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Non-negative least squares in Python
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{
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Non-negative least squares (NLS) in Python"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from time import time\n",
"import sys\n",
"from sklearn.utils.validation import check_arrays\n",
"from sklearn.utils.extmath import safe_sparse_dot\n",
"from scipy.sparse import csr_matrix, issparse\n",
"from pandas import DataFrame"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_wide = np.random.uniform(low=0, high=1, size=(50, 100))\n",
"X_tall = np.random.uniform(low=0, high=1, size=(100, 50))\n",
"Y_wide = np.random.uniform(low=0, high=1, size=(50, 200))\n",
"Y_tall = np.random.uniform(low=0, high=1, size=(100, 200))\n",
"\n",
"\n",
"def prepare_data(shape='wide', sparse=1, n_targets=10):\n",
" X, Y = (X_wide, Y_wide) if shape == 'wide' else (X_tall, Y_tall)\n",
" X, Y = X.copy(), Y[:, :n_targets].copy()\n",
" X[X > sparse] = 0\n",
" Y[Y > sparse] = 0\n",
" \n",
" if sparse < 0.5:\n",
" Y = csr_matrix(Y)\n",
" Y.data /= sparse\n",
" return X, Y\n",
"\n",
"\n",
"def all_configurations(all_n_targets=[200]):\n",
" for shape in ('wide', 'tall'):\n",
" for sparsity in (0.1, 0.4, 1.0):\n",
" for n_targets in all_n_targets:\n",
" X, Y = prepare_data(shape, sparsity, n_targets)\n",
" yield shape, sparsity, n_targets, X, Y"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def safe_fro(X, squared=False):\n",
" if issparse(X):\n",
" nrm = np.sum(X.data ** 2)\n",
" else:\n",
" if hasattr(X, 'A'):\n",
" X = X.A\n",
" nrm = np.sum(X ** 2)\n",
" return nrm if squared else np.sqrt(nrm)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def time_it(f, *args, **kwargs):\n",
" best_time = np.inf\n",
" for _ in xrange(3):\n",
" t0 = time()\n",
" res = f(*args, **kwargs)\n",
" timing = time() - t0\n",
" if timing < best_time:\n",
" best_time = timing\n",
" return best_time, res"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def filter_plot(frame, x, y, label, ls, marker, **kwargs):\n",
" these_res = frame.select(lambda x: all(results[key][x] == val for (key, val) in kwargs.items()))\n",
" plt.plot(x(these_res), y(these_res), label=label, ls=ls, marker=marker)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Methods"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Active set solver (FORTRAN)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.optimize import nnls\n",
"\n",
"def nls_activeset(X, Y, W_init=None):\n",
" \"\"\"Non-negative least squares by the active set method\n",
" \n",
" solves min ||Y - XW||_F, no regularization\n",
" \n",
" Parameters\n",
" ----------\n",
" X, Y : array-like\n",
" The known parts of the problem.\n",
"\n",
" W_init : array-like,\n",
" Preallocated memory to store results in. Its contents are not used.\n",
" \n",
" Returns\n",
" -------\n",
" \n",
" W : array-like\n",
" The solution.\n",
" \n",
" residual : float,\n",
" The value of the target function at the objective.\n",
" \"\"\"\n",
" X, Y = check_arrays(X, Y, check_ccontiguous=True, sparse_format='csr')\n",
" n_samples, n_features = X.shape\n",
" n_samples, n_targets = Y.shape\n",
" residual = 0\n",
" if not W_init or W_init.shape != (n_features, n_targets):\n",
" W = np.empty((n_features, n_targets))\n",
" for k in xrange(n_targets):\n",
" this_Y = Y[:, k]\n",
" # densify the column vector if sparse\n",
" if hasattr(this_Y, 'toarray'):\n",
" this_Y = this_Y.toarray().squeeze()\n",
" W[:, k], this_res = nnls(X, this_Y)\n",
" residual += this_res ** 2\n",
" return W, np.sqrt(residual)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"L-BFGS-B solver (FORTRAN)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.optimize.lbfgsb import fmin_l_bfgs_b\n",
"\n",
"# Authors: Mathieu Blondel, Vlad Niculae\n",
"def nls_lbfgs_b(X, Y, W_init=None, l1_reg=0, l2_reg=0, max_iter=5000, tol=1e-3, callback=None):\n",
" \"\"\"Non-negative least squares solver using L-BFGS-B.\n",
" \n",
" Solves for W in\n",
" min 0.5 ||Y - XW||^2_F + + l1_reg * sum(W) + 0.5 * l2_reg * ||W||^2_F\n",
" \n",
" \"\"\"\n",
" X, Y = check_arrays(X, Y, sparse_format='csr')\n",
" n_samples, n_features = X.shape\n",
" n_targets = Y.shape[1]\n",
" G = safe_sparse_dot(X.T, X)\n",
" Xy = safe_sparse_dot(X.T, Y)\n",
"\n",
" def f(w, *args):\n",
" W = w.reshape((n_features, n_targets))\n",
" diff = (safe_sparse_dot(X, W) - Y)\n",
" diff = diff.A if hasattr(diff, 'A') else diff\n",
" res = 0.5 * np.sum(diff ** 2)\n",
" if l2_reg:\n",
" res += 0.5 * l2_reg * np.sum(W ** 2)\n",
" if l1_reg:\n",
" res += l1_reg * np.sum(W)\n",
" return res\n",
"\n",
" def fprime(w, *args):\n",
" W = w.reshape((n_features, n_targets))\n",
" grad = (np.dot(G, W) - Xy).ravel()\n",
" if l2_reg:\n",
" grad += l2_reg * w\n",
" if l1_reg:\n",
" grad += l1_reg\n",
" return grad\n",
"\n",
" if W_init is None:\n",
" W = np.zeros((n_features * n_targets,), dtype=np.float64)\n",
" else:\n",
" W = W_init.ravel().copy()\n",
" W, residual, d = fmin_l_bfgs_b(\n",
" f, x0=W, fprime=fprime, pgtol=tol,\n",
" bounds=[(0, None)] * n_features * n_targets,\n",
" maxiter=max_iter,\n",
" callback=callback)\n",
" \n",
" # testing reveals that sometimes, very small negative values occur\n",
" W[W < 0] = 0\n",
" \n",
" if l1_reg:\n",
" residual -= l1_reg * np.sum(W)\n",
" if l2_reg:\n",
" residual -= 0.5 * l2_reg * np.sum(W ** 2)\n",
" residual = np.sqrt(2 * residual)\n",
" if d['warnflag'] > 0:\n",
" print(\"L-BFGS-B failed to converge\")\n",
" \n",
" return W.reshape((n_features, n_targets)), residual"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Projected Gradient solver (pure python)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Author: Vlad Niculae <vlad@vene.ro>\n",
"# Lars Buitinck <L.J.Buitinck@uva.nl>\n",
"# Author: Chih-Jen Lin, National Taiwan University (original projected gradient\n",
"# NMF implementation)\n",
"# Author: Anthony Di Franco (original Python and NumPy port)\n",
"# License: BSD 3 clause\n",
"\n",
"\n",
"def nls_projgrad(X, Y, W_init=None, l1_reg=0, l2_reg=0, tol=1e-3, max_iter=5000,\n",
" sigma=0.01, beta=0.1, callback=None):\n",
" \"\"\"Non-negative least square solver\n",
"\n",
" Solves a non-negative least squares subproblem using the\n",
" projected gradient descent algorithm.\n",
" min 0.5 * || XW - Y ||^2_F + l1_reg * sum(W) + 0.5 * l2_reg * * ||W||^2_F\n",
"\n",
" Parameters\n",
" ----------\n",
" Y, X : array-like\n",
" Constant matrices.\n",
"\n",
" W_init : array-like\n",
" Initial guess for the solution.\n",
"\n",
" l1_reg, l2_reg : float,\n",
" Regularization factors\n",
"\n",
" tol : float\n",
" Tolerance of the stopping condition.\n",
"\n",
" max_iter : int\n",
" Maximum number of iterations before timing out.\n",
"\n",
" sigma : float\n",
" Constant used in the sufficient decrease condition checked by the line\n",
" search. Smaller values lead to a looser sufficient decrease condition,\n",
" thus reducing the time taken by the line search, but potentially\n",
" increasing the number of iterations of the projected gradient\n",
" procedure. 0.01 is a commonly used value in the optimization\n",
" literature.\n",
"\n",
" beta : float\n",
" Factor by which the step size is decreased (resp. increased) until\n",
" (resp. as long as) the sufficient decrease condition is satisfied.\n",
" Larger values allow to find a better step size but lead to longer line\n",
" search. 0.1 is a commonly used value in the optimization literature.\n",
"\n",
" Returns\n",
" -------\n",
" W : array-like\n",
" Solution to the non-negative least squares problem.\n",
"\n",
" grad : array-like\n",
" The gradient.\n",
" \n",
" n_iter : int\n",
" The number of iterations done by the algorithm.\n",
"\n",
" Reference\n",
" ---------\n",
"\n",
" C.-J. Lin. Projected gradient methods\n",
" for non-negative matrix factorization. Neural\n",
" Computation, 19(2007), 2756-2779.\n",
" http://www.csie.ntu.edu.tw/~cjlin/nmf/\n",
"\n",
" \"\"\"\n",
" X, Y = check_arrays(X, Y, sparse_format='csr')\n",
" n_samples, n_features = X.shape\n",
" n_targets = Y.shape[1]\n",
" XY = safe_sparse_dot(X.T, Y)\n",
" G = np.dot(X.T, X)\n",
"\n",
" if W_init is None:\n",
" W = np.zeros((n_features, n_targets), dtype=np.float64)\n",
" else:\n",
" W = W_init.copy()\n",
" init_grad_norm = safe_fro(np.dot(G, W) - XY + l2_reg * W + l1_reg)\n",
" # values justified in the paper\n",
" alpha = 1\n",
" for n_iter in range(1, max_iter + 1):\n",
" grad = np.dot(G, W) - XY # X'(XW - Y) using precomputation\n",
" if l2_reg:\n",
" grad += l2_reg * W\n",
" if l1_reg:\n",
" grad += l1_reg\n",
"\n",
" # The following multiplication with a boolean array is more than twice\n",
" # as fast as indexing into grad.\n",
" proj_grad_norm = np.linalg.norm(grad * np.logical_or(grad < 0, W > 0))\n",
" if proj_grad_norm / init_grad_norm < tol:\n",
" break\n",
"\n",
" W_prev = W\n",
"\n",
" for inner_iter in range(20):\n",
" # Gradient step.\n",
" W_next = W - alpha * grad\n",
" # Projection step.\n",
" W_next *= W_next > 0\n",
" d = W_next - W\n",
" gradd = np.dot(grad.ravel(), d.ravel())\n",
" dGd = np.dot(np.dot((G + l2_reg), d).ravel(), d.ravel())\n",
" suff_decr = (1 - sigma) * gradd + 0.5 * dGd < 0\n",
" if inner_iter == 0:\n",
" decr_alpha = not suff_decr\n",
"\n",
" if decr_alpha:\n",
" if suff_decr:\n",
" W = W_next\n",
" break\n",
" else:\n",
" alpha *= beta\n",
" elif not suff_decr or (W_prev == W_next).all():\n",
" W = W_prev\n",
" break\n",
" else:\n",
" alpha /= beta\n",
" W_prev = W_next\n",
" if callback:\n",
" callback(W)\n",
"\n",
" if n_iter == max_iter:\n",
" print(\"PG failed to converge\")\n",
" residual = safe_fro(np.dot(X, W) - Y)\n",
" return W, residual"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"solvers=dict(activeset=nls_activeset, lbfgsb=nls_lbfgs_b, projgrad=nls_projgrad)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Test the solvers"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numpy.testing import assert_almost_equal\n",
"from sklearn.utils.testing import assert_true\n",
"\n",
"def test_residual():\n",
" for _, _, _, X, Y in all_configurations():\n",
" for name, nls in solvers.items():\n",
" W, resid = nls(X, Y)\n",
" true_resid = safe_fro(Y - np.dot(X, W))\n",
" assert_almost_equal(resid, true_resid, err_msg=name)\n",
"\n",
"test_residual()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def test_non_negative():\n",
" for _, _, _, X, Y in all_configurations():\n",
" for name, nls in solvers.items():\n",
" W, resid = nls(X, Y)\n",
" assert_true(np.all(W >= 0), name)\n",
"\n",
"test_non_negative()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Test actual correctness\n",
"# using the active set solver as reference\n",
"%pylab inline --no-import-all\n",
"\n",
"def cb_append_norm(W, W_ref, dest_norm, dest_time):\n",
" dest_norm.append(safe_fro(W - W_ref))\n",
" dest_time.append(time())\n",
"\n",
"plt.figure(figsize=(22, 10))\n",
"for k, (shape, sparsity, _, X, Y) in enumerate(all_configurations()):\n",
" mse_projgrad = []\n",
" time_projgrad = []\n",
" mse_lbfgs_b = []\n",
" time_lbfgs_b = []\n",
" \n",
" W_ref, _ = nls_activeset(X, Y)\n",
" \n",
" t0 = time()\n",
" nls_projgrad(X, Y,\n",
" callback=lambda W: cb_append_norm(W, W_ref, mse_projgrad, time_projgrad),\n",
" tol=1e-6, max_iter=30000)\n",
" time_projgrad = np.array(time_projgrad) - t0\n",
" t0 = time()\n",
" nls_lbfgs_b(X, Y,\n",
" callback=lambda W: cb_append_norm(W.reshape(W_ref.shape), W_ref, mse_lbfgs_b, time_lbfgs_b),\n",
" tol=1e-6, max_iter=30000)\n",
" time_lbfgs_b = np.array(time_lbfgs_b) - t0\n",
" plt.subplot(2, 6, k + 1)\n",
" plt.semilogy(mse_projgrad, label='projgrad', ls=':', c='k')\n",
" plt.semilogy(mse_lbfgs_b, label='lbfgsb', c='k')\n",
" plt.title(\"{} sp={}\".format(shape, sparsity))\n",
" plt.ylabel(\"MSE\")\n",
" plt.xlabel(\"n_iterations\")\n",
" plt.legend()\n",
" \n",
" plt.subplot(2, 6, k + 7)\n",
" plt.semilogy(time_projgrad, mse_projgrad, label='projgrad', ls=':', c='k')\n",
" plt.semilogy(time_lbfgs_b, mse_lbfgs_b, label='lbfgsb', c='k')\n",
" plt.title(\"{} sp={}\".format(shape, sparsity))\n",
" plt.ylabel(\"MSE\")\n",
" plt.xlabel(\"time\")\n",
" plt.legend()\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n",
"PG failed to converge"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
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"metadata": {},
