFY32WN1dc237r3/8RvO8GbxlZKtG4iD1lnXqi6+8z/nPb/f80iZ3ByAuIC4BisfD+32iTgxmINUeg4IKUUseCx5RAspRcpuQ04HvBRmOSFZJoGrHMgYKlMwqowd5A7qjFoFYUTZkR2IZLKvKSmj3fAUy51Ifo64ljELzJYsnn2V2WlDyol6sWBetVh1RKyWLI9u8MN/80f46He+wfn5jnq+INc1nSSkmfHhG79D11+wXz9CcmH23Its+gN6tuLy3gWl2/H6K1/Er25w+toLrMfCxWHg6++3HLVzPvvCLb7/3Tc59Eq1gE+9co3V4gYv/+jr3Pj8jLIY+b1feQunW05WB04+/xLVDx/z3/7CW4RKaOZK3c7RpuAsorngLcPYUVOI0Rjjgf78klC31AJjeQouJWFhRsp+uoZVc1zaodqilScHEN+jQwZRslSoOMpiKu6U4sgJUplekkr7NKFXHAwJ8y3RCTqHWBdcPRKeWVJdWxKu3yCcHUHlsMLUkM0OVwIle7RvoI9IVSElE1zGifD7f/g+PhZisyA3c6rVDBTCrCWWwEwMGwaG/Y68EULTMFxkFqsj0IaLuw8ZBoc9JVjFLvL8i6fUbU3SmpiXxBqm+n4gtAGrmgngUiK5UywWpIFsjqwZaWdU4oh7o4gj1IUxVEgVJlGzOHQEP05ZkkwNUannx1R6mKhilU18BSc4X024/3qaHZiAxgHNh0njmHdTMjVXaO5J4jECZuD8AtEKpKDyL6F2/S97WXqKzY6J3GWGywjW07sZpY8kzWTXwAB+5nBBIGawJVqP4OaIBjQVtDdUB3Bler5MxyCZLH5CngfDi6fZ7wjdHrZXaEq4vufGK58jNInvffv7lCFy+tpNpIzsHj7kiz/x53j1p17mW7/83/Pe+Ya4vcSPkfH8IU3ONJUSLyP7++dsPrpPc9rS7d7mOLzGD379n3L55rc5vvU8z77yDO0g3HjpjJdvPMfvf7BFW+W9Ow+xw4aSjM9cW/Kz/9HPcSyeT3/pOZpPz2mfOyZvOk7OGsYrY+cDZz/xPL/4t/8L+nvntN2A7S/Qi/u0fYccdhQZmDeJoxNH0kjthDIUhnFkXF+Qx0Q7juQi+GHA2R4N4H1AracokK/IOSDjiLGg+BodDT9eQXeJbR/A0CMpIRRKyeTDGllfUnQCjuX+QBl6RAM5KdIEbLbA1TPK9SP0ZEl9q0GqBjdvqVpHXdv065oHok6mcnYjUhzZhDv3HvLuVSE5wcWEeBh3IwyJ01kijgeePa2xbaIRj581NCVy2B7ozh9Q8pYPP1ozdAk9fZYsMHZrVkee1meCdtCfI7pE6zDF88fCoIpXh1MhzZeTQKY4cEIxxWxPaqcThaaO/bAk4XBlBz6Shh3gSM0RPhYq11OFLZV2hGaO6WEKJenknrS2RiWAGSYtkMAlig+IOhBlMueOk/mdgOgMFSi5Q2xEnsp5P876RGwMAhQc6oTeK6MlSu7JVzskK5VUVP10743Fk6Uh53ECdkhA0jCVUHzAPKSn/0Yp4CezUfGCzBpKBuoJ+jGYkL2jHwR/dBMWLR+8+xHXWuHi4ormwZ4CPP/SCywWI+/91m/x+GHhmWevYaGhDhWhXhDjyNm1G4x2QAZoZmd8+M3f5u4bH7Lv7iDlhLPT56e220zZ7R/xwivPs9Tb3L59lwcP7jJvHP3jS/7ql17mL77a8uTrb5LmwuAaZscKqeJ7v/Q1qrGQZoFP/ZWv8tu/9F/yweMK18wY+w3PnTa4XLA8kkokXnbUOmM8NPggxN0OyT0pJQ6j0S2POFDQ/JQsLG5SwmNILkh6mmgsCRFDux0Bm5D9TUXWAM6RYwGLyDBigxF6Awdu3CEiFJue5ShpYhJmoS4Z1YxbnEz27vom2dnE0FBPzD3lKWch7UdElBw8sSokNX77OzuMQk4JyQlJEVyiEcGpw0lN7AZG60i7A25zjlUFc4KvG6rWkZ3jsDsQ4o6ZjZSkHJeIM5CY8HUgVHssG2TBSiIUZTQ/9V26DTna/1Mcm4a1Ac0gtU0vD7ORYegpo1LynGZ5HQ2RkDZEKSStyVYTfEep48RzLDL9qKlMbIWgUNL0d3L1lINQnaA5ApSKgidnmZBvdBSpp9xJyRQB7OMFnD4RG4NN3VUOLmPrPWIyDR5bT1bP6IFlQ9fvSRkO/RaTSCpPga8UsmVc6FGXoczQ/Y5RDVGHK4pKBYcd3iD1kHYR5xTpDecD88//EO+++TaLfIU/ClwdMiOZl59/jWrpuRo9jx48Ynm85MEf3ebmy68Tjhrc3BFjYeg+5GS54MGTj4j7HmfX+dSt18g5cHn+J9Rty/vf+DbbJ1e8+vJLvPZS5O63P2J1fML5BTx/zfOlL75OVY2McWBvntDO8VLIdeCtf/D3KUcn7Ec4ub6gP/wO/+gfRsSUk4UwU8946OlTYTHzqLT4UOPmwtKPxINj1taUGHBDovYFd3zEmIWcB4qvISuWwaURyZNno2DkSrBSo/N6cku6FmJGhwGzQunBeiGTKHFKJ6Y+k63C9o9wOGTIGC0mILUjL1qsakFBZAns0TFAV0+DZT1CK08aAm7skaGbgle+ZszwyFcIGU9B1Ri9UjUtzgcYhfq0JYnDyoxqVbE5RHCO2aymuEC2BgE0JfQo4OoWG2C+8phmYjKizsEtSbHALJB9i+SRWnrUdphkxCI2azEVKEYuFSU5stSEkCldodYJce9LhP2WUgKHQdjGirzfoA7EzfEloRbIJMzXiJ8j2oJ5yJGiaaKZkTACqEOKUtgCgrkF4gXKlOwVIuJaRPcf+5v8RAwfTeBiM1Kr4VTpaJjnwmhGEMEZlM0Wf7wkdYn6dMaA0Ipi4sF1qK/JUiOlwocrcj1HQ6L0TPfjYUDVM7Q1Me6oVZHiEB94+S/9NO++/V0W2yvc3NOdd7g5nD37LG//4Af88Fd+hoff+j4XXeK42bC4eZP947vE4qiqY6Lt6PsZR6dLvNbsYmJA0eqKs6Mz3viD91j49/ihn/vLfPjNt3n13/oiv/YP/hG/vnEsd0/46o+8zg9/8QXOPvcSj69q0tUlz7x4xvw5hz92fOfv/hKlOqVc9Jy9epNP/dt/g//43/3PqbUhDpnPvl5zOC/cHRTYkas5/rDHl8KwUVYnx4TNA4an84GhN0SNqhhsjVFHKgnkVlAvqATS0mODToOzEnChkLaGqxpUOnI/tS6JijUjqRj0BgqlXqD7nhQ7XN2SR4FR0bzBr5aIb3BuQyiRdPcCvznD3zrD/8hnkYdvM/xgjdqOvPKk83Nin8EqwhLiMPDdN++QdzuIhXDa0N66SXz/Hj4PaPCojKxyxOaBnGG2LQwnc5x5mrQlD5mxd9y9GLi4hOuMlPVjmjCiyyXIevq/swH0BJU1DEZlDrNMyglfBHFH6HiO2RoVIUnB23T1raxQ9pm6gUgGWoqMiHpCOpCDY5kGhrYFA23zBDJ2MuVznGEuYJZQNwNpIE2domknSViJFDfHFUfxU3YC55+WrhKGnyrtWf/UefUvvD4ZG4PJBLVwjlohjD3R11RWECuo82SmspQ5kDIQaPGhx8p8Ig8PhRJapNpTOEJ1RGKDC1dTJqLxeOupdnucDhz8kmCe+TMtDz58h/zkIeICDqOcXIP5bT768D0e9QNliJzdfInl/e+Tdo5x2+Nd4JDW1NUxEhte+tyP8vj73+Tk9Brx4jHiYP1gzYs/cpOXP/cidz58n+FXM615nry/YP7lv8Lie3eJqePV54+5fPc2N1/9c3zux1dYeZ7VYsf+Sc/28YZuH+Byiwbl5k9+hW//w/+OYInSJ+rgOK0DHI2sf3CgWEbGhPhC03pCHdkOW/bZUVtGteBXR3Trj9AAG2CRCnEWmLcOHRV0+FNCL+YCDNOJjCZAUIigaY25OcWD9BFiofiC9ldYHUjNCpDpmlFVVGlNrp9Bru6BtuTDJft+gfqCHXfYdx9Slu+TdxnZCLmF1I7srp4wlIZmUeOdsc/GH7y1JhRFFo7aK4e75wSMHAISM7mteXRIvLIUpA1sNsLxvGF9FfHLObreIi7j5YgUGsq2Z3f1hOvPLnAFQq1kq3BaT+h1O8O5kZz2mNSgmZKEogdSmD5YUSG0Ux8jFEepOvp2jrdAcoEm9+SYcRZJMs1FktbYYaBeOtKwxLkKSsGqqTRl+hSGmyNTE6JQXABxqDHNXSxNJzhtwPZYnq4fOcnkg2WkiMOlP4NXiVKMosK474kxMWlmC1J5eimkYSB4JcfIQAVBUaeYr3FakNKSG//UuLPAW0StmV47WOGoIUaSevrKE0PL2O3wofDsl77C1e0Pme12WN3Snr1ACMr+sme/TRzNEn/wT36VXPbIrkKOa9RFvCm1zNntLiYm5XEiO09zvOTG9euoCVRzPvzO2zz3xdep5YTDQcmzGyRO2L7xFj/zN/82f/0rP8XrX3iR7sZPcZUvKdsDy+OW4msOavz+f/X3WZ60pFxz9qlr+LOBf/w/PiB2B5qZ4J3x3p09667C146lc2xzIo2ZumloQoujwNiRxBDXMjs7xtSTbUVn0IvD2BG3l1AbVpTQHRAKkiMl7ch1gKEnjyD1Euc9OjPqKoNGri4+5O77H7LtN/TjFePhMZa3lP0VdvGQ8fKK+MEbHO49Yre+ZNsZ++4J23sPSI/P6caB8cEFmztvcPcH32D9wZvceeNtbn+4gXFLGyJlyLz51rv08wXZZdwYkTGRxwmx3kiEXLh+3CIpUYWCDj3zZc3l4x3bzRWWC0hhKAkXI/3lGo09w1VidjyjmgvSRagCY9LJqzFuKTkjBUgJFcfooQRFS0Hd1DXZR2HWOrwDyy3BRsz1wER/VhWsVlQbslNi2k1Xq9DSND2a1uAEdTPE6cSBSw5EMNdQwmrKJsQ4WcKKfxpcElTy00RkAJoJWmSC0eBKnl42Psb6ZJwYpmIuYo6iOjXDSqbsIuYb1INvJhhFO4MkBpVgw0huKyrdo2qwqpGcoRJK6ac0Wjx/mhevGVNHQVFxnD53xhf+jZ/h4W/+Hq4/MDRnvPwjX6athe+/8RiVitPrjtVzL/HHv/cDvvW7/4xaj2lPV3AROTm7jt92XGwzw7jj+Poxi6/+GE8++BCrG1547WUenl/x5PYd3vjNr/OVn/4q6fiMH3zta2TZcPnhB8h7H/LXfvwzfPu9LS+427z42Z+lLOY4v+Xh4w2//p/9Dzx7ckJ/4bn+mQUv/wc/z3/yc/8pSODGckFN4lwD97aZF2ZbtBT6nNFdx2yuxKGwT3tmc8+xMy6GkazKuN9w6JSmHbkcMqczo8mBWavEYU+eneJtQHLHmBIWjvHDAIsjNB0og+FWx2jakF3DsN+wORzTzTxX790mDQXnA2IdtQs0dcv86JhtHEkHY1udo/uOmQaundSER2vixcAO4dJWdN2cw6LmaFVTt2sWqzNsXnF+5x6/+cYWQ6iqCm9KjgW3jxxmmZNROT6uWF9t8C5P5PDY4yTiyGx65flnVpxF4cmjA9Ep5w+e0MlLzJ894/jaCVI9RJISSsSHJbj51C61SKlWONcRSyIwm/BuDmIukAe8eLa5YpZ6aIREQ8p7QvHUGsliaOcZfcTyiJSGLJEZe9y8ReTpScEF1DWYZaZdZjJVi8VpCCuKFMWCUPKIh8myJjr1W9wBawX6NJmvkiLpz2DAqRQ4WCEsahRDhh6bB0oqhNShVYscLZEoNGOhwk1CDWaoRpBEoZkIxfmApIRWHs+eGA3pC0lqJNSoOOpxx2f/nX+dx1//LZ48fgefHItZTR6ED9+94DBuGNKO56/9EHffe5vV0Yy+j7TXCruHV8wXLZvtE2Y3nkXH+3hpkXZJnQ6Uw0CUhniv57nnb3Haztlf9Oyvtlw7LpzMnuHOR7cZDsLLN6/x6vGGk7Jm3BTs4o84+cJfZ9gmLv/o29SVoz8kTp65xqf+zR/j/M3fwFzNouSJmeAcrg2E3Z5uaFgtlMP6aYoRI+fIPgrZRRbHSzYXA5W2mJvjLbG/OhC8TlLVPtP5mnmVKYdLpruE4UIge8FFyHEP0SHFk08L6DE6dtRty61njLrs2b32Ku5iT0p7YE5defJshTfHtXoJKDJmhms93i0RbahmR9higZ/XnAr0H3zAsFKcH1ikE6SBod/ya791m0xFrCItHtrMsHeUmcO7QGkrqsrYXCWOFi3dk57oPKu2oZ01hH2H9wvMrqg1UFCGQ49u9lT9I46uvQibAv2BoQ0EPaA5UMoUtFI7kNRQakrwaErk2jFEwbmGKDO0RKwSirVojnhdkkwJXJHDgpS2FKnRuhBLpgwF14bJZVnLBNf1RrEGrJAtIjIZ1dCMWYO6EUQxKlS7SRKkCS01pj3g0V6nDS0nrDhU4sf6Jj8RG4OoQPCklHBaQDxpNErORCr8vKGUTFguyMFNCa9xxCoFsykhpQnNe9BAagSym9JjLpCbAR3jJEhNxnN/8S8Q3/x97r/zHtmMJsw5fvEWF/fuUNLAfmscrVasLz/k+tkxd24/ZH4y59HdB8za61SVsqpXXD65Qy0LLvY7li/c4PCNb7F5cEGZ1yxOz9gNa0p/xVieEO/P+OPfv8vrX3mF8Ts9n3nt87z8wimny9uU+yMp1Fz8H29w/K/8OH1/4K2vfZeTsxVp47n1N15BKuGX/+5buOWShkh6qjurxkyslfW+4IlEA6zmrBHWcTIppc5YtA6dzbBc2F8+4PFm4Oy4Raqah4dC3cLSe1Lx+LpMd3Vmk25NhGI92lfkhYLUaGeYRtQS1WqJDyPpsqdKG9yRMnPHSJfQfkDrp4WgsKBanGE3n2dWt5Rjj9/tcK99BnMRzQfyd+4yOk8dCvvQ0OqBwcGmh7ujp2D4IsyrgbQzRJXC9OuYbEC0wnDM6wymuKYieM+6v8Qf1ewO59RVRRy3zJqAuTBxHleryZshI6KGdx1RW5zbEOUUVxTTSW1fJBN8T1TFmafWjlwyja050GJaKLYnSCaOFa6d4XuhVKAilBwZIyieiowfZWI1VEeYNkCDuQxWcCWTJSA6EZmkRMw85Wmbsvg5atNzv9MyuUfNpjBULhg6zdvKn0HbNWaQCzZGcsrE2JP6EQktKUbK5RVawA0djDvG/YDgKO6A5UzKBbPJd5m8PCXjTgZjJx6zZ8j1l9m6l2g+/+Pk4cA3fvdbdMPUaZ89d5OjWzdZn99n2I2kuuGkOWVYR1792Z/n2vXrPLl8yHy+YCwDn3rty4zjmnh1xUtf+hw5R7wMpLgli7B5eMnh8oIojvbWK7j6Wfbrc05vvcidN2/zhU//eW796FdpFi1bPk1C6R4a1Re+zPnB+N2/899wdnadZ643/Pi/9iLlcs8v/Pu/QhqMdkxEM9QylgwblDIoQzJyUXJdMfSJ86FQxKNLh1UwaMSGHanv2K8v2K4vKTny4NGWToX+0LPvOvrSk4bAvgi5rEn11GZMspwSoNvDdHy3Hl+YNmVJSJvRVY2slqQCu8HTz4R8ssD6A34Y8VdrvNvgnrxDdfke1dWHyP23kd/4p8h3vk/61jsM9x+Qrrd0QZjXLckL29jwv/yTP5ngMT6DwWLVQhZSjuhwYOYP3LpRcefJjsPVmqpWmiLMfJgkr8sWN/aUnXBy45ijVshmpNiiqePo9BnSvkOaqXGbw7OUMCPLMSoHcEZxQmg9Ikoi4H2i0KMYzjwmLbVLU/BoULI4kqvxtiO5QB4PRJkq7FpGLBlDEmTeEnSF1gH1M7QKOCaEHq5BskcE1CJQg1MUhxLxJaPiJmUgeco7DAdIHUhGck+JuymC/THWJ2NjEGHcF3xQXFEYoPhJGFMMRAy6gdpNBZTgI2ojLk0FqsnT1yLN9LYteQKU5LAk6jGlLHGLntkrwnj369z57rdJfSTlEdOKG69/iv7yMW4MjMFxcfceV/2O5nROtXAMactxex2kplQeVwfG7Z6T1ct0GEdnK8a+sH088pmf/AkO3QWZPe9++w3uvP+H3Pz8F3nm1T+Pt8KiOmKsPa6MPHPm2UpD5BrrXnn25z5PvHdOv57x7DPXef7YwctH/OLf+U2GOAl4x5SBjKqiswrzZZpCu0AvnjaAVoGYoF5W6F7IOIJf0KqnhJocWhZuQRUKxYwxjozaEotjPypJIiUlBlroR0yNzIG+REyOsHigjyMlDeSYSFaTUoOKoCXBcomrO1Ia2Mc9/bIhtcZQXREPBVsbPOzI9yLl0GAXifjeOfnxjsO+I+WReTVSmgPblLnz7tvc7YTihRSEJEIcRrogtI3DVXO0qinRUcMUrSYzDIXxco2Zw3cbTmeBzZNLSuspxVi2FTlGcmyYVRWeHi8DxbVkK3idU8yTzYFM7qhomeIcYmBWgzsQc401hpiiecClTFWNYMqsGhitIkrByQJXucmDUbcToEgNtYjUGQ0N5gqTiHOOuhoQ8KA2gM4REUxniNSo1pif+KZqOyTtsTw8hbwMMA5Y6ierVuk/1if5idgYzGB0k7F3KJG8CKg5DnkqgEioCUQGJ/RxKpaUlEEHzIHLMsEw84BPgpcwTWzDGs091B3x0T3kvTvsLx6wG3s01LRhxfGNFUfXHbfffUTdFKQ+4ZCMbtNx7eVX0c2aJw8uKcOIOuWZG89hVc3lXjk9uka8t2U2Twzvvk0XZ4ztwPHJS8yamxytWh6/u+Xd7/wzrtdzAoUXfvqv8syzt1i/+wOOXODh9jFDVigD69tXPPjn3+D1l2e89oUHXP/ZL/L+Hz5gnRpmqzkpGaHVKemWK2TmmS1arFKKVEiuiaUQ3CSCcWNPExKzpsJyxmqHs4zGHq0gOaF2hW4Y2O5GLHdIGRl2O4Y0Dbb66ohSJmK3SkTr6R3dpRlpUJLUlP4wTeCDJ7rply3UNd5X5NkZ/ZAYd1tGXRC358T8mF3ckg870v6KKEK3v83u8W1SVQgzo5RA6R2bXeGjDwfGfsDlQqstGgoxBUJTqIuj9Y6cIeYM80lJ5+qaQROVn03S2aMT0MRMjEamxmUxZd/15LLGLwqJnpIqcp2RUBjpKOnwVBJbsDhdUUWeotvkgLHCVQVsAq6aLskuEMuC4pQxD0AkpUw8bJCsZKnRtCflPIWSytNOhCVwqynQZD1YBg1TKUorrIyYq1FNmMqE4zcgJywlJI6Q9siwnV5fkpEZIRu5zD7WN/mJmDEgghfoo6eMI64ujOP5QcUnAAAgAElEQVQEtox1oclCuzom7np8LeiwoaSWNB5Najvv0aJIaBgrRxUPSFXQQVEKbkg42xDsEZWHeeP46DCjInH9i6/y3f/zDm5/xXi25IP7t7l7/yFVu2R1UohjzyDKyjue9MbnPvtp7n/nd3Au88e3v83rr/6rnL7yVcpY2D94n4/ef5PP//iPcrh8RNPcZHN1Sb484p3lfV79Wz9D9/37nJbv4t11fu/2XU4+ep+HX/5LyPgHHD1znfpTVzzz6deQn/wsv/YLf49f/VqiaTxxu6dpPM4FQt7hbGR8ZHSlZeEz9TwQ+8hQjJuryeE4bjv0tGW/P1A7jxej98r5xYazk2sM+yuSOooEnuREcxk5O27QJpD6PVFXzNZPkOBIreJ2e3KdpzAPisfIDjQ2jCrIeECbJb6PE3jWFWZ5uosPTcugFevDDu17iutI6w1SOio3o3ruhMXzp7Db49cb+tWCdbfnf/3fvodrZljVMhxGcn2gdg2H/ZZq2UKj+DySs+fJpmMRPOuSOH72eTaP3sE1QmgKVddxmTLOV5TdmqUqBx3oo2EpUKKnLj2Ix9KMrkRc02IhTxFnmWGSUMYp3hyU4GpIgqtHSvYMJYI0JBHadiSnwpgrRM4I4SGDr5FxoBBIJTBkoNsy+BlUBfHNZNcqfpL20GH5QNEZTgQNMgX6ZOItSOlhOGCypeTJbDUNJz2iAQOcrSC4qVz4MdYn5MRgaBZMlEYD/R66bPTmKVmpjud4UaxVzE258IKSeqUMhu8NlRnkcUp/KcgIxY0gHZQ9UoUJQeYCWQOV7TBfU1GThivwjofmeOfBgb5Z4eczmvl1Hn/zm9SVsu4iQxmwoSBdTXO8YLuD925/hxs/9Ar7q8jN17/ExeWO2Su3iNWStj3h5q3Pc3J2xrXXX+PJGx/QHil3Hi958v6W4QrePx/oNwXrt6Sy5MEfBi7vv80bv/wr/M9fS0QpBCmE4wZKxpUOVwXQirqdYxbBK22/ox8i9XzOeVcYSyTiGPeHCSTaj8xCYDlT4s5x2O84HAyqhs1mmCzhfWEzZrrNgbFMPYVujESL0CdwYUqLpomGnKSakAAWp1PFAAwt0QIlF1KYkRdnWFOj7SnN2THtjefwR0fUZyccP3uTs09d4+TTRyxPA3mzQwdHL540bNkeMq6u2cWI84ZVhdo1eKBZLSlaMX/uhOJqXCUEU3wb8L5hVlf4yqMxks2zvozEruC84lcVpVU0w67LdH1BQouZJ1pFpCFUAcQwW4LWFImUIFg1x3nDBUcqDquVkpVkDtUG5w9UkihlykFIlYnlfEKrOUiNg7idqtAo0QsuZVyuJouX6pQf0Uwxj+jEckIMQ3A2FdYsj+Q0A/aQBKRFXYPzChpQqZAym7gazoH+f2y7/v9jiSp9EbIYW8mYQfEjVjkEZdlULGfKfHnCrPWgiZwKTncgM0rZkumevg0nSA6TGuMIdAWVUVLGMaLmUBcm0tGQIR2opSWXit3jyMlxw0qVoDW7feTNd+5Rz1YTZLQSoiX244ZKHTMJ05VkaQzVKaU84S/82F9jd/GEk2dXDGmgaozTH32Be7/zh3z05ltsuoGbs4HvffQ+pRJWr36GJ4sVjxev41rHl/9WzfWf/cv80v+0JVIwEVIuDFdb0jDC4TDdddNIJQMuKDFmUjWnmTeUcaCqK7pSJv2cVeRdos5gMuDd02FiyawPhaoyqByHoeM8Fvq+sC1uOiVsB1wzqePFT6UdkUKSguCwtJ3SkaVQrEKqBtMtVP0UPvOKxQHfzKmPG+q6YXmyYPXCc6xunbK6ITSLOdVqwSAN2EAeQOeBcRS+/r//MaenNfsI5mXyajJ5acacmPnI9qPHpKKkMTImI+5sGlibojERfSGlTNM42oXiPYybNaUIVQUpdxSf0HiJxitk3BJLQhbNRENiTxGBUsh5IMaRFBJl7KeJv0FJM4pFHAdiV2FJKWPBm8PGCk/LYJHSZ1LvKUWIh91UUnsq+LFKoA5QMqZTW3OywM4Rt0AkgIGQKOkKyhrJ9zFtSc6joXkKIvKTgdvAhRHFI8VwMnysb/ITsTFYTmQxEg7vawavpN6TUeaLltPWGLKnGbaoDYQwo8oJG3YIO8wfoX0ClkhuKThACePk7XOpQlJPESVko5FIpYlUK++8d5/25k3KYsnhsGM8CGerFWfXa7YP7lHMcdjvOZSEM6j7A9tNx8X6EcvW011uuPjoMbtH9zh/NLI/vMejr/8xzc0TkANHL1zj/Pu3IRtePY/fv8cL8yN+7qUFc0389m//c6rtJcfD28zdI3bXX+UX/8O/xxgDRsShVI3Rni6o5zVazRAbqZqKIU2lJ68ZTXvwiWszJR4ieZwy/XhDg075/dWcse+IwJgilatxDpxkNofCGGoeXw7sc2Y7REYb2SajoxD3HcUGLHXTG3sNRWvMC1Y7pAzEqiDVHBeuUa081ekR7dkSf3xGmAWqI0dzraK5FpgdXcPmhi4DOUcUBXeK1T2RHbffeZd3HifSOBCbBoaMF2EQJly6q2gq4fpxi5dCiANJlFQyEgK0niwFKZCvHkMI1OanXkFpuX62wklgRkPMDdY0WHVEQrDgKGUkNw6RCkcm1x7xNSIOS8vJu5FHNn0maiS7OYQK1/b4UEjqGIojaiCnNVgzcVkwBM9YZiTL4Guk9Zj+qT/CMzn9FBFF2CH5AnKC3JPHOAWhrEGaBidG7adWJ6bTD+OwRWzE0gEZN0i3nYJ/H2N9MjYGg0oN6xJWe3xoMXXT7GXoyUPGaZ6En2GOkckGZfkcpkxNt1awdJgq274n20jOgaJK1hZ1gojHa6TEQjqMBBuQwxO22zXSremS0M4c8kxgUQtx2CAkxHucKU0wsExRR8yetg0s24bhcEn/JLK9ukRXM46uf4r733yL1dnLqDmapmF+csphlzlcPOauXOfFtOUlzTit6XPPw+EGd995yG/819/kG/dbcAknDiORNgm7MMauJ223EAw3dhR1eCLe15NtqhP2ZcRZR8yQTdFYcA6S+snMJX7Ci2el1p6riy0+FVIR2tZxOYzcvegYz/esh0juEiV2HKQw9CNmUPs99D3qImTFW8YU/NPTGn4EHFJ7dLnENUKuj3H1ERZOEA0kOQd3DdUZeu0YbYySFa09hzzj13/viqESQlWR+g6rPG5WIaZcXyw4amA/FrabnnTYsjhZUZWMlJE2Fdj2kD1oQ9V6RBwOaBoYDnuqqkLHHYfioHXImMHtSX0PkujHhoqAuYHRP5XflIj6lqQD4mtUlMZXOBvQ0pGioqmmiKKakDBCzlAdU8qIuRPKOJCap68PVUWJB6Q5xtUN4gAEtAURRBMWAsWEYhmzEZGJAi0y1den5xFF0g4pZXJPmELJYB4piVwvKePHa1h+IjYGREgmFDGGfcew35IaTykjUk8xaQ01vlIOMU4RZ8CPPYpS8gJSwZqnz2WDQM7kcJgAou4JuBVWemKBIRayN2Q+4cMiA8w8m/Mr9oc9Tz7YklxFU63YjUJbNWAjLhtjV6hM8OYYpePs9Brd/T31mTCs17z/zR9wsX6PxbMvIsuCq1bUy5qTW6fMZ9ewPMfOAo/iisXxitjv+PCjt2jOTilHc975kx2qmbV4ktVocUjliC4R5nPC0RnHX/gKNMeoDQx9JkumE495pY+FqpoUeOrmbIeER6mC43LwLFvHcu4Ze6O3lnp+RDtTrBi7IGjdcLnJvHNZeHy+ZRs7Lgal6xJ5zHRDZkhGDCcUW0yiWXXT01m9xM0UyRWlCVizwC9qtAnUdcHyejJVHYR0aKldJDceHUaKOXR4TKkbxkPPYwxxnl2XUR9wphSBaDCSqdpMyZBTxAgcP3sNH5RBT/AzjywmhLrvdvQpoUNG5xUUY1gXxI2sh0Atgqsc4gF/QsxCbj5FM+wxEWyYE7JHSsXYO8rQQ6mxDNFPeY9UKnJx1HmkOCHHTCkJHwEzxqHDsuG7+5AiLnW44ChWyH7ObKUgBVyZTgMMkIfpyXEYAUNLh1nAnJ+KhZ6nM5AIJVJEIXdIcU8LBh4pGdMlOu75f8X0/2Lrk/EqwdQkdY2nHwoJo46Czm+QtKPbRy6bhBI5bcFJhdeCPUV7S+1RWVDGHeiIaxtyr6g5TAruUChhh0oNIU4QWfGMA7hF4HTmuPPRnsF74iHTm3L6uVd48M0/ITo4mVV0NsOyMqQ9FhzZRe4/yayWiZuffoFHH9ylbRvufvQn9N+7Yrcu3PrcsyyOXmS4qDh6+YhPn17j8sGGSmr4sa+S6z0//+IRV2XFvc17/ON/7zfRILx0bLx7FfBdj1YZyUKfCjYavhTKW99jXiUux4owF8Qg5Kl/731NYGTZZ4YxU4lwGQuLVGhD5mIToapxTvFHgXj/gni0pF0M2BhZLVseXU0q+cvzTJd7jpqRPgSaE2HWgI0NnktcaECVYAnRjJbMUC8Q3VKxQnZ7UnbofEbOfnrOLAptwQ9CmR0RQibuR8rVCPOGsV/z3v/1FqWas2iMOwdFZw2tZbYx09YtJSakT9y6MefBez0qyr3bd4lZIV7CsiWnDToW7EZF3AthURP8gSE5GsnovOZ43vNoG7EnA3JDEV9Tt8p23CKhgv6AVnMohaR7rBhxHCjVEm+eoc+oN2KuyHT0xVNnwalwsBkmgpeCGqivpmyOHhgUUr/GDkpYzQiV4muPVc1UmY5bNE9KxiI9lAB+gbOJkpXFTVmdEiGNFAtIHCYVgvU4yxPohYYy7kj7c+Lefazv8ZOxMYiQY4uKYc7R4CgY4/4h+1ixXbScWE9wDpmd4XTKgXsH3gvFCtEGnMymN/6xIE4xA60XjO0A24j5C2KeCDmDKnVWKB0zt+N796/IJZFHpe9ayrhhfjwjmMfKwK3FMY/Xl2zX3SQgtYQvNfc3j3hpv8PfaLnR3eSDj97m+vIW9XENnePx7k1OFtdxVYtpxIYr7t3fcuP0lFxq7hw9Q7X+gNE5ZvOGuRrvXRpqRgrAMJGVvFNihtYLpSSCOLIYsThyyVjlKVcFF2q2CVwraMm4pqEcrkjtHKmMNCi+Lox9ITxcU+aOWZXZDMJ2D5XLnC08lwe4tIJ7AuOpYxyhWig3DgPNvCf1LdKvqWcN4BhiS6sR5xImMwwjjz3OtYztQOVbkBpZ1pRxg+WE7J8Q1UhFKLGQfWada0bz5LifTiPVGYKQq4BDCSmhtafLHW1wHIpMIbRdnOrQVcXpqqFYjZzNKCkjxRj6Pa0Yla9w3ujWV4yDohi125N7j0uZKB4vyhgHtKrwcc8QAy60SJggrXUuFPYEqUgOsoH7v6l7s1jLsvO+77emPZ3p3qp7a+iqHqpHNrspkiJFkRQlWZQU0pplkxqsRDQsRbCBOEGMJB7yEiDIQ4Ak0kMSJTFkx5EjyLYCJZqVSBQlUZy7KTbJbnZ3kV3d1V3jnc60hzV9edjXQwBHYgMSQO2nc/beuPei6ux11vrW//v9bIUWRx96TEg4WtDNmMuRjPgOi0OSJgdBdIM4TZECZTXq7lVUiEroVEEOROkxeopogDguG/SYZtRZITGDlOMfoA34cdYRukQahORfw98sWd14iVe+fPC6HsmvjYEhC2VVsPU9ZWFIMRL6TL0zYd0F6pOB/TNTtBJSOCbnHSgqpKhJlNi8HQlD0p4i3RIqjLRh8RpDh48eCQn6RFs6Do8yepq4/8E388WvHHDl0mU+89wrqKR58uEFX/n4Mxgx7M8KlC7ZpI69nSmbYYXWmTgk5rsNN15e0w+JIiiqBy6w/4Vd7Lxl+doas15z8dHHiZOKl//ok1x6y0Oce3CXflVzpxu4b+8S3/J9F/jsJ+9w7mLNgw+8wId/7xk60dgQKcoSLQUqRyqX8XGEtprCUtWOcNRSOMV0UiFRcPOG7AMzZxiyMGiNComsSroo5DAiyidZ6KylF5jZAhUMJlm63HP+fEPUYxuv7xqCEk7aQDJCewuu31UEvaFMmsWOY1ItqPd3aEph4nuamEbB62SCNDO0z+RXPHFPo2uB4xVZMn7ZY7Ulakgx0wdPGCLTfJcb657SWEQYHQw6kTpNyqMzUyKsxVLc7qEuKcnEuqaSSJ5OGdpEGbaQSkw58jtyEMx07PRcDSusEqrKcJICZr4Lw01EX2AbD0jrlt57mqJlcCW2GQhdNS7/taUlYOsFkjsKW5G6E8SW2DgCeI0u2WgFMVImTactpEhIAeMseRuI24TSwmRaoZoGpcxoVgsdohIohVElSsaFATmAnG7JZyFFwZBPv6A8oQ3E0OG7wOoVza0vPcMzn1/z9LWOVhwMfwF3JVDQtYfY2DNs10jfUzjDZtWDzmAtWQnrlDlcJ0LXIzGCj2i1QbJBomfIFkmaGDxBK5S9iKYi9QZvNJ1oVirSHXfsnznLu7//e3jTT36Q2aLirR9437jfnwN925HDwJ3jJdo6ctuTY6KqHO22GyUrDlLXgoXDWzeYn9themmXs5euMDm3z7Tc4c6dJSmt6E8OCMslt65+hbs3WqRSzM6fQZ2reenWmjNnHeeeuI/i3sf4tn/n/RirSErjByE4TTaKwdaUrmC3rFgocGlsPd8MglYDKYP4Aa8cx4PHqTEdapSidJpSRuFsHiBpmE0KrDbEkIghj6lPU7DtAk0Ne1PNbG9GXWmapsTVlqBgQFNWC86d36WY7WGcI257bJtJUkCfQSKpTeT1duQYlJq4aoltZMgKCXNsNCTRhLYnrFqG4OniEWozsDIOmhIzrahOp82D04hkEINSCqMKvPZMTWa9Cajk2fSRkkRk/OY3JiDGYopxK2+7EnJIRMn0XcY2euxOTSty3yGVYRs0bQfD3RWbk4BvA8c3B+K6ZQgJv03EIZFXRygifrlBo/He0CvDYKb0aHQGlKHPkRgTKeXRZ9J5CJlkBAXMdyzWRQQBesgdOQayqNOQUyDncRtTZ49KfuyHYJTJ5CERui3bWwesnn2FV/7gC/zqP/owP/+rh/zhsyesukTwo5Tm9RxfEzMGJWB1QbZC7NK4rZg7xCu00ljxSLvBls1YbB0CEsfKdzaOZMAqhS4NqTtG6QpRHgm3ScYhPmJyRHcdw9agyx3e+ze/j0e+eY9f+Km/z8kWHt48SdSC83DQDdz/wL3cun0V1a/AWCpt6bsWVyiGNo3MiOApVEHb9gxeM/NrHnzX47z4sU9DivTrjoNXXuHBb3oT1z/Zk4rIztvO8eVPfJyve9+72RwEtssNNz79DGdefIrL73kbkwev8G3v+B4+/rFfZttGdAhQF6htS1SaYaZpnCWjyBlshtI1rDYdCUNFzzYpPJGicmQ97sb3y4izlmRg0A60gmlFzp5N1+O0I/eew6Kmbgx1lWjXLffuzZhMNbMzC5w4aucodqcstCXh0bsz5GhDIpPcQJf3cLORHmTPNeRlh2kcOoLkFabeJ2iD2l1g3ZyYtwzbCi0TdlxgddhRfv43mbnISXA4lSlmFboHcWncHvUKqwSlHLm2xO0JZanxfWRaBLatEJWltBZKRfIGYxJJF2TviT24nTmsAnNn0fUMs7pO6CProzVVURCUYegzdVji6gVttyEOgXKvIR13hHKCJmIRAhZrBsraELIQbYXzGyIFghBTRCtIeAbt8MYiwxaiZedsjbYF2jajfCYlTMgjZEgUImqsoymDpBalBVGMaU2/xR97wonn1rOvcvWZW3zmyz2vbgLDYInJUDlh30RsWcPyq38mvyYGBm00TelQBRifyS4zeCHUiY0XJCZWG4/toLWKfTehtpacB3JQmCai3ASRDaZ0iAgpOXQyaNYjVPbWli6eZbG3w3f+rW8n3fzf+OkfO2D/DY+SXr7Oqx/9I3QK9LWQ7h7y8MWLnL+4z/HxlsXuAkkDN+8uue/BR3j1K9cILehC0zSZy+fOMBydsPzybS69+83MF5c47J4jDVuuvRi4dXibM+eucP+3vZPFecetpyv++Dc/xmPf+iT7D1zE7la89pnb/NHP/B+8/4NXeNcP/BUuvvFD/Nov/AsObh9RpjEKO3dC6tZ01QR32jOiRVjMK46PBnLMJOMgD/hY0cjAOhicVqMLIkOWRMyOtB7YmWrabUtlKgafiD4Qjzx9McWozHxqubTfsGg0haqppmGM7fZLrDIUTkiHa3AZFy3RK9x8wKw7KCvUUcTESEwjH8Jngw2vkM1sFKKEHvZqFm6D3S3Qk4ILj9U8+a0/yjIrri4NT/3Sc3zq6afRpTlNViokbMgpk4KisIpt1kgs0VZztPRMrSX1gU5V6G3GSh4ZoUbhpha7iUx1IDUONp6m2FJWNW0fUaslvpyxOxeW65LQb+mSH3twioHtkMg4TLsh46EqUWQKt8O27VDlmbH9OhtEd2gFWMsYXpyShgGdW6LX1POS6Z7B2Bkq90j0yNCBdkhSoxPCavQw+iQiHhcyKauxQWwdaV+7y8nhlt//1AFXr7YciWPw4HRkUVkuzGE+b8gxw83X8Ux+tTcqpYxS6rNKqV87fX9FKfVJpdSLSql/ppQqTs+Xp++vnl5/4E//6Rk3t8wKoSwz2tsRWzZAyoE+arzAYIuRdxcGJEJOEZMtyhekqFC9IYYzIJNxXVYvwUxRrYDbpbhwmSf/+rdydv8L/NP/8Ta7031e/KOXOP/o1/OlG2u8UhA16ALnDDlucUbo2iVHt+/iGkcIR9x3zz1Md0vMRMBabj9/jXI+5cylR7n5zOc4/+aL2LJhJQPRFFy85wkuPnKJ6oxie+uQ+d4lbK3ZvHqD7Z07LD/6Rc6/sWRRwTOfuMvdpz6O25/xvh/991ic30EKNcI/SJTljLnJHPuRrF1NHdv1luQc2jq0NigxSAwko5GQkOCx5SiEqbQjBY8tLDmB1TXOafoApiqxuqEQQ1NW7FrLTtngjKE2HmvHB0JJZNCRTXYksRAKOipMUeJaRj+Ezqg+EaQm5orUBcQPhK0mr9bk3iM7Ftu1KJvIdoMqPUkMAce00Lx1z/HDP/V1/I1/8MN8yze+Gzs3pMagqgmunGCbGZttQJsGn4Rq1qCKmsXZOYTNmENIHnENJqkx+KYrorNkZfBuQm5qqt3LhGLOJmXM/ByTyYIUKmwjGN2gJGIbCDmgtx76AdN3hDYS24jvB/rNAXG5JmzusFwN9OsWIdFnQw6JIY2DsiAEpaBeUBmNqwxwgsiATpGUGJEBOYEE8iCIEpRkbDIkhLRJ5GEAn2mD5tbLK165A5uuQvWZidHsVSVnJwX3nJ3gKkepy69+VHg9AwPwHwHP/Rvv/2vgp0XkEeAY+InT8z8BHIvIw8BPn973Jx7OaBbWMWTB1SX1wlFQoesC1yzolSP1Cr9cEbqe5TISeoUKHpU3aLGgQQcNeokKG5TUiLfkfkUodhBVc/6H3k+4/jv80t/9CBfOX2DbJ3oz4cnv/Dpevj1Q6DG0om2BXTgmxYR221HVzZiliIbVtufcA/cyMROUmqJzoA+Zw9euEu0Wpy7TLlc88O3fwSNveCf33Xs/NjtmD13AGMfVP/gY11/6Y85deJKjlzecdJHFu76BZ3/3U9z/pm9lVswYzp1n+fHPU5zt+Z4P/ji+ixhdQjYEV9NKQcyCtdXoh1AlZd2g0eO0vVDjVm0uWezNEO0wjcNW40CWvCEkGHSkT4k2FRQTjVQW43uiigwGMhqMwwigO5LfYgqDJBkHBBGympCKOUVhsCqg6WEbIE/ISjCpQ23ukpQbd0+GjIoWmwJme4CaNChnUa4kRSGbSM5CyIookRkd73i45Af++iN8/499L2986AHyRNGROGrHjtdcJrrNln7bgQjNpGAQg7YRNakY4pphiBA9hkQlBevVCoei1hG360BtUOsltUpM50KeVMxKRVGNuwbW9xgsKQdytyX2HoaE73vSJtGeLGkP1/THS7pNR9d5uoOAOThie7BE2jV+dZc8dEAkdwdEpU/7HuzIFYkDVoCkQEdU9CP7FI1SLdEIoQ943zMcB/o7R9y4uuT5Ly05vHnEEDc0BPanJWemlv0zJcrV7CoQ9/oUdV/VUkIpdRn4buC/Av6OGlMY7wX+2ukt/wT4L4CfBb7/9DXALwH/vVJKiYj8//38YlJz5U2P069e4+ROhx82tF1CraCwwrSEzbYjZaEtPDZFmkYza3ZxcspmyEI0oz8iW0Nig/Eaqsdxl/dQm+e487/+I567u8KlkqOjJZcfOs+bv/MtPP1zv0jnB5y2CBtibHjuj69y77377E7OUM0WHH35GtNCmFmHVT0Xz53lpO9ZywFlo/iD3/gY3/yBt3PpwhVe/uyLvHLt17lw5QoXrzyI0ppif8Yf//z/w2apuP/Rh7jzwh9zz5seYfvKmjDtOXf5MapzC974rnfw2Nc/xlMv3eG3/ptf4T0/8Rhf/4aHePZzz1Ep6GJgft4xBEU/DEhVcM88cPPaht4rUAnrB0zlGOKA3dRYA/2qhUaj+3RaqW+oJBN1QqdTqE1h6JxhsxlQkpjXNc6uETtlYxINmhQimIIieMiJwQdmdU1OBnxBrB3GD5hwQs6OECzZCTK0SFWhzIBgERWxZQMMqDhFAWbcl0MZP3YYqkzWFTpFakl81zt3+J5v+RYO/Tv5zX96kw//4W/Q3mrx21Hnth22OHEMXSK2NdPdCSc3lxir8RqsisRoMX4N5YTkeyaTCu0VbZiDD0jjMEQmKtJMDLWdso6CLsc+BLuxBOKo0OsyyffotkO0IhQz4kmL9WtyrVkrhxZPLua0hx1VqejFELo07j7uRWRQqLBFZBTjSkioanrquUwgxwhTDCOKIMctw3rD8bUtz/z+83z46SUhKia14VJTEFFMKsVUg1Mgm451ZWn0nw/B6WeA/4wxpg5wFjgR+Vd6m1eBS6evLwHXAU6vL0/v//8cSqmfUkp9Rin1mc3QUV9oWFy8zHwxoZnV7Ozu0pSZus40NkNM5Hwqp2wrmQQAACAASURBVDGZFCKK0xJ7iqOeThaYUKAVmFDSustUlzr0jaeRG3dxasOusqAzjz/xHs7sljz0RMHTXzoi9AND2pJQ2Bg4XkVuHay4/NgFBr8i+EguI/gS5nPK3TkFmd17HqM7PkZiywsf+RJdhvMPX+GRJ/4S26OO4+srXnjmBQ4//TzHh6/y4BvfQegzZ+85SzhZs/vAOaqyYHp2H9cf8cLHPsm1W3f4zEd+l90zPc//8hFvfP/7mTZu1LeHAaUNWRJGB+T4hOgz3ia8JEJKYy+DdpgEplJYp0Y6UNCEnChqh1NbNtsTdAI3a5jOaowBlGbZK7QrSHXJsOnI/QrbjkDVmLZjzwQTsoKmVEgr5LDExSVsN2AjEhi/HSdTtM+YGNF9BypgygFbNCNjoClQOx6lMzg/7s2HARXbMcaeMxmL0gUx9+Tes2cNH/zJh/jQf/6TyLka1VREHCmMXI6hd/Q2kas5UjX0Mvap+JjIXUfvNDYGytoxmRQob1CiMKVjNi1JukTKBm8r4nwHCkOqS4oqUUyEorAUVYU7P6FsKlRdU9QlJm4hZLxWxKTo+0S7hOA1pTYUpaOILQye9d0Tulevk7ojFAVKDAqH2H8ZqR5lOcIuxNEFkvotIVoObnY8++lr/OEnT8hBs1s5Lkwd06pi7hSTGkonGC1jL0VkXCL/WQ4MSqnvAe6IyFP/5ul/y63yVVz71ydE/hcRebuIvH0+naJdhZ7PmFzc58zFi8xry97+Lo2zuJ05qXIMtmazFXpT03YBtB3dG+KITMh2S1IJQkZiy8TexF+7gcQemzSSFTEkpCo5tx94y/d+E7c/8VmSVtiqHrXwGCbzKUMeOG4zR8d3iN0WrxWbdhhV8E4xWexglXDxjY+RTaBZzDk6PuapX/5tygtnueetV7hw34P4wXPfY4/x6sc/huMidw4/SzkrsQUsLlziaHWTyf0P0WVPdWGP8w98A+qZT/GWd/8g61c7NpurXP/kL/C+H/wAygiUE3QcMFroYxy5g1VJ9jVFYXAzSzYBUZpWCjQlyha4uqaclKhCE9qEFSHEgulizkR3FEpwZizY2sIRk8PMagKaoGtS39KlRKRCKYtxA1VTI0NgmxLG1uOA3BisAlPk0ZnYrci5R6mAVW5MElqDmgBVAVGRvT61LeXRg9AlYogkn0mpR0XIOaBTiZiE5IGKyF96xPGh//Lf5/En7oOmJGqNKiqyZyRZMbA9bglREZSQkiYmh44K5g3bVrCTmrS5TfCRTgeyLpC6AT2aHCayQZsZFoNKJbqZYCeOuvQUKtE0NZOJRpc1blLhajXOWkLG6rFtwQ4rqrKkVAOTpqFSnsFntr0jqimiElm6sZtTFyhTkE2FkNB0Y7/Mekl/cMT2xjVefupVPvulFb0pOHOx4J7zJc3OdGRETCucc5jSgdZEY6FyqPrP3l35TcD3KaWuAb/IuIT4GWBH/esA9mXgxunrV4F7AU6vL4CjP+kXiKiRybBY0JzbY3rvZc48cC9nz1fs37NDM4HdpgK/GQtqEiitjEgxMsmOOO2kHCoNoBWqNqNazBjEA8ETQ83Olbfx+JMP8PLVO2yvP8s/+eUXidFQ2YzyG8iK9cExi8WE973/u3ngoXey2H2MndkeRu/xxHu/g8XF+3nl85/D7J7l5lOfxMcJNsL+/i5PvvttPP2//zof+ce/gLaGe7/hCsurz3FrK9hqjTmesFof0Vw8T4hbZgcR3R1w+eseJiWPayq+8FufZ50/z7v+5n/Al2/2HLw2Q/Esj77tLWTJrJeJVgTlptiyYqJg52xJBoYuM51UKBWxDo62a4ZgaM4VDCEgVYU3mcFpimkNwTOsFYtFwVYgOohJU5aKLkV65WjSButKdMgUOmMRJEbCMHCsLFOjKXPGVjOUasjWIqEEB4jCpUSazFEmj+o0V5CzPnWHTIBMjhs0DvEekYTOo4dRYiarNM4OizB2DeJIKZMVfNuViv/0v/ur/O3/9j9EzxxROl4+6PBM2CbBS0arjGwDdQ1ZG4acCctIlsj5czX5+DXisMWUc5xsqCVgixLrLL3aoS4tVVlgpw7qOa4ooJozKTW6rlGTBW5RUe5OmM53KHcmLM7vYqzBZs3OxLKoWi5ONbPUkd04e9s/o5hM1Sg60hO0m6AKg7Ylhh5j8yhjApY3T3j5oy/yWz/3Av/sV1/j5o0Ne7uaSzPHrGnQEpnYSD2dMC+hmdQ0tUFLIh9vxu7M13H8qQODiPx9EbksIg8APwJ8WER+DPg94AOnt30I+L9OX//K6XtOr3/4T6ovjL8EclLIECkuTnCLhmpvwmRvl2JngU2CSERVJcZYwnqMfihXQygx2mGVxdKjnBuLTspSqAo7COICIQimMFx49CJv+a630ZvIM1/M1M0cdGTI3ek3RUTXhvVqzVO/92ts+5s8+q1v4QM//Ff4gR//bs7vBz77z/9PpNjj5NYdBiyFVsx3Z3zj+76Z/tZ1eh9Y7DRUe5HnfuP3OPYWq+w4zZ/23H71iH6dUNYxu3SO2aUL+G2PtTP6qmO9eJDf/5WbDO1n+Oa//F28dO017rxa8IYPfZBOIslUYw5eIpQOqSZsuy3OaIxSBFufeigNhkxJZLjV46Ylle/JWRPalh0TcUWmDQNUBrvtKAoh9JGiGNHM2hSEQqNtotAVxpSkGBFlOJHEvHAYa1BEojXjzCBCUB4zdJj+8BQ/HzEqoSdgCn1abAzIdglJo5IjxoHsxwdBjCX7NRJacn+MGgwEP06vs4Cc6hayoYwN73mj4rt/5K+y1oouKNbHLemkI/QeZRReC773pL6nLjVGAutlYFqXJO+J0VFwjLYTUgJVaKxWGN0iTgi2QMeAkoGsarQzJNdgrMLWDZMyo0OPmISZzdBMKesdplODVZlCEmlyFldlptZwYQ6XL83QjR3DTCqBeKKUgEcj5DyMBrDgWd4+4gtPHfGZFwd0bTl/Zs6VvWake7UbSuvQ4ijFo5XBVQ1aOcRoUj3WJ/5MB4Y/4fi7jIXIq4w1hJ87Pf9zwNnT838H+Ht/2g+SnGDaYExEqwJdTGHaUM0uMJk53KzCKUPtNKvlBl2W4/q092gTwUCu2rFfII90ISSBE2JRYr0ZdeCzs5z/tl1ivaFoIscvXef++YLaKKrc4HzA5YQl0WhLBr7wuc/xKz/7s3z6j36Ll770ET7xGx9lswn08ZD1KtMHx5nde3n7t3893dFX+PzTz3J8fMLu/ffwxV//FCfLnuXBdXKKtMuI1Q3ndvZZ3rpBtzpAZguW124QNorpvfdQzuY8/I63crSJDK+9yLs/+CgpaJZ3QF75HZwrabuWLgoWN+7XDz3oEkIkiBq3tpRhmJXgamyhUYUiHwkpJQoL2kyppxU5KKqyYuYjl86W5H6g9YFgLIOx2KpA+4QWcIsIBMQpNv3AWRGK8pQ45BMyJITIAJhq3DnJagJmBxMAoxFl0Ci09GO8OYMOgiQPfR4lsSFD8KjtQFZ2XOPrSPIRZI0iodFolVAanPQYX/B9/+4FvuuvfQga8IMfY8heGHpPu8301rHpEtFEBtHktGVej66RoANZj8QkaSwq9mxzIhpDyqDweDcbDVFOyDHiyaATWOjMLrpuKKYzyB26VpS1Q0/niKuR2uG6A0gGowqmOxMWF8+MtQl7CnV1M5yWkVCmC8Rv0X5g2K45vrHixoFw3G/Yd4Z79ix1JWSBomkgRUqtqSpLVQkmeWKEom4QFK58fZTo1xVwEpGPAB85ff0V4B3/lnt64IOv669Qmv7gBDMryLlEKo91U/yQcPUFps2UzbKluNWinSMPLXkAURlUQQ4RtKIwhuA6JDqUlfGDqOOIGBdY7FmcnfLCb13noceu8OLTV/m/v3KVWkXqyZSzsz0ikLqInWomi4a87OnFsT+b0Z8EQn8XmhmD35JyC1vFywfXef5qoKShtxU70wWX3vg42xtbvvjiC+wtznH24h59t+Xo+l0e/IbHWd+6yd2XbpNDweXHLxBDR3dyBGFKsad58uEHePqjd3nirTf5if/kb/DKtQN+9X/+Vd76zid55jPPYlpNbgSTS0wqUTbQzEryMApOxSqabNAVZKNoTGJoIOWxRZ3SMJnv0h0esJg7zkws5xaGW14TvHDn1S37c015f0GhFuMHdKXYeqFN8MjFnZGfMfSYYk52M0zyZGqMHaDz2MqOGf9iBLgmo3EJpBw5E1o1qNySZI4OAnGDuIqcFU4G0rzB+BYZLDDSmSVlsthxmq2nSE4j31Ba5nrGB3+k4dG3/m1+/j/+h8yKE1LKiE+EHKC1rAbNvCnJhSEVwvxSg37lVaLZYaqm5NRhGYimgVTR9xskndCYZmQgiCBakwuL4FAmoYaMSgNRFSjVU0yrERGXB4pyhglHpBwR7agnkZ2+Ze/RguZig3WWpDyoAh0HxGisYjSxicavj1m9uuLmyx23Tjr2yoqHH6hplBC9YV5rhlRgcmC24yhKMGJpGUU5arWicomGv4Bot+QDw/KYNCTCeg1tJClDMZvTnJlTTRuanbOgLbXW2Mqybhq09IgMKNNilUDSaClI9ZhNR7kx51BEdB3xByu27ZKXX3qZHblLOHgNU5akwhLzwElYctKv6M1AtTeD3uOsMCkS1778Aq8cHrPyJXVZc+/lKzQ7DTlr1qsOBsV0UTApLH1c8anf/l3Ov+lhztZTtmnJdn2EIMwvNlx/8Qvs338vuzs7DMsTYoCiKMnbkn7Z8dqnb/KN3/t23vKN7+GV51ZI8SqHL73AalnzyA/+IN16S3YKOg9tR1kF8IreZIIkhuSJfUs86WG7JuSeiXbEPqCdoF1Lbje0d19DlaMsVVcaqzXnKkHFYyIDYUio3KFrT1LCkU/I3HLfGYsMA6oQjDKjtt14tJNxF8EykqtdAaaEwgMZo82oRZA4Upq9xw6ggx9jvn2AXjB9IkqBPmqhjeP1f0lMZly2SDTgB7QMZA1KFaN/gRlvetzx0KP7vHJ7oO86tquIM4q6KbG1I0XP3eOB3UZjJxZRFtHjZwWjGew+mBpkwLkSbeYkpUlFNeLysiA6j0LenFAiZKNxhSaqCdrUJLFYE7C2g9JSugKlO3QMWAv1xYZq2qDtqX9SRvL0CHSNSBoIIRNWCX/rhKNDwYnjwj17Yw2pqUgoJGS0ChSTmkVZMWsaLCPqTicPtqaeLoiT+nU9k18TA4MfAsuDjmHTEkNAygJXO6ozhmanwhYaO6koirGzNORM1bWIMyMYlWJ0T4hHa2AoKFyBsVtUdFBWSKqBLeuPvYg0j/Hrv3eNj17bQIiUZUFWjsErtIbej1twB8e3abs1KgmHnaI73JCiUNUlk0nNdjNgygqrNcqU+DDwyGOPsFq13Lp+gvctj77zCZT3EAOV1aRhQA01d47vUN5zhu1mhbaalCI6Q73Yo24KVKl48al/AYXh2U98jrf/5I8SguHeJ2eU1YywOoacSL4HYwixo1gNKDWglh5nHUEJNgpsPdl4XFEiXUv2BglCGwxV6Si1UEmg1JHzZwpcPWW98kx2atA1Ole0q8Ckytzj9NgjIB0YoLEoV6CzJzqL6k4gFJALVK9RhUZ3avz/UR693pJJ6NyiQyQKoxchRHLdkONANgV0A9loxJTEbFC5REk7NlIphRDGbdEk6DQuHUVrSGBTw/v+3o/hdgrKSUnnBxgS2z6R1gNLP6r/nA9gLUE8xniUSoCijFtEtiNeXwJWB0ChuiVOK2JUSOHQUahUwtiIEMnSYQsQP/77GG2xqmCuM2UZsCqjXKYpMtXZS9haoewE9OjBUEbQKSJZI7km9pn+5pqTO57lumM6tSx0wCqI/UDFCHFBORZTRTTQBcEDOUasCGXOY3LzXyUNvrrja2ZgOH7tkIO7Jwy9J8uAKQsKWyLKYmcT6llBvT8jiiX7UfZRSESFhFYOXI3BjevrIpNNQHV+nG4OeuxZjz2z7/guJsPLaITJzhxthb7vxm+kQYg9SPTEtOZk0AQ3wxnLxFqi0iQMu/t7KFexXp9w+f7z7O9M8L5ne9Bz7r5z1IsZ4nv6k8jtl7/ME29+E10v+CFR1oqtP+Lw89dYJ5g0ju3JMbc/92lW12+iSodzDWffcJnv/MCP45//PL//4bvEq/+cH/rB9+KOrvHe9zxIThGfR2bB0K/QOtFJpGkHqiqRhw7Ja8SVWO3IQyKTMLbCSCIRENVyeOuQvSKyV1sa61jYRB4CXhKx23K4WbFuI81exQU96uGUqkii0DEh3YCYllTsjCIkNRb2dE4o10HvyU2BeFDZIhFYdYgyZGVQViEhQO/RcYs2Gm0HrFOozsCpak5JhAw5ptGhmSISLVlOGQdpjIEr61HZ8dBl4W/9D/+A++8ZpTGaRN9GNpvENEe6buDKg7vokxNygFQZOp/B93RRY4ZIOfQkHVE6Y5Qh64IYFbm2mBxQEvHJYnSBMwXSnCOJRmwPQWOMQ/UepwMWAQrsRKMaR73bYyuLKYVkNBpL1g0Rg1Ig6YjUC6vbd7j6fIe2DbvzismioMsGrRvUbIGelswninmjKScGes/xYY8kyNFS7DXoapfB/vlFov/cDgFun9xlebDFrzzWaLQIZWExBWgjmOmE0tSEPLD1wqAdqWrIrkSh0D4gpkcqhShF9opQGrTdoFxGuYhNBen536a69xIX3/4drE9achKsKol9otx1+C5z7v4LLI9HUYdfBfLZGbaZMLWaUkWmZ2e40qC0YrPZgLMUBNo+8NwzT3FhegZJET2t0V3NjS9f47E3vIXNZsPZy49wz/kHSZXj7tPPjEg0M+XoKDG/fIHDF68SkkFyQb9nubMWQtzyi//TZ9ie2eX2VnPhG7+eaB0haiyWsDF4UfisQRtSm1BOUaqSEAzRVTS7c3Lbj7OseY2KAemhNobdwpCypTFCEQYcmX5QbBnbtJtGqGIg6oZYRkQC0VTIEAGD3QZMXKNUQDe7wADOj72HWjDrE1TZIEmQ2iFuilCDbkeiUwxkHVDZkMOAeCHEQC4F6RSETMSMacEskGcoNKQByYmkBkgblGjw3agylZr770u884f+Mpuc2SbF9L1vJ5qEGMOgChYTzUlIDEpRbba4xRmiqnEIWVlcqcgpEwpLMJsR/5YT9B0mW5JtKFBEpXE5o/0am6CIFc604FuELSpYhmGE5xT1lGbXYStHRk7Tzx6l/YglJCNxhRJDWh5w+9WBu3c6SglMCqFxMGwDushYIxRicdbgO01/GDgJGqkdhkAxVZQpYpWhfH0Thq+RgUHAbweOvnKHvg+EkLFEIgqKBlWUiHNEXaC0Yhsj2/UxSERlj5AhD6SsYUgoZxGr0EEjacR4K20JheMTP/uH3PcD72Jz9VfQBYQUmdUzXFmSlplqv2YxnRAkoY0m5S3+cMk6bMnOoqwhRIVSNegK52rmTYPTmmSF21/ueOCB+3js3gc4vPESKXcMwWPqxMVLlzm+eY3Z5TO84T1vZef8vQw5snr1NiSDqwyhXbP72BVsGVi/fBd76RLG1Bh9kVwqLJb5Q5coXQF2SlSCQihjYn9u6GyFbjKEgqIUnO0I2y1aCziNDQP9UY8uKmLS7J2f0s/nJAa8KmjFMPiBLJ46ZBqVkcMjdFOgbSIfbUGgEI3UNTFllMmQDVpbYuxQ1qGiGZ0GtkaVBp09JkZUn5B+OdYNkqMYOhQGgkEGA8qc+ipG3mVMmoRDaMfsgm5IuUeygaJEm2IE0OqKTCSnCiUGUJTZ8MT7Hmdx/gJkxe1f/wQ5elZ3W6J49s7u4LoBMChXY3TC6JFiFU2BygkTFa6NpGigE0LOWGfosoU4kJDTB1yj4oCxmUFlcBrRGmNK2r6ncI7Fombn3ovsvvkNuOnuaE+TagyuqRlZIloCGUfOW7pbh2y2GdElTaMoJwWxD1TOMiVgil0mDZTO4GNk2Xv6tsdtAgqHoyBlRbdq2fL6TFRfEwMDCrYD9EqhkuDEkNCoDEoyzllskUn+iN6U9IPClSVK1SRJiHRE26DdWC3OvaAxKF1inQKdUWVGxTXaTrj+C7/G7PI30QVFVRT00hFzQirYXyx45fotkExRjQUl32e0h2HITErL7MI+0SaclBzcfomiSWxDoC4ce/ct+NwXPk+cWi7WO+xfeYhu2/HyF58nOU/uz1IYTdiesDir6b1nszyiHTxq2vDId7wNCcccXb9B1gt+/3f+gLc98UaqLrN+/ilsn+mXh6RNYOi2iE9IUqw6xdm5QSSggiZrSxEVMptQusTR0RpFZugC03v3Kd1I4Z41Qm0SisjqZIV1FfOdknvOTLG1obYK00yRWJG8R0yNaTvEKlAR7RKxrFBkYh6b2bIvEBJOBJ0H8uTCWDvInqQdousx4JQdydrRfZEVKY3iFCMRJYncJ4xhLGpGDUmTQw/WjebpNNqvtR3pR+REBnLwCBqh4sxM8c5HG7oIQxC8yKiWj4Ez9+9TpEQnBWVVI75D5Y40OIxTZImnoJdiDGoVntI4SAGrenTe4iMYMYRTI3VSBqcCue8hdlQ+cvHCOc4/eI7plQeZ3rPP/Ow+uqnGblg1mr2QLdoocgioEOiOeg6+fMLBoWZn1zKZlJQp4LKwVykUQp2PMSLEkFjK6BIREtlC1VgkDvRYeh1w+i8kPl4wxpByz2a5oY+JHHs0blR7G4WERNtnYogYPabZtHRjG3assCphpEZlNRYDCRgsXkXEODR7mOYM9bTg6M6K5uRZzNmzlJM5MVvElRRn5qy2G6JEEEv2gawddWkoY08qa3Yv7DA9t0vuV3Sdpz0M1NNdVNIjrXe1IfkNh8cv8cKzn+LW3RfQaM7f9xC3X7nO7vmC1eaQtBnou4xOFpUNxc4EnSAc9Ri7oHTnaC4IlVUsl1+hGzwpeBKKOy+9BDpQ1QXGQHKnwvCgwBSo2uJ1IM/npMM12lWEVohe4fuO9tqrTE0mxcCZsmDXeLYnHkdkMlsgIbD1UGjNNkdUEmzt0bXGlgNSjNxM5QqMtpg+IgImbtGhBdWiZCDFnqwsue1JxhKVQRk/JiCNJ4sgeqwZkQVih7iM5A0ZTQ553N8PmagUSQVQZpSy0CCSUdogp4p40Yy7G0ogAFJgqHnbj38AnRKhTwwxsO0yFkXKGygMxWJKUglTWFJdY3cEvT0BMrqw5LSlMYApwAaSqshOjwGnoiemDVlahliiUk8MhmLsxaQwsLjgKM9MmJwZnTKuSBRWYZ0FrREEk8d0okoG37YMR0tuX08UVo8DDbDykVxX5DKjK4ezgqosOXrSqoUhU6ZMMW1AgdiKMGTMbEro/yLi4xl71ZWr0KpH+YE4jIowlTVRjQwBjSb6FmKkiGBUh8mCrgbi/0vdm/zalp73ec/7davZzWluU7eK1bDIYitSpETJIiRDNizZluTEhmVB8MQwECDwLBNPgwyTYQYBMsnAIyMIkMSBnDhCIkuxJdISLXYSKTbFYjW3bt3u3NPsZjVf92awrv8AAoJA7uEZnNFea3/f+/5+z+OErANF/ZJe9JYcZhrjwTrIT7DzzIufPGXz6pp//WcHdH/DqU/IcaQRcKkyDhk3jNQYiceIHgeEwmg7yjhz69XPMpdKPoxUInOaKETatmG9Wk42daW4/pQnlweuH9zQ3jlj4gZnGva1MO+uaW99iGF4xs3uiuvLS7I0lHkglciTb/wJoZ959q1v8Dd+4zd48GwgSmF/8ZC56/jGH3ydopWSj3gPjS9MOYIRzJwQAq4o5foSsQ5SYQzN0k2wPc45qqn0rWFOA08fH9C6ZvPKPXqXKH67KNbv3CVg0NUKO81LAGlyWHHg0hJC4rlCzQlpSki2qFlOei7NqBWUI5SEmSKkxVAuWZA8YcuApJvlhRY8Oo/UGpA0YZqyuBlrwFQL6igmQhU0zUhStC6//qXoop9XT1GhikHrsk587dOWT7y6ZZZKKRZ1DuM6Sk7UbNAyYRplnCJkpVZBWwuNpeQZbwxaC1MVtDY4MnLIpCmTs4FiKcVQdCTOCWVibiwhwWoT6F7fsPrQFmlOoVthbEBFKLJCSwEc1SzQWzGJdHzK8OjIcXKEvGD77HCgKUrXLHBb8R2tKiZF5smQfSV4R+3ahfFgBDNOlCD4bYc5PfmRnscfkxeDMseZ/bNrjqNSUyInQ6oLSt6Kok2PtdCYRex6iJE4O1xdBlAyVjATjUYKhagNUClFsPMOo5mqll4PFHtOuLvG20y+SXRtz627PcM4UKeJ0qyIoWKt0G/WXDwbOE6F6hO377WYqTAdwJ6fYFZbfvDWfUQcp3fuMR4TWnqmJwO3NrdIjWV/8Zj3f/gm2+2W8foCqR7fJG6fv0rbBmoRdg8e0r/2CvPFnvULL3D9THh4Vfjwr3yWn/nk3+b81hlv/NKv89b/8yYnr3yB022PcELMyhQdbdcjxmIcGElkjc/5iMsvaB0y6gp+0+K6QIPlbGN4ubfcvXXK7dsOMxygKvkwLInE3TVNmnHTNRp6kBb6gHVQegvikDEvMblxoLNLF0FzR00t2HbZTpSM+i3arKg6LISteaRmpRaLUGFO2JSQQTHVUKxDrUVzXpBmtSDSQFXErVEj5NAjVKo4bGdgNohJSxK21oV1oB2r3vP3/9t/xpALhY6hZBqZscmh+wMMiXjc46xHUmQYIzYKeW4xEskzFGdgiNS66Okq0wIFLpUUE1IUFUGyg/UKP860beTWp7dsbp8Tbr2A2Sxm7Gon1HZQ87KqxVDrQMkD8/Ulx+8/4fEPbxBmcjUYFXLY4LsOX5R+e8bGVmzriHgmdegxUyThpS6YPdNwXPeYqkxXkfHy8CM9kT8mLwawKtQykXYj8yiICMFGGlW8FvrG4zYr0MqYIkV6rIvU7gQaMK0gdk0UoFScRKh1EfXgoE6gM/P1Ab2OXH77CWJ6wjqwPd+wu9xjkyGXgi+ZlhbXnXAcZlyzQGRP1QAAIABJREFUxuD46S/+CofH36VMT5jnZ+TjnpyE+VDxRnAaGeIOl47E+ZpxvmFlHG3juLnaU4Y9Tx6+x+M3v4c3mfW9U549+oD94Ya+9aThCr/ZsDo7IXRCe7Hi4de/wpP3vswnfu2L3P65j1Hrms/8g5/npbsbKAlrK08vj0RRpqScnXpELV1okcYSa4Zx4SHIPNN3nqBKLcKtrmN9tmW9aTFNj1GL8xkR2PY9KWWmvlv8BtYgTcE6iM2Koh4rCXUgU0V9SyaDbRe/QSgUpygBdQ7iESkTqCK2oYQ1YhSRgvoVgpJkjXqhxgmnGS2g1OWFYEeKVVC7rCurw7CHWheQajZUE6lFMLGC6vJrrILUlrsfaXj9tGfSPTELm6Ywl5HqbihNi2lvYWrCmQ4kkwQIDvW3UHtCPVZcELJW0uYM23jEOpy02NVmsWjFSnEOhkjIiZAr/ekptLfB92ANyBpjLR4Wwa4RVEasiYhW5t2R/ZVleDjTmUSrmZInZNgjKWJbRx0OQCKOwv4mg01Y39BYiw/2eYdEkaJUIPiCmh+tRPVjwXxcMho9oW2XI/KcUDmCu02xoCVSRel7R62LdMWkHVLOyMOOZnuKjoppDcYpog6JDSpXmGZDzTuq26A+srtWSt2zXa853/bEGNntdhzmSmv2NK3HlkgyhhojYzTc2bZ88bd/k0ff+yrf+u4DPmk3XDy7IfgWnSOmW3P7drPsysfE3fMtu+NE1zpUd4RmTX16RXP7NvaH7xBXK471VfzwNh/77F/nMDzGhg354dVyBN+2XH3zO3zi179IvbH84q+8xst//+Ps39vzu//L/8D0vxnSQfnFT97m0cUleViO0RqVYU6kqRBtoDMKbYPaShgDUgfmwxV3Ws/drefFD/U4tTgj1JpIZA7R4I3h7EVP0zg6MgSL2e1gvSJLXK4S44S4hFFBWsVKRiVgdEY0gnHUqSL9DdDjSnreZRHIA/KfWIi6pdYZy4o6j4gBGmBSdLVsCdQZ6twjJoLtqEABNIeFb+QUzRXBgy7qPsVijKemAUNgGwq/+c//If/df/0vmRE2QWgOM9PGomGLbS3zuNipc+4wdsCVkZgPGOcpaqAusJeaj5jk8CYyAETFOkchY48j6kHwNGc9zVogLJF9OALpeRirpajDaH3e/hXKfmB46wG7BwlVcGFD9UI7T9D2ODlQk9KcJFJuGEohF4uWCRsMZt3jFSLKLA0xDdB6bp4e0eavrkT1l/ZRWdDm0/EIPpB9WGjQOaO5oNVRjOC7jhAaMoHZBqpaWJ+gBQhKqQnJE1pGks1UaSnlQKq3mOyG0qzISTiMnnXTULww5cI8TQRN4AMkIaJk9VTTcHZ7y8lL53zvj/9fvvrlN3n5wx/jeP8+2xdPcDZTA9Qy0Z2cUmrG9h1TLbhVQ44VimF76y7ZrRCZuHN+i3qYeOur/4p3v/9dbr3a8eqnP8VLH/kIJRlsb5nTzDd/7yvcHJ4yxQe0nz2jHY+Mb73N6fkrjEfDL/38p3j3wWPaVcOkgVuNJ0WozrA5WRNaIWUl5EijhkgCPKdJaHyl8x19KYjJ5JgRFYxbLT6GWmmMoaSZlARpWuh7rFrMINSYIZyhSZB++aXUuSK+QaqieabgF4HQMWNSRfORUupy9J/HZTjoVpAOIIZKxtiZisGYnuIMNpcFYjoNaNFlslgWfyVF0RSXgFRd2JaidSmTSYuURCllCcnUiJWel3720wvgBsOqCWQSTLJE5ufl71UMfZiRCjE6snaUWhe2gQqRFYIw+0gsBZWKoVCtoeDQ9QprG+h7QmsRl5eyVzpSp2XWotKjonhRRBUjlZpvSPuZ6bJjVod4wdmIayPaKI4RckCbdlEAyoIrQBIZtyDhhkxWSw4t2RjstqdOS8ya419y7fqv4iNA0RuqFI43O5wRRD21JlRGipmw0uCbls4UbGdwGYgRM0zgZ6iGmgt5OiPGwLQ/MB49w9wyTSNpFGLckdev0b/wGtUIj58+Y4gVF9a40C3VXufpwlI46bYdH/nUT3H19DHv//CAC0un4TAZ+qanxEjIhjIVVJVD9XQhMEtGJiXYjr5teHb/HVor1FTobp1S857Lt6548t6exw8vqEY5+VDDnCtxLxwfRj7xhS/w/le+xqPLd9nlLV//N99l9ck3+Mf/1T/lN3/rv+CNu45sX+B8c4vRRsbpyNNjpC+G03sdJipWoTvfkpgQQIqy2basGs9KpmWo5htKTaAtlkxyjsEZbGlY9y3nK8WMI2oKlaVLYMmIBfEGfE/uNsvJIY3UskNMi513i5g1PMef28ByWX++bcIutetSMdZT3AqNQtEI4x7mZfBXj45aIoSM0QLNkWrmBaNuHUUzUkCcAWsXlJpGhIoJguZErWC04fRsIGtFBF46sYTTlto01JxRO5OdZRorJRtsVsQKjVSqRBCPcYVWJ2quiKxQ7TBhgeSUXPG1YPIeamJFpGsCJvSYWqg2LwnNuqD0rDUohkpcVAgpMV4+5Xg5QnWcdIKpDtlnQqkk61Cri1VM54UYnY/klJc8RWvpeqHUZdMz3wzMx5GcEqYqJf9oCacfj6sESlJPQ8Cvzpgvr5BXt7haEW1xkvAmoyYy5YrTzJGWUhVjJ2w6x7SKM4W4ndHa4orHhoyZBZdB4p5SHbdffJHj4ws2q4ZnB2FOM85W7FlP2k1kHcGfYceZeR5482t/SLGezdoxp5Y0HXGrluHBJX23Zpzh1osr3n77MS4kTn3gkIUoO7Imno0DL528gg9H7rx8iwd/9i6rs1u8d/8BoS6iWCeVxitp1ZPyEdXC47e/THf2Ov/ud/4953/wb/nC3/wt/sd//t+wKjN/+5df5o/+4pIv/q1f5mRzxqufbzj73Me5/v4HvPfH/xc/+M4DPnT3Fs8OB24eD/jGLXQms5TCbp+sONkEgjdIyhjfYYloUS6eZlQtq2ZJNVq3xvgB0SXpZ6zipj0670kUXDHLAx9k0aVVSw3t8qJgArNe4svBLFumCNI3ZG9wOlLsGhlGXLckViUa9MxjaqTSo+2I+A3kShaLPWYkrCnOwvPMhvoly4FE1FiMSVRZY3OlGrewEmuiaeCVpuNJbbjzxuvkumI2oGXieHA0d27jDzeMg2X0G5wZmEqLmVdUEwm1Um3AaF6IzlrxeWYODtSRNWKrodFMyAl3vsKJIBQku2X7oaDWkE2zsEpVmGIhPhs5vjNwPJrlKosnuhmNfkl8+kwfDNY4xuKYr26YQs+sM74WRM4YLWRjmHYzloQmz6yK6d1ypfkRPj8WLwYRw8obMpWr64fMc0McImVrcKWF5gQbjsScsZJAPDZlHAXEk2XG5QYXekgjzjRLjt87jB7JWLItJHdC1JH77z7m2X4ArdzebKl5omrB2ILXQE4z0VRcNYwxcHqnJ42RNE/cXFwwqWUuV9ic6NqGVpV9mpAK7k5Pefcxvm3ZHQZubc+44oYSJ8K6Z7e/Qk+2nLVn2D5gciCOVzz8C8PmjZ7jexNPPvghP/ULv8XBPeWj37nNcbyhfWGLzpnmZMuXvvyUR6mh/drXSVo5Di0/+8F/5J0//4DP/YNfR8yf8+jRu2iq2JUhTQsn8+Wzxe5cx4GuzfjNlhLW2JoW4Wo64Wp/w/k6oEOCaugcKGeIHqAaRByl22JtwlcHLBuDKmBkJvkOma6otkcJiGbUrpA0oNZSjaAKMiVS6zApIranmkLRiohBp4jKMuW3vl1OjrUuA7X2DAkGjQPa9lixJK1465ZVqS3wvDOj1gOFIg4TC847fvXnX+Ff/oe32bQRoyO2Wg7+ZAGtXO3IKeMaRzNFRtMgtUJNuFAYcocvI6KeIsv3K1fFt4Z8nBF/An5ChwPVZKoINY7LC9MscJmiBsEvpSajlJiReEO5vqAcK16VlGDe9MjhiHXKMcK668ia0TyRUyW7NfM4U4tiu5bgE5rt0viMI9nZRYVTDKoN7q8Q1PKX91El5hklUsdMTmEZQvoWtQaJB7IRmn6NiiH0HUnNoh+PYMgUX8hkrOkQW9EwA0cWkeIOKQH2V6TVlnW7os0RhyPXI3W6YRoK+VApYwLb4EKLZmF9vsSdYy7gHMc4kqdKnB3JgG88jx9dLnTe26dIOKH2PYfhgHOJ85Nb7C4m2tNT4jBz57W/xvv3H/LTf+dX2ax6kEh6VvFt5Pj2Q7RPvPzKpxibxOrkLj/za7/N7DZMh2ucs7xyLjxMhk1TaKxCcRzmPT94+zHPYuVb/8fv8PoXDBtTSVNm3s8MOdI4CDWzaQKND/jGU9VRTaGKJdWWOSXmNnDvznqB064sOIPIiKXgdFz0cNOAaT2mFLQK2nUY35JZYeOOGm5RnMOZDpMzUvZUAVvsElgjYaRB8qJg0xBhjJjoUF8ookhYdO/VZ5jTstlzAfUHYKaSl1mDGiiVWiLFR5IEKgljFM3j0rjNA9UoIoGP/L2/sZCZzjrEdxS7IhjFFMdkIiMdVRyxBoKFgFJsAe3xzlCMRShUcbi2LJHmGHEmLC6T3ONti/Tn1MORfMzodKDOMypgdcbotLRNq8VIJU+G6dIyXQ4ULMUbGAasA8GSxRKPE5GGVFYc1XNxXOxUbQh0FgJLlHxcumY0fY/UBhqL1OXq9aN8fjxeDCi+aTFJqWpJQ6JM88LQ14kkASTjK6xunS8xUrtaAiwq5GKWYS+RQoKoFO2odDBaaAVDxb5wl9M6cLpVqk3c3aw41EJs15ScKVTCZsNxHlj1PZ/5yBvcWzeMlzekUpnHkWIb5nhE88zJuielgl+vwLU8vbjh8vCI4y5hu0BwHalWlI6P/9zP8fU/+hbPnn2bL3zmi/zF7/8+Jx99lasHP+Dqase3v/SHbD9yj5zg4tl7fPXf/B5XP3xEfzbwiVfe4Or9azZnLW++O+FEePnFQJ0S10+vudtm0i5zFjIPiuMP/tfv8XSG3HSw6mhaz+k80DY9Jxq5exqw6lDTUgmoRKgTFzeXfPB4j2XG1Yl130CJC0TXbpBugzUV7Xr0AGocFLd8E+MiTS22WV4ieVxCaW2HlAJZKHEkZYc1HUUiVjLFWOo8ob4uG6VSCXaN5oaqDt1XagYpFpWCRE+OumjlYyRrxNRKqUvaUWpCSyKnTDUBkUDVBi0dNQmv//JrvLQBe7hBTcbZaUkr2sSsDZ4jZhqw5sgYA2I9fegRazGasb5HTYu1doEENYFaC0rE+ok2R5omYcqe4cEl1995l/HJkeOjD5j3R5L04J6fpPJMnXfUvCcPN8Tq0ThiYsVNM6UEjscZb5ToA41MRB354P410zFTjKPf9Liw4qCZxMA8JNR6yrGAVUK/wdmWqj+BUluxBisG5wKaI8O0p46KpSxlEF+RKuAMoQw01eBdRduFj9eoYGxGjMeUSs3P78exQgQzblCxyNUB5ya23SJduXt2ToNnnqBYT+lW2Jg4a9d8/FMf4TA/5OmTZ8xlGRT12xNC8RgrNM5xeT0yp8zKN4TWINVTE2zOtkjx9N0Ju+FIvxIefOdPOT27yyqccvcTr3KZDnz1j/4jn/sn/4yP/vY/5JXP/wLf/9J/oD21rPoNY2z41te+wf54hzd++W9y5+xVgu35xd/+J5S5ko6J3VDoT7d0bYCgpBiQOaGmQVXJKSLjDhtnutsdoY2kRpYsQfAkzbh0xM0RU0eudpHrHAirQDbKSbBoqmgXkCbgxKGtWWoJ6y2l7cDNaDxQnMWWHY0FMQmtAo0l7i8xNWHMiAkdLqRlyi+Cmg6Dw/jTJdddCy5DHPcIiuSK0YLxFlMnyIUiGVunpUZfK8aHhQthlsyKMQv0BAtW63Ii0UglUdSx8pnf+IU3FpdpXUjjzy4r6VAJWcilpZpTsl3h7YxpKsYEUl0GtZqV7MGamTRWiIVCwHjoFHxTcDQYpxS/4vrpDc/efMj4/sx8eY0QKa4haUV0YVOw3xGvLTU9H37OMBYhx5Fj8VQqfhWYc2GoizzItg4fHKGzZH0epb6ZybNCLuAypluhecCuLGlOP9Iz+WPxYkCFFGdyjsxjJE2VMQ/M0VHLiJalHenWLSfrFa4p1LmgklGBWDcLyam0CAUNikyZ6oSyWqg7tXhSswaz8BG3rcOvCq04qiZqqtw+u81LH77Ha594gbfe/g7vPRzZSSCWgmQl1R3j5VO61RnDACtv2HSWTirbWyucV/Y3mbPesl5vGOfMeHPk45/9aS7e37HbPeLm5pLd+JDPf+FzuDzzzX/133Px1X+NF8vm3isEu+bp4x8wjpccr26Y9Sndq4712S0+/9f/Ftfv/Xu8ywy7TEozN4eROkbm/cQ8H2hsYZ4n4n5Cekc+GkK1NOppbMuJ7+i7HhpLKCMmR1Q7cu15FAP1sGdjhfPVCR0GFzosAnmk2IrJGWZLSJfgWlwuWCNLo9G2VJRaA8ZZZJrw9YSiLTIrxs4wBSTNy/1/voJ4BH2GqqNqoJLRCqUMiMnUUqlxJhtHiRlDpSRFc8KqILMuL5nSUBdDJkbaJS3rZOlqqC7JSRzGNHziP/s1pBiKRqa5cDwMXO9HDlfPiNOO+fCUEi1OLTlmYi44Ilqg6TK2s0QjWBNBIt47utbTWKH3gncBS0BKppqe/TvPuLj/DJNAbI93BScBMRWTlbKfKXEgpQkNQu4yaZw5HJeMhqmCOY5MY2E8JNQ4WhGCN6gqVSvHWElqMXZB+4k15Ly4M6f9FXnc/0iP5I/F8HEpUTnEQNKZagQnYTlKmsphfp5RoIBvqFRoBB0PmGggj5jaUmpBLJDB+oFaA7YuaTU6hzve5/jeGc3pPfq1ZXdxuQhZBshU6nzN/fcz+e1MdQaLxR0mJDiyMZz5ntr0zIdHuNZRT1fc6TY8uzxgrq9Zl5nVypMlc7x6wlxabr28IbRQVEnXSru29Gd3cM5w59bX+OAvnhKHb7O7+iquqXz+V/8aH/s7v8Jb3/6f8Ke3efSVN8n7iU/93c+Advzf/+X/zr2uctIJjw9CzEcOIWB8wyEOrIpSYyZr5axEzFbwzVIqa2vDyXmlSsVNGdaOGUXyzPEw8v13D9x96QxM5W4307iMq5YyW6QNlLkiJiNNu9TZ45HaLatR0YLTSO0Mkm4oxaN1AhTb99QaUG0RnSil4OaI9i0SQauBerME07xFbEGTXXykq4DTSPYR8Q01TVTTo1isjZjgyalimozKGrJC49BSFyBwztiuX5KQ1eCc4d7nXyR+2TJNA48ejdy8m+D1Ey6mCWcdYb3G6Xv0Jxs0OjZbiyj4FrQKrmZyEazbYIiIZPLBIpuOhojpO9yzgWoDRTYcZ0dofwrOrxEXoDmD8SmURJxHhscw7BKmNlAqw3FiwjHmwqpV2tUp19fXXF9FioH1nc1C8baB4RCJchvDgFYldII4/7yUlpijMqSBaT/+SM/kj8WJwQBaIyVXrO9oUkFrIuaBPEWCEYxtyWrATfimYDWjYki1RSWRSoKwW6K7TqnOYqwDUbAFH/do1zOPi4+gWW+YauHk5AxjF1L1dBxpVWnPOxyGWAaydVRjWJ10GAcnvXCYLLHvaBC6YDBl5OnFFYc5EueB3c2A61Z4By/ceZkffuUrrHzAtUIysDJ3qeuZT/3cP+KTP/tL7C6fUuTAeFzxzp98B2dGpOsxfuDWG3d49K1v8aV/8S94548f0PtFcDu7lkOZQZRpKsQSEZXFHeEczgecZlzbsFo51l1g2yZcVaigWpiTxSZBMlznQAmGs43lzAdar4jrqEEozFgKtj1Bo0dqpkiDGodoWWKIoqjtUPUYs8Yah2lasoM675ZGZXyMCREfLIYZRCh2RQGs65DWkdUvQpsWTDtjbF0m78kjM8h+Qqwsv+C5osOIMQZJslwX6rxIYa2QVJfQWq2oVlQj1I7QZVYf/TAPvzty82TPbrxmHgrH+0+J13vSk4fIMLDfCTne8OwwcSiOq5uReMxMg6e4QLIG7y0imXU70JgJsz7FyhFtI2onGD8gBGU1fRvf3MF4C2lcuJXzEZ0n5puRlC1zgjjO7I7KvhSMWTiZRQeup8IUC6Z62qajXd8hl0wZJmq+ZD9coV4wUmibgJaEqROJStorafoJHD5WKlqUpuuwVRmnmeP1SPCGbd+x8QbfB0LoKAmKC+SiaLWoN8udGaEeV1ArrgSoniwg1oMJYB0OiGPkg/uPiTWzPbvNdLhhqhUjsN60+LMTjjczs13mFKbxdE3PttuwP07MU6LUTDnMtF37XPO2NN5iqZTVOagspGmFlEdu9kfYVl597WMIlcuHb7LuX+b1X/0wD975c26tb7Np72G4YqqJr/7PvwMaEWnZ3HqR2x+6x5k7Q+Yn9CRCXvT1fduxCZacoTaJ5qxjGArzNNO0gneOfhVYZ8u6s2zXHjUW7yp53eMZML4wmgMP33tAVxMbB7c2Huc2eC8QI5hA9AHyFa4DCeBsxRChmOXBxqIqC/q8LMnEKi3BW1QDdTqiTQ/JU+S5CGiYMRxxMcG8X2LAOkGaSSmTYsXMCYxZviOzUkSQ/ZFcFRULeOo0kXQpvVnbIuLRMhJEULP4O4yA8QFxAk6wP/Up3rmojLvK8TKye+cBu93McHXkcBQuLwrD+w959mTi+OAx+yfPGK4LN48OTMcj082B+OSaMmdqFWpoaLoGX3ZIEsZsGJ6NxBF8mnDrHreqC43MgeaBMhfmq2vmm4KJcBhGHmbD9VApOELXUJ3nMFbiaLCdpds62rbFxANxnCmbjlwaQnNOkIpbbajGkaQhujV5vmamcJx/AnkMqFBtyxQnzKbn+jIz7UZa35KpJCf4Rmi8496HXmC/S4sBuxh0juSUkeKxEtGYn+9wO1wEiRPOGAwB75RW9pTYEMZIv24IwSPGEoyjTDsuDleYmpHJ4E2LxMqde2suDzeMuVJUmWbFWIcZMmlSxAunq3bhQh6PJOPo1x63aXn/B0+wwYDd8Ob73+dn//NfoyZLmiPv/cG/4xd+/beZS4vRmQ/f/Rh98XhVTtjwyZ/6JOuP3ub+d7/OND3l6//nl6goWLjZzxRrFzGJq9Rpgx4LBKETi3ceM2XOg7BeW17uDF5amt6SasEd9uRomMTzZ9/c8fvvWN746Iv0XeWkmxC9IR+PyypSK+ZQKd0tCn5xSdYBpKFgwC8nC0xChxGRipSy4NBNgTIgOVJzpjgwMVPijHEG83ygWEtG03EBwRqwSXBVqEUXRbwIprUY06KlYCRCmdAiVGuW+HUERZeTAx1Fnhuec0SKXeYM2WJqy/ajr5GGGfHCeu2p/Zr1ySmxtuyPleth5NnTPYdHlzx9cs2T773No/fe4v79J7x//30ev3vB4/tPefjeM6aLPfmozFNGG4MPS1LS3juh+9AdysbTrHtc10BYQc3UeeT4bGZ8a+DmILz7dObJDYxPR/I8L1CctmcqaYEk58Tm7ITt+T0wnt0hkk3HlBLoAe8H3LpDDEzDgGkNZY5cT47dbsLWn8Dko4hAYyhj4XB5TdNv6bY9pd4g+Q7eJESF7B2rsxPW/gG1KDUt0dxqHMkkrHfLJDoN5GJwbQ8+UwdHrUuleLzJTK3hmCyNZg6HI1PMbLdrDjcRswGyIHbh8Z3d2zAcdgw3C+MBb7GtIvO8UIdsBdvhTaQ5bTlc72mNIQWlwYKbMNZy9c77HLXh63/yh5zVNcZZXnjlF7j7iy9xvH6Pm8eJ99/5Mz75ub/Hur1gOj7mnW/+Wz742v/H5Zi4/N5I31i22zPm3YQa6MpIdIE8L3fLMmSas1uYm2vYH2m3gaCJrvFIH/BtIIlZzF69h6Tcf3jB1x8LVkdW3cCm2+Jk+ZV3IUIsqAiBibzLmE1DHQ5LXbqZsceRbBSjAupQV9HWYktDNTNF1kBElaUzQQZfqbFig8I0Ia2l+h47ztBF0BldrxHXoZKWfX+ZqaWiRpai1TAvJ4a+IupALdnUZVthWkxRkIIYRy0snhEEsUt9ovVXlLDBSqbtmwX0sz3DTkfII/iGm8s9Q4a2Va4mwR8rasHuoTZb6lQ4W+9JZw2lQO8SEi3aOm7dBe8s8/5A9Q3dCxYjDueEmitpOJIfXBIvJ54+vuHqRhmGyM1U2K49DVAOIyOZeCycbBraXnDdxMUHB1xokFBovGM8RHwtWO+oaqgVylSZ44gMI60IqfyEvhi8BKou6UFsJQ4Hat2g87iUeNTTbSrubEvJEYuSqyXPjtYITmXZYbuw4LgMJJdp6xr0GrpMrok/fXPPnV80rLZrbC7EVNlsG9rGkdfLfnqoM8Y7zrcb2jxxPJZFnFJhOk6AY0oj4EhjxYrgT88Ynl2y6npqOnCrOec6zbTGk+YKTcPaQnpnx+aXPkU6jBCveO/LAy99+uO89JktL33nBW7uf4OjZs4+8ipt/yoP3nwLaZTqG3ytpP1IygXXe5o6cUgZO1lSiSRNmLjg6HxjaTtHv3KcuAbnFB1usN4izmDKwhX8xldvuJyElzYNvT/hxR5M4yi2YLAYVUotJO8wuaLHI8Yu1WQZZ2rb4K2FUii+g8ljhj3KoqGzcSKFDpf2FOcxtoAsCcrKCvWCqwXSMgtS5qXMlGZqMoi3GCnUMVCDXZB9LQv52WW0FNQKJg842VCsYJxAGlBdU2IEv1ryGOKoNUFRpO2408DVWOg2Hb7tCHHChoKu17A7ENuGUCu7lEjGMSbBTIkpJ8r0iFlhv/Zs92umw4A5tpx65d6nP0L/ek/KI5r3OKfYdbusTlNF04F5ysxH4eYic7nLXE/KcfJIqIS2obaO3eU1op4UerpW6VYnlJSpvSWZFRJnqnZIyIgpqE2LMDg0pHm/sDVomeVIdT+BVwkj8IIfee3OhlfPV5w6JfgOGxKu84hrcK2h689IN8+wTaAaj0ExNlNoKeJQpxTC86BTXb78OmEl4NSzrw3tyYvgDMf9Fe/cf4JkQ2MDV1fXVDI+CMbC1lemac8AuwJNAAAgAElEQVTTq0R7ssXZGd+Bsw2aMl3nKQolzqDKPE1ohq6xnJ6c8nSc2Edh1kh3tgYfOG3XTObAn//xl3ny+D2urgbO31gRwznv/+m3ae69SgpwERPf//Y7nL605tVPfIY5O/r5iJrC4RDJVM5PbrE/ex0xPf3WE3PFmkWS0iY4XTtur1qabsVpM9HaghG3DAiAVCf+7Ds73o7C3RPPJz684eN3hJNNopa4+BOqo4hZ+gcoEpZYctUBYqVIQGdDrYvbwwwjPhSkWRygpIJOM971VAmLSKUmZBphPqLzNbVUCpHqItn3lOIo3QqMR1EMmZoatE6YdIOUcWGBjhVNkZJ2SJygBnIZkVopcabYZXOiWJBCJlDVUCRQnWIyfP6f/jqhZoxVgrM024amP2HlLGGzYnNiaU4861XLaWs46Q1ahHicGVlxnBP3P4h87/4zvv2dHc8uPeeffpm7P3NGv3U0vtJujjjX0XUWYULTDToV5keXXLx/wbfemriYLBfHTNHEqgtghOFYGG1L9J7tpqPfbqiSGBBMqkiayfsD036H5ILvO3xYUUpDLAPzXDikGaMDJUXIP4H4eGuUj75+m5furjjfNpyddOg8YQ43OG/BFUxwNK7g2pamDTRNs5R01GLKiFBwrHCuIMlRqsGU3QLwqIZSlOnpDf3tzKY9pbWWeZrxrcemhDUBtT1WPffunTOqZRhmxBbKtEPFU8cWexLorC7zjxLptyekw0gtlc35KUPec3F5wTRd4fPEcLRUnVmXhSJwetLRmwNXlzu+/qXfZfjhgDU33Pr5T5HMIw7HNXdfeIOfeb3w8Z//KJ2vlDnjGo+oMnolYnh6/z3mZ+8gNXJ1mKi9p/NC17acbB2rYHBWOKngraNMYLzDEnFm5smTiT95HBFreP2FDbdPW9YCdpqxxi3NxxwXXLu1lNRQi1sMTRJIbqnFS1/RukPVoquAZKWOI1IDxgoaKnneI6GFkinrlyi1g25FrRZTJmRqqKVg0gHVhBmuYRLEGersUAbqnMi+R9SiJlIkUmkxvsM4oUpE7ZpSEpozZF22AiZDLVgZEVMhVyQJpVrufPZlaAO5Lv8zO/DbhR9pQ4NfrzDrDW4T6NaesDK0rtJ3G4xMWOlJHlJ7i6dXibO7K+58dEXoe9x5h+hIfBTpbwVs8FgfkGLJ04GbdyNvfmPg2T5zsU80/QnbTUtolFQTMQFzZrVa0TyHFA0HR9wdOR4tY9qTWkFLJQePDe457GXGRkFvBsoMgy5ZDut+ArcSTXA0raXfBk7unrB96S5h3TCxIc5HvMk4Y8mlJXjFNB0pJ7TkpWIrqyVtF2ZyChgnuCDQ9+AL1URKMEw7h7na4Uxk/eJtYq5cDYclFekDp63l9gvnDIfDAgUvGaUwzBnfBZKZyIcDtRTajeN4KagK4g3OWaozpNGAW9OGDatgaU3i4smR2y/cJskVd07PiBHyeMFhEr79pd+lXLfkmydsX/5pXv3YG7iTc96/fIWrNx/yyic+R3e+RVzlpljasoh78Q5nlpRcu77HSjy5FjpXuHu3I0igX3nOm4rrW1Sa51wB4f0PIr/3zQsOsXBvZbnbGd44r0gQSlGQitbn9igdEV+wOiHzRCVh84Q3IJoWXD8tNSyznWpPSc1dZNUQy4JCxy1XDSMN7vohTo7YrLhyRGomacLPglGDjRXVgrEHJM+oVCSDlQYzjFQrS9loFFyt6LSn5P+0lY6IBIpGrNZFblMsqKGkvFw1jYBYhMB6JZzcPkGHSDV+0e6NEFaepgOnHp8Svj2hWa8Qe0LTBqw3rJoNLQOtC+jhgEhmtXuMDZXgMm4ciNd7bHW4jUVxaMqk2bB/cuDBn9/w7fd3PL24psaKlMNyOssNUzIM2dCebGh6aPuGcTYMZeSQChIKaiqSCzVHnBWqXaPdGVotUZTS9az///beNVa287zv+z3vZV3mumfvcyXPoSjqYouRL6JYXyLFsZuoSYy0Tds0sNGiCRDAQNMPLfqhsFGgQL+l/VCkBYqm6QVw2iR1i7SxYzVybFmN3bq2TEumLFKkxItEUoc85+z7zKzbe3n6YQ1d1pRlsqZ4DoH9BwbzrnfWzPz3XrOe9a73fZ7/fzGl9p5ZVY0S/W8D98Ucg6ogYmAIVPtLbK7w8wlaRIIsSckCA7WPuOWU5V6NbAMxG7JViKegK8xQQNGOPhNJIAtiBXEtDJHj2JHKFf36iNBG9mYrmvM7ZOfJvWF9vmHbdFS2QEOLN4aymlLNa84OTyiNZ3NyBkY5f+0UnS/HnH9v6IfRqXm2WLI9bMAnNpq4duUq26bl1uGrPHTtg3TZMj+4ig2WqnTks3O++tlP0wzHfM+Pblh8eEG4XbGpHF95+tOcfv1J5uJptjImiBdK0RnMoqQ92ZAMlN1d3HyO2bZc3vNIiCxM4FIBtlripgZzdE4qE6dHHf/DF1tSMjzywIQ/8/CEq1enVASkV6TaIxtFY4mlH2tS+gjekelxIZHLEltMR2WtlMiypermRO8w+RArBTkp3s/BDeQ+gOuQPCXbCVG2YDLKOAIgR6L32DiABXElMUEWwbuebAqyM5AztN14e1EJOgh2XkJ/juiEXBeo6ChPmwVxDlVBU8ThUIrRpCYOUBaUNvHRP/cYv/Lffgbpp8yKcqzS7LaoM7hpHk3gtluYOKrY4WqLFcdpt8Xtz0lnGT+bUpsZg7UMrx0yTDy2WlCtrlMswHmLCXdpG+H0mVd59ok7/PITZ2xyTZeVVVliS6Uule3pgJRCbXtWe1PqakawkfXRKZttGhPJRElNxk8WTK9PKFGMrdhst6PLd9NQ1A4dAoREnyKz1RRuvfVz8r4YMagAWmNXlxER3NwzqTzOlGSJNCjIuCznyxJXgJlMMA5sGG3jJEaSgA271PmyQG2BSRnHDJFMs23xq32qtiE7y+2zU7JMCSGTQ8AZB0ZphzFjT+3oQUAKEAxlNcPNJiBCGyylSWhIDGpouoidzXng8iXyrMfNS9pOUStce/j9DL3hpW9+E8MpfbflvDvHTjq2g6PrjlgcfBeb1vBb/+g36MJLzOaOw5cbQje6NCECU4uf7BF9JnejLgFpfEnSmkllmBQO3Qbq+T4hVRgXMdsWSsPz32z5ud/uMFXJh6/N+b4HpiyWCwoGehkTwww7AxbbY1xC1KFmBoUgaojlmEiUN2vy0GKHFq+e6EGzJxhHFkGjILlF1GCKAtXRLMjQYYIdhWsZdo5ZDWIM5IiqJ3YGGQI2ZZIIxITRgFT7iCtIGBRwBaSwJYlFoyUFHdOtsyebOOp9yri8m+0oL2/VknOC5LFMuPy9H6Qygum2xPWGlNe4skLJxJzIvqaYDhTdgFiwtUUKZbKYUlWOayvhCj2rsOHOUaZvpgQpyQLT5R5VbUnbM7av3eX2kz3PfP6QLz6lNE0ik5lQUc8TReE5Pu0xZcn00h6XbozeHyn39G1HIkHqEecIRnCzKU56Sldh6pqYOlg3xBQYBPpNw9mZkmNBvVqNauFvA/dFYEhJkSJQ5gE/KSkWJV4iMW5whVBEJfWBNIwTZ35iSE3cVVAKgytJsRnXwo0liB1HIDmTNZIlI9mOqjx7S5KWhLMzUsyE0I2ZkfOKXruxqKdwLKZzSAlnwWnA2sSmuU3YRAapsHXN5UsHGL+HL+ZUtmI2mWCqTO4NsYmoKdmcDBSu4aHrVxDjOLp7BNvIdHqV283AIx95nO1pTbmExZXrtEev8NqXv8HRyRd45PoNXFbWfUCLcQmu3zZYWtqUiKml2F+xun4ZIXNwZYlxBTdvLlkWiisSQQr