From 1878e3a1b4479ac8094fa82357ba217307b3a61d Mon Sep 17 00:00:00 2001 From: Juan Pavez Date: Thu, 4 May 2017 15:20:40 +0200 Subject: [PATCH 1/3] Working example for time series estimation, showing also parallel implementation and score plots. Code to plot score plots. Minor fix in calibration to fit time series --- carl/learning/calibration.py | 4 +- carl/ratios/utils.py | 73 ++ .../Likelihood ratio of VAR time series.ipynb | 940 ++++++++++++++++++ 3 files changed, 1015 insertions(+), 2 deletions(-) create mode 100644 carl/ratios/utils.py create mode 100644 examples/Likelihood ratio of VAR time series.ipynb diff --git a/carl/learning/calibration.py b/carl/learning/calibration.py index 8a48dcf..4080d90 100644 --- a/carl/learning/calibration.py +++ b/carl/learning/calibration.py @@ -95,8 +95,8 @@ def fit(self, X, y, sample_weight=None): * `self` [object]: `self`. """ - # Check inputs - X, y = check_X_y(X, y) + # Check inputs. Avoid this in order to use RNNs + # X, y = check_X_y(X, y) # Convert y label_encoder = LabelEncoder() diff --git a/carl/ratios/utils.py b/carl/ratios/utils.py new file mode 100644 index 0000000..e8fd5b1 --- /dev/null +++ b/carl/ratios/utils.py @@ -0,0 +1,73 @@ +"""This module implements some utility functions.""" + +# Carl is free software; you can redistribute it and/or modify it +# under the terms of the Revised BSD License; see LICENSE file for +# more details. + +import numpy as np +from .classifier import ClassifierRatio +import matplotlib.pyplot as plt + + +def plot_score_(ratio, axis, reals, labels): + cal_num, cal_den = (ratio.classifier_.calibrators_[0].calibrator0, + ratio.classifier_.calibrators_[0].calibrator1) + axis.plot(reals, cal_num.pdf(reals.reshape(-1, 1)), + label="p(s_num), num~{0}".format(labels[0])) + axis.plot(reals, cal_den.pdf(reals.reshape(-1, 1)), + label="p(s_den), den~{0}".format(labels[1])) + axis.legend(frameon=False) + + +def plot_scores(classifier_ratios, num_den_labels=None, save_file=None): + """ + Plot score plots for a list of classifier ratios, + useful to check training and calibration quality + + Parameters + ---------- + * `classifier_ratios` [list of `ClassifierRatio`]: + List of ClassifierRatio to plot. + + * `num_den_labels` [list of (num_label, den_label) tuples]: + List of numeratod and denominator labels for each + ratio in `classifier_ratios` + + """ + + if len(classifier_ratios) == 0: + raise ValueError + for classifier in classifier_ratios: + if not isinstance(classifier, ClassifierRatio): + raise ValueError + + num_ratios = len(classifier_ratios) + if num_den_labels is None: + num_den_labels = [(l, 0) for l in + range(len(classifier_ratios))] + else: + # Ensure format for numbers + def rounds(n): return map(lambda x: round(x, 1), n) + num_den_labels = [(rounds(x[0]), rounds(x[1])) for x in num_den_labels] + + reals = np.linspace(0, 1) + + if num_ratios <= 3: + f, axarr = plt.subplots(1, num_ratios, sharex=True, sharey=True, + figsize=(12, 5)) + for k, (ratio, pos) in enumerate(zip(classifier_ratios, + num_den_labels)): + plot_score_(ratio, axarr[k], reals, labels=pos) + else: + f, axarr = plt.subplots((num_ratios // 3) + (num_ratios % 3 != 0), 3, + sharex=True, sharey=True) + for k, (ratio, pos) in enumerate(zip(classifier_ratios, + num_den_labels)): + plot_score_(ratio, axarr[k // 3, k % 3], reals, labels=pos) + f.subplots_adjust(hspace=0.05, wspace=0.05) + if save_file is None: + plt.show() + else: + plt.savefig(save_file) + plt.close() + plt.clf() diff --git a/examples/Likelihood ratio of VAR time series.ipynb b/examples/Likelihood ratio of VAR time series.ipynb new file mode 100644 index 0000000..286d5b6 --- /dev/null +++ b/examples/Likelihood ratio of VAR time series.ipynb @@ -0,0 +1,940 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# VAR Model estimation with approximated likelihood ratios\n", + "\n", + "Juan Pavez, Gilles Louppe, Kyle Cranmer, April 2017.\n", + "\n", + "In this notebook we study the usability of the method [Approximating Likelihood Ratios with Calibrated Discriminative Classifiers](http://inspirehep.net/record/1377273) for times series parameter estimation.\n", + "\n", + "In this case an Vector Autoregressive (VAR) model is used. The model is defines as\n", + "\\begin{equation}\n", + "y_t = c + A_1 y_{t-1} + u_t,\n", + "\\end{equation}\n", + "where $y_i \\in \\mathbb{R}^{Kx1}$, $A_1 \\in \\mathbb{R}^{KxK}$, $c \\in \\mathbb{R}^{Kx1}$ and $u_t$ is a white noise process in $K$-dimensions with covariance matrix $\\Sigma_u$. \n", + "We approximate the coefficients matrix $A_1 = diag(\\alpha_0, \\alpha_1)$, with $\\alpha_0 = 0.5$ and $\\alpha_1 = 0.4$ \n", + "for a 2D VAR(1) process.\n", + "\n", + "We approximate the likelihood of the time series using a recurrent neural network $s(x_{1:T})$ as:\n", + "\n", + "\\begin{equation}\n", + "\\frac{p_{X_{1:T}}(x_{1:T}\\vert\\theta_0)}{p_{X_{1:T}}(x_{1:T}\\vert\\theta_1)} = \\frac{p_U(u=s(x_{1:T})\\vert \\theta_0)}{p_U(u=s(x_{1:T})\\vert\\theta_1)}.\n", + "\\end{equation}\n", + "\n", + "\n", + "We also show how to produce the data and train the classifiers in parallel using python multiprocessing." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import theano\n", + "import scipy.linalg as L\n", + "import pickle\n", + "\n", + "import carl\n", + "\n", + "import multiprocessing\n", + "\n", + "plt.set_cmap('viridis')\n", + "\n", + "np.random.seed(1234)\n", + "\n", + "sys.setrecursionlimit(10000)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import statsmodels.tsa.vector_ar.var_model as vector_ar" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "p_value_ = 1\n", + "ndims_ = 2\n", + "nparams_ = 2\n", + "N_ = 20000\n", + "T_ = 50\n", + "alpha_value_0 = 0.5\n", + "alpha_value_1 = 0.4\n", + "sigma_2_value = [[1.,0.],[0.,1.]]\n", + "intercept=[0.,0.]\n", + "alpha_value_0_bkg = 0.3\n", + "alpha_value_1_bkg = 0.3\n", + "sigma_2_value_bkg = [[1.,0.],[0.,1.]]\n", + "\n", + "target_position = (alpha_value_0, alpha_value_1)\n", + "bkg_position = (alpha_value_0_bkg, alpha_value_1_bkg)\n", + "bounds = [(0.3, 0.6), (0.3, 0.6)]\n", + "n_points = 5\n", + "\n", + "As = np.linspace(bounds[0][0],bounds[0][1], n_points)\n", + "Bs = np.linspace(bounds[1][0],bounds[1][1], n_points)\n", + "AA, BB = np.meshgrid(As, Bs)\n", + "AABB = np.hstack((AA.reshape(-1, 1),\n", + " BB.reshape(-1, 1)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "class VAR:\n", + "\n", + " def sample(self, coefs, intercept, sigma_2, n_steps, rng=None):\n", + " return vector_ar.util.varsim(coefs, intercept, sigma_2, steps=n_steps)\n", + " \n", + " def plot(self,steps=1000):\n", + " self.VAR.plotsim(steps)\n", + "\n", + " def nll(self, X, alphas, intercept, sigma_2):\n", + " \"\"\"\n", + " Compute the negative log likelihood for a VAR process, \n", + " using formula from Lutkepohl (2005)\n", + " \"\"\"\n", + " lags = 1\n", + " trend = 'c'\n", + " alpha_0 = alphas[0]\n", + " alpha_1 = alphas[1]\n", + " coefs = np.array([alpha_0,0.,0.,alpha_1]\n", + " ).reshape(p_value_,ndims_,ndims_)\n", + " \n", + " VAR = vector_ar.VAR(X)\n", + " VAR.k_trend = k_trend = vector_ar.util.get_trendorder(trend)\n", + "\n", + " offset = 0\n", + " y = VAR.y[offset:]\n", + "\n", + " z = vector_ar.util.get_var_endog(y, lags, trend, \n", + " has_constant='skip')\n", + " y_sample = y[lags:]\n", + " intercept = intercept\n", + " params = np.vstack((intercept, coefs.reshape((2,2))))\n", + " #params = np.linalg.lstsq(z, y_sample)[0]\n", + " resid = y_sample - np.dot(z, params)\n", + " omega = np.array(sigma_2)\n", + " \n", + " lastterm = -np.trace(np.dot(np.dot(resid, L.inv(omega)),resid.T))\n", + " \n", + " varfit = vector_ar.VARResults(y, z, params, omega, lags, names=VAR.endog_names,\n", + " trend=trend, dates=VAR.data.dates, model=self)\n", + " llf = -varfit.llf\n", + " llf += 0.5*lastterm\n", + " return -llf\n", + " \n", + " def rvs(self, n_samples, alpha_0, alpha_1, intercept, sigma_2, random_state=1234):\n", + " rng = np.random.RandomState(random_state) if \\\n", + " isinstance(random_state,int) else random_state\n", + " coefs = np.array([alpha_0,0.,0.,alpha_1]\n", + " ).reshape(p_value_,ndims_,ndims_)\n", + " return self.sample(coefs=coefs,intercept=intercept,\n", + " sigma_2=sigma_2,\n", + " n_steps=n_samples,rng=rng)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "p0 = VAR()\n", + "p1 = VAR()\n", + "rng = np.random.RandomState(1234)\n", + "\n", + "n_true = 1000\n", + "X_true = np.array([p0.rvs(T_, alpha_value_0, alpha_value_1, intercept,\n", + " sigma_2_value, random_state=np.random.randint(0,5000))\n", + " for i in range(n_true)])" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from itertools import product\n", + "bounds_values = [(np.linspace(bounds[0][0],bounds[0][1], num=5)),\n", + " (np.linspace(bounds[1][0],bounds[1][1], num=5))]\n", + "combinations = list(product(*bounds_values))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def produce_data(value):\n", + " return np.array([p0.rvs(T_, value[0], value[1], intercept, sigma_2_value,\n", + " random_state=np.random.randint(0,5000))\n", + " for i in range(N_//2)]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Producing data from the VAR model in parallel using multiprocessing map function." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "Xs = []\n", + "ys = []\n", + "num_cores = multiprocessing.cpu_count()\n", + "pool = multiprocessing.Pool(num_cores)\n", + "Xs = pool.map(produce_data, combinations)\n", + "pool.close()\n", + "X1_ = np.array([p1.rvs(T_, alpha_value_0_bkg, alpha_value_1_bkg, \n", + " intercept, sigma_2_value,\n", + " random_state=np.random.randint(0,5000))\n", + " for i in range(N_//2)])\n", + "Xs = np.array(Xs)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "X = Xs[0][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting a window from the VAR model." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Gg/PPZ1LIaYUKsaf6p5+cP7bQt9/yZuz9990dCO5HavGSoNi5k6/T0aOBIkVM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\nV1ZgfvYZ0KPHfyuJCxUCrr8eeOEFZ8+dH5s2McY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QAAAg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\n2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "serie1 = X1_[0][:,0]\n", + "serie2 = Xs[0][0][:,0]\n", + "plt.figure(figsize=(20,10))\n", + "plt.subplot(211)\n", + "ts = pd.Series(serie1)\n", + "ts[0:100].plot()\n", + "plt.subplot(212)\n", + "ts = pd.Series(serie1)\n", + "ts.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using Theano backend.\n" + ] + } + ], + "source": [ + "from keras.models import Sequential\n", + "from keras.layers import SimpleRNN, Dense, GRU, LSTM, Dropout\n", + "from keras.optimizers import SGD, Adam\n", + "from keras.callbacks import ModelCheckpoint, Callback, LearningRateScheduler\n", + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "from carl.ratios import ClassifierRatio\n", + "from carl.learning import CalibratedClassifierCV\n", + "from carl.learning import as_classifier\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.model_selection import StratifiedShuffleSplit\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Defining the RNN (in this case GRU) classifier to approximate the likelihood ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def make_model_join():\n", + " model = Sequential()\n", + " model.add(GRU(15, input_shape=(T_, ndims_,)))\n", + " model.add(Dense(5, activation='relu'))\n", + " model.add(Dense(1, activation='sigmoid'))\n", + " sgd = Adam(clipnorm=40.)\n", + " model.compile(loss=\"binary_crossentropy\", optimizer='adam')\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def make_ratio(num):\n", + " X_num = Xs[num]\n", + " X_den = X1_\n", + " X = np.vstack((X_num, X_den))\n", + " y = np.zeros(len(X_num) + len(X_den), dtype=np.int)\n", + " y[len(X_num):] = 1\n", + "\n", + " clf = KerasClassifier(make_model_join, nb_epoch=50, verbose=0)\n", + "\n", + " cv = StratifiedShuffleSplit(n_iter=1, test_size=0.5, random_state=1)\n", + "\n", + " ratio = ClassifierRatio(\n", + " base_estimator=CalibratedClassifierCV(clf, cv=cv, bins=20),\n", + " random_state=0)\n", + " ratio.fit(X, y)\n", + "\n", + " return ratio\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Training the classifiers at each grid point in parallel." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Start training\n", + "Iteration 0\n", + "Iteration 1\n", + "Iteration 2\n", + "Iteration 3\n", + "End training\n" + ] + } + ], + "source": [ + "print('Start training')\n", + "num_cores = multiprocessing.cpu_count()\n", + "pool = multiprocessing.Pool(num_cores)\n", + "\n", + "#clf_ratios = []\n", + "n_sample_points = len(combinations)\n", + "points = list(range(n_sample_points))\n", + "for i, k in enumerate([points[n:n + num_cores] for n in range(0, n_sample_points, num_cores)]):\n", + " if k == 0:\n", + " continue\n", + " print('Iteration {0}'.format(i))\n", + " clf_ratios += pool.map(make_ratio, k)\n", + "#pool.close()\n", + "print('End training')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "25" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(clf_ratios)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(0, (0.29999999999999999, 0.29999999999999999))\n", + "(0,)\n", + "-0.00242212620011\n", + "(1, (0.29999999999999999, 0.375))\n", + "(0,)\n", + "-0.165298315616\n", + "(2, (0.29999999999999999, 0.44999999999999996))\n", + "(0,)\n", + "-0.221805591912\n", + "(3, (0.29999999999999999, 0.52499999999999991))\n", + "(0,)\n", + "0.0639796166386\n", + "(4, (0.29999999999999999, 0.59999999999999998))\n", + "(0,)\n", + "0.5854584683\n", + "(5, (0.375, 0.29999999999999999))\n", + "(0,)\n", + "-0.411777495155\n", + "(6, (0.375, 0.375))\n", + "(0,)\n", + "-0.865032252658\n", + "(7, (0.375, 0.44999999999999996))\n", + "(0,)\n", + "-0.796493901549\n", + "(8, (0.375, 0.52499999999999991))\n", + "(0,)\n", + "-0.529063483342\n", + "(9, (0.375, 0.59999999999999998))\n", + "(0,)\n", + "0.0405815752298\n", + "(10, (0.44999999999999996, 0.29999999999999999))\n", + "(35,)\n", + "-0.892447168473\n", + "(11, (0.44999999999999996, 0.375))\n", + "(0,)\n", + "-1.28116686384\n", + "(12, (0.44999999999999996, 0.44999999999999996))\n", + "(0,)\n", + "-1.24965535029\n", + "(13, (0.44999999999999996, 0.52499999999999991))\n", + "(0,)\n", + "-0.860421944937\n", + "(14, (0.44999999999999996, 0.59999999999999998))\n", + "(0,)\n", + "-0.236095468392\n", + "(15, (0.52499999999999991, 0.29999999999999999))\n", + "(0,)\n", + "-1.06390220653\n", + "(16, (0.52499999999999991, 0.375))\n", + "(0,)\n", + "-1.35638139194\n", + "(17, (0.52499999999999991, 0.44999999999999996))\n", + "(0,)\n", + "-1.3248860034\n", + "(18, (0.52499999999999991, 0.52499999999999991))\n", + "(0,)\n", + "-0.93012830411\n", + "(19, (0.52499999999999991, 0.59999999999999998))\n", + "(0,)\n", + "-0.331884595776\n", + "(20, (0.59999999999999998, 0.29999999999999999))\n", + "(0,)\n", + "-0.803398300366\n", + "(21, (0.59999999999999998, 0.375))\n", + "(0,)\n", + "-1.07118823142\n", + "(22, (0.59999999999999998, 0.44999999999999996))\n", + "(0,)\n", + "-1.05919147289\n", + "(23, (0.59999999999999998, 0.52499999999999991))\n", + "(0,)\n", + "-0.733716874223\n", + "(24, (0.59999999999999998, 0.59999999999999998))\n", + "(0,)\n", + "-0.0818183395362\n" + ] + } + ], + "source": [ + "llr = []\n", + "zeros = []\n", + "distances = []\n", + "\n", + "for i, theta in enumerate(combinations):\n", + " print(i, theta)\n", + " ratio = clf_ratios[i]\n", + " ratios = ratio.predict(X_true, log=True)\n", + " print ratios[np.isinf(ratios)].shape\n", + " zeros.append(ratios[np.isinf(ratios)].shape[0])\n", + " ratios = ratios[np.logical_and(np.isfinite(ratios),~np.isnan(ratios))]\n", + " nllr = -np.mean(ratios) \n", + " llr.append(nllr)\n", + " print(llr[-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "llr = np.array(llr)\n", + "llr[np.isnan(llr)] = 0." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Computing exact likelihood at same points in order to compare results." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Computing exact likelihood\n", + "exact_contours = np.zeros(len(AABB))\n", + "combinations = product(As, Bs)\n", + "i = 0\n", + "for a in As: \n", + " for b in Bs:\n", + " exact_contours[i] = np.mean([p0.nll(X_true[k], [a,b], intercept, sigma_2_value) \n", + " for k in range(100)])\n", + " i += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#llr, zeros = pickle.load(open('data/ar_results.dat', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.mlab import griddata\n", + "plt.rcParams[\"figure.figsize\"] = (12, 10)\n", + "\n", + "from sklearn.gaussian_process import GaussianProcessRegressor\n", + "from sklearn.gaussian_process.kernels import ConstantKernel as C, Matern\n", + "\n", + "\n", + "# Define a class that forces representation of float to look a certain way\n", + "# This remove trailing zero so '1.0' becomes '1'\n", + "class nf(float):\n", + " def __repr__(self):\n", + " str = '%.1f' % (self.__float__(),)\n", + " if str[-1] == '0':\n", + " return '%.1f' % self.__float__()\n", + " else:\n", + " return '%.1f' % self.__float__()\n", + "\n", + "# Label levels with specially formatted floats\n", + "if plt.rcParams[\"text.usetex\"]:\n", + " fmt = r'%r '\n", + "else:\n", + " fmt = '%r '\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/afs/cern.ch/user/j/jpavezse/.local/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:304: UserWarning: Predicted variances smaller than 0. Setting those variances to 0.\n", + " warnings.warn(\"Predicted variances smaller than 0. \"\n" + ] + }, + { + "data": { + "image/png": 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I8QSAQgBlADZ5nrcrga8hZbLCKk2kYUnRI3i5dAXqWhukHDOCYcWwioeqsFJN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\nbS0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "thetas = np.array([v for v in product(As, Bs)])\n", + "\n", + "gp = GaussianProcessRegressor(alpha=0., normalize_y=True, \n", + " kernel=C(1.0) * Matern(1.0, length_scale_bounds=\"fixed\"))\n", + "gp.fit(thetas, exact_contours)\n", + "\n", + "xi = np.linspace(bounds[0][0], bounds[0][1], 50)\n", + "yi = np.linspace(bounds[1][0], bounds[1][1], 50)\n", + " \n", + "xx, yy = np.meshgrid(xi, yi)\n", + "zz, std = gp.predict(np.c_[xx.ravel(), yy.ravel()], return_std=True)\n", + "zi = zz.reshape(xx.shape)\n", + "\n", + "mle = np.unravel_index(zi.argmin(),zi.shape)\n", + "zi -= zi[mle]\n", + "zi *= 2.\n", + "\n", + "cs = plt.contour(xi, yi, zi, [1.,4.,9.,16.,25.], linewidths=0.5, colors='w')\n", + "plt.clabel(cs, cs.levels, inline=1, fontsize=10, fmt = fmt)\n", + "\n", + "cs = plt.contourf(xi, yi, zi, 30,\n", + " vmax=abs(zi).max(), vmin=0.0)\n", + "\n", + "#plt.colorbar()\n", + "plt.scatter(thetas[:,0],thetas[:,1], marker='o', c='w', s=50, lw=0, zorder=10)\n", + "plt.scatter([xi[mle[1]]], [yi[mle[0]]], marker='o', c='r', s=50, lw=0, zorder=10)\n", + "plt.scatter([alpha_value_0],[alpha_value_1], marker='o', c='g', s=50, lw=0, zorder=10)\n", + "\n", + "plt.xlim(bounds[0][0], bounds[0][1])\n", + "plt.ylim(bounds[1][0], bounds[1][1])\n", + "plt.tick_params(axis='both', which='major', labelsize=20)\n", + "plt.xlabel(r\"$\\alpha_0$\", fontsize=25)\n", + "plt.ylabel(r\"$\\alpha_1$\", fontsize=25)\n", + "plt.tight_layout()\n", + "#plt.savefig('plots/alpha_gp_exact.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Xg4oxVRiGFJnI1emW5NByeZole+UgBMOqHadVubkUVoyq8LkWVIyp/DGkSCoXY8uG0HIl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\nGy5eO1y5UalwJSKJ2nViNyvXtN5Y1pBA8YUaeyIi+aVwJdKEpJZh93U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6/mXRJvfj6uGZ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\nLICO3uyuC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zzntrU291/ArcAAcHnZ61cAg8C36/ycziqvf634Od8ve30MUcO8Fzh86OcQ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\ngg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "thetas = np.array([v for v in product(As, Bs)])\n", + "\n", + "gp = GaussianProcessRegressor(alpha=0., normalize_y=True, \n", + " kernel=C(1.0) * Matern(1.0, length_scale_bounds=\"fixed\"))\n", + "gp.fit(thetas, llr)\n", + "\n", + "xi = np.linspace(bounds[0][0], bounds[0][1], 50)\n", + "yi = np.linspace(bounds[1][0], bounds[1][1], 50)\n", + " \n", + "xx, yy = np.meshgrid(xi, yi)\n", + "zz, std = gp.predict(np.c_[xx.ravel(), yy.ravel()], return_std=True)\n", + "zi = zz.reshape(xx.shape)\n", + "\n", + "mle = np.unravel_index(zi.argmin(),zi.shape)\n", + "zi -= zi[mle]\n", + "zi *= 2.\n", + "\n", + "cs = plt.contour(xi, yi, zi, [1.,4.,9.,16.,25.], linewidths=0.5, colors='w')\n", + "plt.clabel(cs, cs.levels, inline=1, fontsize=10, fmt = fmt)\n", + "\n", + "cs = plt.contourf(xi, yi, zi, 30,\n", + " vmax=abs(zi).max(), vmin=0.0)\n", + "\n", + "#plt.colorbar()\n", + "plt.scatter(thetas[:,0],thetas[:,1], marker='o', c='w', s=50, lw=0, zorder=10)\n", + "plt.scatter([xi[mle[1]]], [yi[mle[0]]], marker='o', c='r', s=50, lw=0, zorder=10)\n", + "plt.scatter([alpha_value_0],[alpha_value_1], marker='o', c='g', s=50, lw=0, zorder=10)\n", + "\n", + "plt.xlim(bounds[0][0], bounds[0][1])\n", + "plt.ylim(bounds[1][0], bounds[1][1])\n", + "plt.tick_params(axis='both', which='major', labelsize=20)\n", + "plt.xlabel(r\"$\\alpha_0$\", fontsize=25)\n", + "plt.ylabel(r\"$\\alpha_1$\", fontsize=25)\n", + "plt.tight_layout()\n", + "#plt.savefig('plots/alpha_gp_approx.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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Mw/ClZasT25JZAGNG85eJaBMR3W7iuYLgOkqpz2bKVkk8HpZsFUEQBFuQOEIQBEEQBFZE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\nKNlHRbdnP4L9iFD7qZtzZCKOp5D7iMdS59uwHxHBP6umAkkpc0KI9oVmU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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20,10))\n", + "ax = axes.flat[0]\n", + "\n", + "gp = GaussianProcessRegressor(alpha=0.0, normalize_y=True, \n", + " kernel=C(1.0) * Matern(1.0, length_scale_bounds=\"fixed\"))\n", + "gp.fit(thetas, llr)\n", + "\n", + "xi = np.linspace(bounds[0][0], bounds[0][1], 500)\n", + "yi = np.linspace(bounds[1][0], bounds[1][1], 500)\n", + " \n", + "xx, yy = np.meshgrid(xi, yi)\n", + "zz, std = gp.predict(np.c_[xx.ravel(), yy.ravel()], return_std=True)\n", + "zi = zz.reshape(xx.shape)\n", + "\n", + "mle = np.unravel_index(zi.argmin(),zi.shape)\n", + "zi -= zi[mle]\n", + "zi *= 2.\n", + "\n", + "cs = ax.contour(xi, yi, zi, [1.,4.,9.,16.,25.], linewidths=0.5, colors='w')\n", + "cs.levels = [nf(val) for val in cs.levels]\n", + "ax.clabel(cs, cs.levels, inline=1, fontsize=10, fmt = fmt)\n", + "cs = ax.contourf(xi, yi, zi, 30, cmap=\"viridis\",\n", + " vmax=abs(zi).max(), vmin=0.0)\n", + "\n", + "#plt.colorbar()\n", + "ax.scatter(thetas[:,0],thetas[:,1], marker='o', c='b', s=50, lw=0, zorder=10)\n", + "ax.scatter([xi[mle[1]]], [yi[mle[0]]], marker='o', c='r', s=50, lw=0, zorder=10)\n", + "ax.scatter([alpha_value_0],[alpha_value_1], marker='o', c='w', s=50, lw=0, zorder=10)\n", + "\n", + "ax.set_xlim(bounds[0][0], bounds[0][1])\n", + "ax.set_ylim(bounds[1][0], bounds[1][1])\n", + "ax.set_xlabel(r\"$\\alpha_0$\", size=16)\n", + "ax.set_ylabel(r\"$\\alpha_1$\", size=16)\n", + "ax.set_title(\"Approx. -2lnL (VAR(2,1))\")\n", + "\n", + "ax = axes.flat[1]\n", + "\n", + "gp = GaussianProcessRegressor(alpha=0.0, normalize_y=True, \n", + " kernel=C(1.0) * Matern(1.0, length_scale_bounds=\"fixed\"))\n", + "gp.fit(thetas, exact_contours)\n", + "\n", + "xi = np.linspace(bounds[0][0], bounds[0][1], 500)\n", + "yi = np.linspace(bounds[1][0], bounds[1][1], 500)\n", + " \n", + "xx, yy = np.meshgrid(xi, yi)\n", + "zz, std = gp.predict(np.c_[xx.ravel(), yy.ravel()], return_std=True)\n", + "zi = zz.reshape(xx.shape)\n", + "\n", + "mle = np.unravel_index(zi.argmin(),zi.shape)\n", + "zi -= zi[mle]\n", + "zi *= 2.\n", + "\n", + "cs2 = ax.contour(xi, yi, zi, [1.,4.,9.,16.,25.], linewidths=0.5, colors='w')\n", + "cs2.levels = [nf(val) for val in cs2.levels]\n", + "ax.clabel(cs2, cs2.levels, inline=1, fontsize=10, fmt = fmt)\n", + "cs2 = ax.contourf(xi, yi, zi, 30, cmap=\"viridis\",\n", + " vmax=abs(zi).max(), vmin=0.0)\n", + "\n", + "fig.subplots_adjust(right=0.8)\n", + "cbar_ax = fig.add_axes([0.81, 0.12, 0.03, 0.775])\n", + "fig.colorbar(cs2, cax=cbar_ax)\n", + "\n", + "ax.scatter(thetas[:,0],thetas[:,1], marker='o', c='b', s=50, lw=0, zorder=10)\n", + "smle = ax.scatter([xi[mle[1]]], [yi[mle[0]]], marker='o', c='r', s=50, lw=0, zorder=10)\n", + "sobs = ax.scatter([alpha_value_0],[alpha_value_1], marker='o', c='w', s=50, lw=0, zorder=10)\n", + "\n", + "lines = [smle, sobs]\n", + "labels = ['MLE', 'Observed']\n", + "\n", + "ax.legend(lines, labels, frameon=False, prop={'size':12}, scatterpoints=1)\n", + "\n", + "ax.set_xlim(bounds[0][0], bounds[0][1])\n", + "ax.set_ylim(bounds[1][0], bounds[1][1])\n", + "ax.set_xlabel(r\"$\\alpha_0$\", size=16)\n", + "ax.set_ylabel(r\"$\\alpha_1$\", size=16)\n", + "ax.set_title(\"Exact. -2lnL (VAR(2,1))\")\n", + "\n", + "plt.show()\n", + "#plt.savefig('ar_2d_approx.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot grid of score distributions to check calibration" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from carl.ratios.utils import plot_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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QOUpUAoJYiMnP5HolCkpd+1QeQqryl1wUNAJCAqrnYpA8CDqug0ancUNUhNzm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\nzTFevSo0aEaOBN5/3/pxDe1XtMfKh1eiVyM3XynFA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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scores(clf_ratios[0:9], \n", + " positions=[(l,bkg_position) for l in combinations[0:9]])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From f1b837f88597c979bed344df916635292a27430f Mon Sep 17 00:00:00 2001 From: Juan Pavez Date: Thu, 4 May 2017 15:39:42 +0200 Subject: [PATCH 2/3] Fix for score distribution of VAR --- .../Likelihood ratio of VAR time series.ipynb | 144 ++++++++++-------- 1 file changed, 77 insertions(+), 67 deletions(-) diff --git a/examples/Likelihood ratio of VAR time series.ipynb b/examples/Likelihood ratio of VAR time series.ipynb index 286d5b6..b9264f0 100644 --- a/examples/Likelihood ratio of VAR time series.ipynb +++ b/examples/Likelihood ratio of VAR time series.ipynb @@ -38,7 +38,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -46,6 +46,9 @@ } ], "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", "%matplotlib inline\n", "import numpy as np \n", "import pandas as pd\n", @@ -53,8 +56,14 @@ "import matplotlib\n", "import theano\n", "import scipy.linalg as L\n", + "import pdb\n", "import pickle\n", "\n", + "import os, sys, inspect\n", + "cmd_folder = os.path.realpath(os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0]))\n", + "if cmd_folder not in sys.path:\n", + " sys.path.insert(0, cmd_folder + '/../systematics/carl')\n", + "\n", "import carl\n", "\n", "import multiprocessing\n", @@ -79,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -191,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -247,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -265,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -273,18 +282,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Gg/PPZ1LIaYUKsaf6p5+cP7bQt9/yZuz9990dCO5HavGSoNi5k6/T0aOBIkVM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\nV1ZgfvYZ0KPHfyuJCxUCrr8eeOEFZ8+dH5s2McY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QAAAg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\n2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Ieq+eu0oBDz3EptSpYGCIiAKvssCQUhxd7zYTZWSA9Hzo0UNKdchu+fmSMj5hgumV+CuR\nMjIHJ5MRxWfNGhkhf/nl/pyvSRPJ6uPQA6LU7N4t9wNXX+39uS66CPj0U+BPf2JT6kQxMEREgVZY\nKGUYbdtW/Jjf/EYyhtas8W1ZoWYqMASwnCwoliyRXfaPPjK9En8l0njawYwhovg895xcz/3MVmU5\nGVHq3nhDsngaNfLnfE7j+AkTZGoZxYeBISIKtFWrgIwMoEaNih9z3HEy1paj691hOjDEm3T7LVwI\nnHceMG0aUFBgejX+SWRUvaNrV2YMEcVSUAC8+KI/TadL692b1xyiVGgtZWRuN52OJSMDmDQJePll\n2USm2BgYIqJjLF4MXHKJ6VXEp7IystJuvVVuKn/6yfs1hd3KleYzhpgabLeFC6W/V+fO0envtWGD\nvHlt3Tqx7zv5ZGD9er42EVXmf/+T15N4rvdu6tVLyteIKDlz5wJ79wL9+vl/7iZNgDZtmGkeLwaG\niOgYjz0GfPABcOiQ6ZXEFm9g6KSTgD59JJ2VUmMyYygjQzLA8vLMnJ/is3Ch9M45//zolJM52UKJ\nNtasWhXo0AHIzfVmXURh8MwzwC23+H/erCwJ+u7c6f+5icLg+eeB66+XiWQmDBwITJ5s5txBw8AQ\nER1lxw7ZmWvSBPjhB9OriS3ewBDA0fVuMRkYAthnyHZaHx0YmjQpGs+5ZMrIHCwnI0Am2m3ebHoV\n9lm8WDJVhw71/9xVq8rzeuZM/89NFHT79wPvvgtce625NQwaBHz2mbnzBwkDQ0R0lBdeAIYPl/Tp\nJUtMrya2RAJD/frJG9Rp07xdU5jt3y8pwc2amVsDA0N2W7MGqFNHpvl06yblVcuXm16V95KZSObo\n1o0NqKNu40ZgwQJgxQrTK7HP2LHSn6RaNTPnZzkZUXLefRfo21eyvU3p3VvuQbZvN7eGoGBgiIh+\ndviwNGj+wx8kfXrxYtMrii2RwJBSJVlDlJzVq6WHiqmUYICBIds52UKAPOeiUE6mdeoZQwwMRduc\nOfLftWvNrsM2+/YBb73lf+Pa0jiZjCg5JppOl5WeDpx1FvDFF2bXEQQMDBHRzyZNApo3B3r0kMCQ\n7RlDu3YB+fmJ7URcdRXw9dcS4KDEmS4jA6TcYtky4MABs+ug8pUODAHRCAzl5UmWVNOmyX2/ExiK\nQskdlW/uXClbYmDoaG+8AWRny72JKT17ArNmAUVF5tZAFDRLlgA//ggMHmx6JSwnixcDQ0T0syef\nlGwhIBiBoeXLgfbtE2v2Wru21Do//bR36wozGwJDNWrI7+fcuWbXQeUrGxg65xzJptmzx9yavJZK\nGRkANG4M1KwJrFvn3pooWObMAX75S3kjRUJryWI20XS6tIYNZQPK9nsiIpu88ILcb1etanolJYEh\nbr5UjoEhIgIgE3GWLgV+/Wv5e9u2wKZNdo9QTqSMrLRbbwVeekn65VBibAgMASwns9nChcApp5T8\nvXZtmQg4ZYq5NXlt1qzky8gcLCeLLq0lMPTrXzNjqLQZM4CDB82MuS6L5WRE8Tt4EHj9dZlGZoO2\nbaWk7PvvTa/EbgwMEREA4KmngBtvlBdOQCL8J59s94tosoGhE0+UeuPXX3d9SaG3ahXQpo3pVTAw\nZKu9e4EtW+QmrDRnOllYpZoxBEiWFSeTRdP69fLf3r2ZMVTak08CN99stqedo3dvBoaI4vXBB1L2\n37q16ZUIpVhOFg8LXmqJyLTdu4G33wZuuunoz9vegDrZwBDA0fXJsilj6Ntv+fOzzaJFQOfOQJUq\nR3/+/POBTz4BiovNrMtLhYUS0Dn11NSOE7WMod27gXfeMb0KO8yZA/ziF0CrVpIxxNc1udZ8/jlw\nww2mVyI4mYwofjY0nS5r4EAGhmJxJTCklDpXKbVMKfWDUuq+cr5+tlJqt1Jq3pE/D7pxXiJyx8sv\nS3O4E044+vO29xlKJTCUnS1vXjmlIH7FxTKK3IYdoBNPlPWwJ4tdyvYXcpx0kvTpcCYvhUluLtCy\nJVC3bmrH6do1WhlDEyYA9x1zxxhNc+dKYKhuXcna3bHD9IrM+89/JIu5Th3TKxGdOgHbtskfIqpY\nXp68dxg2zPRKjnbOORLczc83vRJ7pRwYUkqlAXgKwCAAnQFcrpTqUM5Dv9Ra9zjy52+pnpeI3FFc\nLI2YnabTpdkcGCoqAlaulObTyeDo+sRt2gTUrw/UqmV6JfLzYzmZfSoKDAHhnU7mRhkZAHToINki\nUZm2N3WqlE3xJr0kYwgAMjNZTrZ9u0wjK+++xJS0NHme85pDVLlx44Df/AaoXt30So5Wr57cn3z1\nlemV2MuNjKHTAazQWq/VWhcCeBtAeTHCBOYGEZFfPvtMdil79jz2a1262BsYWrsWaNRIGtsm68or\npRxp5Ur31hVmtpSRORgYsk9UA0OpNp4GgGrV7O/r5hatgWnT5PU7L8/0asxyGk87pYhOOVmUPf00\ncNFFx2Yxm9a7N8vJiCpTWChVCLaUgJbFcrLKuREYag6gdDL/+iOfK6uXUmqBUuojpVQnF85LRC5w\nRtSXN/K9ZUuZ3GVjWnsqZWSOWrWA666TxtsUGwNDVJmiIimr6tq1/K/36SNB2E2b/F2X19yYSOaI\nSjnZ6tXAoUMynv2HH0yvxqy1a6V8LCND/h71wNCBAxIYuvtu0ys5FieTEVVu0iQZPtGxo+mVlG/Q\nIGDyZNOrsFdVn84zF0Cm1vqAUmowgPEAKiwAGTFixM8fZ2dnIzs72+v1EUXSihWyU/m//5X/daVK\nysnOPtvftcXiRmAIkNH13bsDf/mLPb0MbGVbYOgXv5A30QUF9qUsR1FeHtC0acW9dqpVAwYMAD7+\n2J4Rtqk6cEACGxVlSSWqW7doNKCeNk2CQs2bMzDk9BdyRL2U7KWXJIjsxvXdbWecIT+vwkJ5PSOi\no73wgr3ZQoC81m7cCGzYINefqMjJyUFOTk7Mx7kRGNoAILPU31sc+dzPtNb7S338iVJqjFKqgdZ6\nZ3kHLB0YIiLvPP20vEGrUaPix9gcGHJjRyIzU96gvPqqBImoYitXyht7Wxx3HNCunQSH3OjxQqmp\nrIzMMWQIMH58eAJDCxZIU9rKXkMT0bWr7LiGnRMYAliaU7q/ECAZQ1HNhDx8GPj3v6W/kI3q15ef\nz6JFqU8hJAqbdevkteu990yvpGJVqkgT6ilTgGuuMb0a/5RNtBk5cmS5j3OjlGw2gLZKqVZKqXQA\nlwGYUPoBSqmmpT4+HYCqKChERP7Yvx947TXg5psrf5ytfYbcyhgCpAn1k0+Gc5S2m2zLGAJYTmaT\nBQtiB4YGD5ZJgAUF/qzJa26WkQElpWRhHlfu9Bf65S9leEDUM4ZK9xcCJPAQ1Yyh//5XdvF79TK9\nkoqxnIyofC++CFx2mR0DSiozaBD7DFUk5cCQ1roIwG0AJgPIBfC21nqpUuompdSNRx52kVJqiVJq\nPoDHAFya6nmJKDWvvSYj2zMzK3+crZPJ3AwM9e0rO/5TprhzvLBiYIgqE0/GUOPGkukXlqkgbk0k\nczRtKv1mNmyI/digWrFCJjy1aSOv4VEODJVtPA3INTmKPYa0Bh59FLj3XtMrqRwDQ0THKiqSwJDN\nZWSOgQPlfr+oyPRK7ONGxhC01p9qrU/WWrfTWv/jyOee1Vo/d+Tjp7XWWVrr7lrr3lrrmW6cl4iS\no7U0XI5nFGxWFrB4sV072Pv2Abt2xQ5qxYuj62P76Sdgzx77psQwMGSPeAJDQLimk7k1kay0sDeg\ndrKFlJJAWEEBsDOiOeSrVklJbLNmJZ9r2hTYu1f6V0XJ1Kny/3z++aZXUjlOJiM61pQpsvHTvbvp\nlcTWsiXQpAkwf77plZixe3fFX3MlMETkh7VrgeeeM72KcJg6VXZs4+kb1LixNPa1aQf7hx9k6kGa\ni69gl18ub/JWrHDvmGGyejVw4onu/pu7oX17ucht2WJ6JdG2Y4cEbE88MfZjwxIY2rVLJqy5PX0l\n7A2op00D+vWTj5WKdjlZ2cbTgLzGtmgh/TqiZNQo4J577LvGlNW+vWySbN5seiVE9nj++WBkCzmi\nWE6WmyuTmNu0qfgxlr/8EpWYNAl44AH2gXHDU08Bt91W/oj68thWTuZmGZmjZk25qHF0fflsLCMD\n5E3EGWcwa8i0hQsl0yWe15Tu3SUDLejBgDlzgB49pJmlm7p2DW9gqHR/IUeUA0NlG087ojayfuFC\nyUy+8krTK4ktLU0yVVlORiS2bJHegVdcYXol8YtKYEhrSQY47zxpun3SSZVfbxkYosCYPRvYvj3c\nKfZ+WLtW+ntcdVX832NbA2ovAkOANOJ+7TVJ46ej2RoYAlhOZoN4y8gACR6dd17ws4bcbjztCHMp\n2fffA7VrS+DDEfXAUHnTraIWGBo1CvjjHyU7OQhYTkZU4pVXgF/9Cqhb1/RK4nfWWVJKFtb7/cJC\n4K23ZOPh1lvl57NmDfDgg0DDhhV/HwNDFBhz5kjTv88/N72SYBszBrj6ark5j1cUMoYAqTvu318u\ncnQ0BoaoMgsXAqecEv/jw1BO5kV/IUBK01avBg4edP/YppXNFgKiGxgqLpZSsvICQ5mZ0ZlMtnYt\n8MknwE03mV5J/NiAmkhoDbzwQrDKyACZnNazp1yTwmTfPmD0aGm3MXYsMHKklJDdcIMM2YmFgSEK\nhP375Ub5jjs4OSoV+fkyNeDWWxP7PqcBtS28CgwBHF1fkVWrKq9LNun00yVwfPiw6ZVEVzyj6kvr\n3x+YOVNuYoLK7YlkjvR0oF07ya4Jm/ICQ1GdTLZyJXD88dLHr6woZQyNHg1cfz1Qr57plcTv9NPl\nNe/QIdMrITLryy+BatUkWBo0YSon27ABuP9+oHVr2Sh97z1g+nRgyJDE+rYxMESBMH++BCcGDpRd\nmjDupPrhrbekH0uib/A7dQKWLrVjtGNxsbyJ8Cow1KePTIkJy8XCLTZnDB1/vDRrzc01vZJoOnRI\nnpNZWfF/z3HHyY1kUAP9GzbINK14mm0nI4zlZMXFcqNaNjDUrp00/Y9aML6i/kKABIaikDG0Ywfw\n6qtSRhYkderIjnxUpxoROZ5/Hvjd7+LvWWqTgQOByZNNryI1ixcD11wjLT/y82XD6p13kt+0YmCI\nAmHOHEnZr1dPfvm//tr0ioJHa8mEiWdEfVl168pox1Wr3F9XojZskJsyr3YXObr+WMXFkrHXurXp\nlVSM5WTmLFsmb2Rr1kzs+4YMCW45mZMt5NXNcBgnky1eDDRoADRvfvTn69aVPxs3mlmXKRX1FwKk\nlCwKGUPPPAMMG3bs70QQsJyMom7XLhkMlEjPUpt06QIcOCDZm0GitTT7PvdcyXo6+WQgLw94/PHU\n79MZGKJAmD27ZGetf3/2GUrGN9/IJKABA5L7flsaUHtZRua47DJg3jw5F8lY3nr1EutL5TcGhsxJ\npPF0aU6foSBminjVX8gRxslk5ZWROdq3j97rbWUZQy1byiaIDVm6XsnPlymgd99teiXJYWCIou71\n14HBg4FGjUyvJDlKSdZQUCoECguBN96Qaah/+ANwySWyaft//yebLm5gYIgCwckYAiSwEdTyA5Oc\nEfWJ1JqWZksDaj8CQzVqSGosR9cLm8vIHAwMmZNsYKhNG6B+fQnCBo1XE8kcTimZ1t6dw2+xAkNR\n6jNUXCxlSBVlDFWvLpNjNm3yd11+evVVeQ517mx6Jcnp3ZuBIUrOp5/KPfU998iU4CD2R9RaysiC\n1nS6rCCUk+3dC/z733LPNG4c8PDD8n7suuvcn+TIwBBZb/duuTnq0EH+3rOnpMxt3252XUGycaO8\n8F1zTfLHsKUBtR+BIUBG17/xBrBnj/fnsl0QAkOdOwPr10tqM/kr2cAQEMzpZFofvVnhhWbNJIgf\nlsBAUZE0KWVgSPzwgzSdrmyXN8wNqIuKgH/9C7j3XtMrSV6bNpL1tH696ZVQ0Hz7LdC9u0zGuv12\neb2/+mppGByU8emzZ0sVQkWv6UExYACQkyPZOLZZv15eI1u3lnuODz4Apk4Fzjsv+U3+WBgYIuvN\nnSsvoFWqyN+rVQPOOkueHBSfsWOByy+XPg7JilLGECA9DwYOBF5+2ftz2S4IgaGqVaUsY9Ys0yuJ\nFq0TH1XPIq3EAAAgAElEQVRfWhADQ3l58lratKl351AqXA2o588HMjIq/jeLWmCosjIyR5gDQ+PH\nS/nJmWeaXknylGI5GSVn+XLpDTNypLw2zpsnm97jxpXcez71lN3PfydbyKsAhV8aN5Ygr23P47/+\nVe4BCgvlffBbb1WcYeqmgP84KQrKu4Hq35/lZPEqKACee07KyFLRoYPUshYUuLOuZPkVGAI4ut6x\ncqX9gSGAN+kmbNokwaETTkju+888UyZSbdni7rq85HUZmSNMfYYqKyMDojeyvrLG047MzHBOJtMa\n+Oc/pYwmiJOMSmM5GSWj7H1sZiZwyy1SYrZxI3DTTSXvfbp1Ax56SDJ0bLkX3bcPeP/91KoQbDJo\nkF3lZJs3A//5D/D998Do0d5NPy0PA0NkvdKNpx1On6Ew9V/wyvvvS+Pojh1TO0716pLOaLJBaH6+\nvGD6NR2rVy/pgfLJJ/6cz1ZByBgC2GfIBKeMLNk3eOnpEuj/+GN31+UlZyKZ18I0mSxWYOikk4B1\n64BDh/xbk0lRzhj68ktpETBsmOmVpK5XL2DGDNOroCApLpYgeEUbnHXqAL/+tWSrb94MjBkjr4tX\nXy3ZRDfeCEycKNO0THnnHeDss5PfELLNoEF2NaAeM0aqPJo18//cDAyR9crr5dCxo6TX5eWZWVOQ\nJDuivjymy8lWrJCgUNWq/pyPo+tFUAJDZ5wBzJxpz65aFKTSX8gRtHIyryeSOcJSSlZYKFMxzz67\n4sekpwMtWkhWatgVFcnPtUePyh/XqlU4M4ZGjZJJZE57gCD7xS+k9+LBg6ZXQkGxfr2UIsfT2qFK\nFaBPH8mwW7pUgqodOkg2SbNmwNChwAsvSADJT88/LwNawqJXLwnW2dC7Nj8fePZZ4I9/NHN+BobI\natu2yc5SmzZHf14pjq2Px+zZUqJx/vnuHM90A2o/y8gcl14qN/FLl/p7XlscOCANnTMyTK8ktqZN\ngeOPj1ZJimluBIYGD5bX8iBkixQWAgsW+FPr36mTlHGaLt9N1dy5kgofa6RxVEbWL1smO+3161f+\nuMzM8GUMLVkivw9XX216Je6oXVs2KoM4WZHMSOU+tl074M47JQNzzRrgssvk2tmxo2yMPfywZJl6\nWU2xaBGwYYNk2YRFerpsXNjwnvKNN2Tjye/3Og4GhshqTrp1ec3NOLY+tieflLplt3bmTGcMmQgM\nVa8uqbtRHV2/erW8qQtKg0GWk/nLjcBQ06YSFPj6a3fW5KXcXMnkSKWRf7yqV5dNkaAHpWOVkTmi\n0oA6nv5CQEkpWZhK5v/1L8lgrlHD9Ercw3IySsTy5SVTllPRoAFwxRXA22/LBvDf/w5s3QoMHy7X\np+7dgUsuAR54AHjpJbm+btmS+uvJCy/ImHS/Mvf9YkM5mdbAY48Bd9xhbg0BudWnqKqsDr9/f7nh\nPHzY3zUFxdatUod8/fXuHbNLl+gFhgDg978H3nwzmqPrg1JG5mBgyD/5+RI4TLV/GQAMGRKMcjK/\nysgcYSgnY2DoaPH0FwKAevUkO3r3bu/X5If164EJE4Cbbza9Endx6AElwov72PR04JxzgMcfl3u2\ndeuk3OvCC2WDYepUafbeubO8rvToIdnwDzwgvYy++UbeM8QKGuXny73wdde5u34bDBwoDahNBuKn\nTJGN/H79zK2BgSGyWnmNpx3NmgEtW8pNFh3r+eelgV2DBu4d86STZMdh3z73jpkIU4GhjAzJlopi\nujgDQ1SR3Fx5Pqanp36soPQZ8msimSPoDagPHZI3zWedFfuxDAwdTalwNaB+7DGZYnT88aZX4q7e\nvSVjKEyZXeQdP+5j69eX15jLLwf+/GfgtdfkdXj7dnk9efZZaf6eng588QVw112ywVO/vmQzXnYZ\n8OCDwCuvyO+2EzT673/l635OyfJL27YSRMvNNbeG//wH+NOfzE5rDFkiGIXNnDlSDlURp89Qz57+\nrSkICguBZ55x/41WlSpy8cjN9f/fXGtzgSFAdlpyc+Pb+Q6ToAWGTjlFmpTv3w8cd5zp1YTbggWp\nl5E5uneXjLy8PLlBs9Xs2f423ezaVW4Wg2rWLHnNjicYEIWR9YcPS6Cve/f4Hu8Ehk45xdt1eW33\nbuDFF+U1I2xatZL/rl0bzjfM5C6T97GAvBafdlr5Gxw7d8o1eMUK+TN5skzIWrFCmuanpcmmcxgp\nVVJOlpXl//m//15eH8eP9//cpTFjiKy1YYMEODIzK34M+wyV78MP5c28W2/aSjPVZ2jLFqlpjtXA\n1CtOYChqghYYSk+X33tmEnrPjf5CjrQ04Lzz7M4aOnBAAhdevK5WxCklC2o2wtSp8QfTmzeXAIKp\njFQ/fP+93NPE26MqMzMck8nGjpWswMru54JKKZaTUXwOHJDsG1sDiA0aAKefDlx5JTBihDRCnjlT\nAkarVsnr+a9+ZXqV3nHKyUx47DHpCWu6/xoDQ2QtZ0x9ZSl1Z50l5T379/u3riBwc0R9Wab6DJne\nZYlyYKjsVEDb9erFcjI/uBkYAuwvJ5s/XyaFVa/u3zkzMoDiYgmMB1G8/YUACQ62aye702EVb+Np\nRxhKyQoKgCeekB4nYdW7NwNDFNuKFbLR5tZAGD81bCiZjkEZRJKMfv2kdC4/39/zbt8OvPee9DM1\nLcQ/Xgq6yvoLOWrXlsdMn+7PmoJg0SIZcTx8uDfHN5UxZDow1KmTBIaCunOfDK2luXDr1qZXkpie\nPXmT7jWt5bXGzcDQgAHyc7M10D97tuym+kmp4DagPnhQ/s369o3/e8I+sj7e/kKOVq2CnzH0+uvy\nOtG1q+mVeIeTySgepu9jqXL16knZ7pdf+nvesWOlJ2yTJv6etzyuBIaUUucqpZYppX5QSt1XwWOe\nUEqtUEotUEoFvFqa/BDvDZTTZ4jEk09K1LlaNW+OH9XAUNOm8t+g7twnY/NmoE6d4PXqcRpQRymI\n57e1ayUw72ZpZ5068rOz9fXc74lkjq5dg9mA+ttv5XpRp0783xP2BtRz5yYWGMrMDHbGUHExMGoU\ncO+9plfirVNPBZYulVIhooqYvo+l2PwuJysokD5Of/qTf+esTMqBIaVUGoCnAAwC0BnA5UqpDmUe\nMxhAG611OwA3ARib6nkp3LSOPzDEPkMldu4E3n8fuPFG787RvLnsBG/b5t05ymP6gqqUlJN9/725\nNfgtaP2FHC1aSD+qNWtMryS83C4jc9hcTjZrlv8ZQ0BwJ5MlUkbmCHNg6NAh2VRJpJF00EvJJk6U\nwGB2tumVeKtGDSmzZ287qozp+1iKzWlA7Zd33pENFBMNr8vjRsbQ6QBWaK3Xaq0LAbwNYFiZxwwD\n8CoAaK1nAqinlGrqwrkppNaskT4OGRmxH3vqqcDGjfIn6l58ERgyxNt0RKXMZA3ZcEGNWp+hoAaG\nlOLYeq8tXOjNpCQnMGRbtteuXZIt2KFD7Me6LailZMkEhsI8mSw3V5rOJpKB2ayZ/O4dPOjZsjz1\n6KPSW8jk+GW/sJyMYrHhPpYqd+qpwKZNwPr13p9La5k6escd3p8rXm4EhpoDWFfq7+uPfK6yx2wo\n5zFEP3MaT8ejShVpGGZr+YFfioqAp5/2rul0aX43oD50SPosmG6CzMBQcDAw5C03R9WX1q6dvHGe\nP9/9Y6dizhxpvGmiaWinTtK09NAh/8+drAMH5GfYp09i3+dkDNkWGHRDov2FAPl9a94cWLcu9mNt\n8803Uo4c5ilGpXEymf+Ki+Vav3276ZXEpjWwbBkDQ7arUkValPhRiZKTI6VkgwZ5f654sfl0isaP\nlyf5+edLfeDTT8sv05o18kadkhNP4+nS2GdIdtmbNPGn1MHvjKGVK4GWLf2dBlQepwF1VDAwRBXx\nqpQMsLOczFQZGQDUrCkN4JctM3P+ZHzzjWSU1a6d2Pc1aCD98bZu9WZdJiUTGAKC24D60UeBu+6S\nst4ocAJDYQxq2mr2bBmnvmCB6ZXEtmmTvJY3aGB6JRSLX+Vko0dL7MCmSW9uvFxvAJBZ6u8tjnyu\n7GNaxnjMz0aMGPHzx9nZ2ci2uDj51VeBa68t2dFbtAj473/l4+3b5WaufXvZBW3XruTjjIxopNYm\na86cxJoVDhgA/OUvckGO6r/rU0/5ky0ESGDozTf9ORdgT/qtkzEUld+zlSuB664zvYrknHqqBC8P\nHpT+D+SevXslE6BdO2+OP2QI8MADwEMPeXP8ZMyeDVxxhbnzO+VkQZnslEwZmcPJGmoasoYDc+cC\n11yT+PcFsQH1smUSmH/rLdMr8Y+zebVyJdC2renVRMOkSZLhsWSJbBDbzJb7WIpt4EB5D1pU5F2W\n8IoV8hr59tveHL+snJwc5OTkxHycG4Gh2QDaKqVaAdgE4DIAl5d5zAQAtwJ4RynVE8BurXWFs31K\nB4ZsduAA8MUXwPPPAw0blv/1vDz54Tu/AK+9Jh/v2ycXjtJBIydw1LhxNN50VqS4OPHJHW3ayJu/\n3Fx7Gnj5adkyCUpefLE/5+vcWS7EfgVIbLmgNmkikf0tW6T3Q9gFOWOoVi3pBzN/vuzkknsWL5bX\nAK9umPr2lde0bdvkemiDWbNkd8+UoDWgnjoVeOSR5L7XCQwlMubedgUFMrggmSy7IDag/te/gFtv\nldfhKHGyhhgY8sfEicBll5mZlJsoW+5jKbYWLWRjYt487yaRPv64DAry6zWybKLNyJEjy31cyoEh\nrXWRUuo2AJMhpWnjtNZLlVI3yZf1c1rrj5VS5yml8gD8BODayo5ZXGxXWlVFPv8c6NGj/KAQID/s\nrl3L3+Hbu7ckYPTDD3IT9eyz8nFRUUmQ6Oyz5c1+lFIPV6yQ/99ExyA75WRRDAw99RTwu9/5V2rV\nqJH8fq9bJ7uZXlu+HDjjDO/PE4szmSw3N/yBoQMHZMpdPA3gbeWUkzEw5C4vy8gAID0dOOcc4JNP\ngKuv9u488dqwASgslMbBpnTtKjeSQbBvn7xRS/Z51769vOaHyeLFEixI5k1Aq1bA11+7vyavbNwI\n/O9/ci8XNU5g6De/Mb2S8PvxR2kQ/PjjwH33mV5NbAwMBYtTTuZFYGjXLqm6sLE1hSvhF631p1rr\nk7XW7bTW/zjyuWe11s+VesxtWuu2WutuWut5lR1v1iw3VuW9Dz8Ehg9P7nvr1pVSh8suA/78Z8kk\n+u47eSO2apW80R80SDKSWreW87z/fnAnUyQikcbTpUV1bP3evfIC8/vf+3tePxtQ23RBjUoD6jVr\n5A2JiWa7bunVi32GvOB1YAiQPkOTJnl7jnjNni3XJJOZvF27Bidj6Kuv5N8r2RLOMI6sT7a/EBC8\nUrInngCuuqriTdMw692bk8n88tFHwODBci3KzZWkApvZdB9LsQ0cCEye7M2xn39eSuZPOMGb46fC\nyryc8eNNryC2oiJJYRw2zP1jN2woO92//S3w7ruSlTF8ODB2rOzeX3edZBiFtbl1oo2nHf36yQ1p\nkCa3uOGVVyRbqrnPc/78bEBt0wU1Kg2og1xG5ujZk1NivOBHYOi88yTQX1jo7XniMWuWd+nk8WrR\nQq5tWyoswrdHKv2FgHCOrE+0PL60IJWS7d0rb3psGr/sp+7dS9pFkLcmTgQuuACoX1/+2P4csek+\nlmI76yxpRbB3r7vHLSwEnnzS3tdIBoaSNGOGBGn8SC2vW1caFn7+ubwRz8oC7r5bdpHuuUe68Ydp\nCkKyO2sNG8qLbpTeCBYX+9t0ujS/AkM7dsgbIltKt6KSMRSGwFCbNlISt6HCUQeUqKIied573QS5\nWTMpvfnmG2/PE4/Zs81NJHMoFZysoVQDQ23byutPmDa/UskYatlSSmZsz4gAgOeek5321q1Nr8SM\n9HSZxjd7tumVhNtPP0l5pTPm2+9JuYkqKJD7kKDfU0VJrVqSdT51qrvHff99uTft3t3d47rFysDQ\n/v32j2UdPz75MrJUZGQAd94pDbGmTJGL0IUXyoviI4/YHzGP5fBhCXSdempy3x+1sfVTpsj4yzPP\n9P/cWVnSN8Frzi6LLQ3ZO3eWJqJhCsaWJwyBIaUka2jmTNMrCY+8PGnCXq+e9+eyYWx9cXHy5c1u\nC0JgaPduec1OJZBWs6Y0/gz6/YwjP1/+TZINptasKRkRmze7uy63HToEPPaYbFhGGcvJvPf55/Ka\n7FyHbA8M5eVJ5l+1aqZXQolwu5xMaxliYWu2EGBpYGj4cLuzhrROrb+QWzp1Ah5+WN7APfecNGL7\nxS8k/e3ZZ6VfUdAsXSolUcm+6Yhan6Enn5RsIRNBk86d5Wb38GFvz2Nb+m2TJtJ3x/ab9FSFITAE\nlDSgJnf4UUbmsCEwlJcnWbtNmphdBxCMyWRffinPuVQHIYSpz9CiRXINS7bnEiBvKn/80b01eeGt\nt4COHWUoS5Q5DajJO04ZmcP2wJBt97EUH6cBtVtmzJD35kOGuHdMtzEwlITcXHkz7NfNcSxKAX36\nAM88I6mK99wjqW8nnST/lu+9JztWQZDqzmyfPvLz2bXLvTXZ6uWXJZB2+eVmzl+7tjROW7nS2/PY\neEGNQjnZqlWS7hp0DAy5y8/A0KmnlgxkMMWGMjJH167y72+zVMvIHGEKDKVSRuawvQF1cTEwahRw\n772mV2KeM/QgCKV/QVRcLBsGDAyR17Ky5P1zXp47xxs9GvjTn+we6mJlYOjss+WGwNa+EOPHS9Np\nW0pbSktPlxfLd96R3aULL5RsoubNpWn1F1/YXbefbONpR/XqEhyaNs29Ndlo+nS5AZs0Kbnxt27x\n42Js4wU17A2otQZWrw5Hn4jTTpPSWxuaGIeBn4GhtDSZOmMya8iZSGYDJ0vT5t/lqVPdCwyFZWR9\nKo2nHbY3oP7kEymT6d/f9ErMO+EEyTCcV+n8ZUrW3LlSWll646pjR3nfaOtr47Jl9t3HUmxKuVdO\ntno1kJMjPYNtZmVgqFo1SSGfMMH0Sspnqr9QourWlclmU6aUNK2+917Zebr3XuDgQdMrPJYbO2th\n7zO0YgVw6aUyor5jR7NriWpgKOwZQ1u2SEZYnTqmV5K6evVkSIAf/bCiwM/AECAp1yYDQzZMJHPU\nqiUBAlsDJtu3A2vWpH4NB5gxVJbtpWSPPirZ6jZumJoweDDw6aemVxFOZcvIAHltbNHCvcwOty1f\nDnToYHoVlAy3ysmefFISNI47LvVjecnKwBBgbznZunUS9evb1/RKEuM0rZ47V4Im06dLnySbHDok\nQYZUO7WHuc+QU5s6cqQdO3NeN6A+fFjKSNq18+4cyQh7YCgs/YUcLCdzx44dwJ49/kzjdAwYIHX5\nP/3k3zkdhYXSHybZYQhesLmcbPp0ydh1o8FqWEbWHzggb1azslI7js2lZHPmyNouvtj0Suxx7rmS\nRUXumzTp2MAQYG85mdZ2bnBSfAYMkEyfQ4eSP8bevcArr5iZIJ0oawNDgwZJ87bdu02v5GgTJsgb\n86pVTa8keR07StTStsDQ4sWSGlq7dmrH6dJFnoRr1riyLGscOgRcdJH8/t10k+nViC5dvL0Qr1kj\n02lMlsuVJ+yTyRgYovI42UJpPt451K0rGTtffOHfOR25ufKGvG5d/89dEZsnk7nVXwiQDJktW4LT\nH7EiCxZI6XGqzbhtLiWbPh0YOpQTl0o76yy5pw3iEBibrV8vz4NevY79mtf3o8natk0y6Ro1Mr0S\nSkajRrI5nco95LhxEmBq2dK9dXnF2sDQccdJryHbIu5Of6Ggu+ACSXO1qR7XrZHAaWmSTROmrCGt\ngVtukdKeRx81vZoS7dvLRdqrskRbd1kaN5ab4E2bTK/EG2ELDDnNQCk1fpeROUxNJ7OpjMzRrZu9\nGUNuBoaqVJHXIFtLQ+LlRn8hQAKUtpaSOa0KqESNGhIcCnNbAxMmTZIyvfI2573OYE+Wcx/LMsvg\nSqWcrKgIeOIJu0fUl2ZtYAiwr5xs925g5kz5BQm6jAyJgH75pemVlEi18XRpYesz9K9/yQ3mG2/Y\n1c0+PV2yvJYt8+b4tgaGgHCXk4UtMNSxo2QfbN9ueiXBZjow5HeGnk0TyRy2Zgxt2QJs3Jh6KXhp\nYegz5EZ/IQBo0EBKq/fsSf1YbsvNleshHY3lZO6bNKniUd+2lpLZfB9L8UklMDR+vDSkP+MMd9fk\nFasDQxdcID+IggLTKxEffwxkZ6de6mSLoUPtKidz6wYKkJS9L74Ix7jQ8eOBxx+Xhns2Ni3zcpfG\n5gtqmCeTrVwZrsBQWpq8wZ850/RKgs1UYKh9e6BmTf8zZWyaSObIzJS+Ndu2mV7J0XJypPeimxsX\nDAyVUMrOBtTFxcDSpQwMlcdpQB2G+1AbHDggm9nnnlv+19u1kz6wtpWf2nwfS/Hp2VMG/yRz3R09\nOjjZQoDlgaEmTaRmdOpU0ysRQZlGFq9hwyQwZEOflPx8uQF0601HixZS7jN/vjvHM2XePOB3v5Of\nU4sWpldTPi/rum2+oDJjKFjYZyg1hYXyfDRRMqKU/+VkBw64e01yi1J2Zg25WUbmCPrI+v37pU+e\nW0ETGxtQ//ij9OCqX9/0SuzTpo2U/9v2XA2qL76QIGtFv2vVqklwaOlSf9cVi833sRSf9HRJDEm0\nEmX2bOmLdeGFnizLE1YHhgB7yskOHgQmT644hTGIOneWOl0bLloLFki5R6oNGksLep+hDRskePfs\ns3ZNxSnLy/Rdmy+oTgPqsMnPl5Kr5s1Nr8RdDAylZtkyeWNqqhG834Gh+fPlOe7mNcktUQoMBTlj\naP58uT661ZTZxgbULCOrHMvJ3DNxYuz3YDaWk9l8H0vxGzRI4gCJGD0auP32YA2ssj4w5GS1mE7F\nnDpVMiOaNDG7DjcpVfLva5pbjadLGzAguH2G9u+XUsrbbgN+9SvTq6mcVxfivXvlj62ZUk7GkA0Z\nd25as0begNjUy8oNZ5whzYSLikyvJJhMlZE5zjpLnm9+9YmysYzM0a2bXYGhDRvk59K1q7vHDfrI\nercaTztsbEDNxtOVc8rJKDXFxRWPqS/NtsBQYaEEc9u2Nb0SStXAgRIYiveef906ee5ff72363Kb\n9YGhtm2lJMh0b4gPPwxXGZnDlj5DbjaedmRny++NbfXGsRQVAVddJU08773X9Gpia91a3hTs3evu\ncZcvl7RgP0djJ6JRI8km2LjR9ErcFcYyMkB+Xk2aeNcoPewWLABOOcXc+atXB/r18+9N1qxZ9jWe\ndnTtatdksmnT5Hrr9mt1kybyxmrHDneP6xc3+yYCzBgKouxsaQlgY9PwIJk/X0oW27Wr/HG2BYZW\nrZLsaxszTykxbdvKtMF4f7+eegq4+mqgXj1v1+U2S99yHc10OVlxsQRPwjCmvqwzz5QbjXXrzK7D\ni4yhunVlZ/Wrr9w9rtfuv19uIp55JhjjLdPSpBGz2xfjIKTfhrEBdVgDQwDLyVJhOmMIkHKySZP8\nOZfNGUNZWRLgPHzY9EqEF2VkgFz/2reXpp9BNGeOu2XgDAwFT82aQJ8+wc1et0U8ZWSAfYGhINzH\nUvycrKFY9u8Hxo2TMrKgCUxg6IMPzJVszJwpu81hTAWsWhU47zx50TVl3z652enUyf1jB21s/Qsv\nSBDyv/+VZmdB4UUD6uXLgQ4d3D2m28LYgJqBISpLazsCQ+edJzdlXgdEdu6U8eu2vv7Uri0ltraU\nWXkVGAKC22do717ZcHPzvsa2UrLiYglQenHvFiYsJ0vdxImxy8gA4MQT5fXblgytZcvsvY5Q4uId\nW//KK1L+HsR76UAEhnr0kObPpjrNh20aWVmmy8nmzZPUeLcaNJY2YEBwGlB/8QXw4IPSYLVBA9Or\nSYwXuzRB2GkJYwNqBoaorM2b5U1gRobZdWRkSOnqjBnenmfOHLnvsLnPli3lZGvXAj/95F1wIKiB\noXnzJJDqZtPRjAwp2z50yL1jpmL1aqBhQ8nOpoo5DajD1o/QLxs2yO9anz6xH5uWZteGXRDuYyl+\n/foB334rU0srUlwMPP54sEbUlxaIwJBSZsvJwtpfyDFokPyim4qwe1FG5jj9dLmgbN3qzfHdsmwZ\ncMUVwNtvx66htlGUA0O23IC4ZdUqGbMbRl27yi7+mjWmVxIsTraQDaWtfkwns7mMzGHLZDKnv5BX\nvxtBHVnvduNpQIJMJ5wg449tkJvLxtPxaN9eMsBtKnEKko8+kuBavEHWrCxg8WJv1xSvINzHUvzq\n1pVei5W1KPnoI3ncmWf6ty43BSIwBJgLDC1bJrWCNo8LT1WdOvILHE96nBe8aDztqFYNOPtsycax\n1fbtUjv9j3/IDXYQuR0YKi6WvhLt27t3TC+EbTKZ1hIYat3a9Eq8Ua2a1HyPHGl6JcFiQxmZw4/A\n0KxZ9geGunWzI2PIyzIyILiTydxuPO3IzLSnz9CSJewvFA+lWE6WinjLyBw29RliYCh8YpWTjR4N\n3HmnHRtpyQhMYKhvX2DlSv93SsaPl6bTQf0Bx8vk2HovM4YAu/sMFRTIOPqLLgKuvdb0apJ3wgnS\n92PLFneOt24dcPzxErS0WcOGMqVgwwbTK3HH1q1ArVrhLg246y4JLJgqTQ4imwJDp50mv6deZn3N\nnm3vRDKHDRlDWnsfGGrXTjYJiou9O4cX3G487bCpATUbT8fPKSejxBw4AEyfLv9+8bIlMLRzp9zj\nN2tmeiXkpsoCQwsWyEbGxRf7uyY3BSYwVK2a7BROmODvecPeX8hxwQVy0Sos9Pe8u3bJTb6XmSFO\nnyHbsjq0Bm68EWjcGPj7302vJjVKuduAOki7LGEqJwtzfyFHvXrA3XcDf/6z6ZUEh+lR9aWlpUkT\naq+yhjZskOtgq1beHN8trVpJg2OTo9xXrZINAS+v33XqAPXrByv4vnu39OXyoumsTQ2oGRiKX79+\nEnDet8/0SoJl6lTp93b88fF/j1NKZvqe37mPDXtiQdT06CGb4OUlqoweDdx2mzc9c/2SUls8pdTx\nABuDVMMAACAASURBVN4B0ArAGgCXaK2P6VSjlFoDYA+AYgCFWuuk9uKGDwfGjgVuuSXpJSdk0yaJ\n/J19tj/nMykjQ6auffklcM45/p13zhyge3dvm3yefLJcIH74wa5gwyOPyI3Vl1/Km52gc3Zp3Pj9\nCVpg6PvvZRch6KIQGALkwt22rfQBCXOZsBvy86VPW8eOpldS4vzzgSeflF5YBw+W/CkoSOzv5X3u\np5/kmm/7zXxaWknWkJcZO5WZOlXO7fW/ldOAumVLb8/jlnnzJJDqxX1Nq1YyKde0oiL5mdj0umCz\n2rVl+MHUqZKhT/GZNCmxMjJAMnS0lk3npk29WVc8gnQfS/GrUkUqUSZPBq67ruTzmzZJ8sro0ebW\n5oZU5yXcD+BzrfWjSqn7APzfkc+VVQwgW2u9K5WTDRoEXHON7MbUr5/KkeIzYYLUBQdpbHgqhg2T\n/2e/A0Ne93JQSp7EU6bY8yL93nsS5PzuOyndCYOsLLkhdkOQLqidO8vvcRhEJTBUq5ZMAHzgAfZ9\niCU3t6R5qi0GDQJeekkmf9SoAVSvLv91/jh/r1NHMjLLfr2y76lRQ7LKgsB0YGjaNMmE8JoTGPLz\n3iQVXvUXAiQw9O673hw7EStXypvu444zvZLgcMrJGBiKj9YSGEq0R6hSJRuVDAyRFwYNknvH0oGh\nMWOAyy8P3lTpslINDA0D4OTTvAIgB+UHhhRcKFurXVua8378sUxw8tr48cHu+5KoYcOkCfJjj/m3\nWzp7NnDJJd6fZ8AAuZm67TbvzxXLrFnArbdKtNn0+Gc3ZWUBr77qzrGWL5esgCDo3Bl45RXTq3DH\nqlXBnaSQqBtuAEaNkv4FUcgKTZZN/YUcdevKfUDUdesm1xMTnP5Cf/ub9+cK2sj6OXOAoUO9ObYt\npWScSJa4wYMl01Fr+zMSbTB/vmziJBNccTODPVnLlwOXXWbu/OSdAQOkJUFRkWQQ5ecDzz5b+bSy\noEg1WNNEa70FALTWmwE0qeBxGsAUpdRspdTvUjmhX9PJ9u4FvvkmsYZnQde5s6Sn+9nQ0o+MIUAy\nhnJypB+CST/+CFx4ITBunD09O9ySlSU3i240CQ3STkunTlJKZrqe3Q1RyRgCJANm5EjJGgrDz84r\nNgaGSHTtam4y2fLl8hzyY4Jh0EbWe5kxlJkpwxlMN+PmRLLEdewo15ply0yvJBiSKSNz2NCAOkj3\nsZSYFi1k6M7cufL311+XgRVh+HnHDAwppaYopRaV+rP4yH/L2w+p6Pa6j9a6B4DzANyqlEp6T/qC\nCyTT4uDBZI8Qn08/lZ3zME/nKUspf6eTbdkijfj8eCPapAlw4onmdlcBCTYOGSJTkZK92Nns+OPl\n+ZLqbuZPPwHbttnf/NXRsCFQs6b/ExO9sHJldAJDAHDlldIAn9NiKsbAkL2ysiQobWLDw5lG5kfm\nQ5BG1u/YAWzf7l1D7tq1pXxr2zZvjh8vNp5OnFKcTpaIiRPlnjkZpgNDhw/LRlu7dubWQN5yppNp\nLZU2d9xhekXuiFlKprUeUNHXlFJblFJNtdZblFLNAGyt4Bibjvx3m1LqAwCnA/i6ouOOGDHi54+z\ns7ORnZ39898bN5ZdsqlTZTKJV5wx9VEzbJh/E3ucXTW/UmqdPkO9e/tzvtIOH5ba0169wvPiUR7n\nYnziickfY8UKaSrrZUNytzmTyYLSHLU8Bw/Km40WLUyvxD9VqkgpzAMPyA17GJrAu0lrBoZsVqeO\nlCOvWOF/E+Bp0/wr923dWgLvhw7Z1euqPPPmydQaL19LMjNlZL3J/im5ucC995o7f1ANHiy9SO68\n0/RK7LZxo2xUJVva7mSwmyrbW7NGnp9h6SFKxxo4UO4fTz8dqFrVn357qcjJyUFOTk7Mx6V66ZoA\n4JojH/8WwDG5JkqpWkqp4458XBvAQACVxnFHjBjx85/SQSHHhRd6W0526JBE9L2qEbfZmWfKBBo/\nsh/8KiNzDBgAfP65f+cr7a675PfqqafCXVvuxi5NENNvnclkQbZmjbzhCFJAzg3Dh8tF/f33Ta/E\nPmvXSoZC48amV0IVcRpQ+0lrKc32q+l1eroE3Vet8ud8qfCyjMzRqpU8N00pLATy8oAOHcytIaj6\n9QO+/VYyo6liH38sGRnJjv12MthNPU+CeB9LiTnrLGDBAuCvf5UNf9vf22VnZx8VX6lIqoGhfwIY\noJRaDuAcAP8AAKXUCUqpSUce0xTA10qp+QC+AzBRaz05lZM65U5FRakcpWI5OXLBO+EEb45vs6pV\nJRNrwgTvzzV7tvc3UKX17StP4n37/DsnADz9tGQqvfde8he5oMjKAhYvTu0YQbygOhlDQRal/kKl\nKQX8/e/AQw+Z70FmG2YL2c9EYCg3V7KVMjP9O2dQGlDPmQOceqq35zDdgDovTzJLmQ2RuLp15b53\n2jTTK7FbKmVkDpPlZEG8j6XE1KwpFSh5eVIREhYpBYa01ju11v211idrrQdqrXcf+fwmrfWQIx+v\n1lqforXurrXuorX+R6qLPukkoFkzGfXthQ8/lF3kqPKjz5DW/mcM1aolKX9xZNK55vXXgUcekSZ6\n9ev7d15TunSJZsZQp04MDAVZ//5SkuPWVL2wYGDIft26+d+A2ukv5KcgBYbCnjHExtOpGTxY+phS\n+fLz5TVm8ODUjsPAEHntd78DHn4YqF7d9ErcE9iOCl5NJysulqBIFPsLOQYNklTXvXu9O8f69RIc\n8rufidNnyA/vvSc1+FOmROcNd8eOcvNeWJj8MYJ4QXVKyYI83SrKgSGl5OI+YoT3gw2ChIEh+5nI\nGJo6lYGh8mzbBuzZIz3yvGQ6MMTG06lxGlAH+X7BS9OmydTeBg1SOw4DQ+S1iy4Crr/e9CrcFejA\n0AcfuP/COneuTHyIcu10nTrSa8jLHQ2/G087/OozNHEi8Ic/yMXf76agJtWqJcG+vLzkvl9rufkP\n2gW1QQPpxbJunemVJC/KgSFAUoK7dQOefdb0SuzBwJD9WreWyXq7dvlzvuJiYPp0M4Eh20fWz50r\nZWReN7E3XUrGwFBqunQBCgqkaTwda+JEdyb3MjBElLjABoZOOUWyEtxu+Dp+fLTLyBxDh3pbTuZ3\nGZmje3dg61Zvm2tPniwR5EmTovmmKpWL8aZNQI0a0jgwaILegDrqgSFAJkw88giwf7/plZi3b588\nHzlu125pafJG06+soYULgSZNpPTST0EYWe9HfyGAGUNB54ytZznZsbSWe2c3AkMdO0qAxu/egXv3\nyvWzeXN/z0vkhsAGhpTyppws6v2FHEOHSrZLKiVBlfG78bSjShWZCuFV1tD06cBVV0k2m4n/Pxt0\n6ZJ8A+og77IEuQG11gwMARLI7dcPePxx0ysxb/Fi6Z1VtarplVAsfpaTmegvBEggau9eb0vcU+VH\nfyEAaNRISl79HqQByHTV1auDe522hVNORkdbuFD6tbjx+1W7tgRnks1gT9by5bKh4nXmIJEXAv1r\n63ZgaMUKYMcOaVAcdRkZQNu2wFdfuX9sp/G0qcBJ//7eBIa+/Ra4+GLgnXeAPn3cP35QpJIxxMCQ\nGdu2SaZWvXqmV2LeyJHA6NHAzp2mV2LWggXRzHgMoigEhtLS5M2WzeU3ft3XKGWunOyHHyRjqUYN\n/88dJv37A19/LY2WqYRTRuZWmwkT5WRBvo8lCnRgqG9f2eV2q6/Hhx9KpgyjvMKr6WSrVkkkv1kz\n948dD6fPkJv9qebOlUDlq6+auWm2SVQDQ0GeTMZsoRLt2gG/+hUwapTplZi1cKGUbJP9/JpMdviw\nbBZlZ3t/rvLY3IB682bgwAHp+eQHU+VknEjmjvr15fV1+nTTK7GLW2VkDgaGiBIT6BBI1arAkCHA\nhAnuHI/9hY7m9Blyu8G3yWwhQG7cjjsu+XKnshYtAs4/H3juOUkPjrp27SRYm8xOWJAvqEGeTMbA\n0NEeekiez5s3m16JOWw8HRxdukhQuqjI2/PMny/DBZo08fY8FbE5MDR3rr8DNUxlDLG/kHsGD2Y5\nWWmbN8vz+8wz3Ttmly4MDBElItCBIcC9crKtW+XFo1+/1I8VFllZkj3lVgDFYarxdGluja1ftkyC\nQY8/LhlWBFSrJsGhpUsT/94gX1CPP14m+gVxMhkDQ0dr2RL47W9lhH0UFRXJ9bBrV9MroXjUrQs0\nbSpj5L1kqozMYXNgyK/G0w5TGUMMDLln8GA2oC7to4+AgQOB9HT3jmkqYyjKk60p2AIfGBo0CJg1\nK/VRrRMnygtS9erurCsMlPKmnMxU4+nS3Bhbv3KlHOeRR4BLL3VnXWGRTAPqggJgw4ZgByiC2meI\ngaFj/d//AW++CaxZY3ol/lu5EmjcmD2ngmTkSJmG2asX8Npr0pzYbaYDQyefbO/Ier8zoRkYCr5u\n3YA9e+T6S+6XkQGySbl2rX+9nIqLpQ9a+/b+nI/IbYEPDNWqJTcqH3+c2nFYRlY+twNDxcXAvHnm\nA0P9+gHffCPBiGT8+CNwzjnAgw9KZgEdLZldmrw8udmtVs2bNfmBgaHwaNwYuPVWYMQI0yvxH8vI\nguc3v5Hn8f33A6+/LqVG998vE6TcUFgo18yzz3bneMlo104yhmws13VKyfxiopTs4EE5J9/0uiMt\njdPJHAcPSsbj4MHuHjc9XQbpLFvm7nEr8uOPQIMG0q6CKIgCHxgCUi8n279fGsCdd557awqLM8+U\nG8v169053vLl8oarQQN3jpes448HOnYEZsxI/Hs3bpSg0B13ADfd5P7awiCZwFCQy8gcQW1AvXIl\nA0Pluesu2XT4/nvTK/EXA0PBVLWqbOZ89pkEcQ4dkrLtCy6QN5/Fxckfe/ZseY1o2NC99SaqQQPJ\n6t6yxdwayrNxowTOMjP9O6eJjKHly+V3wM1Sn6hjOZmYNk1Kl714ffGznCwM97EUbaEIDA0ZIv1i\nkk0VnDwZ6NlTpgTQ0apWlYDZxInuHM904+nSkukztHWrBIWuvx744x+9WVcYRDUwFMSMoYMH5fe6\nRQvTK7FPvXrAPfcAf/6z6ZX4i6Pqg69dO+A//5Ed7OHDgQcekM/961/Ajh2JH2/aNDt6MNrYZ8jp\nL+RX42kAaN5cAmSFhf6dkxPJ3DdggGxMe1H6GSSTJsl7OS8wMEQUv1AEhho1krGPX3yR3PePH8/G\nwZVxs5zMhsbTjkT7DO3cKd9zySWSok8Va9UK2L1b/sQrDBfUzp2l6XYqO/N+W7tWmi1XrWp6JXa6\n9Vbg22/ltSsqOKo+PGrVko2MuXOlZ9aiRVJace21kgUUL9P9hRy2Bob83vCqVk0ajm/Y4N852V/I\nfQ0aSODiq69Mr8QcrWXz2e3+Qg4GhojiF4rAEJB8OVlhoXTCHzrU/TWFxaBBUnK1d2/qx7Kh8bSj\nVy+pO965M/Zj9+yR5uSDBkWz50ii0tLkBjKRi3EYLqj168uEoCBNJmN/ocrVqiW9xB580PRK/LFz\np7zenXii6ZWQm5QCzjgDePVVCax06CCbHKefDrz8cuUZ1wUFwMyZwFln+bbcCjEwVMLvcjIGhrwR\n9XKyxYsl0NmxozfHZ2CIKH6hCQwNGwZMmCBjdhPx1VfypqhlS2/WFQZ16gB9+qR+4Tp8WHaie/Rw\nZ12pql5deijFGvG7f7+U0/XqBfzzn/6miwdZIhdjrcNzQQ1aORkDQ7Fdf728GZ0+3fRKvLdwofR6\nSAvN3QGV1bgxcN990vD///0/4N13pT/OPfdIv7GyZs6UQJINU+psCwxp7X/jaYffDahzc+W6Tu6K\negPqiROljMyre+vWraV81o3N7VjCch9L0RWaW7/WrYGMDEn5T8SHH3IaWTycwFsqcnPlRqZuXXfW\n5IZYfYby8yW9tVMn4PHHGRRKRCKBoe3b5Qa7cWNv1+SHoDWgZmAotvR0GQf+wAN2TkRyExtPR0eV\nKsD550uD9e++k8/17CkbIZMmlWy02VJGBtg3sn79erkvaN7c/3P7mTF04ICUrbVt68/5ouTUU+Ue\nyO9m4rbwsowMkE0OP+7LfvpJfo5+NqEncltoAkNA4uVkWrO/ULwuuEBuHlNpdGhT42lHZX2GCgqA\nCy+UG76xY7mDnqhEAkPOLksYAm/MGAqnK64Adu0K/84uA0PR1KYNMGqUZKBceinwl79IEOCf/5Rr\nvy2BoTZtZFLq4cOmVyJMNJ52tGrlX8bQ0qXSvJy96NyXliatCqJYTrZli7R08LpM1Y9ysh9+kNfM\nKlW8PQ+Rl0L1VtcJDMW7o7tggdS1smY6tubN5YYslQZ5NjWedmRlyU7YqlVHf76wUG6O69SR/gt8\noU9cly5yIY7n+Rim9FsGhsKpShXgb3+TrKEgNRdPFAND0VazJvDb3wKzZkmJ2fLlkily5pmmVyZq\n1gSaNbMnu8Lkhldmpn//Duwv5K3Bg8O/6VCejz+WDdr0dG/P40dgKEz3sRRdoQoMdesmu0jxvikb\nP16CSWHIUvBDquVkNjWedih1bDnZ4cPAVVdJGv0bb3CHLFlNmsi/7+bNsR8bpgtqp07BmUymtQSG\n2rQxvZJgGD5cNhPee8/0SrxRWCi/u+wjQoBs5Lz4opRL1aljejUlbOozZKq/EOBvKRkDQ94aOFBK\nNg8dMr0Sf3ldRubIypIm115avlx6sREFWagCQ0pJ6U+85WTsL5QYZ2x9Mj02CgqA77+3cwRy6cBQ\ncTFw3XVSMvLee97vYoSZUvHv0oQpMFS/vvzxsylosrZvl99xG5rKBoFSwN//Djz0kD2lLG5atkze\nbNaubXolRBWzJTCkdUkpmQlO82k/+p4xMOStxo3lHuibb0yvxD8FBcAXX0hPM6/5kTG0bFl47mMp\nukIVGALi7zO0ejWwcaNMmqL4ZGXJG6Nkou6LFkl9eq1a7q8rVf37y2Syw4eBm2+WHbjx44EaNUyv\nLPiiGBgCgtOAmmVkiTvnHKBFC+CVV0yvxH0sI6MgsCUwtHatBNYzMsycv04duU/Zvt37c3Eimfei\nVk6WkyO/U40aeX+uE06Qe/ytW707R9juYymaQhcY6tNHLtbr1lX+uA8/lPRF9o6Jn1LA0KHyb5co\nG/sLOZo3l4vG0KESwJo0yc4AVhDFExgqLATWrAnXtJOg9BliYChxSgEPPyxTyg4eNL0adzEwREFg\nS2DIhoEafpST7d8vTYJ5rfDW4MHRakDtVxkZkFgGezK0ltckBoYo6EIXGKpaFRgyJHbwwukvRIlJ\nts+QDTdQlTn3XLnx+eQTu3opBF2XLrEzzFavlh3XMGVoMTAUbr16SVnss8+aXom7GBiiILBlZL0N\n9zVOOZmXvv9e/s25keqt006TRu/r15teife0lk3YIUP8O6eXgaENG4DjjmNZPgVfSoEhpdRFSqkl\nSqkipVSPSh53rlJqmVLqB6XUfamcMx6xysl27ADmz5cSIkpM377yZnLDhsS+z8bG06U9/DAwY4b0\nhiH3dO4sN5WVNWIOY/qt8/9tOwaGkve3vwGPPCK76WHBwBAFQWYmsG2bTBQ1yWTjaYcfGUPsL+SP\nKlWiM7Z+yRLJ4vHz98rLwFAY72MpmlLNGFoM4EIA0yt6gFIqDcBTAAYB6AzgcqWUp33bBwyQQMTO\nneV/fdIk6RNRs6aXqwinqlWlUVwiWUMHDgB5eZI9YqsaNYDq1U2vInzq1QMaNJBSsYqE8YIalMlk\nDAwlr2tXoF8/4PHHTa/EHZs3Sw+G5s1Nr4SoclWqyOtWXp65NZhuPO1o1cr7jCEGhvwTlXKySZOk\njMzPqdAMDBHFllJgSGu9XGu9AkBlT+3TAazQWq/VWhcCeBvAsFTOG0utWnLD/tFH5X+dZWSpSbTP\n0Pz5clPBwEs0xboYh/GCWq+eZJ/5NUo4WStXMjCUipEjgcceq3gTIkgWLJBsIT9v1ImSZbrP0KpV\nUjrStKm5NQCSPeVHxhAbT/tj0CCZ1FVYaHol3po40d8yMqDkXtSLKX5hvI+laPKjx1BzAKVbQa8/\n8jlPVVROduCAvOief77XKwivc8+Vsqu9e+N7vM2Np8l7UQwMAfb3GSookL5aLVuaXklwtWsH/OpX\nwKhRpleSuoULpW8SURCYDgzZ0F8IYClZ2DRtKps1331neiXe2bpVSu3PPtvf8zZoID1EYw0nSkZY\n72MpeqrGeoBSagqA0nsiCoAG8IDWeqIXixoxYsTPH2dnZyM7OzvhYwwZAtx+O5Cff3TJ2OefS+pv\nw4aprzOq6tSR6W+ffQZcfHHsx8+ZA/zyl96vi+zUpQvw8ccVfz2sF1QnMOT3rli81q6VsetVY14F\nqDIPPSSZNrffLtMNg2rhQtmtJgqC9u2Br74yd34b+gsB3peS7d0rGZEnnujdOeho554rg1D69jW9\nEm988on0eDVRReBsVGZmunvcsN7HUnjk5OQgJycn5uNiviXQWg9IcS0bAJR+CrY48rkKlQ4MJath\nQ6BHDwkElR6HyDIydwwbJuVk8QSGZs8G7rnH+zWRnbKygEcfLf9ru3dLFl9Ghr9r8kPnzsCXX5pe\nRcXYX8gdLVoA11wjDeyfesr0apK3cCFw772mV0EUn5NPBsaNM3f+OXOA+zwfpRJb48bSAP+nn4Da\ntd0/fm4u0KEDkBa6Gcb2GjwY+MMfgL//3fRKvGGijMyRlSWTcs87z71j5ucDmzYBrVu7d0wit5VN\ntBk5cmS5j3Nzr7iizgSzAbRVSrUCsAnAZQAud/G8FXLKyZzA0OHD8oL05z/7cfZwu+AC4P/7/6QO\nulq1ih+3d6+M3uzUyb+1kV06dJAmoYcOAenpR39t+XLZ+Q1jX5POnYFnnjG9iooxMOSe+++X3/O7\n7qr85vDwYWDPnvj/7N5d8nFGBnDttVK6VquWu+s/eFB+Hzp2dPe4RF5p397cyPriYskYMt14GpCA\nTcuWkjXkxfOXZWT+69lTBnZs2hTsLNTyFBTIhv2YMWbOn5UFTJ3q7jHz8uReitnXFAYp/RorpYYD\neBJAIwCTlFILtNaDlVInAHheaz1Ea12klLoNwGRIT6NxWuulKa88DsOHyy5uUZFMsZgxQ3Z3mRKb\nuubNgTZtgK+/rrxMbO5cKbPgC2Z01awpabsrVhx7gxnm9NvSk8ls3G1lYMg9jRsDt90GXHml3HiW\nDuiU/nPwIFC3rjQnr+hPo0by2lr280uXAi++KCVrl14KXHedlLK4EVTNzZV+SRwQQEHRuLHc2+3Y\n4X9rgLw84Pjj5blqg8xMbwNDbDztr6pVpdTqs88kGzVMvvxS7o2aNDFz/qws4Ikn3D1mmO9jKXpS\neruutf7/2bvvMKnq8+/jny9VKWJDUGA3CChdxQZY2NgAa0zsJRqNFY1ptpjn98PnSYzRJCYRsWGs\nMcbee4TYonQBpYNSRUR6kWX3+/xx74Rl2TK7c+acM+e8X9fFBTs7O+cWmZkz97nL85K2G/HsvV8q\n6cRKX78uKfSnTXGxJYI+/NB6dV94wVqgEIxMO1ltiSEGT0OyOUPTpqUrMbTTTjbs8PPP45mAmTdP\nOvTQqKNIjmuvtQ+KzZrVnPRp1arhiZzeva11d+FC6ZFHpLPOstaRiy6Szjsvtw+pn3xiCXygUDi3\ndQD1gAHhHjsug6cz8jmA+tNPpWNzHSiBehs61GbxJC0xFGUbmWRJqZkzrXo3qAvWM2Yk9zwW6RPD\n69jByrSTec98oaBlEkO1rX4cNy5eJ1CIRqavu6okJ4akeG8mo2IoWK1a2VyIyy6zpM3QodLAgfZv\noGNHG9ofRHVPp07STTdZBd5f/ypNnCh17WpJo9desyqK+sqsqgcKSVSbyeKYGMrXAGpayaIxZIj0\n1luWwEgK7y0xVHnua9hatrT2vLlzg3vMpJ/HIl1SkxiaOtVOmDn5DU6mvLi2VeRxO4FCNGpaWZ/0\nN9S4Joa8JzFU6Bo1kkpKrHroiy+s9eB//9c+JP761/U78aViCIUoisTQ5s3SU09Jxx0X7nFrU1SU\nn4qhlSttTmTQG5xQt732sosAY8dGHUlwPvvMWuujbk2s6Xy0oZJ+Hot0SXxiqE8f+xD0m99YkiiJ\nQ26j4tzWqqHqrFhhv/bZJ9y4ED/VvRGXldmshiT/++jVy06G4mbFCiuj3mWXqCNBENq0sUqlsWOt\namjDBmuvKSmRHn3Uvq6J99KUKSSGUHiiSAw98oi1o/TrF+5xa5OvVrJPP7X/Vs6bo5FpJ0uKTLVQ\n1P+egkwMeU9iCMmS+MSQc5YQeuop5gvlQ22JofHj7eQpjoN3Ea6uXaUlS2ylbsaCBTYXJR8rduMi\nrhVDVAslV58+0p/+ZNsgr75aeuIJa2XLJI6qtv4uWGAD4qMaBgo01L77hpsY2rJFuvVWa+WMk8zw\n6aDRRhatIUOk11+POorgvPxytG1kGZmZl0FYtsw2M4c9AB/Il1R8ZP/+9+0D6BFHRB1J8hx+uH3I\nXLx4++8xeBoZTZrYSfz0SvsI03CVpUcPG0xYXh51JNsiMZR8zZpJP/iB9MorVhFUXCydc46dFN9x\nh7R8ud2PNjIUqm7dbNZWWK+vTz8ttW8fv3PJTp3swkvQ82jYSBatww6zf99ffRV1JLn7+msb6TFo\nUNSRBFsxlIbzWKRLKhJDhx9uV5VYmR68pk2t3PWll7b/HoOnUVnVAdRpeEPdaSe7kjR/ftSRbIvE\nULp07Cj96lf2IeOuu2zYdLduljh67DESQyhMrVpZO+yiRfk/lvfSLbfY8yjqVpiqmjWT2ra15FCQ\nqBiKVtOm0lFHSW++GXUkuXv1Venoo6Uddog6EmtB/fxzadOm3B8rDeexSJdUJIYkZmnkU03tZAye\nRmVVr9Kk5Q01ju1kJIbSyTm7YvvwwzaTZPBgaelSO2EHClFYc4ZeeUVq3NguhMVRPtrJSAxFb8iQ\nZMwZinobWWXNmkldulg1d67Sch6L9EhNYgj5M2SI9MEH0tq1W29bulTauFHq3Dm6uBAvaU4MgYDW\ntQAAIABJREFUxW0ANYkhtGkjXXqp9N570rHHRh0N0DBhJIa8l37723hWC2UEPYD666+toqJDh+Ae\nE/U3dKhVDJWVRR1Jw23YYP8NcUkMScG1k6XlPBbpQWIIOWvdWho4cNsheZlqobieRCF8VQf+peUN\nlYohAMiPMBJDY8ZI33xj8yrjqrg42IohNpLFQ6dOUrt20oQJUUfScK++Kh16qM16jYsgE0Pdu+f+\nOEBckBhCIE45RXrxxa1fM3gaVXXqJK1bZyfYmd+LiqKOKv969oxXYmjzZqvo69Qp6kgAIDdhJIZu\nuUW64QZrJYuroqJgK4YYPB0fhd5O9tRT0mmnRR3FtoJIDH37rbRwIRfZkCwkhhCIk0+2qwKlpfY1\ng6dRlXNWPTNtmp3Id+0qNUrBK1DPntbLHpdS8C++sPaApk2jjgQAcpPvlfVjx9rjn3tu/o4RhKBb\nyZgvFB9DhxZuYmjDBumNN6RTT406km0FkRiaO9cSss2aBRMTEAcp+FiGMHToYFnz99+3fnwGT6M6\nmTfjtLSRSdZq2bZtfDaT0UYGICk6d7atZN9+m5/Hv+UW6dpr4//hL+jh0ySG4uPww6Xp06UVK6KO\npP5ef90+C7RtG3Uk2+rcWVq+XFqzpuGPkabzWKQHiSEE5uSTbTvZwoVWcs3QQlSVxsSQFK8B1CSG\nACRF06aWFJk3L/jHnjZN+ugj6eKLg3/soGUqhrzP/bG8t/92EkPx0Ly5bZMsxLX1cWwjk+wzSo8e\nuZ2Xpe08FulAYgiBycwZyrSRMbQQVWUGUKftDTVOA6hJDAFIknzNGbr1VumnP5V23DH4xw5amzZS\nkyY2uy9XX30llZdL7dvn/lgIRiG2k23caDHHdWh71YUo9ZW281ikA4khBKZPH7vS9OCDDJ5G9Xr3\nlqZOTd8bapwGUJMYApAk+UgMzZtnbTBXXBHs4+ZTUO1kmTYyLu7Fx5AhNqunvDzqSLL3xhtSv37S\nHntEHUn1cp0zlLbzWKQDiSEExjmrGnrlFeYLoXpt29qshilT0vWGSsUQAORHPhJDv/+9dPnlVolT\nKIIaQM1Gsvjp3FnaZRdp0qSoI8leXNvIMkgMAdsjMYRAnXyy/U5iCDXp3VvafffCOuHOVc+edhIR\n9WYy70kMAUiWoBNDixfbh9qf/jS4xwxDcXGwFUOIl6FDrYqtEGzaZJu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yRqlnNiyDnXSNIISYMl9ZJ0tnOuezV3fdd736/i129yPS6A4GRW1Fcd7pjkxFCrVvamxer67K1a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\niIiITqG1VpVfczuVbAyA2wFcUF1QSCnVEECa1vqAUqoRgFEAJiezSCIiI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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -305,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -344,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -362,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "collapsed": true }, @@ -396,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -419,12 +428,10 @@ "num_cores = multiprocessing.cpu_count()\n", "pool = multiprocessing.Pool(num_cores)\n", "\n", - "#clf_ratios = []\n", + "clf_ratios = []\n", "n_sample_points = len(combinations)\n", "points = list(range(n_sample_points))\n", "for i, k in enumerate([points[n:n + num_cores] for n in range(0, n_sample_points, num_cores)]):\n", - " if k == 0:\n", - " continue\n", " print('Iteration {0}'.format(i))\n", " clf_ratios += pool.map(make_ratio, k)\n", "#pool.close()\n", @@ -433,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -444,7 +451,7 @@ "25" ] }, - "execution_count": 24, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -455,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -466,79 +473,79 @@ "text": [ "(0, (0.29999999999999999, 0.29999999999999999))\n", "(0,)\n", - "-0.00242212620011\n", + "0.0054962467896\n", "(1, (0.29999999999999999, 0.375))\n", "(0,)\n", - "-0.165298315616\n", + "-0.191834968388\n", "(2, (0.29999999999999999, 0.44999999999999996))\n", "(0,)\n", - "-0.221805591912\n", + "-0.237012807811\n", "(3, (0.29999999999999999, 0.52499999999999991))\n", "(0,)\n", - "0.0639796166386\n", + "0.124319079978\n", "(4, (0.29999999999999999, 0.59999999999999998))\n", "(0,)\n", - "0.5854584683\n", + "0.762950198252\n", "(5, (0.375, 0.29999999999999999))\n", "(0,)\n", - "-0.411777495155\n", + "-0.395275614596\n", "(6, (0.375, 0.375))\n", "(0,)\n", - "-0.865032252658\n", + "-0.770527017802\n", "(7, (0.375, 0.44999999999999996))\n", "(0,)\n", - "-0.796493901549\n", + "-0.831173722626\n", "(8, (0.375, 0.52499999999999991))\n", "(0,)\n", - "-0.529063483342\n", + "-0.565415735516\n", "(9, (0.375, 0.59999999999999998))\n", "(0,)\n", - "0.0405815752298\n", + "0.000113244859618\n", "(10, (0.44999999999999996, 0.29999999999999999))\n", - "(35,)\n", - "-0.892447168473\n", + "(0,)\n", + "-0.938755570645\n", "(11, (0.44999999999999996, 0.375))\n", "(0,)\n", - "-1.28116686384\n", + "-1.24060498614\n", "(12, (0.44999999999999996, 0.44999999999999996))\n", "(0,)\n", - "-1.24965535029\n", + "-1.24707220876\n", "(13, (0.44999999999999996, 0.52499999999999991))\n", "(0,)\n", - "-0.860421944937\n", + "-0.963597355129\n", "(14, (0.44999999999999996, 0.59999999999999998))\n", "(0,)\n", - "-0.236095468392\n", + "-0.302930145881\n", "(15, (0.52499999999999991, 0.29999999999999999))\n", "(0,)\n", - "-1.06390220653\n", + "-1.02247543468\n", "(16, (0.52499999999999991, 0.375))\n", "(0,)\n", - "-1.35638139194\n", + "-1.15986384384\n", "(17, (0.52499999999999991, 0.44999999999999996))\n", "(0,)\n", - "-1.3248860034\n", + "-1.16579911981\n", "(18, (0.52499999999999991, 0.52499999999999991))\n", "(0,)\n", - "-0.93012830411\n", + "-0.837766913851\n", "(19, (0.52499999999999991, 0.59999999999999998))\n", "(0,)\n", - "-0.331884595776\n", + "-0.272463618997\n", "(20, (0.59999999999999998, 0.29999999999999999))\n", "(0,)\n", - "-0.803398300366\n", + "-0.752922580642\n", "(21, (0.59999999999999998, 0.375))\n", "(0,)\n", - "-1.07118823142\n", + "-0.931205046699\n", "(22, (0.59999999999999998, 0.44999999999999996))\n", "(0,)\n", - "-1.05919147289\n", + "-0.887838324554\n", "(23, (0.59999999999999998, 0.52499999999999991))\n", "(0,)\n", - "-0.733716874223\n", + "-0.590733282679\n", "(24, (0.59999999999999998, 0.59999999999999998))\n", "(0,)\n", - "-0.0818183395362\n" + "0.0197703047802\n" ] } ], @@ -561,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -580,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -610,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 20, "metadata": { "collapsed": true }, @@ -644,24 +651,16 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/afs/cern.ch/user/j/jpavezse/.local/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:304: UserWarning: Predicted variances smaller than 0. Setting those variances to 0.\n", - " warnings.warn(\"Predicted variances smaller than 0. \"\n" - ] - }, { "data": { - "image/png": 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I8QSAQgBlADZ5nrcrga8hZbLCKk2kYUnRI3i5dAXqWhukHDOCYcWwioeqsFJN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\n+R60z6mSH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WIytM5bi6HOFzpQ7E+PxBhONqPOKLq0EAXmz3/wLAUSHE9x3HWR/jexa3/rn0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\n7VvQ5H6mK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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -709,16 +708,16 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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Xg4oxVRiGFJnI1emW5NByeZole+UgBMOqHadVubkUVoyq8LkWVIyp/DGkSCoXY8uG0HIl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\nGy5eO1y5UalwJSKJ2nViNyvXtN5Y1pBA8YUaeyIi+aVwJdKEpJZh93U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6/mXRJvfj6uGZ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\ngg==\n", 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MKaLcmT7d0uH8LBWnWcptGQSknGYxriTFsOqMYWUPtwHaJ1NY6RRVjCki75kaW5xmhYfT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\niYmTWXCmQDf1qe+F1pAHYE5mUT1bvsSJiAGLKEqmVq/MSwCOM3UyC84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OAAAg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\nAAAjEK4AAABGIFwBAACM4F/FsJvkxr01egAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -874,7 +873,7 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -885,16 +884,27 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 25, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "combinations = list(combinations)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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QOUpUAoJYiMnP5HolCkpd+1QeQqryl1wUNAJCAqrnYpA8CDqug0ancUNUhNzm\nT7lo6kl1ykCly59UR6RDLcRWysrKcngfU6dOxdSpU50QjXRK1QKCZKYfUSnnSuSXuPaRsYRU5S+5\nWFOrFGNMPBFrBQTKA01sSYhr+FMumro4VQYqXdpCTKRFLcTESGm5gOAaCuIArkBhKSU/Ia6g0qpM\ntkoBru82QYg/U2lVprtMBLi2ywSRFhXExEhZec0n4UAoUSTQSZgQV6iphRiglilCXMlslwktnRN9\nBRXExEiZRkBIDQVxEFOiSKCTMCGuUNNJGKCCmBBXqunilPLQt1BBTIzUNJAHAIJkCiqICXGRmvot\nAuLodmqZIsQ1aro4DQkIgVqrhp7r3RAVcTYqiIkRlVaAMsh0q1SwTIkSNZ2ECXEFQUNdJghxNz3X\nQ61TIzgguNpnjDGEBIRApVW5ITLibFQQEyNqnQBlDSdhhVyJEjWdhAlxBXOD6qggJsQ11Fo1guXB\nkDHT5RLlou+ggpgYUetVCA02fRIOCVCitJwSnxBXoEF1hLifuTwEKBd9CRXExIhaJyCshoJY6eKn\n8hDiz8wNqqNp1whxDXN5CLj+aXVEOlQQEyPlXEBYiOmBPPRUHkJcx9ygOmqVIsQ1rGkhpvOib6CC\nmBjRcAFhIaaTPzRICUFHJ2FCXKGmhwEAVBAT4ioqrarGC1OActGXUEFMjGghIEJh+iQcFqyAigpi\nQiSn0+ug0WkQLK8+sh34t8sETbtGiOQsdpmgp9X5DIcKYsbYVMZYJmPsCGNsFWMsyFmBEffQMlXN\nBXGIEuU6OgkTIrWKVinGmMnPqVWKENewqssEXZz6BLsLYsZYPIDxADpyztsBCAAw3FmBEffQMQER\nStPJHxGihJrTSZgQqdHIdkI8g6UWYspF3xHgwLZFAMoBhDLG9ACUAPKcEhVxG51MQFSY6f5S4QoF\nNFQQEyI5c0+MBP59Uh0N5CFEcpYuTmmWCd9hdwsx5zwfwEcAcgDkAijgnG92VmDEPfQyAVGhppM/\nUqmEBpT4hEjN3EM5gH9bpbSUi4RIzeKgugBqIfYVjnSZaArgJQDxABoACGOMjXBWYMQ9uFxAVJjp\nE3F0mBJaRq1ShEiNukwQ4hms6TJBd2t8gyNdJu4AsJNzfgsAGGM/AugOIL3qiqmpqYavU1JSkJKS\n4sBhiVS0ei3A9IgIDTT5eXSYEjoZnYTdKSMjAxkZGXZvT7noHajfouejXPQPgpZy0dM5mosVGOfc\nvg0Zaw/gSTsDAAAgAElEQVRgJYAuANQAlgDYyzmfX2U9bu8xiGuVlJcg/O1YCNNLYerZHLuP5KP7\ndwnQvV/g+uCISYwxcM5NT0VQfV3KRS+RcSEDM/6cge1jt5v8fNO5TZi9czY2j6Feap6CctE3fbTr\nI+QW52LufXNNfj5rxyzkC/mYfe9sF0dGamJLLlbmSB/iwwCWA9gP4DAABmChvfsj7leiEgCtAsGm\npz5FrXAl9HK6NUSI1AQNdZkgxBNY00JM0675Bke6TIBz/iGAD50UC3Gz/BIBTKtADVOfIiosCGBa\naPVaBMgc+tUhhJhh1aA6KogJkRw9qc5/0JPqiEFBiQCmq/kkHBrKAC1N90SI1KyZ6olapQiRnqW7\nNfSkOt9BBTExKCxTQa6vOfFDQgBolCgtpxMxIVKiQXWEeAbqMuE/qCAmBoWlAmS85ltDMhnAtErk\nl9CJmBApCVrzD+aggpgQ16ApEP0HFcTEoKhMQACvOfEBQKZT4FYxJT8hUrLUQqwIoK5LhLiCxVyk\nJ9X5DCqIiUFhmYAAWCiI9dRCTIjUVFqVxT7EKq0Keq53YVSE+B8aVOc/qCAmBsUqAYEWCuIAvRIF\npdQyRYiULPVblDEZggOCodKqXBgVIf7Hmi4TdLfGN1BBTAxKVSoEMQsFMZQoKKWrYUKkZGlkO0An\nYkJcgQa4+g8qiIlBiVpAkKzmW0MAEAgFisoo+QmRkqVBdQBN90SIK1icApHy0GdQQUwMStUCgmTm\nW6WCmBJFArVKESIlS10mAGqZIsQVrGkhpmnXfAMVxMSgtFxAiNxyQVysopMwIVKyNKgOoIKYEFew\nNKiuYpYJzrkLoyJSoIKYGJRpBIRYaJUKlitQrKaTMCFSstQqBdDT6ghxBUtdJgJkAZAzOcp15S6M\nikiBCmJiIGhUFk/CIXIlStV0EiZESpZOwgC1EBPiCtZcnFK3Cd9ABTExUGkFhARaGsijRGk5nYQJ\nkZKgsTyojgpiQqRHF6f+gwpiYqDSClBaSPxQSnxCJKfSWr5bQ9OuESItzjnUWjVdnPoJKoiJgUon\nIDTIwkk4SAGBEp8QSVnTKkXTPREiLbVOjUB5IGTMfKlEj2/2DVQQE4NyvYDQYAstxEFKCDpqlSJE\nStb2W6STMCHSsSYPAbpb4yuoICYG5XoVwkLMJ39YsBJqHZ2ECZGStf0WaSAPIdKxJg8Bujj1FVQQ\nE4NyLiAsxHxfqbAQBVRUEBMiKWsG1VGXCUKkZW0LMeWib6CCmBhoICDcQgtxRIgS5ZxapQiRkrWD\n6ugkTIh0rHlADkB3a3wFFcTEQAsBEUoLBbFCCQ2nkzAhUtFzPcp15VaNbKd+i4RIR9BavlMD0MWp\nr6CCmBjomIAIhYWCWKmABpT4hEhFpVUhOCAYjDGz69HIdkKkRV0m/ItDBTFjLJIxtpoxdoIxlskY\nu9NZgRHX0zEVIkPNJ39UqBJaRq1ShEjFlpHtZVo6CRMiFVsG1dHdGu8X4OD2nwBYzzl/lDEWAEDp\nhJiIm+jkAqJCzd8eig5TQiejkzAhUqHbtIR4BpsuTikXvZ7dBTFjLAJAL875kwDAOdcCKHJSXMQN\nuExAVJj55KeCmBBp2TSQh1qlCJGMLblIBbH3c6TLRAKAG4yxJYyxA4yxhYwxy785xGPxAAHRFgri\nWuEK6OWU+IRIhfotEuIZrL1bQ/35fYMjBXEAgE4A5nPOOwEoA/C6U6IiLqfT6wCZFpFhQWbXqxWh\nAAJU4Jy7KDJC/As9DIAQz2DTk+po2jWv50gf4ksALnLO9/37/gcAU0ytmJqaavg6JSUFKSkpDhyW\nSKFEpQK0IQgONj+yPSxUBmiDrb6VRJwrIyMDGRkZdm9Puej5rHkoB0AnYXejXPR9gpb6EHsDR3Ox\nAnOkpY8xtg3AeM75acbYWwCUnPMpVdbh1Jro+S5cu4GEuS3BZ920uC57vRYuTz2DepExLoiMmMMY\nA+fc/FXM7XUpF73AhrMbMPfvudg4eqPZ9bLys9BveT+c/995F0VGzKFc9D3vb38fpZpSfNDvA7Pr\nrc5cje8yv8MPw35wUWTEHFtysTJHZ5l4AcAqxlgggCwAYx3cH3GT/BIBMp11Lb5Mq8StYgH1IiUO\nihA/RAN5CPEM1jwxEqC7Nb7CoYKYc34YQBcnxULcqMCGglimU+JWMZ2ICZGCTf0WaZYJQiQjaAVE\nBEdYXI8uTn0DPamOAAAKSwXI9NYVxHK9AvkllPyESMHaQXUVs0zQrXdCpCForMxFmmXCJ1BBTAAA\nRYIKcm55IA8AyLkShaXUMkWIFASNgBC55VwMlAeCMQaNXuOCqAjxP7YMqqO7Nd6PCmICACgqExAA\n61qIA7kSBWV0NUyIFKxtIQboREyIlGgKRP9CBTEBABQJAgKtLYiZEoVUEBMiCWsH8gB0IiZESrYM\nqqM89H5UEBMAQLEgINDKBw0GMQWKBEp+QqRgbb9FgJ5WR4iUrJ0TnPLQN1BBTAAAJWoBQVYXxEqU\nqOg2LSFSsLbfIkAtU4RIyZYuEzTtmvejgpgAAErVKgTJrBtUFyJXolhFJ2FCpGBtqxRAJ2JCpGTt\nFIhB8iBo9Vpo9VoXREWkQgUxAQCUlQsIllvXKhUiV6CknApiQqRgy6A6mu6JEOlYm4uMMSgCFDTA\n1ctRQUwAAKXlAkKsLIgVAUqUlVPiEyIFGlRHiGewNRfpbo13o4KYAADKNAJCrEx8RaASpdRCTIgk\naNo1QjyDrd2X6OLUu1FBTAAAKhtGtisDFRC0lPiESMHafosAjW4nRErUfcm/UEFMAPx7ayjQuivh\nsGAlVHRriBBJCFpqlSLEE9hycUp3a7wfFcQEAKDSCQi18ko4LFgJlY5OwoRIQbw4pX6LhLgT59zm\nXKSLU+9GBTEBAKj1ApTB1iV+eIgSaj0lPiFSsLVVik7ChDhfua4cgfJAyJh1ZRLlovejgpgAANQ6\nAWFWFsRhIQqUc0p8QqRgU79F6kNMiCRs6boEUC76AiqICQBAw60viCMVSpRzuk1LiBSo3yIh7mdL\nHgLUfckXUEFMAAAarkK4wrqr4chQJbSgK2FCpECD6ghxP1vu1ACUi76ACmICANBAQLjCyhZipQJa\nRolPiBRsGcijCFSgjKZAJMTpbHkoB0BdJnwBFcQEAKBlAiKsLIhrhSuhk9GtIUKcjXMOtVZNLcSE\nuJlgw9z8AHVf8gVUEBMAgI4JiFRal/zRYUroZHQSJsTZVFoVguRBNo1sp5MwIc5n66A6ujj1flQQ\nEwCATiYgItS65K8VrgAPoMQnxNloZDshnsHWQXX0pDrv53BBzBiTMcYOMMZ+cUZAxD24TIWoUOuS\nPyZCSQUxIRKw5zYtnYQJcT4aVOd/nNFC/D8Ax52wH+JGermAWuFWPpgjNBDgDGqNRuKoCPEvtg7k\noameCJEG5aL/caggZow1AjAQwGLnhEPcJkBAtJUFMWMAtErcKqGrYUKciVqlCPEMdLfG/zjaQjwP\nwGQA3AmxEDdRl+sAuQZhIcFWb8O0CtwsouQnxJmo3yIhnkHQCgiRU39+f2J3QcwYGwTgKuf8EAD2\n74t4ofwSFaANhkxm/X+hTK9EQQndHiLEmewZ2U6zTBDifHZNu0ZdJrxagAPb9gAwhDE2EIACQDhj\nbDnnfEzVFVNTUw1fp6SkICUlxYHDEmfLL1aB6axPfACQ65S4VUxXw66WkZGBjIwMu7enXPRsdJvW\ne1Au+jZBa/ujmykX3cPRXKzAOHe8twNjrDeAVzjnQ0x8xp1xDCKdvzMvodeyO6H9v1yrtwl9sQu+\nHDwfY/p1lTAyYgljDJxzq5r2KRc9388nf0bawTT88rh1k/ZwziF/Rw7NdA3kMrnE0RFzKBd9y4w/\nZyBAFoAZvWdYtf6Bywfw9C9P4+CzByWOjFhiSy5WRvMQExSUCpDpbWshDoAShWV0e4gQZ7J1UB1j\nDIpABVRalYRREeJ/bO3PT92XvJ9TCmLO+TZTrcPEOxSVCZDbWBAHQomiMro9RIgz2XoSBuhWLSFS\noCfV+R9qISYoLBMgh/WJDwBBTIFCgZKfEGey9SQM0Oh2QqRga39+ykPvRwUxQXGZCgGwrVUqWKZE\nMRXEhDgVtRAT4hloUJ3/oYKYoFglINCOgrhETf2lCHEmlVZlU6sUQNM9ESIFW3Oxoi8/DZb0Xo5M\nu0Z8RLFKQBCz7SSsCFAipyAXfx/PMSyrFx2OhPrRzg6PEL9ha6sUIBbE5/PPo7aytmFZjCIGoUGh\nzg6PEL9hay7KmAzBAcE4c+uMUben+mH1ESgPlCJE4mRUEBOUqAUEyWw7CSfHtsa3ue+h15IlAAAO\nPRgYtB9elCJEQvyCoBEQFRJl0zYd6nXAS3+8ZHiv0qrQPa47fhr+k7PDI8RvCBrb+/N3bdgV9yy/\nx/C+SF2EV7q9gum9pzs7PCIBKogJStUCgmS2Jf7KF5/BSjxjeK/Xc8inR+D85QIk1LfthE4IEdkz\nqO7zgZ/j84GfG96funEKA9MHOjs0QvyKrVMgAsC2J7cZvV91ZBV+PvWzM8MiEqI+xARl5SqEyG1L\n/KpkMobQslb448AJJ0VFiP9RaVU2d5moqlmtZsgrzqM5UQlxgDNyMalOEk7coHOit6CCmKCsXHC4\nIAaAeoFJ2HWakp8Qe9nTKlVVgCwATaOb4vTN006KihD/Y+u0a6a0jGmJs7fOQqvXOikqIiUqiMm/\nfaUcL4hbRCfh2FUqiAmxlz3TrpmSVJtapghxhD0DXKsKDQpFbGgszuefd1JUREpUEBMIWgFKB6+E\nAeCO+CTklNFJmBB7OaOFGPi3IL5OuUiIvewZVGcKdZvwHlQQE6h0AhRBjid+n7ZJKAigxCfEXs48\nCZ+8edIJERHin5x5cXryBuWiN6CCmECtUyE0yPHE79m6GXTKPOReo8E8hNjDGQN5AGohJsQRnHPn\n5iK1EHsFKogJyvUCQoMdT/xAeQAUqqbYtJ8G8xBiD2e1SrWsLQ7m0el1ToiKEP+i0WsgZ3LIZXKH\n95VUhy5OvQUVxARqvYAwJxTEAFBXloQdpyj5CbGVIAAnzgho31oBxmB4ffKJ7ftSBioRGxaL8wU0\nmIcQWzljhokKFS3E9Ehnz0cFsZ/hHNixA9i48farVC0gLMTxfosAkBjVCkevUEFMiK3++AOQhwjI\nPhcCvR7Q64HffgPWrrVvf61qt6KWKULsYM8DcmoSo4xBsDwYl0suO2V/RDr0pDo/s3EjMOr5y2iV\nrDYsk7fIR9PGzrka7hSXhGW7f3HKvgjxZZxz5BTmgENsOVr6EyBvWgZlkNhCDAApKcBjjwHFxUB4\nuG37r2iZGtxysHMDJ8THaHQa5BbnGt5fKrrklP7DFSq6TTQIb+C0fRLno4LYz3z+804UPXEfLkbW\nNiyLlsnRpXljp+y/d3IS5u2d7ZR9EeLL5u+dj+l/TkdkcCQ4By7GAC2jGyEiOMKwTmgo0LUrkJEB\nDLaxrk2qnYRdl3Y5N2hCfNAzvz2D9WfWGxXBdzS4w2n7r7g47de0n9P2SZyPCmI/otEAm24swSuD\n3sIHgyZLcozeyS2hjTiDGzd1qB3j+IAEQnzV4gOLsWbYGvRN6ItffwXm/ARs+6j6evfdJ97Zsbkg\nrpOEtINpzgmWEB9VpC7C2hNrcfaFs6itrG15AzvQrC/egfoQ+5E/tpZB2/xH/PfukZIdIyw4FEGa\nWGzeT4N5CKnJ4SuHcUu4hZQmKQCAH34AHn3U9Lr9+4v9i21Fg3kIsWzN8TVIaZIiWTEM0MM5vAUV\nxH7k499/RrOQrpL3Y6rDkvDXSUp+Qmqy4sgKjG43GjImg1oN/Por8NBDptdt3x4oLATO23iNSYN5\nCLFs+ZHlGNN+jKTHoLmIvQMVxH5CpwP+KlqO57pJm/gA0DQ8CYdzKfkJMUWr12LV0VUY3X40AGDL\nFqB1a6BBDdepMhlw771itwlb0RyohNQsuyAbR68exaDmgyQ9TqOIRigpL0GBqkDS4xDH2F0QM8Ya\nMca2MsYyGWNHGWMvODMw4lw/bb4MXf1/8GzvByQ/VsdGScgqppMwIaZsztqMxpGN0ap2KwDmu0tU\nqOhHbCtqmSKkZiuPrMSw5GEIDgiW9DiMMbSMaUkXpx7OkRZiLYCXOefJALoBmMgYa+WcsIizzd2c\njvbBD0IZqJT8WHe3TsINUOITYsryw8sxpp14p0ajAX7+uebuEhXuvRfYuhXQam07VlLtJJy8cdLO\nSAnxXZxzLD+yHE+0f8Ilx0uqQ7no6ewuiDnnVzjnh/79ugTACQANnRUYcR69HtijXo4X+0jfXQIA\nerdOgibqBG7dosE8hFRWpC7C+jPr8VibxwCIRW6LFkBcnPnt6tUD4uOBPXtsOx4N5iHEtD25YjJ1\nbdjVJcejuzWezyl9iBljTQB0ALDbGfsjzrX8j8NgIQUY2fNulxyvdmgMAhCMvw7RYB5CKluduRp9\nEvoYRrRb012iwn332T7bBE33RIhpyw4vw5h2Y8AqnoIjMSqIPZ/DBTFjLAzADwD+929LMfEwn25f\njm6h4oh2V4nhScjIpOQnpLLlR4y7S/z0E/Dww9Zt27+/7f2IG0U0QnF5MQpVhTZGSjzJRx+J81BX\nfj3/PHDkiLsj805qrRrfZ36PUe1GueyYNMDV8zn0YA7GWADEYngF5/znmtZLTU01fJ2SkoKUlBRH\nDktsUK7V4rA+Hb8MyHDpcZuEtcKhSycA0JN5nCkjIwMZGRl2b0+5KB3OgcuXgUOHxNfZs+KyCsUB\n57G7/nGs3TYQvwAoKAASEsSuENbo2RPIzATy84HoaOu2MQzmuXECdzW6y+bvidTMlbn4+efAm28C\ndeveXnboEDBgAJCUBPzvf8CgQYCcnoVklXVn1qFtbFvER1mZfE7QLLoZcotzodKqEBIQ4rLj+gNH\nc7ECc2TSdsbYcgA3OOcvm1mH08TwrnOj7AaK1EWG98v/3IX/+3M+yj7726VxPLvkY6z/5wwuLpjv\n0uP6G8YYOOdW3fOjXHTcyZPA6tViS61KdXs550BOjvhvx45Ahw5A7aa54HK1YZ1txQug5qUYVetz\nw7Lu3YGWLa0//sCBwNix1nezAIDRa0ejb5O+GNtxrPUbEZtJlYu3bgFNmogXULIqN/nKy8Xfx48/\nBq5dA+rXN7+vkBCgSxegRw/xVaeOVSF4Nc45LhRcAMftn/ek3yfhkaRHXJ4Tree3xrePfIt2se1c\nelx/Y0suVmZ3CzFjrAeAkQCOMsYOAuAA3uCcb7B3n8Qx565dRsvPWkGmijEs0+mAR2t/6PJYerRM\nwtK/f3H5cQlx1O7dwMWLxsuOHxcLj1u3gEceAd56C4iMNF6nfn2gYUOAMXFqtQe/exB1lLcrjqCg\nIKx+dDXaxtofW0U/4qrdLKoWSpVR30XvdvCgeIFl6v84KAgYORIYMUL8HS0uNr+v4mLx93vBAuDJ\nJ8UW59gqv4+dOwPz5om/x75gzq45mLVzFiKDbydsjDIGD7e2sq+SE1V0m6CC2DPZXRBzzncCoBs0\nHuSVlYtR/8bj2PS/r4yWt2jh+lh6t06CJvKETbd3CXG3zz4DZs0CunUzXt6oEfDll2KLrrnis8Ln\nez7H3P5zMb7zeKfGN3AgMGUK8PXXt5cxJrYQTppkepuk2kn4+tDXpj8kHu/AAaBTJ/PrMAYkJ1u3\nv3vvFf/V6YATJ8QuOBU4F3+/3nsPmD7dvng9iU6vw+d7P8em0ZvQqb6FH6IL0MWpZ3OoDzHxHBqd\nFuuuLsRn9/2GVh4wG3TjyDiwkGKMGleA2Mgow/L+/YHhw90YGPEZWq04MK2y4GDrCtaqOBcLgNWr\ngZ07xVvU9sopzMH27O1Y9dAq+3dSg+bNjbtqAMCFC2Kh3qyZWDBXRYN5vNuBA8D99zt/v3I50KZN\n9eU//gh07Qq0bQs8IP1znCS1/sx61Aur5xHFMCAWxL+cpjunnooKYh8xc81vCCxrjGeHtnd3KADE\nPjwtarVCwV0vQicXbxur1cCEeX3w2GMDfeZ2HHG9w4eB+fOBb74xflAF52KfyLFjgaeesr6o1WqB\nCRPEW9M7djjer3LR/kUY1W4UQoNCHduRlZo0Eadve+AB8THQbdsaf94suhkuFV3CqxtfBcPtxBvd\nfjTduvUCBw4A06a57nj164tF8cCBQGKi6aLZW3y570tMuGOCu8MwSKqThMmbJmPyxsmGZQGyALzU\n7SXUDa1rZkviCg4NqrPqADSQxyXqvtIfgxqNwZKXXDeNjCVbsrbgwOUDhvdF6iLM2rAM/zyWjc6d\nqSJ2Bl8dVFdQILZ8VnbypFgInz8PPPssMH68+MCKyo4eBRYvBlatEm8zjxgBREXBrGXLgJISsQgI\nD3cs7nJdOeI/jseWMVvQuk5rx3Zmo/R04I03xD6iVfuFph9NR25RruH9iRsnkK/Kx9rH1ro0Rl8m\nRS4WFYkFamEhEODi5qtVq4AZM8SHwcTEWF7fE2g0wIYNwI0bwDVtFt67cifmNMhBkExhtJ5cLnaD\natZM/NdVs3No9Vp8sfcLqLW3B9tuytqEu+Pvxpt3v+maIPyAvYPqqCD2AVsOncG93/TA9TdyEBPp\nudO5cM4R/VZzjAhYjS9mdHR3OD7BFwtivV6cqUGrBQIDby+PjQWeeQYYMsR4uSkqFbB2rTjPr1pt\nft1mzYCZM8UBSo76PvN7fLnvS/z5xJ+O78wOb70lzoDx55/ijAI1uVl2E00/bYorr1yBIlBR84rE\nalLk4l9/AZMnA//843B4dnntNbEgHjfO/HpKJXDPPUBEhGviqurmTWDRIvGCOT5e7Fq0L3oKOHTo\nkj+n2voajTgrzLlz4rbx8dXHusTGAnPmiPuS0tbzWzFl8xTsHb9X2gP5EZfPMkE8x2vff4UuAWM9\nuhgGxF/Se+OG4udtP+MLUEFMTPv5Z7HgPXTI/pHuISHA44+LL1f6Yu8XmNDFfbdoU1OBU6fEbhO1\nat1eHhQkdiMZPVpsaYxRxqBjvY7YnLUZg1sOdlu8xDxrBtRJaeZMsW/9BgtzR928KXZV6t9fnPXi\n/vvF/vzOcuOGOADw+HGxtbyyM2fELkNDhoh/Ozp1AlRaFRrPW4KdT+1Ecwut24Ig3nUqKjJevmuX\nOLg2NVXsUmXP2ARr9GrcC1n5WcgtykXDiIbSHIRYhVqIvdz1fAGxsxtj26jd6NWmqbvDsWjL2e3o\nP+9/yJtxsNptXWI7X2sh5lw8ob39tniC8ybHrx9Hv+X9kP1iNoLkTmhutpNGI/aHrvxfffMmMHs2\ncPUq8M474tRxn+yeh8zrmVg8ZLHbYvUlUuTiE08AvXpZbqH1BLduiYVperrYdclUH/6AALF7QsW/\nlopMtRo4fVqcb7l1a/EhJFW7b8TEiD+nyt2nVh5ZiRVHVuCPUTY+67yKU6fEfYeFiTO7NG7s0O5q\nNOrHUegR1wPPd3lemgP4Geoy4adGf7QUmy5/jytz1rs7FKto9VqEvlUf78fvw6vjXPeUIF/lawXx\nL7+It/0PHPC+eVAnrZ+EqJAovNv3XXeHYhLnwKZN4gAtjQbo/WAW0tANryIPMla9EyVj4iOCO3Rw\nQ7BeSIpcbNcOWLrUva3E9sjNBa5cMV7GuTjVm1Z7+19LP4LAQHFgX/36tv096J7WHa/1eA0PtHJ8\nmgytVuw68dFHYveqynr0ED9z9G/V6szVSDuYhg2j6DEOzkAFsR/S64HQ/92Jt/pMx+sP/cfd4Vit\n55wnUXqmMw4uqGHiVGI1XyqIOQfuuEN8RO2DD7o7GtuUlJeg8bzGOPzcYcRFxrk7HLM4Fy889u8H\nvpK1xSD9AsShe7X1VCpg+XLxkcDvvgs0aOCGYL2Is3NREMTWz/x853Y/8HWHrhzC4G8G4/z/ziNA\n5rxeoTk5QF7e7fecAy+9BPTrB7z/vmP7LlYXo+Hchrj08iVEBLupI7YPoT7EfmD8rI04kHN7PtES\nbQF00Vfx6lAJJqmU0NM9h2L8ifkoL5/klIFMxDesXy+2XA4d6u5IzOOcY9XRVbhZdtOw7Oi1o7g7\n/m6PL4YBsTVr6FDxpd86FBrdz3jn3uoFMSC2Jn/wgdgn+cUXgZdfBhRVxuBJ1bfS3x09Kj7Wm4rh\nmpVpyrDs0DKU68oNy9afXY9nOj3j1GIYELtLVO0y8euvYitxXBzw3HP27zs8OBw9GvfAhrMbMCx5\nmGOBErvRnzIvse7vM0grGIHaLbJQp6X4Ski+hcWDFyHAVXPGOMmwTv3B6+/BhowCd4dCPATnYr/h\nGTM8v8Bae3ItUjNSkZWfZXiFBoZiZr+Z7g7NZkNbDsXPp36u8fPISLHv8b59YoEWESH2/6x4hYSI\nrcc6nQuD9hPuHlDnDd7f/j5WHFlhlIvt6rbDxK4TXXL8OnWA338X/3b9XHMaWcVSLhLpUZcJL9Ho\n1QfQLrob1k+b4u5QnKLl24PRrOxxrJ89wt2heDVf6TKxYQPw6qvAkSOeXRCrtWq0/qI1FvxnAe5p\neo+7w3GYnusRNy8OW8dsRcvaLW3ePjcXGDVK/D9buVLs6+mvnJ2LzzwDtG8PTHRNbed1sguy0Wlh\nJxx+7jAaRTRyayx794oPMvn1V+Cuu+zbR15xHtp80QZXX72KQLmFeSWJWdRlwoct274Vl/VHcHDC\nt+4OxWmGtRuKj3/9GQAVxL7u2DHg8mXz68yYIU7v5MnFMAB8uvtTJNdJ9oliGABkTIYhLYbg51M/\n47Xar9m8fcOGwObNwHvvia2ZS5YAAwZIEKgfOnBAnMqMmDZl8xS80PUFtxfDANClizj4ceBAICHB\n/LoREeJF5PDhQGilh1k2CG+AxFqJ2J69Hf2a9pM0XmIatRB7OJ1ehzrTO+GeoOn4/q1H3B2O01wp\nvooGM1viyOiraJNEneTs5ektxKdOiXN5du5sfr24OHFifU/u/XOt9Bpaz2+NXU/vQouYFu4Ox2k2\nnEKMsg4AACAASURBVN2Ad7e/i51P7XRoP9u2iSf6uDjjp6rVrSsWC2FhjsXp6ZyZi+Xl4hMWr183\nLpqIaNfFXXjsh8dwcuJJlz0i3RpZWeIgSHNyc4G0NPEx8SNHik/dTE4WP3t/+/u4VnoNn9z/ifTB\n+jCaZcJHzd60GG+uXo4rM7chJsbL5qGyIPaN7ngg+i0smHyfu0PxWp5eEP/nP0CfPsArr7j0sJJ4\n7rfnoAhQYN6Aee4OxanUWjVi58Ti1H9PITbMscnB8/PFvsaVLVggFsjLljm0a4/nzFw8dEgsljIz\nnRaez9BzPe5afBdeuPMFjGo3yt3h2C0nR3zM/OLFle6g1T0GjPgPGqw+j8mvMowfTxdE9rC3IPbw\nG5T+rUhdhHf+mo5Rtef5XDEMAAOaDMW6szSIwFdt2CBOqj/JB2bXO3r1KH488SNm9J7h7lCcLjgg\nGP2b9cdvp39zeF/R0cDddxu/Fi4U+1guXep4rP6CBtTVLP1oOgBgRFvv7m7XuLH4kJy8PHFQMeeA\n/koymibIMWfFEezYIXa/eO89oIDGn7sE9SH2YNM2zIT21ADM/szC/WYv9cJ9Q7HidD/0HG08zczz\nD3TAyIej3BQVcQaNRpyjc+5ceP3UepxzvLzxZczoPQPRimh3hyOJoS2HIu1gGprVuv3kARmToVuj\nbg4P8AkNBb7/XrxT0LWr+MQxYh4VxKaVlpdi6pap+O6R7yBjvteexxjD0JZDsb30K/x3zmMYnA18\n8w0ws6sSESVdwFBzw1hwsDiPe48eQM+e4oDMQBqbZxPqMuEBOOf4ZPcn+CvnL6Pl6zO3YWTRESye\n57sz4j+85FmcunnK8L5EU4y8rAhkvbUVjRr5Xqu4s3lql4lPPhHnFd6wwbueOFeuK8cbW97A+YLz\nhmWCRsD5gvM48twRnx39XagqxJifxqBQVWhYllechyEth2BO/zlOOUZaGjBvHrBnD6BUOmWXHsWZ\nudi9OzBzJtC7t9PC8zrXSq/htU2vobi82LAsrzgP8ZHx+PYR3xlgXtXx68cx6fdJ0Olvz2V48vop\nzLhzLh5IfLzG7UpKgN27gZ07xdeFC0CtWsbrNGokDmDu39+7/i7bivoQeynOOaZsnoLvDmxAp6IZ\nQMUVIAe2/JCI41vbo5H7B9G6jFavRdw7XdHgwivYt2SkTyetM3hiQXzjBpCUJA6y8qbWQEEj4JHV\njyBAFoAx7cYYfXZHgzsQH+Vfjxq/VnoNbb5ogy1jtqBtbFuH98e5OOhOqRQHUPoaW3Px+nXTuajX\ni48IvnRJnAfaH+UW5eKeFffg/sT70SOuh9Fn9zS9B5Eh/vWD2XVxFx75/hGcmHjC6u+9sLB6V4u9\ne8UngdavL15w2TtFnKejgtgL6bkeE397AWt270bY2g0YNzLGqABs0wYYPNh98bnLX+d3o++CB7Go\n/Qk8+bh//eGzlScWxBMmiLfqPvGigdIl5SUY+u1Q1A2ti+UPLPfZlmBbfbXvK6w6ugrbn9wO5oSr\n0+Ji8bYuY+an2AsOFgfhtWvn8CFdxtZcjImpOReTk8ULSn+UXZCNvsv7Ynyn8Xi95+vuDsdjjPtl\nHMKCwvDxgI8d2o9WKz6SPTVVzC9LjRZKJTB6tHiR5i2oIPYyOr0OI797But2n8TdOeuRviTSb1sD\nTHkg7Rls+j0EOQs+RUyMu6PxXO4uiOfPF1sdKuj1wB9/ACdOVL9d56kKVYUYlD4ILWJaYNHgRZDL\nPHjuNxfT6XW4K+0u/LfLf/FEhyecss+iIrH105xNm8RBeHv2eE8/SHfnoi84c/MM7llxD17p9gpe\nuPMFd4fjUW6U3UDyF8n4Y9Qf6FCvg8P7U6mAVauAmzfNr3flCrBihThA9pVXxO48no4KYg+248I/\n+PPs30bLNhzfjn3HCjG1yS+Y8XqYxz+QwNVult1E49nJ6JP3O35b1NHd4Xgsd56EV64UWxmmTTPu\nj9ahg/jyNHqux7rT63D21lmj5auOrsKdDe/EZwM/88mBOo7al7cPg78ZjOMTjrtsUCHnwKBB4hzW\n06e75JAOo4LYeiqtCqszV+NG2Q3DMj3XY94/8/BW77cwvvN4N0bnuRbtX4Qlh5Zgx1M7XPq3qqRE\nvECdN0+cV7xqV4vatcWHyDTwkOFObimIGWMDAHwMcfq2NM75bBPr+Gzicw7s2wf8/bf4dQWdTpxj\n8O/L23A0+l0IirMIyR4C8NstTyEsEiuemYL/DFC4IXLvMP/vNLy8ahHWDtqFgfdToWKKu07CBw4A\n990HbN0KtHW8e6mkdHodfjj+A9776z0Ey4PRq3Evo88TayViQpcJTukS4KsmrJsAAPhi0BcuO+al\nS0DHjsCWLd7RdYIKYsvKNGVYuH8hPtz1IdrHtkfLGOPHhac0ScHQVkPdFJ3n03M9uqd1x/hO4/F0\np6ddfnydDli3Djh3znj56dPAt9+KT+p78UXxyX3u5PKCmDEmA3AaQD8AeQD2AhjOOT9ZZT2vSfyM\njAykpKSYXYdzceL5b78Fvv2OQx+ZhTZ3n4E84Pb3qGHFOBU5H2UBuZjU/g38L2U0QhXOve9nTaye\nxJ549VyPtvN64tyap9Do6jijz4YOFVuOoiSYnc2bfrbuOAlfuyZOn/XRR8DDDzu8O5Ns/T/Q6rU4\nfv04cotyjZbnFudizq45qKWohel3T8eAxAFOL3y96ffF3ljzhXy0/qI1fn38V9zR4A7nB1aD117L\nwObNKdi92/O7TvhqQWzr74ygEXD46mHkC8aPbDty9Qjm/TMPPRr3wJu93kTH+s6/8+cPuXjw8kHc\nv+p+ZE7IRIzSNf0JrYk1P1+cSebzz4F69YDERPP7VCiA556z/BRTe9hbEDsyD3FXAGc459n/BvAt\ngKEATprdyoNlZGTg7rtTcOSoHms3X8amvVnIvJgLnV5vWEfP9QisdwYx7fbg1tN7EKEIRXntVkb9\nDuVMjrfbjMfwNsMRIJNmqmdvSnzAvnhlTIb0EV+iu9AD57TGt9DS1b2weOB/8f6oB/HcM4FGj4p1\nR6z+QqMBhg0TZwuQqhgGbv8faHQaXCy6iPP553G19KpxLDoNjl47ij25e3DwykE0imiE+Mh4o4I3\nNDAU8wfOR9+EvpK1AHvT74u9sUYrojG3/1zcufhO6Pntv4cBsgAMbTkU/+36X/SO7+30n7FCkYHY\n2BTMni2OjieuV/E7I2gEXCi4gPMF51GgMp6+oExThv15+7Enbw9OXD+BVrVbVXvqYb2wetg0epNT\nZiyxFKs3sDfWjvU74on2T6D2h7WNlof9P3v3Hd9U9f4B/HOarnSXlraUUQpllL33KENkCDgAGYIi\nIALqV1R+gAjCV78CirhYMkRBioggoiAytCCgsmSXMoottJTZRZu0Gef3x7Vp05Gd3OTmeb9eedHc\n3Nx7UvL0PPfcM7wDMLbFWExrPw1NI5raqJQCU8oaGgq88YbQQrxvn/G+ybduCZMGdO4sLFDS1LZF\ntog1aURNADfKPL8JIUm2G7VGg+u37yM5/S5yHir0XtNohH4uefnAw3xhNLNarf/+AvVDZBZcxx3V\ndTzg1/FQlgYtU+leL/rjBt7N+QbawDT4smDUblMPPQbWgne5bKtRZCw61nwRHWp+gRqBNez2eQnQ\nMqolHr6Zr7dNrVVjx6UdWBy9DK/fnI7/jnoRL/cZhkC5j24fmQdD45gwtGwciOrVGU3fZia1WmgJ\nLijQ3/7RR0BAADBnXjEy8+/hXuE9FGuKzTo25xzZymxcz76O1OxUXM+5joz8DL1E68apG/jqk6+Q\nmZ+JqIAoxIbEIiogSq/fnAfzQJPqTTCv5zy0i26HEF9azMWeRjUfhZHNRuptyy/Ox9dnv8bUXVPh\nwTzwUoeX0LdeX73/JxmTIcI/AnIv87uHMSasdNemjbDQQGSZHEsmE/osRkYanrFC6gpVhbhbcBcP\nFA+g4RrjbyiDc46sh1m4nnNdiMecVNwpuKO3T/rJdKz+cDUeKB6gTnAdxIbGopq8mt4iET6ePmgV\n2QrjWo5Dq6hWFv1fE9MtfmQxFvVdpLft1sNbWH1yNfpu7Iv48Hi81OGlCoPvvGXeiPSPtOssOp6e\nwIABpu07bRqwYgXQuzfwyCNCN7yydbWPj9DS3KCBUO/Ym0NWqoucbmjuMA4NiqFhSmiYAhqm1EtS\nAYAzDVSyB9B654IVhcCruDo8ecUFvmWegKdM+EMpk1X8I+klkyMyPBZxfrGoG9IXsaEx8PUqTaJ+\nvLMW/xn/Gro0iYWflwRnjndR5VudvGReGN50OIY3HY4zWWfxf1uX4/0bj4Gj9BYkhxbKy3eh3Qt4\nFNSAnyYafrIgwMBKPyUe/pGClbknbf0xnIKhWOScQ6lWQqlWQsWVkPkq4CHTr2BlQSp4db2HoMWF\nCPcLR7hfOHxkPlUcsWrBvsGoF1IPsaGxeKLxE6gVVEvvbsra82sxe+xs1AmuA2+Ziy91JyHlYzHI\nJwhT20/FlHZT8Ov1X7Hs+DK8f+R9vX1UWhXuFNyB3FOO6MBo1AisYfLf15RzKTh5+CTqzALG/qz/\nGufCSHmVCvD1FW7B2vJOkb0N3lx1LGq5Fkq1EgqVQheTZS8YAWFg2t3Cu9BoNajuXx1h8jCL7khG\n+EcgNiQW9ULroXtMd0T6R+pd0Ky7sA5vT3wb0YHRNAOLEykfi9GB0ZifMB9vdn8T25O345O/PsGN\n3Bt6+5R8Z0J8QxAdGI2ogCiT/r6mnEvByc12qhNrAm2WACeuA0ln9V/SaICCA0LDjLeXsOqlzI4x\nbk0f4k4A5nPO+//7fBYAXn5gHWPMNTpKEeKizOm3aO+yEOLOKBYJcQ6OHlQnA5ACYVDdLQDHAIzi\nnCdbdEBCCCGEEEJEYHHjM+dcwxh7CcBelE67RskwIYQQQghxKXZfmIMQQgghhBBnZnRsLmNsHWPs\nNmPsbJlt7zPGkhljpxlj2xhjQfYtJiGEEEIIIfZhymQ16wE8Wm7bXgBNOeetAFwBMNvWBSOEEEII\nIcQRjCbEnPPDALLLbdvPuW4OmD8B1LJD2QghhBBCCLE7W0xn/jyAn43uRQghhBBCiBOyKiFmjM0B\noOKcJ9qoPIQQQgghhDiUxdOuMcaeAzAQQG8j+9E0FoTYES0GQIhzoFgkxDlYsjCHqS3EDGXWvGWM\n9QcwA8AQznmRCQVzicfbb78tehmkWFZXK68rldVcYpdXiv8HVFYqL+cUi87woLJSWTm3/FrTlGnX\nEgEcBdCQMZbOGBsP4DMAAQD2McZOMcZWWFwCQgghhBBCRGS0ywTnfHQlm9fboSyEEEIIIYQ4nC1m\nmZCMhIQEsYtgMlcqK+Ba5XWlskqVK/0fUFntx9XKK0Wu9H9AZbUPVyqrNey+dDNjjNv7HIS4K8YY\nuBkDeSgWCbEPikVCnIM5sVgWtRATQgghhBC3RgkxIYQQQghxa5QQE0IIIYQQt0YJMSGEEEIIcWuU\nEBNCCCGEELdGCbGNFBcXo2nTprh9+7bYRTHq3Llz6Nq1a5Wv3354Gx8e/RBLji7RPVYeX2nVCjC2\nlpaWBg8PDwQFBWHt2rViF8cq8+fPR0BAAGQyGbRardjFcXlSisWzt8/qxeGSo0uwPXm7A0toHMUi\nqYqUYnHftX0VYvFI+hEHltA4ikXrUEJsI6tXr0bPnj0RGRkpdlGMat68OUJDQ7Fr165KX997bS++\nOP0Fsh5m6R6v730d9wrvObikhjHGkJubi4kTJ+q2HThwAPHx8QgICECfPn2Qnp5e5fvHjh2LGjVq\nIDg4GPXr18f//vc/s84/c+ZMhIeHo3r16pg1a1aV+5X9IxUYGIigoCC9c82fPx8XLlww69ykalKK\nxXWn1mH3ld26OLx8/zJe3fOqg0tpnKvEIgAoFApMnToV1atXR2hoqN4cqxSLtiWlWFxwcAFO3jqp\ni8Xf03/Hh3986OBSGmdtLJa4cuUK5HI5xo0bZ9b5TY3F5ORktG/fHtWqVUNoaCi6deuGw4cP614X\nJRYdsKY0dwdNmzblR48eFbsYJtu0aRN/7LHHKn3t8xOf84k/TNTbVntpbZ6Wk+aIopnkn3/+4R4e\nHlyj0ei23bt3jwcHB/Nt27bxoqIiPmPGDN6pU6cqj3HhwgWuUCg455ynpKTwyMhIvmfPHpPOv2rV\nKt64cWOemZnJMzMzeZMmTfjnn39usKxardasz2OKf+OLYrEMKcXipJ2T+MrjK3XPbz+8zcPfD3dU\n0UziSrHIOedjxozho0aN4vfv3+darZafOnXK6OcxBcViRVKKxTaft+HHbh7TPd99eTfv/3V/RxXN\nJLaIxRL9+vXjPXr04GPHjjX5/ObEYm5uLk9NTeWcc67Vavmnn37KIyMjjX4eU5gTi2UflBCbqG7d\nunzhwoW8SZMmvFq1avz555/nRUVFnHPO09PTuZ+fn95/2q5du3iTJk14YGAgr1WrFv/www8NHj8p\nKUm3X0REBI+Ojubr16/XvZ6QkMDXrVune/7ll1/ybt266Z4zxviKFSt4XFwcDwoK4nPnzuXXrl3j\nnTt35iEhIXzkyJFcpVLp9s/IyOByuZwXFxdXKMvHf3zMX979st42MPD5S+bzBg0a8NDQUD5t2jTd\na/Pnz+fPPPOM7vk///zDGWO630dCQgJ/6623eJcuXXhAQAAfMmQIv3fvHh8zZgwPCgriHTp04Glp\n5iXblQXK6tWredeuXXXPCwoKuFwu5ykpKUaPd+nSJV6rVi1+8uRJk87fpUsXvmbNGt3zL774gnfu\n3LnKsjLGuFqtrvJ4VAmbzp1i8Zntz/Av//5S9zxPmcfBwFetWkWx+C9zYvHSpUs8ODiY5+fnV3k8\nikXTuVMsxi+L5+dun9M9/+36b5KNxc2bN/Onn36aL1iwwKyE2JxYLEulUvFly5bx1q1bG/08prA0\nIaYuE2ZITEzEvn37cO3aNaSkpODdd98FIPQ9qlevHjw8Sn+dEydOxJo1a5CXl4fz58+jd+/eRo+f\nlZWF/Px8ZGZmYu3atZg2bRpyc3Or3J8x/YVY9u7di9OnT+PPP//E+++/j0mTJmHz5s1IT0/H2bNn\nsXnzZt2+0dHR8PLyQkpKSoXjKtVKyD3lFbb/+suvOHnyJM6cOYNvv/0We/furbIs5Z9v2bIFmzZt\nQmZmJq5evYrOnTtjwoQJyM7ORuPGjbFgwQLDvxwTXLhwAS1bttQ99/PzQ1xcnMHbLtOmTYO/vz+a\nNWuGOXPmoE2bNhadq2XLlgbPwxhD3bp1UadOHTz//PO4f/++SechlXOrWPQqjUW5lxzgwK5duygW\nqziXoVg8duwYYmJiMG/ePFSvXh0tW7bE9u3O1Sfb1bhVLJapF/28/ABILxbz8vLw9ttvY+nSpWaP\nGzK3XgSA0NBQ+Pn54YMPPsDWrVvNOp+tuVRCzJhtHpZ6+eWXER0djZCQEMyZM0cXSDk5OQgMDNTb\n19vbGxcuXEB+fj6Cg4PRqlUro8f39vbG3LlzIZPJMGDAAAQEBFQamFWZOXMm/P39ER8fj2bNmqF/\n//6IiYlBYGAgBgwYgL///ltv/8DAQOTk5FQ4jkKt0KuES4yeMhqBgYGoXbs2evXqhdOnT5tctvHj\nx6Nu3bq6sjRo0AC9evWCh4cHhg8frle2Xbt2oVOnToiMjMSTTz6Jn3/+GTk5Ofjpp58wb968Ks/x\n8OFDBAcH620LCgpCfn5+le9Zvnw5Hj58iP379+Ott97C8ePHTfo85c8VFBSEhw8fVrpveHg4jh8/\njrS0NJw8eRL5+fkYM2aMSedxVhSLhtksFlUKvUrY08MTYMBrM16jWKziXIZi8ebNmzh37hxCQ0Nx\n69YtfPbZZ3j22WfN+r91NhSLhtmrXixJiGfPni2pWJw3bx4mTZqE6Ohokz9HVecyFIslsrOzkZub\ni6effhrDhw83+5y25FIJsdDFw/qHpWrVqqX7OSYmBpmZmQCEK5zyX65t27Zh165diImJQa9evfDn\nn38aPX5YWJje1bSfn5/RL1NZERERup/lcrneQAa5XF7hWPn5+QgJCalwnPKVsO4YIWX+GJhZtvJl\nMVS27777TncFP2LECLz33nto1KgR1q9fjwkTJlR5joCAAOTl5elty83NrfBHuTzGGHr27Inhw4fr\ntRYYUv5cubm5CAgIqHRff39/tGnTBh4eHqhevTqWLVuGvXv3oqCgwKRzOSOKRcNsFotVXJwGhQVZ\nXDZ3jkW5XA5vb2+89dZb8PT0RI8ePdCrVy+9Vj1XQ7FomL3qxZKfyx7P1WPx9OnT2L9/P1591bKB\nu+bEYllyuRyLFi3C5cuXcfbsWYvObQueop3ZBd24cUP3c1pamu4KqkWLFrh+/Tq0Wq0ucNu2bYsd\nO3ZAo9Hgs88+w4gRI0wa2VkVf39/FBYW6p5nZWVZfCwAyMzMhEqlQqNGjSq8plAr4OvpW2G7UqM0\nqWy3bt2yqmzr16/X/Txy5EiMHDnSpPc1bdoUX331le55QUEBrl27hqZNm5r0frVaDT8/P5PPdebM\nGbRr1w6A8IfE1PMAQsVP0zpZzm1iUVVFLKooFsuey9RYbNGiBQBh7EzJ7evyt7GJedwmFsvViyUt\nxKaWzRVi8eDBg0hLS0OdOnXAOcfDhw+h0Whw8eJFnDhxwqRzWVovajQaaLVak+PeHlyqhVhsy5cv\nR0ZGBh48eID33ntP94WsWbMm4uLicOzYMQCASqVCYmIi8vLyIJPJEBgYCJlMZtW5W7Vqhe3bt0Oh\nUODq1atYt26dVcc7ePAgevfuDS8vLwDAV199hdjYWAD/XglX0iqlUCmqLNuhQ4dw48YN5ObmYtGi\nRVaVzVJPPPEELly4gO+//x5FRUVYsGABWrVqhYYNG1bY9+7du9iyZQsKCgqg1Wrxyy+/YOvWrRg6\ndKhuHw8PDxw6dKjSc40bNw5Lly5FZmYmMjIysHTpUowfP77SfY8dO4bLly+Dc4779+/jP//5D3r1\n6mW0tYxUzW1iUV353RqFmmKxhDmx2KNHD9SpUwcLFy6ERqPBkSNHkJSUhEcffdQ2H9wNuUMsarQa\nFGuKzUqIXTEWJ0+ejGvXruH06dM4c+YMXnzxRTz22GP45ZdfdPvYKhb379+P06dPQ6vVIi8vD6+9\n9hoaNWqEuLg423xwC1BCbIbRo0ejX79+iIuLQ4MGDTBnzhzda5MnT8aGDRt0zzdu3IjY2FiEhIRg\n9erVSExMNPt8ZVsupk+fDi8vL0RFRWH8+PF45plnqty3suflbdq0CS+++KLu+Y0bN9CtWzcAQktw\n+UqYMQalWqn3vETfvn3x9NNPo0WLFmjfvj0GDx5sVlksVTIytER4eDi2bduGN998E9WqVcOJEyfw\nzTff6F5fuHAhBg0apCvTypUrUbt2bYSFhWHu3LnYuHEj2rdvD0D4fQQFBaF58+aVnnvy5MkYPHgw\nmjdvjpYtW2LIkCGYNGmS7vVmzZrpbvmmpqaif//+CAoKQosWLeDr61vh+1D+sxDD3CYWyw2qK0Gx\nWMqcWPT09MQPP/yAXbt2ISQkBJMnT8bGjRv1kgOKRfO4QywWaYrg6+mr9/7KEmJXj0VfX19ERETo\nHgEBAfD19UVYWBgA28ZiTk4ORo0ahZCQEDRu3Bh3797Fzp07DX4Wu7NkagpzHpDQ9DIHDhyo8vWi\noiLetGlTnpWV5cBSWebs2bO8S5cuetseffRRfunSJc45509teYpvvbBV7/WpP03ln/31mcPKaExa\nWhqXy+U8NDSUr1271ubH//rrr/mbb75p8+NWZsGCBTw4OJj7+fkZnKu4MnDTqZ7cJRZjPorhqQ9S\n9V7vsKYD/+PGHw4rozEUiwKKxYqkEov3Cu7x0EWhFd4jWyDjxeqKU7SJhWJRYE4sln0wbufsmzHG\n7X0OR4iNjcW6detMmibG1Q1KHISp7aZiUMNBum0z9s5AhH8EZnSdIWLJSHmMMXDOTWpqoFh0PZFL\nInHmxTOICojSbev1VS/M7TEXvWOl//ldCcWidN3Mu4mOazsi47UMve1BC4Nw87WbCPIJquKdRAzm\nxGJZ1GXCRLa4vbFw4ULd0r1lHyW3K5xFZQN5/Lz8UKgqrOIdhDgOxSLFInEO7hKLVQ1upViUFppl\nwkSpqalWH2P27NmYPXu2DUpjX5VN9ST3kiNbkS1SiQgp5XaxWK4/v9xTTpUwcQruEotVDW6Ve1Es\nSonRhJgxtg7AYwBuc85b/LstFMAWADEA/gEwgnNe9dIxxKVUtlKdn5cfMvMzRSoRsZVly6p+zd8f\neO456ybpJ7aj1qqh0WrgLfPW2+7n5VfljC+EENuranArxaK0mNJlYj2A8nPSzAKwn3PeCMCvAJz7\n8o6YpbJp1+jWkDRculT1Y+pU4N49sUtISpRUwuVvS1MsEuJYVS1WRbEoLUZbiDnnhxljMeU2DwXQ\n89+fvwKQBCFJJhJAt2mly1AL8Y4dgIIaO5xGlStGUiwS4lBVrRhJsSgtlg6qi+Cc3wYAznkWgAgj\n+xMXUtVAnqoWAyDSIJdTQuxMqloxkmKREMcyNKiOYlE6bDXLhOvPH0N0KrsapltD0kcJsXMx1G+R\nYpEQx6lsXA1AsSg1ls4ycZsxFsk5v80YiwJwx9DO8+fP1/2ckJCAhIQEC0/rvIqLi9G6dWv8+uuv\niIyMtMkxPTw8cPXqVdSrV8+q47zxxhuIi4vTW4HHkPLBn5aWhgENB6DLmi5WlcMcdevWxd27dzFs\n2DC9ddhdzYEDB/D444+jsLAQ+/bts3q+zqSkJCQlJVn8fkOxKJcDSmXF97gaqcRiZV0m0tLSMDdh\nLl7+6WWrymEOisXK2TMWpUIysVhJI1FaWhq+H/U9Hj/1uFXlMAfFYuWsjUUdU1bvAFAXwLkyzxcD\nmPnvzzMBLDLwXrNWGHFVn332GZ8yZYpNj+nh4cGvXbtm9XFu3brFa9euzVUqldF9VRoVly2Q9cSA\nygAAIABJREFU6W37559/uIeHB2+9srXVZTFV3bp1+a+//lqhHL169eJ+fn48Pj6e79+/v8r3f/TR\nR7xevXo8MDCQR0ZG8vHjx/P8/HyTz79p0yYeExPDAwIC+BNPPMGzs7Or3LdXr168evXqPCgoiMfH\nx/PVq1dX2Cc2Ntbgik6Wgg1Xx+rZk/Nyv3KXJJVY/OPGH7zDmg562/755x/OPBiftGOS1WUxFcWi\naWwZi1IhlVhc9tcyPuUn/c9REosrj620uiymolg0jTmxWPZhtMsEYywRwFEADRlj6Yyx8QAWAXiE\nMZYCoM+/z93aqlWrMHbsWJsek9toJaOoqCjEx8dXWCe8MpXNMFH2NUcq//lHjRqFtm3b4sGDB3j3\n3XcxbNgw3L9/v9L3Dh06FCdOnEBeXh4uXbqEtLQ0/O9//zPpvBcuXMCLL76ITZs24fbt25DL5Zgy\nZUqV+3/yySfIyMhAbm4uvvzyS7z88stISUkx+FmckVS6TEgqFiu5TQsAhWrH3qalWCSWkEwsVjEP\nMUD1YlVcMRaNJsSc89Gc82jOuQ/nvA7nfD3nPJtz3pdz3ohz3o9znuOIwoopNjYWixYtQtOmTREW\nFoYJEyaguLgYAHDjxg1cv34dHTt21O2/e/duNG3aFEFBQahduzaWLl1q9BwffPABoqOjUatWLaxf\nv15vuqXi4mK88cYbiImJQY0aNTB16lQUFRUBAA4ePKg7R2RkJGrWrIkvv/xS79g9e/bErl27jJZB\noVbAx8MHb7zxBqpXr464uDjd+0r6SuXl5WHixImIjo5G7dq1MXfuXN0X+6uvvkL37t0xY8YMVKtW\nDfXr18eePXuMnteYK1eu4O+//8b8+fPh4+ODJ598Ei1atMC2bdsq3T82NhahoaEAAI1GAw8PD9So\nUcOkcyUmJmLIkCHo2rUr/Pz88M4772D79u0oKCiodP/mzZvDy8tL9zwgIABBQa63lKerJMQUixSL\nUo9FV+E2saiiWHSHWKSlm82QmJiIffv24dq1a0hJScG7774LADh37hzq1asHD4/SX+fEiROxZs0a\n5OXl4fz580b7yOzZswdLly7FgQMHcOXKFezfv1/v9ZkzZ+Lq1as4e/Ysrl69ioyMDPz3v//VvZ6V\nlYX8/HxkZmZi7dq1mDZtGnJzS9dKiY+Px5kzZ4x+RoVKAe0JLXbv3o0zZ87gxIkT+O677wCUBv6z\nzz4Lb29vpKam4u+//8a+ffuwdu1a3TGOHTuG+Ph43L9/HzNmzMCECROMnteYCxcuoF69evD399dt\na9myJS5cuFDlezZv3ozg4GBEREQgIiICr7zyisnnatmype55vXr14OPjg8uXL1f5nsGDB0Mul6NX\nr1744osvTP4j40xcJSEG3CMWlWolbh+6XSEWGZiuVYpisSIpxKIrcZdYPL/nfKX1IsWihGLRkn4W\n5jxgw75SmA+bPCxRt25dvT4wu3fv5nFxcZxzoV9N586d9faPiYnhq1ev5nl5eSYd//nnn+ezZ8/W\nPb98+TJnjOn6Svn7+/PU1FTd60ePHuWxsbGcc86TkpK4n58f12g0utcjIiL4X3/9pXu+b98+Xr9+\nfaPluHT3Epc3lPPPP/9ct23v3r3cw8OD+7/rz7OysriPjw9XKpW61zdv3sx79erFOef8yy+/5A0a\nNNC9VlhYyBlj/Pbt25xzzpOTk/mgQYN4ZGQk79q1K1+3bh2/c+cOP3nyJB8zZozufXXr1tXrW7Rx\n48YKv+M5c+bw8ePHG/1MV69e5a1ateIfffSR0X0557xPnz56n59zzmvWrMkPHjxo8H1qtZpv3bqV\nh4aG8vT0dL3Xyn8eW4EN+y1OmMB5Jd28Kj8vxaLudXvF4tdnvuaRzSIrjcUe63pQLBrg6rFo1nkp\nFnWv2ysWp++ZzuPaxlWIRebB+Gs/v0axaICzx2LZh6WzTIiCvy1uf5NatWrpfo6JiUFmprCUcWho\nKPLz8/X23bZtG9555x3MnDkTLVu2xMKFC9GpU6cqj52ZmYl27drpHb/E3bt3UVhYiLZt2+q2abVa\nvf43YWFhelfifn5+ePjwoe55fn4+QkJCjH5GhVoBbZ4WtWvXrlCWQlUh0tLSoFKpdFd6JV+kOnXq\n6PaPiorS/SyXC/2uHj58iIiICCQmJmLGjBno3r07jhw5gk8//RSzZs1Cw4YNdS0LlQkICEBeXp7e\nttzcXAQGBhr9TPXr18esWbOwePFivPrqq0b3t/RcMpkMw4YNw7p16/D999+bfOXtLHx9TW8hplh0\nTCwqc5RVxmJ6ejrFYhVcPRbNQbHogFhUKZB/P59iUeKx6FIJsdhu3Lih+zktLQ3R0dEAgBYtWuD6\n9evQarW64Gvbti127NgBjUaDzz77DCNGjEB6enqVx65Ro0aF45f0lQoPD4efnx8uXLhg8S2H5ORk\nvdsdVVGoFPAJ9qlQFgCQMRkioyPh6+uL+/fvV1hS1hRlb2d1794d3bt3N+l9TZs2RWpqKgoKCnS3\nh86cOYNnnnnGpPerVCr4+fmZfK6yt9GuXbsGlUqFhg0bmvR+tVpt8rmciSt1mXCXWAyoFlBpLBaq\nClG7dm2KRSNcNRZdiVvEolqB0PBQikWJxyL1ITbD8uXLkZGRgQcPHuC9997DyJEjAQA1a9ZEXFwc\njh07BkD4kiUmJiIvLw8ymQyBgYGQyWQGjz1ixAh8+eWXSE5ORmFhoV6AMMYwadIkvPrqq7h79y4A\nICMjA3v37jW57AcPHsSAAQN0z3v16qV3jhIKtQKRHSPx6aefIiMjA9nZ2Vi8eDEAYRLy4PBg9OvX\nD9OnT0d+fj4450hNTcWhQ4dMLoslGjRogFatWmHBggUoKirC9u3bcf78eTz11FOV7r9u3Trd7+ri\nxYtYtGiR3r5VfX4AGDNmDH788UccOXIEBQUFmDdvHp566im9flolUlJSsGfPHiiVSqjVanz99dc4\nceIE+vXrZ4NP7ViulBC7SyzG94yvNBYVagWioqIoFsuQUiy6EneJxS79u1AsSjwWKSE2w+jRo9Gv\nXz/ExcWhQYMGmDNnju61yZMnY8OGDbrnGzduRGxsLEJCQrB69WokJiYaPHb//v3x6quvonfv3mjY\nsCH69Omj9/rixYsRFxeHTp06ISQkBP369TPYmb3sVeqtW7eQnJyMxx8vnUD8xo0b6NatW4X3KVQK\n1O9bH48++ihatmyJdu3a6QKmZFWeDRs2oLi4GE2aNEG1atUwfPhwZGVlmVQWa3zzzTc4fvw4QkND\nMWfOHGzbtg1hYWEAgMOHD+uNYD1y5AiaN2+OoKAgPPnkk3j22Wcxffp0o58fAJo0aYJVq1Zh9OjR\niIqKgkKhwPLly3WvT5kyBVOnTgUg3BqbP38+IiMjERUVhbVr12LXrl16t8pchSslxO4Qi0q1Eh0G\nd6g0FksGuFIsSjMWXYm7xOLAkQMrxCIDo1j8lyRi0ZKOx+Y8IJEJyI11/i4qKuJNmzblWVlZDiyV\naV5//XW+cmXp5OE3b97kXbt2rXTf7y58x5/c8mSlr9X/pD6/cv+KXcpYXqNGjXhwcDB/7rnnbH5s\nQ5/f1g4cOMBDQkK4v78/T0pKsvnxYcOBPB99xPkrr9i8iDbnLrE4a98s/r9D/6uwPVuRzYMWBtmt\njOVRLJrGlrHoKtwlFh/Z8Ajfc2VPhe37r+3nvb/qbbcylkexaBpzYrHsg/oQ24i3tzfOnz8vdjEq\ntWTJEr3nNWvWxOHDhyvd19AE5HIvucPWbb906ZLdjm3o89ta7969kZ2d7ZBzWcuVWogNkVIsRvhH\nVNgu95Q7dDEAikViKSnFYmULVjmyTgQoFu2NukyYyBa3NxYuXIjAwEAEBQXpPQYNGmSDEtqGQqWA\nr6dvpa/5efk5fFUe4jiukhC7eyx6y7yh4RqoNCoRSkVIKXeKxcoaiqhOlBZqITZRamqq1ceYPXs2\nZs+ebYPS2I+hFuKSPsREmlwlIXarWKykVYoxJlTEagW8ZF6VvJMQx3CnWKzs4pTqRGmhFmKiR6Gq\nvBIGhFu1FPzS5SoJsbtQqpVVd19ycLcJQtyZUq2svMsE1YmSQgkx0WOoEi5plSLSRAmxc6mqhRig\nlilCHMlglwmqEyWDEmKihyph92XOSnXE/qqqhAGKRUIcqap6keJQWighJnoMDaqj20PSRi3EzqWq\nfouAMLqdWqYIcYyqLk59PX1RpC6ClmtFKBWxNUqIiR5jg+qo36J0UULsXAz156eWKUIcQ8u1KNIU\nwcfTp8JrjDH4evpCqVaKUDJia5QQEz3UZcJ9UULsXIz156dYJMT+itRF8JH5wINVni5RLEoHJcRE\nD1XC7ksuB5TU0OE06OKUEPEZikOAYlFKKCEmegxOu+bgVXmIY1ELsXMxNKiOpl0jxDEMxSFA9aKU\nUEJM9BgayENTzEgbJcTOxVgsUiVMiP2Z0kJMF6fSQAkx0UNTPbkvr38XPVPRisBOoarFAACKRUIc\nRalWVnlhClAsSgklxESPoathmnZN+qiV2DlotBqoNCr4yCqObAf+7TJBd2sIsTujXSaoXpQMqxJi\nxthsxtgFxthZxtgmxpi3rQpGxEEr1bk3SoidQ0mrFGOs0tepVYoQxzCpywTVi5JgcULMGIsBMAlA\na855CwCeAEbaqmBEHDT3qXujhNg50Mh2QpyDsRZiikXp8LTivXkAigH4M8a0APwAZNqkVEQ0xlbH\nosCXNlq+2TkYWjES+HelOhrIQ4jdGbs4pXpROixuIeacZwP4EEA6gAwAOZzz/bYqGBEHDapzb9RC\n7BwMdV0C/o1FNcUiIfZmdFCdJ9WLUmFNl4l6AKYDiAEQDSCAMTbaVgUj4jC2GAC1SkkbJcTOgbpM\nEOIcTOkyQfWiNFjTZaIdgCOc8wcAwBjbDqALgMTyO86fP1/3c0JCAhISEqw4LbEXtVYNLdfCy8Or\n0tepEhZfUlISkpKSLH6/sVik1eqcA/VbdH72jkXiHBRqikVnZ20slrAmIU4BMJcx5gugCEAfAMcr\n27Fs4BPnZWxkO00vI77yFeeCBQvMer+xWKQWYudgqC8/QCvVOQN7xyJxDoYGmgNCH+JsRbYDS0TK\nszYWS1jTh/gMgA0ATgI4A4ABWG3p8Yj4TLo1RNPLSBolxM7BWCVMrVKEOIYpLcRUL0qDNS3E4Jx/\nAOADG5WFiMxYv0VvmTfUWjXUWjU8Paz66hAnRQmxczBpUB0lxITYHa1U5z5opTqiY6yFmDFGt2ol\njhJi52DKVE/UKkWI/RntMkFdCSWDEmKio1QrDQY+QLeHpI4SYudAg+oIcQ7UZcJ9UEJMdIwN5AGo\nIpY6Soidg7FYpDgkxDFoCkT3QQkx0THWKgXQqjxSRwmxczAWi9R1iRDHMBqLVCdKBiXERMfYlTBA\nV8NSR0s3Owdj3ZfkXnIo1UpoudaBpSLE/dCgOvdBCTHRMaWFmFblkTZqIXYOxvotejAP+Hj6QKmm\nVVQIsSdTukxQnSgNlBATHVMH1dHVsHTRSnXOwdjIdoAqYkIcgQa4ug9KiImOQq2Ar8zwoDqaYkba\nqIXYOZgywJVikRD7MzoFIsWhZFBCTHRMbpWiKWYkixJi52CsywRALVOEOAKt4Oo+KCEmOlQJE0qI\nnQN1XyLEORgbVFcyywTn3IGlIvZACTHRMaWFmG4PSRslxM7B1CkQqWWKEPsy1mXC08MTMiZDsabY\ngaUi9kAJMdFRqpU0y4Sbo4TYOdAUiIQ4B5NnX6KLU5dHCTHRoZXqCCXEzkGholgkxBnQxan7oISY\n6Jg6qI4CX7ooIXYOdLeGEPFxzlGkLqKLUzdBCTHRMWVQHS1TKW2UEDsHU1qlqD8/IfZVpCmCl8wL\nHsxwqkT1ojRQQkx0TL01RH2lpIuWbnYOpvZbpEqYEPsxJQ4BulsjFZQQEx1Tb9NSJSxdtFKdc6CL\nU0LEZ0ocAlQvSgUlxETHlIE8dJtW2kq6TNCUmuKiWCREfKa2EFMsSgMlxESHWqWITAZ4egLFNKWm\nqOhuDSHiM2WBHIDqRamghJjoUL9FAtDAOrFpuRbFmmKTRrZTv0VC7MeUqUgBqhelghJiomPSyHYa\nTSt5lBCLS6lWwsfTB4wxg/tRLBJiX9Rlwr1YlRAzxoIZY1sZY8mMsQuMsY62KhhxPJr7lACUEIvN\nnJHthWqqhAmxF3MG1VG96Po8rXz/JwB2c86HM8Y8AfjZoExEJLQ6FgEoIRYb3aYlxDmYdXFKsejy\nLE6IGWNBALpzzp8DAM65GkCejcpFREBLVBKAEmKxmTWQh1qlCLEbc2KR6kXXZ02XiVgA9xhj6xlj\npxhjqxljxr85xGmZcjVMfaWkjxJicVG/RUKcg6l3a6g/vzRYkxB7AmgDYDnnvA2AQgCzbFIq4nAa\nrQZqrRreMm+D+8m95FCqleA0Ua1kUUIsLloMgBDnYNZKdTTtmsuzpg/xTQA3OOcn/n3+HYCZle04\nf/583c8JCQlISEiw4rTEHpRqJXw9fY2ObPdgHvDx9DH5VhKxraSkJCQlJVn8flNi0deXVqsTkyl9\n+QGqhMXmiFgk4lKoqQ+xK7A2FktYnBBzzm8zxm4wxhpyzi8D6APgYmX7lg184pxMbZUCSm/VUkLs\neOUrzgULFpj1flNikVqIxWVqJUy3acXliFgk4lKoTKsXqfuSuKyNxRLWzjLxCoBNjDEvAKkAxlt5\nPCISU28NAdQyJXWUEIuLBvIQ4hxMmYoUoDpRKqxKiDnnZwC0t1FZiIjMaSGmiljaKCEWl1n9FmmW\nCULsRqFWIMgnyOh+VCdKA61URwCY10JMt2qljRJicZl6cVpym5YGuBJiHyZ3maA6URIoISYASgfV\nmYJapqSNEmJxKVQK+MqMx6KXzAuMMai0KgeUihD3Y86gOqoTXR8lxAQAdZkgpSghFpe5sUgVMSH2\nQVMguhdKiAkA8wfVUfBLFyXE4jJ1IA9AsUiIPZkzqI7i0PVRQkwAWDbtGpEmSojFZWq/RYBikRB7\nMnVOcIpDaaCEmACgaddIKUqIxWVqv0WAWqYIsSdzukxQnej6KCEmAMwfVEeVsHTRSnXiMrVVCqCK\nmBB7MrWhyFvmDbVWDbVW7YBSEXuhhJgAMK9Vim4PSRu1EIvLrO5LNN0TIXZjaiwyxiD3lNMAVxdH\nCTEBYF6/RRrZLm2UEIuLBtUR4hzMjUW6W+PaKCEmAKjfIilFCbG4aNo1QpyDud2XqF50bZQQEwBm\njmyn27SSRgmxuMxaNZK6LxFiN9R9yb1QQkwAWLBSHd0akixKiMWlUFOrFCHOwOzZl+hujUvzdMRJ\n/u//qn7NwwN47TUgIsIRJSFVoS4TpAQlxOJSqpXmdZmgi1NCbI5zbnYsUr3o2hySEIeHV/1aYiLQ\nrh0wbJgjSkKqQks3kxKUEIuLVo0kRHzFmmJ4ybzgwUy7kU6x6PpEbyHOyABu3HBEKYgh1G+RlKCE\nWFy0aiQh4jOn6xJAsSgFovchrl2bEmJnYPbIdrpNK1mUEIuL+i0SIj5z4hCgelEKKCEmAGilOlLK\n1xcoLgY4F7sk7okG1REiPnMaiQCKRSmghJgAMLPLBE0vI2mMAd7etHyzWMwZyCP3kqNQTbFIiK2Z\nsygHQF0mpMApEuL0dLFLQWgxAFIWdZsQB+ccReoiaiEmRGTmzM0PUL0oBaInxDVqAPfuCbdoiXho\nZDspixJicSjVSnjLvM0a2U6VMCG2Z+6gOqoXXZ/oCbGnJxAZCWRmil0S92ZO8NOtIemjhFgcNLKd\nEOdg7qA66kro+qxOiBljHoyxU4yxnZYeg/oRi48mICdlUUIsDktu01IsEmJ7NKjO/diihfg/AC5a\ncwBKiMVnztWwl8wLjDGoNCo7l4qIhRJicZg7kIemeiLEPigW3Y9VCTFjrBaAgQDWWnMcSojFR1fD\npCxKiMVBcUiIc6C7Ne7H2hbijwDMAGDVjKWUEItLo9VApVHBR+Zj8nuo76K0UUIsDuq3SIhzUKgV\n8JVRf353YnFCzBgbBOA25/w0APbvwyKUEItLqVbCx9MHjJn+X0i3h6SNEmJxWDKynWaZIMT2LJp2\njepEl+ZpxXu7AhjCGBsIQA4gkDG2gXM+rvyO8+fP1/2ckJCAhIQEvdcpIRaXuX2lALo9JJakpCQk\nJSVZ/H5jsVhCLqeFOcRAt2ldh6NikYhDoTZ/6WaKRXFYG4slGLfB+qyMsZ4AXuecD6nkNW7sHFlZ\nQPPmwN27VheFWOBm3k10XNsRGa9lmPye9mvaY/nA5ehQs4MdS0aMYYyBc25S074psVji+eeBbt2E\nf4nj/HDpB6z7ex12jjJt0h7OOWT/lUE1VwWZh8zOpSOG2CsWiTjm/TYPnh6emNdznkn7n7p1ChN2\nTsDfk/+2c8mIMebEYlmiz0MMABERQF4e3aIVi7n9FgG6VSt1vr4Uj2Iwd1AdYwxyLzmUamrOJ8SW\nzK0XqU50fTZJiDnnBytrHTa5EB5AzZrAzZu2KA0xl7mVMEC3h6SO+hCLw9KLU4pFQmyLVqpzP07R\nQgxQP2IxKVTmBT5AI2qljhJicZhbCQMUi4TYg7n9+SkOXR8lxIQG1ZEKKCEWB7UQE+IcaFCd+6GE\nmFjcZYKmmJEuSojFYc4S6iUoFgmxPXNjsaQvPw2WdF3WTLtmU7VrA2fOiF0K92Rpq1RGXgbSc9N1\n2wK9AxEqD7V18YgIKCEWh7mtUoAQi9ezryPcL1y3LUweBn9vf1sXjxC3YW4sejAP+Hj64MqDK3rd\nnmoE1ICXzMseRSQ25lQJ8U8/iV0K92RJC3GT6k3w7qF3sf70egCAlmvBGMON6dTMLwWUEItDoVIg\nxDfErPe0imqF6b9M1z1XqpXoUrsLdozcYeviEeI2LBlb06FmB/Td0Ff3PK8oD693fh1ze861dfGI\nHThVQkxdJsRhSeC/0PYFvND2Bd1zzjmCFgUhR5ljdoVOnA8lxOKwZFDdsoHLsGzgMt3zlHspGJg4\n0NZFI8StWNJQdPC5g3rPN53dhB9SfrBlsYgdUR9iYtGguvIYY2gc3hjJd5NtVCoiJlqpThy2iMX6\n1eojMz+T5kQlxAq2iMX46vFIvkd1oqtwmhbiatWA4mIgPx8IDBS7NO7Fkn6LlYkPF4K/c+3ONigV\nERO1EIvDklap8jw9PFEvtB4u37+MllEtbVQyQqTr7l0gLU1/W77C+lhsFNYIVx9chVqrhqeH06Rb\npApO8z/EWGkrcZMmYpfGvZg732JV4sPjqYVYIighFoclA1wrU3JxSgkxIVU7fRr45BNgxw6gXj0h\nDwEAzoG03grIuHWx6O/tj0j/SFzPvo4GYQ1sUGJiT06TEAOUEItFoVbA38v6Eenx1eOx9tRaG5SI\niI2WbhaHLVqIAbo4JaTEgwfAiRP62+7fB1avBq5cAV56Cbh6FQgL09/Ha44CfxzyRf0nrTt/SbcJ\nSoidn1MmxMSxFCoFwuRhxnc0oqRVirg+aiEWhyUDXCsTXz2eBvMQt6ZQAJ9+CixZAjRrBniVmfnM\n1xeYPBl46in97WV5eCvw/VY5nrE2IQ6Px6V7lzCk0RDrDkTsjhJiYtFiAJUpO5jHFscj4qGEWBy2\nGMgDCJXwosOLbFAiQlyLRgNs2ADMmwd06AAcPgw0amTeMTjnUDMl9v0st3pcU3x4PI7ePGr5AYjD\nOM0sEwAlxGKx1aC6soN5iGujhFgctuoy0ShcGMyj0WpsUCpCnNPJk0CDBkBMTOkjKgpYtw7YsgXY\nts38ZBgAVFoVZEyGnt1l2GHldN7x1an7kqughJjYrBIGqNuEVFBCLA5bDarz8/JDZEAkrudct0Gp\nCHE+nAP/+Q/w8svAoUOlj1OngN9/B7p0sfzYJXc5x4wBNm2yrpwldSIt6ez8KCEmNuu3CIDmIpYI\nSojFYcnCHFWhWCRStnUrUFAATJum30Jcu3bpbBGWKonDwYOBP/8Ebt+2/FhhfmHwkfng1sNb1hWK\n2J1T9iHm3PovNKnarfxbKNIU6Z5nK7Nt0ioFCFfDOy/vtMmxiHi8vQG1WuiPJ5OJXRpp4pwjPTcd\nHKUtR4WqQpvfrRncaLBNjkeIs1AqgZkzgfXrbfP3SaVRISM/Q/f8Zt5NyD3l8PcHBg8Gvv1WaIm2\nVEm3iejAaOsLS+zGqRLioCBhxGd2trBQB7G9I+lH8OjXjyLcL1y3TeYhQ53gOjY5fnz1eCw+stgm\nxyLiYax0tTp/62fkI5VYfnw55v42F8E+wbpttYJqIcgnyCbHp8E8RKo+/hho1QpISLDN8V746QXs\nvrJbr2GoXXQ7AMCYMcD8+VYmxP9enPap18fKkhJ7cqqEGChtJaaE2D7Wn16Pt3u+jRldZ9jl+I3C\nGuHKgyvQaDWQeVDToisr6TZBCbF9rD21FttGbEPv2N52OX589Xis+3udXY5NiFhu3xamUvvzT9sc\nL68oD98nf4+rr1zVaygq0bcv8OyzwLVrQP36lp2D5gV3DU7VhxgQEuL0dLFLIU2FqkJsT96OMS3G\n2O0cupV5aDCPy6N+xPZzJusMHigeIKFugt3OQYN5iBTNnSskqHFxtjnetovbkFA3odJkGAA8PYER\nI4DERMvPUbI4B3FuTpkQ08A6+/jh0g/oULOD3fsx0TQz0kAJsf1sPLsRY1uMhQez359gGsxDXF1e\nHpCVVfo4fBj44QchKbaVDWc3YFzLcQb3KZltwtJrS5p9yTU4bZcJYnumBL4t0GAeaaDlm+1DrVVj\n07lN+O3Z3+x+LhrMQ1zV7dtAw4bChXlZ778PhITY5hxpOWk4d/scBjUYZHC/jh2FQcZduggtxlXx\n8xP6N8fH62+vFVQLD4sfIkeZgxBfGxWe2JzFCTFjrBaADQAiAWgBrOGcf2ptgerUETqwp6aWbgsK\nAj76CAgIsPbo7utW/i38efNPbBuxze7nosE80kAtxPaxP3U/6gTXQePwxnY/Fw3mIa7rTPpBAAAg\nAElEQVTq22+BoUOFVefs5euzX2NE0xHw8fQxuB9jwhzH164ZPt7p00Dv3sCuXUCbNmXfz9AorBGS\n7yajc+3ONig5sQdrWojVAF7jnJ9mjAUAOMkY28s5v2RNgR5/XGiZKntrYu1a4IsvgFdesebI7i3x\nXCKeaPwE/Lz87H4uGswjDZQQ28eGMxswroX979QAQkJ86Z5Vf5IJEUViIvD22/Y7PuccG85uwIbH\nTcu4o6OFhyHduwt3ufv3B777DujRo/S1+OpCLFJC7LwsTog551kAsv79+SFjLBlATQBW/fUNChI6\nsJdVty4wciQwdarh2xWkahvObsAn/T9xyLnKDuZhNKG0y6KE2PbyivKw+8pufDrA6ptpJomvTvOC\nE9eTmiq0xvax442NYxnHAAAdanaw6XEff1y4mz1sGPDll8DAgcJ26kfs/GySXjLG6gJoBeAvWxyv\nvI4dgVq1gO3bKybLxLgzWWeQo8xBj5gexne2gbKDeajvouuihNj2tl7Yil6xvaoc0W5rNN0TcUWb\nNwPDhwvrEtjLV2e+wrgW4+zSaNO3L7Bzp9Dlo3dvoSEv3T8e14K+gO/vwIIFtPiYM7J6iPO/3SW+\nA/AfzvlD64tUuTfeEOYepBmEzLfhzAa7j2gvj2aacH2UENvehrOO6y4BCIN58ovzkavMddg5CbEG\n50J3idGj7XeOInURvr3wLZ5p8YzdztGpE3DkiNBC3K8fMLB9PFTByfjuO6GPMXE+VrUQM8Y8ISTD\nGznnP1S13/z583U/JyQkIMGC5WUGDwZmzAB+/12/Xw4xTK1VI/F8IpKeTXLoeRuHNabBPHaQlJSE\npKQki99vTiyWrFRHbON69nVcvHsRAxsMdNg5dYN57iWjU61ODjuvO3BkLLqTc+eAggKgsx272u66\nsgvNI5sjJiTGfieBMFdyyXzJKk19zF+UgRULlZg1yxcDBthm2WlifSyWYNZM2s4Y2wDgHuf8NQP7\ncFtNDP/558BPPwE//miTw0nSvcJ7yCvK0z0/euMolh9fjj8m/OHQcnz858e4cv8Klg9a7tDzuhvG\nGDjnJt18MzcWX35ZmPbImiVL3VlGXgaKNEW655+f+BwFqgIsG7jMoeUY+/1Y9K7bG+Nbj3foed2N\nPWPRncyaJXQnWLjQNsfjnOOfnH/AUfr7fvnnlzEsfpjDY6LJ8ibY/NQ3eGl4C0yYADz3nENP7zbM\nicWyrJl2rSuAMQDOMcb+BsABvMk532PpMY0ZNw6YNw9ITq44zx8RplZrvLwxwuRhets/eOQDh5cl\nPjweO1NoMI8r8/MD1q8H/iozMqBBA/uO/JaK/an78cSWJ1Ddr7pum7fMG1uHb3V4WWgwD3EVWq3Q\nf9iWjV5Lji7BoiOLEOwTrNsW5heGp5o8ZbuTmEiYaSIZixe3wMiRwNNPV5xnmYjHmlkmjgBwaIO/\nXA5MmwYsXQqsWePIM7uGtafWYlSzUVj12Cqxi0JLVUrA1KlA8+b62+bMAQYNAtq1E6dMrmLZsWVY\n2m8pJrWdJHZREB8ejy9OfyF2MQgx6o8/gMDAin93LKXRarDs+DLsG7sPbWq0Mf4GOyu5OH06AWjb\nFli+XBgfRZyDy01iNnWq0Er1zjtAVJTYpXEeaq0aq0+txk+jfhK7KACA2kG1kV+UTyvzuLCYGOFR\n1q1bwCefABs3ilMmV5Cem45DaYew6clNYhcFAA1wJa6jZDCdrWZg2H1lN6ICopwiGQb+vXP67zSI\n770H9OwJTJxou5X3iHVcLiEODxf63dSrZ3hKFg8P4MMPgeefd1jRRPXT5Z9QJ7gOWka1FLsoAIQ+\nPI3DG+PVPa/q3TbuFdvLoYOKiG1NnCjEXlYWXZBWZc3JNXimxTPw9/YXuygAgPqh9XEz7ybe2PsG\nGEozjbEtx6JFZAsRS0ZIKZUK2LpVv4uWtVaeWImp7aba7oBWiq8ejxn7ZmDG3hkAgKixwIAPPfHD\nrOmI8I8QuXTEqkF1Jp3ADoMHOAfy8gzvk5YmzAX444/CPMZS129jP4xrOc6u08iY60DqAZy6dUr3\nPK8oD1+d+Qppr6bRgh02IsZAnilTgMhIYYl1oq9YU4yYj2NwYNwBNKneROzi6CSeS0RGXobuefK9\nZGQrs/H909+LWCppoUF1Vbt7F1i2DFCrq94nK0sYH3T0qG3OmZqdio5rOyL91XTIvZyjo65aq8aK\n4ytQpBYG2+bmAou37UOvej3Qz+ct3X7t2wutx8Qylg6qc8mE2FQ7dwIvvQQcPy5U4FJ15f4VdP2i\nK9Knp8PX01fs4lSJc44GnzXA1uFb0bpGa7GLIwliVMIXLwqTzaelAT4+Vh9OUr698C1WnliJ3579\nTeyiGHS/8D7qfVoPWa9nOU2y4OooIa7a8OHCgLk2RnouDBwItLZR1TBz30xouAZL+i2xzQHtZMGG\nX7Hy6kw8U3gcAKDRCF3SkpOB6tWNvJlUyuGzTLiCIUOAEyeEkZz79tl31RsxrTqxCuNbjXfqZBgQ\nvqRDGw3FDyk/UELswpo0AVq0AL79Fhg7VuzSOJcVx1dganvnuUVblTC/MLSOao39qfsxuNFgsYtD\nJGzHDuDMGeHhqBkVlGol1p9ejyPPH3HMCa3w5pju+PTDVEx/IwM1g2oCEJLi//4X+OwzkQvnZhy3\ndJlI3n5bmD5q5kyxS2IfCpUCG85uwOR2k8UuikmGNhYSYuLaXnlFGFznRo1cRl28exEp91PweOPH\nxS6KSUouTgmxl5wc4S7t2rWOnV7su4vfoXWN1mgQ1sBxJ7WQl8wLA+IG6E1TOm+eMP3c5csiFswN\nST4hlsmATZuE7hP//S/w9deljy1bgMJCsUtonS0XtqB9dHvUC60ndlFM0qV2F9zMu4m0nDSxi0Ks\nMHCg0P/NVv39pGDl8ZWY2HoivGXeYhfFJEMbD8WPl3+ERqsRuyhEombOBB57zPGry644vgJT2k1x\n7EmtUP7iNDxcWJl31iwRC+WGJJ8QA0BoKPDDD8DVq8CePaWPL74AmjYVVr9zVStPrHSJW7QlPD08\nMajBIFq0w8V5eAgr2H3yidglcQ4Pix9i07lNeKHtC2IXxWT1Qushwj8Cf2XYcFg/If86eBDYtQtY\nvNix5z2ddRo38m7gsYaPOfbEVugf1x9HbxzVW2X2lVeAkyeBw4dFLJibkfSgOlPs3y8s9tGkiVC5\n16kjdomqtvfaXr35RHOUOVh/ej2uvXINMg/XWRT9++Tvsfz4cuwft1/sorg8MQfy5OUBdesKrRiG\n+uf7+QHjxwPertFwahTnHJvObcL9wvu6befunMO9wnvYMXKHiCUz31u/vgWVRoXFjzg4a5EgGlRX\nSqEQxhksWQIMHWq/8xSqCvHV6a9QrCnWbdt9dTe61e6GuT3n2u/EdjBg0wCMbzUeI5qO0G3buFFY\nvOOPP2w3N7M7oFkmrFBUBLz/vpAQJyQI3SwMeeopYdSsI7+gV+5fQed1nTGm+Ri97Y81fAyP1H/E\ncQWxgYLiAtT4sAbSp6fToh1WErsS3r4d+P13w/v8+adwy9TRLUX2sj15O/5v3/9hUINBettfbPci\n4qu71pryxzOOY+z3Y3HppUtiF8XliR2LYnn4EPjPf/SnQs3IAGrVEgbe2tOcA3Pw2z+/oX10e902\nb5k3ZnefjWryavY9uY2tOrEKv6f/rregj1YrrAo6axYwYoSBNxM9lBDbwPXrwLFjhvdRKoEPPhAW\nJ1i+HKhd2zFle/ybx9G5VmfM7CaN0YGDNw/GqGajMLr5aLGL4tJcoRK+dw9o1Qr48kthbnBXVqQu\nQpMVTfD5Y5+jbz0X/zAAtFyL2h/Vxq/jfkWj8EZiF8eluUIs2sNbbwkzSIwbV7qNMaBfPyAoyH7n\nTctJQ5vVbXDmxTOoFVTLfidykMz8TDRb0Qy337gNL1npLbdffwUmTAAmlxs3P3iw0OWTVEQJsQMV\nFwutXZ9+KixOMGWK0KfSlhQKoWVNqwX+zvkVH16ZiHVtLkJb7IuCAmEwYGGhUBZj4uOFeWOd6Zb1\n2lNrsS91H7YM2yJ2UVyaq1TCBw4Azz4L/P23a8+t+cGRD/B7+u/YOUo6feCn/DQFsaGx+L+u/yd2\nUVyaq8SiLV2/LrRgnjkjtAg70sjvRiI+PB5vJ7zt2BPbUYc1HbCwz0L0qddHb/uqVcA//5Q+v3sX\nOHVKeFBXioooIRZBcjIwaZKwQEFAQOl2mUzoejF6NNC5s3lf2Dt3hJbnVauEVmi5nwbH27RB3fS5\niLg3DL6+gL+/0C/T31/ou2no+JwLC5NcuiSM9h02DHjkEcBX5CmLbz+8jUbLGuH2G7fh40mrO1jK\nlSrhmTOFmPnhB9f8I36n4A6aLG+CoxOOomFYQ7GLYzN7ru7BO4fecYk5W52ZK8WirQwfLvQVnuvg\n7rpHbxzF0989jUvTLjnNEum28L9D/8Odgjv4ZIDh0cqcA23bCr/3J55wUOFcCCXEItFqgStXhH9L\nKBTA7t3CdG9FRUJi3KWL4VZkjQb4/ntg2zZhIZHp04FGjYSW1A1nNuDgcwetWu44I0Po77ltm9Dn\ns2x5AeDRR4FXXxVuc9m6tbsqXdZ1wds938ajcY865oQS5EqVcHEx0LUr8NxzwkBWV/PiTy9C7inH\nR/0/ErsoNlWkLkLkkkikvJSCyAAJL+lpZ64Ui7Zw8KBw1yc52bFzDGu5Fp3WdsIrHV/BMy2ecdyJ\nHeD8nfN4LPExXP/PdaP1/c6dwnzFp045rs52FZQQOyHOhVvEiYnA+fPG9+/SReh+UXJLOa8oD42W\nNcJPo35C2+i2diunUgl8840wqFChEAZIPPEE4FlmHUNPTyDExuPfFh9ejLTcNKwYtMK2B3YjrlYJ\nX7kifM+XLAECA0u3h4QAvXo5b8vxudvn0GdDH6S8lIJQeajYxbG5EVtH4NH6j2JCmwliF8VluVos\nWkOjEVoo33zT8YO9vj77NT7961P8OfFPeDBpZYKcc8R9FoftI7ajZVRLI/sK3VXeeotaicujhFiC\nZu+fjayCLKwfut4h5+McOHQI+PjjijMHKJVAXBzw+OPCo2VL65OXS/cuoc+GPnqjagGgVVQrmn3C\nRK5YCe/cKQywK+vyZeFCcMUKoc+7M+Gco9/X/TC00VC81OElsYtjF5vObsK6v9dhXs95um0ezAOd\na3XWG+BDquaKsWip1auFxa0OHnTsRWxBcQEaL2+MLcO2oEvtLo47sQO99strUKgUeLrZ07ptfl5+\naB/dvkKr8Y8/Cgnx339TK3FZlBC7MM45PvnrE/yerp+FHvznIM5OOYvowGiRSlZKoxFWJduxQ+ja\nwbkwwtXYH8PYWKB9e+FKtmHDilPaTf5xMlLupwAQjpmryIefZxC2DvrV4C2jyEjj0+OVdf48cOGC\n8f169ABq1DD9uGKTSiWsVgMrVwqrSU6aJPyR9/NzfDmKNcV488CbuJ5zXbdNoVLges51nH3xrGST\nw1xlLsbtGIdcZa5uW2Z+JoY0GoIl/ZaIWDLXIZVYLE+r1e9il5cnzNv/889A69b2O++dgjv4v33/\nh/zifN22zPxMxATH4Jth39jvxCK7ePciXv75Zb0VJFPup2Bpv6UY1XyU3r6cC/Xrm28CTz7p6JI6\nL0qIXRTnHDP3z8Seq3swr+c8MJT+H8ZVizN620QMnAsJZtlRr5XRaoWWvxMnhMfdu0D9+vpXslqt\nsARwdjaQnw8EBKlRMLoDAs6+DvnVMZUeV6MREvEhQ4TW6t69Kx8kePu2sB78hg3CuY0NcCwuFlYF\nmjsXmDpVv8uIs5JaJXzrFvD668JE9AkJhvf18BDuVPTsCTRvbn0LiUKlwLCtw+Dp4YlxLcbpvdYu\nuh1iQmKsO4GLuVNwB81WNMOBcQfQPLK52MVxelKLRQDIyhISrlu39LdPm2bfVSoz8jLQd2NfDIgb\ngK61u+q91rdeXwT7Btvv5E7o6I2jGPbtMCRPS67w2X/6SUiIT5+mVuISlBC7IC3X4pWfX8FfGX9h\nz5g9CPMLE7tIdnX/fsUkmjEgOFhYXjs4WGj1/evmX3hiyxOVBn+Ja9eE2Qq+/x44d07oz1Z2tbTC\nQuDsWWGVpHHjTFtwBRAGiEydKiTpq1YBHTpY/HEdQoqVMAAcOSJcTBlSXCwsbXrwoHDB062bMBC1\n7EWPh0fp96taNeHfyi6eCtUP8ea5oQj1isBbTTegZXMvhLpIV+HiYqHvvyEymf5MOKZadWIVNp3b\nhEPPHbJqUK8r0mqBvXuFbjxXrhjf/9IlacWiVgv07w907Ai8847jzpuWk4beG3pjUptJmNVtluNO\n7OQm7pyIAO8AfNz/Y73tnAv11KxZwqJhhBJil6PRavDCjy/g0v1L2D16t9td8Rrzwo8vwNfTF58O\n+NTovnfuCH2oyn7NZDKhRdiSJIBzYYaQGTOE1pGyk8tzDhQUCLcNSx5FRcaPKZeXJmTVqgkDyspe\nzXt6Ci2j5i70ItWE2Fy3bgn939PS9LdrNMLFzYMHwl2IBw8qzt2tluXiYutB8C1siAYX10CtkuHC\nBWHaw549hUd8vH6izblwbLVa+Fej0f/+Vaay745Sqb+Pp6fQFaldOyDMwPWxQiHcst6yRfjXWK6q\nUgE1a5Z+nh49gBgTGrw1Wg06reuEl9q/hGdbPWv8DSLhHMjJMX5hAAgXzj4+wsPbu+LvLidH6OO+\nfLnw9+Pll4FOnYz/jps0kVYsfvCB0EXu4EHH3S27cv8K+m7si9c7v45XOr7imJO6iHuF99B0RVP8\n8swvaBXVSu+1XbuAF14Q6itDmjUTuqVJvSWZEmIn9ufNP/HHjT/0th1KP4RcZS52jtqJAG8LsjaJ\nu194H01XNMXPY35G6xp27KhmQE6OMH1e+SnqAgKEhDYoSHj4+BifC1qh0E/Kyi5zCgAXLwoLsRw+\nbF7fWUqITaflWuy6vAtXH1zV277p3CZ0rNkRnw38TDdqXaUSWp8PHRISgtTUisfz9BQuvEoeplQy\n/v6l35ugIKG1uux3p6hIuONx8qSQELdrB0RH6+9z+3Zp/82RI4W+g+HhRj67VujmVPJ5Dh0S7tiU\nPa6np9B/vlYt4VGzplDeTJzAZgzGVFyEHKEVjvvggbAa4d27wqOwsOLvKSqq9Li1agnHNVbevLzS\neMnOrpjsqtXCxfCtW8LvxMfH+HE5F/5vi4qEh0ol/N+V/T3IZMLv9KWXzJtHXkqxePw4MGiQ8K8p\nF07mUqqV2HphK+4V3tNt03ItPvrzI7zd821MajvJ9ieVgDUn12D96fU4/PxhvRk2OAd++61ivVLe\nhx8K80YvW+a8M/rYgigJMWOsP4CPAXgAWMc5X1zJPk4d+PZ08J+DeOfQO7j64CqGNBoCGSu9Zx/s\nG4yZXWdC7uXACRxdzLpT67Dm1BocnXBUctPrlMe50LVDpRL6PbtjJWwvGq0G3138Du/+/i58ZD7o\nXqe73utx1eIwtf1Up+oSUDK/+fHjQpJZVmCgsMhOVJTlx+dcSCjLKi4WksubN4VHRkZpEroLUwEA\ng6A/RSJjwl2P6tWFR3i4kJSW/VWqVKXHzcgAbtwwrSU3KEj/ropcXjFxjYgQfg9RUZbNhavVCq37\nZXl4mDdgt4RUYjEvD2jTBli0SFjIyZYKVYVYfXI1Pjj6AVpGtkSjMP3lwhPqJmBo46G2PamEaLkW\nXdZ1waQ2kyyaIjE3F+jTR1ica+FCOxTQSTg8IWaMeQC4DKAPgEwAxwGM5JxfKref0wZ+eUlJSUgw\nNpKnDM45UrNTceXBFZT9jPnF+Vh+fDky8jLwZvc3MbbFWJuPTje3rGKzpLxarkW3L7rh+dbPY2Kb\nifYpWCXE+t0qFMLt7McfFwZJmOL/2bvzuKiq9w/gnzPDviMqigvirrivpZmgZpqpaWaaaZlaassv\nKzMzt1Yt02+LmXtampVLWZq5hZZWLikq7oKAIKjIzgzMcn5/3BgYGGa9M3eW5/16zUtm5s69D8LD\nPffc55zjLifhqiz9Gai1apy/fR4ZBRl6r2cUZmDJ0SWo5V8Lc++fi0HNB4ne8HWlXLQ21lxFLtp+\n0RY/j/0Z3aK6iR9YDVzp/9YdcpFz4MknhbtgK1cKr1n6M1CoFEjMTkSuIlfv9TPZZ7Ds72Xo3bg3\n3urzll3u/LnS74u1sZ66eQqDNw1G0vQkq8Yd5eQI55knnjD/PONK/6+A9Q1iWyqDegC4wjlP/S+A\nLQCGA7ho9FNOrPyHruVa3Cy8ieTcZGQUZkDLK+6Za7kWV3Ku4FjmMRzLOIZA70C0rt0acllFl4Kc\nyTGlyxSMaTcGXjL7FF+52i+oNfHKmAwrhqxA73W9MeVn/VtofRr3wQs9XsCI1iPc5mLD318YJNiz\npzBrwtChDg/BaZT/DFQaFdIL0pGSm4Ls4my9bVQaFc7eOotjGcdwKusUGoY0RHRotF6DN9A7EMsf\nWo5+Mf3s1gPsSrlobazh/uFYOnApeq7pqff30EvmpZufuW90X4++2HAlFy4AX38tLMiUlVXxOufC\n9Jh/VarwK/8ZKFQKXM+7jpS8FOQp8/T2V6IqwcnMkziWeQwXbl9A69qtq616WC+oHvaN32fXGUtc\n6ffF2lg71++Mpzo+hdof6ddJBfkEYXyH8Xi++/OIrRtb4+cjIoB9+4A+fYQLn2ef1X/fx6d6+Zcr\n/b/awpbWWgMA6ZWe34DQSLYbjVaDHEUObhffhkJtxj23KorKipCSm4KUPOGRmpcKlValez/933Rs\n+XwLUvNTEeobiqbhTdEwpGG1Rm1MWAymdp2KdcPWoX6wC01a64I61uuIwtmFeq+ptWr8ePFHfH78\nc8z4bQamdp2KUW1HwdfLV7cNA0NEQASCfYKd6la4KQ0aAFu3Co3hb78Vbgk7ozJNGe6U3MGdkjso\n05SZ/kAlnHPkKnORkpuC5NxkpOSlVLvwTP83HRs+2YDMwkzUC6qHmLAY1Auqp1c6I2MytK3TFvP6\nzkO3qG60mIudjW0/FmPajdF7rbCsEN+c+QbTd02HjMnwQo8XMKDpAL2fk5zJUTewLpWH2UmJqgS3\ni2/jruIuNFwDtVooTUlLq15TeveuMHPG7dvCDBLvrOXwjcjC9fyU/x7JuKO4hf7fVnwm7WQaVn28\nCncVd9E4tDFiwmNQy7+W3hShvl6+6BTZCRM6TkCnep3oZ21nix9YjEUDFum9drPoJladXIUBXw9A\nm9pt8EKPF6oNvvOR+yAyMBL163vjwAGhdOL11/X3HRQklFUMHCi837ixvb8b5+GQsaNDv625q4tz\njjJNGZRqJRRqBZRqJVQald42Gq7BXcVd5CvzEeYXhjqBdRDobWL0hAH+3v6ICYtBTFgMBsQMQHRY\nNHzlFY2oNefW4JXRryAmPAYB3hKsCkAMqtqg9ZZ747HYx/BY7GM4k30Gy48tx8PfPqxXtqLlWtwu\nEYov6wfVR1RwFEJ8Q8xqHF86ewknvz0p7jdhocazgJFbxd+vqVxUqpW6h0Kt0JscHgBUWhXulNxB\niaoEtQNqo3ZAbb0cMleoXyiahjVFTHgMRrQeUe3Cc825NZg9fjYahzaGj9zH4v0T+6iaPyG+IZje\nfTqmdZuGgykH8fnxz/HhkQ/1tlFpVbhVfAv+Xv6ICo5C/eD6Zv99dYZctJfIGcZuAWmhkSmhlSmg\nYUpoZUpw6I/u1cqUKPO6Dc408FHXgbcqAmVKL5SVCTNp+PlVnx1CLgfCBgNNQoRbuRevAHUz6yIm\nLAZNazVFv2Z9EBkYqXdBszZpLeZPno+o4Ci9O6FEWlVzMSo4CgviFuDNPm9i+4Xt+OSfT5Cen663\njVKtxO2S2wjzC0NUcBRi5tVDqyp/X5UK4NJt4M+LwLQ/AC85oD59CR/frMhDxgC5DJD9N5jYXWat\nsKWG+B4ACzjng/57/gYAXnVgHWPM+QqlCHEjltQt2jsWQjwZ5SIhzsHRg+rkAC5BGFR3E8AxAGM5\n5xes2iEhhBBCCCESsLpkgnOuYYy9AGAvKqZdo8YwIYQQQghxKXZfmIMQQgghhBBnZrIUmjG2ljGW\nzRg7U+m1DxljFxhjpxlj2xhjIcb2QQghhBBCiLMyZ2zgegAPVnltL4BYznknAFcAzBY7MEIIIYQQ\nQhzBZIOYc/4ngNwqr+3nXDdp6N8AGtohNkIIIYQQQuxOjNnjngHwqwj7IYQQQgghxOFsahAzxuYA\nUHHON4sUDyGEEEIIIQ5l9bRrjLGnATwEoJ+J7WgaC0LsiBYDIMQ5UC4S4hysWZjD3B5i9t9DeMLY\nIAAzAQzjnJeaEZhLPObPny95DO4Yq6vF60qxWkrqeN3xZ0CxUrycUy46w4NipVg5t/5a05xp1zYD\nOAqgJWMsjTE2EcBnAIIA7GOM/csY+8LqCAghhBBCCJGQyZIJzvkTBl5eb4dYCCGEEEIIcTgxZplw\nG3FxcVKHYDZXihVwrXhdKVZ35Uo/A4rVflwtXnfkSj8DitU+XClWW9h96WbGGLf3MQjxVIwxcAsG\n8lAuEmIflIuEOAdLcrEy6iEmhBBCCCEejRrEhBBCCCHEo1GDmBBCCCGEeDRqEBNCCCGEEI9GDWJC\nCCGEEOLRqEEskrKyMsTGxiI7O1vqUEw6e/YsevfuXeP72UXZ+Pjox1hydInuseL4CptWgBFbamoq\nZDIZQkJCsGbNGqnDscmCBQsQFBQEuVwOrVYrdTguz51y8Uz2Gb08XHJ0CbZf2O7ACE2jXCQ1cadc\n3HdtX7VcPJJ2xIERmka5aBtqEItk1apV6Nu3LyIjI6UOxaT27dsjPDwcu3btMvj+3mt7se70OmQV\nZeker+59FXdK7jg4UuMYY8jPz8fkyZN1rx04cABt2rRBUFAQ+vfvj7S0NJP7uXLlCvz9/TFhwgSL\njj9r1izUrl0bderUwRtvvGHWZ95++23IZDIcPHhQ99qCBQuQlJRk0bFJzdwpF88HNZYAACAASURB\nVNf+uxa7r+zW5eHlnMt4ec/LDo7SNMpFYog75eLCQwtx8uZJXS7+kfYHPv7rYwdHaZqr5GLlxntw\ncDBCQkLw3nvv6d6XJBcdsKY09wSxsbH86NGjUodhtk2bNvGHH37Y4HsrT6zkk3+arPdao6WNeGpe\nqiNCM8v169e5TCbjGo1G99qdO3d4aGgo37ZtGy8tLeUzZ87k99xzj8l9DRw4kN9///18/PjxZh//\nyy+/5K1bt+aZmZk8MzOTt23blq9cudLoZ65du8bbt2/PGzRowA8cOGDy+zHHf/lFuViJO+XilJ1T\n+IrjK3TPs4uyee0PazsqNLNQLgooF6tzp1zssrILP3bjmO757su7+aBvBjkqNLO4Ui6Wx6rVai36\nfsxhSS5WflAPsZliYmKwaNEixMbGIiIiApMmTUJZWRkAID09HSkpKejZs6du+927dyM2NhYhISFo\n1KgRli5danT/hw4d0m0XGRmJBg0a4KuvvtK9Hx8fj3Xr1umeb9iwAX369NE9l8lkWLFiBVq0aIHQ\n0FDMmzcPycnJ6NWrF8LDwzF27Fio1Wrd9nFxcThw4ABUKlW1WBQqBfy9/fVeS381HevXrEfLli1R\nq1YtvPDCC7r3Fi5ciPHjx+uel1/5ld/miI+Px9y5c9G7d28EBwdj+PDhyMnJwZNPPonQ0FD07NnT\nrCtWU7Zv34527dph5MiR8PHxwYIFC5CYmIjLly/X+JktW7YgPDwc/fv3t+hYGzduxKuvvor69euj\nfv36eO211/R+XoY8//zz+PDDD+Ht7W3RsYg+j8pFtQL+XhW56O/ljzuz7mDlypWUi/+hXJSOR+Vi\nlfOiv7c/9ozfQ7lYiaW5yDl3qtIkahBbYPPmzdi3bx+uXbuGS5cu4d133wUg1B41bdoUMlnFf+fk\nyZOxevVqFBQU4Ny5c+jXr5/J/WdlZaGwsBCZmZlYs2YNnn/+eeTn59e4PWP6C7Hs3bsXp0+fxt9/\n/40PP/wQU6ZMwbfffou0tDScOXMG3377rW7bqKgoeHt749KlS9X2q1Qr9U7C5Q7+dhAnT55EYmIi\nvv/+e+zdu7fGWKo+/+6777Bp0yZkZmbi6tWruPfeezFp0iTk5uaidevWWLhwofH/HDMkJSWhY8eO\nuucBAQFo3rx5jbddCgoKMH/+fCxdutTi+uiqx+rYsaPR2zs//PAD/Pz8MGjQIIuOQwzzqFyschIG\nB3bt2kW5WMOxKBcdy6NysdJ5McA7AADlorFjmcpFxhiaNGmCxo0b45lnnkFOTo5FxxObSzWIGRPn\nYa0XX3wRUVFRCAsLw5w5c3SJlJeXh+DgYL1tfXx8kJSUhMLCQoSGhqJTp04m9+/j44O5c+dCLpdj\n8ODBCAoKMpiYNZk1axYCAwPRpk0btGvXDoMGDUJ0dDSCg4MxePBgnDp1Sm/74OBg5OXlVduPQl29\nhxgAnpj2BIKDg9GoUSPEx8fj9OnTZsc2ceJENGnSRBdLixYtEB8fD5lMhscee0wvtl27duGee+5B\nZGQkRo4ciV9//RV5eXn45ZdfMG/evBqPUVRUhNDQUL3XQkJCUFhYaHD7efPmYcqUKYiKijL7+6jp\nWCEhISgqKqpx2zlz5uDTTz+1+DjOinLRONFyUaXfQ+wl8wIY8MrMVygXazgW5SLlYmX2Oi+WN4hn\nz55NuVjDsYzlYu3atXH8+HGkpqbi5MmTKCwsxLhx4yw+pphcqkHMuTgPazVs2FD3dXR0NDIzMwEA\n4eHh1X65tm3bhl27diE6Ohrx8fH4+++/Te4/IiJC72o6ICCgxl8mQ+rWrav72t/fX28gg7+/f7V9\nFRYWIiwsrNp+qp6EdfsIq/THwMLYqsZiLLatW7fqruBHjx6N999/H61atcL69esxadKkGo8RFBSE\ngoICvdfy8/Or/VEGgNOnT2P//v14+WXrBihVPVZ+fj6CgoIMbrtgwQJMmDABjRo1supYzohy0TjR\ncrGGi9OQiBCrY6NcpFykXKx4bu15sfzryvujXDQ/FwMDA9GlSxfIZDLUqVMHn3/+Ofbu3Yvi4mKr\nji0GL8mO7ILS09N1X6empuquoDp06ICUlBRotVpd4nbt2hU//vgjNBoNPvvsM4wePdqmeqDAwECU\nlJTonmdlZVm9LwDIzMyESqVCq1atqr2nUCvg5+VX7XWlRmlWbDdv3rQptvXr1+u+HjNmDMaMGWPW\n52JjY7Fhwwbd8+LiYly7dg2xsbHVtj106BBSU1PRuHFjcM5RVFQEjUaD8+fP48SJE2YdKzExEd26\ndQMg/CExdBxAGOGbkZGB5cuXAwBu376N0aNHY9asWZg5c6ZZ3xvR5zG5qKohF1WUi5WPRbkoHY/J\nxSrnxfIeYnNjo1w0jTEmaU2xS/UQS2358uXIyMjA3bt38f777+t+IRs0aIDmzZvj2LFjAACVSoXN\nmzejoKAAcrkcwcHBkMvlNh27U6dO2L59OxQKBa5evYq1a9fatL9Dhw6hX79+ukElGzZsQExMDADD\ng+rKX68ptsOHDyM9PR35+flYtGiRTbFZa8SIEUhKSsKOHTtQWlqKhQsXolOnTmjZsmW1bZ977jlc\nu3YNp0+fRmJiIqZOnYqHH34Yv/32m24bmUyGw4cPGzzWhAkTsHTpUmRmZiIjIwNLly7FxIkTDW57\n8OBBnDt3DomJiUhMTERUVBRWrVqF559/Xpxv3AN5TC6qDd+tUagpF8tRLkrLE3JRo9WgTFNmUYOY\nctF4Lh47dgyXL18G5xw5OTn4v//7P8THxxvsuXYUahBb4IknnsDAgQPRvHlztGjRAnPmzNG999xz\nz2Hjxo26519//TViYmIQFhaGVatWYfPmzRYfr3IB/owZM+Dt7Y169eph4sSJePLJJ2vc1tDzqjZt\n2oSpU6fqnqenp+O+++4DIPQEVz0JM8agVCv1npcbMGAAHn/8cXTo0AHdu3fH0KFDLYrFWuVTpZSr\nXbs2tm3bhjfffBO1atXCiRMnsGXLFt37H3zwAYYMGQIA8PPzQ926dXWPoKAg+Pn5ISIiAoDw/xES\nEoL27dsbPPZzzz2HoUOHon379ujYsSOGDRuGKVOm6N5v166drpYuPDxc71heXl4ICwtDQEDFH9Sq\n3wsxzmNyscqgunKUixUoF6XlCblYqimFn5ef3ucNNYgpF83PxeTkZAwaNAghISHo0KED/Pz8qv0+\nODwXrZmrzZIH3GS+xSZNmlSbr7Ky0tJSHhsby7OyshwYlXXOnDnDe/Xqpffagw8+yC9evMg55/zR\n7x7lPyT9oPf+9F+m88/++cxhMZqSmprK/f39eXh4OF+zZo3o+//mm2/4m2++Kfp+DVm4cCEPDQ3l\nAQEBRudkNAQeOPepJ+Vi9LJonnw3We/9Hqt78L/S/3JYjKZQLgooF6tzl1y8U3yHhy8Kr/YZ+UI5\nL1OXOSpEkygXBZbkYuUH43ZufTPGuL2P4QgxMTFYu3atWdPEuLohm4dgerfpGNJyiO61mXtnom5g\nXczsTXV2zoQxBs65WV0NlIuuJ3JJJBKnJqJeUD3da/Eb4jH3/rnoF+P+378roVx0XzcKbqDnmp7I\neCVD7/WQD0Jw45UbCPENqeGTRAqW5GJlVDJhJjFub3zwwQe6JQorP8pvVzgLQwN5ArwDUKIqqeET\nhDgO5SLlInEOnpKLNQ1upVx0LzTLhJmSk5Nt3sfs2bMxe/ZsEaKxL0NTPfl7+yNXkStRRIRU8Lhc\nrFLP7+/lTydh4hQ8JRdrGtzq70256E5M9hAzxtYyxrIZY2cqvRbOGNvLGLvEGPuNMRZqbB/EtRha\nqS7AO6DGke2EEPGptWpotBr4yH30Xg/wDqhxxhdCiPhqGtxKuehezCmZWA/gwSqvvQFgP+e8FYCD\nAJz78o5YxNC0a3RriBDHKj8JV70tTblIiGPVtFgV5aJ7Mdkg5pz/CaDqvfLhAMpnet4A4BGR4yIS\notu0hEivxhUjKRcJcaiaVoykXHQv1g6qq8s5zwYAznkWgLomticupKaBPFQyQYjj1LRiJOUiIY5l\nbFAd5aL7EGuWCdefP4boGLoapltDhDiWsbpFykVCHMfQuBqActHdWDvLRDZjLJJzns0YqwfglrGN\nFyxYoPs6Li4OcXFxVh7WeZWVlaFz5844ePAgIiMjRdmnTCbD1atX0bRpU5v289prr6F58+Z6K/AY\nUzX5U1NTMbjlYPRa3cumOCzRpEkT3L59G6NGjdJbh93VHDhwAI888ghKSkqwb98+m+frTEhIQEJC\ngtWfp1y0jhS5aKhkIjU1FXPj5uLFX160KQ5LUC4aRrlomtvkooFOotTUVOwYuwOP/Ou4ilHKRcNs\nzUUdc1bvANAEwNlKzxcDmPXf17MALDLyWYtWGHFVn332GZ82bZqo+5TJZPzatWs27+fmzZu8UaNG\nXKVSmdxWpVFx+UK53mvXr1/nMpmMd17R2eZYzNWkSRN+8ODBanHEx8fzgIAA3qZNG75///4aP79s\n2TLetGlTHhwczCMjI/nEiRN5YWGh2cfftGkTj46O5kFBQXzEiBE8Nze3xm3j4+N5nTp1eEhICG/T\npg1ftWpVtW1iYmKMruhkLXjg6limuEsu/pX+F++xuofea9evX+dMxviUH6fYHIu5KBfNQ7lYnbvk\n4uf/fM6n/aL/fZTn4opjK2yOxVyUi+axJBcrP8yZdm0zgKMAWjLG0hhjEwEsAvAAY+wSgP7/Pfdo\nX375JcaPHy/qPrlIKxnVq1cPbdq0wc6dO01ua2iGicrvOVLV73/s2LHo2rUr7t69i3fffRejRo1C\nTk6Owc8OHz4cJ06cQEFBAS5evIjU1FS89957Zh03KSkJU6dOxaZNm5CdnQ1/f39Mmzatxu0/+eQT\nZGRkID8/H1999RVefPFFXLp0yej3QuzHrXLRwG1aAChRO/Y2LeUisYbb5GIN8xADdF6siSvmojmz\nTDzBOY/inPtyzhtzztdzznM55wM456045wM553mOCFZKMTExWLRoEWJjYxEREYFJkyahrKwMAJCe\nno6UlBT07NlTt/3u3bsRGxuLkJAQNGrUCEuXLjV5jI8++ghRUVFo2LAh1q9frzfdUllZGV577TVE\nR0ejfv36mD59OkpLSwEAhw4d0h0jMjISDRo0wFdffaW37759+2LXrl0mY1CoFfCV+eK1115DnTp1\n0Lx5c93nymulCgoKMHnyZERFRaFRo0aYO3eu7hd7w4YN6NOnD2bOnIlatWqhWbNm2LNnj8njmnLl\nyhWcOnUKCxYsgK+vL0aOHIkOHTpg27ZtBrePiYlBeHg4AECj0UAmk6F+/fpmHWvz5s0YNmwYevfu\njYCAALzzzjvYvn07iouLDW7fvn17eHt7654HBQUhJISW8rQXykXKRcpF5+AxuaiiXPSEXKSlmy2w\nefNm7Nu3D9euXcOlS5fw7rvvAgDOnj2Lpk2bQiar+O+cPHkyVq9ejYKCApw7d85kjcyePXuwdOlS\nHDhwAFeuXMH+/fv13p81axauXr2KM2fO4OrVq8jIyMDbb7+tez8rKwuFhYXIzMzEmjVr8PzzzyM/\nP1/3fps2bZCYmGjye1SoFNCe0GL37t1ITEzEiRMnsHXrVgAVif/UU0/Bx8cHycnJOHXqFPbt24c1\na9bo9nHs2DG0adMGOTk5mDlzJiZNmmTyuKYkJSWhadOmCAwM1L3WsWNHJCUl1fiZb7/9FqGhoahb\nty7q1q2Ll156yexjdezYUfe8adOm8PX1xeXLl2v8zNChQ+Hv74/4+HisW7fO7D8yxDqekItKtRLZ\nh7Or5SID0/VKUS5WR7noWJ6Si+f2nDN4XqRcdKNctKbOwpIHRKyVwgKI8rBGkyZN9Gpgdu/ezZs3\nb845F+pq7r33Xr3to6Oj+apVq3hBQYFZ+3/mmWf47Nmzdc8vX77MGWO6WqnAwECenJyse//o0aM8\nJiaGc855QkICDwgI4BqNRvd+3bp1+T///KN7vm/fPt6sWTOTcVy8fZH7t/TnK1eu1L22d+9eLpPJ\neOC7gTwrK4v7+vpypVKpe//bb7/l8fHxnHPOv/rqK96iRQvdeyUlJZwxxrOzsznnnF+4cIEPGTKE\nR0ZG8t69e/O1a9fyW7du8ZMnT/Jx48bpPtekSRO92qKvv/662v/xnDlz+MSJE01+T1evXuWdOnXi\ny5YtM7kt55z3799f7/vnnPMGDRrwQ4cOGf2cWq3mP/zwAw8PD+dpaWl671X9fsQCieoWKRftn4vf\nJH7DI9tFGszF+9feT7loBOUi5aKYuThjzwzevGvzarnIZIy/8usrlItGOHsuVn5YO8uEJPh8aetN\nGjZsqPs6OjoamZmZAIDw8HAUFhbqbbtt2za88847mDVrFjp27IgPPvgA99xzT437zszMRLdu3fT2\nX+727dsoKSlB165dda9ptVq9+puIiAi9K/GAgAAUFRXpnhcWFiIsLMzk96hQK6At0KJRo0bVYilR\nlSA1NRUqlUp3pVf+i9S4cWPd9vXq1dN97e8v1F0VFRWhbt262Lx5M2bOnIk+ffrgyJEj+PTTT/HG\nG2+gZcuWup4FQ4KCglBQUKD3Wn5+PoKDg01+T82aNcMbb7yBxYsX4+WXXza5vbXHksvlGDVqFNau\nXYsdO3aYfeXtiigXHZOLyjxljbmYlpZGuVgDykXH8YhcVClQmFNIuejmuehSDWKppaen675OTU1F\nVFQUAKBDhw5ISUmBVqvVJV/Xrl3x448/QqPR4LPPPsPo0aORlpZW477r169fbf/ltVK1a9dGQEAA\nkpKSrL7lcOHCBb3bHTVRqBTwDfWtFgsAyJkckVGR8PPzQ05OTrUlZc1R+XZWnz590KdPH7M+Fxsb\ni+TkZBQXF+tuDyUmJuLJJ5806/MqlQoBAQFmH6vybbRr165BpVKhZcuWZn1erVabfSxiHU/JxaBa\nQQZzsURVgkaNGlEumkC5aH8ekYtqBcJrh1MuunkuUg2xBZYvX46MjAzcvXsX77//PsaMGQMAaNCg\nAZo3b45jx44BEH7JNm/ejIKCAsjlcgQHB0Mulxvd9+jRo/HVV1/hwoULKCkp0UsQxhimTJmCl19+\nGbdv3wYAZGRkYO/evWbHfujQIQwePFj3PD4+Xu8Y5RRqBSJ7RuLTTz9FRkYGcnNzsXjxYgDCJOSh\ntUMxcOBAzJgxA4WFheCcIzk5GYcPHzY7Fmu0aNECnTp1wsKFC1FaWort27fj3LlzePTRRw1uv3bt\nWt3/1fnz57Fo0SK9bWv6/gFg3Lhx+Pnnn3HkyBEUFxdj3rx5ePTRR/XqtMpdunQJe/bsgVKphFqt\nxjfffIMTJ05g4MCBInzXpCaekott+rYxmIsKtQL16tWjXKyEclEanpKLvQb1olx081ykBrEFnnji\nCQwcOBDNmzdHixYtMGfOHN17zz33HDZu3Kh7/vXXXyMmJgZhYWFYtWoVNm/ebHTfgwYNwssvv4x+\n/fqhZcuW6N+/v977ixcvRvPmzXHPPfcgLCwMAwcONFrMXvkq9ebNm7hw4QIeeaRiAvH09HTcd999\n1T6nUCnQbEAzPPjgg+jYsSO6deumS5jyVXk2btyIsrIytG3bFrVq1cJjjz2GrKwss2KxxZYtW3D8\n+HGEh4djzpw52LZtGyIiIgAAf/75p94I1iNHjqB9+/YICQnByJEj8dRTT2HGjBkmv38AaNu2Lb78\n8ks88cQTqFevHhQKBZYvX657f9q0aZg+fToA4dbYggULEBkZiXr16mHNmjXYtWuX3q0yIj5PyEWl\nWokeQ3sYzMXyAa6Ui5SLUvOUXHxozEPVcpGBUS7+xy1y0ZrCY0secJMJyE0Vf5eWlvLY2FielZXl\nwKjM8+qrr/IVKyomD79x4wbv3bu3wW23Jm3lI78bafC9Zp8041dyrtglxqpatWrFQ0ND+dNPPy36\nvo19/2I7cOAADwsL44GBgTwhIUH0/cMDFwPwlFx8Y98b/L3D71V7PVeRy0M+CLFbjFVRLpqHcrE6\nd8nFBzY+wPdc2VPt9f3X9vN+G/rZLcaqKBfNY0kuVn5QDbFIfHx8cO7cOanDMGjJkiV6zxs0aIA/\n//zT4LbGJiD39/Z32LrtFy9etNu+jX3/YuvXrx9yc3MdciwicKdcrBtYt9rr/l7+Dl0MgHKRWMud\nctHQglWOPCcClIv2RiUTZhLj9sYHH3yA4OBghISE6D2GDBkiQoTiUKgU8PPyM/hegHeAw1flIaQq\nT89FH7kPNFwDlUYlQVSEVPCkXDTUUUTnRPdCPcRmSk5Otnkfs2fPxuzZs0WIxn6M9RCX1xATIiWP\nykUDvVKMMeFErFbAW+5t4JOEOIYn5aKhi1M6J7oX6iEmehQqwydhQLhVS8lPiGMo1cqay5ccXDZB\niCdTqpWGSybonOhWqEFM9Bg7CZf3ShFC7K+mHmKAeqYIcSSjJRN0TnQb1CAmeugkTIhzqOkkDFAu\nEuJINZ0XKQ/dCzWIiR5jg+ro9hAhjlNT3SIgjG6nnilCHKOmi1M/Lz+Uqkuh5VoJoiJiowYx0WNq\nUB3VLRLiGMbq+alnihDH0HItSjWl8PXyrfYeYwx+Xn5QqpUSREbERg1ioodKJghxDqbq+SkXCbG/\nUnUpfOW+kDHDzSXKRfdBDWKih07ChDgHujglRHrG8hCgXHQn1CAmeoxOu+bgVXkI8WTGBtXRtGuE\nOIaxPATovOhOqEFM9BgbyENTzBDiOKZykU7ChNifOT3EdHHqHqhBTPTQVE+EOIeaFgMAKBcJcRSl\nWlnjhSlAuehOqEFM9Bi7GqZp1whxDI1WA5VGBV959ZHtwH8lE3S3hhC7M1kyQedFt2FTg5gxNpsx\nlsQYO8MY28QY8xErMCINWqmOEOmV90oxxgy+T71ShDiGWSUTdF50C1Y3iBlj0QCmAOjMOe8AwAvA\nGLECI9KguU8JkR6NbCfEOZjqIaZcdB9eNny2AEAZgEDGmBZAAIBMUaIikjG1OhYlPiH2Z2zFSOC/\nlepoIA8hdmfq4pTOi+7D6h5iznkugI8BpAHIAJDHOd8vVmBEGjSojhDpGStdAv7LRTXlIiH2ZnJQ\nnRedF92FLSUTTQHMABANIApAEGPsCbECI9IwtRgA9UoRYn9UMkGIczCnZILOi+7BlpKJbgCOcM7v\nAgBjbDuAXgA2V91wwYIFuq/j4uIQFxdnw2GJvai1ami5Ft4yb4Pv00lYegkJCUhISLD685SLroHq\nFp0f5aJnUKgpF52drblYjnHOrfsgYx0BfAOgO4BSAOsBHOecL6+yHbf2GMSxisqKELkkEsVvFht8\nP1eRi5hPYpD3Rp6DIyM1YYyBc254KoLq21IuuoiE6wmY9/s8HJ542OD7+67tw+Iji7F/AlWpOQvK\nRff08dGPkVGYgaUPLjX4/qI/FyFXkYvFDyx2cGSkJpbkYmW21BAnAtgI4CSARAAMwCpr90ekZ9at\nIZpehhC7MzbbC0C9UoQ4ijk9xHRedA+2lEyAc/4RgI9EioVIzFTdoo/cB2qtGmqtGl4ym351CCFG\nmDWojhrEhNgdrVTnOWilOqJjqoeYMSaskEUDCAixK3OmeqJeKULsz9TdGlqpzn1Qg5joKNVKo4kP\n0O0hQhyBBtUR4hyoZMJzUIOY6BhblKMcnYgJsT9TuUh5SIhj0BSInoMaxETHVK8UQKvyEOIIpnKR\nSpcIcQyTuUjnRLdBDWKiY+pKGKCrYUIcwVT5kr+3P5RqJbRc68CoCPE8NKjOc1CDmOiY00NMq/IQ\nYn+m6hZlTAZfL18o1UoHRkWI5zGnZILOie6BGsREx9xBdXQ1TIh9mRrZDtCJmBBHoAGunoMaxERH\noVbAT258UB1NMUOI/ZkzwJVykRD7MzkFIuWh26AGMdExu1eKppghxK5MlUwA1DNFiCPQCq6egxrE\nRIdOwoQ4BypfIsQ5mBpUVz7LBOfcgVERe6AGMdExp4eYbg8RYn/mToFIPVOE2JepkgkvmRfkTI4y\nTZkDoyL2QA1ioqNUK2mWCUKcAE2BSIhzMHv2Jbo4dXnUICY6tFIdIc5BoaJcJMQZ0MWp56AGMdEx\nd1AdJT4h9kV3awiRHuccpepSujj1ENQgJjrmDKqjZSoJsT9zeqWonp8Q+yrVlMJb7g0ZM95UovOi\ne6AGMdEx99YQ1UoRYl/m1i3SSZgQ+zEnDwG6W+MuvKQOgDgPc2/T0kmYEPuii1P316FDze+1bw9s\n2uS4WIhh5uQhQOdFd0ENYqJjzkAeuk1LiP1RLrq/b74x/HpeHjBypGNjIYaZ20NMuegeqEFMdKhX\nihDnYO7dmvzSfAdFRMRWUw+xWi00irVaQEZFjZIyZ4EcgM6L7oLSjehQ3SIh0tNyLco0ZWaNbKe6\nRffj5QUEBgKFhVJHQsyZihSg86K7oAYx0TFrZDuNpiXErpRqJXy9fMEYM7od5aL7Cg8H7t6VOgpC\nJROexaYGMWMslDH2A2PsAmMsiTHWU6zAiOPR3KeESM+Ske0lajoJu6NatahB7AwsGVRH50XXZ2sN\n8ScAdnPOH2OMeQEIECEmIhFaHYsQ6dFtWkINYudg0cUp5aLLs7pBzBgLAdCHc/40AHDO1QAKRIqL\nSICWqCREehYN5KFeKbdUqxaQmyt1FMSSXKTzouuzpWQiBsAdxth6xti/jLFVjDHTvznEaZlzNUy1\nUoTYF9UtEqohdg7m3q2hen73YEuD2AtAFwDLOeddAJQAeEOUqIjDabQaqLVq+Mh9jG7n7+0PpVoJ\nzrmDIiPEs9BiAIRKJpyDRSvV0bRrLs+WGuIbANI55yf+e74VwCxDGy5YsED3dVxcHOLi4mw4LLEH\npVoJPy8/kyPbZUwGXy9fs28lEXElJCQgISHB6s9TLjo/c2r5AToJS82euVirFpCdbX1sRBwKNdUQ\nuwJbc7Gc1Q1iznk2YyydMdaSc34ZQH8A5w1tWznxiXMyt1cKqLhVSw1imgkBSQAAIABJREFUx6t6\n4ly4cKFFn6dcdH7mnoTpNq207JmLtWoBFy5YGRgRjUJl3nmRypekZWsulrN1lomXAGxijHkDSAYw\n0cb9EYmYe2sIoJ4pQuyJBvIQGlTnHMyZihSgc6K7sKlBzDlPBNBdpFiIhCzpIaYTMSH2Y1HdIs0y\n4ZZoUJ1zUKgVCPENMbkdnRPdA61URwBY1kNMt2oJsR9zL07Lb9PSAFf3Q4PqnIPZJRN0TnQL1CAm\nACoG1ZmDeqYIsR+FSgE/uelc9JZ7gzEGlVblgKiII1GD2DlYMqiOzomujxrEBACVTBDiLCzNRToR\nux+qIXYONAWiZ6EGMQFg+aA6Sn5C7MPcgTwA5aK78vcHNBpAQdc6krJkUB3loeujBjEBYN20a4QQ\n8ZlbtwhQLrorxqiX2BmYOyc45aF7oAYxAUDTrhHiLMytWwSoZ8qdUR2x9CwpmaBzouujBjEBYPmg\nOjoJE2If5vZKAXQidmfUQyw9czuKfOQ+UGvVUGvVDoiK2As1iAkAy3ql6PYQIfZjUfkSTffktqiH\nWHrm5iJjDP5e/jTA1cVRg5gAsKxukUa2E2I/NKiOALQ4hzOwNBfpbo1rowYxAUB1i4Q4C5p2jQDU\nQ+wMLC1fovOia6MGMQFg4ch2uk1LiN1YtGoklS+5LWoQS4/KlzwLNYgJACtWqqNbQ4TYhUJNvVKE\nBtU5A4tnX6K7NS6NGsQEAJVMEOIslGqlZSUTdHHqlqiGWFqcc4tzkc6Lro0axAQALd1MiLOgVSMJ\nQCUTUivTlMFb7g0ZM6+ZRLno+qhBTABQ3SIhzoJWjSQANYilZknpEkC56A6oQUwAWDGynW7TEmIX\nVLdIAKohlpoleQjQedEdUIOYAKCV6ghxFjSojgBUQyw1SzqJAMpFd0ANYgLAwpIJml6GELuxZCCP\nv7c/StSUi+4oNBQoLAQ0Gqkj8UyWLMoBUMmEO6AGMQFAiwEQ4gw45yhVl1IPMYFcDoSEAHl5Ukfi\nmSyZmx+g86I7oAYxAUAj2wlxBkq1Ej5yH4tGttNJ2H3RwDrpWDqojs6Lro8axASAZclPt4YIsQ8a\n2U4qo4F10rF0UB2VEro+mxvEjDEZY+xfxthOMQIi0qAJyAmRnjW3aSkX3RcNrJMODarzPGL0EP8f\ngPMi7IdIyJKrYW+5NxhjUGlUdo6KEM9i6UAemurJvVHJhHQoFz2PTQ1ixlhDAA8BWCNOOEQqdDVM\niPQoD0ll1CCWDt2t8Ty29hAvAzATABchFiIRjVYDlUYFX7mv2Z+h2kVCxEd1i6QyqiGWjkKtgJ+c\n6vk9idUNYsbYEADZnPPTANh/D+KClGolfL18wZj5P0K6PUSI+KwZ2U6zTLgvqiGWjlXTrtE50aV5\n2fDZ3gCGMcYeAuAPIJgxtpFzPqHqhgsWLNB9HRcXh7i4OBsOS8Rmaa0UQLeHpJKQkICEhASrP0+5\n6NzoNq3rcEQu1qoFJCZafQhiA4Xa8qWbKRelYWsulmOc217twBjrC+BVzvkwA+9xMY5B7OdGwQ30\nXNMTGa9kmP2Z7qu7Y/lDy9GjQQ87RkZMYYyBc25W1z7lovP76eJPWHtqLXaONW/SHs455G/LoZqr\nglwmt3N0xBh75OLOncDq1cDPP9scHrHQvN/nwUvmhXl955m1/b83/8WknZNw6rlTdo6MmGJJLlZG\n8xATi+sWAbpVS4g9WDqojjEGf29/KNVKO0ZFpEI1xNKx9LxI50TXJ0qDmHN+yFDvMHENlp6EAbo9\nRIg9WHtxSrnonmiWCenQSnWeh3qICRQqyxIfoBG1hNiDpSdhgHLRndGgOulYWs9Peej6qEFMaFAd\nIU6CeohJZeUNYir9dzwaVOd5qEFMrC6ZoClmCBGXJUuol6NcdF9+foC3N1BcLHUknsfSXCyv5aeB\ny67LlmnXiJuwtlcqoyADaflputeCfYIR7h8udniEeAxLe6UAIRdTclNQO6C27rUI/wgE+gSKHR6R\nQPnAuqAgqSPxLJbmoozJ4Ovliyt3r+iVPdUPqg9vubc9QiQiowYxsaqHuG2dtnj38LtYf3o9AEDL\ntWCMIX1Guj1CJMQjKFQKhPmFWfSZTvU6YcZvM3TPlWolejXqhR/H/Ch2eEQC5WUTjRpJHYlnsWZs\nTY8GPTBg4wDd84LSArx676uY23eu2OERO6AGMbEq8Z/t+iye7fqs7jnnHCGLQpCnzLP4hE4IEVgz\nqO7zhz7H5w99rnt+6c4lPLT5IbFDIxKhmSakYU1H0aGnD+k933RmE3669JOYYRE7ohpiYtWguqoY\nY2hduzUu3L4gUlSEeB4xcrFZrWbILMykOVHdBDWIpSFGLrap0wYX7tA50VVQg5hYVbdoSJvalPyE\n2MKaXqmqvGReaBreFJdzLosUFZESLc4hDUunXTOkVUQrXL17FWqtWqSoiD1Rg5iIkvjAfw1i6iEm\nxGrWDHA1hC5O3QfNRSwNMTqKAn0CERkYiZTcFJGiIvZEDWIiXg8x3R4ixCZi9BADdHHqTqhkQhrW\njK0xhM6LroMaxES8xKdeKUJsIuZJ+GLORREiIlKjBrE0xLw4vXiHctEVUIOYWLUYgCE0mIcQ24gx\nkAegHmJ3Qg1ix+Oci5uL1FHkEqhBTEQrmaDBPITYRqxeqVa1hcE8Gq1GhKiIlGhQneOptCrImRxy\nmdzmfbWpQxenroIaxES0kzBAV8OE2EKsQXUB3gGIDIpESh4N5nF1NKjO8cQaaA5UnBNpSWfnRw1i\nIlrdIgCai5gQG1izMEdNKBfdA5VMOJ6YeRgREAFfuS9uFt0UZX/EfmilOg90s/AmSjWluue5ylxR\neqUA4Wp45+WdouyLEHfGOUdafho4KnqOSlQlovdMDW01VJT9EWlQg9j+VBoVMgozdM9vFNwQ7ZwI\nVJRNRAVHibZPIj5qEHuYI2lH8OA3D6J2QG3da3KZHI1DG4uy/zZ12mDxkcWi7IsQd7b8+HLM/X0u\nQn1Dda81DGmIEN8QUfbfpnYbHL1xVJR9EekEBwNKJaBSAd7eUkfjnp795VnsvrJbrxHcLaqbaPsv\nvzjt37S/aPsk4qMGsYdZf3o95vedj5m9Z9pl/60iWuHK3SvQaDWiDEggxF2t+XcNto3ehn4x/eyy\n/zZ12mDtqbV22TdxHMaAsDBhYF3dulJH434KSguw48IOXH3pql5HkZho1hfXQDXEHqREVYLtF7Zj\nXIdxdjuGbmUeGsxDSI0SsxJxV3EXcU3i7HYMGszjPqhswn62nd+GuCZxdmsMA7Q4h6ugHmIP8tPF\nn9CjQQ+71zGV10s1r9XcrschxFV9feZrjO8wHjJmvz6JyoN5qHbRtdWqBezZA1y/XvFau3ZAw4aS\nheQ2Np7ZiBd7vGjXY9DsS66BGsQeZOOZjZjQcYLdj0ODeQipmVqrxqazm/D7U7/b/Vg0mMc9PPqo\n0CDes0d4XlICFBUB//4rbVyuLjUvFWezz2JIiyF2PU7DkIYoKitCnjIPYX5hdj0WsZ7V3ROMsYaM\nsYOMsSTG2FnG2EtiBkbEdbPwJv6+8Tceaf2I3Y9FV8OE1Gx/8n40Dm2M1rVb2/1YlIvu4bXXKhrE\ne/YAv/8O3LwJXKY1kGzyzZlvMDp2NHy9fO16HMYYWkW0ojpiJ2fL/To1gFc457EA7gXwPGPM/n/h\niVU2n92MEa1HIMA7wO7HopV5CKnZxsSNmNDB/ndqAKFBfPHORYcciziOXA6MGgV8953Ukbguzjk2\nntmIpzo+5ZDjtalDuejsrG4Qc86zOOen//u6CMAFAA3ECoyIy1i5xKJFwJgx+o8lSwBrx+LQYB5C\nDCsoLcDuK7vxeLvHHXI8Gszjvh5/nBrEtjiWcQwA0KNBD4ccj+7WOD9RRnQwxpoA6ATgHzH2R8SV\nmJWIPGUe7o++v9p769cDGzcCjzxS8Rg+HPjhB2DSJGHuS0vRyjyEGPZD0g+Ij4m364j2ymi6J/fV\nqxeQlwckJUkdiWvakLgBEzpMAGPMIcejBrHzs3lQHWMsCMBWAP/3X08xcTIbEzcaHNF+9izw+uvA\noUNA27b6nxk2DBg9uqJxHBho2TFpMI9702qBjAwgORlQKIxv6+sL9O0LyGiSR2w8sxEv93zZYcdr\nGNIQhWWFyFfmI9Qv1PQHiMuQyYS/0d99B7z9ttTRuJZSdSm+T/oeJ5896bBjUimh87OpQcwY84LQ\nGP6ac/5TTdstWLBA93VcXBzi4uJsOSyxgFqrxuZzm5HwVILe64WFwGOPAUuXVm8MA0ID+KefgOee\nA+LjgV27gDp1zD9u64jWtDKPHSQkJCAhIcHqz1uSiz//LNxBqEypBFJShOmfwsOBpk2BoCDjx0xL\nA1q1Ar7+2vS27iwlNwXnb5/HQy0ectgxdYN57lzAPQ3vcdhxPYEjc7Emjz8OTJgALFwoLOBBzLPr\nyi60j2yP6LBohx2zWXgzZBRmQKlWws/Lz2HH9QS25mI5ZkudJ2NsI4A7nPNXjGzDqZbUce6U3EFB\naYHu+dH0o1h+fDn+mvSX7jXOgSeeEBonq1cb3x/nwLx5QllFu3bGt42KAj75BAgIAP739/9wJecK\nlg9Zbsu3Q0xgjIFzbtap0NJcfPhhoGNHoGvXitd8fIAmTYSGcICZ4zPLyoBp04ATJ4CdO4Fox52D\nJJVRkIFSTanu+coTK1GsKsbnD33u0DjG7xiPfk36YWLniQ49rqexZy7WhHMhF3fsADp1snl3bolz\njut518FR8f/94q8vYlSbUQ7PibbL22LLqC3oENnBocf1NJbkYmVW9xAzxnoDGAfgLGPsFAAO4E3O\n+R5r9+mJcnOBffuA334DsrKqv+/lVfGQy43fdlbIb+LnJq0RJIuAjy/g6yN85qMHPtLbbuVK4Px5\n4O+/TcfHGPDOO8BDD5leKWnzZqEGeedOoV5q56Wdpg9AnJJWCxw5AqxdC0RG2rYvHx9gzRpg2TLg\n3nuBrVuF+kd3tj95P0Z8NwJ1Aipuq/jIffDDYz84PBaqXXRfjFUMrqMGsWFLji7BoiOLEOpbUTIU\nERCBR9s+6vBYyssmqEHsnGzqITbrAB7eQ8y5UKN74oT+64WFwIEDwJkzQJ8+wKBBwpV+1c9qNIBa\nXfEw9l/54913cKcsA92yvkRiInD6tPB61QZNVhZw9CjQsqXt319lajUwbpwwafyydWnos7Enbr5K\nA+vsyV69UmfOCNM6iT3P6e7dwNNPAwMHAt7eFa9HRADz5wPBweIeTyqPbHkEQ1oMwZSuU6QOBTsu\n7MC60+vw89ifpQ7FrUnRQwwAp04JC3dcu0ZlE1VptBo0/bQpdjy+A13qd5E6HLx18C14ybywIG6B\n1KG4NYf3EBPjiouBb74BPv9c6G178EH93l1fX2DuXGGwkZ8I5URqrRqzP1mFX578BR3rCa9xLkze\nXrVnt04d23v9DPHyEr7nUaOAWdMaobBLIa3M46L++EO4UBPbQw8JF2N//KH/ekKCcLxffnH95WjT\n8tNwOPUwNo3cJHUoAGgwj7vr1En423viBNC9u9TROJfdV3ajXlA9p2gMA//dOb1Md06dFTWILaDR\nAKtWCeUGxhQXC2UD990n1NTGx9v/yv2Xy7+gcWhjdKzXUfcaY0Jdb5QDJ3rw9ga+/x4YNozBt7A1\nJv3wMmr5Vdw2HtQqHo92cNygImKdP/4QLuLsoXlz4VHZ008DH30klFTs3Al07myfYzvC6pOr8WSH\nJxHoY+HULHbSLLwZbhTcwGt7XwNDxR+i8R3H061bN1C5bIIaxPpWnFiB6d2mSx2GTps6bTBz30zM\n3DtT95qXzAsz7p2BuoF1JYyMAFQyYbakJGFeXn9/YORI49vK5UJPWJMmDgkNADDw64GY0HECnuzw\npOMOakRJCTDwuQM4n/ev7jWtdwGKmm1A5sxU1K1L9/bEYI/btJwLvbSHDlVvuNrb1q3A9OnAunXC\noD5XU6YpQ/T/onFgwgG0rWNg+haJbD67GRkFGbrnF+5cQK4yFzse3yFhVO5FqpIJADh3Dhg8WOiA\nMSYyEujdW7TDOrXk3GT0XNMTaS+nwd/bX+pwAAh3cr84/gVK1RWDbfcl78P90ffjrfvfkjAy92Jt\nyQQ1iE1QqYSV3D79FHj3XWDKFOebT/VKzhX0XtcbaTPSnHo6F845Iha2QPSxH/DPj53h4yN1RK7P\nHifh5GThpJmZKU1N4j//ACNGACEhxo8vkwmzYPTtC9x/P9C6tfQ1lN8nfY8VJ1bg96d+lzYQE3JK\nctD006bIejXLaRoLrk7KBjEAzJwp1BEb888/wOLFwJPO0W9iV7P2zYKGa7Bk4BKpQzHqYMpBzNo/\nC8enHJc6FLdBNcQ20mqBL74QZnyo7PJlICYG+PdfoFEjaWIz5csTX2Jip4lO3RgGhF/Sp+8djt3Z\nP2HatM5Ys0b6Bgyp7s8/hXpeqX42PXsKZUk3TYzHLCsDTp4UerI/+EC4K9GypX7cwcHArFlCo9kR\nvjj+BaZ3F+8WbVkZcOeO/mvBwbYPPowIiEDnep2xP3k/hrYaatvOiFP46CPT2yQlCSV8DRoI/7or\npVqJ9afX48gzR6QOxaQ+jfsgOTcZGQUZaBDSQOpwPBo1iCEsMjBxotAb/MorQslDudBQ4WTqrA03\nhUqBjWc24p/JrrFq9iOth+NA+//DiZUL8MknwMuOW7SLmMleA+osERYmPEzp2BF45hnh69RUYRGQ\nylJSgKeeEuZS/uij6jO5iOn87fO4lHMJj7R+xOZ9lZUJU9W9955wsV75749SKQxefcjGUvzhrYbj\np0s/UYPYg8TGAlu2CDXHv/8uPHdHW89vRef6ndEiooXUoZjkLffG4OaDsfPSTkzrPk3qcDyaRzeI\nORfmWZ09W1jCuGpj2BV8l/Qdukd1R9NwO57pRdSrUS9kFt/Aj5tTMWpANFq3FqacI87jjz+A55+X\nOgrLRUdXX/SjT5+KFRl79BBKngYPNn6ByxjQpo0wFZwlVhxfgcmdJ8NHbn0tkFotrOi3cKGwguTO\nnfoLowDAX38J4xjmzwemTrX6UBjeejgWHVkEjVYDuczF/vARq/XrB3z8sXBB9ddfjh107ShfHP8C\nr/d+XeowzDa81XCsPbWWGsQS85ga4n//rehtKXfzptATY84qbM6q55qemHv/XDzc0nVGID3949Po\nWr8rOqtexLBh1RsxjzwirI7nrL3yzkTsusVbt4Syg5wc17s4NCUzE1iwALhgYgYytVq4tdywoVBL\n3bu3sPR05d9HxoQBtgEBwoN7F6H9usb4+6lENAwxXFul0Qg1nmfPCo8zZ4SYKsvJAVq0EMYr3Hdf\nzTFevSo0aEaOBN5/3/pxDe1XtMfKh1eiVyM3XynFAaSuIbbUu+8C27cL58XKv9vR0cIFoas6nXUa\nQ78dipT/S4GXzDX6/ApLC9FgaQPceOUGQnxDpA7H5dGgOiOysoTeoZdfFuqBy3l7CwsEuMrgrr3X\n9urNJ5qnzMP60+tx7aVrLtXDs+PCDiw/vhz7J+xHWprQCCinUgnL/N53H/C//1Gj2BSxT8LbtwvL\nef/6qyjhuSy1Wmi0HjkiPFJSKt7j4LhdfxOULAdlpUCZClCGnIXG9w58d/xY4z4ZE2aead8e6NBB\n+LdxY/3fcT8/oUFszu/9nTvA8OHC2IYpJtb/8PERVgesepHz1sG3oNKosPiBxaYPSIxytQYx58Jd\nhmPH9F8/fRoYO1ZYoTQoSJrYzFWiKsGG0xtQpinTvbb76m7c1+g+zO07V8LILDd402BM7DQRo2NH\nSx2Ky6MGcQ3KyoRbRA88ICS/q7qScwX3rr0X49qP03v94ZYP44FmD0gUlXWKy4pR/+P6SJuRZnDR\njrw8oYyiUydhoKOzzerhTMQ+Cc+YISzc8uabooTnlrZf2I7X972OIS2G6L0+tdtUtKnj2K41pRJ4\n9VXg4kXj292+LTSyP/4YGDCg4vXjGccxfsd4XHzBxA6ISa7WIK7JnTvC79ShQ8CXXzp3SducA3Pw\n+/Xf0T2qYgJmH7kPZveZjVr+tSSMzHJfnvgSf6T94TQL+rgyahDX4LnnhNvA27a5dsPqkS2P4N6G\n92LWfbOkDkUUQ78dirHtxuKJ9k8YfL+wEBgyRBgEtXat+92+F4vYJ+Fu3YBly6QfVOesStWlaPtF\nW6x8eCUGNB1g+gNOgnNgxw5hrETLlsIAw9hYQMu1aLSsEQ5OOIhWtVtJHaZLc5cGcbm9e4XzZ8+e\nQBcTC70FBAjlO46sR07NS0WXVV2QODURDUNcfHlLAJmFmWj3RTtkv5YNb7m36Q+QGlGD2IAvvxSW\nTv7rL9unKZLSwZSDmLxzMs4/f97pp1Yz15p/12Bf8j58N+q7GrcpLhbqiWUy4fayMbGxwkwhnkbM\nk3BhIVCvnlDCIsZy4u7ooyMf4Y+0P7BzrGsuv1pWJtx1ef99YeotmQxI6zANPiUxiM19HZ984tr1\no1JytwYxIPwNXr68+tR/Vd26Bfz0kzAfePnAVXt3YozZOgZtarfB/DgXvvVbRY/VPfBB/w/Qv2l/\nqUNxaR7VIC4qAhITjW+TlibUDB854vjVtsSk0WrQZVUXzL1/Lka1HSV1OKLJLspGq89bIfu1bPh6\n+da4nVIp9BArFMb3t2aNML3W7NkiB+rkxDwJ79sHvP22MMsEqe5W8S20Xd4WRycdRcuIllKHY5O8\nvIpFHI7e2oM1V97Bc15HMH8+8OGHwlLaVL9vGXdsEFuiqEhYPnrVKmGwaNUp3erWBSZPFmeO86Pp\nR/H41sdx8fmLTrNEuhjeO/webhXfwieDTSw5SIzyqAbxsGHCIJcQI4MxZTJhRHl/F7/QWvPvGmxM\n3IhDTx8Cc7MzVK+1vTC/73w82PxBm/eVmSnMFz11qlD/5inEPAnPmycMJnv/fdHCcytTf5kKfy9/\nLBu0TOpQRFWqLkXkkkhceuES7qRG4vHHhfmdV6ww/jeW6PP0BnFlSUlAerr+a5cvC3cnfHyAF14A\nxo0DAq1oy2q5FvesuQcv9XwJT3ZwryX3zt06h4c3P4yU/0txu/O9I3nMSnVHjgi9w5cvA741dyy6\nhYLSAsz9fS5+GfuLWyZH+cIAYjSIo6KAgweBuDjhD+6LL9oenzu6erXm9w4eBObMcVwsruRs9lls\nv7Adl164JHUoovP18sXAZgPxy+VfMKnLJBw7Jgyu7NIFGGpizQ7GhJkyWrYUpqaLjga8XO6sQsQW\nG1u9h3jQIOHv8oEDQinjrFmm5/r28xNmUhk/XliaHQA2n90MADWOP3FlsXViIZfJcSb7DDrW6yh1\nOB7HpXqIORd6AZ95Rril5+5m75+NrOIsrB++XupQ7OLinYvov7F/tVG1nep1Mjj7hDmuXxcaxbNm\nVf8d8fNzv9vAlvZKNWtWcy4GBAjlEqGhooXnFjjnGPjNQAxvNRwv9HhB6nDsYtOZTVh7ai3m9Z2n\ne+34MRnYjXshZzUP8FGrhfK0S5eETorsbGGFwcp5FhpasRCEO6MeYsvcugUUFBjfJjcX+P57YNMm\nYXrBx8cXY1FRayxo9x3ahwpzZwcECHXvAQEOCNoBXvntFShUCjze7nHdawHeAege1d0tO8bswSNK\nJn79Vbgdfvase806wDnHJ/98gj/S9Is3D10/hDPTziAq2A2XEvrPcz8/h0s5Fb1uhWWFCPENwcEJ\nB61O/mvXhN6IGzcqXtNqhQF6W7a4V6OYTsLiKtOU4c0DbyIlr2LiYYVKgZS8FJyZesZtR3/nK/Mx\n4ccJyFfm617LLMzEsFbDsGTgErP3o1AIjZjKzp0TZisYMEBoGLtrGQblorhuFd/C6/teR2FZIbhW\naEBfyswE8qPR+twW3XYFBcCVK8IaA507C+U+pi7qZTIgPFyYYrL8YU2D2ttbeIjp/O3zePHXF6HR\nanSvXcq5hKUDl2Js+7HiHsxNuX2DWKsVbuHNnw+MGCFCYE6Cc45Z+2dhz9U9mNd3HhgqfobNazX3\nuNsmaq0aPVb3wKv3vopxHcaZ/oCZSkuFKcVef124/eYu6CQsHoVKgVE/jIKXzAsTOkzQe69bVDdE\nh0XX8En3dKv4Ftp90Q4HJhxA+0gT07yYUFAgdGbs3w+sWwfEx4sUpBOhXBRPRkEGBnw9AIObD0bv\nRr313hvQdABC/fRbvGVlwPnzwqIiiYnC7BjGaDTA3bvC7Bm3bwsPUwO3DVGphDsi9eoB9esLAwdN\nNZBlMuEztWoJjfLw8OrlnxERwkI65fs6mn4Uo74fhQvPX6j2vZPq3L5BvGWLMD/q33+7Tw+flmvx\n0q8v4Z+Mf7Bn3B5EBJgoqPIQ/9z4ByO+GyF68p86BTz4IHDypHD7zR3QSVgcRWVFGL5lOOoG1sXG\nRza6bU+wpb488SU2nd2Ew08fFuV27e7dwLPPCg0SY7uTyYSFefr1Ex4dOjj/PPKUi+JIzUtFv439\nMKXLFLxx3xtSh2OURiM0qrOygJs3hV5sjcb4Z9RqID9faJDn5gr/qlT626SnC+M9HnwQePhhYRq7\nWUcmI8gnCP8b9L8a95uXV7HP3Nzq+w0IEFbCbNjQ+fPJFm7dIFaphBqhVauEP47uQKPV4Nmfn8XF\nnIvY/cRuuuqr4tmfn4Wflx8+HfypqPt9913g8GHgt9/c48KKTsK2y1fmY8jmIWgZ0RKrh652qWXQ\n7U2j1eCetffghe4v4KlOT4myT6VSOGEbU1YGHD8uDPQ8eFCYG7t1a/2cDQoSplm8/35RwrIZ5aLt\nruRcwYCvB+DVe1/FSz1fkjocSd28CezaBfz8s3BnpQR3gOmxwDe/AVmdqm3PWEWPc3nvs4+P/jZF\nRUKtf26uMB1t8+amS0UYA/z9he0CA4V/q/aCMyb0cld+mGpwe3lVDMatGqet3LpBvHIlsHWrME+q\nK/r7xt/4K/0vvdcOpx1GvjIfO8fuRJCPky8YL4GckhzEfhGLX8e5ZJzJAAANBUlEQVT9is71O4u2\nX7Ua6N1bmLN4+nTRdisZOgmbT8u12HV5F67e1Z9qY9PZTejZoCc+e+gzyJgbd5tY6UTmCQz9dijO\nTz+PcP9wSWK4cUOYarOylBTgrbeEgdYffijcspYS5aL5lGolfkj6AXdKKlb80HItlv29DPP7zseU\nrlMkjM55rT65GutPr8efz/xp09+qoiKh7vrqVaGc0BitVignKSkRHsXFwnm06jalpfoPU7/epaXC\nkvOpqUKvdfv2QslJZdHRwEsvWd6bLUmDmDE2CMD/AMgArOWcLzawjUWJv3SpMPCi8kcKCoDffwe6\nd6/5c87o0PVDeOfwO7h69yqGtRoGOavoeQr1C8Ws3rPg7+0vYYTObe2/a7H639U4OumoqA2VixeB\n++4Tym9cedEWgE7C5tBoNdh6five/eNd+Mp90aex/rrUzWs1x/Tu02kEtxHTdwlXj18M+ULiSPQV\nFQHvvScszPPmm8L4ElOlGA0b2ufuEOWiaSWqEqw6uQofHf0IHSM7olWE/nLhcU3iMLz1cImic35a\nrkWvtb0wpcsUTOoySepwRKFQABcuAGfOVB+Qu3WrcGdo1SrLJlJweIOYMSYDcBlAfwCZAI4DGMM5\nv1hlO7MSn3Ng7lxg2zbhPyG8UkeEn59wC8DeEhISEBcXZ/b2nHMk5ybjyt0rqPw9FpYVYvnx5cgo\nyMCbfd7E+A7jRa9JtDRWqVkTr5Zrcd+6+/BM52cwuctkUeP55BPhJFr1duvDDwP+/q7zf+uuJ2FL\nf1/UWjXO3z6PjIIMvdczCjOw5OgS1PKvhbn3z8Wg5oNEb/i6Ui5aG2uuIhdtv2iLn8f+jG5R3cQP\nrAbmxnvpEvDKK8KMFsYolUDt2sLCEOPHC2UXYqFcFChUCiRmJyJXod+6OZN9Bsv+XobejXvjrT5v\niXrnr5wn5OKpm6cweNNgJE1Pcti4I6n+X4uLhYXY6tUDNmwwf45zKRbm6AHgCuc89b8AtgAYDuCi\n0U8ZoNUK3eJ//SXUd9apY0NUNij/oWu5FjcLbyI5NxkZhRnQcm1FrFyLKzlXcCzzGI5lHEOgdyBa\n126tV3coZ3JM6TIFY9qNgZfMPrPUu1LiA9bFK2MyrBiyAr3X9caUn/VvofVp3Acv9HgBI1qPsOpi\n48UXhYusyvNglpWV355JwJ49cYiJsXi3RCTlvy8qjQrpBelIyU1BdnG23jYqjQpnb53FsYxjOJV1\nCg1DGiI6NFqvwfv/7d19bFPXGcfx75NX8kacF0jiMpgzaQ2wQ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IrVYrH330UZmenl5u2/j4eBkSEiL9/f1l8+bN5Zw5c8q0iY6ONruik61QA1fHqghz0bGY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\nGb3HaNMW/vvfyo/5wvJWCdR1t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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -903,7 +913,7 @@ ], "source": [ "plot_scores(clf_ratios[0:9], \n", - " positions=[(l,bkg_position) for l in combinations[0:9]])" + " num_den_labels=[(l,bkg_position) for l in combinations[0:9]])" ] }, { From db8f98ea636c615ebd39a9577a3b3c685dadf004 Mon Sep 17 00:00:00 2001 From: Juan Pavez Date: Thu, 4 May 2017 15:45:01 +0200 Subject: [PATCH 3/3] Minor fix in imports --- examples/Likelihood ratio of VAR time series.ipynb | 3 --- 1 file changed, 3 deletions(-) diff --git a/examples/Likelihood ratio of VAR time series.ipynb b/examples/Likelihood ratio of VAR time series.ipynb index b9264f0..1864ad8 100644 --- a/examples/Likelihood ratio of VAR time series.ipynb +++ b/examples/Likelihood ratio of VAR time series.ipynb @@ -60,9 +60,6 @@ "import pickle\n", "\n", "import os, sys, inspect\n", - "cmd_folder = os.path.realpath(os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0]))\n", - "if cmd_folder not in sys.path:\n", - " sys.path.insert(0, cmd_folder + '/../systematics/carl')\n", "\n", "import carl\n", "\n",