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iRv/+/bFkyRK+yyBaRFnSjpCQEJw+fVrpsbq6Oty4cYOnigibKEeEsIOyxA03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\nEhERERERERERuaH/B8SP2kvqp78RAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10fb71410>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Benchmarks"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"results = DataFrame(columns='solver shape sparsity n_targets time residual'.split())\n",
"for shape, sparsity, n_targets, X, Y in all_configurations([1] + range(25, 201, 25)):\n",
" sys.stdout.write('.')\n",
" sys.stdout.flush()\n",
" X, Y = prepare_data(shape, sparsity, n_targets)\n",
" for solver_name, solver, args in (\n",
" ('activeset', nls_activeset, {}),\n",
" ('lbfgsb', nls_lbfgs_b, {}),\n",
" ('pg-l2', nls_projgrad, {'l2_reg': 2.0}),\n",
" ('pg-l1', nls_projgrad, {'l1_reg': 2.0}),\n",
" ('pg', nls_projgrad, {}),\n",
" ('lbfgsb-l2', nls_lbfgs_b, {'l2_reg': 2.0}),\n",
" ('lbfgsb-l1', nls_lbfgs_b, {'l1_reg': 2.0})\n",
" ):\n",
" timing, (W, residual) = time_it(solver, X, Y, **args)\n",
" results = results.append(\n",
" dict(solver=solver_name,\n",
" shape=shape,\n",
" sparsity=sparsity,\n",
" n_targets=n_targets,\n",
" time=timing,\n",
" residual=residual / safe_fro(Y)),\n",
" ignore_index=True)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
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"prompt_number": 14
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{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all\n",
"styles = {1: '-', 0.1: '--', 0.01: ':'}\n",
"markers = {'activeset': '.', 'lbfgsb': 'v', 'lbfgsb-l1': '^', 'lbfgsb-l2': 's', 'pg': 'x', 'pg-l2': 'o', 'pg-l1': '+'}\n",
"plt.figure(figsize=(22, 10))\n",
"\n",
"for i, sparsity in enumerate((1, 0.4, 0.1)):\n",
" for k, shape in enumerate(('tall', 'wide')):\n",
" plt.subplot(2, 6, (2 * i + k) + 1)\n",
" for solver in markers.keys():\n",
" filter_plot(results,\n",
" lambda x: x['n_targets'].tolist(),\n",
" lambda x: x['time'].tolist(),\n",
" label=\"{}\".format(solver),\n",
" ls='-', # styles[sparsity],\n",
" marker=markers[solver],\n",
" solver=solver, shape=shape, sparsity=sparsity)\n",
" plt.title(\"{} sp={}\".format(shape, sparsity))\n",
" plt.xlabel(\"n_targets\")\n",
" plt.ylabel(\"time\")\n",
" plt.legend(loc='upper left')\n",
" plt.subplot(2, 6, 7 + (2 * i + k))\n",
" for solver in markers.keys():\n",
" filter_plot(results,\n",
" lambda x: x['n_targets'].tolist(),\n",
" lambda x: x['residual'].tolist(),\n",
" label=\"{}\".format(solver),\n",
" ls='-', # styles[sparsity],\n",
" marker=markers[solver],\n",
" solver=solver, shape=shape, sparsity=sparsity)\n",
" plt.title(\"{} sp={}\".format(shape, sparsity))\n",
" plt.xlabel(\"n_targets\")\n",
" plt.ylabel(\"residual\")\n",
" plt.legend(loc='upper left')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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Ai76+Mg0cKgP9bJkQHjh69CjXJRCidaKiouDm5oaOHTti9erVdaanpKSgV69e\nMDAwwPr16+tMF4lE8PX1xeDBg1VRLiFKse6PdWBg+Kz3Z1yXQgghhEgpE4kwMy0NP3TqBENdXa7L\nIUSl9Mz10MK2BSozKuG2w63BgcObJSWYlJKCY126oH2rhq/ArGw0eEgIxxhj+Pzzz7kugxCtIhKJ\nMGvWLERFRSEpKQkHDhxAcnKy1DxWVlbYvHkzFixYUO86Nm7cCA8Pj2Y/vwghynI97zrWX1qPPcP2\nQFeHPpQRQgjhl/CsLLxhaooBlpZcl0KIytUU1SB3cy48Dnkge2221DkQX3hYVYWgO3fwQ6dO6Glq\nqtL6aPBQQ2RnZ8PExIR+/qqGjh49ivT0dK7LIKAcaZOrV6+iQ4cOcHZ2hr6+PkaPHo0TJ05IzWNt\nbQ0/Pz/o6+vXWf7hw4c4c+YMpkyZQq+XelCW+Kesugxjj45FxMAItDVry3U5RAaUI/UUGroIAQFL\nERAQxnUp5G+UJfXwZ2kpdj16hA0dOnBdCqkH5ah5CZ8JkTIpBS1sW8B6pDVcVrgg8/NMqQHEEqEQ\n79++jdkODhhhba3yGmnwUE05OzsjNjZWcr9t27YoKSnh7AiYsLAwhISEcLJtdcYYQ1hYGP0nzBHK\nkfbKzc2Fk5OT5L6joyNyc3NlXv7TTz/F2rVroaPTeDcaFhYmucXHxze1XN6jLPHf3LNz8YbTGxjl\nOare6fHx8VKvV6J6lCPNMHBgAK5dewPnz4dxXYrWoiypHxFjmJaaipUuLmjTogXX5RBQjlTt+cXn\ngABw+NgBAoFAcg7E5xefAwCEjGF0UhJeNzHBwpc+w6gSDR6qKXW+khD5x9GjR5GSksJ1GVqLcqS9\nFHnjc+rUKbRp0wa+vr6vfP28PBgTEBDQ5G3yHWWJ344lH0Ps/Vhsfm9zg/MEBATQ4CHHKEeaYfjw\nQHh5RQGQb1++6jy8J06cgLe3N3x9fdG9e3epD/WvWlbbUJbUz/e5uWilo4NQW9tm24YsOYmPj4ev\nry+6dOmi0e/bZEE5Ui0TPxM8j38OmxAbyWN65nqwGmQFxhjmpKdDyBgiOnbk7pRJTMM09JT4/FRX\nrlzJXF1dmYmJCfPw8GDHjx+XTNu2bRtzd3eXTLtx4wb78MMPmY6ODmvVqhUzNjZma9euZffv32cC\ngYCJRCJ28OBB5ufnJ7WNb775hgUFBTHGGKusrGTz589nbdu2ZTY2NmzGjBmsoqKCMcbYkydP2KBB\ng5i5uTn9YuGgAAAgAElEQVSztLRkffv2ZWKxmDHGWG5uLgsODmbW1tasffv2bNOmTYwxxn777TfW\nokULpq+vz4yNjZmPj0+9z5PP+4ArY8aMYbq6uqx37968ah/KEeVIXcnaPpcuXWKBgYGS+19//TVb\ntWpVvfOGhYWxdevWSe4vXryYOTo6MmdnZ2Zra8sMDQ1ZSEiIzLXwfR9SljTLw+cPWZu1bdilnEty\nLcen9lHHLFGOtNuRI7+xli2jZG4foVDIXF1d2f3791l1dTXz9vZmSUlJUvOUlpZK/k5MTGSurq4y\nL8uYeuaIMcqSNsiuqGBWv//OksvKGpxH0faRJSdFRUXMw8OD5eTkMMZq97c8tfB5H1KO+C9rRRZL\nmZxS77QNOTmsy9Wr7FlNjULbULR91Ld1G9CUME89OZX57/Rn7+19jxVVFDVpu4qs48iRIyw/P58x\nxtihQ4eYkZERy8/PZ4cPH2YODg7s+vXrjDHG7t27xx48eMAYY8zZ2ZnFxMRI1vFymMvKypiJiQlL\nT0+XTPfz82OHDh1ijDE2d+5cNmTIEFZUVMRKSkrY4MGD2eLFixljjC1atIjNmDGDCYVCJhQK2e+/\n/84YY0wkErFu3bqxr776itXU1LDMzEzm4uLCzp49yxir/XBd34fnl6lzmJvLunXrJO3Gp/ahHFGO\n1JWs7VNTU8NcXFzY/fv3WVVVVYMfthhjbOnSpVKDhy+Lj49n77//vly1vKpGyhJlSVlEYhF7++e3\n2bL4ZXIvy6f2oT6JcqRuxGIxa916rszt88cff0h9obVy5Uq2cuXKRud//fXX5VqW+iTKEl8NuX2b\nLb1/v9F5FG0fWXLy3XffsSVLlrxyXdQnUY6UTSwUs0vtLrHi68V1ph1/8oTZX7zIHvw9+KoIRdun\n/ms/a5m0wjScf3AeAGCx2kLh9U37dRoOjzws8/wjRoyQ/D1q1CisXLkSV69exfbt2/HZZ5+he/fu\nAABXV1eZ1mdoaIghQ4bgwIEDWLJkCdLT05GamoqgoCAwxvDjjz8iMTER5ubmAIDFixdj3Lhx+Prr\nr9GiRQvk5+cjKysLrq6u6N27NwDg2rVrKCgowBdffAEAaN++PaZMmYKDBw9iwIABYLUD0TI/ZwKI\nxWJs3boVP//8M9elKAXliHKkTvT09BAREYHAwECIRCJMnjwZ7u7u2Lp1KwBg+vTpePToEXr06IHi\n4mLo6Ohg48aNSEpKgrGxsdS6lP3TAcoSZUlZvrn0DSqFlVjcdzHXpagc5YhyxKWyMgHKywMBfCvT\n/PWdh/fKlSt15ouMjMTixYuRn5+P6OhouZZtKsoSZak5HX/yBCnl5Tjk4dGs25ElJ+np6aipqUG/\nfv1QUlKCOXPmKO0ce5QjylFjnkY9hb61Pky6m0g9fr2kBFNTU/GblxfaGhhwVN0/aPAQgKG+IQCg\nh30PRIdEw9zAXO51DNw3EL/d+w097Htg2+Btci27e/dubNiwAVlZWQCA0tJSFBQUICcnR+YA/9vY\nsWMxf/58LFmyBPv378ewYcNgYGCAx48fo7y8XPIfBFB70Q6xWAwAWLhwIcLCwjBgwAAAwLRp0/DZ\nZ5/hwYMHyMvLg4XFP//ZiUQivPnmm02qjwBxcXFo1aoVevbsyXUpSkE5ohypm/feew/vvfee1GPT\np0+X/G1ra4ucnJxG1+Hv7w9/f3+l1kVZoiwpw838m1hzcQ2uTr0KPR3te7tHOaIccen4ccDfPxC/\n/Sbb/LJ+CTV06FAMHToUCQkJCAkJkfu82S+fzzQgIECmc7pRlihLzaVYKMQn9+5hr7s7Wv7rAnTx\n8fFKvdCcLBmrqanBjRs3EBMTg/LycvTq1Qs9e/ZEx44d68wrb5YoR5SjxuRtyYP9THucjo3FpshI\nVOnogIlEuOPmhh0ffAA/E5NXr6Qeys6Reh7X2YiGnlJjT7WoooiNPDyyyYcQK7KOrKws1rJlS3bx\n4kXJb/19fHzYTz/9xAIDA9nGjRvrXa59+/YNHkbMGGPV1dWsdevW7M8//2Rubm4sKiqKMVZ7OLCh\noSHLy8t7ZW137txhbdq0YTExMezSpUusY8eODc4bHh7OPvzww0bXp4EvN4UMHz6cff/995L7fGof\nyhHlSF3xqX2akiPGKEsNoSzJrqy6jLlFuLF9ifuavA4+tQ/1SZQjddO/P2MHDjTPeXhfcHFxYQUF\nBTIvS30SZYlvZqWlsckp9Z/j7d8UbR9ZcrJq1Sq2dOlSyf3JkyezI0eOyFwL9UmUo6aoyKpgCZYJ\n7NSpGOY6ZQpDXJzkZjVxIjv10j5QlKLto/KrLb/qKkf79u2Dt7c3vLy80Lt3byQmJkqmOTs7w8vL\nC76+vnjttdeUVpO5gTkOjzzcpG8AFF1HWVkZBAIBWrduDbFYjJ07d+LOnTsQCASYMmUK1q1bhxs3\nboAxhnv37iE7OxsAYGNjg4yMjAbXq6+vj5EjR2LBggUoKipC//79AQA6OjqYOnUq5s6diydPngCo\nPYz7xU8fTp8+jXv37oExBlNTU+jq6kJXVxevvfYaTExMsGbNGlRUVEAkEuHOnTu4fv26pJ6srCyN\nPZRY2fLy8hATE4Nx48Ypdb2hoaGwsbFB165dG5znk08+QceOHeHt7Y2bN28qbduUI8oRV0JDFyEg\nYCkCAsK4LkUpKEuUJUXNj56P7nbdMbbrWJVsj97bSaMcabe8PODaNWDIENmX8fPzQ3p6OrKyslBd\nXY1Dhw4hKChIap6MjAzJvrhx4wYAwMrKSqZlFUFZoiw1hyvFxfjlyROscXFRyfZkycmQIUPw+++/\nQyQSoby8HFeuXIGHkn5OTTmiHDUk/8d82Hxog01nI5Hxr7GBwgkTsPnkSY4qq4dCQ49ykuUqR3/8\n8Qd79uwZY6z2qjovTgbMWO1JOwsLCxvdRkNPScVPVS6ff/45s7S0ZK1bt2bz5s1jAQEBbPv27Ywx\nxrZs2cI6d+7MjI2NWdeuXdmff/7JGGPsxIkTrG3btszc3JytX7+e3b9/n+no6Ei+CWCMsYSEBCYQ\nCNisWbOktldZWcn++9//MhcXF2Zqasrc3d3Z5s2bGWOMbdiwgTk7OzMjIyPm6OjIli9fLlkuLy+P\njRkzhtna2jILCwvWq1cvybcRhYWFrE+fPszCwoJ179693ufJ532gal999RWbPn261GPKaJ8LFy6w\nGzdusC5dutQ7/fTp0+y9995jjDF2+fJlqXzJUguf9yHlSHsdOfIbMzSMYgC/2kcdc8QYZUndRSZH\nMudvndmzimcKrUfW9qH3dvWjHGmvtWsZmzSp9m952ufMmTOsU6dOzNXVlX399deMsdrXypYtWxhj\njK1evZp5enoyHx8f1qdPH3b16tVGl/03dcwRY5QlTVQtEjGvq1fZvkePZF5GGe3zqowxxtjatWuZ\nh4cH69KlS4NH5KljlihH/CSqFrGLthdZ6d1S5j9njtRRhy9u/nPmKG17iraP4O+VqMSlS5cQHh6O\nqKgoAMCqVasAAIsWLap3/qKiInTt2hUPHz4EUHvSzOvXr8PKyqrBbQgEgnpHoxt6nKgO7YNaIpEI\n7du3x4kTJ+Dr6yt5XFntk5WVhcGDB+P27dt1ps2YMQP9+vXDBx98AABwc3PD+fPnYWNjIzUf5Yi/\naB/UxRjDG2/Mw+XL3wDQ4U37UI74TRP3Q35JPny3+uLoqKPo3ba3QuuStX3ovZ12o31Ql7c38O23\nQL9+/GofyhG/adN+WJOdjZiiIkR5ecl8vk8+tQ9lib/UbR88PvIYuRG58D3vC68ZM3B79Og68wRG\nRiLqW9kuvvUqiraPSn+2XN9VjnJzcxucf/v27Rg4cKDkvkAgwDvvvAM/Pz/8+OOPzVorIc3lzJkz\nsLe3lxo4VJX6MvjiAxwh6kogEGDu3EDo6kZzXQohnBEzMSaemIjpftMVHjiUB723I+QfiYlAURGg\n5OtoEaIx7ldUYE1ODn7o1EnmgUNCNFXeljxYTLPF+ORkPPXxgeOePVLTXffuxWwlnoZCUSq9/J48\n/0HExcVhx44duHjxouSxixcvws7ODk+ePEH//v3h5uaGvn371lm2KVcSI0RVtmzZgpkzZyr/6kcy\n+ve3DQ3lknJE1EF8fDzi4uJx7Bigp3cWIhHXFRHCjY2XN6K4qhhL3lyi0u3SeztC/vH11/Fo1y4e\ny5ZxXQkh/MMYw8z0dCx0coJLq1Zcl0MIp8pTy/HsdilGt63EmzoWSJ06FfGdOmFzZCQqARgAmD12\nLAa99RbXpUqodPDQwcEBOTk5kvs5OTlwdHSsM19iYiKmTp2KqKgoqUt129nZAQCsra0xbNgwXL16\n9ZVvMAnhk/v37+PKlSv45Zdf0KpVK6kPP+Hh4c2+/X9n8OHDh3BwcKh3XsoRUQd9+wZgx44A2NgA\nixf3xLhx73FdEiEqd+vRLXz9+9e4MuUK9HRU+taO3tsR8jeRCEhICMC5cwFwd699TBXv7QhRFwcf\nP0Z+VRXm1dNHEKJNRIwhcm0KrgSKsdzNFSOsrQEAg956i1eDhf+m0p8ty3KVo+zsbAQHB2Pv3r3o\n0KGD5PHy8nKUlJQAqL1iUHR0dKNXlCWEj3788UeEhISgFUfftgUFBWH37t0AgMuXL8Pc3LzO+Q4J\nURdiMTBlCvDwIXDyJDBmTCDXJRGichU1FRh7bCzWD1gPFwvVXLXyZfTejpBasbGAnR0kA4eEkH88\nranBvIwMbOvcGfo6Kh2CIIRXcquq8N6VP2F2tARz/uslGThUByr9elpPTw8REREIDAyESCTC5MmT\n4e7ujq1btwIApk+fjmXLlqGoqAgzZ84EUHsJ8KtXr+LRo0cIDg4GAAiFQowbNw4DBgxQZfmEKKS6\nuho7duxo1p8qjxkzBufPn0dBQQGcnJwQHh6OmpoaALX5GjhwIM6cOYMOHTrAyMgIO3fubLZaCGlO\nYjEwbRqQmQmcOQMYGgIAnTuHaJ+F/7cQXjZeCPEK4WT79N6OkFq7dwMh3MSQEN77T2Ymhltb43VT\nU65LIYQzJwoKMD0tDeGXTOHY0xwu7uZclyQXlV5tWRXo6kf8pe374PDhw9iyZQtiY2Prnc6n9qEc\n8Rftg9qBw5kzgbt3gagowNj4n2l8ah/KEb+pw34QMzHKqstQUl2CkqqSOv9uuLwBdx7fQd92fXFk\n5BGYGyjvTSif2oeyxF+0D2qVlgKOjkBaGtCmzT+P86l9KEf8psn74cKzZxibnIykHj1gqte0Y5f4\n1D6UJf7i6z6oEImwICMDZ54+xT53dxi8m4G2i9uidVBrldahaPuo9sQ4hGixH374QXLUBSGkaRgD\nZs0Cbt8Gzp6VHjgkhK9CjoXgf/n/g65AF6O7jIZQLKwdAKxnULC0ulTyd3lNOVrptYJJSxOYtDCR\n/GvcwhgmLU2QV5KHKlEVzmWew7Rfp+HwyMNcP1VCtNLx40Dv3tIDh4QQoEosxrS0NGzq0KHJA4eE\nqLPbpaUYk5yMrkZG+NPPD7p3KnH7YRWsBlpxXZrcKMGEqEBKSgqSk5MxdOhQrkshRG0xBsyZA9y4\nAURHAyYmXFdEyKsxxnAy7SSKq4oBAD/f+hmju4xGG6M2cLVwrTMw+PK/RvpG0NXRbXDdA/cNRP69\nfPSw74Ftg7ep6ikRQv5lzx4gNJTrKgjhn1XZ2XAzNMSw1qo9wooQrjHG8H1eHsKysrDO1RXjbWwg\nEAiQtiUPdtPsINBTv9Mt0eChhoiPj0dISIjUFQ8Jf2zduhWTJ09GixYtuC6FNIJyxF+MAfPmAZcu\nAf/3fwCdMoffKEv/+CXpF8lPRHrY90B0SLTSfl68f/h+TPt1GrYN3qbUnywTfqAcqYe8POD6deDE\nCa4rIQ2hLHEjpbwcm3NzcbN7dwgE6jdQQqRRjmRXUFOD0JQU5FVX4w9fX3SsPTk7hMVCPD70GD3u\n9uC4wqahSx1pqIiICPj5+cHAwACTJk3iuhytVl5ejj179mDq1Kl1poWGLkJAwFIEBISpvjDySpQj\nfmAMWLgQuHCh9ohDcxojUTvamqVKYSX+c+4/2Be8DyM9Rip14BAAzA3McXjkYRo41BLamiO+278f\nGDYMaNWK60qIrChLzY8xhhlpafiyXTs4GRhwXQ5pBpSj+sUUFcHn+nW4GRpKDRwCwF/7/oLF2xZo\nad+SwwqbjgYPX1DGFXCb8Sq68nJwcMCSJUsQSr+h4Nzhw4fx+uuvw9nZuc60gQMDcO3aGzh/Pkzl\ndTULyhFRMsaAxYuBmJjaIw4tLLiuSEUoSxph4+WN8LbxxuDOg2mQjwuUI6ICe/ZowVWWKUtETjsf\nPUK5SISPHRy4LoU/KEcarVosxqLMTIxPTsYuNzescXVFC51/htsYY8j7IQ/2M+w5rFIxNHj4Akdh\ndnZ2xqpVq+Dp6QlLS0uEhoaiqqoKALBmzRrY29vD0dERP/30E3R0dJCZmSnTeocNG4YhQ4bAykr9\nTsSpabZs2YIZM2bUO2348EB4eUUB4N9VoZqEckSUiDHgiy+AM2dqBw4tLbmuSIUoS2rvr9K/sPaP\ntVjbfy3XpWgvyhFpZomJwLNnwJtvcl1JM6MsETk8rq7G4sxMbOvcGbr0c+V/UI40xunYWAR+8gkC\n5s5F4Cef4MeoKPS+eRN3y8rwp58f3qnnaIfiS8UQV4hh/pb6fpFMg4c8sH//fkRHRyMjIwNpaWlY\nvnw5oqKisGHDBsTExCA9PR3x8fFNOlcEHy9Vrk1u3ryJvLw8DBw4sIE5BPDyCgQQrcqyNBLlSPOE\nhdWeQyomBqDzbKsOZUk5lsQtwQSfCeho1ZHrUggHKEfaYc8eYNw4QIc+UTUbypL6mZeRgfG2tvAx\nNua6FPI3ypHynI6NxZwDBxAdHIzzQ4ciOjgYM/btQ/fMTJzs0gXWDVzjIG9L7VGHAh31HVDX7gum\nxMf/M3ofHl57U5aAgNrbKwgEAsyaNQsOfx/S/fnnn2P27NnIy8tDaGgo3N3d/y4vHPv375e7DDo5\nLbe2bNmCadOmQVe37tUyy8uBmTOB69cD4e09D7ducVCgMlCOSDNYtgw4cgSIiwOsrbmuRkUoSxrj\n1qNbOJF6AqmzUrkuRftQjoiKiETAvn21X3BpJMoSkcPp2FhsiozEI7EYaSUl2BsSAri6cl0W9yhH\nGmdTZCQyxo2Tekw8eTKyIiMhGDmy3mVqCmtQeLIQHTZ0UEWJzUa7Bw//HbiwMMXWFxbWpHU4OTlJ\n/m7bti3y8vKQl5cHPz8/yeOOjo6Sv7Ozs+Hp6QmgNqzFxcUNrlvbvgngk+LiYhw+fBhJSUl1pqWl\nASNGAN7ewNWrAvz2WyBGjvyWgyqVgHJElOzrr2tPQB8fD9jYyL6c2u8nypJGYIxhXvQ8fPnml3SO\nQy5QjoiKxMQA9vbA35+7NQ9licjoxZFYLw+ofLZvHwx0dDDorbc4rIwHKEcap6qBQ80rG1nm0a5H\nsAqygr6VfvMUpSLaPXjIE9nZ2VJ/29vbw87ODg8fPpQ8/vIl0du2bYuSkhKZ1q1t3wTwyb59+/D2\n22/Dzs5O6vFjx4Dp04Gvvqr9VyCoPfchUQzlSDOsWQPs2lU7cGhrK9+yR48ebY6StA5lSTG/pv2K\n/JJ8TPebznUphEOUI82nFRdK4QHKEv/VdyRWxrhx2BwZSYOHPEE5Up6WYnG9jzd0TXEmZsjbkge3\nn92arygVoTN0vCDDIb/NsQ7GGL7//nvk5ubi6dOnWLFiBUaPHo1Ro0Zh586dSElJQXl5Ob766iu5\n1isSiVBZWQmhUAiRSISqqiqIRCK56yNNwxjDDz/8gJkzZ0oeq6kB5s8H5s2rvQDEjBm1A4eABv2n\nSzkiCli/Hti2rfanyvZyXoiMMYZly5Y1T2FcoCyppWpRNRZEL8A3gd9AT4e+n+Uc5Yg0k9JS4Ndf\ngTFjuK5ERShLpAGMMTxsoO0aOxJLK1GONIK7vz/0tm+Xesx1717MDgqqd/5nsc+gY6gD016mqiiv\neTEN09BT4utTdXZ2ZqtWrWIeHh7M3NycTZw4kVVUVDDGGFu5ciWztbVlDg4O7IcffmACgYA9fPiw\n3vXExcUxJycnyf2lS5cygUAgdQsPD1fJc2oIX/dBc7h48SLr2LEjE4lEjDHGcnMZ69OHsffeY6yg\noP5l+NQ+lKNalCPV2bCBMRcXxrKzm7b8kSNHmI6ODq/aR91yxBhlSVEbLm1g7+59V+nr5QKfXqfq\nliXKkebbvZuxQYNePR+f2kfdcsQYZYnvrhcXsz43bjCTCRMY4uLq3ALnzFHatvjUPuqWJcqR8sQ+\nfcra/P4723LmDAucM4f5z5nDAufMYadiYhpc5s7wO+zh9/W3qaop2j6Cv1eiMQQCQb2/u2/oca61\nb98e27dvx1uvOKQ7OTkZXbt2RXV1NXTU9JJufN0HzWH8+PHw9vbG/PnzERdXeyW+jz4C/vvfhq/I\nx6f2oRzxF1/3gSIiImqPOoyPB9q1k395xhg8PT2RnJwsuc8H6pYjgLKkiMLyQrh954bzE8/Dw9pD\naevlCp9ep+qWJcqR5hswAJg8Gfjgg8bn41P7qFuOAMoSX/1VXY3P79/HqcJCfOXsDNvkZHx68KDU\nT5dd9+7FxrFjlfazZT61j7pliXKkHCnl5fC/eRMHPTzQz8JCpmWq8qpwzfMaej7oCT1T7n+Romj7\nqOerQkscP34cVVVVKCoqwmeffYagoCC1DbI2KSwsxMmTJzF+/ESsXAmMHQvs3g188UXDA4ek+VCO\n+CM0dBECApYiICBMcuvUaSkWLVqEuLimDRwCwC+//ILU1KZd1TYqKgpubm7o2LEjVq9eXWd6SkoK\nevXqBQMDA6xfv17yeE5ODvr16wdPT0906dIFmzZtalrxaoSy1Liw82H4wPMDjRg4JM2HcqT+8vKA\n69eBBn6hRlSEsqR6VWIx1mZnw/PaNZjr6SH1tdcw1d4eg99+GxvHjEFgZCT8IyMRGBmp1IFD0nwo\nR7IpqKnB+7dvY5WLi8wDhwCQvz0fbT5ow4uBQ2XQjGehobZt24ZJkyZBV1cXAQEB+P7777kuichg\n165dePfdIISGWqGwELh2DXjp4lVExShH/DFwYAAmTBCgvPzlCwRFISJCAGfnpq83IiICRkZG6Nat\nG86fPy/zciKRCLNmzcK5c+fg4OCAHj16ICgoCO4vXTrTysoKmzdvRmRkpNSy+vr62LBhA3x8fFBa\nWoru3bujf//+UstqGspSw5KfJOPgnYNI/jiZ61IIz1GO1N/+/cCwYUCrVlxXot0oS6rDGMOpwkLM\ny8hAZ0NDXPT1RWdDQ6l5Br31Fg0WqiHK0atVicUYeucORllbY9K/LoTaGCZkyN+Wj66/dm3G6lSL\nfrZMVEYb9oFYLEb79m6oqdmFUaPewJo1QIsWsi3Lp/ahHPGXOu8DxhjeeGMeLl/+BoAAAIOPzzzc\nuPFNky8aVFlZCTc3N+zevRtvvvmmXO1z6dIlhIeHIyoqCgCwatUqAMCiRYvqzBseHg5jY2PMnz+/\n3nUNHToUs2fPxttvvy15jHLEb8rcDwP3DcQ7Lu9gXq95SlkfH/DpdUpZ4i9t3Afe3sDGjbJdt4BP\n7UM54je+7oe7ZWX49N495FRVYUOHDnjX0pKTOvjUPpQl/lL2PmCM4cPkZFQzhkMeHtCR4/NKwckC\nZK/MRrdL3ZRWj6IUbR868pAQJWEMWLAgDrm5Bti3r9crz4NDiLYRCASYPz8Q48dHo6IiEK1ancUX\nX7yr0NXGIyIi4O3tjTfffFPuZXNzc+Hk5CS57+joiCtXrsi9nqysLNy8eROvv/56nWlhYWGSvwMC\nAhCgjCvtEV45e+8s0p+mI3J05Ktn5rH4+HjEx8dzXQYhvHbrFvDsGdCELocQtfK0pgZLs7Jw8PFj\nLGnXDjPt7aFPP2clWmbZgwe4V1GBeB8fuQYOASBvSx7sZ9g3U2XcoMFDQpSgvLz2gijHj/+Azz+f\niQ8+aPpgCCGabPjwQHz66Tw8fDgA3t5nERz8TZPX9fTpU6xevRoXLlxo0vKKDFq+UFpaihEjRmDj\nxo0wNjauM/3lwUOieYRiIeZFz8O6/uvQQlfGw8x56t+D2+Hh4dwVQwhP7dlTexE8GkMhmkrIGLbm\n5SE8KwsjrK2R/NpraK2vz3VZhKjcvr/+ws5Hj3ClWze00tWVa9mK+xUouVoCz6OezVQdN2jwkBAF\npacDI0YArq550NGJwfz5O7guiRDeYkyAqqpAGBnNw4IFih11+PXXXyM4OLjJ5xl0cHBATk6O5H5O\nTg4c5ThBaU1NDYYPH44PP/wQQ4cObVINRL39+L8fYWNkg6DOdOUEQjSdSFR7vsOYGK4rIaR5nCsq\nwtx799BGXx/nvL3hVc+XooRog9+fP8en9+4h1scHNrKeg+wl+dvyYTPeBrqt5Bt05DsaPCREAceO\nATNmAOHhQEHBDlhbj4KpqSnXZRHCWxcuADY2gejR4yyCgwc0eT1ZWVnYuXMn7t692+R1+Pn5IT09\nHVlZWbC3t8ehQ4dw4MCBeuf99/lBGGOYPHkyPDw8MHfu3CbXQNTXs8pnCDsfhrMfnlXKUayEEH6L\niQEcHAANvi4W0VL3KiqwICMDiaWlWO/qiqGtW1O/RrRWRkUFRty9iz3u7uhiZCT38uIqMfJ35MP3\ngm8zVMctGjwkRAahoYuQmdkStRd5qD2/YWYmQ1FRFeLiVqFbNxHat9+GEydOcFsoITy3cycQGirA\n3LlNv0gKAHzxxReYPXs2bG1tm7wOPT09REREIDAwECKRCJMnT4a7uzu2bt0KAJg+fToePXqEHj16\noLi4GDo6Oti4cSOSkpLw559/Yu/evfDy8oKvb+2bg5UrV+Ldd99tcj1EvSy/sBxBnYPgY+vDdSmE\nEBXYswcICeG6CkIUczo2FpsiI1GlowNdkQgWvXohvl07LHBywkEPDxjQb/KJFiuqqcGg27extF07\nBLdnHJ8AACAASURBVDbx4kAFxwtg1MUIhp0NXz2zmqGrLWuI+Ph4hISESP0Ej2/UeR/88ksUJkwQ\noLw8UPKYjk4Utm8XYOLEQPz6669YsWIFLl++3ORt8Kl9KEeUo+ZQUgK0bQukpQHW1k1fz40bNzBo\n0CCkpaXBxMREahqf2kdbcwRofpbuPb2Hnj/1xJ2P7sDWuOkD2HzGp9eptmZJ03OkTkpLAUfH2v6r\nTRvZl+NT+2hrjgDK0gunY2Mx58ABZIwbJ3nMZNcufDdmDEICAxtZknt8ep1qa5Y0PUfVYjHeTUyE\nj7ExvunQock13PS/CYdZDmgzUo7OQkUUfY3SVwsaqLq6GpMnT4azszNMTU3h6+uLqKgorstSWyIR\n0K1bINq2jQLwImwMPXqcxYQJtT+73LJlC2bMmMFZjUT5KEfKd/gwEBCg2MAhYwwLFy7E0qVL6wwc\nEn7SxCwt/L+FmN9rvsYOHBL+0cQcqZPjx4E+feQbOJRXVFQU3Nzc0LFjR6xevbrO9H379sHb2xte\nXl7o3bs3EhMTJdOcnZ0lR8K/9tprzVekBtDmLG2KjJQaOASAkokTse+33ziqSLVelbH4+HiYmZnB\n19cXvr6+WL58OQdVqgdNyxFjDDPT0mCiq4u1rq5NXk9ZUhkq0irQemhrJVbHH1r/s+WXD91uKRbj\nk6FDMeitt1S+DmUSCoVo27YtLly4gLZt2+L06dMYNWoUbt++jXbt2nFWlyr07dsVuroldR4XiUyQ\nkHC70WWfPwdSU6VvKSlARgZgZSWAuXkg9PSiIRQGwtDwLBYurL3YQ1ZWFq5cuYIjR44019PiPcoR\nkcXOncB//qPYOs6ePYvc3FxMnjxZOUXxDGWJ/+Lux+Fm/k0cGF7/+TEJ9yhHRNn27AGas9sRiUSY\nNWsWzp07BwcHB/To0QNBQUFSFwRzcXHBhQsXYGZmhqioKEybNk3yixeBQID4+HhYNvFndg2hLGmW\nwgaOOKpUcR1ckCVjAODv74+TJ08qdduUI24Uni6EWW8z6Jn/M+QlfCbE84vPYTXISmreNTk5uFla\nigu+vtBV4LRKeVvzYDfZDjr6GnqMHtMwDT2l+h4/FRPDXKdMYYiLk9xcp0xhp2JiZN6eouto164d\nW7lyJfPw8GAWFhZs0qRJrLKykjHG2OrVq5mdnR1zcHBgP/74IxMIBCwjI6Pe9cTFxTFHR8cGt+Pl\n5cWOHTsm8/NqDqp4uY0d25XFxaHObexYL8YYYzU1jKWnM3bqFGPr1zM2bRpj/v6M2dgwZmTEmK8v\nY6NHM7Z0KWMHDjB24wZjpaW16xaLxaxnz7kMqP1XLBYzxhhbvHgxmzt3rsK18ymOlKP6aUuOmkNq\nam3Oqqubvg6hUMi6du3Kjh8/3uA8fGofeXLEGGVJ1ZryWhGKhMxniw87dOdQM1TEL+qaJcqRavHp\nddJccnMZs7BgrLxc/mVlbZ8//viDBQYGSu6vXLmSrVy5ssH5nz59yhwcHCT3nZ2dWUFBQZNqoT5J\nO7J0+K+/mH5IiNS+eHELnDOnWbetDIq2jywZi4uLY++//36Ta6E+iV85qimqYakfpbKaopp6779w\n5PFj5vjHH+zh323SVMJSIUuwTGAVDyoUWk9zUjRHWn3kYX2HbmeMG4fNkZEyj+QrYx379+9HdHQ0\nDA0NMXjwYCxfvhy9e/fGhg0bEBsbC2dnZ0ydOrXJFxf466+/kJaWBk9PzyYtr06srev/xvWvvyzg\n6QlkZgI2NkDnzrU3Ly9g1Kjavx0cgMaaWCAQYP78QISGzsOCBbVHHVZXV2PHjh2Ij49vUr2LFk1E\nZWVWk5blC8oRkcWuXcCHHwL6+k1fx549e2BqaoohQ4YorS4+oSzx38+3foaRvhFGeozkuhTSAMoR\nUbb9+4Fhw4BWrZpvG7m5uXBycpLcd3R0xJUrVxqcf/v27Rg4cKDkvkAgwDvvvANdXV1Mnz4dU6dO\nrXe5sLAwyd8BAQEICAhocBuUJc0gZgxhWVn4+dEjrPvgA2zat09qn7ju3YvZY8dyWGH94uPjm/z5\nqj6yZEwgEOCPP/6At7c3HBwcsG7dOnh4eNS7PlmzRDnijp65HlxWuCDz80w4feqEnA05cFnhInUk\n4tXiYsxMS0O0lxccWrZUaHuPDz2G2RtmMGhroGjpSqPsHGn14GFVA1eTOvvsGQSyNnJxcb0Py3r4\nt0AgwKxZs+Dg4AAA+PzzzzF79mzk5eUhNDRUcih1eHg49u/fL+Na/1FTU4Nx48Zh4sSJ6NSpk9zL\nawo7u2ysXfsEnTtbw1CBCx8NHx6I3347i+Dg2nMdRkZGwt3dHW5ubk1aX2VlFoYOPQ8A2Lix6XVx\niXJEXkUkAnbvBhQ5FUpFRQWWLFmCw4cPK3SVZj6jLPFbSVUJvoj9AidGn9DY16AmoBwRZdu9G9i0\nqXm3Ic//KXFxcdixYwcuXrwoeezixYuws7PDkydP0L9/f7i5uaFv3751ln15wONVKEvqr0QoxPiU\nFDypqcHV7t1h06IFXFu1wubISFQCMAAwe+xYTn/++v/snXlcVFX/gJ9BUEQFlVAQFyRMNCVTcS1x\nS8zUDLO0UnFJf6bmkqW5hZW5ZL1lvpnlUi4VuVsq9rqg5oZbkoKkInsu4AYiCDPn98cEimwzzHZn\nOM/nMx+ZO+ee873L47333LMUx6MVcnPmzDEoP10ca9myJYmJiTg5ObFz50769evH33//XWRaXV2S\nHlkW++r2VO9UnWONjlGjRw1u/3Gbmj1rorJXEZ+VRb+zZ1nRuDFPG2Ec9ZSlKXiFeBketBExtkfl\nuvKwkkZT5PLA6tUJK+FNXIG0mzbxexHL9alvfvgtSP369UlJSSElJYXWrVvnL69bt27+3wkJCfm1\n+iqVijvF/Iei0WgYPHgwjo6OLFmyRI+IrJecnKKXV658j7t3nyA+vg+enuNwdi7bYNIqlYrlyz/P\nvwAtXbqUMWPGlDVcm0B6JCmN//0PPDygWbOy5/Hll1/Stm1b2rdvb7zAFIZ0SdnMPzSf7t7d8ff0\nt3QokhKQHkmMyZkz2jGxO3UybTmenp4FZjBNTEwscH7kERkZyZtvvklYWBg1atTIX+7h4QGAm5sb\nL730EhEREUVWHuqDdMm6ib13j75nz9Le2ZnQpk2p+G8l1gtduyqystDU6OLYwxPxPf/887z11lvc\nuHHDoLFEpUeWJTspm5g3Y/BZ7EPqplTiPowjZlQMNQbXYmybNN5rW5++jxk+uUn6iXRyrudQs6dx\nx51VGjY6kqNuvN2vH4+vW1dg2eNr1zK+b1+z5pGQkFDg7zp16uDh4UFSUlL+8of/s6tfvz7p6emk\np6cXK7IQghEjRnD9+nU2btxIhQoVdI7HWklMhD//LPo3J6fGtG17kSpVmhMVNZCTJ/25cuUHNBr9\nhwjOqzg8f/480dHR9OvXT+88hBDcvRtFdrZyp7rXFemRpDRWrYJhw8q+fmpqKosWLeKTTz4xXlAK\nRLqkXOJvxfPNiW/4pJttn4O2gPRIYkzWrNEOuVFM4yGj0bp1ay5cuEBcXBz3798nNDSUvo+cbwkJ\nCQQFBbF27Vp8fHzyl2dmZpKerp0s8O7du/z+++80b97c4JikS9bL3ps36XD6NP9Xpw7fPvFEfsVh\neUYXx65evYr4d1KZiIgIhBAGT0IkPbIcubdyOfP8GVz7uFJ3fF2abW5GNf9q+G5syrYrqbw3OpuA\n165z5YcrqO+qDSor5ZsUPEZ5oKpg2z1TynXLw7y3LoY03TY0DyEEX3/9Nb1796Zy5crMnTuXgQMH\n8swzzzB8+HAGDx5M/fr1+eijj/TatjFjxnD+/Hl2795NJQP771sDMTHQowe0bq1izZpqVKvWkpiY\nSzRurJ1q3dHRCwcHV+rXf5d69SZz48ZOkpP/y6VL7+LhMZw6df4PR0cvvcpctmwZw4cPp2LFijql\n12iyuXVrP2lpv5GW9htCqNFocvXdVMUhPZKUxI0bsGsXfPNN2fP4+OOPGThwoOK6Qhgb6ZJymbZn\nGuPbjKeuc+GWQBJlIT2SGAu1Wjve4d69pi/L3t6eJUuWEBgYiFqtZsSIETRp0oRly5YBMHr0aD78\n8ENu3ryZ3+PFwcGBiIgIrly5QlBQEKCdAfX111+nR48eBsckXbI+hBD8NyWFj+Li+KlpU7o+1Dq1\nvKOLYxs2bGDp0qXY29vj5OTEzz//bHC50iPLkfzfZHJv5vLEf7XPD/bV7Wn4cUPmr4/m0DtOTPrO\nn9vbb3BlxRUuTrqI28tueIzwoFqbanoNJZF7K5frG6/T5nzZejZaFQZNt6JAitskpW6ql5eXmD9/\nvmjatKmoXr26CA4OFvfuaWfomTdvnnB3dxeenp5i6dKlQqVSiaSkpCLz2bdvn6hXr54QQoi4uDih\nUqlE5cqVRdWqVfM/P/74o9m2qyhMdQxOnhTC3V2IVas04vjxFuL69a1CCJE/G3JJ3L37t7hwYZL4\n4w9XERnZV6Sl7RIajVqH9e4KV1dXcfny5RLTZWf/I1JSVoi//npJHDjgLE6e7CDi4j4R6emRQqPR\niAkTAvJnhFbSOSo9Kn8emYolS4R49dWyr3/x4kXh6uoqrl69qlN6Je0fa/NICOlSURxKOCQ8P/MU\nGdkZJo5IWSjpPLU2l6RHtsGuXUK0bm1YHkraP9bmkRDSJX3IVqvFyPPnxZMREeJSWaYGVzhKOk+t\nzaXy6FHO7RxxpMERkRaWVuD3/yQmimYREeJ2TsEZl7OSs0TcJ3HiqM9REfFkhEj4LEFkX8vWqcyk\nr5LE2VfOGmcDTIyh56jq30xsBpVKRVGbVNxyS9OwYUNWrFhB11LeHERHR9O8eXPu37+PnZU2PTfF\nMQgP186W/N138Mwzv3H58kxatTqt92D2avVdrl79kZSU/6JW38PT8y3c3YOxt3cpMv3333/P+vXr\n2b59e4HlQggyMv78t3Xhr9y7d4EaNXrg6tqbmjV7UrGiW4H0D8+2/OWX+xVzjkqPlItSj0FxtG4N\nc+dCYGDZ1n/11Vdp3rw5M2fO1Cm9kvaPtXkE0qVH0QgN7Ve0Z5z/OAY/NdhMkSkDJZ2n1uaS9Mg2\nGDwY/P3h7bfLnoeS9o+1eQTSJV25dv8+/c+dw9XBgTW+vlSzt73OhUo6T63NpfLoUcyoGAAuDkxm\n8ZYtZNvZcSc7m7hmzTg9YgQNHIseMVIIwe2Dt/lnxT+kbU2jerfqeIzwoGZgzSK7JAshON7sOI2W\nNKJGF+W39DX0HLW9/1lsiM2bN9OrVy8yMzOZOnUqffv2tVqRTcG2bTByJISGQufOgtOnP6Z+/Rll\nmgWzQoUq1KnzJh4eI7lz5xDJyf8lLi6EWrVepU6dsXz88Wf5lXwAoaGn8PdvwLRpwcyd+zU3b+7J\n745coUIVXF374O29ABeXZ7Czcyi23Pnzv8//+8svbXuMBEshPbIcf/0FV69C9+5lW//YsWP88ccf\nrFy50riBScpEeXTpp79+QiM0vO73uqVDkdgI5dEjayQjA379FT77zNKRSIpDuqTldHo6/c6eZai7\nOyFeXtiV4TlIUn6xRY9uhN3g5u83Sfsqkwk//cSl1x/cw3muWcPZJk1oUExFqkqlonqn6lTvVJ3c\nO7lc+/kacXPi+HvU39QeWhuP4R5kns/EpaML9tXtuf3HbVBD1RZVSduehusLrubaTItg3WeGjfPt\nt99Su3ZtfHx8cHBwYOnSpZYOSTGsXg2jR8OOHdClC9y8uZvc3Nu4uQUZlK9KpcLF5RmaNv0Jf/8o\nKlb0IDKyJ6mpW+jXbz/9+u2nadP9aDTpTJhwlrS0Xzl82J2kpP/g5NSYFi320bbt3/j4fEaNGl1K\nrDiUmAfpkeVYtQqGDIGyjJ8shOC9995jzpw5VKlSxfjBSfSmvLmUmZPJtD3T+E/gf7BTydsliXEo\nbx5ZK5s3wzPPQK1alo5EUhzSJQi9do0ekZEsevxxPmzYUFYcSvTGFj2KeTOGxisas/h/WwpUHAIk\nDx7MV9u26ZSPvbM9dUbVodWxVviF+aG5p+FU+1MkzEvg7MtnyU7JJmVpCrWH1ubyzMu4dCy6x6It\nYfZuy2FhYUycOBG1Ws3IkSOZOnVqgd/XrVvHwoULEUJQrVo1li5dip+fn07rgvU1Iy5PGOsYfPEF\n/Oc/2kkYfH21y06fDsDDYyTu7sbvVqbR5DB+fAsGDIhCCBg6VNuSasgQWL++KV9+eQh7++oGl2OM\n/VOaI6mpqbzxxhtcuXKF3NxcpkyZQnBwsM6xSI8sj7Ucg5wcqFsX/vgDGjXSf/1ff/2VadOmcebM\nGez16H6jpP0jPVI2pR2HD/d/yLnr5wh9OdSMUSkHfc5TeW9XfrHVY9CjB4wYAa++alg+Sto/0iNl\no89x0AjB7Lg41l69ypZmzWhRtaqJo7M8SjpPpUvKRaVSEfNWDE/89wk6T5zI/n79CqUJ2LKF8C++\nKFP+mvsa0n5NI/mbZG4fvI3KQUWtV2vhs8gH++rK79Rr6Dlq1lfparWacePGERYWRlRUFD/99BPR\n0dEF0nh7e3PgwAEiIyOZNWsWo0aN0nldiW0jBMyapZ219eDBBxWHt24dIDs7idq1B5mkXDs7Bxwc\ntGMV/v47JCaC678tkh0c3IxScWgMdHFkyZIlPP300/z555+Eh4fzzjvvkJtr/TM+S5TH9u3wxBNl\nqzjMzc1l6tSpLFy4UK+KQ4nEWCTfSebLY1+yoPsCS4eieOS9ncTWSE6G48ehb19LRyKRFOZObi4v\nnT3LgVu3iGjZslxUHEok+vD4gscBqKTRFPl70aMd6oZdRTvc+rvR4n8taLGvBZoMDV4zvayi4tAY\nmLXyMCIiAh8fH7y8vHBwcGDgwIFs3bq1QJr27dvj4qJt8tm2bVuSkpJ0Xldiu2g0MG6ctpvywYNQ\nv/6D3+Lj59KgwfuoVKaVVqOB5cu1f2/frq3MVBK6OOLh4cGdO3cAuHPnDq6urrJyRmISVq2CYcPK\nuu4qateuTa9evYwblESiIzP2zmBUq1F4VfeydCiKR97bSWyNH3+E/v2hcmVLRyKRFOTSvXu0P3UK\n94oV2f3UU9SqWNHSIUkkiqNCVe14SeNffJHKj4yb/vjatYw3wpuh3Fu5XF17lXaX25HwaQK5t8pH\nYxyz1hokJydTr169/O9169bl2LFjxaZfsWJF/sOjPuuGhITk/925c2c6d+5sWOASi3L/vrar8D//\nwL594Oz84Lc7dyLIzIymdu0hJo1BoxFMmwZpadrvsbHaSkxDCA8PJzw83ODY8tDFkTfffJOuXbtS\np04d0tPT+eWXX4rNT3okKStXr8L+/bB2rf7r3r17l5CQELZs2aLT5EfG9kgiOZFygl2XdhEzLsbS\noZid4cOnERtbCdB93Cx5byexNdasga++Ktu68pokMRbb9+7NnyW2kkZDp+7dWezqygdeXoypU6dM\nE0RKJOWJ3Keewq1jR3w3byZbpcIRGP/aa7xQyqzTpeZ7K5fYGbF4z/XGvro93nO9C3y3Zcy6dfr8\nJ7dv3z5WrlzJoUOH9F734RtMiXWTmQkvvwwODrBzZ+G3wPHxH1O//lTs7Ez35i0zM5OdO2NJSKiA\nEGoAsrNh6dJqDBnSoMz5PvrwM2fOHIPi1MWRTz75hBYtWhAeHs6lS5d47rnnOHPmDNWqVSuUVnok\nKStr10K/flDEaVUqn3/+OZ06dcLf31+n9Mb2SFK+EUIwadckPuryEc6VnEtfwcbo1aszQ4eqyMwM\nBHRzSd7bSWyJM2fg9m149tmyrS+vSRJjsH3v3kKzxO5esYKPBwzgrY4dLRiZRGIdZGk0vHPxIite\neYXuNWoYNe/bh24XqCjMq0C8fei2nG3ZmHh6epKYmJj/PTExkbp16xZKFxkZyZtvvsm2bduo8e/B\n1nVdie1w65Z2wGo3N9i4sXDFYUbGn6Snn8DdfbjJYrh27RpdunTB0/Nx7O0rFfjtzh01bdooZ0Ac\nXRw5fPgwAwYMAODxxx+nYcOGxMSUv9Y1EtMhRNm7LF+9epUvvviCuXPnGj8wiUQHuq3uxul/TrMx\naiO3sm5ZOhyz079/IH5+YYDu43LIezuJLbFmDbzxBtjJCdYlFmTxlsKzxGpGjGD/3r0WikgisS6+\nSEqiedWqRq84BHB9wbVQC0P76vY2X3EIZq48bN26NRcuXCAuLo779+8TGhpK30f6nCckJBAUFMTa\ntWvx8fHRa12J7XDlCgQEgL+/tiKiqGH54uPnUq/eO1SoYJpBaWJiYmjfvj09e/akYcOG+Pv7ExAQ\nkP/x9/dn+/btJim7LOjiiK+vL7t37wa0FTUxMTF4e3tbIlyJjXLiBNy7B5066b/uhx9+yJAhQ+Q5\nKbEIUdej+CPhD+7m3CXsUhijfh1l6ZDMzsGDKtLTA1Gpftd5HXlvJ7EV1GrteIeDB1s6Ekl5J7uY\n2ussM8chkVgjKdnZLEpMZNHjj1s6FJvDrN2W7e3tWbJkCYGBgajVakaMGEGTJk1YtmwZAKNHj+bD\nDz/k5s2bjBkzBgAHBwciIiKKXVdie1y+DM89B8HBMGMGFNWr6e7dKG7d2o+v7yqTxHDw4EFefvll\n5s2bx/DhpmvZaEx08Wv69OkMGzaMp556Co1Gw8KFC6lZs6aFI5fYEqtWad3VdyiemJgYQkNDZUtY\niUW4nXWbl0JfwvcxX/669hf+dfz5ts+3lg7LbBw4ACEhEB8PM2YE8u23kylh2MICyHs7ia2wZw94\neoKvr6UjkZR3TDFLrERSXng/NpaRHh74yFmvjI5KCKXNGWsYKpWKojapqOVp29Nw6ehSoNlp7q1c\nvfqrGyOP8kJxx+Zhzp6Fnj21lYb/PmMUSXT0YJycmtCgwXQjRwmhoaGMHz+etWvX0qNHD6PnXxy6\n7B9zIT1SLko6Tx4lK0v74HX6dMEZ0XWhf//+tGnThqlTpxoUg5L2jz4egXTJ3OQdB43QEBQaRJ1q\ndfik2yeM+nUU3/b5luqO1S0dosnZv19baZiQALNmweuva8cY3rAhjAEDnrdKl6RH5kVJ/+cayuDB\n2h4vb79tvDyVtH/kNUnZPHwctu/dy5A1a7gxdGj+74+vXcuXRpjswVqxVpekR+ZFpVLhcegQMW3a\nUK2orovlHEM9Ktcjerh0dCF2Rmz+1Np5M+e4dHQxWx5eXl7Mnz+fJ598kpo1azJ8+HCys7MBWLhw\nIXXq1KFu3bosX74cOzs7YmNj9dxK6+HoUejWDT79tOSKw3v3LnHjxk48PccatXwhBAsXLmTKlCn8\n73//M2vFoTUjPZLksWULtGypf8Xh4cOHOX78OG8b84nNCpEuWYb5f8zn6t2rfNHzC6o7VueXAb/Y\nfMVheDh06QIjRsDQoXD+vLbFsIOD9vf+/QMtGZ5BSI8kZSEjA379FQYOtHQkykG6ZDkCu3TBzt+f\n9hs2ELBlC4FbtpTrikNrRnpkfuZ5e8uKQ1MhbIziNqm45Tk3c0TMWzHi3uV7IuatGJFzM0fvMg3J\no0GDBqJ58+YiKSlJ3LhxQ3Ts2FHMnDlT7Ny5U7i7u4uoqCiRmZkpXn/9dWFnZycuXbqkd3xK4eFj\nMGzYVBEQMFsEBHwgAgI+EH5+Hwh7+9mie/eppeZz/vwIERs7y6ix5eTkiDFjxojmzZuLxMREo+at\nK0rSUXqkXJR0njxKjx5CrFun3zoajUZ06NBBfP/990aJQZ/9s3PnTtG4cWPh4+Mj5s+fX+j36Oho\n0a5dO1GpUiWxaNEivdYtKZaSYpQumQ9AhF0IEx6LPETS7SRLh2MW9u0TIiBAiMcfF+L774XIKeHU\nUNL/NfKapFyUdJ7oy8P3or6+H4iaNT8QAQGzxbBhpd+LlkTqb6n554uS9o+8Jimbh4/DL1evimdP\nnbJgNMrDml2SHpkPQKg1GkuHoVgM9ahcd1vOIysui6MNjxql/HaX2+HopfuIFA0bNuT9999n1Cjt\nwOw7d+5k/PjxBAQE4O7unj/r6KVLl2jUqBEXL1602skEHj4GGzaEMXSoiszMB60bHB3DWLtWVWKL\nh6ysBE6caEHbthdwcDBOM+27d+8ycOBAsrOzWb9+PS4uur8JMibW2hw/D+mRebDEeSKEQFXKIIaJ\nifDUU5CcXHhm9JLYvHkzISEhnDp1igoVKhgYqe77R61W07hxY3bv3o2npyf+/v789NNPBcZbu379\nOvHx8WzZsoUaNWrwzjvv6LxuSbGUFqN0yTyoVCpqfVqL9QPW06lBGWb4sSLCw7Xdk5OSHnRPLu2l\nvLwmPUB6VDxKOk/0pah7USenMFavLvletDTyWgV5z/XGoYaDYvaPvCYpm4ePQ8dTp5hcrx793dws\nHJVyUNL/NfKapFyUdJ4oEUP3T7lvz5l7K5eETxNod7kdCZ8m4D3Xu9DU27rkETsjlvrv1i9THvXq\n1cv/u379+qSkpJCSkkLr1q3zl9etW1evmJRO//6BfPbZZI4e7QGoAEGLFrsICvq8xPUSExfi4fGm\n0SoOr1y5Qu/evfHz82PZsmU45PXZkuiF9Mh2EUIwcuRIli9fXmIF4urV8Mor+lUc5uTkMHXqVL76\n6iujVBzqQ0REBD4+Pnh5eQEwcOBAtm7dWqAC0M3NDTc3t0KzquuyblmRLpmX6c9Mt9mKQyEeVBqm\npGgrDV97rfRKQ1tAeiTRhaLuRf38Sr8XLQ376vZ4z/UmZpT1TwAmXTI/x+/cIfn+fV587DFLhyIx\nEtIjia1Qrsc8fPjNoKOXI95zvQuMJ2CuPBISEgr8XadOHTw8PEhKSspfnpiYqHN+1oBKpeKddwKx\ns/sdACenXUyZ0rPEyons7H+4evVH6tWbbJQYoqOjad++PS+++CIrVqyQFYdlRHpk22zcuJH169ez\nadOmYtMIAd9/D8OG6Z6vEILvvvuOBg0aWGR80eTk5AI3UnXr1iU5Odnk65aEdMn8vN3W9sbZxnO7\npAAAIABJREFUFAL27YPOnWHUKO24htHRMGRI+ak4lB5JdCE3V4W7eyCg+72ormTFZ3Fz702D87Ek\n0iXL8GVyMuM8PbE3wnkosTzSI4lNYVCnZwVS3CYVtfzhMUnyyLmZI1J/S9W5PEPzaNCggfDz8xNJ\nSUkiLS1NdOzYUcyYMUPs3LlTeHh4iOjoaHH37l0xZMgQoVKprH4MgofZsUMjKleeKEAj2rWbKDSl\njE9w4cJk8fffbxsllvDwcFGrVi2jjbNmDJSko/RIuZjzPFGr1aJBgwYCEA0bNhShoaFiz5494syZ\nMyIpKUncu3dPCCHEgQNCNGkihK5DjGg0GjF48GBRq1YtccrIY/roun82bNggRo4cmf99zZo1Yty4\ncUWmDQkJKTDmoa7rAuKDDz7I/+zbt6/EGKVL5kVJ/+fqy6PjBms/s0Vg4FTx7LNCNGokxOrVJY9p\n+Cj79u0rcL4qaf/Ia5JyUdJ5og/x8UJ06CBEYKBGtGql+72oLmT8lSH+qPWH+DPwT0XtH308EkK6\nZG4AkZyVJWocPChu3L9v6XAUh7W6JD0yL0o6T5SIofvH5vauvhdGS+Pl5SXmz58vmjZtKqpXry6C\ng4PzH8jnzZsn3N3dhaenp1i6dKlQqVQiKcl6B3V/+BhoNEK0by/ExIk7RbVqE8WGDWElrpudfU0c\nPFhDZGUZPpnJunXrhJubm9i9e7fBeRkTJZ2j0iPlYs5jMHPmTKFSqQQg7O3tRZs2bURAQIB48skn\nhbu7u3BwcBBOTk6iSpV6ok6dFqJbt27ilVdeEWPGjBEzZ84U//nPf8Tq1avF9u3bxdGjR8WFCxfE\njRs3xC+//CIqVqwoOnXqZPSYdd0/R44cEYGBgfnfP/nkk2InPnm08lDXda3NIyGkS9bC+vU7hZNT\nmNC2M9R+7Ox2Cnf3ML0rDYtDSfvH2lySHimbrVuFqFVLiAULhFCrtT7pci+qCxlRGeKP2n+IP5/7\nU+TczFHU/rE2j4Qofy7NjI0Vb8XEWDoURaKk89TaXCpvHkmKx9D9IydMsTANGzZkxYoVdO3atcR0\n0dHRNG/enPv372NnZ529zR8+Bnv2wNixcPasYPToySxf/nmJ3URiY2eQm5vGE098U+byhRAsWLCA\npUuX8ttvv9G8efMy52UKlHSOSo+Ui7mOgRACFxcX0tPT85e1a9eOw4cP57sqhODKlQx8fdP45Zc0\nVKo00tJK/qSmpubn+fTTT3Py5EmjdBHLQ9f9k5ubS+PGjdmzZw916tShTZs2RU56AhASEkK1atXy\nJ0zRdV1r8wikS9aCEIIOHSZz9Ojn5I3V9vjjk4mO/hwHB+P4pKT9Y20uSY+USXY2TJ0KW7bATz9B\n+/ba5UIIRo4s/V60NDL/zuRM1zO4veKG12wv7KvbK2r/WJtHUP5cqvXHHxx4+mkaOzlZOhzFoaTz\n1NpcKm8eKfEYKAU5YYoNs3nzZnr16kVmZiZTp06lb9++Vivyo3z0EcyYAfb2qlJv1nJybpKS8g2t\nWp0oc3m5ubmMHTuWY8eOcfjwYTw9Pcucl8S6sGWPTMnHH39MRkZGgWWRkZFs2rSJ/v37A9oL0O+/\nV6NTp2oEBnrplO+GDRsYOnQomZmZxMTEFMjPnNjb27NkyRICAwNRq9WMGDGCJk2asGzZMgBGjx7N\nlStX8Pf3586dO9jZ2fHll18SFRVF1apVi1zX1pEuKQeVSkXv3oEcPfo7EIiT0y4WLOhptIpDiemQ\nHlmGS5fg1VehXj04dQpq1nzwm0pV+r1oady7dI8z3c/g9aEXHsM9jBCxpDRs0aVW1arJikOJWbFF\njySmQ54ZCubbb7+ldu3a+Pj44ODgwNKlSy0dklE4cACSkmDQIO330m7WkpO/4rHH+lK5ckO9ysmr\nVc/IyODFF18kPj6egwcPyorDcoatemRqli1bho+PDwEBAfkff3//QjMPr1ql+0QpQgg+++wzMjMz\nAcjMzGTRokUWe0P4/PPPExMTw8WLF3n//fcBbaXh6NGjAXB3dycxMZHbt29z8+ZNEhISqFq1arHr\n2jrSJeVw4gR88UUgvr5hPJgh1vwTD0n0R3pkfkJDta0Mhw6FTZsKVhzmYUjFYVZcFme6naHBjAay\n4tCM2KJLE+VstxIzY4seSUyH7LYsMRt5x+C557QVh8OHl75Obm46x4558/TTh3ByekLnsrRdUEby\n0Ucf0adPH1q2bMnXX3+t6BmVlXSOSo+UizmOwcmTJ3nxxRe5dOkSlSpVKjZdbCy0a6d9GVCxYun5\nPtzqMA8nJydWr15ttNaHSjpHpUfKxlqPw5kzEBgI334L9++HMXz4Llat6kn//oFGLUdJ+0e6pFyU\nfAzu3YOJE7VD5YSGQqtWxi8jKzGLPwP+pN7keniOK/xyWkn7R3qkbFQqFRqNxqhDudgSSjpPpUvK\nRR6DkpHdliVWxeHDcPEiDB6sW/qUlKXUqNFdr4pDgI0bNxIaGsq2bduYNGkS77//vrwYSyQ68skn\nnzBlypQSKw4Bvv8eXntNt4pDgB07duDv719o+fbt2y3SdVkisTaioqBnT/jqK+jbF4QIZOdO2epQ\nInmU6GhtN+Unn9R2U3Z2Nn4Z2cnZnOlyBs/xnkVWHEok+iKfVSQSiZKRLQ8lZkOlUtGzp6BfP/i3\nV2CJqNWZHDvmjZ/f/6haVffJTdRqNb6+vly8eBEfHx/+/vtvq7gYK+kclR4pF1Mfg6ioKLp06UJs\nbCxVqlQpNp1GAw0bwrZt8NRTJgtHb5R0jkqPlI21HYcLF6BLF5g/H95448FyIYRJrnFK2j/SJeWi\nxGPwww8wZQrMmwcjRoApbgHvX7nP6YDTeAz3oP7U+sWmU9L+kR4pG3kcSkZJ+0e6pFzkMSgZQ/eP\nHPNQYlbOnoXgYN3S/vPPdzg7d9C54lAIwbZt2/D29iY2NhaAlJQUNm3aVMZoJZLyx7x585gwYUKJ\nFYcAe/eCq6uyKg4lElvl8mXo3h3mzClYcQiypYpEkkdGBgwZAgsWwL59MHKkiSoOr93nz65/4j7Y\nvcSKQ4lEIpFIbAlZeSgxK1OnQik9IQHQaLJJTPyUBg1mlJpWCMHu3btp3749M2bMwNHREY1GA1h+\nQgaJxJqIjY1l586djB07ttS0+kyUIpFIyk5iInTrBu+9p21FJZFICnPmDLRuDfb2cPw4NGtmmnJy\nUnM40/0MbgPcaDCzgWkKkUgkEolEgcjKQ4lZGTlSt3RXrqyiShU/qlUreXTrw4cP07VrV9566y0m\nTJjA7NmzSUpKKpAmMjJStj6USHRgwYIF/N///R8uLi4lprt1C7Zv1453KJFITMc//2grDseNAx3q\n9CWScocQ8M032pa5M2fCypVQSsP5MpNzI4czz53B9QVXvEK8jJ5/WFgYvr6+NGrUiAULFhT6fd26\ndTz11FP4+fnRsWNHIiMjdV5XIpHo7snx48ext7eXz48SySPIykML4+XlxZ49ewgJCWFwCbOIxMTE\n0KJFC5ydnVmyZEmZywsODmbWrFkmS18ajo6lp9FockhImE+DBsWXe/r0aV544QUGDRrEG2+8QVRU\nFIMGDWLnzp34+/sTEBCQ//H392f79u1G2waJ8ihvHpmCpKQk1q9fz8SJE0tNGxoKzz2n7bYssS2k\nS8rh+nVthUhwMEyebOloJPogPTIPt29rJ0X55hs4dKhwl35jknsrl8gekdToVoOGnzQ0+nABarWa\ncePGERYWRlRUFD/99BPR0dEF0nh7e3PgwAEiIyOZNWsWo0aN0nlda0W6JDEWunqiVquZOnUqPXv2\ntJmea9IjibGQsy1bmLybj9JuQhYuXEi3bt34888/DS5Pnxueh9MfPXqUWbNmcerUKSpUqEDnzp1Z\nvHgx7u7uBsX0KNeurcPR8XFcXNoX+i06OprZs2dz6NAhpk+fzqZNmwrMCLty5UqjxiKxDqRHhrNo\n0SKCg4N57LHHSk27ahXMnm2GoCRmR7qkDG7c0FbQBwXB9OmWjkaiL9Ij4zJ8+DRiYysBD7YxPV3w\n99/ZDBkyn9WrdXs5XVZy7+QS2TMS547OeH/qbZJxRiMiIvDx8cHLywuAgQMHsnXrVpo0aZKfpn37\nB/fFbdu2ze9po8u61op0SWIsdPXkq6++4uWXX+b48eMWiNI0SI8kxqJcVx5OmxZMVlZcoeWOjl7M\nn/+92fLQhfj4eDp06GCUvMr6FuXWrVv83//9H4GBgVSoUIFx48YxbNgwdu7caZS4tLGpiY//hCee\nWFZgeWxsLHPmzGHnzp1MmTKFH374AScnJ6OVKyk70iP9MIdH+nLt2jVWr17N2bNnS00bHa0dg61H\nDzMEVs6QLumHEl0yBrdvQ2CgtvLwww8tHY31IT3SD2vwqFevzgwdqiIzM/ChpWFMmaLi009NW7Y6\nQ81fvf6iasuq+HzhY7IJipKTk6lXr17+97p163Ls2LFi069YsYJevXrpvW5ISEj+3507d6Zz587F\nliFd0g9rcMmaCA8PJzw83Gj56eJJcnIyW7duZe/evRw/frxE33V1SXqkH9Ij42Jsj8p15WFWVhz9\n+u0vtHzLFvPm8SCvLAYOHMiOHTto1KgRq1atws/Pj65du3LgwAEOHTrEpEmTOHXqFDVq1CA4OJgD\nBw7QuHFjevTowf79+zl48CBCCCZPnsyPP/5IVlYWDRo04Oeff6Zp06YApKam0qNHD44ePUrLli1Z\nvXo19esXP1tcnvw9e/YssHzs2LEl3nSUhWvXfsHBwY3q1bX5Jicn89FHH7F+/XrGjx/PhQsXSh2P\nTWJepEfK80hfvvjiC1599VXq1KlTatpVq2DwYO2g9BLjIl2yfpcMJSMDevWCdu1g4ULTzBRr60iP\nbM+j/v0D+eyzyRw92gNt60NBixa7WLjwc5OWq76rJvKFSJyaONFoSSOTzmyuT9779u1j5cqVHDp0\nSO91H67wKA3pku25ZE08WiE3Z84cg/LTxZOJEycyf/58VCoVQogSK8B0dUl6JD2yJMb2SI55qBCE\nEGzdupVXXnmFmzdv8tprr9GvXz/UajV79+7l2Wef5b///S937tzBx8eHsWPHUq1aNa5evcoPP/zA\n6tWr8/9T/P333zl48CAXLlzg9u3brF+/npo1a+aXs27dOmbPnk1qaiotWrTg9ddfL1PMBw4coJkR\nprPL+89CCA0JCXPx8ppFamoqkydPpnnz5jg7OxMTE0NISIisOJSUSHn2qKzcunWLZcuW8d5775Wa\nNjcX1qyRsyyXB6RL5iczE/r0gaZN4csvZcWhLSA9Mg4qlYoxYwKxs/sdACenXcyc2dOklXnqe2r+\n6vsXlRtW5ollT6CyM62Qnp6eJCYm5n9PTEykbt26hdJFRkby5ptvsm3bNmrUqKHXutaMdEliKLp4\ncvLkSQYOHEjDhg3ZuHEjb731Ftu2bTN3qCZDeiQxFNl2pAhu3dpPeLhuNwm3bhmv3NatWxMUFATA\n5MmT+eyzzzh69CgdO3YEHlSyqdVqNm3axLlz53B0dKRJkyYMHTo0v0mqg4MD6enpREdH4+/vT+PG\njQuU07t3b5555hkA5s6di4uLC8nJyXh6euoca2RkJB999JHB/6EKIRg5ciTLly8nNXUrd+/a8/nn\nf7B06esMGjSIc+fO4eHhYVAZEssgPSodY3lkCEuWLKF37940bNiw1LRhYdCwITyyKyQmRrpUOkpw\nyRCysuCll6BePe3kD3by1a7RkR6VjlI9SkuDL74IxM1tMlev9sDPbxdBQaZrdajJ0nC231kqulek\n8YrGJq84BO15cuHCBeLi4qhTpw6hoaH89NNPBdIkJCQQFBTE2rVr8fHx0WtdYyJdKh2lulSe0cWT\n2NjY/L+HDRtGnz596Nu3r0nikR6VjvRIecjKwyKoXj2Azp3DdUq7ZUtnoHAzYn1RqVQF3n7kfU9J\nSSmwDOD69evk5uYWGrchj65duzJu3DjGjh1LfHw8QUFBLFq0iGrVqhUqp0qVKtSsWZPk5GR++OEH\n5s2bB8DgwYP5+uuvi4z14sWL9OrVi8WLF+f/R1NWNm7cyPr16+nSpQtHjkwlNDSDvn1TOHnyZP6A\nthLrRHpkPo/KSkZGBosXL+bAgQM6pV+1SrY6tATSJeW7ZAj378OAAVC9OqxcCRUqWDoi20R6ZJ0e\nXb2qHf/z+edV+PsHMnz4ZKZMMV2rQ022hnMvn8O+uj1NfmiCqoJ5mgDb29uzZMkSAgMDUavVjBgx\ngiZNmrBsmXYM8NGjR/Phhx9y8+ZNxowZA2gf3iMiIopd11RIl6zTpfKOLo6ZE+mR9Mgake+2FYIQ\nokBTao1GQ1JSUpFjkLm5uWFvb1+o6fXDjB8/nhMnThAVFcXff//Np/+OKP1oORkZGdy4cQNPT0+m\nT59Oeno66enpxYocHx/Pc889x+zZs8vc/PjhbV60aBHp6ekMGxbM339n8McfR1m5cqWsOJSUifLo\nkSF8++23BAQE4OvrW2ra1FTYswdefdUMgUksjnTJPOTmwmuvaSsM166VY4naGtIjw0hOhoAA6N8f\n5s/Xjn04YAAEBRlnxq607Wnk3srN/67J0XA26Cw5N3JosrYJKnvzjh3w/PPPExMTw8WLF3n//fcB\nbYVGXqXG8uXLSUtL4/Tp05w+fZqIiIgS17UlpEsSY1CaYw+zatWq/BZ6toL0SGIo5fo21dHRq8iB\nRh0dvcyaRx4nT55k8+bN9OnTh8WLF+Po6Ei7du3yf89rRlyhQgWCgoIICQlh+fLlxMfHs2bNGho0\naADAiRMnUKvVtGzZEicnJxwdHanwUFOGHTt2cOjQIfz9/Zk1axbt27cvtgnxwwPFJicn579lGDVq\nlN7b9ygbN27k1KlT/26ThkGDRuDra7o3pRLTID2yrEdlJSsri88++4zffvtNp/Tr1mnHY3N2NnFg\n5RjpknW6VFbUahg6FO7e1Q567uBg6YhsA+mRbXgUHw9du8KoUTB1at5SFcuXf260VocuHV2InRGL\n91xvKlStwLn+57gbdZdWx1ph5yDbV0iXbMMliWWRHkmPbIlyXXlojKnNjZGHSqVCpVLRr18/QkND\nGTp0KI0aNWLTpk0FJHz4ZmnJkiUEBwfj7u6Or68vgwYN4sSJEwDcuXOHSZMmERsbi6OjIz179uTd\nd9/Nz+P1119nzpw5HDlyhFatWrF27dpSYwPtG8/Lly8TEhKSP8OUSqXizp07em/z1KlDWbVqEzk5\nOQBkZwtmzFhOTEwaCxb8oHd+EsshPbKcR4bw/fff06JFC55++mmd0q9aBZ+bdmLLco90yTpdKgsa\nDbz5Jly5Ar/9BpUqWToi20F6ZP0eXbwI3brBlCkwfnzB34zZXdm+uj3ec72JnR5LdlI2GWcyaBXR\nioq1KhqtDGtGumT9Lkksj/RIemRLqERJc5BbIXlTq+u63FaYOnUq165dY9WqVZYOpVgePgYvvPAk\nYWFRaDQPfq9UCbp3b8pvv52zUISWRUnnqPTIOjwqKzk5OTzxxBOsW7eODh06lJr+9GkICoJLl5Q/\nkYOSztHy6hGUH5fKghAwdiz89Zd2EqIqVcwegk4o6Twtry6VR4+ioqBHD/jgA20Fuzm4OOkiSV8k\n4R/tTxVf4wqppHO0vHoE5dMlW0NJ+6e8uiQ9sn4M3T8KfwyUFEdMTAyRkZEIIYiIiGDlypW89NJL\nlg5LZ6Kjr6BSQfPm8NRT2o+vL1y+nGbp0CTlCGv3qKz89NNPeHl56VRxCNpWh0OHKr/iUGI5yqtL\n+iIETJ4MJ0/C9u3KrTiUWIby7tGZM9oWh/Pmma/iMHVrKinfpvD0sadJ/iq5wBiIEuulvLskkRgD\n6ZHkUQzqthwTE8Nbb73FlStXOHfuHJGRkWzbto2ZM2caKz5JMaSnpzNo0CBSUlKoXbs2U6ZMMdlU\n8sZGCEFurobx4+HFFwv+tmVL6RM3lBekX6bHmj0qK2q1mnnz5vHVV1+VmG748GnExlZCCBVHjkDL\nlhAeLvD2zmblyvlmilZ38nzJQ/piXsqjS7qQ5xFou+NcvgxpaYIXX8zG2Vl5HoF0yZKUZ4+OH4fe\nvWHJEu3s4+bg7vm7RL0WRdMfm+LSxoUqT1TJHwPRvrphIztJjyxLeXapvCCfk0yP9EhSCGEAzz77\nrDh69Kho0aKFEEIIjUYjmjZtakiWBlPcJhm4qRIjkHcMfv31V1GjhpPYvRuxb1/Bz4QJAZYN0oI8\neo5a0i/pkXIx9Bj88ssvok2bNkKj0ZSYbv36ncLJKUxo20ppP05OO8WGDWEGlW8q8nzJ2z/yeiQp\nDXMcB2vzSAjpkkQ/jHEM/vhDCDc3IbZuNUJAOqLJ1YiI5hHi0tRLBZbn3MwRqb+lGpy/9EiiL/I4\nlIx8TpLogjwGJWPo/jGoE1pmZiZt27bN/65SqXCQ0wVKSiAnJ4d3332Xjh3r89DYrJIikH5JjI0Q\ngrlz5zJz5sxSB53v3z8QP78wIG9cDIGf3y6CgnqYPM6yIH2RKBFr8wikSxLzsncv9OsHa9aAORu0\nxM2Jw8HNgYZzGxZYbl/dHtcXXA3OX3okkZgW6ZhEYn4MapPv5ubGxYsX879v2LABDw8Pg4OS2C7f\nffcdderUoU6dS/z8c4NCU8yXZcp5W0X6JTE2O3bsQAhB7969S0177ZoKIQJRqX5HiECcnHYxZUpP\no850aUykLxIlolKpGDIkkKNHfweU7xFIlyTmIywMBg+G9euhc2fzlXvjfzf4Z8U/tD7ZGlUF07go\nPZJITIt0TCKxAIY0W7x48aLo2rWrcHR0FB4eHqJDhw7i8uXLBjWFNJTiNsnATZUYAUDUrl1bhId/\nLY4caShyczMtHZKiePQctaRf0iPlUtZjoNFoRPv27cXPP/9cSjoh1qwRolYtIaZO1Yg2bSYK0Ih2\n7SaW2tXZkuT5AsjrkUQnzHEcNBohevfWiLp1rcMjIaRLEv0o6zHYvFnbVfnwYSMHVApZyVnikPsh\ncWPvDZOWIz2S6Is8DiUjn5MkuiCPQckYun+MsnczMjLEnTt3dEq7c+dO0bhxY+Hj4yPmz59f6Pfo\n6GjRrl07UalSJbFo0aICvzVo0EA0b95ctGjRQvj7+xeZv5RZuQBi6NDB4uhRH5Ga+qulw1EcxZ2j\nxvRLCCH27dsnWrRoIZ588kkREBCgVyzSI8tT1mOwd+9e8cQTT4jc3Nxi0yQmCvHCC0L4+Qlx4oR2\n2fr1O0W1ahMVPUbbwwBG9WX8+PHCx8dH+Pn5iVOnTuUv/+STT0TTpk1Fs2bNxKBBg0RWVlaRsRQX\no8TymOM4bNokhK+vED/+aF0eCWFcl+S9ne1SlmPw889C1K794DpjLjQ5GnE64LS4POey2crUxyNT\nIz1SNvI4lIwxnpNMHYs8hpZHHoOSMXT/GNRt+ebNm6xevZq4uDhyc3MBbRedxYsXF5lerVYzbtw4\ndu/ejaenJ/7+/vTt25cmTZrkp3F1deWrr75iy5YthdZXqVSEh4dTs2ZNQ8KWWJD/+7/aVKnSDFfX\n0rtNlndM4detW7cYO3Ysu3btom7duqSmppplWySWZ+7cuUybNo0KRQw2KgQsXw7Tp8P48bBpE1Ss\nqP2tf/9Adu5U9hht8MAXgOnTpwOG+7Jjxw4uXrzIhQsXOHbsGGPGjOHo0aPExcXx3XffER0dTaVK\nlXj11Vf5+eefGTp0qOk3VGI13LkDb78N69bBs88Gsnu38TyaNi2YrKy4QssdHb2YP/97g/I2hUvy\n3k6Sxw8/wPvvw++/g5+fecuOC4lD5aCiwYwGJi9LX48kEol+6PucJJFIDMegCVN69epFfHw8fn5+\ntG7dmlatWtGqVati00dERODj44OXlxcODg4MHDiQrVu3Fkjj5uZG69atix3wVFthajt4eXmxZ88e\nQkJCGDx4cLHpYmJiaNGiBc7OzixZsqTM5QUHBzNr1iyTpS8NtXoVPj5fGC0/W8YUfv3444/079+f\nunXrAvDYY4+ZdBvMRXnzSF+OHTvGhQsXeOONNwr9dvkyPPccfPcd7NsHs2c/qDgE7Y3Y8uWfK3qM\nNnjgC2A0X7Zt25ZfIdi2bVtu3brF1atXcXZ2xsHBgczMTHJzc8nMzMTT09N0G2dGpEvGY9Ys6NED\nOnUyvkdZWXH067e/0KeoCkV9MYVL8t6uaMqbR998AzNnaidJMXfF4Y1dN7jy/RWarGtisnEOH0Zf\njyRFI12SFIe+z0nlGemRxFgY1PIwOzubzz//XOf0ycnJ1KtXL/973bp1OXbsmM7rq1QqunfvToUK\nFRg9ejRvvvlmkelCQkLy/+7cuTOddRiFWQhh8E19WfLIS1/aegsXLqRbt278+eefZY4vrxx9Ynw4\nfU5ODoMGDeLkyZPEx8ezb98+AgIC9Cq/Xr13cXQ0/RtfayA8PJzw8PBifzeFXxcuXCAnJ4cuXbqQ\nnp7OhAkTir2ISI9KLs+SHunL3Llzee+99wo8uGs08N//wpw5MHUqTJoE9sVcEZRccZjnUVxcHIGB\ngQA6tQDUxZei0iQnJ9OyZUveeecd6tevT+XKlQkMDKR79+5FllMWj0C6pEt6S7ikK8ePQ2gonDv3\nYJmSPQKtSzNnTiQyMhoh/gGM51JJyHu78uHRF19oP+Hh8PjjRs++RLKTszkffJ6mPzelYq2Kpa9g\nAGW9Jikd6VLp6ZV8TbJF9H1OUgLSo9LTS4+UjUGVh6+99hrffvstffr0oVKlSvnLi+t6Yqgshw4d\nwsPDg+vXr/Pcc8/h6+vLs88+WyjdwzeYuiCEYOTIkSxfvrzMMRojj5KIj4+nQ4cORslL3zf8D6fv\n1KkTkyZNYsCAAWXazrp1J+m9jq3y6MPPnDlzCvxuCr9ycnI4deoUe/bsITMzk/bt29OuXTsaNWpU\nKK30qGQs6ZE+REZGcvz4cUJDQ/OXxcTAiBGgUsHhw/DEEyYNwaTkeVS1alWcnZ0BuHEXbba0AAAg\nAElEQVTjRv7vhl6PijrOly5d4osvviAuLg4XFxcGDBjAunXreP311wul1dejvDKlS7qlN6dLupKb\nC6NGwaJF4Opq3rJv3z7IkSMNqFjRDQeHx3BwePTfB39XrOiGvX0NVCrtUAadO3emdevqNG9+Hyen\neI4dM65LxSHv7Wzfo3nzYMUKOHAA6tc3evYlInIFUYOi8BznSfWA6iYv7+Fr0qroVYBuHikZ6ZLu\n6ZV4TbJV9H1OsjTSI93TS4+Ui0Hdlh0dHXn33Xdp165dflPh1q1bF5ve09OTxMTE/O+JiYn53Sd1\nIW/6dTc3N1566SUiIiLKHvxDbNy4kfXr17Np0yaL5pGVlcXAgQNxdnamVatWREZGAtC1a1fCw8MZ\nN24czs7OXLx4kbS0NPr06YOLiwtt2rRh5syZ+TfbQggmTZpE7dq1cXFxwc/Pj6ioqPxyUlNT6dGj\nB87OznTu3JmEhASd4nNwcODtt9+mY8eORY6bpgt2dqZ942tLmMKvevXq0aNHDypXroyrqyudOnXi\nzJkzRolXemQ+j/Thk08+YfLkyVSuXJncXFiwADp2hIEDYf9+6644fJg8XwCj+fJomqSkJDw9PTlx\n4gQdOnTA1dUVe3t7goKCOHz4sNG2RbqkTJd0ZfFibaVhEXXJJsfZuQMtWoTTqNFSPD3fpkaN56hU\nqS5qdTrp6RFcvbqay5ff5+zZfhw71pgDBypx6JAbERFNOH26E3fvnqNiRVi2TJufvLeTHunL8OHT\n6Nz5Azp3DqFz5xC8vEL46KMPaN16mtkrDgEuz76MXWU76r9v3sJV9iqi1mmPjy4eKRnpknVfk2wV\nfZ+TLI30SHpkExgy24qXl5e4fv26zulzcnKEt7e3uHz5ssjOzhZPPfWUiIqKKjLtBx98UGBGvrt3\n7+bPpJSRkSE6dOggdu3aVWi94japuOUajUa0a9dOAKJdu3ZCo9HovD3GyMPLy0vs3r1bfPDBB8LB\nwUFs3LhR5ObmikWLFomGDRvmz4zauXNnsWLFivz1Xn31VTFo0CBx7949ERUVJerVqyeeffZZIYQQ\nYWFholWrVuL27dtCCCHOnz8v/vnnHyGEEEOHDhXVqlUTBw8eFNnZ2WLChAnimWeeKTa+4OBgMXPm\nzELL69atK/bv36/zdgohZz8qjUf3jyn8io6OFt26dRO5ubni7t27olmzZuLcuXOlxlLacumRMj2K\niYkRjz32mLhz546IjBSiVSshunUTIjZWryKtgjxfdN0/uviyfft28fzzzwshhDhy5Iho27atEEKI\n06dPiyeffFJkZmYKjUYjhgwZIpYsWVKoDH09EkK6pFSXdCUuTghXVyH+/tvoWRdgzJgnxL59FPpM\nmBCgVz4aTY7Izr4qMjLOips3w8VbbzUV7u6ILVswqkt5yHs72/do/fqdwskpTGin4tJ+nJx2WmSm\n8dQdqeKw52GRfTXb7GU713YWtefUVtS9r7wmWZdLkoIY+pxkylhKWy49kh4pBUP3j0EtDxs1akTl\nypV1Tm9vb8+SJUsIDAykadOmvPrqqzRp0oRly5ax7N/X3FeuXKFevXr85z//4eOPP6Z+/fpkZGRw\n5coVnn32WVq0aEHbtm3p3bs3PXoYPmvhxo0b82vcjx49ip2dXX6/e10/dnZ2HD16FNB2ESzr24DW\nrVsTFBREhQoVmDx5MllZWfn5woPmvGq1mk2bNjFnzhwcHR1p0qQJQ4cOzf/dwcGB9PR0oqOj0Wg0\nNG7cGHd39/x8evfuzTPPPEPFihWZO3cuR44cITk5uUwxS0yHKfzy9fWlZ8+e+Pn50bZtW958802a\nNm1qcKzSI2V6NH/+fMaMGcfnn1eja1cYMwb+9z9o2NDSkRkfU/jSq1cvvL298fHxYfTo0Xz99dcA\ntGjRgiFDhtC6dWv8/h31f9SoUUbZDumSMl3SBSFg3DiYOBGKGAnCaKSnnyYrK55Nm9qwZUtAgY+j\no5deealU9lSsWIsqVZ6kevUAHBzcqFu34KRJpSHv7UqmvHnUv38gjRuHAXld0AR+fsabaVxXshKz\niBkWQ5Mfm5h8nMNHOf3Pae4532NX8C6zlmsKpEvWe02ydfS977Mk0iPpka1g0JiHTk5OtGjRgi5d\nuuSPNaBSlTxF+vPPP8/zzz9fYNno0aPz/3Z3dy/Q/SWPqlWrGjx456MIIfjss8/IzMzMX9auXTsO\nHz6s13hYHTp0yJcuMzOTRYsWERQUpPdAoQ9388n7npKSUmAZwPXr18nNzS00QHkeXbt2Zdy4cYwd\nO5b4+HiCgoJYtGgR1apVK1ROlSpVqFmzJsnJyfzwww/MmzcPgMGDB+c/KEssgyn8ApgyZQpTpkwx\nWpzSI2V6FB8fz8aNW/D0vMjjj8Pp06BHT0KrI88XgPHjxwPG8aW42ebee+893nvvPUNCLoR0SZku\n6crmzXDpEmzYYLoycnPvEBX1CvPnf0+tWgNNUkalSpA3Z4mxXJL3dgW/25pHGg2cOgXbtsG2bSou\nXQrE3v53cnMDcXLaxZQpPc06bpUmR0PUwCg8J3hSvZPpxzl8GLVGzejfRvOk55O83O1lQHePlIZ0\nybqvSbZOWZ6TLIH0SHpkSxjU8rBfv37MmDGDDh065I81YE1TpD/8FiAPfWvyjZEHaP9TePjGWqPR\nkJSURJ06dQqldXNzw97evtAYQw8zfvx4Tpw4QVRUFH///TeffvppkeVkZGRw48YNPD09mT59Ounp\n6aSnp0uRFYC1+CU9Up5H9+7BSy8tJDd3FDNm1GTbNtuuOIQHvgCK9qUkpEvKc0lX7tyBt9/WjhX4\n0LjtRkUIQUzMSGrU6G6yikNHRy+cnBrTtGljwDpdkh6Z36N69eCNNyArC5YsgZs3A2ndWtv60BKt\nDi/PvIy9sz31p5p/kMVvTnyDo70jbw95W16TjJQHlB+XJLojn5OkRxLzY1DLw+DgYCOFYRl27NiB\nv79/oeXbt2+nf//+Zssjj5MnT7J582b69OnD4sWLcXR0pF27dvm/5zUTrlChAkFBQYSEhLB8+XLi\n4+NZs2YNDRo0AODEiROo1WpatmyJk5MTjo6OBQYc3bFjB4cOHcLf359Zs2bRvn17PD09i4wpr8w8\nsrOz85dlZ2eTlZWFo6OjXtsp0Q1r8Ut6ZFmPhg+fRmxsJUD7pvDOHYiOvsP9+ys5cyaOZs3KlK3V\nkefLsGHDrMadR5EuWe81aeZMeP55KGKSYKORkvI19+5dpEmT1SYrY/787/P/VqlUVumS9Mj8Hu3d\nC40bP7xExTvvBDJ8+GSztzpM257GtZ+u0fpUa1R25p2lMyU9hZD9IewP3k9TN+2QMPKaJF2Sz0mm\nwVq8kh5Jj2yJMlUeDhgwgPXr19O8efNCv6lUqkI140pl5cqVisgjbyyDfv36ERoaytChQ2nUqBGb\nNm0qIOHDN19LliwhODgYd3d3fH19GTRoECdOnADgzp07TJo0idjYWBwdHenZs2f+LKQqlYrXX3+d\nOXPmcOTIEVq1asXatWtLjS2Pxo0bk5CQgEqlIjAwEJVKxeXLl6lviSn0bBRr80t6ZFmPevXqzNCh\nKjIzA/OXVajwMoGBgTRrVlvv/KyNonzJ+1uJvpSEdMk6r0kREbB+PZw7Z7oy0tNPEhc3h5YtD2Nn\nZ5obaFtxSXpkfo8KVhxq6d8/kJ07zdvqMCshi/PDz9NsYzMcHnMwW7l5TAibgNt2N5q+29TqPQLp\nkrVek2wd+ZxUNqRHEqNQlllWUlJShBBCDBgwQMTFxYnLly/nfwYMGFCWLI1GcZtUxk21Gt577z0R\nHBxs6TBKxNaPgaHk7R8l+CU9Ui6PHgO1WiMaNZooQPPvzJbXRYUKlUR8fLyFIjQvj/oCyOuRArBG\nl8pCTo4QTz0lxNq1Rgio2DJuiiNHvMXVq7+YrhAhXVIi1u5RWWYULSvq+2pxsv1JET/fMte+X2N+\nFT6LfcSl+EtCCOmR0rB2lyTyOUkJSI+sH0P3T5laHnp4eABw4cKF/KareURHR5clS4mexMTEkJ2d\nTfPmzTl+/DgrV65kxYoVlg5LYgSkX+bD2j06fhwmTVJx/34glSr9TnZ2IPb2EwgI6Fxu3s4V5YuX\nlxcgfTEn1u5SWfnyS3Bzg9deM03+QgjOnx+Oq+vz1Ko1wDSF/It0yfLYmkfm7K58efpl7GvYU+/d\neqUnNjJ3799l3I5xLO+7HO/63oD0yNLYmkuSB8jnJPMhPZI8SpkqD5cuXcrXX3/NpUuXCjQZTk9P\np2PHjkYLTlI86enpDBo0iJSUFGrXrs2UKVPo27evpcOSGAHpl/mwVo+SkuD992HPHvj4YxgyJJBn\nn53M0aPtgM0sXXrG0iGajaJ8ad68ufTFzFirS4YQHw/z5sHRo2CqOpLk5MVkZyfQtOlPpingIaRL\nlqc8emQMUn9N5VqoZcY5BAjZH8Iz9Z+hu3d36ZFCkC7ZLvI5yXxIjySPovq3+aJe3L59m5s3bzJt\n2jQWLFiQP6BltWrVcHV1NXqQ+qBSqQoNulnScon5kMegZPL2jxL8kh4pF5VKRc2agjFjYOpUqFZN\nu3zDhjBee+0j2ratyMGD+ywbpBl51BcvLy8uX74sr0eSUjHkOAgBffpAhw4wfbqRA/uXO3ci+Ouv\n3rRseZTKlb1NU8hDSJckZcHSxyArPouTbU7SbHMzXDq4mL38M1fO8Nya5zj71llqVaklPZKUGXkc\nSkY+J0l0QR6DkjF0/5Sp8lDJSJmVizwGJaOk/SM9Ui4qlYr4eMGjvZLv3r2Li4sLp06dws/PzzLB\nKQAlnaPSI2VjyHHYuBFmz4bTp6FiRSMHBuTk3ODkyVY8/vjnuLm9ZPwCSkEIgZ2dnWLOU+mScrHk\nMdDc1/Bnpz95rP9j1H/X/EN1qDVqOq7syMiWIxnZcmSRaZR0jkqPlI08DiWjpP0jXVIu8hiUjKH7\nx86IsUgkEonEDBQ1nOH48eMB7RgwEonEdNy+DRMmwLJlpqk41I5zOIzHHnvR7BWHadvTyL2Vy8aN\nG81arkRSFmLfj8XBzYF675h/nEOAZSeX4VDBgeFPD7dI+RKJRCKRmBNZeSiRSCRWTkJCAmvXrkWt\nVrNo0aJy98Zt2rRgJk7szMSJnS0diqQcMGMG9OoFzzxjmvyTkj7n/v0reHsvNE0BJeDS0YVL0y8R\nMjvE7GVLJPqQujWV1I2p+P7ga5FxDlPSU/gg/AOW9V6Gnco4j1NhYWH4+vrSqFEjFixYUOj38+fP\n0759exwdHfnss88K/Obl5YWfnx9PP/00bdq0MUo8EomtUZpjW7du5amnnuLpp5+mVatW7N271wJR\nSiTKpUwTplgjNWrUMOusb5LC1KhRw9IhSAxEemR5HvXo5s2bBQaIjoyMZNOmTfTv39/coVmMrKw4\n+vXbD2hnv1U60iNlUJZr0rFj2i7L586ZICDg9u0jJCQspFWrY9jZmaBZYykk305mxOkRnIs20QYa\nGemS5THHvV3a9jRcOrpgX1372HLv8j3OjzhPg/cb4FDTweTlF8XEsImMbjWapm5NjZKfWq1m3P+z\nd+ZhUVX/H38N+yaLoKiAIqDgBopQ+rXF3HApMs0ll1xwSXNLzXKpLLOw1DRpUdMstyw11J+J5oKa\nhuIGCCI7KCBu7PvM3N8fNxEElGWAAe7reeZhZu65536GuWfuPe/zWWbN4vjx41hZWeHu7o6npycd\nOnQoamNubs6GDRvw9fUttb9MJsPf35+mTZtW+tjSOFIPpHlSzVKRMdavXz9ef/11AEJCQnjjjTeI\nioqq8DGksVT3SOOoZmk0nocPHz5EEATpUc4jNVVg5EiBLl0Erl+v+H6enh68844BOTmRz2z78OHD\nuj4NJKqJNI5q7lFYKPDddwKWlgJTpggkJz97HOXl5eHp6YlcLqewsBCAnJycRul9WJ9obOPoavJV\nLL6yIPphdJ3bUt5YqgiFhTBtGqxZA1WYn1eg/weEhY3G0XEzenq2qj/AU8jIyGDx4sV069aN6LDo\nWj12dWhsY6m6jzt3xGvMP//U3TiqCia9TIhZGoM8TY6yQEno8FAMHA1o6dWyxo9dFocjDnMl+QpL\nX1yqsj4vXryIg4MDtra2aGtrM3r0aA4cOFCiTbNmzXBzc0Nbu2zBVBCqdt2vD+MoMicH6/Pn+Tk5\nuc5tqamHNE+qWSoyxgwNDYueZ2VlYWFhUalj1IexVJXH1qQkugYGkq9QlLldqVRyucdlUn5PqXNb\npXFUszQaz0OJ8jl3DsaOFStHbtsG+voV2+/06dNcunSWkyffQ1/foUZtlJBoyPj5wYIF0KIFHD0K\nLi7P3kehUDBu3DiUSiUZGRkltjVG70MJ9WTygcnsCd2DQ1MHmurXgOJWi6xfL47Rt95Sfd+CoOTG\njbdp3nwEFhaeqj9AOcjlcjZv3synn37KS21eYop8Cj45PrV2fInaQxBgyhTw8oJizur1Ai1TLexW\n2hGzNAZlrpLC1ELcTrgVeSLWJtkF2cw6MotNr25CX7uCN8wVIDExERubx7kbra2tuXDhQoX3l8lk\n9OvXD01NTaZPn87UqVPLbLd8+fKi571796Z3795VNbnWiM3Npe+1a3zcpg0TW7Soa3Mkagl/f3/8\n/f1V1l9Fx5ivry+LFy8mOTmZY8eOldtffRxLVSE+L49FMTGcdHFBR6Nsv7P00+kUPiyk2bBmtWyd\nxLNQ9TiSxMNGjFwOK1fCDz/A5s2ieFhRlEol8+ZNZfp0IxwcVLfyKiHRUJk8+UNiYnSBx+EM2dkC\nycn5GBh4s3q1OAYrEu0gCALz5s3jwYMHODg4lOmFcPjw4UYhHhYWPiA3VyoSo66ciD1BTmEOwSnB\nTDs0jd9H/F7XJlWJuDjw9hbDlmsiIunWra+Ry1Np2/ZL1XdeBoIgcOTIERYuXEhTZVNWsQpXS1e8\nLbzpfK0z+m31OXPuTK3YIlE7bN4MiYli2H19RMtUCz1bPWIWxdD9ane0zeomXPmzM5/xP5v/0d++\nf7ltPvxwInl5cZXqt7qhjufOnaNly5bcu3eP/v374+TkxIsvvliqXXHBQ105fPIk3/r6kq+hgaBQ\ncKNjR5Z7ejK1Vau6Nk2iFnlSkPv000+r1V9Fx9jQoUMZOnQoZ8+eZfz48dy8ebPMdvVhLFUXpSAw\nKTycBTY2dDEyKrdd/JfxtF7UGpmmFLKtbqh6HEniYSMlIUH0NtTVhStXoLLX4507fyE/P4EZM/ah\nqam6lVcJiYbK4MG9mTBBRk6OR7F3/Zg4UVbpqq1fffUVp0+f5uzZs5iYmKjc1vqAIMhJSvqRuLjP\ngLqZREo8ncgHkSRnJgPg3sqdTa9tqmOLqoYgwLvvit7B9vaq7z89/R9u3/4GV9dANDRq/lwOCgpi\n4YKFxIbG8g7v0K9TP+x+scP4eWO+PfxtUW45KW9TwyEqCpYsgTNnaqZCeG1wb9894j6Jw+W4C8mb\nk9FfqV/rnofBKcH8fPVnQmaEPLVdVfLwWllZcevWraLXt27dwtrausK2tWwphnA3a9aMN954g4sX\nL5YpHqo7h0+eZO7u3USPHVv0nvkvv9DG0RGsrOrQMon6TmXH2IsvvohcLufBgweYm5vXholqh09i\nInlKJe/blF/RPvNyJjlhOViOt6xFyyTqikaT81DiMXv3gru76OV07FjlhcPc3FwWL36PDz/sQbNm\nQ2rGSAmJBsbw4R44O/sBj3ISCbi5HWXr1gGVmsxt376d77//niNHjtQ74fDB4QfI0+Ql3pOnyXlw\n+EGl+klNPcGlS125d+9PXFxOYGbWH1/fl/H1fVmV5kpUA0EQmOM3h49e+ogRHUdwbPwxTPVM69qs\nKrF3L8THi+KhqikouEdY2Fs4Om5FT6/8m3NVkJSUhJeXF/1f7k/X0K7stN3JlN1T6Hq8K8bPGwNg\nPsS8TkJBJWoOuRzGjYOPP4aOqqntUeuknknlxrgbdNrXCbO+ZkUhzE9eT6rC4ZMn8Zgzh97z5uEx\nZw6Hy6muqhSUTDs0jZV9VmJppPpJspubG5GRkcTFxVFQUMCePXvw9Cw7hYEglMxtmJOTQ2ZmJgDZ\n2dkcO3aMLl26qNzG2uBbX98SwiHAgwkT2HDwYB1ZJNFQqMgYi46OLhpfV65cAWi0wuHNnBw+i4/n\nFycnNJ+ymJjgnYD1fGs0dCRZqTEg3SE2IrKzYe5cOH0a/u//RAGxKnz99TLs7XMZOXK7ag2UkGjA\nyGQyBg/2ICDgGOCBgcFRPvxwYKW8e44dO8bChQs5deoUVvVwBf5R0nu7lXZomWohT5MXva4IubnR\nREcvJCsrCHv7NVhYDEUmk+Htva2ozfr1kreUOnDw5kHi0+I5OPog2pr11zM0PR3mzYPff1e9x5Yg\nKAkPH4+l5VjMzQertvNiZGdn8/XXX/Pt2m951eBV9rTZg7O3M00HNpW8CxsBX34JTZrArFl1bUnV\nyIvPI3RYKO1/bI/5IHES/ygHYvq5dMyHVH1iX5aXW/TOnQAM6dOnRNuNlzaipaGFl6tXlY/3NLS0\ntPDx8cHDwwOFQoGXlxcdOnRg48aNAEyfPp07d+7g7u5ORkYGGhoarF+/nrCwMO7evcuwYcMAMY/p\n2LFjGTBgQI3YWdPkl5NTLa+W7ZBQH5Izkxm1d1S1+6nIGNu3bx+//vor2traGBkZ8dtvv1X7uPUR\nuSAwITycT21taWdgUG67nIgc0k6n4fSzUy1aJ1GXyIQnl6/qOTKZrNSKnARcvSomee/RAzZsEG8k\nq0JKSgpOTjYcOPAeL720SrVGNnLU6dxVJ1saCjk54OIioKExn4iItfToMZ/z59dWePJ+5coVPDw8\n+PPPP3nhhRdq2NqaQ54mJ2ZxDIYuhqQeT6XdunboWus+dR+FIov4+C9ITt6EtfUCbGzeQ0NDr8y2\n6nTuqpMttUluYS4dv+/IT6/9RF+7vnVtTrV4913Rc+u/uYVKiY9fycOHfnTtegqZTPVruUqlkl9/\n/ZWl7y+lM52ZYTqDXqt6YfGGRYV+d9Tp/FUnW+oTgYEwZIiYnqYSEbBqQ2FqIVd7XaXl1JbYvKd6\nz1yPOXM49p/oVuJ9X1/81q0rep2cmYzzj874T/CnU/NOT+1TEOTMmNGe0aNjAXjllapXQVY16j6O\n8pRKHKdNI2HcuFLbnvxOJBougiAQdi+MAzcPcPDmQW4+uImOpg5337+rNuevuo+l6vJFfDwn09I4\n5uyMxhP3Cw8OPyhKb3Jzyk10bXSxnmtd7cUcidqhuueu5HnYwFEqxXwrX34J69bBmDFV70sQBD78\n8G0GDmzCCy98rjojJSQaAcuWgbu7jGHDPJg8eT4LF1bc6zAmJoZXX32VjRs31mvhEECmJSPnZg5J\nPyZh2NmQC44X0Gmhg1EXIwy7GGLobIhRFyP0HfRBUyAlZSexsYsxNe2Dm1sQurr1z+OyseF9zhv3\nVu71XjgMCIA//4TQUNX3nZbmT2KiD927X6q2cCgIQqnfkpMnT/LejPcgBT41+pTXvF+j+VvNpWTm\njYicHBg/Xlwwro/CoTJfSegboTT1aFojwiFU3Mtt3tF5TOs+7ZnCYXb2DcLDJyCXp6nIwsZDeE4O\no8PCsHnhBTR37CC2mIBov2MHs6szgZFQe+RKOecSzhUJhgWKAl53ep3P+3zOS21eYuhvQznCkbo2\ns1EQlJXFN7dvc6V791LCITyOIrKaacW9P+/R/VL3SkURSdRvJPGwgVBWJdeCAoGEhHxsbLy5cAHa\ntq18v48qxgmCwOHD17l16yHjx3dmyZKpJUIFJSQkyufcOfjtNwgJgaZNPThy5CjDhlUspOjevXsM\nHDiQpUuXFoUl1Vfyk/MJHhiMUCDwXMRz3F53m67+XSm8X0h2SDZZIVnc3XWX2JBY8ppcRTbvOzQN\nNGj+4DvM7V9EZmaEYFlaKCm+CipRt8SkxuBz0Ydr06/VtSnVorAQpk+HtWvBzEy1fRcUpBAWNhYn\np23VFsMFQWDKlCn89NNPyGQywsPDmT99PsGXgnlH/x0mfTWJlpNaoqEt5SJqbCxaBN27w6jqR/vV\nOoJSIHxiONoW2tivqYEqRYBCEEjKySlzW0RWFrfz87HW1eVI5BEuJV1i2+vbyrdXUHD79joSErxp\n2/ZzLCz+xdc37r+tp1Vue0NCEAS23bnDopgYVrZty9Tu3fmrdWs2+PqSB+gBs8eMKRVGLlH/ySrI\n4mjUUQ5GHORwxGHamLbBs70ne0fuxcXSpcS93q7huzAbp+KLsUQp8pVKxt+4wWp7e2z0yo7weZQ2\n4mrvq1i8YcGt1beK0hFJNHyksOUGwt69fmVWch0+XMbu3R5oVzHl1Lx5vRk69DSnT8OKFdC3Lyxe\nDL6+L7Nunb8qTJf4D3U6d9XJlvpObi64uMCqVfDGG+J7ZXkKlUV2djZ9+vShb9++fPHFFzVsac2S\nHZpN8KBgdFrq4OznjLaZdomch49uOvLzk4mNXczDB3/Tko/QvfEa2cE5orgYnIVMQ1bknfjIU1HX\nSpf4lfHYrbRD20xbbc7dxjiOPHd70tO6J4tfXFzXplSLr7+GEyfgyBFQZVpAQVAQHOyBsXEP2rat\nugf/I8Hc97gvkydPZv369fz717/84fsHY/XH8t7y92g7sy0aelUXDdXp/FUnW+oDfn4wbRoEB4Np\nPaxTFL0omvRz6bgcd0FTX1Pl/cfl5fH2jRs8vHyZrIAA4ot5ubXdsQP3Pn043ro1M1pasuPwa2wc\nvB4PB48y+8rNjSI8fCKgiZPTz+jrl/S+UadzV51sAciQy5kREUFQdja/dexIZ0PDujZJooZJzkzm\n4M2DHIw4yNn4s/S06Ylne088HT2xMXm6h7E6nb/qZIsqWRITQ1hODn926vTUecp93/uETw5Hniqn\nR2wP9GzLFhol1A8pbFkCECu5rlkzn4CAAYjehwIdOx7ljz/WVnriIwgK8vMTySs9R4kAACAASURB\nVMmJISkpnj17YPt2UCggIQEa4G+lhESNsWyZ6P3xSDgEKiQcyuVyRo8ejZOTEytXrqxBC2ue1FOp\nhI0Ow3K8JbbLbIuEwuJJ780GGXL79jpu3VpNy5ZTee75cLS0mkCvx/0IgkBBcgHZIdlkh2STdjqN\nRJ9Ecm7moNNCh4d+D+voE0oAHI44TPj9cP4Y8Uddm1Jpinvv5+XB5cvg6irg5ZXP1q3eVe73kff+\nI/Ly4pHLU7GwsMK76t1i0suE6CXRfHXhKzIzM5nqNRVPmSfH5x+n6/KuaBqqXnCRqB88eABeXuJ9\nW30UDhO/S+T+gfu4nndVuXAoCAI7UlKYHx3N+zY2LPDyws/Orkwvt/i8PAae/5N7nVbzoEnXUot+\ngqAkKekH4uI+oU2bZVhZzUEmkzx8K8qlzExGh4XRz8yMi66uGGhKv1kNEUEQCL0XyoHwAxyMOEjk\ng0gGtRvE285vs2vYLkz0TOraRIn/+Dc9na137hDk5vbUeUrSxiRiP4nFrJ8Z9l/Zk/B1guR52IiQ\nvuUGwuLFk7Czu0JeXlcEwQxNzYc4OclYvHhSqfBiQVBSUHCHvLw48vJiS/yNi4vk338TuXJFh8uX\n5cjlShwdoaBA3Dc2Fs6erf3PJyFRHzl/HnbtEsOVK4MgCMyYMYPCwsKicMT6SsqOFKIWRNHxt46s\nOvoeecvjSrWRyTQZZR6HkZEzrq4X0NcvO0xNJpOh20oX3Va6NPVoWvS+slBJbmQuqSdTYXZNfRKJ\np5Enz2Ou31x8Bvugq/X0AjjqyODBvUt571+/7seiRdUbe5mJUYzwOlfq/T+2RFe4D0EhUHivkPzk\nfAqSCshPEv+uPrOawNBAALTQYsR3I+j+Tvdq2StRvxEEMdx+1Cioj1Ge933vE78ynm7nuqFtrtoq\n7Q8LC5kREcH17GyOOTvT7b/KgUP69CkzJDYjPZIHl+eya1wAK27fZkNiIuscHHje2Ji8vHjCwyej\nVObQrds5DAwcVWprQ0YpCKy7fRvvhAS+a9eOEc2b17VJEipGrpTzT8I/RfkLFUoFno6efNHnC15q\n8xLamqod2xLVJ1uhYEJ4ON+1a4eljk6ZbQRBIP7TeO78cgezfma092lf5ATwZBSRRMNF+oYbCHl5\ncUydKioUgvA4zOqPP+QkJKwqEgdzc2PJz09AU9MYff22FBa24to1GQEBDzl3LorU1Gz69BnGyJED\n2LSpH998M4G//z5DYaHYX36+mLutf3/J/VBC4mnk5sKkSfDdd2BhUbl9P/30U65evYq/vz/aVc05\nUMcIgkD85/Hc2XqHrqe6YtjRkLwDcQwdWjr/0/btBjg6HsDMrF+VjqWhrYFuK11ybpSdv6o8/Pz8\nmDdvHgqFgilTpvDBBx+UajNnzhyOHDmCgYEB27Zto1u3bgCkpaUxZcoUQkNDkclkbN26lR49elTJ\n/obA6vOr6WLZhYEOA+valEohCJCYCIaGHlhYzCch4bH3vrPzUYYNW1ut/rVMyvam0TLRRFAKFD4o\nLCEI5iflU5BcUOK9grsFaJlqodtKF51WOtw1ussXV7/gfNz5ov7yhXy+/eVbRk8fXa8XGySqx/bt\nEB4OO3bUtSWVJyMgg5tTb+J8xBn9tvoq7ft4aiqTwsMZZmHBNicn9J/h5aYUlEz7v2l83udzXm9p\nx2stBLanpDAsJIR39E/xcs56bFsvwMZmYY1USm+o3C0oYGJ4OKlyORe7d8e2nJxqEvULQRCISY3h\nVNwpvP/xJj49HgMtA2Y+N5P9I/fjbOksXZfUnA9jYnjO2JjhzZqVuV1QCETMjCDzUiZtP2+L+RDz\nMqOIpGrLDR/pitdAuHdP/CsIYq6m998XBcSCgrsUFt7H0LAL5uaeaGpace3aXU6c+Ie///6bkJC/\n6dmzJ/36DWLOnP64uLigUaz6XFTUfWJiSh4rJgaio+/X4qeTkKh/fPQRdOsGla1xsnnzZrZv3875\n8+cxMjKqGeNqGGWhkoh3IsgOysb1X1d0WpS9ivmIJk3cqiwcAiVyJ/J9xfZRKBTMmjWL48ePY2Vl\nhbu7O56ennTo0KGozV9//UVUVBSRkZFcuHCBGTNmEBAQAMDcuXMZPHgwe/fuRS6Xk52dXWX76zvx\nafF8E/ANl6ddrmtTnsrdu3D9ulg9+fr1x8/19KBTJxmdO3tw584xCgo8MDA4WqmK6E+iUGSRlnaW\nvMLYMrdnXsrkjP4ZtJpoodNKB52WOkXioGEnQ8z6mxW91rHUQUNHg9zcXFatWoWPjw8DBgxAM0kT\n5I/7DA4OZv/+/QwfPrxKNkvUb+LiYMECOH5cPKfrE7lRuVx/4zpO25xo4tZEZf3mKZUsiYnh93v3\n2OroyICmTZ+9E7Dp8iY0ZBpMcZ0CgIZMxmgzJc5GK7mVncAcYQ1vKF/ifaUMAynatkKcTE3l7fBw\nxlta8pmtLdrlVLqWqB/EpsbiH+fPqbhTnIo7hVJQ8ortK2hqaCJXyskoyCD6YTQuLVzq2lSJZ3Ai\nNRXf+/cJdnMrc7siV8GNMTdQZCno6t8VrSal5SMtUy1JOGwkSOJhA+DCBYiMFJ+fOQOnT0OPHvDS\nS2Bg0JG8vIn83/8d5++/v+fs2bM4ODjQv39/PvvsM3r16oW+fvkrvLduFWBhUTofRUJCQU19HAmJ\nes/587Bzp5isvjIcOnSIjz/+mDNnzmBpaVkzxtUw8gw5oW+GoqGrQVf/rmgaVWRmVb0V6fRz6ZUO\nl7h48SIODg7Y2toCMHr0aA4cOFBCPDx48CATJkwA4PnnnyctLY2UlBT09PQ4e/Ysv/zyCwBaWlqY\nmDTevD3zj81n7vNzsTW1rfFjFc9N+BgBO7vHuQnT0koLhNevg1wOnTtDp07g7AxjxojPH3kGC4IH\n//ufmDu4sl6HCkUuGRn/kpZ2ktTUU2RnB9GkiRsyWdnnv1FXI170f7HCBU0OHTrE3LlzcXV15cqV\nK3y8+GM6mXZCv5s+Mi0ZglwgNzaXQ/sPSeJhI0ShgAkTxIVjl3o2Vy+4V0DwoGBsP7VV6eQzKCuL\ncTdu4GRgQJCbG+YV9OK/k3WHj059xKkJp9CQaSAIAnfv7iIqaj5WVjNw6XIAlwIFH8TE4HTxIt52\ndrzVvLnkWVUOckHgk9hYtt25wzYnJ/pXUMCVUC8S0hM4FXsK/3h/TsWeIk+exyttX+EV21dY9tIy\n2jVth0wmY/DOwUQ8iMC9lTubXttU12ZLPIN0uZzJ4eFsdnTErIzfyMLUQq57XkfXRpeOezqioSOJ\n/o0dSTys58TGioUY+vYVvQ737IGcHNi4Ef75B86fD+DgwVfp378/b7/9Ntu2bcOiEjGUwcGRNWi9\nhETDIzcXJk8GHx8ox/u/TAICApg8eTKHDx+mXbt2NWdgDZJ/O5/gIcGY9DKh3bftkGnVzmSqKhPO\nxMREbGweV/aztrbmwoULz2xz+/ZtNDU1adasGZMmTSIoKIju3buzfv16DAwMSh1n+fLlRc979+5N\n7969K22rOnMs+hjX7lxj57CdtXK8snIT6uj40aSJjIEDRZEwPV0UBTt1EsVCT0/xecuWT6+cLJPJ\nWLDAg8mT5z/T61CpLCAzM5DU1JOkpZ0kMzMQQ8MumJr2oW3bzzA27ommpgF6er2BuFL7a+hpVEg4\njI6OZu7cuURGRvLjjz8yYMAAANaMWUPAqCC+Pe5LvoYGekolixYNpYdm1ZUjf39//P39q7y/RN2x\ndq14D7hgQV1bUjkUOQpCXg2h+ajmtJrWSiV9KgWBtbdvsyohgTX29oy3tKyUsPfe0feY6jqVzs07\nU1Bwl4iId8jNjcDZ+S+aNBFzirbR0+a3jh35Jz2deVFRJfIhSjwmPi+PMWFhNNHS4oqbW7m51CTU\nj8SMxCKvQv84fzLzM+lt25tXbF/hg14f4GjuWOa42jV8F9MOTWPTa5sw1auHFZsaGfOiohhkbs7A\nMkT9/Nv5BA8MxmyAGfar7ZFpSAskEpJ4WK9JS4MhQ2DJEoiMVHDmDERFidvu3BFDJt98sys//xwg\nrYhKSNQSH38sen5Uxvnn5s2bDB06lG3btvHcc8/VnHE1SFZQFiGvhmA1xwqbhTZl/ubk5ZUdwlkX\nVPQ3UXiivLxMJkMul3PlyhV8fHxwd3dn3rx5eHt789lnn5Xav7h42NAoUBQw+8hs1g9cj55WzcVJ\n5uTAjRuPPAg90NGZT07O49yExsZH6dVrLV26iCJh69ZQ2Yi44lWRe/WK5uzZq5w9+yV6erZ4e29D\nEBRkZl4hLe0kaWmnSE8/j75+O8zMXsHG5n1MTF4Uq4M/gfymBb8s6oaxexNk2qKHYF5sHqaObZ7x\nmXPw9vbmu+++4/3332ffvn3o6j4uRBOgH8Tc3buJHju26L3onTtZ/xYMoWqVMp4Utz/99NMq9SNR\nuwQFwVdfQWAg1KeCtYJC4MaYGxg4GmC7wlYlfSbk5TEhPBy5IHDR1ZW2T4msKQu/KD8uJl5ki+cW\n7t3bR2TkLFq0mEDHjrvR0ChdCOoFExMuurqK+RCvX6ePmRlf2tlhrVv/ikapmv337jEjIoKFNjYs\nsLFBQ5qHqDXJmcklwpBTc1Ppbdub3ra9md9jPh2bdazQfZOpnim/j/i9FiyWqC4H79/nTFoaQe7u\npbZlh2UTPCgY6znW2CywKWNvicaKJB7WUwoKRHFiwACYNQtmzkxl/XpNCgsVACiVcPlyE95+20kS\nDiUkaol//xUT1VcmXPnOnTsMGjSIL774giFDhtSccTXIw6MPuTH+Bu182tF8ZNmVE2/dWoNcns6f\nf/4PmaxkaISenm0tWFkSKysrbt26VfT61q1bWFtbP7XN7du3sbKyQhAErK2tcf/vhuvNN9/E29u7\ndgxXI7759xvaNW3Hq+1fLbWtIuHFT5Kb+1gkDA2FsDDxb1IStG//yJtQxtSpHvj4HCM3V8xN+OOP\nAxk+vHrXuby8J4v53AZgz57bhIR4kp5+Fl1dK0xN+9Cq1Tt06LALbe2nh99lXspk1Pm5dDvbDSPn\nx/lL5Wly0s+ll7mPIAgcPHiQefPm4e7uzrVr10p4vz7iW1/fEsIhQPTYsWzw9S2zcqxEwyQvD8aP\nh9Wr4b8MDPUCQRCInBOJIktBx98rJko8i10pKcyLimK+jQ3v29igWYE+iy8aKAUlgYmB9DK3Y/7s\nzkyapEWnTvsxMen51D40ZDImtGjB8GbN8E5IwCUwkDnW1nSOimLTwYPV/lz1jVyFggXR0fg9fMih\nLl14TvLGVEsm+k4kMCmQzPxMdDV1eZD7gJdtX6Z3m97Mem4WnZt3RkMmhag2VO4VFPBORAR7OnbE\n6IlVp/Rz6Vwfdh2HNQ5YjqufKZQkag5JPKyHCALMmAGGhrBmDeTkRGJkFEtqqqJEu4wMBc8951lH\nVkpINC4eVVfesKHi4coZGRkMHjyYSZMmMXny5Jo1sIZI3pJM7NJYOu/vjMkLZef9S07eSmLiBnx8\nQtDTU48VTDc3NyIjI4mLi6NVq1bs2bOH3bt3l2jj6emJj48Po0ePJiAgAFNT06JclDY2NkRERNC+\nfXuOHz9Op06d6uJj1Bm3M27z9fmvuTDlQpnbywovNjDwY/ZsGbm5YkXYR+Lgo0diIjg4PA45njhR\n/GtvD1rF7lYEwYOzZ6uWm7CyKBQ5WFqOxdFxMzo6Fb+JlmfKCXsrDMfNjiWEQyg/sXhUVBRz5swh\nJiaGzZs3069f+UWE8stxrcyrsIUSDYFly6BdO3j77bq2pHLc+voW6WfT6Xa2W7VzaKUWFvJuZCRX\ns7Lwc3bGtUnFC648uWgg1jcLY/duK9zcrqOpWToVRXkYaWryedu2TG3ZkvG//caKEydQeHmJNwUN\nlMMnT/Ktr5g6QVepZOjAgfzQrBkdDQ256uaGiZY0zVRHkjOT2RO6hzy5eMXob9ef8FnhaGrUI9dl\niSojCAIzIiMZY2nJi6YlQ8vvH7zPzSk36bC9A009pPykEqWRftXrId7ecO2aWBhFUxNCQuawaZOA\nnZ1dKQ+Fw4cPS8nTJSRqgU8+EYswvPnms9sKgkBhYSHDhw/H3d2dZcuW1byBKkYQBOI+iuPub3fp\neqYrBu3LnmTdu7ef2NhldO3qrzbCIYhFTnx8fPDw8EChUODl5UWHDh3YuHEjANOnT2fw4MH89ddf\nODg4YGhoyM8//1y0/4YNGxg7diwFBQXY29uX2NYYWHhsITPdZ2Lf1L7M7cOHe7BmjSjwPQov1tU9\nygcfrGXcOFEQfCQSvv02dOwoCocVqWlQmdyEFUWpzC/zfQOD9jRvPqrS/UXNjsL0ZdNyPXGLk5OT\nw5dffskPP/zAokWL8PX1RecZucHu5uaW+b7OE2H2Eg2XU6dg924xbLk+BZik7E4h0ScR1/OuaJlU\nbhoybv84LiVdQkOmwZjOY4iTmbFXaU874R6DFGFsP7+brYpCChQFFCgKKFSKzwv/e+/J13pJ4Qwt\n4zj6+g6VEg6L00ZPD/0rV0ThsAFz+OTJUqkTjm/ZwrtDh7J+2DAp6klNeZj7kAE7BmBjbEPkw0jc\nW7nz+4jfJeGwEbH77l1uZGezo1iBQIDkn5KJ/SiWLoe7YOwueQxLlI0kHtYz9uyBH38UwyONjOD+\n/b/48MOzDB36Jj///It0sZaQqAMCAuDXXysWriwIAl5eXhQUFGBgYMB3331X78atMl/JTa+b5Ebn\n0u3fbug0K1voSE09TkTEOzg7H8XAoH3Jjf7+oKriIQUFYqLXpKRK7TZo0CAGDRpU4r3p06eXeO3j\n41Pmvi4uLgQGBlbOzgbCqdhTBNwOYOvrW8tt80jgGz36GAqFB9raR5k0aSBeXjLatauYSPg0hg/3\n4MiRowwbNqBa/SiVhSQmricz81L1DCpGyq4UMgIy6H65+1PbCYLAgQMHmDdvHs8//zzXrl0rFTpf\n1j7L4+JI69qV1jt2kDBuXNE2w61biX3hBWJzcyud602ifpGWJnrm/vTT42rh9YE0/zSi5kbhcsIF\nXeuK5QWUK+X4Rfnx+a61XLiUDFp6IM/nyweRaLz4Fq9xgw4aWWhrm6Cj2QxtDW10NHXQ1hT/6mjq\nlHxPQxstRSIa+dfYfCG6Rj5neZ7BDYmyUicovbyI8PVFJjktqCWZ+ZkM2jmIgQ4DWfLCEqb/33Sp\nsEkjIzE/n3lRURxxdkbvv98pQRCI/zyeO9vuiM4A7aq2cCLROJDEw3rEuXMwezYcPw6tWonVHhct\nGk9ubhs2btxc7wQICYmGQF6eGK787bfQ/NlORuzbt4+dO3dia2vL1atX0apnYT2FqYWEDgtFy0wL\nl5MuaOqXvVqdkXGBsLAxdOq0jyZNupVuUBHxUKGAlBRRFHza4+FDMDCASoSrSVSNQkUhs47M4huP\nbzDQfvoN5o0bHujpzSc7ewDdux9l9eq1KvOQkslk/PTT2mpd99LSzhIZOQMdHSuaNHEFLlbbrtyY\nXKLmRuF8zBlNw5JjQxCEInsjIyOZM2cO8fHxbNmyhb59+z6zb4Ug8G5kJIEZGVz18uKSoyMbfH3J\nA/SAWRMmEOXoSI8rV/jJ0ZHX6pOqJFEpZs8WC+Y9sfah1mSHZhM6MpSOv3XEqIvRM9tHP4xm67Wt\nbLu2jSZ3m/MwqT0s/Phxg5+3srGnJmP6v/fMvvLy4khNPUlq6gnS0k6ioaGHmVlf9HVbAmnV+FRl\no6tUqrxPdUNKnVC/yJPn8fpvr+Ns6cxX/b5CJpNJhU0aGYIgMOXmTd61sqL7f/fLgkIgcnYkGf9m\n4HrOFZ0WUkV0iadT60tjfn5+ODk50a5dO1atWlVqe3h4OD179kRPT481a9ZUat+GTFSUGA65fbsY\nGgnw3XeTOHo0l4MHT5WowijxH/7+dW1BrVPRMRIYGIiWlhb79++vResaJp98Ap07w8iRz24rCALv\nv/8+BQUFGBsbo1/PvIPy4vK42usqRl2N6PRHp3KFw+zsUK5ffx0np58xNX2xnM7yxHi7I0dgyxZY\nsUJM5vr66+DuDlZWoK8Prq4wbRps2gRXrohldJ97DmbOhK1bRXfP/HzIyBCT5knUKBsubsDa2Jqh\nTmUF+z3mzz9h0yYZa9d60KSJ6sKLi1PV/goK7hIePpEbN8Zga7scZ2c/DAw64Ov7cqlHZYr5KAuV\nhL0VRptlbWjSraSQLQgCU6ZMISsri6VLl9KzZ0/69OnDtWvXKiQc5imVjAwNJSo3l1Ndu2Kpo8OQ\nPn3wW7cO/3Xr8Fu3jlf79mWetTW+nTvzbmQkH0RHI6+lMGbp3q72+P13uHgRvv66ri2pOPlJ+QQP\nDsZhrQNmfczKbZdbmMvO4J30+aUPPbb0ILcwl2PjjtEm50XuTZ5Rom3OpMn8evhwmf0UFNzl7t09\n3Lw5jYAAey5ffp7U1L8xM3uFbt3O06NHLI6OP6GjU4EVvyowZ+hQ7HfurJG+1YXyBFK9WrZD4tkU\nKgoZtXcUzQyb8eOQHyVnk0bK5uRk7hUWsqR1awCUeUpCR4aSczOHrqe7SsKhRIWoVZcXhULBrFmz\nOH78OFZWVri7u+Pp6UmHYjH35ubmbNiwAV9f30rv21B5+FBcYV6+HDz+yz1/9uxffPzxbo4dO0Dz\nirg7NUZUGRZZD6joGFEoFHzwwQcMHDgQQcqPVS0uXIBffql4deXPP/+cuLg4AMLCwti/f7/a5iR9\ncPgBJr1M0DIVLxOZlzIJfi0YC08LHL5xKHe/3NxYgoMHYm//DebmT1SP9vcXH7GxYpz3zz+L3oLt\n2kH37tCli/gj16qV+LC0rH58q4TKSM5M5ouzX3De6/xTJx8hIaLe+9df4ObmwYUL1Q8vVgWCoCA5\neTOxsR/TosXbuLuHoaUlinze3tuq3X/cx3FoW2hjNceq1LZ9+/axe/duDh48SL9+/QgKCsLKqnS7\nskiXy3n9+nUstbU53KULus8IiexpYsIVNzfG3bhB32vX+K1jR1rW4AKjdG9XsxSvXF5QAJcuQefO\nArNnl1+5XJ2QZ8gJGRxCq3dalVu589qda2y5uoVdIbtwa+XGDLcZeDp6oqslnrcJwcdwyThTar87\nCQXiMeQZpKWdJi1N9C7Mz0/AxOQlzMz6Ym09BwODTmX+Zunp2fLEKVn0fnV4VPF8g68vR6vVk/oy\nzdOTk1u2IC+W29F+xw5mjxlTh1ZJPIlSUDLpwCQKFYX8MeIPKbdhI+NRUaN04EpaGutHj0ZbQwN5\nmpwQzxB0rXRx/ssZDd2Gn2pBQjXUqnh48eJFHBwcsLW1BWD06NEcOHCgxE1is2bNaNasGYefWE2s\nyL4Nkfx8eOMN8PSER6m4EhISePPNEXz11eu4u79WtwZKqA0VHSMbNmzgzTffbLT52lTFo3Dl9esr\nFq6ckpLCihUril7n5OSwevVqhqlpYnGTXibELI3BbqUdaWfTCJ8YjvHzxtivKrtABkBBwR2Cg/vT\nuvUSLC3fKt2gd29o0wZ69hSrZPzyS819AAmVs+j4IqZ2n0p78/bltrl3T3QeXbdOdCCF6ocXq4LM\nzMtERMxAQ0MHF5cTGBl1UWn/qSdSufPrHdyuupX6rIIgMHv2bHJzc7G1tWXXrl0V/n8k5+czKCSE\nF01MWO/ggEYF97PQ1uavLl1YGR9P98uX2dGhA33Myvf4qg7SvV3NUlbl8ps3/Vi6VP2uG1By4UlZ\nqCT0zVCMuhlh2MWwRLv0vHR2hexiy9Ut3Mu5x6Suk7gy7QptTNsUtYnPy2NuVBQGemmsmZhS6ljf\nft+EK1d6kp0dQpMmz2Nm1hdHx800adIdmezZUxxVLBqUx5A+fRjSpw+y9etr7Bh1iX+bNrzYrx86\nxVInzB4zpkg4lah7BEFg9pHZ3Mq4xZGxR9DRlDzLGhNlFTVas3MnbbL0aLaiCWb9zLBfY49MQz2v\nJRLqSa2Kh4mJiSWqAVtbW3PhwgWV77t8+fKi571796Z3PfU+EwSYOlVMhv0okicrK4tXX+3PyJGa\nTJq0rU7tU0v8/cHPT4yZi4gQwxy7doU+fdTOC9Hf3x9/FYZWV2SMJCYmcuDAAU6ePElgYOBTJ7AN\nZRzVFMuXixViKxKurFAo6N+/f6n3g4OD1db7UMtUC9vltoS8FkLOzRxM+5jitNmpyBPxSQoLUwkK\n8qBFi0lYWc0osw3Z2TB0KCxeDKmpKrFT1eNIomzOxp/FP86fG+/eKLdNQYGYXmPkSCieR78uhUO5\nPI3Y2GXcu7cXOztvLC3fRiZT7Qp7wb0CwieE47TNCZ3mpSdn8+fPJyVFFD7i4+MrPOYjc3LwCA7G\nq2VLlrRuXen/o4ZMxke2tvQ0MWHsjRvMsrJicevWFRYgK4p0b1ezlFW53Nn5KMOGra1r08rk0cJT\n28/bEj0/GjRAQ08D0xdMEQSBswln2XJ1CwfCDzDAfgAr+6ykn12/Eh5RBUola27dYs3t28yztsbI\n0hIoLR42MdCnbduVGBv3RFNTPdKANIZrkn9aGn/ev0/ImDGYTZhQ1+ZIlMOyU8u4cPsCJyecfGaO\nYomGR1lFjQpfGEvhlBwslzlg875NnS/sStQ/alU8rM4JWpl9i99g1mdWrIDwcFEP09AApVLJ+PHj\nsbNLY/HitWhpmdS1iepH8+awfz8MHAi9ekFCAuzeDU5OYvEFzaq56z8ZwgkgT5OTfi4d8yHmVeqz\nd+/edMnuUtTvp59+WqV+HlGRMTJv3jy8vb2RyWQIgvDUsOWGMo5qgosXxYjb4GAqVABi5cqV3L17\nl549e5b6ng4fPqx24mFWUBZ3tt0hZVcK+m31KbxXiMPXDuUKhwpFNiEhr2Jm1o/WrZeU3akgiK6a\n3brBnDlw+rRKbH1SRKjuOJIojVwp592/3mXNgDUY6ZRf6GDuXDA2hpUra9G4chAEgbt3dxId/T4W\nFq/j7h6GtnbTGjnOzck3aT62OU37l+4/PDwcHx+fot/ainocX87M5NWQxtQQTwAAIABJREFUED6z\ntWVqq1bVsrGfmRmXundndFgY59LT2d6hA+YqTAcg3dvVLDKZjL59PQgIOAZ4YGBwtEZyiKoKLVMt\n2ixuQ1C/IIRCAeMexhguNWTN9TVsvbYVLQ0tvLp5sbr/apoZNiu1/4nUVN6NjKSdvj6Brq601ddn\nXjles2amHTAzUy9Pt4Z+TcpSKPAKD2dj+/aYSWlF1Javzn3Fnzf+5MykMxjrGte1ORJ1QOv4lhhm\nQfZ/t20dQ+HzpRDqkMjriwbXrXES9ZZaFQ+trKy4detW0etbt25hbW1d4/vWR3bsEMWJf/8Vi4gC\nLFu2jJSUcNautaJly8l1a6A6sn+/GNu9ejVMmCC6hm3dCqdOwdKl8MUXoiI7dGjFFJ9iFA/h1DLV\nQp4mL3pdHYr3W10qMkYuX77M6NGjAbh//z5HjhxBW1sbT0/Pah+/sVA8XNmy7PRNJThx4gQ//vgj\nV69epWXLljVvYBUpuFfA3V13ubPtDoUPC2kxoQXOR5xJ3pJMx986kvB1QtH5XxylsoDQ0OEYGDhi\nb7+6/Antl19CfLwoGspkaucJLFE+PwT+QDPDZozoOKL8Nj+IX21AQJXXaFRGdnYYkZEzkcsz6NzZ\nF2Pj52vsWIk+iRSkFNBpX6dS23JychgwYAAaT+QofJbH8fHUVMaEhbHJ0ZGhKqqYbKWry0kXF5bE\nxuJ66RK/d+rE88aqmVBK93Y1S0AA/PijB506zSc0dIBaeh0qshWkn0snzT+NtFNpZIdkY9jVkIwr\nGWyYuoFDOw8xvMNwtr2+jR7WPcq8TiTl57MgOpqAjAzWOzjg+d+5LwhK8vLia/sjSZTDhzExvGhq\nyhDzqi2cS9Q8my5v4odLP/DPpH+wMFDNNUSi/hHf/C5TfoKfpkCXEPhgFYR1gAtdI+raNIlapnju\n5OpSq+Khm5sbkZGRxMXF0apVK/bs2cPu3bvLbPukR1Rl9q3vnDkDCxbAyZPQooX43vbt29mz5zc2\nbMihQ4ctKg+7qtcoFPDxx6Li6ucnFl6Ax+LEK6/AuXNiVddly0S3mM8/FwszVFBE1DLVwvZjW671\nuwYCFCQXoG+vT+jIUGSaMmRasqK/aFLidYnnZbTRMtYiaGBQtf8NFRkjMTExRc8nTZrEa6+9JgmH\nleSzz0RH1lGjnt02KSmJ8ePHs2PHDrUUDpWFSh7+9ZA72+6QdioNc09z7NfYY9rbFEWGooRgbrfS\nrsRrEAtQ3LgxHg0NAxwdN5UvHB4+DN99J7ps6km1GOsTKVkpfHbmM05PPF3u93vqlLhWc+6c6HlY\nVygU2cTHryA5eQu2tstp1eodZLKaUzKzgrKI/ywe1wBXNHRKXpMFQWDmzJno6OjQs2fPUvuW53G8\n5+5dZkdGsrdTJ14yNVWpvdoaGnxtb08vExNeCwlhWZs2zLayqrYHm3RvV3Ncvy6ud27fLiM724PJ\nk2umcnllUWQrSD//n1jon0Z2UDZGrkaYvmJKs0+acTL/JHe+vMOBRQcYv3c8V7dfxba1bZl9yQWB\nDbdvszIhgektW7LF0RGD/1Yg5PJMwsMnIJc/rMVPJ1Eep1JTOXD/PiFiQlsJNeS367/x6elPOT3x\nNFbGFSvKJdHwyJDLCe/uyM2zu/jsozG0jYVrLrCv9R68R5S/ECzRMCmZO7l63vC1Kh5qaWnh4+OD\nh4cHCoUCLy8vOnTowMaNGwGYPn06d+7cwd3dnYyMDDQ0NFi/fj1hYWEYGRmVuW9DIyJCzBe1cyd0\n+s+R4fz58yxYsIBff/WkTZt8TEz+V7dGqhOpqWJyrZwcCAwsWbmiuGeTTAaDB4vhzPv3w/z5YG4u\niogvv/zMw2QEZhA+MRxda11Sj6XS8beOaFtoIygEBPl/j/+eo6DE6yf/PrkdoIlrE6hYiqhyqcj4\nkqgegYGwZUvFwpXlcjlvvfUWM2bMoI+aJRAvHpZs4GhAi4ktcPrFCS3jx5eE9HPpJYTCRwLio1B9\nQRCIiJiJXP6ALl3+r/zk9OHhoqvmgQNQweqyEurD4hOLmeAygY7NOpa5PSYG3noLdu0Ch/KLcKuM\nDz+cSF5eXKn3ZTINRo6MxtT0JdzdQ9DRaVGjdiiyFYSNDsPhGwf07UvnWvv5558JDAwkKCgIQ0PD\nMnoozYbbt1l16xbHXVxwNio/PLy6DLWwwNnQkDdDQ/knPZ2fHB0x1qr67aB0b1czxMaKtyzffAOD\nBoEgeHDkSN1ULlfkKMg4n1EkFmZdy8KomxGmvU1pu6Itxj2MSchPYN2FdewL2MfSC0sJGB1AVHoU\nX/3vK8ymmTHjtxmlPNf/SU9nZkQEljo6nOvWDUeDx3nZcnIiuX59KCYmvTA3fx1f34RSdlW3KrJE\nxclSKPC6eZON7dtjWo3fC4ma43DEYeb6zeX4+OM4NK2FC7KEWqIQBN4KC2PIK6/wxj/tyYvKwTjL\ngBv2x/AeN0IqatQIGT7cg1Wr5nPpUvXvH2TC05Ke1UMe5XKrj9y/LxYh/fBD8PIS34uPj6dnz558\n//0KLCwW4e4egq5u9fIfNRiuXxdLUQ8ZAl9/DZXJvaJQiLPd5cvB3l4UEZ97rlQzZb6SuE/jSN6S\nTNuVbcm6mkXr91uXG8JZFR6FQDt+76g25259Hkc1RX4+uLqKzqtvlVFI+EmWLFnC5cuXOXLkSKmw\nxbqg8H4hKTtTSoQlt3i7BfoOVUsyHxOzmNTUk7i4HEdLq0nZjdLT4fnn4f33H/+o1TDqdO6qky1V\n4d9b//LmH29y490bZeZMyswUr1nvvAOzZtWOTfPm9Wbo0NL5MrdvN2D16v/DzOyVWrHj5rSbKHOV\ndNheWugKCgqiX79+nDlzpkJCmCAIfBQXx+9373LU2Zm2+rVT+CFPqWReVBSnUlPZ26kTXZ4QLNXp\n/FUnW2qDlBR44QUxj2jxsSUIgsq8Dp+Wy9n0FVMy/i0mFl7NwqirKBaavmKKcU9jNA1E78ALty+w\n5t81nIw9yRTXKUxOnYxdfzs8D3tyJOoI7q3cOfLaEbhMUY7ouwUFfBATw9+pqayxt2dks2YlPteD\nB38RHj6Rtm1X0KpV/V74VKdztzq2zIqMJFuh4GcnJxVbJaEKTsedZsQfIzj01iGet665VB11SUMZ\nSzXNgqgoQh5m8s16XfJu5mLobIjtx7YqnbtK1AxlhxcL2Nnls3Wrd7n7FRZCUpJY6qG8R36+HwUF\nMgRhYLXOXUk8VBPy8qBfP3jpJTE1H0BmZia9evVi8uTJ9O17CmPjHrRps7huDVUX9u6FGTNg7VoY\nP77q/RQWisklV6wQlaEVK8DZGYDMS5mETwxHv70+dt523F5/u8ych9X5ES7ej7aZttqcu/V1HNUk\nS5dCWJjouPqsudtff/3F9OnTuXLlCs2alU4Ir0qeNgE0G2DGwyP/hSWfFMOSW0xsgWlvU2QaVZ+A\nJiR8xZ07v9Ct2xm0tcvJe6RQwOuvg60t+PhU+ViVRZ3OXXWypbIolAqe++k55veYz1jnsaW2K5Xi\n2o2lJWzcWOk0slWmPPHQ1/cl1q1TTRGeZ3Fv7z1iPoyh+5XuJbx1ATIyMnBzc2P58uWMGTPmmX3J\nBYF3IiIIysriry5daKZTulpzTbMjJYX3oqL42t6eiS0ee2yq0/mrTrbUNOnpYuDE0KHwySc1d5zi\n9x8yXRmpf6cStyIODW0NsoOzMXQxxLS3KWavmIlioeHjFABKQcmhm4dY/e9qbqXf4r0e7zG522Sa\n6D5eSErLS2PaoWlsem0TpnpiCL5CENiUlMQncXGMt7Rkua0tTYp5sQmCQELClyQmfkenTr9jYtKr\n5v4BtYQ6nbtVteVUaipvh4cT4u4ueR2qIYGJgQzZNYTf3vyNPm0brldZQxhLNc1Pycn4hMSz+XMd\ndE200G2li/0qe5XOXSVqjr17/YqFF4sYGPjx/fcyXFw8uHWrbGEwJUW8H2/duvyHiYlAr17zCQhY\nJ4mHxVHXwfw0lEox8lapFAsDa2iAQqFg2LBhWFpa8uWXw4mMnMlzz4WiodHI84UpFKLr1+7doorj\n6qqafvPyxBmwtzfKF14hznw+yX/m4/CNA83fas7Dvx6qvNoylBR+1OncVSdb1IFLl0QH16Cgx3lI\nyyMhIQF3d3f27dvHCy+8UOO2PXkzIE+Tc/Odm2g31ebevntFYcnN3mxWSuioCklJm0lI+JJu3c6i\nq/uUMOSlS8UkeH//XTmv4GqiTueuOtlSWX689CO7QnaVm+tw6VI4exaOH4fa1LvKFw9fZt06/xo/\nfl5CHpfdLtPlcBeM3Ut6YwqCwMiRI7GwsOCHH354Zl+5CgVv3bhBjkLBvk6dSogotU1odjZvhoby\nP2Njhty+zcaDBzm2YYPanL/1eSxVhtxcMR2ziwt8+23Ni/K50blc63ONwnuFaBprYjnGkqYDm2LS\ny6SEWPiInMIcfg36lbX/rsVUz5SF/1vIsA7D0NJ49rl7KTOTGRER6Glo8H27dqU8XRWKLMLDJ5Kf\nf5tOnfY9/fpSj1Cnc7cqtmQpFDgHBuLTrh2DpSIpakfo3VD6/tqXja9u5HWn1+vanBqlvo+lmsY/\nLY3Zx67z/UdatHqtGSYvm2D6oqnK564SNYcgCLi6zufatbWI3ocCGhrzMTJaS+vWsnKFwVatKjbV\n2rvXjxEjBlXr3JVkZzXgk0/EIqQnTojCIYghj+np6ezZs4vgYHccHNZKwuHDhzBmDBQUiMnnVOnR\npacHc+eS6Tqa8BGX0E89ifsbcej8bxHIZGX+yGqZalX7x1f68VZ/8vNh4kQx79SzhMOCggJGjRrF\nwoULa0U4hMe5CKMWRKFrrUvS90nIdGW0nNQS13OuVQ5LLou7d/8gLm453bqdfvrE7vffxcStgYG1\nKhxKqIb7Off5+NTHHH/7eJnC4e7dj7/e2naUUyrzaveAxRDkAjfG3sBmoU0p4RDAx8eHmJgYtm/f\n/sy+UgsL8bx+HRtdXX7v2BGdOk5t0MnQkMDu3RmyfTtvnTxJweTJsGFDndrU2CgsFAtx2djA+vU1\nLxzmJ+cT4hmC+WBzkn5M4rmw59CzLfs+8272Xb4L/I4fAn+gp01PfvL8iRdbv1huCPXhkyf51teX\nfA0NNBQK9J57jqv29njb2fG2pWWp/XJzo7h+fSjGxj3o0GEnGhq6Kv+8ElXjg+hoXjY1lYRDNSQm\nNQaPHR6sHrC6wQuHEk8nOjeXZb9f59uPwe5jG6xmln2Proq5q4RqEQQxE9v+/bBvn4yEBA+0tI4h\nl3ugr3+UjRsHMn68am4Ihg/3eHajZ1D3ibgaGZMnf0jv3p/Qu/dyevdejpPTclav/gRb2w95lOZo\n27Zt7Nu3j3379nH//mZ0da0xN2/kFXFDQsSchB07wrFjqhUOEXMbxi6LJfjNKFqvcaPTnanotLcQ\nKzfPnCkmEniEv79Kjy2h3qxYIRaCqEieww8//BALCwsWLFhQ84YVo+BeAfcP3Cf+s3gc1jnQM6En\nbVe0Valw+PDhMSIjZ+HsfAR9/ack4g4KgnffhT//VPk4lagdlpxYwltd3sLZ0rnUtsuXYc4csf5N\nbX+9GRkXycq6WrsHLUb85/Fo6Glgs9Cm1LYLFy6wYsUK/vjjD/SeUVE8KT+fl65dw9XIiB0dOtS5\ncPgII01N9K5cEYVDiVpFqRTTwsrlsG3b44XkmiIvIY9rL13D4g0L0IAesT1I+DoBeZq8RLvw++FM\nOzQNRx9HUrJSODvpLAdGH+ClNi89VTicu3s3x4YN4/TQoZwaPpxzJ06wLjubCS1alNrv4UM/rlzp\nRatW79K+/eZGLRz6+fnh5OREu3btWLVqVant4eHh9OzZEz09PdasWVOpfavCydRUDj54wDe1UQ1L\nolIkZSbRf3t/lry4hHHO4+ranHrDs8bJzp07cXFxwdnZmV69ehEcHFwHVlaOdLmcj9ZfZfliAect\nHcoVDiXUB0EQo9oWLwZHR3j1VTFlyQ8/wIMHHri5+QECLi5HGTdOdUXSVJEzWfI8rGVKlsoW0df3\nY/hw8cv8559/WLRoEadPn6ZJEyXh4Svp2rXssLFGw++/i2LEunVifLeKybz8X25De33cg9zRafGf\nK81nn4mz5FWroEsXsWLsBx+I4mHxSs4SDYriyWozM0Xd2s1NwMvr6clq//zzT/bv38+VK1dqtUCK\nPENOyKshGHY2pMO2DiR8nYD5EPNq5zMpXtVWLs8gO/s6hoadOXRoLd7e28re6f59MVGXjw9061at\n40vUDYGJgRyKOMSNd2+U2nbnjpjn8McfxbDK2uT+/QPcvDkVE5MX8PVVlNpe01VX086mkbQxie5X\nupfKF/rgwQNGjRrFpk2bsLOzK7VvcS8shVzOzU6dmD9kCB/Y2KjdtT1fTYTMxoQgwIIFYuXyY8dq\n3lk7NyqXoH5BtJzekvzb+UUpL+xW2hGzNIa2n7flXPo5Vp9fTWBSIDPdZhIxK4JmhhVbLfjW15fo\nJ+7VMiZO5GdfX0b171/0niAI3Lq1itu3N9C58z5MTGrHW19dUSgUzJo1i+PHj2NlZYW7uzuenp4l\nii6Zm5uzYcMGfH19K71vZXlUXXmTVF1Z7XiQ84AB2wcwpdsUZrrPrGtz6g0VGSd2dnacOXMGExMT\n/Pz8mDZtGgEBAXVo9dMpVCpZ88Flxu2U8/zxbjTpVk4BQ4k6R6GA8+dFD8P9+8Wgx+HDxWgeV9fi\n0QYyFizwYPLk+SxcOFDt7hOlq0EtM3y4B2vWzCcgYACPYtldXI4ybNha4uLiGDFiBNu3b6dDhw7c\nvDkNS8txGBp2rGuz6waFApYsEcXDY8dULkYoC5TEr4gnaWMSDmsdaD62eekBamEhVnKePx9WrgQn\nJzF29f59cZuFheh+8+TzSsTyPZpYSqgHZQn8QUF+LFhQ/o93dHQ006dP59ChQzRt2rQ2zARAUAqE\njgpFpi2ji2+XEhPA6iZEzsuLKyO33FV8fUuHawJizN3IkWLc3ahRVT6uRN2hFJTMOjKLL/t+WVTg\n4BF5eaJw6OUl3uzUJrdvf0tCwiqcnf+iVy+32j04UJhayI1xN3Dc4ohuy5JeUUqlkrfffpvhw4cz\ndOjQUvs+8sIqLqY0+/VXujg6ImvdusZtryy6yv9n77zja7rfOP6+WTJlSSIRIzFjJohqtaWo2DTm\nz6oaRWuXVmt1UUWNolTVaO0aUbXVqhU7MskiS5bMe2/GHef3x5GQhcjEeb9e95Xce8/53ucm53vv\nOZ/v83webUWH8NqxcKFoW3P2LBgbl+1rKQIU3O5ym9rzalOlRhVqTKiR+z0hmAncGHKDb+d9y7WG\n15j+5nT+GvAXRvrPn8GuEQRCVapCn3vScED0NxxFZuZ9WrXypkoVx5K8rVeCK1euUK9ePerUqQPA\n4MGDOXDgQB5hw8bGBhsbGw4dOlTsfYvL56GhvGdhQTepXLlSkZ6VTrdt3ejRoAez3p5V0eG8VDzP\nPHnzzTdzf3/jjTeIiooq7zCfG0Et8OeH12lyNZv2V9wxqVV61UYSpYNKJX63790LXl5gayueQx86\nBE2aFG1P0q+fB0eOHMPTs/SyDksLSTwsZ2QyGR9/7IG393EEwQNj42PMmNGV9PR0evXqxZdffomH\nhwfp6dd5+PBv2rQJquiQK4akJLFOVK0WjbWqVSvV4dNviNmGhnUMae3TusAFYQHu3BFjGDFCzICs\nXVs0KLCwEIXCxERISBB/JiaKVwBPExcf/TwUGsqUM2cIHT5c8peqJBQm8DdvLgr8hZGZmcnAgQOZ\nM2cOb7zxRrnGem/ePbIis3A95Zp7AZgjIJbUEFmjURZvhxkzxGW0BQte+DUlKpZNNzehK9NlRIsR\neR4XBBg/HhwdYe7c8otHEDSEhs4gKekYLVtewNCwzlO7i5eFj48gCNwdexebD2yw7l5w/MWLF5OS\nksKiRYVnJReWhZUwYgSrvLzo0bHydcWc3Lcvodu2FYhZomxYtw42boTz58HSsmxfS35Lzu1ut6m7\npC52w+xyH0/LSmPDjQ2suLwCZ0tnPpv4GX80+AMdWfGyUIOVSj66c4eHmYX7kuYU82dkhOHn1xcz\ns9a4uZ2V/LwfER0dTc2ajy0RHB0d8fb2LvN9C+NUcjL/PHzIbXf3Fx5DovTJUGXQe2dv3OzdWNRp\nUaXLSKrsFHee/P7773Tv3r08Qis2GrmGI31vkCHPoPcld0ysJeGwPHmySu0xAs7OWfzyyyJOnhQF\nw4MHoW5d8PQUmww+rwOETCZjw4ZllXKOS+JhOZOVBRs3emBvP52YmC40b36MPn2W0LdvX9q1a8ek\nSZMQBIGQkCnUqfMdenoWzx70VcPHR0xx8fSERYugFMsltNla7n9/n5h1MdT9STyBfq6J2aHD41Jl\nc3P4+uuitxUE0bggv6CY83tQUO5jP2dmErp8eSm8M4nSIj1dhlbrgY7OcbTaxwJ/UcfJ9OnTcXJy\nYtKkSeUaZ/zueOK2xtHySksMbPNmur6oIbJK9ZD4+B3Exm5BoSiGz8umTXDkCFy5AroFO3RKVH4+\n3P8hO/x20KZGG9Ky0vJkHi5fDrduic2zy6uqVaNREhg4DLU6GTe3C+jri8qKeTvzAt3Fc+6XBQ9+\ne0BGaAYu2wpm8Jw9e5aVK1dy9epV9IuoNY0rIpOv4tq+PJ0cQXOVlxfHKjiWV53du0VP3f/+A3v7\nsn2tNO80fHv70mBNA2z6Py4/Dk8Op+kvTTExMKG+VX28BnsVyDp+FlpBYFV0NN/dv8+82rVxGjaM\nafkE6LpbtzJpyBCSko4TGDicOnXm4eDwSaW8MKooSvK3KM6+Xz9x/tqhQwc65LPhSVerGX3nDr9K\n5cqVCpVGxaA9g6huWp1fuv/yWsydM2fOcKYUfeaL8zc7ffo0Gzdu5MKFC0Vu86y5VFZkRWdxsdtN\nvOtkMXxvK6qZS8JheVNYlVqVKkdRq2VUry5a+3h6ig5oNQvaZD8XpTXHS3seSd8K5YggwLhxYGMj\nY/JkD0aNmsaMGd2YNWsWGRkZrFq1CplMRlzcdjQaJfb2r6Fp+c6dMGmS2GpwyJBSHTr95qNsw9rP\nmW34oshkYkaihcUzlxiyRo4smxgkXoiAAPHDvn17D2A6V650eWrW4Y4dOzh+/DjXr18v1xM5+S05\nwZ8G0/x48wLCYXHRalUkJR0hNnYLKSn/YmXVHSenBVStuhDIX7ZcCN7eohfo2bPiMV9BSOX/JePf\n8H9RaVVciLzAxwc/ZveA3QAcPQpLl8KlS2BiUj6xZGfH4+fXGyOjejRuvCNPA4Xc7uLTQ7DqYkXS\niSTq/VSvxB6fhaEIUBA+Oxy3/9zQqZJXNY2NjWXIkCFs2bIFR8eCJZc30tOZFRbG3fT0QseuzLlW\nPTp2pEfHjshWrqzoUF5Zjh8XT3VOnIBCbDJLlZSzKfj396fR5kZ5FpXSs9LpvbM3DmYOhCSHkKBM\nyDP3n4eQjAxGBQWhBS65uVHf2BgcHdGRyVjl5UUm4rE+acj/aFbvOkFBy2nS5C8sLN4t9ff5slOj\nRg0iIyNz70dGRhb62VLSfb9+2uI38HlYGB2lcuVKhVbQMvLASLSClj/6/oGuzuuxSJtfkPvmm29K\nNN7zzpPbt28zduxYjh49iuVTUsKfNZfKAvltOTd73GZHTzWDFzSjgblpuccgIVapLV06HW/vx1Vq\nhobHGDZsGR98AHZ2zxqh/CjteSSJh+XI4sVi84Vz58DIqAuzZ88gObkpBw4cwNvbG319fTQaBWFh\nX9C48Q5kstfjy4EzZ+Dtt8WWQ3v2iGfTrq4vNFRhJW3Z8dkETw0m5WQKdZfWxW74c2YbFkUprSyd\nTk7mVqmMJFEa5PTlWbIERo6UsWfP081q79y5w+TJkzl+/Djm5ublFmd2QjZ+ff2ov7p+iYyR5fJb\nxMZuIS5uO8bG9alefSSNGm1ETy/nvSx89iAxMaJ5x4YNUAJvpZKSx1dOKv8vNkGJQcQr4gFwd3Bn\nfa/1gOjWMGKEaOxcu3b5xKJU3sXXtzu2tv+jTp1vC8w9TYaGmHUxJO5PJHZTLDqmOiQfS8akhQmm\nLUxzb0b1jZDpvvjnvDZTS8DgAJwXOWPcKK8RnUajYciQIYwePZouXfL60YRkZDAnPJyzKSnMrV2b\nT4YPZ0YRWVgSryeXL8OwYWJD+uYFG5qXKknHkggcFkjjnY2x7PT4IlgraBm+fzhtHdsSlRpFSHJI\nnrn/LLSCwJroaL65f5/ZtWox2dER3UdzNafZVqNH2wqClgM7d+AlaFi16iaGhi+YhvGK07p1a4KD\ng7l37x4ODg7s2rWLHTt2FLqtIAgvvO/T+Dc5mUMPH+IrlStXGgRBYOLhiUSlRXF06FH0dcu4o9Ir\nzPPMk4iICDw9Pdm6dSv1KlmX8aRjSQQMD2TdFBnvflSPjuXosS7xmNhY2LBBRkhI3iq133/vmtsA\n91VGEg/LiX37xAakly+L2Rt79uwjOjqc6dOnc+XKldwmCxERP2Bu/s7r1XXuyJHHPmnXrkEJVjvN\n25lz+sP/WFX9H9KMNNSNtGToyXexbmtF61utqeJQCtmGJRAP4+Rx7I3wYWWCkhi1DgaOibD6W5g4\nr+RxSbwQKpWYOOfllbcvz9PMapVKJQMGDGDBggW4lWNXYa1KS8CAAGyH2GI7yLbY+2dnxxMXt424\nuC2oVMlUrz4CN7fzGBvXL7CtoWEdCkvky+1qm5UlCofjx0Pv3sWOpbR4qFLxzZ49kkdbCZh+bDrz\n28/HJ86H9b3WY2FoQXKy+G/94Qdxbac8SE09j79/f5ycFmBvPzrPc4JWIH5HPGFfhWHS3ASrHlY4\nf+9MxJII7D+2Jys8C7mPnPhd4jbZsdmYNHksKJq0MMG0uSl65oWf9uRfeAqdGYphXUP07QpeqH39\n9dfo6Ogwf/783Mdis7P59t49dickMNXRkQ0NG2Kqqws1aqCvo5MEMJ/1AAAgAElEQVQvC2tIpfQ7\nlCh7/P2hTx/YvBnatSvb10o8kMidsXdo6tUU83Z5F7jmnp5LUkYSuwfsRqlS8vHBj3Pn/rMIy8hg\n1J07ZGu1XHBzo2G+Li+FN9uC/fvfkYTDp6Cnp8fq1avx8PBAo9EwevRoXFxc+PXXXwEYN24csbGx\nuLu7k5aWho6ODitXriQgIABTU9NC9y0O6Wo1Y+7c4beGDTGXypUrBbHyWN7Z9A6x8ljedHyTLE1W\nsRoYSeTleebYt99+S3JyMhMmTABAX1+fK1euVGTYAMT8FkP43HA2LjGk2ltVGefgUNEhvVYIgpjr\ntHatmOM0YAAcP+7Bp5+KHvlPq1J71ZAJ+ZevXnJkMlmBFbmK5vp16NoVjh0TW3ELgoCbmxs+Pj64\nuLjg7++PTCYjIyOM69fdcXf3eT06zwmC+Ef53/9g7Fix5WAJT1gOnTrFrM17eD9lINkG0PMg/NXa\nG89v3enRqfwu1jRaDcFJwdyKvYVPnA+3Ym9xLSmGNPt+YOFGOyGcodXMaW3vSrhfHGPXf0viXxcq\nzbFbGedRWRAbKzYINjWFrVsh/yKeIAiFZh2OHj2arKws/vzzz3ItVw6eGEzmvUyaHmj63FlVWm0W\nDx/+Q2zsFlJTz2Ft3Yfq1UdiYdEeWTEN8XMRBBgzRvT2/OuvotuFlSLpajX+SiX+CgV+T9yUGg1s\n2ULasGHihu+9V2mO3ZdhHh0JPsKUo1Pw+8QPA12xBF6thp49oWFD0UGiPIiP301w8ERcXLZiZZVX\nsE85l0LoZ6Eggzpfi01TCvM8zNNEJU2NwleB3EeO3EeOwkeBwk+Bvq1+XkGxhSmGdQzRpGlyx0n5\nL4XgT4Ox6mJF3aV184x79OhRxowZw/Xr17GzsyNVrWZJZCRro6P5sHp1vqpdm2pF+B++bFSm47cy\nxfKi3LsH77wDP/5Y6q4sBYjfGU/wlGCaH2qOWeu8Gerbfbcz+9Rsroy5go2JTREjFEQrCKyLiWH+\nvXt8UasW057INnySqVM7FCoeenm1Z8WKM8V+Ly87lenYfVosE+7eRSUIbGjYsJyjksiPUqVk2aVl\nLL+8HGN9Y6LSxI6/AxoPKJatwKvGyzKXShNBKxA+O5yEPQl4/VKVm3Yq/mnWDL3XwPOyMpCSAlu2\niM3NdHRgwgQYPlxsfwCwZ89RRo06xqZNXenXz+Ppg1USSnrsSktLZUx0tLjKvH69KBwCrF69Gh8f\nHwDu37/Pvn376NevH6GhM6hZc/qrLxxqtfD99+JMVKvFmWlsLD72ZGOSYqBRaEi7lMbNr+4wOnsg\njYLAMAs+WQ2BTd4g2surzMRDebYc3zjfPEKhX7wfdqZ2uFZ3pZ6tO7r1p6HJMuQrx5p8VquWmJHy\niBbVocPbbbD8q4xbLUrk4fx5GDxY1K3nzi28EURhwuDmzZu5ePEiV69eLVfhMOa3GJJPJtPSu2Ue\n4TCnRCw/urqmjB9fh/j4nZiYNKN69Q9xcdmGnt6LlzrnsmaN2AX94sViC4c53oRZOjpU0WqZ3Ldv\nniysDI2GIKUyVxz0f/R7QnY2LiYmNH1087CyoomxMY5VqtD1r784/gJv4+jRo0ydOhWNRsOYMWP4\n4osvCmwzefJkjhw5grGxMZs3b86TaarRaGjdujWOjo4cPHjwBSKoWFQaFdOPT+enLj/lCocgZuJq\nNPDTT2UfgyAIREYuITp6NS1anMDUtEXuc8q7SsK+CEN+U47TD07YDrIl6UhSHqGwqO7ielX1MG9n\nnifjStAIZIRk5AqKsb/HIveRo05TY9rMFKNGRvj28UUZoMT8XfMCwmFkZCQjR45k9+7dmNvY8FNk\nJD9GRNDD2pqbrVtTy7AyOxlKVCRxcdClC3z+edkLhw82PSB8djgtTrbAtFleP6yr0VeZcnQK/474\nt1jC4b3MTEYHBaHQavnPzY1GT2QbarUqlMpA5PKbyOW3kMslQ5aXDalcuXKgFbRsu72N2adm84bj\nG1wZc4VJRyYRlRZVLFsBiVcDbaaWoJFBZEZmcnu/A17KB1xu3FISDsuBq1dFmWLfPjEB7NdfxcW/\n/H/6p1WpvapI4mEZolBAr16iKfYHH4iPhYWFMWPGjNxtlEolS5cu5b33qiKX36Jx4+0VFG05oFLB\njh1iB2UTE/jlF7Eu7ttvn969uBDUaWpSz6eSei6VlLMpyH3lCM2MiFdpOOYJba7AtmEweCdE1Ab/\njAwupiTR0sQYLVq0ghaNViP+FDRF3s//3NdnviY4KZgsdRaNbRsTkBBAVFoUjW0a08KuBa7VXRnW\nfBjN7ZqDrjE/RUayOjqa4VbV2VSrFjYGhTe3KG53Q4kXRxDg55/FRNfNm6Fbt+ff18/Pj5kzZ3Lm\nzBlMTcvPpDj1Qirhc8TGDfnLLosqEfvjD0P09b+kVatrj0uNS4MzZ0Sh/+JFMWWzGOTxJnyEzx9/\n0CE2luzmzfFXKIjIyqK+kRFNHomEY+3taWpiQh1Dw0KzXAAm9+1LaD5fuWeh0WiYOHEiJ0+epEaN\nGri7u9O7d+88pV6HDx8mJCSE4OBgvL29mTBhApcvX859fuXKlTRu3Jj0IppiVHbWXltLWmQmS8dd\n5SeuA2I27v37Ap6eWejpLSrT1xcENcHBk0hNvUjLlhdzF85UiSrufXuP+B3x1JxZk8Y7GqNjKKr7\nhXURf97u4jJdGcYNjTFuaIztwMdl/6qHKuS3xexETaqG1HOpBZqwZGdnM3DgQKZMnUpo/foM8/bG\nzdSU066uNCmvTjISLyWpqeLFx5Ah4vlgWRK9JpqIHyNwPe2KccO85cQx6TF8sOsDfuv1m3iO8hwI\ngsD6Bw+YEx7OzJo1meJgSabiFtHRN5HLb5KefhOlMhBDw9qYmrphauqKoWFt4HYZvDuJsiCnu7JU\nrlyxnLt/junHpqOro8uOfjtoV0v0Ndjeb3uxbAUkXg1UiSr8+vpRxbEKKXtqMzf8Dufd3KQ5WoYo\nlaJMsXYtJCaKTW6Dgp7e/EQmk7Fhw7LXovt5DtIRWEZotaIhtquruNIMoglr27ZtC2x7+/Zt1q8f\nxejRP6Oj8wpmLmRmwqZNYseYOnXEOrjOnYuVsaR6qCL1vCgUpp5LRXlHiZm7GUbvVOX2dDNWVVcj\nN9BivDaI9jea8ut4UJjChjEwZgNs0EbS7uIh0NFHL/E8eg/Po58Rjp5MFx2ZDro6j34+4354cjgK\nlQIAS0NL9g3cR8NqDdHTeTyVsrRa1sXE8EOEH10sLbneujV1pIyUSoFcLmYa3rkj+o86ORVnXzn9\n+/dn6dKlNGnSpOyCzEdmZCb+A/xx2eKCcQPjZ+/wiKpV36BOnVL20rx3T7QZ2Lr1hVqE/uzlVUDg\nixsxgmvbt7Owc2eamphQ38gI/cLSQJ9CTubiKi8vjj3nPleuXKFevXrUqVMHgMGDB3PgwIE84uHf\nf//Nhx9+CMAbb7xBSkoKcXFx2NnZERUVxeHDh5k9ezbLlr18PicPlQ/5/tz3fNn0O+asqoNS+bjc\nwsjoKJ6eZXsipNHICQgYjFarws3tP/T0qqLN1BK1KorIxZHYDralTWAb9KuVfQmwvrU+lu9ZYuZm\nhjJYSdvwtkQsiciT4Thr1izUVavyZ4cOWMfGsqNxY9qVY6MkiZeTjAxxjfTtt+EJi8wyIWJxBDHr\nYnA964qRU15ftAxVBn139mVC6wn0bdQXKDpr3dCwDosWbSYsPYIf7xzCPDuQv81i0Hngi/e9SExM\nmjwSCltSvfpoTE2bo6v7WEDX0ztcpu9TonSZGRZGZ0tLPKTmCxVC8MNgvjj5BdcfXGdRp0UMajoI\nnScsZSwMLV7rUuXXgfyey8pgJbc9bmPWygzdDbX5n88tdjVpQj0jye+yLAgMFLMMt26Ft94Sc5o8\nPED3OfvWvk7CIUjiYZnx1VeQlAS7dokaWUxMDJ06daJOnToY5zOXzsqK4vJlJV980beCoi0j5HJx\nNi5bJtZsb9smzkryfVA+KlNWp6hzS8+y47JJOZdC6tlUUs6lkHkvE/O3zDF/15x6K+sR2hDWPoxl\nd0IMnS0tWeJQn/csLNh9KIZPUlegMJ0KiALiDp1V7GkzA49u73FboWB3fBt2JwxHKwgMtLVloI0N\nrqamzzX5u2/rzpGQI7g7uHN0+NE8q4AaQWB7XBzz7t2jiYkJx5s3p3k5ZqdJPJ27d8HTE9zd4cIF\nKM53sCAIjBs3jrfffjtXTCoPNEoNfn39cJzmiFXXCj6xVyigb19xNaRz5xcaIqsIUdDR2JiBtsVv\nAPMkPTp2pEfHjsie06QvOjqamjUfm/c7Ojri7e39zG2io6Oxs7Nj2rRpLFmyhLS0tBLFXVHMPzOf\ngU0GMrXbx+xeIxo+gwwQaNGibI2fs7Ie4OvbEzMzN+rXX4tMpkf8znjCvgzDtIUpbufdCmRNlTX5\nvROdFzjn3l90cAe/7NqF05YtLK1fn+5WVq/dyaJE8VGrYdAgqFFDXDMtq0NGEATuf3OfuB1xuJ1z\no4pjlQLPj/57NHWt6vLVO1/lPl5U1vq2bb6cPG9PplpBd8OmuNi2pappH0xN52Ns3AgdnacL+s9s\ntiVRaTiZnMyRhw+5LZUrlztJGUl8d+47/vT5kxlvzWCb5zapGcprink789zzDYW/Ar8P/DBuYozd\nL86087/NAmdnOlhIWacvwqhRswgLq4J4fpuDQO3aWfTosYi1a0XxcPRouHEDateuqEhfHiTxsAzY\ntAn27hUzmwwMIC4ujk6dOjF69GhmzZqVZ9vs7ASuXm2Mq+uZV+diJCkJVq0S20t37AiHD4spmE/w\n5AelXocOKPwVhEwNwaCGAaGfhZIdl4352+ZYtLeg4YiGmLU0I1OmZVdCAutiQokJzuJjBwcC3N2x\nryKeKJ+POM8080/p3ekD/lkzh0SVnKq6Vfh53By6eoiZSS1MTWlhasr3Tk7cksvZnZBAf39/dGQy\nBtrYMNDWluYmJkX+LworHxAEgcNJSXwZFoaJri5bGjXiXelDvlKxf7+Yfv7992LmYXGn2vr16/Hz\n88tTslrWCILAnbF3MG5kTM0ZRXeozMqKLo9gxG/WFi1g6tQXHkaRnV3o4xWRl/u8n7f5TYUFQeCf\nf/7B1tYWNzc3zpw589T9v37CkqFDhw50KEG39tLCP96fXf67CPw0EJlMxoQJHnh7H0cQPDA2PsaM\nGV3L7PtIofDH17cH9vZjqVXrK9IupBHyWQhooNGmRlh0qJjPztQLqQR7RDFp3upcP84+7btyabk/\n21dNYe62bczt1KnI0vlXgTNnzjzzeJYomvwXKUFBkJ0t0KtXFjo6ZWMBIAgCYZ+HkXQsCbdzbhjY\nFbRGWXR+EcFJwZwbee655nWM1pIfqyxnmet7NHuBBdBFizYXex+J8iftUXfl9VK5crmSrclm7dW1\nLPhvAZ4unvh/4o+d6VPqIiVeeXIWLP0H+5N+NR3zt8ypt6UhvSMD6WFtzRh7+4oO8aWle/cOfPih\nLE91jb7+UW7dknH/vtgA5YMPRL1G4vmQvi1KmTNnYNYsOHsWrK0hMTGRzp07M3jwYGbNmlWgTCQj\n4y5QhYMHl7z8J1yxsWKW4e+/i11izp8X23UWgp6FHo7THLn1/i1UcSpUCSosOltg1tKMmlNrYtLM\nJLcpxB2lkvn3QvkzLo43zMyYXasW3a2t81zE/XrtV+admceWvlvoWq8rKWNSnuoRIpPJcDMzw83M\njIVOTtyQy9kdH09fPz8MZLLcjMSmTwiJjxs9ODDov3lM7tsXq1at+CIsjESVioXOzvSxtn51ROBX\nALUa5swRPSwOHRKzDouDIAjcvHmTOXPmcOHCBYzKsWQgcmkkyiAlbufdijymkpKOk5UVUfgAsbHw\n999QrZr4YVStGlhaFt4Z5lmMGwdhYXDu3Aunz5xKTuZO48Y4/PknMcOH5z5ed+tWJpV1B4FCqFGj\nBpGRkbn3IyMjcXR0fOo2UVFR1KhRg7179/L3339z+PBhMjMzSUtLY8SIEfzxxx8FXufrYvq5ljWC\nIDD9+HTmvDOHasbVUKngzz89sLWdTlxcF5o3L52sw8JKItXqFJTKO/zwwwaqpnvi3188UXZe6Izt\nEFtkOhX32XnZyKeAH+eJX3/F6vJlfvrmG6YWxxz1JSW/uP3NN99UXDAvIYVdpBgbH6V377I5rgWt\nQPDEYNKvpuN6xhV9q4IZgQeCDrDm6hq8x3jnyWpKT79JcsrVQsfVZBhwuFWPYttHSLxczAwN5X2p\nXLncEASBA3cOMPPETOpZ1eP0h6dpYlt+FjgSlRsdYx3Sr6SjTlZTf1V9Zjy8j75MxpK6dSs6tJea\nfv08+OmnvNU1VlbH+PffZZSjA9UrhSQeliLBwWKJyvbt0KgRJCUl8f7779OrVy/mzRO9x4oqE/Hy\nulfO0ZYi9+7BkiWiQjN0KNy8CbVqFbl5RlgGUcuiiNseh1U3K+KvxfNG2Bt5PHqytVoOxCewNiaG\nAKWSUdWrc7VlS5zyiTfZmmwmHZnE+YjznP/oPPWt6wPF8wiRyWS0MjOjlZkZi5yduZaezu6EBHr6\n+mKsq8tAGxvsAgNZtn9/ngvLC5s2YRQUxOIPPmBE9eqvdEbKy0h8vGjPp6MD16+L2llxEASBESNG\ncPHiRVavXk2DBg3KJtBCSDqaRNTyKFp6t0TXqHDTDaUymMDA4VikOOE1IwSMTSAtDSwtQKvFUC6H\n334TXX8fPhR/pqWJAuKTgmLOraj7ly7Bzp0QEAAv6N15KjmZQQEBHBw2DHnjxqzy8iITMeNw0pAh\nebotlxetW7cmODiYe/fu4eDgwK5du9ixY0eebXr37s3q1asZPHgwly9fxsLCgurVq7Nw4UIWLlwI\nwNmzZ1m6dGmhwmFl5FDwISJSI/jE/RMEAT75BAwMZKxc6cHYsdNLLeswPTqEAaMvFHh854YmpP/w\nBiFbb+D4mSMuW12KPMbLk+VP+nEKAshkCHI5+vr6TJk4sWKDk3gpKOwipbTE+PwIGoE7Y+6QEZxB\ni5MtCjTSAvCN82XMwTEcGnKIGlVrAKBSJXPv3lzi4/8iWW4AKAvsl52WJgmHrzgnkpI4mpQkdVcu\nJ67HXGf68ekkZSSxuttqPOp5PHsnideKhL0J6FTRoW14Ww5/Hcjl4dn8276VdG1ZQmQyGcOG5a2u\nWbOmK02aSH/XF0USD0uJ5GTo2RO++w46dYLU1FQ8PDzo2LEjCxYseDWy0c6cyfUnBMSanEWL4OBB\nsRY0MPCpLYnkt+RE/BhB8olk7D+2J215Nt4/XeK/j0J5p08ojb53ommXt/jtwQN+f/CAhsbGjHdw\nwLNaNQwKOZGNlcfSf3d/qhlX4/Loy5hVMSvxW5TJZLhXrYp71aosdnbmSno6u+Pj+XHXLrI++ijP\ntoqPPuKt/fv5SEonr3R4e8OAATB8uGh8+7ymt0+yd+9edu7cSefOnRk0aFDpB1kEyrtKAkcE0nRf\nUwxrFi7WqdWp+Pn2wcmnJcsu+8Dmw9Cli9i1/GmZbmq1aCuQIybm3B4+hLg48Pcv+JxaDQMHQr6s\nvOfl9CPh8K8mTWhvYQGPvAkrGj09PVavXo2HhwcajYbRo0fj4uLCr7/+CsC4cePo3r07hw8fpl69\nepiYmLBp06ZCx3pZPt+zNdlMPzadlV1Xoq+rzw8/wLVr8N9/YGLiwfHjx/D07FIqr6VnXviky7qj\nj9Zci3uAOwa2JasTEQShRH/7RJWKg4mJ7EtM5ExOx2xBEBfDXF3Bx4e6PXu+NP9fiYolKUmGSuWB\njs5xtNqyswDQqrQEDgtEnaSm+bHm6JoUnGsJigT67OzDCo8VtKnRBkHQEhu7hfDwL6lWrS9t2gSQ\nltkCSCk4fqlG+3qT3/aiMvDOlClcS0nhK09PqkrlymVKVFoUX/37FSfCTvBth2/5yO2jPA0WJSRA\n9Fz2nxHAqXq+TFi6ncjMTDatGIxJK0BywSoRvr6wcKEHdepMJzy89KprXmekT7BSQKWC/v2hRw/4\n+GNIT0+nW7dutG3blqVLl746Fx454uHNm7BwoVibPWkShISI2UyFIAgCKadTiPgxAqW/EsepjjT4\ntQHHzpzDe1YwyxY3RGFal5OeMH5GIKODghj0wfucatECFxOTQscEuBp9lX67+zHabTRz28/N05ms\ntJDJZLxRtSpvVK3KdUtLCuaLQvar8r99RRAE+PVXmDdPTLrr0+dFxxH47LPPUKvVJCUllVikeF7U\nqWr8+vjhtMAJ87cL7+QqCBoCr3ticSoJh7O1xPn4FNE+D3p6YGsr3p7FmTPiDeCbbyCncUiHDnkX\nEZ7C6eRkBj4SDiuj2XO3bt3olq8cddy4cXnur169+qljtG/fnvbt25d6bGXBmitrqGtVl271u7Fz\nJ6xdKyaWirZmMjZsWFZqx7lMr/BxTN3MaLCm5Fm8giAwZswYNmzYUKyYIzMz2Z+YyP7ERG6kp/O+\nlRWDbW1RmppyCsTS/NOnxe+3n3/G1Ne3xLFKvPpcuCBmug8Y4IGu7nSuXCm9i5QnG8xpM7X4D/RH\nm63F4ROHQoXDbE02/f/qz6CmgxjafCjp6TcJDv4UQVDTrNk/mJm1JjQjg/AUI6ZublFgf11l4d60\nEsVn7969FR1CAc5/8AEAW7Zto6WZWaVYzHvVkGfLWXxhMWuurmF86/HcnXi3VBIcJF5NTi47hzZe\nzapfmpNm3hyAORt3U+UXHbp+Jc3PF+XiRdHPcMUKGfr6HowaVXrVNa8zknhYQgQBPv0UjI3FZAWF\nQkHPnj1p2rQpK1euLHCACsJLuqYrCBARAd27g48PzJghdoYpwkxb0Agk7EsgcnEkGrmGmjNrYjfU\nDp0qosh3aMNl/lj8FopHuytMYd1SF4avv8jKz+s/NZQ/fP7gs+Of8Vuv3+jbqHw6VFfRFv5/q4hG\nDxIi+c3ptVq4e1cgKyuLK1cWUf/ph1GRCILAwIEDc73u/Pz82LdvH/369SulyIt4XY1A4NBALDpa\n4DDWocjtwo/0RxP2H/UMvoPDM/N6GJZmM478ImExvfvOpKRUauHwdSNBkcDC8ws5N/IcFy7A5Mlw\n8qTYCTaHkpxQCYJAVlQWCl+FeLubXOh2usals9Czd+9e/vrrL7p37/7MuRmoUOQKhuGZmfS0tmaq\noyNdLC0xepSWXLVPH8I2beLepUuQmQkODjhfvMikJ6wqJCTyo9XC4sWwYgVs2AA9e8rYs6d0L1Jy\nGszVnl2boJFB6BjrYOhkiOV7BRdtBUFg4uGJmFcx55t3ZxIcPIn4+N04OX2Pvf1otMj4KTKSHyIi\n6DPpe86ePJnHjqXu1q2snFP+HrSvIoIgsGhR2TTKKQ1Chw5llZeXJB6WIhqths23NjP39Fw6OnXk\n5rib1DIv2sZJQgLg5KUbWLzRmrQncgb8Rg1khZcXXZHm54tw7JhYffbHH9C1KwiCB0eOlF51zeuM\nJB6WkOXLxRLJ8+chOzuDPn364OTkxLp169DJV2qrVqegUNyuoEiLSVwcXL0Kf/0lSvcxMaBUirXZ\no0aBm1uhwqE2U0vsllgil0aib6NP7Tm1se5lnccIPyQjg7/t76MwfSvPvgpTCHSOLzIktVbNzBMz\nOXjnIGc+PFOuRsOT+/YldNu2AifZFdHoQUKkMHN6Xd2jbNkie2HhMDs7mzFjxnDkyJHcciOlUsnS\npUvx9PQs09Wq8LnhaOQa6q2oV/gGSiVxK3oRX/8crdocRqfN+wW3qQSdfEEUDgf4+0vCYSVi3pl5\nDGk2BL0UF/r1gz//hObN82Y15aBOUZN6IRXrHtaFjqVOUSP3lT8WCn0VKPwU6BjpYNLMBN33fFDb\nBJbZexEEgaVLl5Kens78+fMxNzdHqVQil8tRKBTI5XLuJifjk5hIYFIS2UolNbRaqmk0NMvKIlCh\n4JpCwVSFAsWjW0ZGBrq6umKZPqATH8+gmjWlC2uJIomPhxEjQC4XT5dykrP79SvdixQ9Cz1qfVGL\n662vU7VtVQzsDHD+wTnPnM1h9ZXVXI66yIGeE7l2tQnVqvWhTZsA9PWt8ZXLGX3nDia6ulxu2ZJ6\n7dpxyMamUnjQvops3ryZGzduVHQYTyWzogN4hei7sy8nw05ioGvAngF76OgszSOJ58PlTi3+GF3w\ncWl+vhi7dokL5Pv3Q7t24mMyWelW17ysjP17bInHkMTDEnDwIPz0k1j2ZWCQRd++ntja2vL7778X\nEA6zs2Px8fHAwMABLy/XAmMZGtYpp6gLITVV7Chx9erjW1oatG4ttqddvFj8uWFDkdlH6hQ10Wuj\nif45GrNWZjTc2BDzt81zJ6kgCJxLTWV5VBQXUlMxK2Ym30PlQwbuGYiejh5Xx17F0qjwMumyIudk\nWjrJrjwUZk7v7n6MIUNerEwsNTWVfv36kZqaWsCn6Pbt22WafRi/K574HfG0vNISHf1CMrP8/Eib\n2ZuQyTG0aHkOfbs3yySOIimGKJkjHO5u3FgSDisJt+NuszdgLxf+F0T390QfUI9HmntOVpPzAlGM\nUKeoc+9rs7QoA5WPhUI/UShUp6gxaWqCSTPxZjPQBtNmpuhZ6xEVtZzIyCVYxLzHpu/jiDZ4iFpH\nQE8ro0a2NdWb1y7x+5k+axbe3t4A+Pv7M2bsWJo2bYpCX584XV0iZTIMjI1pam3NR66uNLKywtTU\nFBMTE0xMTPL8nnMzMjLi7bff5vLlywBo1WpOHzuGMH/+a3+yKVGQs2fF/nAjRoiuDvpPNDou7YsU\ndYqagIEBmHcwJ2FHAm3D2xYqHJ4MO8nWa1/zq7sTSfEbadbsIGZmrcnSapkfHs4vMTEsdHJijL19\nbmw9KokH7atGUlISEydOrJSeh08iVc+UDr/f+J3DwYdRaVUoVArWXV8niYcSz4U8MgPbOHMuFXJa\nL83P4rNundh/4sQJcYH8SV7nczmNVsOBOwfY5b+rxGNJ4s8yEv8AACAASURBVOEL4uMjJuD98w9U\nr57NgAEDMTEx4Y8//hCzF54gIyOM27e7YGf3IWvWzCn7gzd/Y5MnycyEW7cei4RXr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CqY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wXnz0MWGmrydrley6z38OHDrW7HUE1lTB/OkunqtaRaLb1eo3NEbWDv3r30yCOPUHBwMC1f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rn//J4eWxyRkAXPzeSYfX7NY6nVxu2ovDfgFaUCMhy0r7B7q2dFiCcNqKjevF6+/soMjp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\n",
"text": [
"<matplotlib.figure.Figure at 0x113868a50>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Timing on real data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Non-negative sparse coding of the 20 newsgroups dataset against a random dictionary."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn.datasets import fetch_20newsgroups\n",
"from sklearn.feature_extraction.text import TfidfVectorizer"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset = fetch_20newsgroups(shuffle=True, random_state=0)\n",
"X = TfidfVectorizer(max_features=1000, max_df=0.9, use_idf=True).fit_transform(dataset.data[:300])\n",
"print(X.shape)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(300, 1000)\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"D = np.random.uniform(size=(300, 1000))\n",
"D[D > 0.01] = 0\n",
"D /= 0.01"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"news_res = DataFrame(columns='solver n_targets time residual'.split())\n",
"tol = 1e-2\n",
"max_iter = 300\n",
"for n_targets in [1] + range(50, 301, 50):\n",
" sys.stdout.write('.')\n",
" sys.stdout.flush()\n",
" this_D = D[:n_targets, :]\n",
" for solver_name, solver, args in (\n",
" ('activeset', nls_activeset, {}),\n",
" ('lbfgsb', nls_lbfgs_b, {'tol': tol, 'max_iter': max_iter}),\n",
" ('pg-l2', nls_projgrad, {'l2_reg': 2.0, 'tol': tol, 'max_iter': max_iter}),\n",
" ('pg-l1', nls_projgrad, {'l1_reg': 2.0, 'tol': tol, 'max_iter': max_iter}),\n",
" ('pg', nls_projgrad, {'tol': tol, 'max_iter': max_iter}),\n",
" ('lbfgsb-l2', nls_lbfgs_b, {'l2_reg': 2.0, 'tol': tol, 'max_iter': max_iter}),\n",
" ('lbfgsb-l1', nls_lbfgs_b, {'l1_reg': 2.0, 'tol': tol, 'max_iter': max_iter})\n",
" ):\n",
" timing, (W, residual) = time_it(solver, D.T, X.T, **args)\n",
" news_res = news_res.append(\n",
" dict(solver=solver_name,\n",
" n_targets=n_targets,\n",
" time=timing,\n",
" residual=residual / safe_fro(Y)),\n",
" ignore_index=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"."
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(22, 4))\n",
"\n",
"plt.subplot(1, 3, 1)\n",
"for solver in markers.keys():\n",
" filter_plot(news_res,\n",
" lambda x: x['n_targets'].tolist(),\n",
" lambda x: x['time'].tolist(),\n",
" label=\"{}\".format(solver),\n",
" ls='-',\n",
" marker=markers[solver],\n",
" solver=solver)\n",
" plt.xlabel(\"n_targets\")\n",
" plt.ylabel(\"time\")\n",
" plt.legend(loc='upper left')\n",
"\n",
"# skip activeset as it's way too slow\n",
"plt.subplot(1, 3, 2)\n",
"for solver in markers.keys():\n",
" if solver == 'activeset':\n",
" continue\n",
" filter_plot(news_res,\n",
" lambda x: x['n_targets'].tolist(),\n",
" lambda x: x['time'].tolist(),\n",
" label=\"{}\".format(solver),\n",
" ls='-',\n",
" marker=markers[solver],\n",
" solver=solver)\n",
" plt.xlabel(\"n_targets\")\n",
" plt.ylabel(\"time\")\n",
" plt.legend(loc='upper left')\n",
"\n",
"\n",
"plt.subplot(1, 3, 3)\n",
"for solver in markers.keys():\n",
" filter_plot(news_res,\n",
" lambda x: x['n_targets'].tolist(),\n",
" lambda x: x['residual'].tolist(),\n",
" label=\"{}\".format(solver),\n",
" ls='-',\n",
" marker=markers[solver],\n",
" solver=solver)\n",
" plt.xlabel(\"n_targets\")\n",
" plt.ylabel(\"residual\")\n",
" plt.legend(loc='upper left')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zHDt2DHPnztXaOid9NwnyL+Xov6M/MnMza7yNf/zjH3B2dgYADB8+HM2aNcOZ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"text": [
"<matplotlib.figure.Figure at 0x114671510>"
]
}
],
"prompt_number": 27
}
],
"metadata": {}
}
]
}
@larsmans
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The SCA algorithm looks promising too. It's extremely simple to implement (except I didn't work out the stopping conditions yet).

@coqr
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coqr commented Apr 21, 2024

Great.
I suggest taking a look at the two algorithms for constrained least squares NNLSE and LSEI. implemented by RICHARD J. HANSON and KAREN H. HASKELL. The original lFORTRAN codes and comments are at https://dl.acm.org/doi/pdf/10.1145/356004.356010
As far as I know, there is no implementation in Python. It would be fantastic if you could implement it.
Many thanks, Ricardo

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