61PEPf+Mu/+NTWw67ge+77vnYA47LE0NVKjkbinKORotoNXpEoqQkGNuAtmOiETVOBTukMR9fBXUV4jw+hzFFue2wKFLIeGUnjIKvFnLuUGfo/GpMbU8Z+hNiq0gaRqk3TsYAISUSeqTLkEtyTOTUkENGSoM4TzptSENCW8i2wUhPxJFTDymP0m5pVLKSbFASiUT0niwC2rFYwI2b+/TJEyho+zHDUFVxRU2Zt5Bn6LygsIbSu9FLw3oWM890PuXyZcNyf8r+aoqaCuNnuHqOWVYUVUV7BsdPn/DMEy/zhS8FzlpFfUVWqOeWGjP+r01Jrh1F0+PUYKYzWpsYmNM27WiiMwSIoCHgV/v4CXhniH1gyJlsPYzSMKgKZpIo1JLO3oMp0SkmQoBQVJiqpo89x6eRtIG8TbTDqN+fd9bgYqf4WckQtohEyn6DFrPRG1EzNgRyFwBLMmNhDczYv7TP2UuvcNiOdxqtWKx3pMbjB8NktqReLGjXDcFG1BekpqXre6arBTlaFKUuLJYGOT3iQ5/8EULsqJdTdFli/Yr33XiI9dCxrC1Nv6Wor3B8/DL7Vw4gX+Kf+1f/Cseb51l5zzNf/HWuPXCZW08dspht+VP/2k9S1Ps8/dkXiMsKPzXETU/bbNE0JvrEWFDVfrwinh2xfe0VLk8NC69cWxgqm2iHLb/xpdv87K++xN/83Bm3e/iBRxb8m5+4wcevz3ng6j4HywnegiWQm2O0sqSigxgw/XhFawdDdBU5RUw1wZqBYb6HiBnToQU0JULsyTmRa49V3ak3gy0L1DucH5fgRKbU+Qw3bPCuQqWC/Tk5hTFVOJQYA5FEzoIJAZE1NvXklFDp0CDkJo7qTLJAhgbpalLoUe3HpdMYyOrBZELcCb8kIVOPcu0aUC2xEnj/j32SHFvMxAA1XdrSZiENW/J8ia0KpM8MdkLpK6YTz54zVPWC1VQ4mM+5ulewXBhS3iVgmY687lnfOeKZX7/F537pjN/4ndvc3jS0m8iiNty45JnsTxjUEZoWX8DB3oL5jSuY+Yzz8w3teaA7O6NvYRsHuq6jmAXqxYy6sGPFa+5RJxSzEpKwbTcMm46Ye0rrSGkgle9BBaekShd6pA1o3mW/saa/eZluyFRViS0zvdQ4A6QO2zeYpSGn0UYcm6AoKGQgOw9SYYJD0ijg4sIpxdRwfgh52vLK7TuYImKTx5YCq4pwfggxMJ0XmLghJSG4ihgCV5Yl5WyCNAOkTF1NaLJgSqUOykZbDlpHeWWPfZeZvFJSFRVt33P35ecp5ge8+PUXONi/zunREzz20R/jK8/9Nin0bPWQqw88yskLt5g98hgpfoFiWvPKs19msbyKtmeUpcFwTLMO2NrjsjJfLpDtOfszw0QEn1qe+WrDyVCyzj3HsWDfKR9eOr7nkuNgYUEHJtOaqha8sUgSxEF44MO4o2/udAwVzaOZiVYWGRqUGWIiAYcbLCmP4qniQFKHkYpBAtYI6ixIQHU6DtuzwQ6BcRAXydbh4mastQhh9L5ER5WmYgmFxfUdWpRglWwKNKbxWCnkAvAJI6cQAmoLsgyY6DHekiVhjEHTmmymiHfkPCo1Sx5HA8aORf1KyfLRa4RgaY/PqPZWFFJjkiO4DtcHYhqQyYQiZKIzEC1uWuJtR2X2SGcdqpZhM2DbQ/JpQS+O7Wng/NlbfPWphpNNolrW2E5Im8h0ahAcbuhoYqZazJjXntklodBILmfEjbLdbAimJHWZ5GBSOCZ+H28y3hp6LBmPpJ4wKDGOq1hRZxQzGPoWaxLxbY4B7ovAoCocnSZm2zPmVy1Se7y3hHUL12oMo1CHzx3VZEKxWtEfnYxLUnENaQ6D4FxEcNjCIprG+8tJiTm3iE9MrnrOvvQ8bf0AzdYxWTj6dYPNmebkNWx0VAuL76ccLAr65u54pQlw7eaH+fo3fp3JpKYdegpnuRt7rhzeJruK0HbMpw+QaSiKisc//jG+8uLXSN7y2q0Nj3/yE3zj5DPcvXsHnpzwsT93wAdPb/JKOmJ7ODD/7jXd+UPUd5/l+z/1g9z+uy/S3G1YrIS+v03tVvRYpvseBshDpu5PQTKvrue8tA7kO4HFcsaBGK5NCq5ZuLondNFx+fqCifcU3sN0gosDY02RxYQt5eHX0Faw1TgqUjNDZYPNG5IskXRODgtUHVZ7rJOdALNFsqA+jZWD24y4AXWKmoTmAlVLjj12mtGUx2XIsxlSgThwOhDUY0w96iZuE6k6wMmY8hwFSu9QOxBygY+jG1Uqa6SwSPZo7gEhhh5jPAwB6xzYDo0l4BAbwBQoFepGzwV0wsFBRxxaUlkyDGticDg3QYxS1IaiXI5Lt64ghIzdmyIG6t4zqQwUlrxu2HbK0YtrAueE9SF3Xz3nxRe3bLuIuoJChKmD4rpBu8BAphmEam/FhMCkLIjJk8qa7a2XOX5ttOqLdAw6YKioCk89n4K3uEpw3hKcYdsG+r6iPblFVkvSDWwEny3rEGi774CvhIh8HVgz1tFFVX1cRPaBnwMeBr4O/BVVPRERAf5z4MeBBvhrqvqFb/v5Rmj7hrCxTPZXDLHHElleHRh6gx8y1kQyBWjGFZbghb6aYCSBVNiqIqVErip8HiXHpBwNQ/ss+KAslhD6xNA29H3L0k0ZaosTT0FF6xLrzZZlrZy2mcXqKmenryDeQVUjKVIZMG6CW9XMNgbJma5tIBiGvqOYjKnYoZixPW7YbBs+9if/RYr5KR993wf46lduUdnMUz//BB/71J/mbn9Ke5LYnNxlOVVe+lqFuG/wwcf/BNIq8byjmu8x4CAGUtMj0WEk0Oq4BLY3MZSzgv3YceVAmGtiWtYYk5lMJyyt4HzNxAfy0GFTDwJSlOS8BTwxTqirDdEESFN8XqODG9OOHaPpYr9FMqTC49IwirT6gJiaNPRYNUTvxuU0mWIlIBrGeofVHOk25NQjhUfmoxBtrhdoHjDakLMDWRBTj9UBNQ2S90bBHVHECNa0pOyxrsdEgb4YJ0YLEKO4IiNprKAlZFTsuHTpRuFYUw4kAR1kHEHYjPEVV5ZzTjyk6CgrQbyjcIp2QGFHQ6RqgtUGM/TM5iXODfjowLTkqmKqkaPzlvMnX+QMZbsNdHZBOemwXaS0CZkVmCaSS0PoOwrrmEqPmU/IviQtpgwnkXbbk20mhETuFSlKZnPLfFFixWElk/KcrIGUq3HUuz5Fcjn6cOaBLg2oUWKKZPv2RgxvZ+8fU9XvV9XHd9s/DXxWVT8EfHa3DfAXgA/tHj8F/Fdv5cOH7NhuOzbrDaSe0PfkMIxVhoyeB84ODIWhmlhsXQOQMuTYoP0WY0brehVQm7CtQfrx4EdToyniswfjqfb3yNuM9n7MGLOj76M3Na6eU+7NSDZSTGbErSNWPbO9GZuuI6eeeNbz4AcfZn3rOdq0YRNOODp5Hlteobq0j9+f0rU9jgnfePqfsT455iOf+CHKAk5dwfXv/jhP/l+/Qm4GrnzX+zi9fUzXWC7duMbTX3wJZ6fsf/AGawKaDE4bfBro+2FUNjae2bziyv6Km5fnfHBacv3GAfVywfTSPq6KXNqbsKwd00ooWZNUkUKJ3pJLh0kd1kyxPpHSQM4ZbRJ200BZIVOLiGJyRHMiB4easVg1l6PGAXH0j8TW6NYSkyNTI2Egd+NJnB27CUWPFcX4alx69DJqNqREClOsWNxwhnX9OLHZGaDHtu0ohaYJbTpIlsgUdYYUA+SG3Aq565Ewzh9J7FELImm0q8uW9HqOT7Y7l2xGK/ooPPjdD5POHYghbCN5OCOEPJZup448KyBFsEpZCi4bxFi89pQDTMsBaxKhiazXkdhCiB4vHRZYLacsDxZU1qEidF0mUWEqT65q7HSO8Y542rO99TwpGQrrKcuKXBUwZKpigZsdYL2i8wNk5ggp0bZbmrihjR3JJ0I/0MUtzs+ISYiFY1JO3sap/sebfPyXgZ/dtX8W+Etv6P+7OuI3gT0Ruf5tP0nAmkh9dY+zTeT4cE3TtuQ+UJia+WrF/mrK3qXrXLu5jykLClvgjMMYGa98tgTrMDFiSj8am0xK8B5TJTqb+PRnvso6JbqTu/g9h9Y1viqRoUVUicZSlQbtew6Pz2jXPa6PLFYLnv21X+NDj/4wQRNZS06PW+pLD/Has7dpNj0+zxhOekQ6Pv+PP83e/h4fffRRqtKyzRVT+wi29nzku29w94Vn+c3/+59x7eb38gN/6c9z+PSzHJ8f4ayhbY54/PHv46u/+zSvPP8MrDdYX0MuyGXFdH7APDdcKpRZv+Wy23C9POVgabg6FR5awPVy4Or+FLO0qE/gPJQrrDGYsmJnII5O9rFhjfQZbzoQh/ET7NV9pA3YJmNSgfE90jTYWjFYWLeYTYc9Px5rHHRcasT2WDbIEDEmjT/40GBiwJDHoKIRE0HnM9QtcKKj0auPqAi5mmGsR6fVWJptS3JdESlIAbQsUHG4MGCDQ3INjQGJGDyhadC2I+SOPIzBhByIZDSZ8ULCQBIhxYTGjM0FN//U4/Tbc4Y4QCFYASMFuEgWM+ZluIHSZWbLFa7wWI0UkrDE8XeXB5xXvLcUjXJAxx7K1VXF9XnH1CXKHDGVEJLHGk/pK0rjyQzcOT7m5NZtzlvHtusYRIki2BRZXa+Y70FdgdSCjWdIioRNIIeecLhmfXjMyeFmlyhW0HRrOh0Ipxvi+fHbOrnfamBQ4J+KyO+IyE/t+q6q6qsAu+cru/4HgZff8N5Xdn3/31gg8lMi8oSIPNHHgRxrhtMWU2R6ApttwHvPfGnZn5dMK5hUwv5+yd61BZbIkATRRJYS0Q6jmSQRCQmrZqzBzwHTlvRHjq64Tu9gwCJHa3y3Qc9PCA6221MKtXQhY2czUh8ojMHOJlhr2K49J/ocmoUhdVhbsHr4AVZ7ewRKZGYpZg5NG6SrOTs85f0f/0GqGxNMF7i1fo7jZ54lMnD1YIHazN2XX+DZL36Gx/+Vv4Ctp7z0e0/x0nOvYOaJ3BvONwOXrj9APj9jLB9yuNBSlXN8t2VRjzURy6lj32SmVpmYjLcWUzjsJiMp4lPCmzOiUwg9pvRgwHTnBOMQAgUO5yxazjGbs9FgprD0JsEQoTBoaMdh+GRKtkqop+PSYT4HbSBtR1Nd40nGYc56ZDqHooKsaAik6vK4VNgFTJJdu8UgSDUKjeSccdu7WLFjvUUWbG5GteNskdySTQG+R7RBJUIqiH5AJZNRBE8mQK+/n3kJgZQiGg02K2GwbHtFi4L5jQW+8hQmo8awPW8oXY91HtUArZIQMJYctuAz83KCyFiUJkYJ9RJrSlxtMBPA1FQVLLzifU3Oo2uVBse0FJaXZxSLGbE2nB+DhC3bkyNEe4w4fD8wfegm9dSxt1cxme3jpxZbj4lifRMJuWHbNzRdQ7Ie4z0DAS0FDS1mSEwK4fqq+I4Ehk+o6mOMtwn/joj8yLfZ91uti7wpUVtV/46qPq6qj5fWI2wYUqQ7PoM2QxRy6aiXNZYOYVRjqsuCvVVJsXCj14FGSA02jSW9GgaIEzRnYntGCgPZwWTf8YEPvJ8beys0eTZtpFgsmF66Al0kUpN1y+RgQXt0e/RKmkQqW1EfrDAhc/vZryFdorC7+g0MxngmpcGGjM01OUfmi0vceforuH3hgXqBsWe89MWXaXNi/+pHeOjBGyyk5u7ZIfHulPb8G3zvwx+mE0v78m1OjrYUD0z4nsc+xerSHm6voN2uSZtzrAqz4Ywrlxc8sFdw2TtmhUeWBd5kghoSEUk77UtfEEzCUlMCahTtTsgKxNE8NpZ7qFWsr3DtGbkfRs2FsKEyiZQKcrEHrsBpC5tzTFlg45aUKoQaUUWLKaYDpEPDaPmXE2iuMFJi/Ryj52AdPnbkwqOhhromuSmRJdkD1pDLelRxduPsf5YJ1iYsAbEDxkWiqUc3LAwudEgjSOoxWoBJEHqwGR3GkY5mHSXvU0sWwfqEL2s0ZZZLz80HrzP0idAEiivX2apj0w8kLJkIRMpqD0uk6s5oTIH1NVPvcMlR9+tx5HAeqESpa8fe/oxJ6fA54ACjnqIu8KsFIdVjAlkOaBVJaiknM7wvKU3FMC1oX30ZXy1Z7l+hLJWyKCg0EYAQNzSbAdrA5mRN1w4MOeKtYApwdkogU0xqFvV3YI5BVW/tnu8A/xvwA8Dt128Rds93dru/Atx8w9tv8EckYyrKkEdxSztZjsYyNlFax2LuSHhCDjgdlZ+nS8ve3hyKOVEKNCeiKccMyqIn6hGaM0YKxHly3xJjzWy2Zra/IG5a6knN9nRNc37EdLrAkyirCdJ2pCZSEfCt4eqlA/T8NlduLLBywAc+8gEmVQ0T5ZXf/BV8YZmKMp/MqWbgUuR08w1kW5JSzwd/6JOUxZzkF2w3DuWQb756xM3vusZycpnLD654/vMv8trdpzm/fYflwQHhtTVyEqAMfOgHP07OgrcWm5VVaJjWjssWllU5KpeZiEkDxJ5CdMwiFIcxBs9otZZSi5qIoURcTcozkgHJA4VuAUdq+1EbMyt2c07aex9ZDHaSMRRISORowJYQBDUzkrZoBGUKKaGFAyqcKnkmGBkwnJK3EUoDsUTbNaKClAHnC2yhmGk9Kkq1HUYVTUrOHrHNaHnnA6oLVGqMeHJWtDknnpvRFYowan8aj7E9EhK4EmJHloGcBwxj7YtgMCZgAZs6csoYM/Don32MLCVopD+9QzrtKEKkCQMpg0oJ20PE1xTWMIstde1IYZRhU2OoKmW+59i3cKVWVjZSzi3JOJpcs1UZPS9JpNyz7XoOj1piHChthSk8vrIUE6XSmoNZxZVrBX4qlJcPoNhjGxLaNvTbgW7bc3ayJVZ7nJ+1NNue2CVSiOzNDB++POejH7rClck7XF0pIlMRmb/eBv4F4MvALwB/dbfbXwV+ftf+BeDfkhE/BJy9fsvxh0cGIcfRPEb7AKbkvIdtk4nRjaa1qSJloUcYohJrSN04I46bIMZgTQVxgsl5pxBsRhNTG2i2d3nxpTOO10cY65DQ02kmBIf1iimnHFy9wXnbU16qiGJIpaFvNlQGltPLhPOe03XHfLbi5vUrnL50zDolsrXUvsdIxC+XnMcIEqUAAAeySURBVA5byqslT33ut8nxmO/5gU8iQ0PoXmXvymV8OXDrmVc53LzG5uSYBx+YQ/BoDV/9+pc5/OZLHFy6QXt7zavPvsCn/vWfYDpVqst7HDw456FViS0BgSSWyi+pESblhEICNiqTMIwpxaXHJYckR9LlmAAkJSXHOKNkKUZtk9iiaSB1cSxhny+Q/pQclCwOoy3ix6BhUoMOG8gNjkSSCi3GImm8Q/MJ6hxm04+VjjKK+ubzjlyu0GKFmjhK3dtMXrfYvCbjYHYZZYqkUaMx9oGcgFxi2WDiKTJYxE0xKhivYAJpMKg4NFlyPx57aw2aLRIMOQlJ7E4UdievESH0Mqp9Gc/l77pCCoKxJVLMKGqhPd/A0RotE2xPwHn640OC7tSehw3VRKhqQ1EaKudQoLw8odoHX2ZS0xHFErdrpPCo8aToONt2HK4bNAmF8dhiQj1Z4oDeFNSVoTKeqqiobEEKjqwtpoS261i3PV3fcrYOxPUZVVXhioKsCXU1ppgwWy7YTxk/q97ZwABcBf5PEXkS+DzwaVX9DPA3gU+JyNeAT+22Af534AXgOeC/Af7GH/UFimJMHK3YXabbnGFCZlg3hO54HP6mRKIjGcFEobubcVOLyIDFItvNmHFWLEZLtGSAnbS4n1DMVqRUcTL0aO5osWT1ZJOwdUFzdo7PEYbEsppR4PGa6fpzxHjKQqmWhmVdcuPmTR7903+G7ZDZnr7GwcEVumRI2zUSNphQ0J+t0XXgqV/5Na7/iUdYLPfZnB6xevhh2nWH2/NMymu88sot7hze5fLVFQ9dvw4JhuSZPrzitRee5MWnnuaFX/80f/Iv/iQPDgOruiRUnumsJhtPYUBpSeqIwdD3HnUTtuLBgRHBVgHrLOJbclmRcmDQUWKc7EixJLk54hyu9OBaJCq2G7DWYIIh24IcGpLoqGvg7Fhqne2uCrPGJgtNh5rRkg4j45W/B2c67ExhOMWEsWRaRaAI6GyfPDCmr4cGV3ZktRg/RVCoBZ3XqN0jmxnRdEgXRsdtLFFGeT6yRdNoV29yRrtRgh47jqbyEMh5VxGbRgu8QgxGOnIyTGYrPvDQ97PaewTcnDCM6lyyqmF9TlJLux2YHeyz9C3zQqiKjMEgMVI5BVWqqaOsoLCe7AvSEGnanqbt6buWYbvl6M4hbRdxphhlANXincOJIZdTbAgUswlF7XCTgjQohpYYlH4LbRDa9Qmn61E5er3t6TcduQ34UlnWS2bzkmWVKXNg6d5eypKovr067e8ERGQNPHuvebxFXAIO7zWJt4D3Ck9473B9r/CEb831fap6+a28+b7IfASefUN+xH0NEXnivcD1vcIT3jtc3ys84Y/P9b4oorrABS5wf+EiMFzgAhd4E+6XwPB37jWBt4H3Ctf3Ck9473B9r/CEPybX+2Ly8QIXuMD9hftlxHCBC1zgPsI9Dwwi8udF5FkReU5EfvqPfsd3lMt/LyJ3ROTLb+jbF5FfFpGv7Z5Xu34Rkf9ix/tLIvLYu8z1poh8TkS+IiJPici/ez/yFZFKRD4vIk/ueP7Hu/73i8hv7Xj+nMhoeCEi5W77ud3rD78bPN/A14rIF0XkF+9znl8Xkd8Tkd8VkSd2fe/csVfVe/Zg1G19HngEKIAngUfvIZ8fAR4DvvyGvv8U+Old+6eB/2TX/nHgnzDWhvwQ8FvvMtfrwGO79hz4KvDo/cZ3932zXdsDv7X7/v8Z+Ild/98G/u1d+28Af3vX/gng597l/+u/D/x94Bd32/crz68Dl/5A3zt27N+1P+QP+eN+GPilN2z/DPAz95jTw38gMDwLXN+1rzPmXAD818BPfqv97hHvn2fMQL1v+QIT4AvADzIm37g/+DsAfgn44V3b7faTd4nfDUZtkX8e+MXdiXTf8dx957cKDO/Ysb/XtxJvqUT7HuOPVV7+bmA3jP0Y49X4vuO7G57/LmOh3S8zjhJPVfV1vbE3cvl9nrvXz4CDd4Mn8LeA/wB43QH24D7lCd8BKYQ34l5nPr6lEu37FPcFdxGZAf8Q+PdU9XxU1vvWu36LvneFr6om4PtFZI+xOvcj34bLPeEpIn8RuKOqvyMiP/oWuNzr4/8JVb0lIleAXxaRZ77Nvm+b670eMbztEu17gHesvPydhoh4xqDw91T1f91137d8VfUU+D8Y73P3ROT1C9Mbufw+z93rS+DtyQ/9/8MngH9JRn3T/4nxduJv3Yc8ge+8FMK9Dgy/DXxoN/NbME7i/MI95vQH8c6Vl7+DkHFo8N8BX1HV/+x+5Ssil3cjBUSkBv4s8BXgc8Bf/kN4vs7/LwO/qrsb4+8kVPVnVPWGqj7M+Dv8VVX9N+43nvBuSSG8i5NPf8gkyo8zzqg/D/yH95jLPwBeBQJjlP3rjPeNnwW+tnve3+0rwH+54/17wOPvMtdPMg4HvwT87u7x4/cbX+B7gS/ueH4Z+I92/Y8wlvE/B/wvQLnrr3bbz+1ef+Qe/A5+lP93VeK+47nj9OTu8dTr5807eewvMh8vcIELvAn3+lbiAhe4wH2Ii8BwgQtc4E24CAwXuMAF3oSLwHCBC1zgTbgIDBe4wAXehIvAcIELXOBNuAgMF7jABd6Ei8BwgQtc4E34fwDnj/WqI8TpfAAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0xba5fef0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lena3)" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [], "source": [ "response = requests.get(url)\n", "img = Image.open(BytesIO(response.content))\n", "# this method does not copies the image directly from the stream into our img" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# img.show() # in external viewer not in Jupyter!" ] }, { "cell_type": "code", "execution_count": 215, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x99c79e8>" ] }, "execution_count": 215, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x765fef0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(img)" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((512, 512), 'Portable network graphics')" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.size,img.format_description" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['_Image__transformer',\n", " '_PngImageFile__idat',\n", " '__array_interface__',\n", " '__class__',\n", " '__copy__',\n", " '__del__',\n", " '__delattr__',\n", " '__dict__',\n", " '__dir__',\n", " '__doc__',\n", " '__enter__',\n", " '__eq__',\n", " '__exit__',\n", " '__format__',\n", " '__ge__',\n", " '__getattribute__',\n", " '__getstate__',\n", " '__gt__',\n", " '__hash__',\n", " '__init__',\n", " '__init_subclass__',\n", " '__le__',\n", " '__lt__',\n", " '__module__',\n", " '__ne__',\n", " '__new__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", " '__repr__',\n", " '__setattr__',\n", " '__setstate__',\n", " '__sizeof__',\n", " '__str__',\n", " '__subclasshook__',\n", " '__weakref__',\n", " '_close_exclusive_fp_after_loading',\n", " '_copy',\n", " '_crop',\n", " '_dump',\n", " '_ensure_mutable',\n", " '_exclusive_fp',\n", " '_expand',\n", " '_min_frame',\n", " '_new',\n", " '_open',\n", " '_repr_png_',\n", " '_seek_check',\n", " 'alpha_composite',\n", " 'category',\n", " 'close',\n", " 'convert',\n", " 'copy',\n", " 'crop',\n", " 'decoderconfig',\n", " 'decodermaxblock',\n", " 'draft',\n", " 'effect_spread',\n", " 'encoderconfig',\n", " 'encoderinfo',\n", " 'filename',\n", " 'filter',\n", " 'format',\n", " 'format_description',\n", " 'fp',\n", " 'frombytes',\n", " 'fromstring',\n", " 'getbands',\n", " 'getbbox',\n", " 'getchannel',\n", " 'getcolors',\n", " 'getdata',\n", " 'getextrema',\n", " 'getim',\n", " 'getpalette',\n", " 'getpixel',\n", " 'getprojection',\n", " 'height',\n", " 'histogram',\n", " 'im',\n", " 'info',\n", " 'load',\n", " 'load_end',\n", " 'load_prepare',\n", " 'load_read',\n", " 'map',\n", " 'mode',\n", " 'offset',\n", " 'palette',\n", " 'paste',\n", " 'png',\n", " 'point',\n", " 'putalpha',\n", " 'putdata',\n", " 'putpalette',\n", " 'putpixel',\n", " 'pyaccess',\n", " 'quantize',\n", " 'readonly',\n", " 'remap_palette',\n", " 'resize',\n", " 'rotate',\n", " 'save',\n", " 'seek',\n", " 'show',\n", " 'size',\n", " 'split',\n", " 'tell',\n", " 'text',\n", " 'thumbnail',\n", " 'tile',\n", " 'tobitmap',\n", " 'tobytes',\n", " 'toqimage',\n", " 'toqpixmap',\n", " 'tostring',\n", " 'transform',\n", " 'transpose',\n", " 'verify',\n", " 'width']" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(img)" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PIL.PngImagePlugin.PngImageFile" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms\n", "### np version only builds the histogram but does not plot it (unlike mathplotlib version)" ] }, { "cell_type": "code", "execution_count": 217, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [], "source": [ "# Build a vector of 10000 normal deviates with variance 0.5^2 and mean 2\n", "mu, sigma = 2, 0.5\n", "v = np.random.normal(mu,sigma,20000)\n" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([2.31632739, 2.219109 , 1.53796432, 2.46312243, 1.90145972,\n", " 1.47151823, 2.21456619, 2.05749909, 1.91774699, 1.94418668,\n", " 2.51501025, 2.43988414, 2.47336132, 2.54512566, 0.95851055,\n", " 0.96754106, 3.31049021, 1.72561352, 1.58489223, 1.71679022]),\n", " 1.9930709054847882,\n", " 3.9389775779957246,\n", " 0.2489672552480482)" ] }, "execution_count": 222, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v[:20], v.mean(),v.max(),v.min()" ] }, { "cell_type": "code", "execution_count": 223, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x9b8c9b0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a normalized histogram with 50 bins\n", "plt.hist(v, bins=500, normed=1) # matplotlib version (plot)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [], "source": [ "# Compute the histogram with numpy and then plot it\n", "(n, bins) = np.histogram(v, bins=500, normed=True) # NumPy version (no plot)" ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0xcc9a9e8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(.5*(bins[1:]+bins[:-1]), n)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Resources / Books" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [Official NumPy Docs](https://docs.scipy.org/doc/numpy/user/index.html)\n", "\n", "* [Python for Data Analysis](http://shop.oreilly.com/product/0636920023784.do) # excellent, by the creator of Pandas\n", "* [NumPy Cookbook](https://www.amazon.com/NumPy-Cookbook-Second-Ivan-Idris-ebook/dp/B00WX3W41A) # some good recipes but uneven, this author has many books on NumPy\n", "\n", "* [From Python to Numpy](http://www.labri.fr/perso/nrougier/from-python-to-numpy/) # nice free resource " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }