diff --git a/.binder/requirements.txt b/.binder/requirements.txt index 48ad8af..c63e37f 100644 --- a/.binder/requirements.txt +++ b/.binder/requirements.txt @@ -14,3 +14,4 @@ tqdm eagerpy ipywidgets anywidget +xgboost diff --git a/README.Rmd b/README.Rmd index 0badcfb..3c7c674 100644 --- a/README.Rmd +++ b/README.Rmd @@ -86,6 +86,7 @@ Two libraries related to Gudhi: - [ATOL](https://github.com/martinroyer/atol): Automatic Topologically-Oriented Learning. See [this tutorial](https://github.com/martinroyer/atol/blob/master/demo/atol-demo.ipynb). - [Perslay](https://github.com/MathieuCarriere/perslay): A Simple and Versatile Neural Network Layer for Persistence Diagrams. See [notebook](Tuto-GUDHI-perslay-visu.ipynb). +- RipsNet: based on a Deep Sets architecture, this Tensorflow model is a fast and robust estimation of persistent homology of point clouds. See [notebook](Tuto-GUDHI-ripsnet.ipynb). ### 07 - Alternative filtrations and robust TDA diff --git a/README.md b/README.md index 3a32b94..d07e35f 100644 --- a/README.md +++ b/README.md @@ -168,6 +168,8 @@ Two libraries related to Gudhi: - [Perslay](https://github.com/MathieuCarriere/perslay): A Simple and Versatile Neural Network Layer for Persistence Diagrams. See [this notebook](tutorials/Tuto-GUDHI-perslay-visu.ipynb). + - RipsNet: based on a Deep Sets architecture, this Tensorflow model is a fast and robust estimation of persistent + homology of point clouds. See [this notebook](tutorials/Tuto-GUDHI-ripsnet.ipynb). ### 07 - Alternative filtrations and robust TDA diff --git a/tutorials/Tuto-GUDHI-ripsnet.ipynb b/tutorials/Tuto-GUDHI-ripsnet.ipynb new file mode 100644 index 0000000..de3885b --- /dev/null +++ b/tutorials/Tuto-GUDHI-ripsnet.ipynb @@ -0,0 +1,1306 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "de32d02e-dc2a-43b6-8ccd-bd917eb58ff2", + "metadata": {}, + "source": [ + "# RipsNet\n", + "## User manual\n", + "\n", + "RipsNet constructs a Tensorflow model for fast and robust estimation of persistent homology of\n", + "point clouds.\n", + "\n", + "RipsNet is based on a *Deep Sets* architecture (cf. https://proceedings.neurips.cc/paper/2017/file/f22e4747da1aa27e363d86d40ff442fe-Paper.pdf), for details see the paper *RipsNet* (https://arxiv.org/abs/2202.01725).\n", + "\n", + "### Example\n", + "\n", + "This example instantiates a RipsNet model which can then be trained as any tensorflow model." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1a33794c-8ca6-4fef-a6da-aa502e225997", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 351ms/step\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[0.40430352, 0.6564838 , 0.70510435, 0.4772345 , 0.3814536 ,\n", + " 0.47533038, 0.44867355, 0.5744844 , 0.49774754, 0.38493904,\n", + " 0.49516338, 0.63384557, 0.63654923, 0.25806963, 0.73332405,\n", + " 0.42546743, 0.3706856 , 0.4571779 , 0.42013773, 0.45450523,\n", + " 0.36411855, 0.5503144 , 0.32016152, 0.5048965 , 0.56210184],\n", + " [0.4214669 , 0.59763134, 0.63003635, 0.5075318 , 0.40176836,\n", + " 0.48045954, 0.5037254 , 0.5015899 , 0.462888 , 0.39591742,\n", + " 0.49571875, 0.6003177 , 0.62782073, 0.32712004, 0.668165 ,\n", + " 0.46317506, 0.43221563, 0.46449092, 0.39984888, 0.4402342 ,\n", + " 0.40887538, 0.51423275, 0.3735872 , 0.47627935, 0.5173877 ],\n", + " [0.49583387, 0.49856037, 0.50771165, 0.5019344 , 0.48538995,\n", + " 0.50617456, 0.49271768, 0.5027715 , 0.4951008 , 0.4860985 ,\n", + " 0.50276613, 0.5055679 , 0.5018024 , 0.48943537, 0.5180614 ,\n", + " 0.5004276 , 0.489735 , 0.48875812, 0.4999914 , 0.50590146,\n", + " 0.4906942 , 0.5071455 , 0.48960212, 0.49398547, 0.5018598 ]],\n", + " dtype=float32)" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import gudhi_extra.tensorflow as getf\n", + "import tensorflow as tf\n", + "from tensorflow.keras import regularizers, layers\n", + "\n", + "ragged_layers_size = [20, 10]\n", + "dense_layers_size = [10, 20]\n", + "output_units = 25\n", + "activation_fct = 'gelu'\n", + "output_activation = 'sigmoid'\n", + "dropout = 0\n", + "kernel_regularization = 0\n", + "\n", + "ragged_layers = []\n", + "dense_layers = []\n", + "\n", + "for n_units in ragged_layers_size:\n", + " ragged_layers.append(getf.DenseRagged(units=n_units, use_bias=True, activation=activation_fct))\n", + "\n", + "for n_units in dense_layers_size:\n", + " dense_layers.append(layers.Dense(n_units, activation=activation_fct,\n", + " kernel_regularizer=regularizers.l2(kernel_regularization)))\n", + " dense_layers.append(layers.Dropout(dropout))\n", + "\n", + "dense_layers.append(layers.Dense(output_units, activation=output_activation))\n", + "\n", + "phi_1 = getf.TFBlock(ragged_layers)\n", + "perm_op = 'mean' # can also be 'sum' (or a user specified function).\n", + "phi_2 = getf.TFBlock(dense_layers)\n", + "input_dim = 2\n", + "\n", + "RN = getf.RipsNet(phi_1, phi_2, input_dim, perm_op=perm_op)\n", + "\n", + "data_test = [[[-7.04493841, 9.60285858],\n", + " [-13.14389003, -13.21854157],\n", + " [-3.21137961, -1.28593644]],\n", + " [[10.40324933, -0.80540584],\n", + " [16.54752459, 0.70355361],\n", + " [6.410207, -10.63175183],\n", + " [2.96613799, -11.97463568]],\n", + " [[4.85041719, -2.93820024],\n", + " [2.15379915, -5.39669696],\n", + " [5.83968556, -5.67350982],\n", + " [5.25955172, -6.36860269]]]\n", + "\n", + "tf_data_test = tf.ragged.constant(data_test, ragged_rank=1)\n", + "\n", + "RN.predict(tf_data_test)" + ] + }, + { + "cell_type": "markdown", + "id": "6d5b8b9d-4f01-46a4-a431-a05ed02aa457", + "metadata": {}, + "source": [ + "Once `RN` is properly trained it can be used to make predictions.\n", + "In this example RipsNet estimates persistence vectorizations (of output size 25) of a list of 3 point clouds of 3 points each) in 2D.\n", + "\n", + "It yields an output of shape `nb_input_pointclouds x output_units`.\n", + "The `ragged_layers_size` and `dense_layers_size` define the architecture of the network.\n", + "To reach best performance, they should be tuned depending on the dataset." + ] + }, + { + "cell_type": "markdown", + "id": "68fd0e79", + "metadata": {}, + "source": [ + "## Tutorial" + ] + }, + { + "cell_type": "markdown", + "id": "d710fbb9", + "metadata": {}, + "source": [ + "In this tutorial, we show how to use RipsNet to learn the topology of very simple synthetic data sets comprised of (noisy) circles. Let's first define the seed (for reproducibility), the number of point clouds that we will use for training RipsNet, the number of point clouds we will use to test it, the cardinality of the point clouds and finally the amount of corrupted points (when noise is added)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "40bc920c", + "metadata": {}, + "outputs": [], + "source": [ + "N_sets_train = 900 # Number of train point clouds\n", + "N_sets_test = 300 # Number of test point clouds\n", + "N_points = 600 # Point cloud cardinality\n", + "N_noise = 200 # Number of corrupted points" + ] + }, + { + "cell_type": "markdown", + "id": "ffa4e5ea", + "metadata": {}, + "source": [ + "Next we use helper functions to compute these point clouds." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "489bdaaa", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.utils_ripsnet import create_multiple_circles\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4f615886", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 300/300 [00:00<00:00, 757.14it/s]\n", + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 300/300 [00:00<00:00, 675.94it/s]\n", + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 300/300 [00:00<00:00, 712.47it/s]\n", + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 760.23it/s]\n", + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 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clean_label_test = create_multiple_circles(N_sets_test, N_points, noisy=0, N_noise=N_noise)\n", + "noisy_data_test, noisy_label_test = create_multiple_circles(N_sets_test, N_points, noisy=1, N_noise=N_noise)" + ] + }, + { + "cell_type": "markdown", + "id": "2a73e5a2", + "metadata": {}, + "source": [ + "Let's check some of these point clouds!" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "462936a8", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib import gridspec" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "09541458", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(clean_data_test[3*i+j][:,0], clean_data_test[3*i+j][:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_gudhi_pc.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e5da51de", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(noisy_data_test[3*i+j][:,0], noisy_data_test[3*i+j][:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('noisy_gudhi_pc.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "5f0cf0e5", + "metadata": {}, + "source": [ + "As one can see, they contain 1 to 3 circular shapes. We will use these circle numbers later for checking the accuracy of the topology computed by RipsNet. For now, let's save them as proper labels." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "281bdfb4", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b3acd752", + "metadata": {}, + "outputs": [], + "source": [ + "le = LabelEncoder().fit(label_train)\n", + "label_classif_train = le.transform(label_train)\n", + "clean_label_classif_test = le.transform(clean_label_test)\n", + "noisy_label_classif_test = le.transform(noisy_label_test)" + ] + }, + { + "cell_type": "markdown", + "id": "4ee077f6", + "metadata": {}, + "source": [ + "In order to train RipsNet, we need the correct topology on the train data. So let's compute it with [Gudhi](https://gudhi.inria.fr/python/latest/). The topology of point clouds can be inferred from several filtrations, so we will use a fast and sparse one (in 2D), namely the [Alpha filtration](https://gudhi.inria.fr/python/latest/alpha_complex_user.html). First, we need to get a sense of the maximal filtration value to use, which we will approximate with the largest pairwise distance of the first 30 point clouds." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ed299438", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import pairwise_distances" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fa0ef6b8", + "metadata": {}, + "outputs": [], + "source": [ + "ds = [pairwise_distances(X).flatten() for X in data_train[:30]]\n", + "maxd = np.max(np.concatenate(ds))" + ] + }, + { + "cell_type": "markdown", + "id": "2c83f64b", + "metadata": {}, + "source": [ + "Now, we can compute the persistence diagrams (in homology dimension 1) of the train, clean test and noisy test point clouds!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "1e23e6f4-c2b2-477c-b245-5029c4326775", + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "import gudhi as gd" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2048d521", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 900/900 [00:06<00:00, 136.36it/s]\n" + ] + } + ], + "source": [ + "PD_train = []\n", + "for X in tqdm(data_train):\n", + " st = gd.AlphaComplex(points=X).create_simplex_tree(max_alpha_square=maxd)\n", + " st.persistence()\n", + " dg = st.persistence_intervals_in_dimension(1)\n", + " if len(dg) == 0:\n", + " dg = np.empty([0,2])\n", + " PD_train.append(dg)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4c803c26", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 300/300 [00:02<00:00, 137.40it/s]\n" + ] + } + ], + "source": [ + "clean_PD_test = []\n", + "for X in tqdm(clean_data_test):\n", + " st = gd.AlphaComplex(points=X).create_simplex_tree(max_alpha_square=maxd)\n", + " st.persistence()\n", + " dg = st.persistence_intervals_in_dimension(1)\n", + " if len(dg) == 0:\n", + " dg = np.empty([0,2])\n", + " clean_PD_test.append(dg)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "014910fd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 300/300 [00:01<00:00, 283.93it/s]\n" + ] + } + ], + "source": [ + "noisy_PD_test = []\n", + "for X in tqdm(noisy_data_test):\n", + " st = gd.AlphaComplex(points=X).create_simplex_tree(max_alpha_square=maxd)\n", + " st.persistence()\n", + " dg = st.persistence_intervals_in_dimension(1)\n", + " if len(dg) == 0:\n", + " dg = np.empty([0,2])\n", + " noisy_PD_test.append(dg)" + ] + }, + { + "cell_type": "markdown", + "id": "5ec6ecfc", + "metadata": {}, + "source": [ + "RipsNet actually works on vectorizations of persistence diagrams (PDs), so we will try two: the [persistence image](https://jmlr.org/papers/volume18/16-337/16-337.pdf), and the [persistence landscape](https://jmlr.csail.mit.edu/papers/volume16/bubenik15a/bubenik15a.pdf). First, let's filter out any PD point with infinite coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3587c9a7", + "metadata": {}, + "outputs": [], + "source": [ + "from gudhi.representations import DiagramSelector" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7060d9f7", + "metadata": {}, + "outputs": [], + "source": [ + "PVs_train, clean_PVs_test, noisy_PVs_test, PVs_params = [], [], [], []\n", + "pds_train = DiagramSelector(use=True).fit_transform(PD_train)\n", + "clean_pds_test = DiagramSelector(use=True).fit_transform(clean_PD_test)\n", + "noisy_pds_test = DiagramSelector(use=True).fit_transform(noisy_PD_test)" + ] + }, + { + "cell_type": "markdown", + "id": "61c9fa91", + "metadata": {}, + "source": [ + "Fortunately, Gudhi also has code for computing vectorizations!! However, before launching the computations, we have to estimate a few parameters: the image bandwidth (taken as the 20% quantile of the positive birth-persistence-transformed-PD pairwise distances),\n", + "and the image and landscape limits (taken as the min and max of birth-persistence-transformed-PD point coordinates). " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a967aba2", + "metadata": {}, + "outputs": [], + "source": [ + "vpdtr = np.vstack(pds_train)\n", + "pers = vpdtr[:,1]-vpdtr[:,0]\n", + "bps_pairs = pairwise_distances(np.hstack([vpdtr[:,0:1],vpdtr[:,1:2]-vpdtr[:,0:1]])[:200]).flatten()\n", + "ppers = bps_pairs[np.argwhere(bps_pairs > 1e-5).ravel()]\n", + "sigma = np.quantile(ppers, .2)\n", + "im_bnds = [np.quantile(vpdtr[:,0],0.), np.quantile(vpdtr[:,0],1.), np.quantile(pers,0.), np.quantile(pers,1.)]\n", + "sp_bnds = [np.quantile(vpdtr[:,0],0.), np.quantile(vpdtr[:,1],1.)]" + ] + }, + { + "cell_type": "markdown", + "id": "96769d25", + "metadata": {}, + "source": [ + "We can now compute and normalize the vectorizations (this can help RipsNet training)!" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "0af7b60d", + "metadata": {}, + "outputs": [], + "source": [ + "from gudhi.representations import Landscape, PersistenceImage" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f40a7f03", + "metadata": {}, + "outputs": [], + "source": [ + "PI_params = {'bandwidth': sigma, 'weight': lambda x: 10*np.tanh(x[1]), \n", + " 'resolution': [50,50], 'im_range': im_bnds}\n", + "PI_train = PersistenceImage(**PI_params).fit_transform(pds_train)\n", + "clean_PI_test = PersistenceImage(**PI_params).fit_transform(clean_pds_test)\n", + "noisy_PI_test = PersistenceImage(**PI_params).fit_transform(noisy_pds_test)\n", + "MPI = np.max(PI_train)\n", + "PI_train /= MPI\n", + "clean_PI_test /= MPI\n", + "noisy_PI_test /= MPI" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ac507b7f", + "metadata": {}, + "outputs": [], + "source": [ + "PL_params = {'num_landscapes': 5, 'resolution': 300, 'sample_range': sp_bnds}\n", + "PL_train = Landscape(**PL_params).fit_transform(pds_train)\n", + "clean_PL_test = Landscape(**PL_params).fit_transform(clean_pds_test)\n", + "noisy_PL_test = Landscape(**PL_params).fit_transform(noisy_pds_test)\n", + "MPL = np.max(PL_train)\n", + "PL_train /= MPL\n", + "clean_PL_test /= MPL\n", + "noisy_PL_test /= MPL" + ] + }, + { + "cell_type": "markdown", + "id": "69b64e49", + "metadata": {}, + "source": [ + "It is finally time to train RipsNet! We will do it with TensorFlow, and custom DeepSet operations." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9d34e24f", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import gudhi_extra.tensorflow as getf" + ] + }, + { + "cell_type": "markdown", + "id": "b52c9bd1", + "metadata": {}, + "source": [ + "First, let's convert the point clouds into ragged tensors." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4d783f99", + "metadata": {}, + "outputs": [], + "source": [ + "tf_data_train = tf.ragged.constant([\n", + " [list(c) for c in list(data_train[i])] for i in range(len(data_train))], ragged_rank=1)\n", + "tf_clean_data_test = tf.ragged.constant([\n", + " [list(c) for c in list(clean_data_test[i])] for i in range(len(clean_data_test))], ragged_rank=1)\n", + "tf_noisy_data_test = tf.ragged.constant([\n", + " [list(c) for c in list(noisy_data_test[i])] for i in range(len(noisy_data_test))], ragged_rank=1)" + ] + }, + { + "cell_type": "markdown", + "id": "90928588", + "metadata": {}, + "source": [ + "Next, we define our RipsNet architecture for learning persistence images, a sequence of fully-connected DeepSet layers, with GeLU activations, Adamax optimizer, and early stopping." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "eb9bbe5c", + "metadata": {}, + "outputs": [], + "source": [ + "callback = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=1e-5, \n", + " patience=200, verbose=0, mode='auto', baseline=None, \n", + " restore_best_weights=False)\n", + "optim = tf.keras.optimizers.Adamax(learning_rate=5e-4)\n", + "inputs = tf.keras.Input(shape=(None,2), dtype =\"float32\", ragged=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b808a764", + "metadata": {}, + "outputs": [], + "source": [ + "ragged_layers_size = [30,20,10]\n", + "dense_layers_size = [50,100,200]\n", + "output_units = PI_train.shape[1]\n", + "activation_fct = 'gelu'\n", + "output_activation = 'sigmoid'\n", + "initializer = None" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3b4b70b3", + "metadata": {}, + "outputs": [], + "source": [ + "ragged_layers = []\n", + "dense_layers = []\n", + "for n_units in ragged_layers_size:\n", + " ragged_layers.append(getf.DenseRagged(units=n_units, use_bias=True, activation=activation_fct,\n", + " kernel_initializer=initializer, bias_initializer=initializer))\n", + "\n", + "for n_units in dense_layers_size:\n", + " dense_layers.append(tf.keras.layers.Dense(n_units, activation=activation_fct,\n", + " kernel_initializer=initializer, bias_initializer=initializer))\n", + "\n", + "dense_layers.append(tf.keras.layers.Dense(output_units, activation=output_activation,\n", + " kernel_initializer=initializer, bias_initializer=initializer))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "656daadf", + "metadata": {}, + "outputs": [], + "source": [ + "phi_1 = getf.TFBlock(ragged_layers)\n", + "perm_op = 'mean'\n", + "phi_2 = getf.TFBlock(dense_layers)\n", + "input_dim = 2\n", + "\n", + "model_PI = getf.RipsNet(phi_1, phi_2, input_dim, perm_op=perm_op)\n", + "model_PI.compile(optimizer=optim, loss=\"mse\")" + ] + }, + { + "cell_type": "markdown", + "id": "56ca6155", + "metadata": {}, + "source": [ + "Time to learn!" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7f5c7548", + "metadata": {}, + "outputs": [], + "source": [ + "history = model_PI.fit(tf_data_train, PI_train, epochs=250, \n", + " validation_data=(tf_clean_data_test, clean_PI_test), callbacks=[callback], verbose=0)" + ] + }, + { + "cell_type": "markdown", + "id": "628f84eb", + "metadata": {}, + "source": [ + "Learning is done! The advantage of RipsNet is that we can now use it to predict persistence images directly from point clouds in the blink of an eye!" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ea151246", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m29/29\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step\n", + "\u001b[1m10/10\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step \n", + "\u001b[1m10/10\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step \n" + ] + } + ], + "source": [ + "train_PI_prediction = model_PI.predict(tf_data_train)\n", + "clean_PI_prediction = model_PI.predict(tf_clean_data_test)\n", + "noisy_PI_prediction = model_PI.predict(tf_noisy_data_test)" + ] + }, + { + "cell_type": "markdown", + "id": "4b350e7c", + "metadata": {}, + "source": [ + "Let's see how accurate the predictions of RipsNet really are, at least on the train set." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e73f4d90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(tf_clean_data_test[3*i+j,:,0], tf_clean_data_test[3*i+j,:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_gudhi_pc.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.imshow(np.flip(np.reshape(clean_PI_test[3*i+j], [50,50]), 0), cmap='jet')\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_gudhi_pi.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.imshow(np.flip(np.reshape(clean_PI_prediction[3*i+j], [50,50]), 0), cmap='jet')\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_ripsnet_pi.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "490db24c", + "metadata": {}, + "source": [ + "Pretty good actually! Let's look at the test set now." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "055986cc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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5zRPUnuXzW/MWDhdPMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKFmSiu/Vb+vpVr48uetbf//F1Lgc2qn34UQloph8oUQ/H7jfHvB62Gr3vbl5FpVDnzGzThT4LO31r/rcX/I247A7J236kqd3jb2V+vV5pjzdbupnZzY2f54bTa11EAizS23L7WJ7kdXQxi8PTWHwaeOvR5q3fNAbyB1nuYRUwRF2UWX65v/qTJ97OReMFUPQoOFx6nRSnpfT+3aPY/RY8VnMC8XTzIAAIChLDIAAIChLDIAAIChLDIAAIChZkoavl+/qTP1PJiVgt8bYTfslXpz4ubtjt/rIfCZQqCfvb7S1K5f/V57kxTubE+drocsea33hjuT3hBo1d4ENAVDmc37935by+3Q3+H20rmmdmqGBhD3wzxyP4Sqb59vB/jHaRfwlXDjWXb8jruAzxPyTqbmkN7zU6jUWGYXvVU7357pLfigs1aVA+Hp2FtprLRzzvx6x086bjeaO6S/YJ/hHFyeZAAAAENZZAAAAENZZAAAAENZZAAAAEPNlEK6+G+f1/L2AORie8y9y6tN7fhiu6PvlBQcT8HvG3WxqV1/43J7wUshuT3LTr8p8Lmegla9u/+mXY+nAp8p5NVbg91x4pdVJ5a2Fc62x7x+7k5TW7jcNnqoqloIDSAehsnlWrXj+2LdaGqfvNE2mnjy9lJTqyvx5eQxnxpAVNiduHvH795GEfMSCmUXvVVVx7/hmPTxtDpxbAp5Xw+1NB5vhfH44Hw4cJax1/t5m8a9z2/wJAMAABjKIgMAABjKIgMAABjKIgMAABjKIgMAABhqtj3u/7lqR/OncPbSzSdt7fKn+XptE5i6XW03iNRV5nJda497vT3u09feam+ykl9O7CqTalHqWJH+emf7K++TrqmDDLvk17WzmUrq9HKhLV36/G6+3g/bUpoH0pj/JEwily+2x109+n57k5X8cmI91VLXm9hlJo3P3vli6tjUkSadr3MNu+jPauf4T92h1kMtHVeVu06thNrVUEtv/zRGH7TdKqc/L1M9dYhMx/V+/s/yncB45nDxJAMAABjKIgMAABjKIgMAABjKIgMAABhqthTyv1TV4rafF8MxN0PtXr7cW0ttIHz13K+b2q3OMPhrdaupzRT8TvUU/E5B1wcp8JlqswQ+k96Qd7pPkoJk6VxBcv7dryqP/e1CU4eayH1fWmr/h+++2Ya3U/D77brS1FIY/Oob4cYf5tfTPQ+k2noaO71jceq43WgWAQP8qKqWtv2cPk5SyHt14nqpfiXUVjqPS64faWsPlicOTiHv3uB3Oi79BfXWqvqbO/gM52DwJAMAABjKIgMAABjKIgMAABjKIgMAABhqtkThP9TOPFEKPp7rv9yRpbZ2+T//sa1VqrUh0Cv1dlN75VKbOn/yWrhxVX+4szv43RvyniXwuV/hranXKEz20vlF7XxrpjGfmj1sTlzvbFt65/KVpnZl4Z2mdj40e1gJ6dFXXgvzwOmJeWCuTXnTgb1NIT7vvcnEfXrHolAoYxz5s3t15MzC1x7zZP1UW1wN4euqHPxOn8Fpx+8UME+1lJO+OvX5lgLhaZym89MYn2dn8Knz4eDyJAMAABjKIgMAABjKIgMAABjKIgMAABhqtuD3R1W1PeOVzg4bbE/eJeQuv/PmelO7fLkNeV+sG00thkBfW21qd6YCnyuhlkLe8c/TG/hMencEnuX8qR1Dv6p3B9FZ7i2c9kK7Xjv/eaIdnjkbObVLeDh/+Tfte+jNH37S1FKzhzQ3nDq90dTWZ2kA0T0PzDuW4fD44YV/rYXl5wNmobaaYzYutp+Da3UmXu/6Hy63xdNh8KUx2it9vLVfO55ZTcHvVOvdGTzND+m4KfN81sPe8yQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYaqbg952Pqh5t26jzWDh7eWpX3yTtFNxu6lsXLrdBzu+GtGja6ffMwlpTu7My8XpSuLO3VhM7mDZSGLx9jc/0hrwOWvCrN/wqIH4Y3fx4Z1TxTMhPn0pvyYmcdRxP77ellfos1Fab2ukwns4v3W5q66e/0/960kyZwqervbv3zrWtOBwIf16/qOPbPtOOhuD3jbrY1KaC32deb8fuzdfa8+/Wpfbk3o/GFPJejS8nH/u4dxfw9GdsG1DMFuZO9Xmbt8Du8SQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYaqak4T8/2ZndPNlmvOpHv29ry2cnLph2Cm7zmXXx3qdN7cxSGxB7NaS3UjD045WJ19O7028Mfie9AejdCHz2XlP4mtn8unbOA0fvtcf86EFbO/+9iQumjOLdtvTaVjs5pMYOi/WwqZ1Kgcupcdy9u3eSGkCkeaC3NlXv3SW4NxSa7mFu4Ov9Zf1dnazjX/58v041x7xbHzW123U+Xu9Kvd3Ufr3YjueFv2y/fNx5/Hp7wRTcvhVqq/HlTBzbuwt4aujS/v3MtuP3PIxx9p4nGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFAzJY4/qp37Vb8djrkSdvz+sxTwroq7e9cf29KJO23t1FIblko7/ebA59P8ek6E0OZcG/Om3b1nsV87AO/VDqK9wfhZCLLttl/Xznf2hXBMagpxPjSFqKo8D4Q548zd9r/t8XPthJOaPSyEnYhrZeL19DZ7mGt4pvfp1Hs33ah3l2Djgd3zH+qXtVQLX/78eNv//4XVMNBuhl3Aq6rOhM/w46GRQ7hNrf2w3WH7UQppr4YbX48vp+q1UEvnx+B3+OISpbE8NbmkujHOweVJBgAAMJRFBgAAMJRFBgAAMJRFBgAAMJRFBgAAMNRc/VGuhFrqb3JxorvUxduh2Fk7/+atprYYulDEzhQnQgusqqoToYXMXF1lUteH1Elili5Lve2uXtaOE+nv8mX9u9gdZ2pnd6mb4Zi3Q+3ziXlg+W4o3mtLR8JxK+dWm1rqJHW8JsZ80jvmu+eB3vE9dVzbSQ8Ogr/69J9q+cHznx8stcfcXjrX1D6pN+P1zocP+81abGoP63hT2zh/qqn99r0/bW9yNdz4Unw5uevU6VBbT50ke2uhA6a5gBeEJxkAAMBQFhkAAMBQFhkAAMBQFhkAAMBQMwW/P62dmch08nKoTcZuPw+1lM/szGymcOdCjKLPoDfwmWqPU3hrlr/ydH5v8CudO8/fxdTrnvPvd0/0Bm97g/ovd5D8t1U7ophtrDOHwX809RZKwe/0tgq1rfC+PFNrTS01hZj04JsPmXo9We/76qDx3ucb/K+q2pa3PhEmg9fP3mlqF95pa1VVH539k6a2EcLS6XP9s1ppatcufbepPXg7vMgU8J6qp9p6Giu9we9554Le8w/DZzUvGk8yAACAoSwyAACAoSwyAACAoSwyAACAoWYKfj+unbG/FAFMseQbE9d7YyEUw06/YcPPGPg8Gnb6TbVjJ3II9NHRsNXvXMHveJvOk+fVG9CcN9w51x/8gJnn72IqfPfiBWXP1M4GEOm/dvpT30lju6pOpR2207HhrbZV7SRyu843tc2wQ/Dk27R3x+90XHTQQt7zjNmX531Oh1/Uzs/nsON3nW1Lxyaaufzg/Y+b2ua5duyu15mmdrM+amqfnG13Fv/NayH4PbXjd9rdu3vcJ2nszTI/jG7oorkDu8uTDAAAYCiLDAAAYCiLDAAAYCiLDAAAYKiZEscnamfmqXc/y1SrqgqZ7BwcCyHQeXbyXjiaz33Um4fs/lvrPXA3gtL7uQvoix4GT16esNyJ2jmm03/ttAv4G5dnuEkIi6YbLcRJpNPU8Ew7fvfuAh7N2zygV/oDvTzvS/bB/6qdb7vQpKV+FGoTHwdHwjh75/+80tQ+WnivqV0ILWYu1s2m9ptL4SYnJtLcKfi9EmrxI2/ym0+H3WgGk5gf2F2eZAAAAENZZAAAAENZZAAAAENZZAAAAEPNvOP346/83HPBdv/df5dCYp3HPew8+XHYEfjhg4lze8OdwzPM84a8DsMuoPsZgmekrw6TFPKOEebe8V4Vd9V9EG6UdvdOYfA4X0yN994dfed6q6bxNDXGem+UjtvPHX3tJvzC+2PVjo/Y1LglvS3v9t9i+Xvte+bNNz9pateq7SxxMYTBv/N6Gwb/9I238s1fC7XeXcDXU/A7jYm9Cnknxii7y5MMAABgKIsMAABgKIsMAABgKIsMAABgqJkSR2dqZ77pYjjmjXReCoNV5ZDYcqiF5PhWCHSv1ZmJG+305MHxruOqKodD5wp8jg5pz+ug7c590F5Pr6ndml+8EN2bVXVq289pQ98P0u7eU8Hvd0Ltu21pbalNXG5WO5ZXw5a8ab6o9YnXcz3Uhs8DydR7ZT+Dob3m3a2cw+iffrszB52aQLxxYYYLpmN/35beffPDpvb39edN7XStNbVTtdFecGqI9Ya8u4do74GzjKd0zRfvc4fDyZMMAABgKIsMAABgKIsMAABgKIsMAABgqJkShd+vnVntFE1Kwa9TqViVQ16dgdEU8t7YEUd95n6o1eOJP/Y8O37HEOi8ydD0Nzw6ON577n4Gmw9rGPzF9JdVO0Zf9+7eP5m4YBrzoavEwxDyvh225E3B7zQ3dI/3KfH8p6GWxsgswc7e9/o842Svxpgdhl8kv66dTSDSHtf32w226/1rExe8E2r/1JbO/LgdfO+e/aip/ao+aGrHa7O94MrE60nDIgW/U0B8dZ5mCLM0gTB+OLg8yQAAAIayyAAAAIayyAAAAIayyAAAAIayyAAAAIaaqbvU5drZRGE5HHPx7MSJyVKonW9Ln19suzSkbjGp41Sq1YMj+fWkbjGpwUrvcbHrw/187yidP7qTxIvWuemg/XlevG46r3+vanlhWyH99b4TaqmbXFWeH8I88uv6QVPbCP1s0tywurnSXnCqu9R6qKVju7tTpb+gWeaBee6zF+fOq7cLz+EeNy+iz2rnMEiNJOOn2B/z9Y7dCMXw1jx2r61tnV1oaifDODuVxt7UN6HUSap7qKSLpv5bydSYSPPGYf685kXnSQYAADCURQYAADCURQYAADCURQYAADDUTMHvH7xatbwtM30kBbcvhtqPJi74k1ALybFbC20a/HZIiK/WSlOLwe8U7KzKQc50bHfOKh0401/5HHrvM2+Ycr+CzXv19zivFzCs+kF9c1Y3NHCo9yeO/XFbuv7DNvn9sI43tT+G1Pi1+m5Tu3s1TEzXJ15PGvOrE8c2UjBzr94D8zQ9OGgNE17AcfMCWqud/6U+D8ekqPPFic/g81uhGELetZnus9HUFuZ9D6fTT4da/DhKJ6dab+ODKenmxg8HgycZAADAUBYZAADAUBYZAADAUBYZAADAUDOlZ498UHVk+xlpy+8Uinpr4oJhp9+n32trt+u1pnYjJMzT7r9rWyH4fWvi9Qzf6TeZNxiaQmJ2/Dy4Xrwdv+svaudOuKkBRJpZJoLfj0I9NXb4x9Ap4lqYRGKzh9UjoZZfT6ynIRbDq71hz/QemHccj97xez/D4POGYQ/5GDskHlTV020/p5B32gX8fgp4V+WQdxLehkervejDWmxqp0JAfPKbUO8QiMNinkD2LO9fn/8cXJ5kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ822bfL3q8KmuzulHb/Djr5VFXcC//257zS1T+rNpnazLjS1tPvvnavtcZM7fqdAeAp5x5zV01CbN3yYzu+95n6GwV7AsDPPfbd2JjzbbGVs6jDVAOLm2TYa+ov6i6aWGkCs1kpT++RuO1/EMHeqVeUxn+aGOMR6x+y84zNd80Xa8ZvD4Hu1cypIbU2S11MavCqnxNP8EjyuhaZ2PGwNvlGn0snZiVDr/k6Q+Gzk5eJJBgAAMJRFBgAAMJRFBgAAMJRFBgAAMNRswe8PamfK62w4JoW0Jnb6vfPDNlX1Ub3X1D6sd5taCoPfCsHQWg1Bq+v59cy343dKfqUYXPd2oXAw/ZeqOv38x0eht8L90+24u7GQukLkXbtToPujMA/8rt5uag/WQ7Czt6nDs5t3Ss0ePg+13jjsVAA01VOANN1nnlDpYQiDC83up89q57vu7XDM67NcMAWtw/eMNOes15mmluaRaJa5oPsjvHc8zjKmDtr4g6/nSQYAADCURQYAADCURQYAADCURQYAADDUbMHv/1hVS9t+bjfYrDrflu5dzmuZX9UHTS0FulPtRtha/PZmuHkKea/Gl5OD3721ucOd8xB+fO6gBeNevP82v3/3fJ1Zfj6mF+thc8yVEAG9lSaHqrpS7zS1NDd8FkKcNzdDmPyfQnr0arjxVAOIFAKNY7632UOy0XnclN731Yu+w3D681W9WH/Gg+s/1M6vBCnk/XbYxfvIWxMXTDt+h5D36tnTTW0tBL8fhk40MQw+FfzubfzS/bGTDpztaxgcJp5kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ82UOHrwo6rjy89/3lhqA5YpVHUzhLSrqv6tftDU0g6+6fwbIQ1298ql9iZpp99ZdvyOgc8kBQ17d/yeCinu1+7gh2Gn38PixQvefljv19K298hmHW+OSWN2o8JO3FX19/XnTS3NAx/Ve03t7odhzKcxm8b81DywGmpxHki7eye988DUGJtn7PW+13oDqVMfGeaHl9F/ebVq+cjzn48shYPSLt5tr4dnfhRql9vSzfD5n5rBpO8Jq5sr7QWnPudXQ603DF5rodb7PQFeDJ5kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ83UXeqXSz+upaWFL39O3WLW6kxTu13n4/U+qTeb2pXQduLDerc99257buwWcyXUpjpJpE5Uq+nA3g4R6bjd6CzU29llnk4zfDuHu5NU8ov6izpRi197TG/3l6o8P6R54JMbYcxfCRe82lmbZR6I0phPHWVGj8/d0PtRcNDmhhdvfB0mR75fdWT7Wye9PdLH/59PXDB0kvr8J22Hvlv1WlNLnaTS95GtxwtNbXLMr4Zad3eppHf8TB3n/c7h4kkGAAAwlEUGAAAwlEUGAAAwlEUGAAAw1EzB73+on9TJOr7t5K3mmBTuTAHxqhz8zrW3mtqDK+faC6ZwZwqDp+OqcsgrhkNT+OrzUEvhrVSbCnPtVXAc+v2q/rSO1ckvfz5VG80xaRxPzQMpsHnzXlt7cnWpPTkFNj8Mtd4weNXEmG//jHnM947ZgzaOD1qgu1cbCn7moP39vqD+rGrbV4L8Nmo/vqeD3z9pSzcW2u8UV+rtpnY7hMH/GJLk6x9+p73J6sTrSYHu7sYQac7YzwYxsPc8yQAAAIayyAAAAIayyAAAAIayyAAAAIaaKfj96/phHa8T205ug9+f1UpTS+GrqqrVcOyHW+81tTsfvt6enMKdqZZCWlM7/a5O1BtpV99k3h225wlj7tXu3gJqz7w8fw+/qfdqoZ6HsHvngZubecfvu7faY+vKibb2T+HkeXb3ntqlNw6JFNhMtd7GDr1NIWY5f6/G/H55ecbYofEXVdt6QFQthmPSjt/v58tdf/NsU/t1fb+ppeB3qt3YCnNOagaTalP1OG+k92ZvyHs3PoN7r2lMsbs8yQAAAIayyAAAAIayyAAAAIbqymRsbT37neu1q6u1uPz8d6UX6klz7L162tQe7Nit57mH4fcBn2yFDbeut9es2+GCd0Mt7YfzML6cCn+cCZ+G2mehthpq90JtKuORfvmz93e5e38n80XLZLT5gL1xWH/Pvdfz9+Lm1Zt1dPn5OH0SBs6j2mxqTx5ODLA7YUzcDL/cnYZY2g+vd8zP9FZJN78Raml8p3PnDYnMk8nYrzEyrxd9jB0Gz96jDx8+G1BX71Qtb89kpI/6NOxP56t/eqw9+FYYF3fDwL8fvhQ82fpjuEn4PpHmkao8JOPwSe/NFOhI3x1WQ20qOJpeUMp+9I5xY4pv49n78Iu1wdc58vTp0zDidvr5z39eP/3pT+d/XQDAofa3f/u39Td/8zf7/TKAffSzn/2s/uqv/uprj+l6kvHee190fPq/VW4fcZBZqcP8Nqvqv1dV1f/zk7drafn5b1puhWlkqxaa2u/rrXjlm3WhqX1YbZe5f64/bWr/Wj9sarf/7s32Jj8PN/7f8eVU/Uuo/SrUttI/f/4+1G6GWnq6MfUkI/1LZTp23i5W8E2ezQN//dd/XVVVn/xfq5a3P70Iv4gQn268O3H5dojX777fzg8/q//S1P6u/lNT+//Vf25q//D7v2xv8v85ll/P/zvUfhlqcX64E4ofh1pqgZnOreqfC3o735kL+DaezQPP1wbTuhYZCwtffGFYrKrQWvJAO2i/zgOH29LyK3V6+fkiIi0oUu1U5Q/yk+FbyPEwzxwN32BeqTPpBba1NG3l3+Ks8NKrjkwc20i/B5J+har9dbIZbjIhvfB5fq0KsmPHno3l5eNVy9v/3TH9G2SqnZq4cBg+Z5bb6OjJMJekOWMhrXrOhPnh5MQiI80R3fNDGmdpfki/35kWCbNIv6BiLmCs52uDaYLfAADAUDNtxgewWI9qcVuwMP2b/MP4dGKq40IrbfCXbG2Ff0mZ97cC0rFppnw8evqc+ldF/9rIIZEe2oUHB7NY6J0L4q9thjGaxu3Ubyr2DvE4P3SeG008WZn7CQfsLU8yAACAoSwyAACAoSwyAACAoSwyAACAoQS/gZls1rE6Fvs4Pve4s61tVQ6Jb47ejyfNdLPMfjHEuVc95lMIVH97DoCF2tnSNbWKTrW0n8ZE/X7odzs1l3xrU3NBbxOJqeD4t6bZAy8GTzIAAIChLDIAAIChLDIAAIChLDIAAIChXoLgdwpNClXBt/WgTtXCtuBlCnmv15mmthZqU/UUBr9fJ9vjHrTHdQcz1+PLOcSEwdlj52pnsDu9BVPIO4XBq+ppOHYjBL/TnNFbq/UjoZZfz3xDajfGozHO4eJJBgAAMJRFBgAAMJRFBgAAMJRFBgAAMJRFBgAAMNRL0F0KGGmtTteTbVPHQm01x6SOMBuhO1RV7k61WitNbbMW29qDthY7SaXaVKOW7mNTl7pUm7cjjG54HFDfqdoxrNNb/VyoXc6XWzvbdoOcq/tcOG7uuSDVuqUbzTu+dZzi4PIkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGOolCH4LTcJId+tsParnAc0U3L4fgt+r9Wq83u16ramlsGeqPbq13F5wPdwk1aYCnN3BznkCl7sxL6XpXCiUXbRctWOoL4VjLoRaCoNX1Y2Fi00tNYH4LNTS/JCaRdRquHGaH6rmDH73NoaAF5cnGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFAvWPA7haraHUSFr+Dbu1tnd+ykm4LfvcHtqhzsTDuGr261x8UQ5mqozRLg7M5K9+7uvVfzzX7em5fSn1TV6W0/nwjHhN4Mn1443Rar6kZIid+Mtb6A+Kd/CKnzNO6ngt+pHueHp6E2z9jTsIEXgycZAADAUBYZAADAUBYZAADAUBYZAADAUC9Y8FvIG3bb1XqjFrftpHu0tppjUnD7dp2P10thz3Ts2moIjt8KF1wNtd5dwCfrvcHOvQp7mtfYfw/erToegt3brS6dbWpTc0EKdN8ItdREIu0CXqshiZ7mjLl3/L4famk871VzBsFxDgZPMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKFesOB3IgwOI63X6Xq0bWvfzW0h8C9shV3AU4CzquphOP/GVnvso1shYboaX2BfbaYdv1Owszfs2bszOBwuf1y6UOtLz/+tMo3lFNJOzR6qqq7V5a5j03Gr9Wp7wdVwk1SbpQlEPLZ33M87F/juwuHiSQYAADCURQYAADCURQYAADCURQYAADDUSxD8Bkb6tC7UsTr55c8p5D3Ljt8pxNm9u/du7Pg9146+du/l5fG7+l4tbfsacbweNses1emm9scw5quqPqk3m1raBXw17O796R9CmLx3d+/V+HL6N+2O4753zui93rzHCo2z9zzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhnpJg99pF/AqwSj4ZjfrO3U0BLu3ux/+96kdv1c3V5rao+thd+/ekHeqzbLjdzRPyHs3wp6w/+7W2Xq07fN0M+743Qa/U5i7Ku/uneaNuGP4rRNtbTXcJNWmmkCkY6N5Qt57JX3vMeewuzzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhrLIAAAAhnpJu0vpqADf1p06Xwu19OXPW7XQHLNZx5vaWp2J17t7/XxbXA0H9tZSp5iZuks9DbWNUEvdY3SS4uXxh3qjTmwb64/DXJDG/VR3qdVaCce2naRW77bHdXefm2UuiPU0P6TxPE9tNzpTmXPYe55kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ72kwe9jMxwrLAXbrdfpeqVOf/lzCn6vbq40tY31U/mCq2E8rqbjQi0FM1OtNwxeVfOFt3trcPj9sS7VYp348uc0F2xUO+5vV2j2UDkQ/lkIgz9YDU0kVsMFe2tTc0EMfu9nw4fdCITD7vEkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGrO4Hfv6Yc5rJRC4oKcvLzW6nS9sm0X34eb7e7emw/a2qMU1qzqD2rPE+ieaQq631lLdmNu2KsdgWE29+tUbW0Lfm/UyXjMV6Uwd1XeHfz+ZmgYcauzWUTv/DC143ccZmkumGeMGsu8uDzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpox+H109lNmvk0KQaXz9zMsNcuO4V8lNM7h9uDeyTqy8DzguflgsTnm0XobAK0HR/IF5wl5p+PS1NB73EzSBdLcsDbvjTqZW9hbd+tsHQth7+1SmHs91Kry7uBrqWFEGs/z1KbmAplsmIsnGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFAzpriP1Xyh55Feht3G4eDZuHeyjrzyPKC5cHSr78RZdtWdJ6g995CfJ0Cdzk1zVe8O4lV5zjWvsf826sSO4PfRaueCFOZ+XAsT12tD5E8eHG8PTG//eYbETOf27u6tEQN4kgEAAAxlkQEAAAxlkQEAAAxlkQEAAAw1Y/D7RNWOYFbvTtyHJQC1F2HKFOI8LH8/UHV8cbOOnNj88uetx2EeSLVZZptD29chje9ZQt5J7/xgbmFvHa0nO8Lem7XYHLMQBmkKiH9dvTHVROKr9mx+mPGrFLwkPMkAAACGssgAAACGssgAAACGssgAAACGmjGtdKYq7Mj5zWZJX82zm2Y6bpYwZG+QHV5eR48+qSPbdvlePPGwOWbtcbuj75MHS/mCJzpvnI5LtTSMZ5rp0pyRzJNOT+fOEtI2V7H/FmqrFraFtRdrszlmK+zufX8i4L0Q6q+E+eXJiTBGd2UuSHrnh97j4MXlSQYAADCURQYAADCURQYAADCURQYAADCURQYAADDUjH0WzlXVqW9xm6muKfN0kro/x7m7QWcXXg4nlu7XK0vPp46F8N7fOt12lFkPHaeqqupBaAvzWjjuVnoxc9SmZr/H6X+Yp1PMvJ2kZumQB3vnRG3U8Xr6tcekjlGbdTweezx0pzp+oq09OB061fV2kkq13g53kxfYi+PmZR5h73mSAQAADGWRAQAADGWRAQAADGWRAQAADDVj4ui7VXX6G47pDXNX5fB2b8j7ZOdxvbWq/DqFpWC783W7FrYFNI/Xw+aYU0vtGDt+oj2uqupOnW+L6yGJeSmcnMLgK6E2U/A7jfneMPg8AXE4XFbqbi1+w1xwO43vCQ9rsamtnT3T1K6fPpdeTF+ttzHEVP3BPOM+HZe+j+xVGBx2lycZAADAUBYZAADAUBYZAADAUBYZAADAUDOmiy5U1fYQVm8Aeuq4eYLaU+HteYzeMbx3F/Cp0JiAOQfPG/WHOlqnvvx5M4Q1F8POvQsLE+MhBLrvrL/eFlfDub07g6d+FVM9LGKw81So9W4n3Bv2nJoHeucR2Fvv1W/q5Lbdu1Nw+0ytNbVrdTleL+0EvhrS26uX2tqDq51h8DRnXI8vZyL4ncZ4akSzG40h0r19T+Dg8iQDAAAYyiIDAAAYyiIDAAAYyiIDAAAY6lsEv5e3/fy087ypkHZvoPvzUGvDZDlUlc6dCl/tRpj8q4Q4Odwu1h/r+Lag41aYRtZCqvp0HLNVtdCWNi61QcoHqyHY2bvj9yxhz3TNOFX2hj17w+DmBg6XN+oPdWrb+/t+aJCQGkMs1Fa83laYDNaq3fE77QL+8aUwP6QxvhJqU00gUn31SCimuWB0Y4gpvWFy8wt7z5MMAABgKIsMAABgKIsMAABgKIsMAABgqNmC32eranvm6XEIQKVs0YO0W25V3kU3hclTqCrV7kzcp1faObP3r2g3QlUp0GV3T/bXG/WHWgxhzu3WQ1jzRl3svsfW2XbcXXm7veeTW0vtySnsmcLcKQw+df6D5VBM801vsHMWdvnlYHq9rtbpbWHttON32rF7FmkX8Di/vHGhqXXvAp5qVXnH7zQcH6cxProxRNXeNKeBcTzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpot+H25du7OG0PeoTaViV5P54cw+YPz4cB5w5TzSOGrGTdP38FOnBwef1r/XKe2jb+N0MAhhT1XajVe73htNrW0i/jGxTZIef3t77UXTCHvFOae2uV3JZ0/T7Az6d0NuGq+kLfmEeye9+/9tpa3fSfYWGqT0mnH7pO1Ea+3ED4LN8I4S/PLjbNtY4m4C/ilcOP2ctP1FAZfHx3ynpoL0n3WJo7tYX5gd3mSAQAADGWRAQAADGWRAQAADGWRAQAADDVbWvl79c25xhT8TrWqijnQ7lragXee8HVVDjz1hqB6w9tCVRxu79TvvrLLb7sj761qmzWs1qvd9+jdOXj1jbb24Epn2PPqxM2nAuGNFMLsDYCm2iy7+fYGzDWVYPec+HXViW3j5cSJ9sP+3IW2tnjhYfc97ofGEjerDXlfrmtN7dobl5vaow/Dd4fXJm6+EmppflifpzHEvE1s0vce3zM4GDzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpotKf1B1Y48Zu/u3mkH3qoctloNtRTQTK/8VhsQqxBAnQ5DpnpvLYW8UvhqlpCX0CYHzw/v/duOXX4fnmjf058trDS1FNasqtraFiL/QtolOAa/z7a1j98Owe80h7SnTtdj2DON+d6dvHt3/q3qn4N62eWXQX5TOz/62qFcdbYtXXr/brzc1vtXmloa92/WJ03tRl1oahfP32hqVy+F4Hd7i2fSuO9uDNEbBu89tyqP+9QwQmMIDgZPMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKFm6y71flVtb+DU25hgqrtUqqfaiVDrfeW3QieJyU4qqZ46N6TjejtJzdvNQWcY9teJX1ed2NZh5cSJ9v23fPbTpnbqzTSWqjbreFNLHac2qu0edzt0j/t45e32JpfCJJK621Xl7jFpDordpXpr+e9ib5gvGOSfa2fHyfS5HLpLTX1+v37iTlNbe/OjpnY7DN4P692mthLaVV5dCTeemgvSsb3zw4O2Q17V7VDr7T43ZfT3DN8xGMeTDAAAYCiLDAAAYCiLDAAAYCiLDAAAYKjZgt//sXaGno4+bY+5daStrU9c73qoXZ3pFX2zB6G23oZFn0lhzN7gdzouBT5nCVDNGxKHXfDL2vnWXgrHhLDnd+7lieDhD680tdWQuHyzPmlq1+q77X1ev9nUPr3yVnvj9hbT9RT2THNdCKfnIGWqzTIdp2N75xbBTgb5Ze18Ky6GYy6GWtvX4Znwtl55czVc8kZTS/PDR/VeUzvxRhsuf3D6XH49K6GWQt4x+N077ntrs5hnfoBxPMkAAACGssgAAACGssgAAACGssgAAACGmin4/f33/74Wlp8nINMOvGtvt7tcrq2mnS+rHl0Nu3H3hqpSLeWkU/B7Klz+IIW/Pg+1eXb1nWV3zvSfRxicffbLqh2bdKfg94X+y72+1AYxV9+80tTSLr+vhR10Uyj005UZgt8p5J1q0by79/ZeM4U4e8Oi5hAG+ah2/lNlCn5vhlo6rio2jLj0zt2m9t13rjW13rngzNm2AcWDlYngd+9ckL6PdDd36P3uMHX+XswPmkXw7XiSAQAADGWRAQAADGWRAQAADGWRAQAADDVTIvGd+l0dizvaPrex0IaYbp5PW35W3Trf7rx9feXN9sDTnYGluLt3Z62q6nr6s6XdwVMwai3UekNaU/8Z7ODLAfTr2vmWTaHHyzNcLwTH375wpaldW2wveqHa3b1XarWpHbvUNnB4dCk0nnh2gVZvAHQ9hTh7A6BT89xUCHQkcwizu/NJ1aO08f0259u+DtMfealhxG/a0sV32nF/PgS/T4fP5TOh9mnbU+KZNLelcd/9Terrvz998wXTON2L+QG+HU8yAACAoSwyAACAoSwyAACAoSwyAACAoWYKfv+3+h91YttWv2vV7uT9MGzleaXejte7FULVp/6kDTH99ui74eyQyOoNeU8Fv2+F2uO0W/k8u4Cn0PhUcMsOvhxAX93lN4Uj781wvbDL79LlJ03t8vvtLr9pR98U/F4539Y+PTER/O4NecfZszfkPQthTw6mXz/Z2bchfmK1eew63w7lZz4Jtffb0sq9dhfwlaXPmtqrYS44VRvtBeOO3dU/7tNx3dL3hPQdYxbpv8To7wlT3080jOA5TzIAAIChLDIAAIChLDIAAIChLDIAAIChZkokvl8f1qltp2zVQnNMCoOncGZV1e9CIHyxHja1rdfb+3y8/sP2gqvhJr21qhz8vpp26OwNec+7069ANwfPzT/sjB2fbHs91PKDcGI7jJ95M9RCAHTl/dWmlnb5PR8Gctzld2Xi9aQQaBq2MSzaO757mzrsJ7uA8/Wu1c49rM+FY65stbXl3+XrHftRKIYmEifa3HedWmqbIZwMDRKO12Z78tQ3od65oLf2eN4mEL3zy35+dzBv8JwnGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFAzpZD+a/1/a7mOfPlz2t07Bb8/icnOqpNh582j1abENqoNX6++vdLU7q5eam9yPdw41aqqXus89nHaKfhOqPWGO6f+M6S6ABX766PauctvylG+HYLbb4Sdvasq7/IbdgQ+f68dY2mX31Mh7LmYXuQsu/z2BkC3zY9frzcpOmW/wp52+eW5P9bOoZE+Bd8LtfupMURVHVsPxRD8TsM57uQdnKlwk9MTL+hoGPi9u4BH8zaDmcc8ofN55xZh8JeVJxkAAMBQFhkAAMBQFhkAAMBQFhkAAMBQFhkAAMBQM7UbOPe/Nmt5R1uZtiPDpXfuNrXzl2/F6x0PLSJSd6nHtdDUVhdXmto/XDrf3uRS6GoQmlBVVdWVUEudJFZPhuI8tbYbzvx0c2B3/Lp2vosvhmPOhdqj1EWqqo69H4q329KJ0GVmcelhUztTa121ye5SvY2fumfPebq67Ib0evaiMxUvmrWq2j4C0ydM+nS7H7pDVVUt3wzFdGyYCxbCd4fUcWorfJ+Y1Dt0e+eHx/POBb3dqQ6D3g5avrccZp5kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ82WGPrH2pn4TGeHwOa577cB8aqqD374q6b2sBab2o0QLX27ftfUVv9kpal9fOWH7Y1fiy8n12PwOwWWUqC79693KgC1G4FwmM9XR/ONcEwaDRfX8/XOhxBnzCG3PSVq5cJqU0thz+PVBsTr9ESg8EQYj3MFv3sDjnC4pXGfTEZ5UzOGNBeEWgp+p+YyaX545Wh7blXVk+5Ad+dx3eYNc6fz5wlQ72eziN4mNlPzrOD4fvIkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGq2dNEvqur4N5ydtvpNu3hW1bnHbSD8gx+3YfAbdaGpXavLTe1KvdPUPk67e6cw91R9JdSuppNT6Ki3NiUd2xu2soMvu+Ozqh3tGZbDMTGrmbOVcffe+jzUws6/vSHvFAA9djo3Vnh0tHOMDh9iuxEQ7w1NHpb7cJC8Wjuz2in4nWrnliYu2DumwvmLYYzfr1NNbSPUFqaC36k4/CP4oDWGOAxjed7vUQftz/Pi8iQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYarbg9y+rauEbjknB76nA5/m2dOlCu63vexc+amr/Vj9oahfD3sOn3/i0qa1f+k5+PSuhlv6G0q6kD3p3/E4hpHl394SDpY1jf03ULgW/kxCk3NwRQX9m6xsnqX9/PesT+xOnwGYa88OH7W6EEfcz4Dg60CqsedCcqJ3B7jSiUmOIU1PB77Ohlo4Nx30WPsAfzzsXtL1p+r3wH+tTf8DD0HSmd24y58zLkwwAAGAoiwwAAGAoiwwAAGAoiwwAAGComaJJN39ZtX2P3JNt5rKW2424c5irKge62s2968KFNtB9IYS8z9RaUzu91NbWT08Ev1O4M+0C3v23NhEmg0PsTH3zLr8p7DkpzQ+d2cG0y2+yNW8Kc64sY294cD93/E5/P/sZ4Eyv0c69B81btfNjPI3719OJ4XO+qvJcEL5TPA1v1/U609TSjt8P63h78uMZ5ofeYRFD43s1xtOLHL5VOXwjTzIAAIChLDIAAIChLDIAAIChLDIAAIChZkpD/lPtDHldDJnL9262tVO/mbhgConfbkuL9bCpXaz2RufDySkMfj2FuatyyDuFwVMt7hiaAlQv/DagvOBO17draXCyb/PdZ1IANIy7jRDsPB7C4PfnbcLQnYV8Gmp2l51d79/Z1HH+LvfCD6p2xK2XUzOYFPKeCn6/E2rn29Ktc+2H9Y262NS2wo7faWfwenAkv571UJsnUx3fl71NDg6Lg9ZEopc5Yzd4kgEAAAxlkQEAAAxlkQEAAAxlkQEAAAw1Uwr509qZg7oTjjlzr629c3figukCoXbxTnuBU+c2mloKfKbgdwxuV80X/I5/lb1/vYc55MXL5kLVjrh1isu1Ecyq86lYVRXCorF2ri3dDqnQ1Xq1qW2mCz6YGHdpp94UAI07+qYAafobmis9OuGwBi7nIay5ny6/WrW87S1/ZCkc9FaovT91wVAL24jfDMnxtJP3rXqtqa2FncFrdeL1zDUXJPc7j5t6X6c5q/ea80j3nWXsHYa5aZ7vYeahKZ5kAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ1lkAAAAQ83UXepa7WysFJo+1Mehdv5mvt5y6joVakfC+afPtV2jToUuC0drK5ycX08009/QV83bNWqum8OueLWqtjeRSe/y91KXmTRhVFW9E2qhy8yj0CDqcS00tbUwwFPnmdgl5tlFW6l7TGyO8rT3wEPgResIkzrAzNs15+V25I2qI9uHYOgAF7tLTXWaC12nHoVa6hp1I1x0tVaa2sOtMJFMzQW9naS6m8XN+51gv96bu3Hf3u83B23OMT/MwpMMAABgKIsMAABgKIsMAABgKIsMAABgqJmSxQ9qZ6yxNzL3aCq3k+r3Qi3ktLbmCUUfTeHMqjp65Ntfc65wkiARh8efHq9a/oahcioFv0OYe7J+oS1dO/udprZWZ5ra/TrV1DbTJDIV9lwNtTTdpABonAfirDhx86T32IMWkDxo5g3d0vhJ1Y6eCmfDMSkMHsLcVRWbQHxy9lJTu1bfDbV2IrkZJpI718+3N5llLkjiXJC0zWmy/RzLabLzHeU5zSJm4UkGAAAwlEUGAAAwlEUGAAAwlEUGAAAw1Ezp6RO1c8fvlOdKsaaTJ0KxKoe8U2A0WAjBqFO10dTSjsD1eCK1OlfWap7duacCie2u5vMRWGJ+y8tVy9v/eaI35D0V9gw5zLQj8HoIeada2vn35r2QJJ8a7ynEmYKh8fw0A6Zab0AcDrA/q51fCtJYTl8UJppA3Hm//bJwJaTBUy3t7p12Bq+r4QvJrfx64rhfDbW5vjvMOxeMnjfS69mr7w6aV7xoPMkAAACGssgAAACGssgAAACGssgAAACGmimtfKx2xn/SySnjFXf/rcq7g6ZauFHa1Tft/hvNki1Kxw7PJk0FqOYJk8Mu+bPa+dbsDX6/NXG9FAgPE0kKdP++3mxqKQD6+HFoAHF94vWk4HdvGLx7R995pTkjzReClF9P2H4u/7mqTm/7Ob0Fw2f6nXdyN5h/qx80tSv1dlO7HRLmn4S5IDZ8SON2KvjdO+7jXJDeW721qWYwvfPLXryvp17jPPfu/c5jXjssPMkAAACGssgAAACGssgAAACGssgAAACGmilZ/L2qHXHrsClvvZ5OTGHuqgqbdsbA570L7VoohTs363hTi2Hw1YnXk0JeKV+UjosH9u70O2V0uEnIkQG+X1WL235Os0ga220u85kQ/P7fF37U1HIAtN3RN435B1fDxDIV9lwNtaljG2mMpXlgI9SmxnvvPCAMObu92sn4xfTo3apHy89/vn+6/fu8sdB+U0if31VVvw7B79+FcZ+Ou1FtyHv9etjxO43l1fhycj2FvON3gjTu03trlh2/9+K9edAaSJjXDjNPMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKFmCn7/ZdWOSGWKIL2RdvpNIdCqHAg/3ZZuLba7e6Zw52q92tTSzuCTOaIU6OrOHO3VTr+wzz6oqpPbfk7jOO0C3ma5q6rq03faQX+tvtvU0o6+6bgUAI1hz6kdv9OxMdj5NNQOWmj4oL2eg6Z3t2V/j8nfn/1xLS0vfPlz+lzeCJ/Bacfuqqpr1X6BiDt5hzH+yd3QWeL6kbZ2Ndx4Nb6c/uB3t97vCYLWzx20IDqz8CQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYaqbg93derVrelqM6krJbaVfftyYumALhP2xLvbv6pjDZ6r2V9oJTu/emcGcKeXUHv1JYsHfHTzig/qpig4Ydwgbbn17OJ6WdvP8t7OibAqB/DEHR6x+HSSiFPWOYu/L8EMf8WqilYGeqzbLL7355Weelg/bf4eD61/phndwWlE8h74d1vKl9NrHjdxrj/1IfNLXfhS8PD66GSefDcJPU8GHqO0H37t6pCcTnoZbG1CxNY9L5L+s45TDwJAMAABjKIgMAABjKIgMAABjKIgMAABjKIgMAABhqpu5SR35SdWT7GRfDQRdC7f2JC/6oLX1+8VhTSx0nroWuMqm71PrV77Q3WZ14Pb2dpGIzh95OErPo7XKiuwR7584Hi/V4W5u5h7XYHJO6v6VxPFVP47v3uLraziGxu1TqMlM1Q0e5ND73qpPUYehOdRiE94q/x27/XB/UYp348ufNMBds1UJTuxG/KFTdDF8qfh/G/acfhbnkSrhgGuOzdJeaq9Ncb3fJVNuYeEGj35vzfHfYq3Fy0L7fmB9m4UkGAAAwlEUGAAAwlEUGAAAwlEUGAAAw1EzB7/qvVTtyXUvhmJDDjLWqevTjtvbhwntN7Uq93dRSCPRWvdZeMAW3pkJeKRD2YOLYRm8INNVmCRIJHbG/fl0/rKVtYc71EPJOAdCp4PdH9W64xw+6zr/68dvtBa+Em6Sw5mp8OdP1xp1QSwHQFOKcJcy4X2M+fTwctBDmvNLfrTB4r9/U+3WsTn3588a2//8L9+tkU0vHVVXdCMHvTz/+bnvglSNtrbe5Q/r8X40vZ4bP/97P+jR+dmNM9TaGmGeMp3EydZ959H5NfdHmpheDJxkAAMBQFhkAAMBQFhkAAMBQFhkAAMBQswW//7JqR14rnX2uLd37SV7LfLjYBj5/VR+0x4VgaAqBXrnxdnuTWXb3TCGv1XRgb8hbWJAXzz/XB3Wyjn/5c9rdeytMDtcqBDir6kq909TSjsAf3m6bQtS/hvBhGvNXQi0FRasmxvznoda7e2+vqeDifgUaX7QgZe9/G/N2r1/Vn9YrdXrm867dyN1gntwK3WTSeP6ws5bG+GqoTX0nSMfGRg7pPdMbvp7Xbsw5u33fWeznPGQumJcnGQAAwFAWGQAAwFAWGQAAwFBdmYytra2qqrp6q2p5eyZjIRwcfoVt49yTeN0bx9uD74Tfd1wPvxj5oD5tak8+/UN7k9th05+0X9azi7a20oHpdwTTL462rzH/kmfaKWzqBaXsR3yRwYv2O9bsnefvxc+u3qsHy8/H7nq1G2M9CZPDetiUq6rqft1uag/D+U8+C+P705CVWA03uRdqD+PLqYrTVZo0esd8Gt+pNrXzV++OYKN/f7h3XjkszH/ze/ZefPjw2eB5dPV6LSzPnsl48unT/D98Fj6v05D6LNR698HcDLWZ3hrpM3i1s5ZeZJqc0j2q8lyQar2b/h2GTMZ+zkPmjOzZe+6LtcHXOfL06dOJ0f7cz3/+8/rpT386/+sCAA61v/3bv62/+Zu/2e+XAeyjn/3sZ/VXf/VXX3tM15OM9977oqvLr6p2dJLpXeVNrcrTSjitjNL5vf/Kn45LnWKmju3tGjHPvxJM/YtA7/lW2+y2zar67//+///vqtBR6pulf1asymO+t4PbPPPA1LjrveZezQPJPGPefMG39Wwe+Ou//uuqqvrw11Vntk0FW0fbp5rJbxfbjnJVVddDB7p/rD9rar+pttPcL+s/NLV/+v2ftzf5eehI9/P4cqp+EWr/Emp309j9fahdC7U7oTb12w3zzIHGPaM8mweerw2mdS0yFha++NWFM1W1vO1/6f1QnLpN7xf49HtZqZYiJqk2NdjSBJlee29rut5Bnf4ss5yvzRp76Ux9u0XGLO/z9J4ePQ9MjZu+L0p7Nw/03ruX+YL5HDv27Iv6mTNVy9u+EvQuMk4v5vf6Uvi8PVGLTe14+NXLhQrtb88st7VTYZHR3uKZ9PEf/4hpTKVfIwuvsf/3tGeQfkHFuGes52uDaYLfAADAUBYZAADAULPt+N0lPIqcfLT/Mj6+exn/zLx80vs8zQ1VL/6O1r2/cgmHy+Lms//7wkZ4q28uHm9qRyd+Hehx+JXBxdAO6n6FLlS9epu1zWQXvkpFvj9wuHiSAQAADGWRAQAADGWRAQAADGWRAQAADDVjWulxfXPwaD+DSeneglJwMOzVZnO9Ztm/Zx77GfI2/7F7Nhef/d/XSSHtzYmNKdKxG6G2EILjD6sNmNfjMMbTsJ+aCrqH7l6N8Vka6/Sca35gd3mSAQAADGWRAQAADGWRAQAADGWRAQAADPUtgt/bQ0a9O9nOEi560YNIwle8aPbq/ZvmlnkCl3bdhnmsLy3VkaUjX3tMCm5vhZ29q3IgPB27USebWtotvB6H15Z2/F6NL2cGe9V0Zp5r+p7B3vMkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGrG7lJHZz9liHk6Nxy0jgoH7fXArB7Vzvdxek+nLmpfdz12h2527J61Wqpv+rfK1AlqtVbisam+Vmea2v3QsSrVYiep9VBLx03V47E61UHiSQYAADCURQYAADCURQYAADCURQYAADDUjCnux7Uz4DRv+PowhKXSaxSc5GX21eD31DFfNct4n2eMzTuv7MW8tFdziLmK3XOrLtT9WvjaYzZCIHsq+J1C3unYdM21zfbcuhVukob31JBPIe94bO98N89xU4xxDi5PMgAAgKEsMgAAgKEsMgAAgKEsMgAAgKFmDH7vReCzN5U1S3rrqwSlYJx5x91ejNuXdczb8Zvds1an68m2rxELtdUck4Lbt+p8vN7tUO8Njq+thuD3arhJ2vE71apmCH7PE/KGF5cnGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFC7EPye9XrftrYbDkMg8jC8Rl5sW/XNAcZ5d6ydJwzee+/9HEuzBLLnCYuaL9g9n9aFWo/v5edSSPtGXYjHpkB4OjZd88n1pfaCKdC9Gmop4D11frd55jABcV4MnmQAAABDWWQAAABDWWQAAABDWWQAAABDzRj87tG78+XUsb16A5/z7Aw+i3muKeTFYfLVBhBfH/x8bt73+X6Ok1nmtR6znJumaXMG++/T+k6dqONf/vy4FppjHtZiU0vB7aqq+2F375t1sT3/Xjj/Vrhg7+7eUwHvOMyehtpGqM3TlGLqq5lGDhwunmQAAABDWWQAAABDWWQAAABDWWQAAABDzRj83q+dfufZOfMwmPrPINzJYXC/87hZGkDM09ih9x5T5plH9rOpxGGd/zis/liXarFOfPnzQm01x6SQ91Tw+5N6s6mlXcDXr7/WnrwaLpjC4Om4VKuaGHppvuv93jLvdx7fCThcPMkAAACGssgAAACGssgAAACGssgAAACGmjH4/dWdfnvtRuhy3rDpXui9tzAXh8njOtjv2f0cd/u5O3faeV0YnN1zu87V8Tr55c9b4f3/cNuO4F+4EXbxnqrfvBGOXT3S1npD3ml37wfx5UzsBJ7Gc/o+Ms/Ym+XcgzwX87LzJAMAABjKIgMAABjKIgMAABjKIgMAABjKIgMAABhqxu5SPWbpdNB7bOq0kDqp9HacmoXuLDC7l3Xc7Genl5f175z9cqO+W0fr1Jc/P66F5piHtdjU1upMvF6qP1ldag+8Hk5eDbXUHWqW7lLRPJ2keueH9P1mlvPhYPAkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGrO4PdUOOmrdiOQnaQ/jjAk7L00N8wyFgUc4aC7W2droZ4Hs1Pwe7VebWoP63i83u0b59tiCmqvhlqaMnqD36k2aaPz5vM0tpmaK3vnUN97OBg8yQAAAIayyAAAAIayyAAAAIayyAAAAIaaMfh9rHYGOnvDRb0B8alrpvN3IxgqbArf7Gh989Qx71iap4nDXs0XB828YXuYzUadrIVtO35vTgS6v2ptM+/4/eRBOH81HDhPoHumjHYaP7sR6IYXkycZAADAUBYZAADAUBYZAADAUBYZAADAUDMGvxdmP2Vmvams9Dp6A59Twa3eP5vwFi+zrzaA6DU1vu53nj9P4DKZej3GN/S4X6fqlW3B77ST98bWqaZ299ZKvuB6mFd6w9sPBh9XVXbYhvl4kgEAAAxlkQEAAAxlkQEAAAxlkQEAAAw1Y4p7uaq279SZ0lIpADVL4PNk5zV7r5cIfMK3d6Z2zgNp3Mwzjqvm26G7d16aej0v647hMJuHdbxe2Rb2flwLXee9cnQr1p/ME95OtV6GN+wKTzIAAIChLDIAAIChLDIAAIChLDIAAIChZgx+n6gc6NyuN3RZlQOWveHtz0OtN2wq8Anf3un6dg0gpuaOeeaBJN17lrGd6jNOlV33GU3jCvbWQm3VK/U8xJ2C31uP29qTB+3O4JPmGXrJLMO7e+j6ngCJJxkAAMBQFhkAAMBQFhkAAMBQFhkAAMBQM0aqTv37/81qKpCYgqBroZZeZm/IcZZAVgqbjk6dCWdy2H3beeDpRD2N+RTU7tU7xqaO6x3zwp683I7VZi18w1h9eHSxPe90buzwaD1cKw3HVDsxx3EzSRdN32VScxp4uXiSAQAADGWRAQAADGWRAQAADGWRAQAADGWRAQAADDVb66TFqjryDcekhiuPp7pPpNv3dmxJx6X7pOOmusrEF99Zm8fUfwbdaziAlmrnPND7Nn0wNXksh1pvS5l5OrjsRue5NLf0TrPzdp5L859uduyeo7VVC7X15c+narU5Zmthoa2dbmtVVXdPhy5Np8P7ureTVDJLx6nU7SpK4yydm2q50xa8CDzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpot+L1UO5cl6ewHnbWqiSBobwg0Ba1SLQTJJvWGNnv/2uYJscMBdbZ2zgO9vREmw5Xp/FOh2NvYIZklAJ2OnacpxLzh63kaZMDu+U59Wkdr48ufF8L7MtYWt5paVdXWa20gfH31O+2Bl8LJV0PttVC7HmqTH+m94e30PWNt6qJz6J0DNYHgYPAkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGq24PdKfXPgc5bdNNP5q+m43hBor6kAVAqdJ72Bz9n+evuuCfvsfFVtz2f2DoepBhCnQ+1WOj+N+XOhNm9QOoU452kKsVeBS8FO9tZ363od+4bmKqfCjtaL9TAfvNSWNi61n/9PVsOBKeS9GmornbWp8+OfN81NvZ//szS06P2e4bsDB4MnGQAAwFAWGQAAwFAWGQAAwFAWGQAAwFCzJZPP1s7AZwp0x917J66Xwp0robaarpnCUim43YbOpgPevTtn9gZDdyOIaSdP9tn5+uaZI80DU1bnOG59nnlgatyk8T3Pjt/zhjB7x7e5gb11qf5Yi9u+CGzW8eaY47XZ1NIu4FM2L7bXvL76vfRiWuk7Rmo0MdWcJtVjA4o0Ic4TBocXgycZAADAUBYZAADAUBYZAADAUBYZAADAULOlkN6qb95oO+3qOxUCnSc4Ho/r3bH79kS9NxyaarPs2tlzPTig3qrake/szTrPOw/0zlYxDJ52Bp/S+wfqnRt2Yxfw3l1+hcHZPe/Xb+rktslgo9rduVdDN5dbdT5eL+0OnsLkD99bbGp3rr/eXvB6uEnaGXwlvpyJ4PeZUEzNIubZGXxqstuNuQR2jycZAADAUBYZAADAUBYZAADAUBYZAADAULMHv7fnrVLOcJbgd6qnHTqTdFw8N4W0UsB7lmPnDW991Sw7Agt3ss++VzsDkfPOA91juVN8PW0gdXrcpTHfu6NvbwOIvdoFHHbPW/X7Wto2NrZqoTnms5CqPh/T11W/CuPszfqkqa0uvNrU7rx9ob3g9TAeUxh8Jb6cvDv46pFQTPNL8k2dc3aT7wnsPU8yAACAoSwyAACAoSwyAACAoSwyAACAoWYLfn+/dm5imcKdSQpaVVWthlp6RWnXzSSdez2FtFLAu6pqY4ZjvyoFqHYj8An77Pu1M+eY5oFUW524XgpXpjE/22y1U5qDHqQdeavyTr3LoZbGcppDeptCCGFyuLxTv60z2/6tciu8r9OO32dqba773qyL7X3eaO9z57WwC3h7WJ6Dpo5Nc8njNJ7Td4c7oZYC2VPNaXql1+O7B3vPkwwAAGAoiwwAAGAoiwwAAGAoiwwAAGCo2aKUH1TV0rafU44o7eq7MnG91c5jr37di9omhU1ToGt9anfOVE8BrNG7gE/9ZxAE5QD6yaOqM9vemw/Cez/NA6sT10tByjRue4dO7w7kaTfgqsoh7zTmU7AzHdfbAGIqmNkb2BT2ZG+9c/VmLW8fBovtMffOXmtq5xdvdd/jdp1vamkX8I2F9vP7zg/bc+tq6CqRNyDP81DcBTzNGSnknZpKpGYRU3NT73cP3x04GDzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpqpu9TyT27UkeXnnRDWVlN3ldaTqW5OV4+0tZVZXtFX9DZSSZ1vqqrqXKj1dn7orfV2h6jq/wPpIMPeefOt39Ury89brGzW8eaY+5vtmN+YmAceXQmdWVIHlyTNYKmTVKpNzQPrvd2lPg+13u4xs+idpns7ykzNN9/2ery0flW5KeM2SxeeNLXLP0ot5aoeLrXtqe6HG6yFzm436mJTO3biYVN79Mac3aXC6fN1l+wdj1PH+vzn4PIkAwAAGMoiAwAAGMoiAwAAGMoiAwAAGGqm4Pc7i7+thcWl5ydf3GqOSYGsjYs5GfbJ6Teb2pPTS+2BKdeUXnk6bjXULsWXU3U9hapSCHQt1FLgMwUnUy1dryr/IecJdwpyMr/36zd19BvSnmuL7TywurgSj72x0gY275x+/Vu9tqrqD3mn46aOjeO7NyCexmLvfDFldNjT3MC38KvaGYRuc9tVN9vSic18uXd//HFTu3b2cntcfdgeV+1xF8/faGpXV8K4XcmvJ9Z7m1LE+eFOqPWGxr+u/m35nsDu8iQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYaqYU0X+r/1GLebvLL90KW2ferAvx2DMX28DzldNvN7X19e+0J6fQ5mqovRFqU4HPW6H2OAU0U210IAsOpp/UP+6YBxaqbQCxGhKTU/PAysJqU/vdD9pk6PXH32tPTiHtVGtvkWtVOey52gbZ+3f8TrXegHiVHX05sH5dVce3/Zw+Bs+FWgqIV9Wx823t3bNtyDvNL+fDB/jlutbUrq68195k5Uh+QSnknWq9jWh2xTwNYmB3eZIBAAAMZZEBAAAMZZEBAAAMZZEBAAAMNVNa+T/V39WpbeHEm9Xu1Hs67F59qjbi9U6G+tbSQlP73Z+3tQcxTRakEGgKeFdVyKxXXU87G8+zk+csu3um8NZUOPSrhEXZHX/5lXkghTDXqg1Kr0wkrU/GEHTr4Q/btOidB2Fn8N6mEFPzQDp2NQVDU6B7njE/yy6/8zSaSHODnX/5Fn5ZVds/npfCMe1G3NPOhtO/+2lTu3L2dlO7GLYWT3PL6UvtwF9/LTSXqeoPfqfa6jxNY6Y+5/vmyny+7wTsPU8yAACAoSwyAACAoSwyAACAoSwyAACAoWZKD75dv6+lbSmvFLS6Xe2WnTfCcc+u14ZDj4bdg1MY7F/eDjvw3gphp7Tj9/X4cvrDoY/T7r+plkJaKQQ/y06/84S3hDuZ35/Wr+r0tn+f2AhhxhT8/qTejNc7E5pFJJsLx5va6hsrTe3J9ZA+TfPATMHvUFtPDSDSLuCpNkswszfsCXtr46Oqo9t6IhwL3yiO3Zvhgm+F80Nw/PKftzt5p92909xycqkdT+snJl5PCnSnY+fpw7Bnercl9z2BcTzJAAAAhrLIAAAAhrLIAAAAhrLIAAAAhpoprvTnd/+plp9uOzlktG+ca1PaH9a78Xq/rJ80tXfro6a2EMLgG3/S7sT98eoP25ukHb+vxpeTg6Ap5LXeu5Nn747AcHi8e/VaLac+B9vcu9D++8Wri6tz3fdhheD3xVeb2m/f+9P25DS2VyZu1Luj73oay+281D83TAW8e0Pio3f0FQDl6/16Y+fQSO+YH/2urR1bnLhg6hETaiuhE0MKefeGwT9N47uqP+Qdv0n1fv77TsCLy5MMAABgKIsMAABgKIsMAABgKIsMAABgqJmC38d+U3Vs+2a6C+0xl27ebWqn3v9lvN6phTbo+Frd7notKUx++71Pm9r69e+0J6fdf6tyIHwl1NaPhGIKb/X+9U4d15swE8ZkD/2iduabQ4hz6eyTpvan7/82X+9CW1qsh00t7SJ+oy42tdtvn29qd69cam8yyzwwFQxtpPF50IKdvTv/JlN/FnPQy+j3tXMqSG0PzrVfCeqNOxMXTFPEj9vSmXttR5eVpdWJi37l3BD8nvwITuO+O/idvif0njz1gtL4m2oYMZImEHw7nmQAAABDWWQAAABDWWQAAABDWWQAAABDWWQAAABDzdRdqv5nVZ34hrPfaUvLN3IXgvf+zw+b2sOF400tdZB5rz5qajeX2uPWL4XuUlOdYl4LtZVQux5qj5dDMbXQOBlqU90hertGpM4Pvd1iYEa/qJ0dpdI88GaobebLffDnbUuZjXNtn5or9XZTu1g3mtr5xbZD3d03Qnepf82vJ84Dac5ItfU0vlNtlm5083Sk2asOMLrPvIzWq2pr28/pE6v9lK86dy1f71ToRFXh2BPhuJNLG01tpVab2mKaiE60parq/4Y0df5waUz1dq8zHtl7nmQAAABDWWQAAABDWWQAAABDWWQAAABDzRb8/n/VzozRuXBMyjq/ny+3/HdtEOnt/3ylqV2ry+1x1R73SUibXrvUnvtkZSm/oPS3kQJdqbbeG8TsDWlNHdsbBk/3TmFwgU1m9PPa+fZK4yEFOFOtqo4strV3/482LhrHd5gb0nG/XXm3vcmlibRmKqeQd5wHUsg7jcXeMHhVHrfzNIUwvhljrXa+m9K7Mr0D1+7l651KzSHS2z+cv1gPm9pWLeQbfdVUcLu34cOe6W3ysheNX6bmK/MLz3mSAQAADGWRAQAADGWRAQAADGWRAQAADDVb8Pujqh05qrPhmBT8fjBxvRD4vPh+mw59+9yVpvar+qCpXQ5bg668ttrU7lyaCH737vgdA58pBDXLrr697O7NPvtV7fzniTQPTI35JJx/7p32Au9ebsPgaRfw89Xu+H3uUlu7s/J6fj1pHuhtAFFHQq3dvTybClL2xmn3KwA6Rej8RfdZ7fwY72170I7GZy6m4Hf6TtG5w/aZWmtqCzv2KP93pycmrMfhRnMNs95xO0uDGGOKg8uTDAAAYCiLDAAAYCiLDAAAYCiLDAAAYKiZUsg3f7szgnguBDaPpV19J3LWYbPeOvJ3be3N/8snTe183WpqJ0NA8sxCG/y6M7VjZ2+4M4bOekPeKeSV4nJV/bv6jiawybR/vbVz09tjN9tjQv+G6dkmBcd/15Zeu9zGRVPIe6VW29pCW5sMfqfxvRJq3bNnOrC3Not5xmjvXDWvvZpbzGF74Wh9c0Q5tT2YPCe95dL8EHb83qzj3/BKnonB7wehC82U4UM3nTzLe3WeZjC7Me57Q+vG48vAkwwAAGAoiwwAAGAoiwwAAGAoiwwAAGComeJKf6idgc/fhHDncqj92UJbq6qqt0LtQltaubve1N4824bBXwth8LTjZ00Fv3t3+t2zkNe8gTAY71rt7OUQd/kNYfB3fjNxwfcnbvIVZ7basXxx4UZ7XBjzp2qjveDUrsFpfkhDsfe4mKOcZUff3glnngDoQTNvcNs8uRdO1s5hdGbimK86N/Wd4FznjcP5R0OgeyPEzjfSK1o/ku/TfvWYc8fv3XhfHob3eu9r1LDhReNJBgAAMJRFBgAAMJRFBgAAMJRFBgAAMNRMEeZ/qJ0hruVwzMVQ+zzs3ltVtfzbUPxxWzoaNug8FXbDTjt5Hq/N9uTXJoJERzvDmCt9h+UQU2+tKu/4vV/hzqnXKJT1svltTe9R/4X0zn3jTj722O9DMQTHl2+077XTl9uQdwp+x3lgZeK9eyK811NIfCo4/q3NEgZ/kbysf+7D72jt/BKR/kvG4Hfaxbuq0mbcMQwezk8h7zTut2b52pPG+IPOWj3tv89cDsMO24fhNbIbPMkAAACGssgAAACGssgAAACGssgAAACGmmvv6j+EWspopTB4VVWlIGjY6fdIqJ061+7gm4Lfi/Vw6u6t3l19u31TPPbbSC/SzuDsnbXa+e5Kkb4U/P487Z5bVec/D8V76QJt6ejldsyn3b1nmgdS2LN3J+94XNwTvf/1zBWMnmdu6N6+fI/M8vdg/tsL71btiFund3raBfzIVPD7QqgttaUHobYaOrKsh7vHHb+n3tYp0N09BCZ2Ee+64H6Os/1kx+8XjScZAADAUBYZAADAUBYZAADAUBYZAADAUBYZAADAUDN1l/pjVS1u+zn1AUiNYiYthNrdUAuvMnWSOl6bTW2lVtuTH0x0Ken92+juKjPPTWbxsnaiYD88qKqn237uffcdm3rrh04xsbvUHI7P22VunlqU5qBZ5oZ55pHeDi6HYV7ReWY/vVk7GzBeDJ/p51N7ycsTF0xdp37UltaW2raPGzv6XD3zWeg4dT8cN1N3qd5afG+mvnvzvod7x67OTew9TzIAAIChLDIAAIChLDIAAIChLDIAAIChZkoPHq2d0aHek2+3eeyqqlpus9s5+LXYls7UWlM7GsLgqyH4VadjSquqTrSl3nBnDI5NBMy7j0v19s+dX9DoQNfU9YTJXjYnaudIOdl53v2peeB2KIYxnxpF5AYQbch7K518NE1AVfW4c9zONQ/MO0bmCWX33rv7D7iPpv5bmYP2wg9erVo+8vznI6mJQ/pMf3/igj8OtXDNK/V2U0uf9et1pqltbIXg962J13N9ov5VU18pGvOOn/S+7v2ekULnh0Hvn2+KuWA/eZIBAAAMZZEBAAAMZZEBAAAMZZEBAAAMNVPw+9XaGfJMgc/lUHvnwsQF047fE+HQr0ohr8fhgnGn3wcpVVo5vLUeat3ZrRS0miX4dZACSwKWPHOsdr4b0js6zQMXzk1c8HyopZkp9GVIge7b8YIzSH+g3lq0Gzv6Jr0NIF6kZg278bp7g6aH9e9snCOXqo5sH4Jp6L0ZamEX76qqeqstPQrfHzbreFNL4/5GtduN37keXmT6nJ/SfWzv7t5pItnPxhCHoeHDLF6k+e7w8SQDAAAYyiIDAAAYyiIDAAAYyiIDAAAYaubg9/a9MlO48+10YtoFdKr+TqiFV5mC31vhwPspnv74SFurytmmFAYfnoHaq5DXixboYj98p3Y2fUhZz5TrPDI126QdgUPY82mYL9bCjr5pF/CHISha6yFJXrUL80DvgbOMxfSXeVh39J3HLLsB986zQqHd/kvVjqGVhlRq/JJ29p6or51tL/pJSJOnkHf6nlCr4UVOhblXQy3NBXHH788nLvpVe9UYQgCavedJBgAAMJRFBgAAMJRFBgAAMJRFBgAAMNRMwe//VLUjZplihhfTZtopzF0Vd/esy23p88ttYOlWvdbU0o6f6bjJkNeB2+l3tN0IeQuTvWz+Q1Wd3vZzmgfOpKYO709cMB0bwuAbS+2/iaTgd29tcjj0Br+T3uNmksbY2m7cqMPUR8ZBayBhDtoTP6idYe/09gif6fW9fLnrl9uB/z/qvzW1f6sfNLUUBs/B73Djq/n11K1Qm2V38EZvc4ZZJqdexgR7z5MMAABgKIsMAABgKIsMAABgKIsMAABgqJmC3xdOVS1v2yz7fgg5LqdwZwp+VVX9eaida0vXFtoLpB18U7hzqxbaC04Ft1J9rk2yU9BqlvDVPDt571XIS5jsZXPhlaoz2+aB5dPtMcfaDGbe+beq6oehFuaRG4vtBVKwMzWAiMHvqXlgnpB3nC/SGElje2osjd7J+2UYsxpS7Im/qp2NG1ITh9AM5vPv5Z3aP6x3m1oKdF8LXypuhgnmxu12F/AY8r4SX06eI1IYvDZCLe34Pcu4Zwx/v/vJkwwAAGAoiwwAAGAoiwwAAGAoiwwAAGComYLfp35QdWpbjvrUcjgoBb9/MnHBEAR9GnYCvRWCnL1hsE9uhATqVOBztbMWg6G94c7ec2exn7vtCli+bM7916rlb5o5Usj7LyeOfastPQ3NIj4JB6Yxn8Lga5szBL+vh1o6Ns0DcSjOOz5nmqZ32UHb2XsW5qrR7vzlYj3e1g1mcfNhc8zq4kpTS5/fU/Xez/pUe3QlfElZDTeeelunkHf8/E/NGXpD3rOEwb1fOVw8yQAAAIayyAAAAIayyAAAAIayyAAAAIayyAAAAIaarW3J/1FVi9t+Th1XQqeYOjtxvdBt5h/Pte2pbtbFppY6Sdyvk03tyeOFphY7RlTlrhGroRY7UaTuEqkTRG8XCjigPqiq49t+3gzHvBNquaFMnAd+da5tM3cztKy6HTrPpW50a6uhu9TUPJCGY5rruoftvPPAPPNDOneeLktTHxmHYQ7TmWe0j+r9Wqrnn7Gbi4vNMQ93TBbPXKm34/VudH7Wf1TvtsfdCC3pPgw3SbWpuaB73M/z+b8b3SVfxvf6y/hnPvg8yQAAAIayyAAAAIayyAAAAIayyAAAAIaaLfj9/aod2eoT4ZilUPtxvtzHl7/T1P4YQl6/qg+aWgqO/T4lSz8ML3Iq5HU91HrD4HOFO6cCS6m+X+GmqfumECkvtK/OA23WM88N/yVf7tN3Tje1FPb8XRjzn4Qxf7tea2pProeJaWoeWA213jD4XGN2lnlgHr3XOwxhbvbTP9cHdXJbsHszTAartdLUUsOGqjzGP6r3mtq1zXZ+ePKvYYynz/Q0bmeZC7o/69c6z032c+wZ94zjSQYAADCURQYAADCURQYAADCURQYAADDUbMHvv6iq7RnNsMHmnQtt4nOtwm67VfXL+klTuxK2Cv4w7O6ZwmTX/xBe0NVw4xQGq8oh71Tr3vEzHbgxcfODTsCbf/dntbPBQ9jd+2kIft84dzZerrexQwqApuD3jbvtzuBxHpgl7JmOjcHvNA/01maxF00h0sfDQQuF2uV3P/1j/Yc6vq3Lw9a23b+/sBl2/E7NGaryuL9yr62tX22bxsSdvNO4vxJqs+z4XZ+HWu9O3mn8HLQxBeN4kgEAAAxlkQEAAAxlkQEAAAzVlcl4+vRpVVV9fu8r/0PYa+bzE0+b2no9idfdCL+LeL8eNrWH4fcdt+qrL6aq1sLvSm6016vN+HLyr0bmlx6kjXfCa4yZjBT8qMq/59kbEun9fdDd4HdMXzzPB03PPPA0DLu1o+3cUFV1r3seaN/7aR54+nmaB8JUNzXs0tBJ80D846Tf106/2N07N1T1ZzrmmRt6HbSxfdBez4vu2Tzw5MmzAfHw853vuZTJeFhbTe3RxHt9K4yVp/fCBLMedgBNQyJ91s/1OV+VP+vnGeNp3E5ltnozHS/SGO91WF/3YfRsYH2xNvg6R552HHX16tV6882wmzYA8FL52c9+Vj/96U/3+2UA++iTTz6pN95442uP6VpkPHnypK5du1ZnzpypI0eODHuBwOHw9OnTunv3blVVnT171jwAL6GnT5/W2tpaXbp0qa5fv+47AbyEvpgHLl++XK+88vWpi65FBgAAQC/BbwAAYCiLDAAAYCiLDAAAYCiLDAAAYCiLDAAAYCiLDAAAYCiLDAAAYKj/P0Du3DAhUXhLAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(tf_noisy_data_test[3*i+j,:,0], tf_noisy_data_test[3*i+j,:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('noisy_gudhi_pc.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.imshow(np.flip(np.reshape(noisy_PI_test[3*i+j], [50,50]), 0), cmap='jet')\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + " #plt.colorbar()\n", + "plt.savefig('noisy_gudhi_pi.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.imshow(np.flip(np.reshape(noisy_PI_prediction[3*i+j], [50,50]), 0), cmap='jet')\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + " #plt.colorbar()\n", + "plt.savefig('noisy_ripsnet_pi.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "a1355662", + "metadata": {}, + "source": [ + "Yep, even though Gudhi now produces bad images because of the ambiant noise, RipsNet predictions still look rather good. Another way to quantify this is to see the difference between classifiers predicting the number of circles that are trained either from Gudhi or from RipsNet predictions. Let's first see how an XGBoost model performs when using Gudhi descriptors." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "6c39c91a", + "metadata": {}, + "outputs": [], + "source": [ + "from xgboost import XGBClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "a6823b51", + "metadata": {}, + "outputs": [], + "source": [ + "model_classif_gudhi = XGBClassifier(eval_metric='logloss')\n", + "model_classif_gudhi.fit(PI_train, label_classif_train)\n", + "clean_test_acc_gudhi = model_classif_gudhi.score(clean_PI_test, clean_label_classif_test)\n", + "noisy_test_acc_gudhi = model_classif_gudhi.score(noisy_PI_test, noisy_label_classif_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "383c3e4a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on clean test set = 1.0\n", + "Accuracy on noisy test set = 0.6666666666666666\n" + ] + } + ], + "source": [ + "print(\"Accuracy on clean test set = \" + str(clean_test_acc_gudhi))\n", + "print(\"Accuracy on noisy test set = \" + str(noisy_test_acc_gudhi))" + ] + }, + { + "cell_type": "markdown", + "id": "18d14586", + "metadata": {}, + "source": [ + "Well, the classifier definitely does well on clean data but struggles on noisy data. Let's see how another classifier trained on RipsNet descriptors now performs." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "1bf469d5", + "metadata": {}, + "outputs": [], + "source": [ + "model_classif_RN = XGBClassifier(eval_metric='logloss')\n", + "model_classif_RN.fit(train_PI_prediction, label_classif_train)\n", + "clean_test_acc_RN = model_classif_RN.score(clean_PI_prediction, clean_label_classif_test)\n", + "noisy_test_acc_RN = model_classif_RN.score(noisy_PI_prediction, noisy_label_classif_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9991e9a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on clean test set = 0.8133333333333334\n", + "Accuracy on noisy test set = 0.78\n" + ] + } + ], + "source": [ + "print(\"Accuracy on clean test set = \" + str(clean_test_acc_RN))\n", + "print(\"Accuracy on noisy test set = \" + str(noisy_test_acc_RN))" + ] + }, + { + "cell_type": "markdown", + "id": "59c9e7ef", + "metadata": {}, + "source": [ + "Well, even though the accuracy is slightly worse on clean data, it does remarkably well when noise is added! This illustrates the robustness of RipsNet-based topological descriptors." + ] + }, + { + "cell_type": "markdown", + "id": "be9ef919", + "metadata": {}, + "source": [ + "Now, let's play the same game with persistence landscapes, using the same architecture (except for the dimension of the final layer of course). In the three following cells, we define RipsNet, train it on landscapes, and use it to predict persistence landscapes from the data." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "fb26cca7", + "metadata": {}, + "outputs": [], + "source": [ + "callback = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=1e-5, \n", + " patience=200, verbose=0, mode='auto', baseline=None, \n", + " restore_best_weights=False)\n", + "optim = tf.keras.optimizers.Adamax(learning_rate=5e-4)\n", + "inputs = tf.keras.Input(shape=(None,2), dtype =\"float32\", ragged=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "dcce04eb", + "metadata": {}, + "outputs": [], + "source": [ + "output_units = PL_train.shape[1]\n", + "\n", + "dense_layers[-1] = tf.keras.layers.Dense(output_units, activation=output_activation,\n", + " kernel_initializer=initializer, bias_initializer=initializer)\n", + "\n", + "phi_1 = getf.TFBlock(ragged_layers)\n", + "perm_op = 'mean'\n", + "phi_2 = getf.TFBlock(dense_layers)\n", + "input_dim = 2\n", + "\n", + "model_PL = getf.RipsNet(phi_1, phi_2, input_dim, perm_op=perm_op)\n", + "model_PL.compile(optimizer=optim, loss=\"mse\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fcf29241", + "metadata": {}, + "outputs": [], + "source": [ + "history = model_PL.fit(tf_data_train, PL_train, epochs=250, \n", + " validation_data=(tf_clean_data_test, clean_PL_test), callbacks=[callback], verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "5a12893b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m29/29\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step\n", + "\u001b[1m10/10\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step \n", + "\u001b[1m10/10\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step \n" + ] + } + ], + "source": [ + "train_PL_prediction = model_PL.predict(tf_data_train)\n", + "clean_PL_prediction = model_PL.predict(tf_clean_data_test)\n", + "noisy_PL_prediction = model_PL.predict(tf_noisy_data_test)" + ] + }, + { + "cell_type": "markdown", + "id": "a18b01e5", + "metadata": {}, + "source": [ + "Let's see how good RipsNet is for landscapes now." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "2bfcfcc4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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xUJSa4gAvzT5PkWpHFuzXVpEh4rxQJMapjtmhQ4q3UNn2NdYQ8Jrc6p/kcrcGkOIMNRspNB2OcepyLzB/HGU62EnsaKuKDBE3sLc1HmqpT8vQARLHbAd9JncHp2jrGk3Le4rI4311rY/xmSj1JUFeWFOWlvcsCvp4Z1vixCttrxanqNlIoc+v9jIVjrGqLI9da0rT9r7vbquhwO/h/tA0v94fSdv7isjvTc5EOXMlMXRIxxYqW0HAO3eBqFY5RZxnF/uHd9ZjpmnoAPDB7ADy2KVu4nENICX91GykkP0PfOLc+/Qlljy/h707VGSIuMGZK72EInHWVuTTsqokre9tNzdHWx8SU5Eh4pjxUITPr/QB6d3pAPD21mqKAl66Rqa50Dmc1vcWATUbKTM6HeGra/3A/FQhneytVMdau4nG4ml/fxFJsBv+D9I8dADYvbWK4qCX3rEZzt0ZSut7i8i805d7mYnG2VhVQGN9cVrfO+jzsK+xFoCPNYAUB6jZSJGTHT2EY3G21BSyrTa9iQXgjU1VlOb7GJiY4cfbKjJEnDA8Gebr64mhQ7oeCF0o4PXwXlOiyNB+bRHn2L9/R3Y2pH3oAPP553ibBpCSfmo2UsSeZqZzj/ZCfq/Jgaa6RCyz5/uLSHqdaO8hGrfYXlfMpuoiR2Kw7/c50d5NOKoiQyTdBidm+PbGAODM0AHg9Y0VVBT4GZwM892tQUdikNylZiMF+sZDfH8rkVjSvTdzIbvROdHew0w05lgcIrnKbvSdGjoAvLqxgsrCACNTEc7e7HcsDpFcdby9h1jcormhhPWVBY7E4PWYHGyeHUBqK5WkmZqNFDje2k3cgp2rS1lb4UxiAXhpfTk1xQHGQ1G+vqYiQySdekZD/DT7nMThnXWOxeExDQ61qMgQccpRh3c62OxVlVMdPYQiGkBK+qjZSIH5vZnOJpZEkTF/sZeIpM+x1odYFrywtoxVZfmOxmKvsJ663Mt0WEWGSLo8HJnm3N0hDAMOOTh0AHhhTRn1JUHGZ6J8da3P0Vgkt6jZSLL7Q1Nc6BxJJJYWZxMLzDc8Z670MjkTdTgakdxx1CVDB4Bda0pZVZbHVDjG51d7nQ5HJGcca03kgRfXlVNXkudoLKZpzA0eNICUdFKzkWRHZxPLK+srqCkOOhwNtKwqYW1FPqFIfO5iMRFJrbsDk1x6MIppMLdP2kmGsaDI0FYqkbRxy04Hm50HPr/Sx3go4nA0kivUbCTZ3ClUDp048VuGYcwlORUZIulhr2q8vqmSqqKAw9Ek2Hngq2v9jE6ryBBJtdv9E7R3jeE1DVcMHQAa64vZUFXATDTO6csaQEp6qNlIohu941ztGcfnMTgwe7a9G9hFxjc3+hmZCjscjUh2syxrbprp5Gl0v7WttojN1YWEY3FOdvQ4HY5I1rPzwBubKykv8DscTcIjA0htpZI0UbORRPYv7lubqyjNd0diAdhcU8T2umIiMYsT7SoyRFLpas84N/om8HtM9je6Z+hgGAYfzK64HlWRIZJSC4cObtlCZbPjOXtjgKFJDSAl9dRsJMkjicUlW6gW0lYqkfSw88DbW6soyfM5HM2j7JWW724O0D8+43A0Itmr4+EYt/snCXhN9rlo6ACwoaqQpoZionGL423dTocjOUDNRpK0Phjl3uAUQZ/Jnu01TofzO/Y5/z/eGaR3LORwNCLZybKs+VOoXDh0WFtRwM7VpcQtVGSIpJCdB97dXk1hwOtwNL+nrVSSTmo2ksT+hd2zvYYCFyaWVWX5vLC2DMuCY60qMkRS4ULnCA+Gpynwe3h3m/uGDqAiQyTV4nHLVUdfL8a+g+v83SG6R6cdjkaynZqNJIjFrbmztN2aWEBFhkiq2QXG3h015Pk9DkezuEMtdRgG/HJvmPtDU06HI5J1fukc5uFoiKKAl7e3VjsdzqLqS/N4aX15YgB5SQNISS01G0lw7s4QvWMzFAe97N5a5XQ4j3WwuQ7TgEv3R7g7MOl0OCJZJRqLz60afvBcg8PRPF5NcZBX1lcA8/cCiUjy2M9G7m+qJehz59AB5geQH1/qcjgSyXZqNpLAXik40FRHwOvexFJVFOD1TZWATqMRSbYfbw8xMDFDWb6PNzZXOh3OE9nPk+jACJHkisTic89DuXmnAyQGkF7ToL1rjNv9E06HI1lMzcYKhaMLEosLHwj9rcMLtlJZluVwNCLZ4+OLienggeY6fB53p9YDTbX4PEbimN7ecafDEcka390cYHAyTGWhn9c2VjgdzhOVF/jnBiPaXi2p5O5/ETPAtzcSt/FWFQV4ZYO7EwvA/sZa/B6TG30TXO1RkSGSDDPRGJ/NXpTn9mkmQGm+n7c2J7Z8qsgQSR779+lgcx1elw8d4NFnOTWAlFRx/2+Cy9mJ5f3mOjym4XA0T1eS5+PtrSoyRJLpq2v9jIei1BYHeWldudPhLMncVioVGSJJEYrEONXRC2TG0AFgX2MtAa/J7f5JOh6OOR2OZCk1GyswHY5x+vJsYsmALVS2IwtuEVaRIbJyduN+qKUOMwOGDpA4pjvoM7k3OEXrg1GnwxHJeF9e7WNiJkpDaR671pQ5Hc6SFAa8vLs9cWKWnuWUVFGzsQJnrvQyFY6xujyP51eXOh3Okr27rYYCv4cHw9Nc6BxxOhyRjDY5E+XzK5k3dCgIeOcuINUqp8jKzQ0ddmbO0AHmV2GOXnpIPK4BpCSfmo0VsBPL4ZZ6DCNzEkue38PeHYkiQ5MMkZU5fbmXUCTOuop8mhtKnA5nWewi41jrQ2IqMkSe2XgowudX+4DM2UJle3trNUUBLw9HQ/zSOex0OJKF1Gw8o9HpCF9f6wcya5pps2M+1tpNNBZ3OBqRzPXJgpuCM2noALB7axXFQS+9YzOcuzPkdDgiGetURy/haJyNVQXsqCt2OpxlCfo87GusBXQctqSGmo1ndLK9h3AszpaaQrbVZlZiAXhjUxWl+T4GJmb48baKDJFnMTwZ5pvrmTt0CHg9vNc0W2RolVPkmc0PHRoybugA8/nreJsGkJJ8ajae0cJpZibye00ONtcB8IluDxV5Jifae4jGLbbXFbOpusjpcJ6Jfdv5ifZuwlEVGSLLNTgxw9mbA0BmDh0AXt9YQUWBn8HJMN/dGnQ6HMkyajaeQd94iO9vJRLL4QxtNmC+UTrR3sNMNOZwNCKZx27UM3XoAPDKhgqqigKMTEU4e7Pf6XBEMs7x9h5icYvmhhLWVxY4Hc4z8XoWDCC1lUqSTM3GMzje2k3cgp2rS1lbkZmJBeCldeXUFgcZD0Xnnj8RkaXpGQ3x0+xzDod31jkczbPzmAbvq8gQeWZHL2b2TgebvSpzqqOHUEQDSEkeNRvPINO3UNlM0+BQi72VSkWGyHIca32IZcELa8tYVZbvdDgrMldkXO5lOqwiQ2SpHo5Mc+7uEIaROPI2k72wpoz6kiDjM1G+utbndDiSRdRsLNP9oSkudI4kEktLZicWmC8yzlzpZXIm6nA0IpnjaJYMHQCeX13K6vI8psIxPr/a63Q4IhnjWGsiD7y4rpy6kjyHo1kZ0zTmtoZrACnJpGZjmY7OJpZXN1RQUxx0OJqVa24oYV1FPqFIfO42dBF5srsDk1x6MIrHNOb2OWcywzA43JIoMj7WViqRJbOL8g8y9MHw35ofQPYxHoo4HI1kCzUby/RJluzNtBmGMfffokmGyNLYqxqvbUw8XJ0N7CLj62v9jE6ryBB5mlv9E7R3jeE1DQ42Zf7QAWBHXTEbqwoIR+Oc6tAAUpJDzcYyXO8d52rPOD6PwYEsSSwwX2R8c72f4cmww9GIuJtlWXycRVuobNtqi9lSU0g4Fudke4/T4Yi4nj18fHNzJWUFfoejSY7EADJxHLYGkJIsajaWwU4su7dUUZLvczia5NlUXcT2umKicYsTKjJEnuhK9zg3+ybwe032z16Ily20yimyNJZlzT+3lSVbqGz2f8/ZmwMMTsw4HI1kAzUbS2RZ1tw/wJl8t8bjzBcZuuBP5EnsPPDHrVUUB7Nn6ADzue37WwP0jYccjkbEvToejnF7YJKA12TvjuwaOqyvLKC5oYRY3OK4BpCSBGo2lujSg1E6h6bI83nYu6PG6XCSzr4n4Kc7Q/SMqsgQWcwj08zZrQbZZG1FATtXlxK3EvcJicji7KHDnu01FAa8DkeTfPYA8qgOjJAkULOxRPYWqj07asj3Z19iWVWWzwtry7Cs+aP8RORRFzqH6RqZpsDv4d3t1U6HkxLaSiXyZPH4/NAhG3c6QOLOEMOAc3eHeDgy7XQ4kuHUbCxBLG7NFeDZ9EDob81NMlRkiCzKHjrsa6wl6PM4HE1qHGpJFBkXOke4PzTldDgirvPzvWG6R0MUBby8vbXK6XBSoq4kjxfXlQMaQMrKqdlYgp/uDNI3PkNx0MtbWyqdDidlDjbXYRqJLWN3ByadDkfEVaKxOJ+2JbYWZfPQoaY4yCvrK4D5e4VEZJ79bOP+puwdOoBWOSV51GwsgT3pP9BUR8CbvYmlqijA65sSzZRWN0Qe9cPtQQYmwpTl+3hjc/YOHWD+NJpPtF9b5BGRWJzjbYmHprN56ACJAaTXNGjvGuN2/4TT4UgGU7PxFOHogsSSZcfbLWbhJMOyLIejEXEPu/A+0FyHz5PdqfNAUy0+j8HVnnFu9I47HY6Ia3x3c4ChyTCVhX5e21jhdDgpVV7gnxusaHVDViK7/8VMgm9vJG7TrSoK8MqG7E4skFgW9ntNbvRNcLVHRYYIwEw0xmcduTHNBCjN97N7S2IvuooMkXn278PB5jq8WT50AA0gJTmy/zdlhezE8n5zHR7TcDia1CsO+vjjVhUZIgt9da2f8VCU2uIgL80+NJntDqvIEHlEKBLjVEcvkBtDB0gchhHwmtzun6Tj4ZjT4UiGUrPxBNPhGKcvzyaWHNhCZbPvDziqIkMEmG+8D7XUYebA0AFg744a8nwe7g1O0fpg1OlwRBz35dU+JmaiNJTmsWtNmdPhpEVhwDt3zLee5ZRnpWbjCc5c6WUqHGN1eR7Pry51Opy0eXd7NQV+Dw+Gp7nQOeJ0OCKOmpyJ8vmV3Bs65Pu97Jm9wFSrnCILhg47c2foAI8eix+PawApy6dm4wk+uTR/t4Zh5E5iCfo87GusBeCTi10ORyPirNOXewlF4qyvLKC5ocTpcNJqYZERU5EhOWw8FOHzq30AfDC7+p8r3t5aTVHAy8PRED/fG3Y6HMlAajYeY3QqwtfX+oH5bUW5xC4yPm3rJhqLOxyNiHM+WXBTcC4NHQDe2lJJcdBL3/gMP90ZdDocEcec6uglHI2zqbqQ7XVFToeTVkGfh/1NswPISxpAyvKp2XiMzzq6CcfibK0pYmttbiUWgDc2V1KW72NgIswPt1VkSG4angzzzXV76JA7W6hsAa+HA011gPZrS277OEd3Otjs/He8rYeIBpCyTGo2HmNuC1UO7dFeyOcxOdCcKDJ0sZfkquPt3UTjFjvqitlUXeh0OI6wc+Dxth7CURUZknsGJ2b47uYAkJtDB4DXNlZQWehnaDI893chslRqNhbRNx7ih1uJaf7hltxMLDCfVD/r6GEmGnM4GpH0sxvtXB06ALyyoYKqogCj0xG+vdHvdDgiaXe8rZtY3KJlVQnrKgucDscRXo/JQXsAqVVOWSY1G4v4tLWbuAXPrS5lTUW+0+E45qV15dQWBxkPRfnqmooMyS09oyHO3R0C5u+cyEUe0+B9FRmSwxYeFpPL7P/+Ux29hCIaQMrSqdlYhBJLgmkaHGpRkSG56VjrQywL/rC2jIbSPKfDcZS9snP6ci/TYRUZkju6RqY5f3cYw4BDObzTAWDXmkQunJiJ8uXsyVwiS6Fm4zfuD03xa+cIpsFcoZ3L7CLj8yu9TM5EHY5GJH1y/bmthZ5fXcrq8jymwjHOzN45IpILjs3mgZfWlVNbEnQ4GmeZpsGhnRpAyvKp2fgN+xfolQ0VVBfndmIBaG4oYV1FPqFIfO42dZFsd2dgktYHo3hMY26fci4zDGPu+TUVGZJLNHR4lL3j4/OrfYyHIg5HI5lCzcZvHNUWqkcYhjH3d6EiQ3KFnQcSJ7AEHI7GHexi6+tr/YxOq8iQ7Herf4KOh2N4TYODTRo6AOyoK2ZjVQHhaJxTHRpAytKo2Vjgeu84V3vG8XmMubPlZb7I+OZ6P8OTYYejEUkty7L03NYittUWs7WmiHAszsn2HqfDEUk5+zS6NzdXUlbgdzgad0gMIBMXHWsAKUulZmMBO7Hs3lJFSb7P4WjcY1N1ETvqionGLU6oyJAsd6V7nJt9E/i95tytuZJgDx5UZEi2syxrfqeDtlA9wv77OHtzgMGJGYejkUygZmPWwmlmLh9z+TjzRUaXw5GIpJadB/64tYrioIYOC9nPbXx/a4C+8ZDD0YikTsfDMW4PTBLwmuzdoaHDQusrC2huKCEWtziuAaQsgZqNWZcejNI5NEWez8PeHTVOh+M6dgP2050hekZVZEh2emSaObtVQOatqcjnudWlxC043trtdDgiKWMPHfZsr6Ew4HU4Gvext5gevahVTnk6NRuz7C1Ue3fUkO9XYvmthtI8/rC2DMtK3D8gko0udA7TNTJNgd/Du9urnQ7HlXRghGS7eFxbqJ7m0M46DAPO3R3i4ci00+GIy6nZAGJxa66A1gOhj2cn3aMqMiRL2UOH/Y21BH0eh6Nxp0MtdZgGXOgc4f7QlNPhiCTdz/eG6R4NURT08vbWKqfDcaW6kjxeXFcOaAApT6dmA/jpziB94zOU5Pl4a4sSy+McbK7DYxpcejDKnYFJp8MRSapoLM6nbYmtQYc1zXys6uIgr2yoALS6IdnJfjbxvcZaAl4NHR7ng9k8+bG2UslTqNlgfpp5oKkWv1d/JY9TWRjgtY2JIkOrG5Jtvr81yMBEmLJ8H29sqnQ6HFeb26+tPCBZJhKL8+ns80jaQvVkB5vq8JoGHQ/HuNU/4XQ44mI5X1mHo/G541y1herpFu7XtizL4WhEksee0h9srsPnyfnU+EQHmurweQyu9oxzvXfc6XBEkubszQGGpyJUFvp5dXYFTxZXVuDnzc2JwcwnWt2QJ8j5f1G/uZ64Dbe6KMDLSixPtX929edm3wRXulVkSHYIRWJzF9Vp6PB0Jfk+ds9uOVWRIdnEPl3p/eY6vBo6PNXCZzk1gJTHyfnfJHua+X5L4nkEebLioI8/zj4wp/3aki2+utbP+EyUupLg3EOP8mSHtcopWSYUiXGyY3booC1US7J3Ry0Br8ntgUk6Ho45HY64VE43G1PhKKcv9wKaZi6Hff+AJhmSLexnDw611GFq6LAke3fUkOfz0Dk0xaUHo06HI7JiX1ztYzIco6E0j11rypwOJyMUBrzs2Z64m0wDSHmcnG42zlzpYzoSY0154qIqWZp3t1dT4PfQNTLNhc5hp8MRWZGJmShnrthDB13kt1T5fi97Zi9A1VYqyQb2z/HhnfUYhoYOS3V4wYER8bgGkPJ7Od1szCeWOiWWZQj6POxrrAVUZEjmO325h5lonPWVBTQ1FDsdTkaxV4SPtT4kpiJDMthYKMIX1/oA7XRYrre3VlEU8NI9GuLnexpAyu/lbLMxOhXh6+t2YtE0c7ns/ayftnUTjcUdjkbk2Wma+ex2b6miJM9H3/gMP90ZdDockWd2qqOXcDTOpupCttcVOR1ORgn6POxvmh1Azt5RIrJQzjYbn3V0E4lZbK0pYmutEstyvbGpkrJ8HwMTYX64rSJDMtPwZJhvbwwAmmY+C7/X5MBskaE7NyST2c8bHNHQ4ZnY+fN4Ww8RDSDlN3K22ZhLLDpx4pn4PCYHm+sAbaWSzHW8vZto3GJHXTGbqgudDicjLSwywlEVGZJ5Bidm+O6mhg4r8drGCioL/QxNhuf+LkVsOdls9I2H+OFWYhp/uEWJ5VnZSfmzjh5mojGHoxFZPrtR1tDh2b28oYLqogCj0xG+vdHvdDgiy3a8rZtY3KJlVQnrKgucDicjeRcOILXKKb+Rk83Gp63dxC14bnUpayrynQ4nY724rpy6kiDjoShfXVORIZmlZzTEubtDwPxpKrJ8HtPg/RYVGZK5Fm6hkmdn//2d6uglFNEAUublZLNhJ5YPNM1cEdM0OKQiQzLUsdaHWBa8uK6MhtI8p8PJaHaRcfpyL9NhFRmSObpGpjl/dxjDgEPa6bAiu9YkcunETJQvr/Y5HY64SM41G/eHpvi1cwTTYG4aJ8/OPsnr8yu9TMxEHY5GZOk0zUye51aXsqY8n6lwbO7OEpFMcGw2D7y8vpzakqDD0WQ20zQ4tFMDSPm9nGs27F+AVzdWUF2kxLJSTQ3FrK8sIBSJc/pyj9PhiCzJnYFJWh+M4jGNuX3G8uwMw+DwbJHxsQ6MkAwyP3TQEfjJYA9vPr/ax1go4nA04ha512xc1DQzmRJFRuLvUqdSSaawf1Zf31RJRWHA4Wiyg12sfX29j9EpFRnifjf7Juh4OIbXNOaOcJaVsU/2C0fjnOrQKqck5FSzca1nnGu94/g8Bu81apqZLHbj9u2NAYYnww5HI/JklmXNXTyloUPybK0tYmtNEZGYxWcd3U6HI/JU9qrGW1uqKCvwOxxNdjAMYy6vaiuV2HKq2bALjN1bqinJ9zkcTfbYVF3IjrpionGL4+0qMsTdLnePcat/Er/XZH9jjdPhZBX7CGEVGeJ2lmXNXUSpoUNy2X+f390cYHBixuFoxA1yptlIJJZEIawz9ZNvrsjQVipxObsQfmdrNUVBDR2Syb636Idbg/SNhxyORuTx2rvGuDMwSdBnsneHhg7JtK6ygJZVJcTiFsfbNICUHGo2Lt4foXNoijyfhz3bq50OJ+vYz22cuztEz6iKDHGneNzimIYOKbOmIp/nVpcStxL3GYm4lb3T4d3tNRQEvA5Hk320lUoWyplmw/6B37ujhny/EkuyNZTm8Ye1ZVhW4v4CETe60DlM18g0hQEv72zT0CEVVGSI28XjFsdmm2FtoUqNQy31GAacv5vIuZLbcqLZiCmxpIX2a4vb2T+b+3bUEPR5HI4mOx1qqcM04NfOEe4PTTkdjsjvnL87RPdoiKKgl7e3VjkdTlaqLQny0rpyYP4uE8ldOdFs/HR7kP7xGUryfLy1RYklVQ421+ExDVofjHJnYNLpcEQeEY3F5/YPH9YWqpSpLg7y6sYKQIMHcSf75/K9xloCXg0dUkUDSLHlRLNh/6AfaKrF782J/2RHVBYGeH1TJcDcKR8ibvH9rUEGJsKU5ft4Y/bnVFLDXkFWHhC3iSwYOui5rdQ62FSH1zToeDjGrf4Jp8MRB2V95R2OxjnRnrjZWluoUm/hfm3LshyORmSePXQ42FyHz5P1qc9R7zXW4fMYXO0Z53rvuNPhiMw5e3OA4akIlYV+Xt1Q4XQ4Wa2swM+bmxODHZ1Umduy/l/cb673MzodoboowMtKLCm3v7EGv9fkZt8EV7pVZIg7hCIxTmrokDYl+T52b0k8gK8iQ9zk6OzP4/vNdXg1dEg5e/XoqAaQOS3rf9Psaeb7LYnnCSS1ioI+3tk6W2RoC4W4xFfX+hmfiVJXEuTF2YcWJbUW7tdWkSFuEIrEONkxO3TQFqq02LujloDX5PbAJB0Px5wORxyS1c3GVDjK6cu9AHzwXIPD0eQOTTLEbexnBw7vrMfU0CEt9myvJs/noXNoiksPRp0OR4QvrvYxGY6xqiyPXWvKnA4nJxQGvOzZnrg0UQPI3JXVzcaZK31MR2Ksrchn56oSp8PJGe9sq6Yw4KVrZJoLncNOhyM5bmImypkriaGDtlClT77fO3czs7ZSiRvYP4eHd9ZjGBo6pMvhBQdGxOMaQOairG425hJLixJLOgV9HvbNFhkfq8gQh52+3MNMNM6GygIa64udDienzJ1K1fqQmIoMcdBYKMIX1/oADR3S7e2tVRQFvHSPhjh/d8jpcMQBWdtsjEyF+fr6bGLR3sy0s+8xON7WTTQWdzgayWUfa5rpmLe2VFGS56N/fIafbg86HY7ksJPtPYSjcTZXF7KttsjpcHJK0Odhf1MtoK1UuSprm43P2nuIxCy21RaxpUaJJd3e2FRJWb6PgYkw399SkSHOGJoMc/bGAKChgxP8XpMDKjLEBeyfvyMaOjjigwUDyIgGkDkna5uNTxY8ECrp5/OYHGyuA1RkiHOOt3UTjVs01hezsarQ6XBykr1l5cTsZFkk3QYmZuaGXqoJnPHqhgoqC/0MT0U4e3PA6XAkzbKy2egbC/HD7JK99mY6x/67P9neQygSczgayUULp5nijJc3VFBdFGB0OsI31/udDkdy0PG2bmJxi52rSlhXWeB0ODnJ6zF5f3YAeVTPcuacrGw2jrV2Y1nw/JpSVpfnOx1OznpxXTl1JUHGZ6J8dU1FhqRX9+j03MOIh9RsOMZjGrzfolVOcc7CU6jEOfZW1pMdGkDmmqxsNjTNdAfTNDg0W2QcVZEhaXbsUmLo8OK6MhpK85wOJ6fZufj05V6mwlGHo5Fc0jUyzc/3hjEMNRtO27UmkYsnwzG+uNrndDiSRlnXbHQOTnHx/gimwdw0TZxzZGfiMsUzV3qZmFGRIemjoYN7PLe6lDXl+UxHYpy5oiJD0scedL28vpya4qDD0eQ2wzDmGj7dvZNbsq7ZONqa+AF+dWMF1UVKLE5raihmQ2UBM9E4py/3OB2O5Ig7A5O0dY3iMY25gwrEOYZhzDV9KjIkneyfN3vwJc6y88AX1/oYC0UcjkbSJeuajfnEommmG2iSIU6wf9Ze31RJRWHA4WgE5vdrf329j9EpFRmSejf7JrjcPYbXNOaOYBZnba8rYlN1IeFonFMdvU6HI2mSVc3GtZ5xrvWO4/MYvNeoaaZb2EXGtzcGGJ4MOxyNZDvLsvjkUhegoYObbKkpYlttEZGYxWcd3U6HIznA3kr51pYqygr8Dkcj8JtVTj3LmTOyqtmwC4zdW6opyfc5HI3YNlYV0lhfTDRucbxdRYak1uXuMW71T+L3muxvrHE6HFngsIoMSRPLsuae19DQwV3s/398d3OAwYkZh6ORdMiaZiORWBKFrG4Kdh/t15Z0sQvZd7ZWUxTU0MFN7Dzww61B+sZDDkcj2ay9a4w7A5MEfSZ7d2jo4CbrKgtoWVVCLG5xvE0DyFyQNc3GxVtdHBn979nkH2LP9mqnw5HfsO85OHd3iJ5RFRmSGrG4RfTCv+Ft8yIfaOjgOqvL83l+TSlxCz5tVZEhqfPjd5/zH3g+Ze+2SgoCXqfDkd/QVqrckhXNxnQ4xtV/+5/xv/L9I/9l0b8m36/E4jYNpXm8uK4My4JjrUoukhr/3798xL+K/Jf8t/7/C39cqz3abqQiQ1Ltl7uD7Lv8v+Ff+f57/sOyn50ORxZxqKUew4Dzd4fpGpl2OhxJsaxoNj5t7eLNma8B2D79M0wOOhyRLEZFhqTS6FSE+KV/C4CfKMGbnzockSzm/ZY6TAN+7Ryhc3DK6XAkC504+SlrjcRJRzsGTzscjSymtiTIS+vKATimmiDrZUWzceX8GVYZAwAY8Shc/sjZgGRRB5vr8JgGrQ9GuTMw6XQ4kmU+a+/ioPnj/B+0/aNzwchjVRcFeXVjBTB/L5JIsgxPhml4MD9oMG5/BRP9zgUkj2U/X/uxnuXMehnfbAxOzLD24QkA4r78xB+2/5ODEcnjVBQGeH1TJaAHxSX5rp8/RZ0xRMScvczzzrcwrosk3UgHRkiqfNbWxfv20MFXAFZMA0iXOthUh9c0uNw9xs2+CafDkRTK+GbjxKX7HJhNLOb+/2PiD+99D6NdDkYljzO/laoLy7IcjkayRd94iI09nwEws/VPsOpFwIKODx2NSxb3XmMdPo/Btd5xrvWMOx2OZJGb5z+j2hgh5C2G3f9J4g/b/p2zQcmiygr8vLWlCtD26myX8c3GnZ9PUGWMEfKVwvP/Ata8SqLI+IvTocki9jfW4Pea3Oqf5HL3mNPhSJY4frGT98yfACj8w99D098mPqEiw5VK8n3s3pI4NdC+H0lkpXpGQ2zuOwlAbNsRaPl7wID7P8LIfWeDk0XZA8ijlx5qAJnFMrrZ6BqZZlv/KQBi24+AxwdNf5P4pIoMVyoK+nhnq11kaJIhyXH/5+OUGxNM+8th3VvQ+FdgmND1MwzdcTo8WYS9X/vopW4VGZIUxy/e5T3zHAAFL/w9FNfD2tcTn9T2alfau6OGoM/kzsAk7V0aQGarjG42Tly4w37PeQAKXvhniT9s/CswPNB9EQZvORecPJZdZBy71E08riJDVub+0BSNQ4kTZ6zGvwKPF4pqYN2biS9QkeFKe7ZXk+fz0Dk0xcX7I06HI1mg++djlBqTTAWq5puM5tkBZLsGkG5UEPDy7vbEpYta5cxeGd1s9F44SrExzWSwBla/kvjDgkrY8HbiY61uuNI726opDHjpGpnmQuew0+FIhjt+4Rb7zcTQIX/X/2j+E82zW6nUbLhSvt87d7OzVjllpe4MTNI8cgYAo+mvwfQkPrHjT2B6oacN+q87F6A8lr2V6lirBpDZKmObjZt9Ezw3mkgsnua/BXPBf8pckfHvQMvzrhP0edjXqCJDkmPgl08oMGaYyGuYfTB81vbDYPqg7zL0XnYuQHks+5b3Y63dxFRkyAqcuHCLPeYFAPJ2/f38J/LLYeM7iY+1uuFKb2+toijopXs0xPm7Q06HIymQsc3GZ79c513zVwCCz//do5/cdgg8ARi4nphmiOvYk4zjbd1EY3GHo5FMda1nnD9MfAGAt+VvwTDmP5lXBpv3Jj5WkeFKb26uoiTPR//4DD/d1mWs8mwsy2L414/IN2aYyF8N9bse/YKFB0ZoAOk6Aa+H9xprAQ0gs1VGNhuWZTF28WOCRoTxgnVQt/PRLwgWw5Z9iY9VZLjS65sqKS/wMzAR5vtbKjLk2Zz85SpvmxeBRYYOMH9gRPs/qchwIb/X5GCzigxZmSvd47w08SUAvuf+7tGhA8C2g+ANwtCtxPOc4jr2s5zH27qJaACZdTKy2WjvGuPVqURiCTy/SGIBaP7z7Bf/BeL6wXUbn0dFhqyMZVlMXvqYgBFlrGgj1DT+/ou2Hkhc7DV8F7p+SXuM8nSHZ1c5T7T3EI4qV8vynfrlCrvNSwAEnltk6BAoSuQC0LOcLvXqhgoqC/0MT0U4e3PA6XAkyTKy2TjzcztvmontUf7FEgvA5n3gL4LR+/DgXBqjk6U6srMBgJPtPYQiMYejkUxz8f4Ir09/BUBw198vPnTwFySmmqAiw6VeXl9BdVGA0ekI31zvdzocyTCWZRG69CF+I8ZYyVao3rb4F9pbqTo+1ADShbwek/eb6wA4elEDyGyTcc1GPG4Raf8IrxFntLQRKjcv/oW+PNh+KPGxigxX+sPaMupKgozPRPnqmooMWZ7Pf27jdbMdAP/OPz/+C+eKjL9AXE2t23hMg0MtidUNrXLKcl3oHOatma8ByFt4Gt1vbd4LgRIY64LOH9IUnSyHvZXqZIcGkNkm45qN83eH2B3+BoD8Fx6zqmGzi4zLH0EsmtrAZNlM05jbQnFURYYsQyxuYbV/hMewGC1vgfINj//ije9AsBQmeuHu2bTFKEtnFxmnL/cyFVaulqX78vwlXjGvAODb+beP/0JvIHFCHehZTpfataaMhtI8JsMxvrja53Q4kkQZ12x8ff5XXjavAuBreUJiAdiwG/IrYLIf7nydhuhkuexTqc5c6WViRkWGLM1Ptwd5J5oYOhS88IRpJoDXDzs+SHzc9o8pjkyexc5VJaytyGc6EuPMFRUZsjTRWBzj8keYhsVo5S4oXfPkb7Av+Ov4CGKRlMcny2MY8wPIT7SVKqtkVLMRicXxXv0IgNGqF6Fk1ZO/weNLXOgDutjLpRrri9lQWcBMNM6pjh6nw5EM8e35X3jBvEEcA2/zXz/9G+y7d658AtGZ1AYny2YYBoftrVQXdYuwLM0Ptwd5N/otAIV/+PunfDWw7i0oqILpIbj1ZYqjk2dhDyC/uNbHWEgNYbbIqGbj7M0B9saWkVhgQZFxFCKhFEUmz+qRSYa2UskShKNxgtc+AmC85mUornv6N619HQprITQKNz9PbYDyTOytVF9f72dkKuxwNJIJvjt3nufMW8Qx8TQtYejg8ULjXyU+1lYqV9peV8Sm6kLC0Tgn2zWAzBYZ1Wz8+NOPNJt3ieFZWmIBWP0KFDfAzBjcOJXaAOWZ2EXG2RsDDE2qyJAn++Z6P/viiWcvil7850v7JtMDds5QkeFKW2qK2FZbRCRm8ZmKDHmKmWiMghsfATBe9xoUVi/tG+1nOa9+CuGp1AQnz8wwDD7QADLrZEyzEYrEKL71MQATDW9CQcXSvtE0VWS43MaqQhrri4nGLY63dTsdjrjcuXPfsd3sJGZ4MRuPLP0b7SLj2gkIT6YmOFkRrXLKUn11tY/9c0OHf7b0b1z9EpSsgfAE3DiZouhkJew88P2tQQYmtO01G2RMs/HFlV7es74DoOjFpzwQ+lt2kXH9JITGkhyZJMMRFRmyBFPhKOW3PwFgYvXbkFe29G9u2AVl6yEylWg4xHXsPPDD7UH6xrTtVR7v53Nn2WJ2ETX8mDsOL/0bDWN+AKlj8V1pXWUBO1eVENMAMmtkTLPx67mv2Wh2EzECmPb9GUtVtxMqNkE0BNeOpyZAWZFDs0XG+btDdI9OOxyNuNWZy70cIDF0KP7DMocOhgFNs6fRqMhwpdXl+Ty/phTLgmOtKjJkcRMzUSrvHgVgcs07ECxZ3gvYz3LeOJ14jktcR6dSZZeMaDbGQhFqOo8BML1uDwSKlvcChjG/uqEiw5UaSvN4cV1Zosi4pCJDFtd27kvWmn1EzCCGfTP4cthFxs0zMDWU3OAkKbTKKU9zuqObg3wPQPFydzoA1DRB5VaIzcCVY0mOTpLh8M56DAN+vjdM14gGkJkuI5qNU+3dHDQSiaXoxSWeQvVbdpFx+0uYHExSZJJMR55rAFRkyOJGpyLU358dOmzYD/6C5b9I9XaoboR4JHFCnbjO+y11mAZcvD9C56Ae4JXf6zj3OavNfsJmPsbW95b/AoYxXxPoWU5XqikO8vL6ckCX/maDjGg2rv50knpjiBlPAcbm/c/2IpWbobYF4tHEjeLiOgebavGYBm1do9wZ0AO88qjP2h5w0PwBgOLlPBD6W/bFXioyXKm6KMhrGysBONqqIkMeNTwZZk3XpwCENr0HvrxneyF7S+Xtr2GiP0nRSTId2Tk7gNRWqozn+mZjYGKG9T2fARDe/D74gs/+YnOTDF3w50YVhQHe2JQoMpRc5LdunD9JjTFCyFsMG9999heyi4w738K4jlh1oyPary2PcaL1PgfMHwEo/sMKhg4VG6H+ebBiGkC61IGmWrymweXuMW72TTgdjqyA65uNE5c65xJL0XIfCP0tu8i49z2M6pZaN5rfr92FZVkORyNu0TcWYlNvYugQ3XoIvP5nf7GydbDqJcCCjg+TEp8k1/6mWvwek2u941zrGXc6HHGR2+c/o8oYY9pXChv/uLIXa/5z4v/qWU5XKivw89aWKkDbqzOd65uNzvPHKTcmmPaVw/rdK3uxklWw5jUSRcZfkhKfJNe+xhoCXpNb/ZNc7tYxxZJw/GIn75nnACh8YYVDB5hf5VSR4UoleT52b7WLDA2GJKFnNMSW/sTdGLFtR8DjW9kLNv41YMD9H2Hk/soDlKSzB5BHLz3UADKDubrZ6BqZZttg4tbv+I4/gce78hdt1tGXblYU9PHOtsRNsJpkiK3r52OUGpNM+atg3Rsrf8HGvwLDhK6fYejOyl9Pkm6+yOhWkSEAHL94l/fM80CShg7FdfP5RNurXWnvjhqCPpM7A5O0d2kAmalc3Wwcv3Cb/ebPABS88IynUP3Wjj+B4YHuizB4KzmvKUllFxnHLnUTj6vIyHWdg1M0DZ9O/I+mP4HpWfmLFlbD+rcSH+tBcVfas72GfL+HzqEpLt4fcToccYHun49SbEwxGayBNa8m50V1946rFQS8vLu9BtAqZyZzdbPR98snFBohJvLqZ/dYJ0FB5fw+TyUXV/rjtmoKA166Rqa50DnsdDjisBO/3mKv+QsA+btW8EDob83dvaOJphvl+T3s3WEXGVrlzHV3BibZOXIGALPpr8FMUvmy4wMwvdDbBv3XkvOaklQLVzk1gMxMrm02bvZN8MLY5wB4m/8meYkF5ouM9n8HWp53naDPw77GRJHxsU6jyXmDv3xMvjHDeP5qaNiVvBfefhg8fui/Ar0dyXtdSZq5Vc7WbmIqMnLaZ7/cYM/s0CFvV5J2OgDkl8+fbqcBpCu9vbWKoqCXnrEQ5+7qMtZM5Npm47NfrvNH8yIAwWQmFoBt74M3CAPXoactua8tSWEXGcfbuonG4g5HI0651jPOixNfAODb+efEZVzJklcKm/YmPlaR4Upvbq6iJM9H//gMP97WZay5yrIsRn79iKARYbxgHdQ9l9w3aNYA0s0CXg/vNdYCWuXMVK5sNizLYuLihwSMCGOFG6CmKblvECyGzfsSH2u/tiu9vqmS8gI/g5NhvrulIiNXnfr5MrvtocPzf5f8N5i74O+fVGS4kN9rcrB5tsjQKmfOutw9xsuTXwLgfy7JQweArQfBmwdDt+Hhr8l9bUmKI88lBpAn2rqJaACZcVzZbLR3jfHaVCKxBJ7/++QnFlhw9OU/QVw/uG7j86jIyHWWZTHV+jF+I8ZY8Rao3p78N9lyAHwFMHIPHvyc/NeXFTs8u8p5or2bmWjM4WjECad/vsKbZmIXQuD5JO90AAgUwtb3Eh/rVCpXenVDBZWFAYanIpy9MeB0OLJMrmw2zvzcxmtmYg914Lk/p+ZNNu8DfxGMPYD7P6XmPWRFjuxsAOBURw+hiIqMXHPx/ghvTH8FJHmP9kL+fNh2MPGxVjld6eX1FVQXBRgLRfnmuoqMXBOPW4RbP8RnxBgt3QGVm1PzRnPPcv5FA0gX8npMDrXUAdpKlYlc12zE4xax9o/wGnFGy5qhYmNq3siXB9sPJT5WkeFKf1hbRl1JkPGZKF9d63M6HEmzL35u5VXzMgC+nX+bujeyi4yODyGuptZtPKbBoZbE6oaKjNxzoXOYt8JfA5C/KwVbKW2b90KgBMYfQuf3qXsfeWb2Kuepjh6mw8rVmcR1zcb5u0O8PZtYCv6Qommmba7I+Ahi0dS+lyybaRpzD4qryMgtsbgF7R9iGhYjFc9D2brUvdnGdyBYChO9cPfb1L2PPLMPZvdrn7ncy1RYuTqXfHX+Ii8ZVwHwtaRw6OANJE6oAx0Y4VK71pSyqiyPyXCML65qAJlJXNdsfHP+An8wrxPHwNucwsQCsGE35FfA1ADc+Sq17yXPxJ5kfH6lj/FQxOFoJF1+uj3IO9FE4V/4hyTcFPwkXn/irH1QkeFSLatKWFuRz3QkxunLvU6HI2kSjcXxXJkdOlT9AUpXp/YN7QMjLn8MMf174zaGYczVBLrgL7O4qtmIxOL4r34IwFjNS1Bcl9o39PgSN4qDLvZyqcb6YjZUFTATjavIyCHfnvuZ582bxDHxNv916t/QHmxc+QSiM6l/P1kWwzAWXOylVc5c8f2tQd6dHToUpXroALDuLSiogukhuPVl6t9Pls3OA19e62dMA8iM4apm4+yNAfbGzgJpSiwwX2RcPQaRUHreU5ZsYZGhrVS5YSYaI//67NCh9lUorE79m659HQprITQKNz9P/fvJstl54Ovr/YxMhR2ORtLh+3M/0WLeIYYHT9Nfpf4NPV5onH0fPcvpSttqi9hcXUg4Gudke4/T4cgSuarZ+PHc9+ww7yUSS+Of0vOmq1+B4lUwMwY3TqXnPWVZ7CLj7I0BhiZVZGS7b64PsC+eGDoUv5imoYPpgSb7zg0VGW60uaaIbbVFRGIWn6nIyHqhSIyiGx8DMN7wBhRUpueNm2dPwLz6KYSn0vOesmQaQGYm1zQb0+EYpbc+AWB89W7IL0/PG5smNM1u01CR4UobqgppaigmGrc43tbtdDiSYufPnWWr+YCo4cPccSR9b2zv1752AmYm0ve+smT2xV4qMrLfV1f7eM9KbKEqTtdOB4BVL0LpGghPwI2T6XtfWTL7uY3vbw0yMKFtr5nANc3GF1d6OWAlppklL/6z9L65vZXq+kkIjaX3vWVJNMnIDVPhKBW3E0OHiTXvQF5p+t68fheUrYfIVKLhENc5PHsE7g+3B+kb07bXbPbruW/YaHYTMQKY9jH16WAY86ucOjDCldZVFrBzVQkxDSAzhmuajUvnvmCd2UvEDGBsPZjeN69tgYrNEA3BtePpfW9ZEvuc/fN3h+genXY4GkmV0x09HOA7AErStYXKZhjzgwetcrrS6vJ8dq0pxbLgWKuKjGw1MROl6t5RAKbWvQPB4vQGYB+Lf+MUTI+k971lSeZOpbqoAWQmcEWzMRaKUHf/UwCm1u2DQGF6A1hYZGiS4Ur1pXm8tK48UWRcUpGRrTrOfc4as5+wmY+x5b30B2AXGTc/h6mh9L+/PJVWObPf6Y6HHDASF+sVp3unA0BNI1Rtg1g4cXiMuM7hnfUYBvx8b5gHw3q2xu1c0WycbOvigPEDkMYHQn/LLjJufwmTg87EIE90eHa/9sc6XzsrjUyFWfUgMXQIbdwP/vz0B1G9DWqaIB5JHIMrrvN+Sz2mARfvj3BvcNLpcCQFLv90hgZjkBlPAcbm/ekPwDDmawINIF2ppjjIy+sTz/Ye1QDS9VzRbFw/d4paY5iQtwhj815ngqjcBHU7IR6Fyx85E4M80cGmWjymQXvXGLf79QBvtjnZ+oAD5o+AQ9NMm/Zru1pVUYDXNiZOJtKdG9lnaDLM2oeJ7cwzmw+CL+hMIPbBMXe+hgndVu1GR3Y2AFrlzASONxsDEzNs6PkMgMiWQ+ANOBeMPclo1wV/blRRGOCNTYkiQ8kl+9w6/xlVxijT3hLY+I5zgdjNxt2zMKaJmRtpK1X2OnGpk/fMn4A0n0L1WxUbE4dGWHHo+Mi5OOSxDjTV4jUNrnSPcbNv3Olw5AkcbzY+u9Q5N81M20V+j2NPMu59D6PaquNGC4sMy7IcjkaSpW8sxMa+xDGTsW1HwONzLpiytbDqJcCCjg+di0Mea39TLX6PyfXeCa726ATBbHL3/AkqjTGmfWWw/m1ng9GBEa5WVuDnrS1VgB4UdzvHm437549Rakwy5a+EdW86G0zJKljzGoki4y/OxiKL2tdYQ8Brcrt/ko6HKjKyxfGL9zhgngOg0OmhA6jIcLmSPB+7t6rIyDbdo9NsG5gdOmz/IHGjt5Ma/xow4P5PMNLpbCyyqA+e0wAyEzjabHSNTLN9cPbW7sY/JW7xdZp9sVfbPzobhyyqKOjjnW3VgPZrZ5OHPx+l2JhiMlA92/A7rPGvwDCh6xcYuu10NLIIe5XzaKuKjGxx4sId9pk/A1D4gguGDsV1sO6NxMfaXu1Ke7bXEPSZ3B2coq1r1Olw5DEcbTZOXLjFXvMXAPJ3uSCxAOz4Exge6L4EAzedjkYWYU8yjl56SDyuIiPTdQ5O0Tx8GgCj6a/BdHzBFQqrYf1biY9VZLjSnu015Ps93B+a5tf7I06HI0nQ+8tRioxpJoJ1sPplp8NJmDswQnnAjQoCXvZsrwG0yulmjv6rPvDLxxQYM0zkNcCqPzgZyryCStj4x8TH2kLhSm9vraYo4OXhaIhfOoedDkdW6LNfb7LHvABA/q6/dziaBeaOvlSR4UZ5fg/7dqjIyBZ3BibZOXoGAE/z37hj6ACw4wMwvdDbBv3XnI5GFmGvch5r7dYA0qUc+22+2TfOrrHPAfDs/HPiXGu3WHi+tpbnXSfo87CvsRZQkZENhn75kDwjzHjBWqh/3ulw5m0/DB4/9F+B3g6no5FFHJld5fy0rZuYioyM9tnP13nX/BWAPDcNHfLLYeO7iY91HLYr7d5aRXHQS89YiHN3dRmrGznWbJz8+SpvmxcByHveRYkFYNv74A3C4A3oaXU6GlmEXWQcb+smGos7HI08q6s9Y7w48SUAPrcNHfJKYdPsvT8qMlzpjU1VlOb76B+f4cfbuow1U1mWxdjFDwkYEcYKN0Bts9MhPWrhgREaQLpOwOvhvabZAaSe5XQlR5oNy7KYvPghfiPGaNFmqNnhRBiPFyyGLbO3lqrIcKXXN1ZQUeBncDLMd7dUZGSqU+ev8JaZaOiDbhs6gIoMl/N7TQ401QFa5cxkl7vHeGUyMXQIPOeyoQPA1oPgzUscFvHwgtPRyCLsC/5OtHUT0QDSdRxpNtq6Rnlt+isA8nb9nRMhPN3cBX9/gbh+cN3G6zE52KwiI5NZlkWo7UN8RozRku1QtcXpkH5vy3vgL0wce/ngvNPRyCLs/don2ruZicYcjkaexemfO3jdbAcg4MahQ6AQth5IfKxnuFzp1Y0VVBYGGJ6KcPbGgNPhyG840mx8fr6NV83LAPh3/tmJEJ5u8z4IFMPYg8QZ2+I69laqUx09hCIqMjLNr/dHeHP6a8BlD4Yv5M9PTDVBq5wu9dL6cmqKA4yFonxzXUVGponHLaKtH+I14oyUNSVu7nYje5Wz4y8Q1783buMxDQ61zA4gtZXKddLebMTjFlb7h3gMi5HynVC+Pt0hLI0vCNsOJT7WqVSu9MKaMupLgozPRPnqWp/T4cgyfXnuEi+bVwDw7fxbh6N5grki40OIRZ2NRX4nUWTMX+wlmeWXzmHeCieGDgUvuHToALBpDwRLYLwb7n3vdDSyiMM75weQ02E1hG6S9mbj3N0h3o4kEosrbgp+EvuCv46PVGS4kGkac8lFRUZmicUtzMt/wTQsRipfgNLVTof0eBv+CHllMNkHd791OhpZhL2V6szlXqbCytWZ5OtzF3jJvEYcA1+Li4cO3kDihDrQANKldq0pZVVZHpPhGF9c1QDSTdLebHx77jy7zJvEMfHaxbxbrX8b8ithagDufOVwMLIYu9n4/Eof46GIw9HIUv14e5B3oonC3fVDB68/cdY+qMhwqZZVJaytyGc6EuP05V6nw5Elisbi+K58CMBY9YtQXO9wRE9hP8t5+WOIhp2NRX7HMBYOILscjkYWSmuzEYnFCV77CIDR2legqCadb798Hi80/inxsR4Kc6XG+mI2VBUwE41zqkNFRqb47qef2GneJoYHb/NfOx3O080VGUchOuNsLPI7hmHMrW7owIjM8d2tQfbEEkOHIrcPHQDWvwUF1TA9DLe/dDoaWYSdB7682s/otAaQbpHWZuPsjQH2xs4CUJwJiQXmi4yrxyAScjYW+Z1HigxtpcoIM9EY+Tc+AmC8/nUoqHQ2oKVY+xoU1cHMKNw843Q0sgg7D3xzo5+RKU2dM8GPP/1Ao3mPGB48TX/ldDhPZ3qgcTZOHRjhSttqi9hcXUg4FudkR4/T4cistDYb5346yzbzPjHDi6fxSDrf+tmtfhmKV8HMGNw45XQ0sgi7yDh7c4DBCU2d3e6ba/3sj38HQPGLGTJ0MD3QOLsCoyLDlTbXFLGttohIzOJEu4oMtwtFYhTf/BiA8Ya3Ejd1ZwL7wIirn0J4ytlY5HcWDiCPagDpGmlrNqbDMUpvfwLA+Kq3Ew9cZgLThKbZIkP7tV1pQ1UhTQ3FxOIWx1VkuN4v575ls9lF1PBj2g9cZgL7GbNrJ2BmwtlYZFH2cdjaSuV+X13tZb81u9PhpX/mcDTLsOpFKF0DkUm4/pnT0cgi7Oc2vrs5QP+4BpBukLZm44srvRyYTSwlL/3zdL1tctiTjOsnITTmbCyyqLlJhooMV5sKR6m8kxg6TKx9F4LFDke0DPW7oGw9RKcTDYe4zuHZI3B/vDNI75i2vbrZr+e+ZoPZQ8QMYG573+lwls4woGl28NCuZzndaF1lATtXlxK34Hhbt9PhCGlsNtrOnWGN2U/YzMOwb+LMFLUtULEZoiG4dtzpaGQRh3fWYxiJo5Ufjkw7HY48xumObt4zEmfUl2TKFiqbYcwPHrTK6Uqry/N5YW0ZlgXHWlVkuNV4KELNvaMATK3bm7ihO5PYz3LeOAXTI46GIovTs5zukpZmYywUoe7+pwBMb9ifuJU3kywsMtr+0dlYZFF1JXm8uC6x5/dYq5KLW105d4ZVxgAzngKMLfudDmf57CLj5ucwNeRsLLIoFRnud7qjmwPGD0AGPbe1UE0jVG2DWDhxeIy4zqGWOgwDfrk3zINhPVvjtLQ0Gyfbujhg/AhkaGKB+SLj1pcwOeBsLLIoFRnuNjIVpuFBYmVwZuMB8OU5HNEzqN4GNU0Qj8CVT5yORhZxsLkO04BL90e4NzjpdDiyiGvnTlJnDBHyFGJs3ud0OMtnGPM1gQ6McKWa4iCvrK8A4OglrXI6LS3Nxs1zn1FtjBDyFmNsfDcdb5l8lZugbidYMbj8kdPRyCIONtfhNQ3au8a43a8HeN3ms9YHvGfaQ4cMeiD0t+z92ioyXKmqKMDrmxLHKes0GvcZmgyz9mHimafw5vcTN3NnIvvgmDtfw7jueHKjuQMjlAccl/Jmo398hg09icQS2XI4cRtvpmr+c+L/6oI/Vyov8PPG5kSRoeTiPrfPnaDKGGPaVwobdjsdzrOzm427Z2FMP2dudFirnK514lIn75k/ARk+dKjYCA0vgBXXANKlDjTV4vMYXOke42bfuNPh5LSUNxufXbrHe+Y5AIoyObHA7Dn7BnR+D6MPnI5GFrFwK5VlWQ5HI7besRBb+hPHREa3/Qk8PmcDWomytYn7d7Cg40Ono5FF7G+sxe8xud47wdUenSDoJp3nP6XcmGDKX5G4kTuTaSuVq5Xm+3lrcxWg47CdlvJmo+v8UUqMKSYDVYlbeDNZScP8f0P7X5yNRRa1r7GWgNfkdv8kHQ9VZLjFiV/vss88D0DRHzL0ua2FVGS4Wkmej7e3qshwm4cj02wbOAlAfMefEpdlZrLGvwIMeHAOhu85HY0sYuFWKg0gnZPSZuPB8BSNQ7O3bjf+deYnFlhwvraKDDcqDHh5d3s1oP3abtL9yycUG9NMBGtnVwUyXOOfwDDh4QUYvOV0NLIIu8g42qoiwy1O/HqLfebPABS+kAVDh+I6WPdG4mPdueFKe7bXEPSZ3B2coq1r1OlwclZKm40Tv9xij3kBgIIX/j6Vb5U+O/4Ephe6L8HATaejkUXMXfB36SHxuIoMp90bnKRl+DQAZtPfgJm2631Sp7Aa1s8+d6JVTld6d1sNBX4P94em+fX+iNPhCND/yycUGDNM5NUnbuLOBnN376jZcKOCgJc922sArXI6KaX/6g/9+hF5Rpjx/NWJ23ezQUEFbPhj4mOtbrjS21urKQp4eTga4pfOYafDyXmf/XKdd81fAcjPlqEDPHrBnybnrpPn97B3h4oMt7jdP8Hzo58D4Gn+28Txsdlg+xEwfdDbDn1XnY5GFjE3gGx9SEwDSEekrNm42TfOC2OJxOLd+efsSSyw4II/FRluFPR52NdYC8DHF7scjkZGfv2YoBFhrGA91LY4HU7ybDsEHj/0X4XeDqejkUXYW6mOtXYTjcUdjia3nfzlGm+bFwHI25VFQ4f8ctg0e6S/BpCutHtrFcVBL71jM5y7o8tYnZCyZuPU+cvsNlsByNuVBXszF9r2PniDMHgDelqdjkYWYRcZx9t6iKjIcMzVnjFemvgCAP/zf5ddQ4e8UrAvJFOR4UpvbKqiNN/HwMQMP95WkeEUy7IYv/ghASPKaNGmxA3c2aRJA0g3C3g9vNeUGEDqOGxnpKTZsCyLqUsf4jNijBZvhaqtqXgb5wSKYMv+xMc6jcaVXt9YQUWBn6HJMN/d1I3vTjl9voM3zTYAgs9n0TTTNndgxD+pyHAhv9fkQFMdAJ9c0iqnUzoejvHq5JcABLNt6ACw9QB482D4TuLQCHGdIzsbADjR3k04qgFkuqWk2WjrGuX16a+BLFsuXcieZLT/BeL6wXUbr8fkYLNdZGiS4QTLsgi3fojXiDNS2pi4BCvbbHkP/IUw0gkPzjsdjSzC3q99or2HmWjM4Why0xfn23jNTGw1DDz3Z4ejSYFAYaLhAF3661KvbqygsjDAyFSEszf7nQ4n53iT/YKxWIxPjp/mf27dYTiaB6v3MNnfl+y3cV75LjAqYWgQfv1kfi/63MTG+M3/lnTb12BxIjrI+YsjXGsJUpKXwRfJpZDp9VFR24DHk7yjqWOxGCfPXeGtyTMMm3nEtnzAcDbmAYDV78G1T+GHfw1m4gb73+WBR/5M0mlL0GJrYJzBiTAffnF+7v4N+b2qVeuSngd6e/sxL/x/GIsHGS/eRlGsELIxF6x+Dy6dgAvHoOnfTxyNDaoJXORP600++nWQf/r8PNuD2/X/iscoq6knEMxL6msa1hIOIB8bG6OkpITR0VGKi4uf+LVXPv2v+eLolqQFKCKp98//8ybKqqqf+DUPHjxg9erVS8oDg133+B/+c90/IZJJlpIHYOm5YLi/j3/zr9qTGaKIpNhz+2/z+l/9T576dcvpDZK+jerBzJPfUESyX9+URkYiuU6PMYkIpGAb1Tvv/4n1224RD5RSVRxI9su7T9wCoguyqvXox+K4eNwior3aj2V6fRSXVyT1NbdsaKDqPxnjzrSfTTWlSX1tV7IAK/L7333lAlcJh2NY+v/FYyU7D5RUVPDP/7eruDYQZktDdW5sW4lHma8DlAfcKBqNE9Ozto9VVvNq0l8z6c2GJ5DPph3NyX5ZEckgHo+Hyo1NVDodiIg4xuPxULZ6C6+sdjoSEXFSSm8QFxERERGR3KVmQ0REREREUkLNhoiIiIiIpISaDRERERERSQk1GyIiIiIikhJqNkREREREJCXUbIiIiIiISEqo2RARERERkZRY0qV+sVji9uUHDx5QXFyc0oBExJ3u378PQGdnJ6Wlpc4GIyKOUS4QkbGxMWC+R3gSw7Is62lfdP78eV566aWVRyYiIiIiIlnh3LlzvPjii0/8miU1G8PDw5SXl3P//n2tbIjkqAcPHtDY2Kg8IJLjlAtEZGxsjNWrVzM0NERZWdkTv3ZJ26g8Hg8AxcXFSiwiOcr+3VceEMltygUiYrN7hCfRA+IiIiIiIpISajZERERERCQl1GyIiIiIiEhKqNkQEREREZGUULMhIiIiIiIpoWZDRERERERSQs2GiIiIiIikhJoNl2rvGuU/+te/8J9+2EYo8vSr4EUk+4QiMf7TD9v4D/9/v3D54ZjT4YiIQ/7NT538B//def7hfKfToYgs25Iu9ZP0+z+duMrZmwMAPL+6lD//YbXDEYlIuv3lQhf/5qdEcTETjfH//vdecjgiEUm3wYkZ/tMP2wD4+no/7zXWUZLvczgqkaXTyoYL9Y2H+P7WwNz//uTSQwejERGnfHKpa+7jb28MMDwZdjAaEXHC8faeuY+jcYvPOrodjEZk+dRsuNDx1m7iFpTNTi6+vzXIwMSMw1GJSDr1jIb46c4QAKX5PqJxi+PtKjJEcs3Ri4mBY3mBH9AAUjKPmg0XshPJ/+KdzexcVUIsbnG8TUWGSC451voQy4I/rC3jP9q9EYBPLqrIEMklD0emOXd3CMOA//ZfvgDAD7cG6RsPORyZyNKp2XCZ+0NTXOgcwTTgUEsdh3fWAyoyRHLN0dmhw5Hn6jk0mwfO3R2ie3TaybBEJI2OtSbywEvryvnDunJ2rSklbsGnrRpASuZQs+EyR2cTyysbKqguDnJ4Zz2GAT/fG+bB8JTD0YlIOtwdmOTSg1E8psHB5joaSvN4cV0ZlgXHLqnIEMkVH1+cHzoAHJkdPHysAaRkEDUbLmOvYNgJpaY4yMvrywE4qiJDJCfYWylf21hBZWEAmM8J2q8tkhtu9U/Q8XAMr2lwsKkOgPdb6jENuHh/hM5BDSAlM6jZcJHrveNc7RnH5zE4MJtYAI7sbABUZIjkAsuy5n7X7QYD4GBzHR7ToK1rlDsDk06FJyJpYg8f39xcSdnsw+FVRQFe21gJzO+EEHE7NRsuYieW3VuqHjlD+0BTLV7T4Er3GDf7xp0KT0TS4Er3ODf7JvB7TfY31c79eUVhgNc3JYoMPcMlkt0sy3rkua2FjuhZTskwajZcYuE08/DORxNLWYGft7ZUAUouItnOzgN/3FpFcfDRi7vmt1J1YVlW2mMTkfToeDjG7YFJAl6TvTtqH/nc/qZa/B6Ta73jXOvRAFLcT82GS1x6MErn0BR5Pg97d9T87vML92uryBDJTo9MM2e3Ty60v7EGv9fkVv8kl7vH0h2eiKSJPXTYs72GwoD3kc+V5PnYvXV2ALng4k8Rt1Kz4RL2isWeHTXk+72/+/zeHTUEfSZ3B6do6xpNd3gikgYXOofpGpmmwO/h3e3Vv/t8UdDHO1sTf65nuESyUzw+P3T47U4Hmz2APHqpWwNIcT01Gy4Qi1tzZ2kfeUxiKQh4eXd7YsVDW6lEspP9u72vsZagz7Po19j7t49d6iYeV5Ehkm1+vjdM92iIooCXt2dXMH5rz/Ya8v0eOoemuHh/JL0BiiyTmg0X+OnOIH3jMxQHvby1pfKxX2c3IsdaVWSIZJtoLM6nbYnjrR83dAB4Z1s1hQEvXSPTXOgcTld4IpIm9tao/U2PHzrk+ee3XGuVU9xOzYYL2MulB5rqCHgXTywAb2+toijopWcsxLm7Q+kKT0TS4IfbgwxMhCnL9/HG5scPHYI+D/tUZIhkpUgszvG2HuDJQ4eFnz/W2k1MA0hxMTUbDgtHFySW556cWAJeD+81Jk6lUJEhkl3sLVQHmuvweZ6cmg/P5orjbd1EY/GUxyYi6fHdzQGGJsNUFvp5bWPFE7/2zc1VlOT56B+f4afbg2mKUGT51Gw47Nsb/YxOR6gqCvDKhicnFphvSE60dRNRkSGSFWaiMT7rWNo0E+CNTZWU5fsYmAjz/S0VGSLZwh4kHmyuw/uUoYPfa3KwWQNIcT81Gw6zE8T7s7cDP82rGyqoLAwwPBXh7I2BVIcnImnw1bV+xkNRaouDvLSu/Klf7/OYvN9SB6jIEMkWoUiMUx29wNKGDjB/WtWJ9h7CUQ0gxZ3UbDhoOhzj9OVEYvngKVuobF6PySEVGSJZZf5CzzrMJQwdYP4ejpPtPYQisZTFJiLp8eXVPiZmojSU5rFrTdmSvufl9RXUFAcYnY7wzfX+FEco8mzUbDjozJVepsIx1pTn89zq0iV/nz3JONXRw3RYRYZIJpucifL5FXua+fuL/B7nD2vLqCsJMj4T5atrKjJEMt3HF+fv1ljq0MFjGhxqmb/0V8SN1Gw4aOE00zCWllgAdq0pZVVZHpPhGJ9f7U1VeCKSBqcv9xKKxFlfWUBTQ/GSv880jbnBg24RFslsY6EIX1zrA5a+hcpmf/3py71MhaNJj01kpdRsOGR0KsJXc4ll6dNMAMNYUGTogj+RjPbxxUSjcHhn/bKGDjBfZHx+pY/xUCTpsYlIepzq6CUcjbOpupDtdUXL+t6WVSWsrchnOjK/NVvETdRsOOSzjm4iMYutNUVsrV1eYoH5IuOra4nTrEQk8wxPhvl29qCH5U4zARrri9lQWcBMNK4iQySD2TsdjjzD0MEwjLn8cVRbqcSF1Gw4ZC6xLPHB8N/aVlvE5upCwrE4J2ePzBSRzHK8vZto3GJHXTGbqguX/f2PrHKqyBDJSIMTM3x389mHDgu/7+vr/YxMhZMWm0gyqNlwQN94iB9mz8Y/3PJsiUWTDJHMZ2+DfNahw8LvPXsjcRmYiGSW422JG8BbVpWwrrLgmV5jc00R22qLiMQsPmvXAFLcRc2GAz5t7SZuwXOrS1lTkf/Mr2NPNL+7OUD/+EyywhORNOgZDXHu7hAw/7v8LDZWFdJYX0w0bnG8rTtZ4YlImizcQrUS9uBBq5ziNmo2HJCsxLKusoCdq0qIW6jIEMkwx1ofYlmJI2wbSvNW9FpHtJVKJCN1jUxz/u4whsHcEbbPyt4p8cPtQfrGQskITyQp1Gyk2f2hKX7tHME0mLucbyW0X1skM630ua2FDs3mgfN3h+genV7x64lIehybzQMvrSuntiS4otdaXZ7PrjWlWBYca9UAUtxDzUaa2QXGKxsqqC5eWWIB+7hM+OXeMA+Gp1b8eiKSencGJml9MIrHNDjYvPKhQ0NpHi+uK0sUGZdUZIhkimQOHUCrnOJOajbS7GiStlDZaoqDvLy+fPa1VWSIZAI7D7y2sYLKwkBSXlNFhkhmudU/QcfDMbymwcGmlQ8dAN5vqcc04OL9EToHNYAUd1CzkUbXe8e52jOOz2NwIEmJBeYvBVSRIeJ+lmUl7bmthQ421+ExDdq6RrkzMJm01xWR1LBPo3tzcyVlBf6kvGZVUYDXNlYCcLRVNYG4g5qNNLITy+4tVZTk+5L2ugeaavGaBle6x7jZN5601xWR5LvSPc7Nvgn8XpP9TbVJe92KwgCvb0oUGXauERF3sixrfqdDkrZQ2eZWOZUHxCXUbKTJwmnmSo65XExZgZ/dW6oAJRcRt7PzwB+3VlEcTN7QAeCDua1UXViWldTXFpHk6Xg4xu2BSQJek707kjd0ANjfVIvfY3Ktd5xrPRpAivPUbKTJpQejdA5NkefzsHdHTdJff+H52ioyRNxp4TTzg+cakv76+xprCHhNbvVPcrl7LOmvLyLJ8fHFLgD27KihMOBN6muX5PnYvXV2AHmpK6mvLfIs1Gykib3isHdHDfn+5CYWgD3bawj6TO4OTtHWNZr01xeRlbvQOUzXyDSFAS/vbKtO+usXBX1zr6tnuETcKR635o6mTeZzWwt9oAGkuIiajTSIxS2OtSb/gdCFCgJe9mxPrJh8rK1UIq5kDx327agh6POk5D3sHHP04kPicRUZIm6TuA8nRFHQy9uzKxDJ9u62Ggr8Hu4PTfPr/ZGUvIfIUqnZSIOfbg/SNz5DSZ6Pt7akJrHAfJFxrPUhMRUZIq4SjcX5tC0xzTyc5AdCF/rjtmoKA14ejob4pXM4Ze8jIs/GXnV8r7GWgDc1Q4c8//yWbT3LKU5Ts5EGdmI50FSL35u6v/LdW6soDnrpHZvh3J2hlL2PiCzf97cGGZgIU5bv443ZU6NSIejzsK9RRYaIG0VicY7PDh2SfQrVb9mv/2lbtwaQ4ig1GykWjsY50d4DpG4LlS3g9fDe7FGa2q8t4i727+TB5jp8ntSmXjvXHG/rJhqLp/S9RGTpzt4cYHgqQmWhn1c3VKT0vd7YVEVpvo/+8Rl+vD2Y0vcSeRI1Gyn2zfV+RqcjVBcFeDnFiQXmL/g70d5NOKoiQ8QNQpEYJ9M0dAB4fVMl5QV+BifDfHdLRYaIWxydXW18v7kOb4qHDn6vOXeBsFY5xUlqNlLMnma+35K43TfVXt1YQWVhgJGpCGdv9qf8/UTk6b661s/4TJS6kiAvritP+fv5PCYHm2dXOVVkiLhCKBLjZMfs0CHFW6hs9nDjRHs3M9FYWt5T5LfUbKTQVDjK6cu9QHqmmQAe0+BQiyYZIm5i361xqKUOMw1DB5hf5TzV0UMooiJDxGlfXO1jMhyjoTSPXWvK0vKeL60vp6Y4wFgoyjfXB9LyniK/pWYjhc5c6WM6EmNNeT7PrS5N2/vaN5SfutzLdFhFhoiTJmainLliDx2Sf5Hf4/xhbRl1JUHGZ6J8da0vbe8rIouzB4CHd9ZjGOkZOiQGkPN3bog4Qc1GCs0nlrq0JRaAXWtKWVWWx1Q4xudXe9P2viLye6cv9zATjbO+soCmhuK0va9pGnODBxUZIs4aC0X4YrbpT9dOB5v9fmcu9zIVjqb1vUVAzUbKjE5F+Pq6nVjSN80EMIwFRYa2Uok4yolpps0uMj6/0sd4KJLW9xaReac6eglH42yqLmR7XVFa37tlVQlrK/KZjsTmtnaLpJOajRT5rKObSMxia00RW2vTm1hgvsj46lriNCwRSb/hyTDf3kjsk073NBOgsb6YDZUFzETjKjJEHGSvLh5xYOhgGMZc/jmqVU5xgJqNFJlLLGk6ceK3ttUWsbm6kHAsPnf6hYik1/H2bqJxix11xWyqLkz7+z+yyqkiQ8QRAxMzfHfTuaHDwvf9+no/I1NhR2KQ3KVmIwX6xkP8MHu2/eEWZxKLYRh88JwmGSJOsrdQOTV0WPjeZ28MMDSpIkMk3Y7P3uDdsqqEdZUFjsSwuaaIbbVFRGIWn7VrACnppWYjBT5t7SZuwfNrSllTke9YHPZE87ubA/SPzzgWh0gu6hkNce7uEDD/u+iEjVWFNDUUE41bHG/rdiwOkVw1N3RwMA/A/OBBq5ySbmo2UmDh3kwnra0oYOfqUuIWKjJE0uxY60MsC15cV0ZDaZ6jsRzRVioRR3SNTPPzvWEMw9mhA8zvtPjh9iB9YyFHY5HcomYjyToHp/i1cwTTSNwa7jS7yPj4YpfDkYjkFrcMHYC5c/bP3Rni4ci0w9GI5A57G/PL68upKQ46Gsvq8nxeWFuGZcHRVg0gJX3UbCTZ0dZEYnl1YwXVRc4mFkjcWGwYcKFzhPtDU06HI5IT7gxM0vpgFI9pcLDZ+aFDfWkeL60rBxIrLiKSHvNbqNJ7BP7jaJVTnKBmI8ncsjfTVlMc5JX1FcB8IyQiqWXngdc3VVJRGHA4moTD2q8tklY3+ya43D2G1zQ40FTrdDgAHGyuwzTg0v0R7g1OOh2O5Ag1G0l0rWeca73j+DwG7zU6P820zT0Upgv+RFLOsiw+uZTYtuiWoQPAwaZaPKZBe9cYt/snnA5HJOvZjf1bW6ooK/A7HE1CVVGA1zdVAjqpUtJHzUYS2QXG7i3VlOT7HI5m3oGmWnweg6s949zoHXc6HJGsdrl7jFv9k/i9Jvsba5wOZ05FYYA3ZosMrW6IpJZlWXPFvJuGDoDu3pG0U7ORJInEknjgyskz9RdTmu/nrc1VgJKLSKrZv2PvbK2mKOieoQM8ul/bsiyHoxHJXu1dY9wZmCToM9m7wz1DB4D9jbX4PSbXeye42jPmdDiSA9RsJMnF+yN0Dk2R5/OwZ3u10+H8zsLztVVkiKRGPG5xzKVDB4B9jTUEvCa3+yfpeKgiQyRV7J0O726voSDgdTiaR5Xk+Xh76+wAUturJQ3UbCSJPc3cu6OGfL+7EgvAnu01BH0m9wanaH0w6nQ4IlnpQucwXSPTFAa8vLPNfUOHoqBvLi7t1xZJjXjc4tjs0bJu20Jls4chR1s1gJTUU7ORBLEMSCwFAS97tieWcrWVSiQ17N+tfTtqCPo8DkezODtHHb30kHhcRYZIsp2/O0T3aIiioHduBcFt3t1WQ4Hfw/2haX69P+J0OJLl1GwkwU+3B+kfn6Ekz8dbW9yZWGC+yDjW+pCYigyRpIrG4hxvSwwdDrtwC5Xtj9uqKQx4eTga4pfOYafDEck69tDhvcZaAl53Dh3y/J65Z0m0lUpSTc1GEtiJ5UBTLX6ve/9Kd2+tojjopXdshnN3hpwORySrfH9rkIGJMGX5vrlTn9wo6POwr1FFhkgqRBYMHdz43NZCdnyftnVrACkp5d7KOEOEo3FOtPcA7t1CZQt4PRxoStz/oa1UIsll/04dbK7D53F3av3gucRtxsfbuonG4g5HI5I9zt4YYHgqQmWhn1c3VDgdzhO9samK0nwf/eMz/Hh70OlwJIu5+1/EDPDN9X5GpyNUFwV42eWJBeYnGSfauwlHVWSIJEMoEuNkhgwdAF7fWEFFgZ/ByTDf3VKRIZIs9tDh/eY6vC4fOvi95vwAUquckkLu/k3IAHZiOdRSj8c0HI7m6V7ZUEFVUYCRqQhnb/Y7HY5IVvjqWj/jM1HqSoK8uK7c6XCeyusxOdisIkMkmabDMU51zA4dZlcP3c4ejpxo72YmGnM4GslWajZWYCoc5fTlXsD9ezNtHtPgfRUZIkllHyN7eGc9ZgYMHWA+Z53s6CEUUZEhslJfXO1jMhxjVVkeu9aUOh3Okry0vpya4gBjoSjfXB9wOhzJUmo2VuDMlT6mIzHWVuSzc1WJ0+EsmV1knLrcy3RYRYbISkzMRDlzZXbokAFbqGwvrCmjviTIxEyUL6/2OR2OSMazL/I7vLMew8iMoYPHNDjUkshbH1/scjgayVZqNlbgk9lfzMMtmZNYAJ5fXcrq8jymwrG5IklEns2pjh5monE2VBbQWF/sdDhLZpoGh2ebIx0YIbIyY6EIX15LbE3OpKEDwAezA8gzV3qZnIk6HI1kIzUbz2hkKszX12cTS4ZsobIZhsHhFhUZIsnwyYItVJk0dADmmo3Pr/YxHoo4HI1I5jrZ3kM4GmdzdSHbaoucDmdZmhtKWFeRTygS1wBSUkLNxjP6rL2HSMxiW20RW2oyK7HAfIP09bXEaVoisnxDk2HO3kjsc860oQNAY30xG6oKCEfjnOpQkSHyrOyhw5EMHDoYhjG3GqNnOSUV1Gw8o4XTzEy0rbaYLTWFhGPxuSM7RWR5jrd1E41bNNYXs7Gq0Olwlu2RIkOrnCLPZGBihu9nj5DO1JrAHpZ8c6Ofkamww9FItlGz8Qz6xkL8MHsBTqbtzVxIRYbIyiycZmYqO/azNwcYnJhxOBqRzHN89gbunatKWFdZ4HQ4z2RTdRHb64qJxKy5i4pFkkXNxjM41tqNZcHza0pZXZ7vdDjPzJ7AfH9rgL7xkMPRiGSW7tFpzt8dAuBQBjcbG6oKaWooJha3OK4iQ2TZ7K1HmbqqYdNWKkkVNRvPIBummQBrKwrYubqUuAXHW7udDkckoxy7lBg6vLiujIbSPKfDWRE7lx1VkSGyLF0j0/x8bxjDyPxm4/DOxB1cP94ZpHdMA0hJHjUby9Q5OMXF+yOYBrzfUud0OCumrVQizyZbhg7A3Dn75+4O8XBk2uFoRDKHfaHny+vLqSkOOhzNyqwqy+eFtWVYVmIHh0iyqNlYpqOticTy6sYKqosyO7EAHGqpwzDgQucI94emnA5HJCPcGZikrWsUj2lwsDnzhw71pXm8tK4cgGOtGjyILNXHF+2hQ4PDkSSHBpCSCmo2lumTi9kzzQSoKQ7yyvoKYL6REpEns/PA65sqqSgMOBxNchx+TkWGyHLc7BvnSvcYXtPgQFOt0+EkxcHmOkwDLt0f4d7gpNPhSJZQs7EM13rGudY7js9j8F5j5k8zbfbtoXooTOTpLMvik0tdQPYMHQDeb67Daxq0d41xu3/C6XBEXM/+N/OtLVWUFfgdjiY5qooCvL6pEpjfIiayUmo2lsEuMN7eWk1Jvs/haJLnQFMdPo/B1Z5xbvSOOx2OiKtd7h7jVv8kfq/J/sYap8NJmvICP29sThQZWt0QebLE0CHxe/JBBl7o+SSHtZVKkkzNxhJZlsXRS4kHprJpmglQku9j95YqQMlF5Gns35F3t1VTFMyeoQM8ul/bsiyHoxFxr7auUe4OThH0mezZnj1DB4D9jbX4PSbXeye42jPmdDiSBdRsLNHF+yN0Dk2R7/dkXWKBRycZKjJEFhePWxzL0qEDwL7GWgJek9v9k3Q8VJEh8jj2Fqo922soCHgdjia5SvJ8vL11dgCp7dWSBGo2lsieZu7dUUOe3+NwNMm3d0cNeT4P9wanuPRg1OlwRFzpQucwXSPTFAa8/HFbtdPhJF1hwMu72xP/XVrlFFlcPG7NHQ2bjUMHgCPPaQApyaNmYwliOZBY8v1e9uxIrNhokiGyOPuYy32NNQR92Td0gAUX/F16SDyuIkPkt87dHaJnLERx0Mvu2RWAbPPuthoK/B4eDE9zoXPE6XAkw6nZWIIfbw/SPz5DSZ6PNzdnZ2KB+SLjWOtDYioyRB4RjcU53pbdQwdIHIBRFPDSPRri53vDTocj4jr2qt97TbUEvNk5dMjze9jXmDjOV6dSyUqp2VgCe9J/sLkWvzd7/8re2lJJcdBL3/gMP90ZdDocEVf57tYgg5Nhygv8c0dDZqOgb77IsE/gE5GESCzOibmhQ3Zc5Pc48wPIbqKxuMPRSCbL3so5SWaiMU60JxLL4SyeZgIEvB4ONCXuD9EkQ+RRC4cOPk92p057v/bxth4iKjJE5py9McDwVITKwgCvbqxwOpyUemNzJWX5PgYmZvjx9pDT4UgGy+5/MZPgm+sDjIWiVBcFeHl9dicWeLTICEdVZIgAhCIxTnX0ANk/zQR4fWMFFQV+hibDfHdzwOlwRFzD3kJ1qKUOj2k4HE1q+TwmB5oTA0itcspKqNl4ivnEUp/1iQXglQ0VVBUFGJ2O8O2NfqfDEXGFr671MT4Tpa4kyB/WljkdTsp5PSYH54oMrXKKAEyH54cO2b7TwWZvpTrR3sNMNOZwNJKp1Gw8wVQ4ypnLvcD8xD/beUyD91VkiDzC/l04vLMeMweGDjCf80519BKKqMgQ+fxqL5PhGKvK8ti1ptTpcNLipXXl1BYHGQ9F+fqaBpDybNRsPMHpy71MR2Ksrchn56oSp8NJG7vIOH25l+mwigzJbeOhCJ9f6QOy+xSq33phTRn1JUEmZqJ8ebXP6XBEHGc/t3V4Zz2GkRtDB9M0ONSiAaSsjJqNJ7Afkj7ckjuJBeD51aWsLs9jKhzjzJVep8MRcdTpy73MRONsqCygsb7Y6XDSxjSNua0iKjIk141OR/hqdrKfS0MHmB9AnrnSy+RM1OFoJBOp2XiMkakwX1+fTSw5soXKZhgGh1tUZIjAo1uocmnoAPP70j+/2sd4KOJwNCLOOdnRQzgWZ3N1Idtqi5wOJ62aG0pYV5FPKBLXAFKeiZqNx/isvYdIzGJbbRFbanIrsQB88FzixJ2vr/UzOq0iQ3LT0GSYszcSpzHl2tABoLG+mI1VBYSjcU51qMiQ3GXvdDiSg0MHwzDmVnPsrWQiy6Fm4zHsaWYuFhgAW2uL2FpTRDgW52R7j9PhiDjieFs30bhFU0MxG6sKnQ4n7RJFRmLwoFVOyVX94zNzR0Dnak1g/3d/c6Ofkamww9FIplGzsYi+sRA/3E7coG1vJ8pFdnJRkSG56pMF08xcZeeBszcHGJyYcTgakfQ73tZN3IKdq0tZW1HgdDiO2FRdxPa6YiIxixMaQMoyqdlYxLHWbiwLdq0pZXV5vtPhOMZutL6/NUDfeMjhaETSq3t0mvN3E7fmHsrhocP6ygKaG0qIxS2Oq8iQHKShQ4K2UsmzUrOxCCWWhDUV+Ty3upS4BZ+2djsdjkhaHbuUGDq8tK6c+tI8p8Nx1HyRoVuEJbc8GJ7il3vDGAZzR8DmqsM7E//9P94ZpGdUA0hZOjUbv3FvcJKL90cwDXg/h6eZtiM6+lJy1MeXEoX14Rzdo73QoZ11GAacvztM18i00+GIpM3RS4lB2yvrK6gpDjocjbNWleXzwtoyLAuOtaomkKVTs/Eb9okTr22spKoo4HA0zjvUUodpwK+dI9wfmnI6HJG0uN0/QXvXGB7T4GBTrdPhOK6uJI8X15UDcEyDB8khuX5YzG99MPv3cFR5QJZBzcZvaAvVo6qLg7yyoQLQ6obkDvtn/Y1NlVQUaugAWuWU3HOzb5wr3WP4PAYHNHQA4GBzHR7T4NKDUe4OTDodjmQINRsLXO0Z43rvBH6PyX4lljl2kaFJhuQCy7I0dFjEweY6vKZBx8MxbvVPOB2OSMrZD0K/tbmK0ny/w9G4Q2VhgNc2JgaQqglkqdRsLGAnlt1bqyjJ8zkcjXscaKrD5zG42jPO9d5xp8MRSamOh2Pc7p8k4DXZ11jjdDiuUV7g543NlYBOo5Hs98jQQVuoHrFwldOyLIejkUygZmOWZVkcbdU0czEl+T52b6kCVGRI9rOnde9sq6YoqKHDQgtXOVVkSDZrfTDK3cEpgj6TPds1dFhof1Mtfq/Jjb4JrvZoAClPp2Zj1q/3R7g/NE2+36PEsojDmmRIDojHrblmQ0OH39vXWEvAa3J7YJKOh2NOhyOSMvaqxp7tNRQEvA5H4y7FQR9/3Do7gNRWKlkCNRuz7In93h015Pk9DkfjPnt31JDn89A5NMWlB6NOhyOSEr90DvNwNERhwMsft1U7HY7rFAa8vLs98feiIkOyVSxuzR3tqqHD4o7sbAC0yilLo2aDRGL5tC1xlrYSy+Ly/V727Eis+GgrlWQr+2d7X2MNQZ+GDotZuJUqHleRIdnn3J0hesdmKA562T07wZdHvbu9mgK/hwfD01zoHHE6HHE5NRvAj7cH6R+foSTPx5ublVgexy4yjrU+JKYiQ7JMNBbnuIYOT/X21mqKAl66R0P8fG/Y6XBEks5etXuvqZaAV0OHxQR9HvY1Jk7t1KlU8jRqNpifZh5sTjz0JIvbvSVxSlff+Aw/3Rl0OhyRpPru1iCDk2HKC/y8vqnS6XBcK+jzzB0N/snsLesi2SIcjXOi3R46NDgcjbvNDyC7icbiDkcjbpbzlfVMNKbEskR+rzl3sZEmGZJt7KHD+811+Dw5nxqfyC4yjrf1EFGRIVnk7M1+RqYiVBYGeHX2PglZ3BubKynL9zEwMcOPt4ecDkdcLOf/Rf3m+gBjoSg1xQFeWl/udDiut7DICEdVZEh2CEVinOroAXSm/lK8trGCykI/Q5Nhvrs54HQ4IkljDx0OtSRuypbH83lMDjTXAVrllCfL+WbD3pt5qKVeiWUJXt5QQXVRgNHpCN/e6Hc6HJGk+OpaH+MzUepLgrywpszpcFzP6zE5OFdkaJVTssN0OMapy72Ahg5LZQ8gT7T3MBONORyNuFVONxuTM1HO2IlFD4Quicc0eL8lUWR8rFOpJEvYBfPhnfWYGjosiZ0zT7b3EIqoyJDM9/nVXqbCMVaX5/H86lKnw8kIL60rp7Y4yHgoylfXNICUxeV0s3HmSi/TkRhrK/JpWVXidDgZwy4yTl/uZSocdTgakZUZD0U4c6UPmL+8Up5u15oyGkrzmAzH+OJqn9PhiKyYvYXqcEs9hqGhw1KYpsGhFq1yypPldLNhJ5YjO5VYluO51aWsKc9nOhKbK9JEMtWpjl7C0TgbqgporC92OpyMYZoGh3bOFhla5ZQMNzodmZvMawvV8th/X59f6WVyRgNI+b2cbTZGpsJ8M/vMgbZQLY9hGBxWkSFZwp7GaeiwfHbu/OJaH2OhiMPRiDy7kx09hGNxttQUsq1WQ4flaG4oYX1lAaFInNOzW9NFFsrZZuNEew+RmMW22iI21xQ5HU7GsY8J/vp6H6NTKjIkMw1OzHB29jQlDR2Wb0ddMRurCghH45zqUJEhmWvhTgdZnsQAMvH3pq1UspicbTbmEouWS5/J1toittYUEYlZfNbR7XQ4Is/keHsPsbhFU0MxG6oKnQ4n4xiGMTd4UJEhmapvPMT3txJDBz239WzsJu2b6/0MT4YdjkbcJiebjd6xED/O3oB9uEWJ5VnZjZqKDMlURzXNXDE7D3x3c4DBiRmHoxFZvuOt3cQt2Lm6lLUVBU6Hk5E2VReyo66YaNziRHuP0+GIy+Rks3GstRvLgl1rSlldnu90OBnLbtR+uDVI33jI4WhElufhyDTn7iZuvT2kocMzW19ZQHNDCbG4xfE2rXJK5ln43JY8u/kBpC74k0flZLOhxJIcayryeW51KXELPm1VkSGZ5VhrIg+8tK6c+tI8h6PJbEe0X1sy1P2hKS50jmAYzB3hKs/G3oL2050hekY1gJR5Odds3Buc5NL9EUwD3tc0c8VUZEimmrvIT89trdihnXUYBpy/O0zXyLTT4Ygs2dHZocMr6yuoKQ46HE1mayjN4w9ry7Cs+WGOCORgs3F0tsB4bWMlVUUBh6PJfIda6jAN+LVzhPtDU06HI7Ikt/snaO8aw2MaHGyqdTqcjFdXkseL68oBOKbBg2QQHRaTXPbf41HlAVkg55oNbaFKruriIK9urAC0uiGZw/5ZfWNTJRWFGjokwwc6MEIyzI3eca72jOPzGBzQ0CEpDjbX4TENLj0Y5e7ApNPhiEvkVLNxtWeM670T+D0m+5VYksZu3DTJkExgWdZcQfyBpplJc7CpDq9p0PFwjFv9E06HI/JUdh7YvaWK0ny/w9Fkh8rCAK/NDiBVE4gtp5oNe7n07a1VlOT5HI4me7zXWIfPY3C1Z5zrveNOhyPyRB0Px7jdP0nAa7KvUUOHZCkr8PPm5kpgPteKuNXCoYPu1kiuhc9yWpblcDTiBjnTbFiWNfcgmPZmJldJvo/dW6oBFRnifva07d3t1RQGvA5Hk10W7tdWkSFu1vpglHuDU+T5POzdUeN0OFllf1Mtfq/Jjb4JrvZoACk51Gz8en+E+0PTFPg9vLtNiSXZFl7wpyJD3Coet+aaDT23lXx7d9QS8JrcHpikvWvM6XBEHste1dizo4Z8v4YOyVQc9PHHrVUAfKwBpJBDzYY9cd+7o4Y8v8fhaLLPnu3V5Pk8dA5NcfH+iNPhiCzq53vDPBwNURTw8vbWaqfDyTqFAS97tieGObrYS9wqFrfmjmbV0CE1juxsALTKKQk50WxEY3GOzV46py1UqZHv984tRes0GnEruwDe11hL0KehQyrY+9+PtXYTj6vIEPc5d2eI3rEZioNe3tpS6XQ4Wend7dUU+D10jUxzoXPY6XDEYTnRbPx4e4iBiRlK8328sanK6XCy1pEFRUZMRYa4TCQW53hbD6ChQyq9vbWKooCX7tEQ5+8OOR2OyO/YQ4cDTXUEvBo6pELQ55k7gEPPckpONBsLE4vfmxP/yY54a0vilK/+8Rl+uj3odDgij/ju5gBDk2EqCvy8Pns0oyRf0OeZO1pcq5ziNuGohg7pYv/9ftrWTTQWdzgacVLWV94z0Rgn2mcTi/ZmppTfa85djKQiQ9zG/pk82FyH15P1qc9Rdq493tZNREWGuMi3N/oZnY5QVRTglQ0aOqTSG5sqKcv3MTAR5gcNIHNa1v+L+/W1fsZDUWqKA7y0vtzpcLKeXWScaO8hHFWRIe4QisQ41dELaJqZDq9trKCy0M/wVISzNwecDkdkjj10eH/2pmtJHZ/H5GBzHaCtVLku65sNO7EcaqlXYkmDlzdUUF0UYHQ6wjfX+50ORwSAL6/2MTETpb4kyAtrypwOJ+t5FxQZR1VkiEtMh2OcvqyhQzrZA8jPOnqYicYcjkacktXNxuRMlDNXZhOLtlClhcc0eL9ldpKhrVTiEgtvCjY1dEgLO+ee7OghFFGRIc47c6WXqXCM1eV5PL+61OlwcsKL68qpKwkyHory1TUNIHNVVjcbZ670EorEWVuRT8uqEqfDyRl2kXH6ci9T4ajD0UiuGw9F+PxqHzB/LKuk3q41ZTSU5jEZjvHF7N+/iJPmhg4t9RiGhg7pYJoGhzSAzHlZ3WzYewSP7FRiSafnVpeypjyf6UiMM1dUZIizTnX0Eo7G2VBVQGN9sdPh5AzTNOaaO+3XFqeNTkf4enayri1U6WVf8Pf5lV4mZzSAzEVZ22yMTIX55sZsYtE0M60Mw5j7O1eRIU6zp2kaOqSfnQe+uNbHWCjicDSSy0629xCOxdlSU8i2Wg0d0qmpoZj1lQWEIvG5Z2Ykt2Rts3GivYdIzGJ7XTGba4qcDifn2JOjr6/3MTqlIkOcMTgxM3cakoYO6be9rohN1YWEo/G508BEnGAPHT54rsHhSHKPYSxY5dRWqpyUtc3Gwi1Ukn5baorYVltEJGbxWUe30+FIjjre3kMsbtHcUMKGqkKnw8k5j6xyqsgQh/SNh/j+VmLocLhFNYET7DzwzfV+hifDDkcj6ZaVzUbvWIgf7yQukDm8s87haHKXJhnitKMaOjjO/rv/7uYAAxMzDkcjueh4azdxa/Z5wop8p8PJSZuqC9lRV0w0bs1dtCy5IyubjWOt3VgWvLC2jFVlSixOsYuM728N0jcWcjgayTUPR6Y5d3cIw4BDGjo4Zl1lAS2rSojFLY63aZVT0m/hc1viHHt79ccXuxyORNItK5uNT2Z/kJVYnLW6PJ/n15RiWYkGUCSdjs4WGIlz3vMcjia36cAIccr9oSkudI5gGswdwSrOsHc7nLs7RM+oBpC5JOuajbsDk1x6MIppMHeDrThH+7XFKZpmusehlnoMA36+N0zXyLTT4UgOsfPAKxsqqC4OOhxNbmsozeMPa8tmB5CqCXJJ1jUb9jTz9U2VVBUFHI5G3m+pwzTg4v0ROgennA5HcsSt/gk6Ho7hNQ0NHVygtiTIS+vKgfkcLZIORzV0cBV7K5UGkLklq5oNy7LmbwhVYnGF6qIgr26sAOCoJhmSJvZ2nTc2V1Je4Hc4GoEFRYa2UkmaXO8d52rPOD6PwYEmDR3c4GBzHR7ToPXBKHcGJp0OR9Ikq5qNqz3j3OibwO8x2d9Y63Q4Mkv7tSWdLMvSNNOFDjbV4TUNLnePcbNvwulwJAfY/+bs3lJFSb7P4WgEoLIwwOubKgGtcuaSrGo27FWNt7dWUZKnxOIW7zXW4fMYXOsd51rPuNPhSJbreDjG7YFJAl6TfRo6uEZZgZ83NyeKDG2hkFTTTgf3Wvgsp2VZDkcj6ZA1zcYj08znlFjcpCTfx+4t1QB8cklH3klq2QXGu9urKQx4HY5GFrJz81EVGZJilx6M0jk0RZ7Pw94dNU6HIwvsb6zB7zW52TfBlW4NIHNB1jQbFzpHeDA8TYHfw7vblFjcZr7I6FaRISkTj1sc0xYq19q7o5aA1+TOwCTtXWNOhyNZzN5CtWdHDfl+DR3cpCjo452t9gBSq5y5IGuajc8/P8EJ//+a/+Xq6+T5PU6HI7+xZ3s1eT4PnUNTXLw/4nQ4kqVOt97l/zD1v+e/CP6/eHv2HzNxj8KAlz3bE8MgrXJKqoxORyj65f/OR/5/xZ+3aEu1G2mVM7dkRbNxu2+c/9m9/5jt5n3+va7/zOlwZBH5fi/7Gu0iQ5MMSY2uk/83/ui5xN9xhuDILafDkUXYRcax1m7icRUZknxHv/iW/5h/w3PmLd4Y/ovT4cgi3tmW2ObaNTLNhc5hp8ORFMuKZuOXrz6i0EjcRmlgQe9lhyOSxdjbWo61dhNTkSFJdrVrkCNTCwqL9n/nXDDyWG9vraIo6KV7NMT5u0NOhyNZxrIsii/+13P/27x6DDQ5d52gz8O+2WdpdFJl9sv4ZsOyLPKvf/joH6rIcKU3NydOCesfn+Gn24NOhyNZpvXbT6g0FjwH0PbvVGS4UMDr4b3ZU8K0yinJdvn+AG+Gv5v/g4Fr0NvuXEDyWIdnVzk/besmGos7HI2kUsY3G233+ngz8gMAkef/vcQftv+TigwX8ntNDjaryJDksyyLohsfAXB/zZ/AG4ShW9B90cmw5DHsrVTH27qJqMiQJOo4+zFlxgSjnnLY+n7iD9s0gHSjNzZVUpbvY2AizA8aQGa1jG82rnz7IcXGFMPeSnzv/efgy4fhu9D1i9OhySLs885PtPcwE405HI1ki19v9/BG9CcAqnf/T2HLe4lPqMhwpVc3VFBZ6Gd4KsLZmwNOhyNZIh63KLn5MQDD696Hlr9LfKL9LxpAupDPY3KwOXGzu7ZSZbeMbjZicYvyO58AMLrhMASKYJsmGW728voKqosCjE5H+Oa6igxJjhtn/4kiY5ohbw2B9a9C858Tn+j4EOKanLuN12PyvooMSbJfbz/kjVhi6FD35r+ALfvBXwSjnXD/nMPRyWLsZzk/a+8hFNEAMltldLPx8/X7vBE7D0D9G/8i8YdNf5v4vx1/gbh+cN3GYxocapm/PVRkpaKxOJV3jwIwvukImCZs3guBEhjrgs4fHI5QFmNvpTrV0cN0WLlaVu7mt/9IgTHDoK+OwNqXwZc3P4DUs5yu9OK6cupKgozPRPnqWr/T4UiKZHSzcfe7fyTPCDPgb8C/+oXEH258B4KlMNELd886Gp8szi4yzlzuZSocdTgayXTnr97jjXhi22T9G/8y8YfeAGw/nPhYRYYr7VpTRkNpHpPhGF9c7XM6HMlw0VicmnvHAJjY/AEYRuITC1c5Y/r3xm1M0+BQS2KV86gGkFkrY5uNcDRO3f1EYpna8lfzicXrhx0fJD5WkeFKO1eVsLYin+lIjNOXe50ORzJc5/f/QMCI0BdYi6+hZf4TzX+T+L8dH0Es4khs8niGYcw9w6UL/mSlfrxyh1etX4EFOx0ANuyG/AqY7Ic7XzsUnTzJkZ0NAJy50svEjBrCbJSxzcaPHdd51boEQMOb//LRTzbPbqW6/DFEZ9IcmTyNYRgcbpm/PVTkWc1EYzR0HU98vG3B0AFg3VtQUAXTQ3DrS4cilCex92t/ea2fsZAaQnl2Xd/9AwEjSm9wPb765vlPeHyw40+Jj9v/yZHY5MmaGopZX1nATDTO6cs9TocjKZCxzUb3D/8WnxGjJ28znpptj35y7etQWAuhUbj5uTMByhPZW6m+vt7PyFTY4WgkU33feo1XrDZgwRYqm8cLjX+V+FirnK60va6ITdWFhKNxTraryJBnE4rEWPMwMXQIb//r33+BPYC8chQioTRGJkthGMbc4EEHRmSnjGw2psMx1nWfACC6Y5HEYnqgafbPVWS40paaIrbVFhGJWXymIkOeUd+P/wNeI87D/G14qjb9/gvsAyOufgrhqfQGJ0/1SJGhVU55Rt9f6uAlEhf3Nbz+L37/BatfgeIGmBmDm6fTHJ0shT2A/PbGAMOTGkBmm4xsNr77tZUXuQJAwxv/48W/yC4yrp2A8GSaIpPlOKwiQ1ZgcibKxt7PEv+j6W8W/6LVL0HJGghPwI2T6QtOlsxuNr6/NcjAhLa9yvIN/PQPeAyLroIdmJUbfv8Fpjk/gNSx+K60saqQxvpionGL4+3dTocjSZaRzcbQT/+AaVg8KGrBKFu7+Bc17IKy9RCZSjQc4jp2kfHD7UH6xrS0Lcvz3S+/8gfjGnEM6l7/54t/kWGoyHC5dZUFtKwqIRa3ON6mIkOWZzwUYVNfYpBgtvz58V9oDyCvfwYz42mITJZLW6myV8Y1G6PTEbYNnALAu/MJicUw5qedKjJcaXV5Ps+vKcWy4FirigxZnpHz/wBAV/HzGCWrHv+F9n7tG6cTz3GJ66jIkGf13c8X2GXcIIZJ7av/7PFfWLcTKjZBNARXj6cvQFmyQ7N54NzdIXpGNYDMJhnXbHx37hwt5q1EYnnlCYkF5ouMm2dgaij1wcmyfaCtVPIMRqbCNA4l9l4Hnv+7J39xTRNUboXYDFw5loboZLkOtdRjGPDzvWG6RqadDkcyyPjPs0OHkl0YxXWP/0LDmF/d+P+395/Bdd3rfuf5XTsi5wzmDIJBoiRSlChRgaTEIOno3Otr33vt69vdtrvb7dAzVd1dLs+Mq9tVMzXVrnnVdte4bU+7xtN14zlHEnMSKSaRlEiRBEiCESQAIue847xYewEQRYIIe++19sbv80ZbILDWc47IP5/n+Sft5XSk6oJM3lpWGGtAKidIJylXbIz8GBtYCrdCTun031xWA2W1EAmap1CI4+zfVIXLgJ+a+njarQ28MjPnv79ErdFICDdl2/7m9N9sGJONByUZjlSRn8G25UWAjsOWmeseGmdDrOmQueUV4wBMjgMPT6sB6VA6MCI9pVSx0TEwyqa+kwBkvTGDgQUmL/ZSkuFIpbl+3llZAsA36mTIDI1dizUdirZDVtGrf8BaUvnoLAx1JjAymSvrYi8tpZKZuvD9BWpcTwnioXTrNMuqLSWroWITREJw+3cJj09mb9/GStwug5vN/Tzu0uE+6SKlio1LF79jjauFAF5K3nzJ6TPPs5KMx+dgUEesOpHWa8tstPWNsmXgNAC5b82w6VC8Eqpeh2hYSYZD7d1QgcdlcLt1gAcdQ3aHIykgeP0vAHhW8g5kFs7sh6zZjVu64M+JinP8vLsq1oDU7EbaSKliI3TzLwF4VvoeZOTP7IcKl8Git4Ao1P82YbHJ3H2yoQKf20VD+yB32wbsDkcc7tKF06xwtTKOj6ItX878B6312jowwpEKs328v8ZcGqslFPIqz3pHeGPQbDrkvfmK/ZtT1cZOp3tyAQb0+8yJrAbkVz+1EI1GbY5G4iFlio2m7mG2DX8LQMG2WQwsABtj06tKMhwpP9PLzrWxJEOzG/IqsSWRreUfgD935j+34deAAU3fQ19TQkKT+Zmc5VSSIdO7fOEEy1ztjBl+Crd8MfMfLFgMS7YDUaj7TcLik7n7pLYcn8fFw85hbreqAZkOUqbYuHr+KIuMLkaNTAo2fza7H679EgwXtPwAPY8TE6DMi5VkfHPzmZIMeanGzkG2jZwBoHC2TYe8Kli2w/xcpyUUTrR7fTkZXheN3SPcatExxfJyRuzPcGv5h+DLnt0Pb9BeTifLzfDy0doyQLOc6SJlig13vdmBaKv8GLyZs/vhnDJY/r75WUmGI+2qKSfL56apZ5TrTX12hyMO9eO5I1QZPYwYWeRv3Df7B+juHUfL9nv4uKYc0CynvNyj9n62j54FoPjtl1zoOZ3aL8Fww7Pr0P0wztFJPHz+mtmAPHijlUhEDchUlxLFxv3WXt4Z/w6A0u1zGFhgyvnaKjacKNPnZvd6JRnyctFoFN8d889ve/Ue8GbM/iHrvwCXB9pvQWdDnCOUeLBmOQ/eVJIhL3bt3CHKjT6GjRzyNnw6+wdkl8CKD8zPajw40kfrysjxe2jpG+Xa0167w5F5Soli48a5byg1Bhh05ZGzfs/cHlLzGbh90HEb2m/HN0CJCyvJOHSrlbCSDHnO3ZYe3g2cB6DsnT+e20OyimDlx+ZnJRmO9MHaUnIzPLQNjHGlUXchyM9Fo1EyGszDXjoWfwIe/9weZO3lrPsr0NJdx8nwutljNSC1lCrlOb7YiEajZN37HQBdSz4Ft3duD8osgFW7zc9ap+lI760uJT/TS+fgON8/6rY7HHGYunNfUWQMMeAuIHvtR3N/0NQL/pRkOI7f4+bT2gpASYb80u2mLnYELgBQPtemA8C6/eDJgK570HYrTtFJPH0WW0p1+FYroXDE5mhkPhxfbNx60sGO4CUAKt792/N72MYp67WVZDiOz+Ni38ZYkqGlVDJFNBol98FXAPQs3Qduz9wftnYfeDKh55G5Zlscx1qvfeRWK0ElGTLF7XO/o8AYpt9dRNaaD+b+oIw8WB1bKaEGpCPtWFVCUbaPrqEAFx+qAZnKHF9s3D33G/KMEXo9JWSufG9+D1uzF7zZ0PcEmn+IT4ASV5/FllIdqWtlPBS2ORpxiuuP2tgR+h6Ayvk2Hfw5sDa2zlt7uBxp+4piSnJ89I4EOX+/y+5wxCEikSh5D82mQ+/y/eByz++BE7Ocv4GIilqn8bqnNCA1y5nSHF1shCNRCh9/DUD/is/BNc9wfVmwLnaCjToZjrRteTFluX4GxkJ8d09JhpgenP8rcowxerwV+Jdvn/8DNyjJcDKP28X+jZWAkgyZdP3RM3aErwBQuePvzP+Bq/eALxf6m6D5yvyfJ3H3+eZqAI7VtTEWVAMyVTm62PjhXhM7wuYMRNV78+xmWqwko/63ENFvXKdxuwwObIpd7KUkQ4BQOEJJ4zcADK6KQ9MBYPVu8OfD4DN4enH+z5O4s5ZSHa9vYzSgsVrgwbm/JNsYp8tbhX/p1vk/0JsJNQfMzzowwpHeXFpIZX4Gg+MhzjR02h2OzJGji43GC39JphGg07cI36It8Xnoyo8gowCG2qHxXHyeKXH1RSzJOHm7nZFAyOZoxG5X7z7h3cg1AKp2xKnp4PGbJ9SBkgyH2rKkkEWFmQwHwpy+22F3OGKzUDhC+ZODAAyv+QIMIz4PthqQt38HYf194zQulzGxvPobNSBTlmOLjUAoQmWTObCMrv0yfgOLx2eetQ9KMhxq06J8lhZnMRoMc+J2u93hiM2eXvxz/EaQDv8yvFWb4vdg68CI219BOBi/50pcGMZkkvH1jRaboxG7fX/nMduj5oEO1fFqOgCs2AlZxTDcCY/Pxu+5EjfWsfgn77QzNK6CMBU5ttj4vv4e26M3AKh+Lw5rM6eyNoXd+RpC4/F9tsybYRgTg4s6GQvbeChMdcth83NNHJsOAMveh+xSGO2Bh9/G77kSN9Y48G1DJwNjKggXspYLf47fCNGesQJP5Yb4PdjthfW/Mj/rwAhHqq3KY0VJNuOhCCdut9kdjsyBY4uNZ5f+Aq8RpjVzNe6ytfF9+NJ3IacCxvrhwan4Plviwkoyzt7rpG8kYHM0YpcLNxt4O2qegV8djw2hU7k9UPul+VkHRjjSuopcVpflEAhFOFanJGOhGguGWfLMbDoE1/86/i+YaEB+A8Gx+D9f5uVns5w6Fj8lObLYGA2EWdF6BIBI7e/F/wUuN2yIDVhKMhxpdXku6ypyCYajHFGSsWB1fP9neIwIz7JqcJWsjP8LrPXadw9BYCT+z5d5mTrLqQMjFq4LP9WzlToAquZ79PWLLH4b8qphfAAenIj/82XerAMjzt3vomdYDchU48hi4/y1m7zJHQCqdszjhtDpWJ2MhiMQGE7MO2RerMFFnYyFaXg8xKr2o+a/bExA0wFg8VYoWAKBIbh/LDHvkHmxOpoXHnTROahlrwtR9+U/x21EacmuxVW8PP4vcLkmG5Day+lIK0tzqK3KIxSJcvhWq93hyCw5stjovfJnuIwozbmbMAqWJOYlVVugcDkER8yCQxzns9gRuN8/7qZ9QFPbC835H67zptFABIPKd/4oMS8xDNgQK2SUZDjSspJsNi/KJxJFScYCNDgWZHWn2Qhwbfr9xL3ImuW8dxTGBhL3HpkzzXKmLscVG/2jQWq6jgPg2fw3Evciw5ic3VCS4UiLi7LYsqSAaBQO3lSSsdD0//DnALTkvY6RX524F1lJxv3jMNqXuPfInH2mJGPBOn/1R1437hPGRcX2P0zciyo3Q/EqCI1Bw+HEvUfm7EBsHLja2ENr/6jN0chsOK7YuHD5Mhtdj8yB5e0EDiwwmWQ8OAkjPYl9l8yJOhkLU+9wgNpuc+20//U/SOzLymuhdB2EA3D3YGLfJXPy2eYqDAN+fNJLc6/21iwkQ1bTIX8LRl5l4l5kGJM5gRqQjlRdkMlbywrNBuQNNSBTieOKjZFrsYGlcCvklCb2ZWXroHwDRILmKRTiOPs3VeEy4EZTH0+6tbdmobjw/UVqXY2EcFO27W8m9mVKMhyvPC+DbcuLAPhGScaC0T00zsZes+mQuSXB4wBMrnZ49C0Mdyf+fTJrakCmJkcVGx0Do2zuM4+izXojCQMLTK7X1qlUjlSa6+edlSWA7txYSMau/wUALUXbIaso8S+0Noc+PgtDuq3aiT7fbC6lU5KxcFy4dJ51riaCeCjdmsBl1ZaS1VCxCSIh80ZxcZx9GytxuwxutfTzuEsNyFThqGLj0sWzrHa1EMBLyZsJOn3meVax8fgcDOqIVSdSJ2Nhaesb5Y0Bs+mQ+1aSmg7FK81DI6IRqP9dct4ps7J3QwUel8Gd1gEedAzaHY4kQfAns+nwrOQdyCxMzkut2Q1d8OdIxTl+3l1lNiB1UmXqcFSxEb5pzi48K30PMvKT89LCpbBoKxCF+t8m550yK59sqMDndnGvfYi7bTolJN1dunCK5a42xvFRtOXL5L14IsnQLKcTFWb7eH+NubRWSUb6e9Y7wpuDpwHIeyvB+zenshqQTy5Cf0vy3isz9sVEA7KFaDRqczQyE44pNpq6h9k6/C0AhduSOLDAlFOp/jK575UZyc/0snOtkowFI5bst5Z/AP7c5L239teAAU2Xoe9p8t4rMzZ1llNJRnq7fOEES10djBl+Cl//Inkvzl8ES97BbED+JnnvlRnbU1uO3+PiYecwt1vVgEwFjik2rp4/yiKji1Ejk/zNnyX35bVfguGClh+h51Fy3y0zYiUZ39xUkpHOGjsH2TZyFoCitxN0t8bL5FXCsh3mZy2hcKTd68vJ8Lpo7B7hVku/3eFIAhmxP4OtFR+BLzu5L9+ou3ecLDfDy0frygAtr04Vjik23LEOQlvVLvBmJvflOWWw/H3zs5IMR9pVU06Wz01TzyjXm/rsDkcS5Mdzh6kyehg2ssnbuC/5AUxc8KdxwImy/R521ZQDmuVMZ4/a+9k+ajYdSt7+4+QHsP5XYLih9Sfofpj898srWQ3IgzdaiUTUgHQ6RxQb91t7eWf8OwDKttswsMCUoy+VZDhRps/NnvVKMtJZNBrFd8dsOnQs2g0ef/KDWP8FuDzQfgs6G5L/fnmliSTjppKMdHXt3CHKjT6GXLnk1n6S/ACyS2Dlh+ZnzW440ofrysjxe2jpG+Xa0167w5FXcESxcePcN5QaAwy68siu2WVPEDWfgdsHnXegvd6eGGRan79mJhmHbrUSVpKRdu629PBu4DwAZe/8bXuCyCqClR+bn5VkONLOtaXkZXhoGxjjSqMuY0030WiUjAbzsJbORXvA47MnkA1TDozQ0l3HyfC62VMba0BqKZXj2V5sRKNRsmIDS9eSveD22hNIZgGs2m1+VpLhSDtWlVKQ5aVzcJzvH+nCpXRz69xXFBlDDLgLyF7zoX2BbFSS4WR+j5tPN1QASjLS0e2mLnYELgBQ8a5NTQeAdfvBkwFd96Dtln1xyEtZs5yHbrYSCkdsjkamY3uxcbOxnR2hSwBU7rBxYIGfn6+tJMNxfB4XezdUAvDVTzqSMJ1Eo1Fy738FQM/S/eD22BfM2n3gyTQPi3h2zb445KWsC/4O32olEFKSkU7qz/2WAmOYPncxmat32hdIRh6s3mN+1kmVjvTuqhKKsn10Dwe48FANSCezvdi4e+435Bmj9HpKyVixw95g1nwKvhzoewLNP9gbi7yQ1ck4UtfGeChsczQSL9cftfJe+HsAKt+zuengz4G1e83P2sPlSNtXFlOS46dvJMj5B512hyNxEolEKXj4NQB9y/eDy21vQBMNyN9AREWt03jdLvZtjM1yai+no9labIQjUYofmwNL/4rPwGVz7ePLMruaoIu9HGrr8iLK8/wMjoU426AkI13cP/fX5Bhj9Hgr8C/bbnc4k0lG/W8goqLWadwugwObzFlOJRnp49qDFnaErwAOWOkA5syGLxcGms37d8RxrFnO4/VtjAU1VjuVrdn91XtP2BExZxCq7O5mWiaSjN8qyXAgM8mYvNhLUl8oHKH0yTcADK76HAzD5oiAVbsgIx8GW82bhMVxPovNch6/3c5oQGN1Onh44S/JMsbp8lbhX7rV7nDMY/hrDpif1YB0pDeXFlKZn8HgeIgzDR12hyMvYWux8eTCX5JhBOn0LcK3aIudoUxa8SFkFsJQOzSeszsaeQFrKdXJO+0Mj4dsjkbm68rdRt6NmHsjqpzQzQTz2N2a2OWiSjIcacuSAhYVZjISCHPqbrvd4cg8BcMRyp8cBGB4zRfOaDrA5KlU9b+DsP6+cRqXy5hoPKgB6Vy2FRuBUITKpkMAjK790jkDi8dnnrUPOpXKoTYtymdpcRZjwQgn7yjJSHVPL/4FfiNIh38Z3qpNdoczyUoybn8FoYC9scgvGMaUJENLqVLe5dsPeSd6HYBqpzQdAFbshKxiGOmCx2fsjkZewGpAnrrTweBY0OZo5EVsKzYu1d1je/QmANXv/R27wngxK8m48zWExu2NRX7BMIyJwUVJRmobD4VZ1HLY/FzjoKYDwPL3IbsMRnvh0bd2RyMvYI0DZxo66R9VkpHKWi7+BT4jTHvGCjyVG+wOZ5Lba94oDjowwqFqq/JYUZLNeCjCidtqQDqRbcVG26U/x2uEac1cjbtsrV1hvNjSdyC3Esb64cEpu6ORF7CSjO/ud9I3oq5zqrp44y5vR80z7Kt3OKzp4HJD7ZfmZ81yOtK6ilxWl+UQCEc4Vt9mdzgyR2PBMEueHQEguP7XNkfzAtZezrsHIThmbyzyCz+b5dRSKkeypdgYDYRZ3nYUgEjt79kRwvRcbqiNDXhar+1Iq8tzWVeRSzAc5UidkoxU1XH5z/AYEZ5l1eAqWWl3OL80kWQcgsCIvbHIL0yd5fxGSUbKuvBTPVupA6DKzov8Xmbx25BXDeMDcP+43dHIC3z+mjkOnL/fRc+wGpBOY0uxcf7aTd7kDgBVO/7YjhBebWOsCGo4AuND9sYiL2QNLlpKlZqGx0Osaj8GgGEl9U6z6C0oWALBYbh31O5o5AWsjuaFB110DmrZayrqvvznuI0oLdm1uIqX2x3OL7lcsEENSCdbWZrDhuo8QpEoh2+12h2OPMeWYqP3yp/hMqI0527GKFhiRwivVrUFCpdDcMQsOMRxPosdgfv9427aBzS1nWrO/3CdN4wGIhhUvPOHdofzYoYBG2KNhzqt13aiZSXZbF5cQCSKkowUNDgWZHWn2XRwbf4bNkczDWsv571jMDZgbyzyQp9rKZVjJb3Y6B8NUtNlTkN6N/9Bsl8/c4Yx5fZQdTKcaHFRFm8sLSQahYM3lWSkmv4f/hyAlrwtGPnVNkczDSvJuH8cRvtsDUVeTElG6rpw5QdeN+4TxkXFdoc2HQAqN0PxagiNQcNhu6ORF7Du4Lra2ENr/6jN0chUSS82Lly+zEbXI8K4KN/+t5L9+tmxkowHp2Ckx95Y5IWUZKSm3uEAG7rNpoP/dQc3HQDKa6F0HYQD5gZRcZwDmyoxDPjxSS/Nvdpbk0oGf4w1HfLfxMitsDmaaUxtQOrACEeqKshk67IiswF5Qw1IJ0l6sTFyzRxYmgu3QXZJsl8/O2XroHwDRILmMbjiOPs2VuIy4EZTH0+6h+0OR2bowvcXWe96Qgg3ZdscXmwYxmTjQUmGI5XnZfD28mIAvlGSkTK6h8bZ1HsSgMw3HD4OwOQ48PA0DHfZG4u80GevqQHpREktNjoGRnmtzxxYct5w+KyGxVqvrSTDkUpz/by7yixadRpN6hi7/hcAtBRvh6wim6OZAWtz6OOzMKhz3J3ocyUZKefipXOsdTURxEPpWw49JGKqklXmcqpoGG7/zu5o5AX2bajA7TK41dLPo04d7uMUSS02Ll08wyrXMwJ4KX7TgWdpv4hVbDSehwF1zJzIOo3mq5+eEY1GbY5GXqWtb5Q3Bsz7a3LfcvAa7amKV0L1GxCNKMlwqL0bKvC6De60DnC/fdDucGQGgj/Fmg4l70Jmoc3RzNDELKcOjHCi4hw/O2INSDUenCOpxUb4pjk78Kz0fcjIS+ar565wKSzeBkSh/rd2RyMv8EltBT63i/sdQ9xtU5LhdJcunGK5q41x/BS9/iu7w5k5LaVytIIsH++vLgWUZKSClt4R3hj8FoD8rSnSdIDJWc6nF6G/2d5Y5IWm7uVUA9IZklZsNHUPsXX4DACF21JoYIHJJEOnUjlSfqaXD9YqyUgZsT9HrRU7wZ9jczCzUPslYEDzFeh9Ync08gJTl1IpyXC2K+eOs9TVwZjhp/C1z+0OZ+byF8GSd8zPdb+xNxZ5oT215fg9Lh51DlP/TMcUO0HSio0r546yyOhixMgif/OBZL02Pmp/BYYLWn6Enkd2RyMvYCUZ3yjJcLTHnYNsGzkLQNG2P7I5mlnKq4RlO8zPunPDkXbVlJPhdfGke4Sbzf12hyPTMOrNP0OtFR+BL9vmaGbJuvRXDUhHys3w8tG6MkB7OZ0iacWG97bZAWiv+hi8mcl6bXzklMHyneZnJRmO9PG6crJ9bpp7R7n2tM/ucOQlfjx3mCqjh2Ejm7yN++wOZ/Ym7t7ROOBE2X4Pu2rKAc1yOtnD9n7eGfsOgJK3/9jmaOZg/a/AcEPrDeh6YHc08gLWUqpvbjwjElED0m5JKTbutfayffwcAGXbU3BggSnnayvJcKJMn5vd680kQ50MZ4pGo/jvmE2HjkW7weO3OaI5qPkcXF5or4OOu3ZHIy9gJRkHbz4jrCTDka5/d5Ayo48hVy65tZ/YHc7sZZfAyg/Nz5rdcKQP15WR4/fwrH+MH5/22h3OgpeUYuPGd19Tagww6Moju2ZXMl4Zf+sOgNsHnXegvd7uaOQFrKVUB2+2EgpHbI5GnnenpYd3A+cBKHvnb9sczRxlFcGqj83PSjIcaefaUvIyPLQPjHPlsS5jdZpoNEpmg3nYSueiPeDx2RzRHE09MEJLdx0nw+tmT21slvMnNSDtlvBiIxqNkn3vdwB0L90Lbm+iX5kYmQWweo/5WafRONKOVaUUZHnpGhrn+0dKMpym7txXFBlDDLgLyV7zod3hzJ2SDEfze9x8usG8iVpLqZzndlMX7wYvAlDxboo2HQDW7QdPBnTfh7abdkcjL2DNch6+pQak3RJebNxsbGdH6BKQ4gMLTN65UffXSjIcyOdxsXdDJQBf32ixORqZKhqNknv/KwB6lu0Dt8fmiOZh7V7wZELvY3h2ze5o5AU+31wNwJG6VgIhJRlOUn/utxQYw/S5i8lcvdPucOYuI08NSId7d1UJRdk+uocDXHjYbXc4C1rCi427535DnjFKr6eUjBU7Ev26xFrzKfhyoO8JNP9gdzTyAlYn40hdG+OhsM3RiOX6o1beC38PQOWOFG86+HPMggO0h8uhtq8spiTHT99IkPMPOu0OR2IikSgFD78GoG/5fnC5bY5oniYOjPgNRFTUOo3X7WLfxtgsp5ZS2SqhxUY4EqX4sTmwDKz4DFxJvUMw/nxZsDZ2go7WazvS1uVFVORlMDgW4myDkgynuH/ur8gxxujxVuBftt3ucObPSjLqfwMRFbVO43YZHNgUm+VUkuEY1x60sCN8BUiDpgOYMxu+XBhohqbLdkcjL/DFa+Ys5/H6NsaCGqvtktDs/4eGRnZEzBmAqvf+JJGvSp6fdTL0G9dpfpZkaL22I4TCEUqffAPA4KovwDBsjigOVu2CjHwYbIUnF+2ORl7AOjDi+O12RgMaq53g0YW/IMsYp8tbhX/pVrvDmT9vJtTE7g1TA9KR3lhSSFV+BoPjIc40dNgdzoKV0GLjycW/JMMI0ulbjHfRa4l8VfKs+BAyC2G4Ax5/Z3c08gJWknHyTjvD4yGbo5Erdxt5N3IdgKr30qCbCeaxvTWfmZ+VZDjS64sLWFyUyUggzKm77XaHs+AFwxHKnxwCYGTNr9Kj6QCTB0bU/w7CQVtDkV9yuQw+iy2vVgPSPgkrNgKhCJVNhwEYW/tl+gwsHh+s/8L8rCTDkTZW57OsOIuxYISTd5Rk2K3pwl/gN4K0+5fhrdxodzjxMzXJCAVsDUV+yTAMPtsUSzK0lMp2l+sfsD0aazqkwxIqy4qdkFUCI13w6Kzd0cgLWMXGqTsdDI6pILRDwoqN7+saeDtqHgdX9d7fSdRr7LHxb5j/vP0NhMbtjUV+wTCMiY3iSjLsNRYMs+iZ2XQI1Pw6fZoOAMvfh+wyGOuDh6ftjkZewJrlPNPQSf+okgw7tVz6C3xGmLaMlXgqa+0OJ37cXqj9lflZDUhHqq3KY0VpNuOhCCduqwFph4QVG62X/hyvEaY1cw3usjWJeo09lrwDuVUw3g8PTtodjbyAlWScvddJ77C6zna5eOMu26K3AKhOp24mmCfpbPi1+VlJhiOtq8hjTXkOgXCEY3VtdoezYI0Fwyx9dgSA0Ppf2xxNAliznHcOQnDU3ljkF6Y2IL9SA9IWCSk2RgIhVrQdBSBi3U2RTlyuySRD52s70qqyXGoq8whFohxRkmGbzst/hseI8Cy7BlfJSrvDiT8rybh7GAIj9sYiL/S51mvb7sL1OrZSD0DVu39sczQJsHgb5C2CwCDcP253NPIC1jhw/kEX3UNakZJsCSk2zv14gze4C0DVu3+UiFfYzyqiGo7A+JC9scgLTSYZuuDPDoNjQVZ1HDP/ZcPfsDeYRFn0JhQsheAw3DtidzTyAtZ67YsPu+gYHLM5moWp6/Kf4TKitORswFW83O5w4k8NSMdbUZrDhuo8wpEoh9WATLq4X+MbDAQZOfb/pD+cQVv2eiqCGdCZhseNeRdB9hrob4Kv/wWUrn7uG4zn/inJtncsxKPofXgIX/3b0xRk++wOyZGyypaz5aMvcbvjd8FWOBzm8J//e/aEn9JNFhnrPqE3HccBgKWfQde/hzP/Frqev9vFeMlnSZY84J/mPeFZ/wi//X9fZl1lrt0hOZPLzY4/+KdxHwfqb92ktvUbel2ZjKz4LH3HgepdEPrfoP4MfPu/vmB/mnICu/2jnG5ORTtoPHyW0/dKcLv13+JFVr37OdXL1sb1mUY0Go2+6psGBgbIz8+nv7+fvLy8ab/3yn/8v3D10kdxC1BEEu+P/uUGCkvLpv2e5uZmFi9ePKNx4OnNc3zzb7QhVySVzGQcgJmPBb3t7fwf/6I+niGKSIK99skj3v3y773y+2ZTG8R9GZVnQxpu/hKRWTEK03B/hojMjkudY5FUk1lQEvdnxn0Z1ebXNrP8f2wnggdXQq8MFJF4ySsqjuvzqqrK+aP/yUMkEsLljvswIyIJEO9xIK+omD/6lxuIhIO43N64PltEEiPe4wAkoNhwu90UllfF+7EikkLcbjeFZa9ejiEi6cvtds9oWZaIpDfNPYiIiIiISEKo2BARERERkYRQsSEiIiIiIgmhYkNERERERBJCxYaIiIiIiCSEig0REREREUkIFRsiIiIiIpIQM7pnIxwOA9Dc3PzKK8lFJD01NTUB8PTpUwoKCuwNRkRso7FARAYGBoDJGmE6RjQajb7qm65evcrWrVvnH5mIiIiIiKSFK1eu8NZbb037PTMqNnp7eykqKqKpqUkzGyILVHNzM7W1tRoHRBY4jQUiMjAwwOLFi+np6aGwsHDa753RMiq32w1AXl6eBhaRBcr6s69xQGRh01ggIharRpiONoiLiIiIiEhCqNgQEREREZGEULEhIiIiIiIJoWJDREREREQSQsWGiIiIiIgkhIoNERERERFJCBUbIiIiIiKSECo2REREREQkIVRsOFgoHOHX/+YCv/rXFwiEInaHIyI2+dffPuC1/+k4t5r77Q5FRGxS/6yfzf/jcf6X0/ftDkVkVlRsONjFh91ce9rHT019HKlrtTscEbFBMBzhfz7WQN9IkP/ur27YHY6I2ORfHWugfzTIvzp+j/7RoN3hiMyYig0H++bGs4nP//Fio32BiIhtzj/omvh8t22Qlr5RG6MRETsEQhF+fNI78e9/9WOzjdGIzI6KDYcaD4U5Wt828e/XnvbR1DNiY0QiYoepTQeAQzefveQ7RSRdnbvfycBYaOLfv76hcUBSh4oNhzrb0MngWIiKvAzeXlEEwMGbWkolspCMBcMcr28H4NdbqgH45obGAZGFxmo6fL65CpcBN5r6eNqtBqSkBhUbDvVNrLA4sKmSL16zkgx1MkQWkjMNHQyNh6guyOSf76vB7TK41dLP465hu0MTkSQZDYQ5fttsOvzpu8t4d1UJAN9ollNShIoNBxoJhDgZG1g+21zFp7UVeFwGt1sHeNAxZHN0IpIs1izGgU2VFOf42RFLMg6q8SCyYJy+28FIIEx1QSavLy7gs01VgBqQkjpUbDjQqTsdjAbDLCnKYtOifAqzfby3OpZkqJMhsiAMjYc4dXey6TD1n+poiiwcVlHx2eYqDMPgk9oKvG6Du22D3G8ftDk6kVdTseFAkwNLJYZhxD5PdjKi0ahtsYlIcpy6085YMMLykmxqq/IA2FNbjs/t4l77EHfbBmyOUEQSbXAsyOmGDsDMCQDys7zsXFMKaHZDUoOKDYcZGAtypqETmCwwAHavL8fncfGwc5jbrUoyRNLdRNNh02TTIS/DywdrlWSILBQnbrcTCEVYUZrN+sq8ia9PznK2qgEpjqdiw2GO17cTCEdYXZbD2vLcia/nZnj5aG0ZoNNoRNJd/0iQs/d+2XSY+u/f3FCSIZLuJpsOVRNNB4BdNeVkeF087hqm/pkakOJsKjYc5vm1mVNpKZXIwnCsvo1gOMq6ilxWT2k6AHxcU0am183TnhFuNvfbFKGIJFrvcIBz981LPa0lVJZsv4eP15UDmuUU51Ox4SA9w4GJ24IPbKr8xa9/tK6MLJ+blr5Rrjf1JTk6EUkWawP487MaAFk+D7vWK8kQSXdH69sIRaLUVOaxqiz3F79uFSAHb7YSiagBKc6lYsNBjtS1Eo5E2VCdx4rSnF/8eqbPzW4lGSJprWtonAvTNB3A3McBSjJE0tnUw2Je5IO1ZeT4PbEGZG8yQxOZFRUbDjJ1bebLWL926KZZmIhIejlyq5VIFDYvymdpcfYLv2fn2lJyMzy0DYzxwxMlGSLppmNgjEuPuoGX5wQZXjd7JhqQ2sspzqViwyHaB8a4/LgHgP0v6WYCvLemhLwMDx2D41yJfb+IpA8raXjREiqL3+Pmk9qK2PdrllMk3Ry+1Uo0Cq8tLmBxUdZLv88aJw6qASkOpmLDIQ7dNAeWN5YWsqjw5QOL3+Pm0w2xJEMXe4mkldb+Ua40vrrpAJNJxuFbrYTCkYTHJiLJ883NVzcdAN5dVUJBlpeuoXEux2ZCRJxGxYZDTGwIfUWCAZODz5FbrQSVZIikjUOxBGPrsiIq8zOn/d53VhZTlO2jezgwsdxCRFJfc+8IPz7pxTBg/8bpcwKfx8VeNSDF4VRsOEBTzwjXn/bhMmDfDIqN7SuKKc720TsSnNhIKiKp71UbQqfyuqckGVpKJZI2pjYdKvIzXvn91p6OI3VtBEJqQIrzqNhwgIOxgeXtFcWU5b56YPG4XeyLdTu0KUwkPTzpHuZGcz8uA/a+optpsWY5j9a1MR4KJzI8EUmS6Y6+fpFtK4opyfHTpwakOJSKDQeYepHfTFnfe7y+jbGgkgyRVGc1Hd5dVUJJjn9GP/PWsiLK8/wMjIU4d09Jhkiqe9Q5RF3LAG6XMTFz+SpulzFxTLZmOcWJVGzY7EHHELdbB/C4DD6tndnAAvDm0kIq8jIYHA9x9l5nAiMUkWSYydHXz3O7DPZvNL9f67VFUt/UpkPxDJsOMLn08vjtdjUgxXFUbNjsYCxBeG91CYXZvhn/nEudDJG0ca99kLttg3jdxsSRtjNlJRknbrczGlCSIZKqotEoX9+Y+WExU72+uJDqgkyGxkOcaehIRHgic6Ziw0bRaHROS6gsn79m/sypOx2MBEJxjU1EkudgbBzYuaaU/CzvrH7WPIc/k5FAmNN3lWSIpKqG9kEedAzhc7vYM8umg8tlcGCz9nKKM6nYsNGd1kEedg7j87jYHbsFdDY2VueztDiL0WCYk3eUZIikomg0OuMz9V/EMIyJpVea5RRJXdaf351rS8nPnF3TASaXYJ66287QuBqQ4hwqNmxkrbH+aG0ZuRmzH1iUZIikvvpnAzzuGibD62JXzeybDjBZpJxu6GBwLBjP8EQkCcyVDnNvOgDUVuWxoiSbsWCEU3fa4xmeyLyo2LDJfJdQWayfPdvQSf+okgyRVGONAx+vKyfb75nTM9ZV5LKqLIdAKMKJ20oyRFLNzeZ+nvaMkOl1s6umbE7PMAyDA5vVgBTnUbFhk5+a+mjuHSXL5+ajdXMbWADWVuSypjyHQDjC8fq2OEYoIokWiUQnTp+ZyUV+L6NZTpHUNtF0qCkjyze3pgNMbiw/e6+T/hE1IMUZVGzYxJou3b2+nEyfe17PmkgybmpTmEgqud7US0vfKDl+Dx+snXvTAZjYHHrufhe9w4F4hCciSfDzpsPcVzoArC7PZV1FLsFwlGNqQIpDqNiwQTgSnTjydjZn6r+MNW164UEX3UPj836eiCSH1XTYs76cDO/8mg4rS3OorcojFIlyVEmGSMr44UkvbQNj5Po97FxTOu/nWQWL7t4Rp1CxYYOrjT10DI6Tl+HhvTUl837e8pJsNlbnE45EOVKnJEMkFYTj2M20fKb12iIpx/rzuqe2Yt5NB5hsYl540EWXGpDiACo2bGANLJ9uqMDvmf/AApPrvZVkiKSGy4+66RoapyDLy7ur5t90ANi/0RwHLj3qpmNgLC7PFJHECYUjHL41/31bUy0pzmLz4gIiUThyS8urxX4qNpIsGI5MzD7Eq5sJsD/WybjS2ENbv5IMEaezljjs3VCBzxOfoXhxURZblhQQjTKRwIiIc1161E33cIDCODYdYHKjuC74EydQsZFkFx920zMcoDjbx/YVxXF7bnVBJm8uLSQahUNKMkQcLRCa0nSIw76tqSbXa2scEHE6azXC3o2VeN3xS8kObKrCMMwGZGv/aNyeKzIXKjaSzBpY9m2sxBPHgQW0XlskVVx40EXfSJCSHD/b4th0AHMplWHAj096ae4dieuzRSR+xkNhjiao6VCRn8Fby4oAOKTGg9hMxUYSjYfCHEvAEirL3o0VuAzzDo+mHiUZIk5lNQQObKrE7TLi+uyyvAzeXm4WMEoyRJzr3L0uBsZClOX62bq8KO7PVwNSnELFRhKdbehkcDxEZX4Gby4tjPvzy3Iz2L7STDJ05J2IM40FwxyP3fIdrw2hz9PRlyLOZ/35PLCpKu5NBzD3g7ldBjea+3nSPRz354vMlIqNJLLWUB/YVIkrAQMLTLngT5vCRBzpTEMHQ+MhqgsyeX1x/JsOYJ5053EZ1LUM8KhzKCHvEJG5Gw2EOZHgpkNJjp93Yg3Ig5rlFBup2EiSkUCIkxMDS/yXUFmsJONO6wAPOgYT9h4RmRurEZDIpkNRto8dq82TbZRkiDjP6bsdjATCLCrM5LXFBQl7j5ZSiROo2EiSU3c6GA2GWVqcxcbq/IS9pyDLx/uxG0g1uyHiLEPjIU7dTXzTASZnOb++8YxoNJrQd4nI7FjJ/2ebqzCMxDQdAD6prcDrNrjbNsi9djUgxR4qNpJkYmDZlNiBBaZc8HdTSYaIk5y6085YMMLykmxqq/IS+q7dteX4PC4edAzRoCRDxDEGx4KcbugA4n8K1fPyM73sXFMGwEHNbohNVGwkwcBYkDMNnUDiu5kAu2rK8XtcPOoc5nbrQMLfJyIzM9l0qEx40yEvw8uHa61ZTiUZIk5x4nY7gVCElaXZ1FTmJvx9kw3IVjUgxRYqNpLgWF0bgXCENeU5rK1I/MCSm+Hlo3VmJ0NLqUScoW8kwNl7yWs6TH3PNzeUZIg4RbKWUFl21ZST4XXxuGuY+mdqQEryqdhIAusUqkRPl041dVOYkgwR+x2rbyMYjrKuIpfV5YlvOgB8tK6MLJ+bpz0j3GzuT8o7ReTleocDnLvfBZhH3iZDtt/DxzXlgGY5xR4qNhKse2icCw9iA0uSupkAH64tI9vnpqVvlOtNfUl7r4i8mDXLmKxZDYAsn4ddSjJEHONofRuhSJT1lXmsKstJ2nutZufBm61EImpASnKp2EiwI3VthCNRNlbns7wkO2nvzfS52b1eSYaIE3QOjnPxodXNTMyZ+i9jFTdKMkTsN3UJVTJ9sLaUHL+Hlr5Rrj3tTeq7RVRsJNjkwJLcBMN8pzmYHbrZSlhJhohtjtS1EonC5kX5LC1OXtMB4P01JeRmeGgbGONqY09S3y0ikzoGxrj0qBtIftMhw+tmT60akGIPFRsJ1NY/xpXYX+77k7hfw/Le6lLyMjx0DI5z5bGSDBG72NXNBPB73HxaW2HGcVNJhohdDt9qJRqF15cUsLgoK+nvn2hA3molFI4k/f2ycKnYSKBDsYHlzaWFVBdkJv39Po+LvRsm79wQkeR71jfK1cZeDCN5G0KfZyUZh2+1KckQsYkdh8VMtWNVCQVZXrqGAlxWA1KSSMVGAtnZzbRY7z5yq5WgkgyRpDsUSzDeWlZERX6GLTG8s7KYomwfPcMBLj7stiUGkYWsuXeEH5+YTYf9SV5CZfG6pzQgtZRKkkjFRoI09YzwU1MfLgP2bqywLY63VxRRkuOjdyQ4cSqWiCSPNatoZ9PB43axLzYOKckQST6r6bBteRHlefY0HWBy/+iRujYCITUgJTlUbCSIlWBsX1lMWa59A4uZZFidDF3wJ5JMjV3D3Gzux+0y2LvBvqYDTC7dOFrfxngobGssIguNE5oOANuWF1Oa66d/NMj5B522xiILh4qNBJk4U9+mtZlTWYPb8fo2xoJKMkSS5WAswXhnZTElOX5bY3lrWRHleX4Gx0J8d0+znCLJ8qhziLqWgVjTwZ4lVBa3y2C/GpCSZCo2EuBBxyB3WgfwuAw+tbmbCfDGkkIq8zMYHA9xpkGdDJFkseMiv5dxuYyJDepaSiWSPAdjS6h2rCqhKNtnczRqQEryqdhIACvBeH9NKQVZ9g8sZpKhU6lEkqmhbZCG9kG8boNPau1vOsBkknHidjsjgZDN0Yikv2g0ytcOOCxmqi1LCqguyGQ4EObbux12hyMLgIqNOItGo1PWZto7XTqVNcidutPO8LiSDJFEs5ZQ7VxTRn6m1+ZoTJsX5bO4KJPRYJjTSjJEEq6hfZAHHUP43K6JS/XsZhgGBzarASnJo2Ijzm63DvCocxi/x8WuGmcMLAAbq/NZWpzFWDDCyTvtdocjktai0eiUo6+d03QwDGNiH5mWUokk3tc/mX/OPlhbSl6GM5oOMLmf9NSdDobUgJQEU7ERZ9YSqo/WlZHroIHl50mGNoWJJFJdywCN3SNkeJ3VdIDJWc5vGzoZGAvaHI1I+vr5SgdnLKGy1FblsaIkm/FQhJO31YCUxFKxEUc/72Y6a2CByZjO3uugf0RJhkiiWAnGxzXlZPs9Nkfzc+sqcllVlkMgFOFEvZIMkUS50dxPU88omV43H9eU2R3Oz5hLqTTLKcmhYiOOrjf10dI3SrbPzYdrnTWwAKytyGVNeQ7BcJRjt9vsDkckLUUiUQ5aTQcHHH39vJ/Ncmq9tkjCWEn8rvXlZPmc1XQA+Cx2cMx39zvpGwnYHI2kMxUbcWQNLLvXl5Ppc9sczYtpvbZIYl172suz/jFy/B4+WFtqdzgvZG0OPX+/i55hJRki8RaJRCcOibCSeqdZXZ7LuopcswFZrwakJI6KjTgJR6IcuumcM/Vfxpo2vfiwm66hcZujEUk/ViG/p7acDK8zmw4rS3OorcojFIlytE5Jhki8XW3soX1gnNwMDzsd2nSAyXxFezklkVRsxMmVxz10DI6Tl+HhvdXOHViWl2SzsTqfcCTKESUZInEVCkc4dMv5TQeYmmRollMk3qwlip/UVuD3OLPpAJOrHS4+7KJzUA1ISQwVG3FiDSx7N1Ti8zj7/9bPlWSIJMTlxz10DQUoyPKyY1WJ3eFMy7ro8/vH3XQMjNkcjUj6CIUjHL5lNvOc3nRYUpzFa4sLiEThSJ1mNyQxnJ0Vp4hgOMKRFOlmAuyPJRlXG3to7R+1ORqR9GEV8Hs3VOJ1O3t4XVSYxRtLC4lGmZiNEZH5u/iwm57hAEXZPt5ZWWx3OK+kWU5JNGf/bZgiLjzoonckSEmOj7dXFNkdzitVFWTy1rJYknFTSYZIPARCkYmliU66yG861sZVJRki8TPZdKhwfNMBYP/GSgwDrjb28qxPDUiJP+f/KUgB1saqfRsr8aTAwAJTOhkqNkTi4vyDTvpHg5Tm+tm23PndTIB9mypxGXDtaR9NPSN2hyOS8sZDYY7Wp8YSKktFfgZbl5mNUjUgJRFSIzN2sLFgmOMpNrCAuczDZcCNpj6edivJEJkvq+mwf2MlbpdhczQzU5abwdsrzMJIS6lE5u+7e10MjoUoz/Pz1jLnr3SwTDYgNcsp8adiY57O3utkcDxEZX4GbywptDucGSvN9fPOSnMDqwYXkflJ1aYDaL22SDxZf472b6xKmaYDmEu+3C6Dm839NHYN2x2OpBkVG/NkDSwHNlXiSqGBBSbXlSvJEJmfb+92MBwIU12QyZYlBXaHMyuf1lbgcRnUPxvgYeeQ3eGIpKyRQIgTt9uB1Nm3ZSnO8fNu7AS9g2pASpyp2JiHkUCIU3c6gNTrZoJ5/rfXbXC3bZD77YN2hyOSsqzZwQObKzGM1Go6FGb7eG91LMnQxV4ic3b6bgejwTCLCjN5bXGB3eHM2uSBERoHJL5UbMzDyTvmwLK0OIuN1fl2hzNrBVk+3o9dQKiN4iJzMzQ+pemwKfWaDjDZLPn6RgvRaNTmaERSk7VK4LPNVSnXdADYU1uBz+2ioX2QhjY1ICV+VGzMw8TAsik1BxaYTDIO3nimJENkDk7ebmc8FGFFSTa1VXl2hzMnu9eX4/O4eNg5zF0lGSKzNjAW5NuGTiB1mw75mV52rjUbkFpKJfGkYmOO+keDnLUGlhRcQmXZtb4cv8fFo65h6p8N2B2OSMqZ2LeVot1MgNwMLx+tLQO0h0tkLk7UtxMIRVhZmk1NZa7d4czZ1AMj1ICUeFGxMUfH69sIhCOsLc9lbUXqDiw5fg8f18SSDHUyRGalbyTAd/etbmZqbQh93tSjL5VkiMyO9ffn55urU7bpALCrpoxMr5vG7hHqWtSAlPhQsTFH1h6HVDtx4kWsKd+DN1qVZIjMwrH6NoLhKOsqclldnrpNB4CP1pWR5XPT1DPKjeZ+u8MRSRk9wwHO3+8CzEMiUlmWTw1IiT8VG3PQPTTOhQexgSVF12ZO9eG6MrJ9blr6Rrn2tM/ucERShnVqSyovpbRk+tzsXl8OaCmVyGwcrWsjFIlSW5XHytIcu8OZt6l7OSMRNSBl/lRszMGRujbCkSibFuWzrCTb7nDmLcPrZk9tBaAkQ2SmOgfHufjQbDqk6obQ503Mct5UkiEyU1NPoUoHO9eUkuv38Kx/jGtPe+0OR9KAio05mHoKVbqwloMdutVKWEmGyCsdqWslEoXNiwtYUpxldzhx8d6aEvIyPLQPjHO1scfucEQcr2NgjO8fdwOwf2NqL6GyqAEp8aZiY5ba+se4EvtLeH+KbwidaseqUvIzvXQOjnM5NnCKyMtNNh3SZxzwe9x8uiGWZGi9tsgrHbrVSjQKW5YUsLgoPZoO8PMGZCgcsTkaSXUqNmbp4M1nRKPw1rJCqgoy7Q4nbnweF3utJEO3h4pMq6VvlKuNvRhGeuzbmspaCnL4VpuSDJFXSLclVJZ3V5VQmOWlayjA5cea5ZT5UbExS5OnUKXXwAKT/5uO1LUSVJIh8lKHYl3/t5YVUZGfYXM08bV9RTHF2T56hgNceKhZTpGXaeoZ4drTPgwjfZZQWbxuF3tj/5u+/kmznDI/KjZm4Wn3CDea+nAZsHdDeg0sAG+vKKYkx0/fSJDzsdO2ROSX0ukUqud53C72xZIMrdcWeblDt8xx4O3lxZTlpVfTASb3pR6payUQUgNS5k7FxixYa5jfWVlCaa7f5mjiz+0y2L9Rm8JEpvO4a5hbLf24XcbE0sN0YxVRx+raGA+FbY5GxJnSdQmVZevyIspy/QyMhTgXu7xUZC5UbMzC5MCSfrMaFmvQPF7fzlhQSYbI8w7esJoO5kxgOnpzaSEVeRkMjoc426AkQ+R5DzuHqH82gMdlTByqkG7cLmPiIBw1IGU+VGzM0P32Qe62DeJ1G3xSm54DC8CWJYVU5WcwNB7ijJIMkV+wZjjTtZsJ4HIZHLCSjJs6MELkeQdjSyl3rC6hKNtnczSJY41zJ263MxpQA1LmRsXGDFl/4b6/upSCrPQdWFwugwOxwUVHX4r8XEPbIPfah9K+6QCTScbJ2+2MBEI2RyPiHNFolK9vtADpdd/Wi7y+uIDqgkyGA2G+beiwOxxJUSo2ZiAajU4snUjnbqbFGjxP3WlneFxJhojFWkqwc00Z+Zlem6NJrE2L8llSlMVoMMypO0oyRCx32wZ52DmMz+Nid2253eEklGEYE3mPllLJXKnYmIH6ZwM86hrG73Gxa316DywAG6rzWFacxVgwwsk77XaHI+II0Wh0yhKq9N23ZTGTDK3XFnme9efhw7Wl5GWkd9MBJse703c7GBwL2hyNpCIVGzNgJRgf15SR4/fYHE3i/byTofXaIgC3Wvp50j1ChtfFrpr0bzrA5EzumYZOBpRkiDzXdEj/lQ4A6yvzWFGazXhIDUiZGxUbr2AuoYqdqZ/mazOnsgbRs/c66B9RkiFidTM/riknewE0HQDWlueyuiyHQDjC8XolGSI3mvtp6hkly+fmo3VldoeTFIZhTOQ/akDKXKjYeIVrT/to6Rsl2+fmwwUysACsKc9lbXkuwXCUY7fb7A5HxFaRSJSDNxde00HrtUV+zvpzsKumnCzfwmg6wORSqu/uddI3ErA5Gkk1KjZewRpY9tRWkOF12xxNcmm9tojpx6e9tPaPkeP38MHaUrvDSSrrCNzzD7roGVaSIQuX2XRYWEuoLKvKcqmpzCMUiXK0Tg1ImR0VG9MIR6IcuhXrZi6ADaHPOxDr4F582E3X0LjN0YjYZ7LpUL7gmg4rSnPYUJ1HOBLlSJ2WUMjCdbWxh/aBcXIzPLy/psTucJJuogGpY/FlllRsTOPy4246B8fJz/SyY9XC6mYCLCvJZtOi/FiSoU6GLEyhcITDE02HhdXNtEyu11aSIQuXlWR/WluB37Owmg4wOQ5cethNx+CYzdFIKlGxMQ1rI9TeDRX4PAvz/yolGbLQff+oh66hAAVZXnasWnjdTID9saVUlx/30D6gJEMWHrPpYDbdFmrTYXFRFq8tLiAShSO31ICUmVuYGfQMBMORiSUDC3Vggckk42pjD639ozZHI5J8VqG9d0MlXvfCHDIXFWbxxtJColE4dFNLqWThufiwm57hAEXZPt5ZWWx3OLbRgREyFwvzb84ZOP+gi76RICU5ft5esXAHlqqCTN5apiRDFqZAaGrTYeHt25rqs01ary0Ll5Vc79tYgWeBNh0A9m+sxDDghye9tPSpASkzs3D/xLyCNbDs31iB22XYHI291MmQherc/U4GxkKU5frZtnzhNh0A9m2qxGXA9ad9NPWM2B2OSNKMh8IcrY8toVpAR1+/SEV+BluXFQFwSI0HmSEVGy8wFgxPXGC1kJdQWfZuMJOMG839POketjsckaSZaDpsqlzwTYey3IyJWd6DmuWUBeS7e10MjoUoz/PzVizRXsgmG5AaB2RmVGy8wJmGTobGQ1TlZ7BlSaHd4diuNNfPOyvNjbFKMmShGA2EOXFbTYepNMspC5H1+/3ApipcC7zpAOahOW6Xwa2Wfh53qQEpr6Zi4wWsNckHNmtgseiCP1lovm3oYDgQprogk9cXF9gdjiN8WluBx2Vwu3WABx1DdocjknAjgZCaDs8pzvHzbuxkvoPKCWQGVGw8Z3g8xKk7sYFlga/NnOrT2kq8boO7bYPcax+0OxyRhLMK6882V2EYajoAFGb7eH+NeefQQa3XlgXg9N0ORoNhFhdlsnlRvt3hOMbn1iynxgGZARUbzzl5p52xYIRlxVlsqM6zOxzHyM/ystNKMtTJkDQ3OBbk9N0OQKdQPW/qLGc0GrU5GpHEmmg6bFLTYao9teX43C7utQ/R0KYGpExPxcZzrA1P6mb+0sR67ZutSjIkrZ280854KMKK0mzWV6rpMNWumnL8HhcPO4e506okQ9LXwFiQbxs6AS2hel5ehpcP1poNSC2vlldRsTFF/0iQs/esbqYGluftqiknw+vicdcw9c8G7A5HJGEmmg7qZv5CboaXj9aVAVpCIentRH07gVCEVWU5rKvItTscx/lsylIqNSBlOio2pjh2u41gOMra8lzWlGtgeV6238PH68oBdTIkffWNBPjuntXN1BKqF5l6KpWSDElXX2sJ1bQ+rikj0+vmSfcIt1r67Q5HHEzFxhSTG0KVYLyM9f/NwZutRCJKMiT9HK1rIxSJUlOZx6oyNR1e5MO1ZWT73DT3jvJTU5/d4YjEXc9wgPMPugA4oJzghbJ8HnatVwNSXk3FRkzX0DgXH3YD5lna8mIfrC0jx++hpW+U6029docjEnfW0iA1HV4u0+dm90SSobt3JP0cqWslHIlSW5XHytIcu8NxrM82qQEpr6ZiI+ZIXRvhSJRNi/JZVpJtdziOleF1s0dJhqSpjsExLsWaDjr6enrWUqqDN58RVpIhaWbq0dfycjvXlpKb4aG1f4wfn6oBKS+mYiNm6vF2Mr3JJKNVSYaklSO32ohE4bXFBSwuyrI7HEd7b3UpeRkeOgbHudrYY3c4InHTPjDG5cfm7+n9GzXDOR2/x80ntRWAllLJy6nYAFr7Ryf+sty/SQPLq7y7qoSCLC9dQ+NcftRtdzgicaNu5sz5PC72bpi8c0MkXRy62Uo0CluWqOkwE9Z4efhWK6FwxOZoxIlUbDA5sGxdVkRVQabd4TiemWTEOhk6+lLSREvfKD886cUw1M2cKSvJOFLXRlBJhqQJ6++1z9V0mJF3VhZTlO2jayjA9480yym/pGID85I60IbQ2bCWmx2payMQUpIhqe9QLMHYuqyIivwMm6NJDW+vKKIkx0fPcGDigA2RVNbUM8L1p324DNinlQ4z4nVPaUBqllNeYMEXG0+7R7jRZA4se9XNnLFtK4opyfHTNxLkQux4QJFUNnGRn7qZM+Zxu9i3UUupJH0cjDUf315RTFmumg4zNTnL2aoGpPzCgi82rOnSd1eVUJLjtzma1OF2GRzYpCRD0sPjrmFutfTjdhkTHTqZGSvJOFbXxngobHM0IvOjfVtz89ayIsrz/AyMhTh3v9PucMRhVGzoFKo5s5adHb/dzlhQSYakroM3JpsOxWo6zMobSwqpzM9gcDzE2QYlGZK6HnQMcbt1AI/L4NNaNR1mw+0y2L/RzKPUgJTnLehi4377IHfbBvG6jYmj22TmXl9cSHVBJkPjIc40dNgdjsicTVzkpzXas+aaOst5U3fvSOo6GBsH3ltdQmG2z+ZoUo/VgDxxu53RgBqQMmlBFxtW9b1zTSn5WV6bo0k9P0sydMGfpKi7bQPcax/C53axR02HObGWnJy83c5IIGRzNCKzF41GtYRqnl5bXMCiwkyGA2FO31UDUiYt2GIjGo1OOYVKA8tcWf/fnbrbztC4kgxJPRNNh7Wl5Geq6TAXG6vzWVqcxWgwzMk7SjIk9dxpHeRh5zA+j4vd68vtDiclGYYxkRNoKZVMtWCLjfpnAzzuGibD62JXjQaWuaqtymN5STZjwQin7rTbHY7IrJjdTDUd5sswjIl9b0oyJBVZSyk/WltGboaaDnNljQOnGzoYHAvaHI04xYItNqy/ED9eV06232NzNKnLTDJ0KpWkppvN/TztGSHT62ZXTZnd4aQ0q1g729BJ/6iSDEkdWkIVPzWVuawszSYQinDithqQYlqQxUYkEp04S1sX+c3fRJJxr5P+ESUZkjommg41ZWT51HSYj7UVuawpzyEQjnC8vs3ucERm7KemPpp7R8nyuflonZoO86GlVPIiC7LYuN7US0vfKDl+Dx+s1cAyX6vLc1lXkUswHOWYkgxJET9vOqibGQ8TS6l0KpWkEGsp5e715WT63DZHk/oOxMaBc/e76B0O2ByNOMGCLDasgWXP+nIyvBpY4mGik3FTnQxJDT886aVtYIxcv4eda0rtDictHIiNAxcedNE9NG5zNCKvFo5EJ4681X1b8bGqLIf1lXmEIlGOqgEpLMBiI6xuZkJYR+BeeNBFl5IMSQHWFP+e2go1HeJkeUk2G6vzCUeiHKlTkiHOd7Wxh47BcfIyPLy3psTucNKGllLJVAuu2Lj8qJuuoXEKsry8u0oDS7wsLc5m86J8IlE4cktLKMTZQuEIh29p31YiWP9/KsmQVGD9Pv10QwV+j5oO8WI1IC896qZjYMzmaMRuC67YsJb57N1Qgc+z4P7nJ9RkJ0PFhjjbpUfddA8HKFTTIe72x5aiXGnsoa1fSYY4VzAcmZiB00qH+FpclMXrSwqIRplo7MjCtaCy7UBoysCitZlxtz/WybjS2ENr/6jN0Yi8nNXN3LuxEq97QQ2DCVddkMmbSwuJRuGQkgxxsIsPu+kZDlCc7WP7imK7w0k7OjBCLAvqb9kLD7roGwlSkuNnmwaWuKvMz2TrsiIADmlwEYcaD4U5qqZDQmm9tqQC6/fnvo2VeNR0iLv9myoxDPjxSS/NvSN2hyM2WlB/uqyB5cCmStwuw+Zo0pPWa4vTnbvXxcBYiLJcP1uXF9kdTlrau7ECl2HeX9DUoyRDnGc8FOaYllAlVHleBtuWqwEpC6jYGAuGOR67zVIbQhNn78ZKXAbcaO7nSfew3eGI/IK1b2u/mg4JU5abwfaV5uyxjsMWJzrb0MngeIiKvAzeXFpodzhpS8fiCyygYuNMQwdD4yGqCzJ5fbEGlkQpyfFPbLg9qE6GOMxoIMyJiaaDupmJNLFeWwdGiANZ+wgObKrEpaZDwuzdYDZ16loGeNQ5ZHc4YpMFU2xYf+FpYEm8ySRDnQxxltN3OxgJhGNNhwK7w0lrn26owOMyuNM6wIOOQbvDEZkwEghxUk2HpCjK9rFDDcgFb0EUG0PjIU7d1cCSLJ/UVuB1G9xtG+Reu5IMcQ6rAP5scxWGoaZDIhVk+Xg/djO7ZjfESU7d6WA0GGZJURabFuXbHU7as/Kur288IxqN2hyN2GFBFBun7rQzFoywvCSb2qo8u8NJe/lZXnbGkoyDmt0QhxgcC3K6oQPQvq1kmTgw4qaSDHGOyaZDpZoOSbCnthyf28WDjiEa1IBckBZEsTExsGzSwJIsk5vCWpVkiCOcuN1OIBRhRWk26yvVdEiGXTXl+D0uHnUOc7t1wO5wRBgYC3KmoRPQSodkycvw8sFaa5ZTDciFKO2Ljf6RIGfvaWBJtl015WR4XTzuGqb+mZIMsd9k00FLqJIlN8PLR+vKAC2lEmc4Xt9OIBxhdVkOa8tz7Q5nwZi8e0cNyIUo7YuNY/VtBMNR1lXksloDS9Jk+z18vK4cUCdD7Nc7HODc/S5AS6iSbeoFf0oyxG7at2WPj2vKyPS6edozws3mfrvDkSRL+2LDOttZsxrJZyV1B2+2EokoyRD7HK1vIxSJUlOZx6oyNR2S6cO1ZWT73LT0jXK9qc/ucGQB6xkOcP6B2XQ4sElNh2TK8nnYtV4NyIUqrYuNrqFxLmhgsc0Ha8vI8XtiSUav3eHIAjZ1Q6gkV6bPzW4lGeIAR+paCUeibKjOY0Vpjt3hLDifbVIDcqFK62LjyK1WIlHYvCifpcXZdoez4GR43eypNZOMr39SkiH26BgY49KjbmDyDhhJrs9fM/9/P3TTTPZE7DB135Yk3861peRmeGgbGOOHJ2pALiRpXWxYGxK1hMo+1v/3h261EgpHbI5GFqLDt1qJRuG1xQUsLsqyO5wFaceqUvIzvXQMjnPlcY/d4cgC1D4wxuXY7739WulgC7/Hzae1FYBmOReatC02WvtHudKogcVuO1aVUJDlpWsoMDHQiyTTNzfVdLCbz+Ni74ZYknFTSYYk36GbZtPhjaWFLCpU08Eu1jh8WA3IBSVti41DsQRj67IiKvMzbY5m4fK6XezdELvYS50MSbLm3hF+fNKLYcD+jWo62MlKMo7caiWoJEOSbOKwGDUfbfXOymKKsn10DwcmlrdK+kvbYkMbQp3D+m9wpK6NQEhJhiTP1KZDRX6GzdEsbG+vKKYkx0/vSHDi4A6RZGjqGeH60z5cBuxTsWErj9vFvo1aSrXQpGWx8aR7mBvN/bgM2Ktupu22LS+mNNdP/2iQ8w867Q5HFhAdfe0cbpfB/okkQxf8SfIcjDUd3l5RTFmumg52szboH61rYzwUtjkaSYa0LDasgeXdVSWU5PhtjkbMJMNaSqUkQ5LjUecQdS0DuF3GxH4BsZdV9B2vb2MsqCRDkmPqRX5iv7eWFVGe52dgLMS5e5rlXAjSstjQ8XbOoyRDkm1q06FYTQdH2LKkkKr8DAbHQ5y9p1lOSbwHHUPcbh3A4zImTkISe7lcBgdi+ZkOjFgY0qbY+P5RNzX/16P8i6/quNs2iNdt8IkGFsfYsqSA6oJMhgNhvr3bYXc4kqaGx0Ps+n+d5W//u8t8HWs6fK5upmO4XAYHYv89tF5bEul/+uY2b/zLE/wvp+8D8N7qEgqzfTZHJRarAXnidjujATUg013aFBv//V/dZDQY5j9eegLAzjVl5Gd5bY5KLIZhcCC2UVydDEmUY/VtPOgY4vyDLh50DOFzuyYulhRnsGacT93pYCQQsjkaSUcDY0H+w4XHdA8H+F3sQlnrYklxhs2L8llclMlIIMxpNSDTXloUG/2jQZ72jPzsazqFynmmJhlD40oyJP6spVOWD9aWkpehpoOTbKjOY1lxFqPBMCfvKMmQ+Dte3/6zf/d7XOyqUdPBSQzDmMgJNMuZ/tKi2DhW3/azf9+9vpxPtSHUcWqr8lhRks14KMLJ2+2v/gGRWegbCfDdlH0A1QWZ/J/3rLExInkRwzAmllAoyZBEmPr7KsPr4p/vryFXTQfHscaB0w0dDI4FbY5GEiktig1rYPkPG+p4XPzf8r+V/TV+l2FzVPI8cymVkgxJjKN1bYQiUT4qG+JRxT/jfPm/Yl3moN1hyQtYScbZhk76R5VkSPz0DAc4/6ALiFK39j9wu/Sf8yeF9XaHJS+wriKXVWU5BEIRTqgBmdZSvtjoGhrn4sNuDCK83/4fMYY74Pt/A/eO2B2avIB1e+t39zvpGwnYHI2kE2sv0D/JO4ur7wnGkwtw8l/YHJW8yJryXNaW5xIIRzj+3My0yHwcqWslHIny67JWcp6cxNXzEH7zX0JwzO7Q5DlaSrVwpHyxcaSujXAkyt8ob8Uz2DL5C3W/sS8oeanV5bmsq8glGI7+YvmbyFx1DI5xKdZ02NB7evIXGo5AYOTlPyi2sfbVfa0kQ+LISlr/NO/HyS8GBuHBCZsikulYB8ecu99F77AakOkq5YsNa2D5k9zYwFK82vxnw2EIDNsUlUxncr22LviT+Dhyq41IFP6w/Bme4Vbw50FOOQSG4P5xu8OTF7DO2b/4sJuuoXGbo5F00D4wxuXHPbiIUGs1HUpi+7bq/tq+wOSlVpbmUFuVRygS5UidGpDpKqWLjdb+Ua42mgNLTc8p84uf/N+hYCkER+DeMXsDlBf6bCLJ6KJzUEmGzJ/VdPjbuT+YX6j5HDb/LfOzkgxHWlaSzaZF+YSVZEicHLrZSjQKf1zRjHu4HTLy4Yt/bf5iw1EYH7I3QHkhHRiR/lK62LAGlr9b2YR7pBMyC2Hlh7Dh98xvUJLhSEuKs9i8uIBI1FxfKzIfLX2j/PCkF48RZm13rOmw4deT48D94zA2YF+A8lJary3xZO3b+uPsKU2HRW9B0QoIjcK9ozZGJy+zf6O5lOr7x910DGhvTTpK6WLjm9iZ+n9oDSzrvwC3d0qScQLG+m2KTqZjbRRXkiHzdSiWYPxpZRPu0W7IKoblO6FiExSvgtCYuXdDHGd/bBy42thDa/+ozdFIKmvqGeH60z68Rog13bElVBt+DwxDDUiHW1yUxZYlBUSjcOiWGpDpKGWLjafdI9xo6sNvhFjVZXUzYwNKeS2UrIXwONw9bF+Q8lIHNlVhGHC1sZdnfUoyZO6svT9/K/Oq+YX1vwK3R0lGCqgqyOStZYVmknFTSYbMnXWh539R+RTXWA9kl8Ky98xfnNqAHO21KUKZjpZSpbeULTas6dK/X/UE11ifuRl06bvmLyrJcLyK/AzeWlYEKMmQuXvcNcytln4yXSFWdE3pZlpqf23+8+EpGOlJfoDyShNJhsYBmQcrSf2DzCvmF6ymA0BZDZSth0gQ7h6yJ0CZ1v6NlRgGXHvaR1OPThBMN6lbbMQGlt/PuGx+ofZLcLknv2FDLMl49C0Mdyc5OpmJySRDnQyZm4M3rKZDI67xfsithCXbJ7+hbB2Ub4BICO58Y1OUMp29GypxGXCjqY+n3UoyZPYedAxxu3WALFeQZZ3fml+c2nSAyZxADUhHKsvL4O3lxYCWUqWjlCw27rcPcrdtkBx3kKUdLxlYSlaba7YjIbjzdfKDlFfau6ECt8vgZnM/jV06plhmzypUf89nNR1+Da7nhjXNcjpaaa6fd1aWAGo8yNwcjP2++a+qH+MKDEJeNSze9vNvsmY5H52Foc4kRygzoaVU6Ssliw1ruv0fVj3ECA5D/hLzxInnKclwtJIcP++sNDsZB5VkyCw1tA1yr32IPHeQJZ1nzC8+33SAyY5m4zkYbE9afDJz1gV/SjJktqLR6MTvmy+9U1c6PJfeFK+EqtchGoY7XyU5SpmJTzdU4HEZ1D8b4GGnjilOJylXbESj0YmlE194vze/uOFLc5/G82q/NP/ZeB4GdY67E+mCP5krK8H4h9WxpkPBUqje8stvLFwG1W9CNAK3lWQ40Se1FXjdBnfbBrnfPmh3OJJC7rQO8rBzmHxPgEWdZ80vvqjpMPXrdb9JTnAyK0XZPnasNmc5DyonSCspV2zUPxvgUdcwRZ5xqjq+M7/4soGlcCks2gpEof53yQpRZsFKMhraB2loU5IhMxONRieW3HzuuWR+0Trm8kU0y+loBVk+3l9dCmijuMyONQ78o6r7GMERKFxuzmC8iNWAfHIR+luSFKHMhnX3ztc3WohGozZHI/GScsWGNbD84+r7GKEx8xz9ik0v/wElGY6Wn+ll55oyQEupZOZutfTzpHuEEu84le2vaDoA1P4KMKDpe+hrSkaIMkvWLOfBG8+UZMiMTF1C9ZnbWukwTdMhf1HsAIko3P5dUmKU2dldW47P4+Jh5zB31YBMGylVbJhLqMyu137jovnF6QYWmEwymq9A75OExyizN3W9tpIMmQkrwfjH1fcwwuPmvTrltS//gbyqyaOx63+bhAhltnatL8fvcfGoa5j6Z7rxXV7tp6Y+mntHKfeNUd5xzvzidE2Hqb+uBqQj5WV4+XBtbJZTe7jSRkoVG9ee9tHSN0qVb5TSjgvmF60TJl4mtwKW7TA/K8lwpF015WR4XTR2j1DXoiRDpheJRCcu8NrHDJsOoKMvHS7H7+HjGnOWU6dSyUxYe/3+SVUDRjgApTVQvn76H1r/BRguaPkReh4nIUqZranH4qsBmR5Sqtiwqtx/Ut2AEQma5+eXrXv1D6qT4WjZfg8f15QDSjLk1X582ktr/xiL/KOUWE2HDa9oOkAsyXBD60/Q/TChMcrcWOu1D95oVZIh0wpHohNLbz+Z2nR4lZwyWP6++bleG8Wd6KN1ZWT53DT1jHKjud/ucCQOUqbYCEeiExe97ImcN784kwQDzCTD5YG2m9B1P0ERynxMJhnPiESUZMjLTTQdqu5iRELmnq2S1a/+wewSWPGB+Vmn0TjSh+vKyPa5aekb5drTPrvDEQe72thDx+A4SzNGKG63io0Z5gQbft/8p8YBR8ryedhlNSC1lCotpEyxcflxN52D4yzPGKawI7YR7FVLqCxZRbDyI/OzBhdH+mBtKTl+D8/6x7j2tNfucMShQuEIh2NNh90TTYcZdDMtmuV0tAyvmz21FYCSDJme9fvjn1bdwYiGofI18y6Nmag5AC4vtNdBx93EBSlzNnFgxE01INNByhQb1trMf1p1GyMageo3oGj5zB8wkWT8FWh63nHMJEOdDJne94966BoKsDpziIJ2q+nw5cwfsG4/uH3QeQfabycmSJkX68CIQ7daCSvJkBcIhiMcqTPvzvo4NIPT6J6XWQirdpmftZTKkd5fU0Juhof2gXGuNvbYHY7MU0oUG+bAYhYbHwZneOLE89buA7cfuu5Be32cI5R4sDoZh261EgpHbI5GnGhiCVVlPQZR8x6dwqUzf0BmAazabX7W7IYj7VhVSn6ml87BcS4/7rY7HHGgiw+76RkOUJM1SF7HD+YXZ9N0gJ/PcqoB6Th+j5tPrVlO7eVMeSlRbJx/0EXfSJDa7EHyO38AjNkPLBl5sGaP+VlJhiPtWFVCQZaXrqEAlx+rkyE/FwhNNh0+mGvTAX5+KpWSDMfxeVzs3WAtpdIFf/JLE0dfV9SZTYfFb0PB4tk9ZO1e8GRC9wNzP6c4jtWAPHyrTQ3IFJcSxcZEN7P8lvmFpe+Y5+bPljoZjuZ1u9i7YfLODZGpzt3vZGAsxOacfnI7r2E2HX41+wet3QveLOh9DM+uxztMiQMryThS10pQSYZMMR4Kcyy2hOr9wByWUFn8ObDmE/OzGpCO9M7KYoqyffQMB7j4ULOcqczxxcZYMMzx+nYAdoxbA8sMN4Y/b/Un4M2GvifQci1OEUo8Weu1j9S1EQgpyZBJVgH6j6ymw7Id5j06s+XLhjWfmp+VZDjS2yuKKcnx0zcS5PyDLrvDEQc529DJ4HiILbl95HTdMO/MWP/F3B420YD8jRqQDuRxu9i3UQdGpAPHFxtnGjoZGg/xVl4v2d03zXPya+Y4sPiyYN0+87OSDEfatryY0lw//aNBzj/otDsccYjRQJgTt82mw7tjZ80vzqWbabF+tv63EFFR6zRul8F+JRnyAt/ELvT8R2WxpU/L3oPc8rk9bPVu8OVCfxM0X41ThBJP1rH4R+vbGA+FbY5G5srxxYa1Mei/sQaWFTshp3TuD5xIMn6jJMOBzCTDWkql9dpi+rahg+FAmO15PWR115v35tR8PvcHrtoF/jwYaIGmy/ELVOLGWkp1vL6dsaCSDIGRQIiTsabD9tE4NB28meYJdaAGpEO9tayIirwMBsdCfHdPs5ypytHFxvB4iFN3zIHl7eEz5hfnM7CAed9GRj4MtsLTS/N7liTE569ZSUabkgwBJrvb/7D0hvmFFR9CdvHcH+jNgHUHzM9KMhxpy5JCqgsyGRoPcaZBs5wCp+50MBoM815BN5k9d8y7Mmo+m99DfzbLqb9vnMblMjiwSXs5U52ji42Td9oZC0b4sLCTjN4Gc2CxEoS58vgnByclGY70+uICqgsyGQ6E+fZuh93hiM0Gx4KcvtsBRNk6/K35xfk2HaY+4/bvIBya//Mkrn6WZOjoS2Ey2fyvS34yv7DqY/PS3vlY8YF578ZQOzy5ML9nSUJYs5wnbrczEtBYnYocXWxYy2j+QXGsm7l6t3lO/nwpyXA0wzAmBhclGXLyTjvjoQi7irrw9z0w78ux9l7Nx4qdkFkEw53QeG7+z5O4s8aBU3faGR7XWL2QDYwFYzNcUd4YjGPTweObXJKpBqQjbVqUz5KiLEaD4VjjSVKNY4uN/pEgZ++Z3cw3Bk+bX4zHwAKw7H3IKoGRbnh8Jj7PlLiyTqU6daeDISUZC9rXP5kF5z8oih1Tu3q3uRRyvtzeyVNslGQ4Um1VHstLshkLRjgZW1IrC9OxujYC4QifFnfg738EngzzGOt4mGhAfgWhQHyeKXFjNiC1lCqVObbYOFbfRjAcZX9JB77+RvPyHeu4yvlyeybP56/7TXyeKXG1vjKPFaXZjIcinLjdZnc4YpPe4QDn7ncBUV4fiHPTYeqz7nytJMOBDMPgs006MEImT6H6e4WxpsOaT8CfG5+HL9sB2WUw2guPzsTnmRJX1izntw2dDIwFbY5GZsuxxYa1fOa/KIjdh7H2U/MSnniZSDK+gdB4/J4rcWEmGbGlVEoyFqyj9W2EIlG+KG3DO/DUvCfHuogrHpa+AzkVMNYPD0/H77kSN1aScfZeB/0jSjIWou6hcS48MJsOm/tOmV+MZ9PB5YbaL83PmuV0pLXluawuyyEQinCiXrOcqcaRxUZXbGAxiLApEQMLwOK3IbcKxgfgwcn4Plviwpo2/e5eJ30j6jovRNaU+X+WbzUd9pqX8sWLkgzHW12ey7qKXILhKMc0y7kgHalrIxyJ8vtlz/AOtYAvB1bvie9LrBzj7iEIjsb32TJv2suZ2hxZbBy51UokCn9Q3opn6Jl56c6q3fF9ics1eRO5kgxHWlWWS01lHqFIlKN1SjIWmo6BMS496sYgwobeBDUdpj6z4TAERuL/fJm3iSRD67UXJOu/+9/NizUd1u0378iIp0VvQf5iCAzC/RPxfbbEhXU63fn7XfQMqwGZShxZbFjLZv4k9wfzCzUHzHPx480qNhqOQGA4/s+XeZvYFKZOxoJz+FYr0Sj8YXkLnuE28OebR13G26I3IX8JBIbg/vH4P1/mzUoyLj7spmtIy14Xkrb+Ma409uAiwvqeBDYdXC7NcjrcitIcNlSrAZmKHFdstPaPcqWxBzdh1iVyYAGo2gKFyyA4AveOJuYdMi/Wvo1LD7vpGByzORpJJmtD6N+ZaDp8Zt6TE2+GoVlOh1tanM3mRfmEI1GOKMlYUA7Fmg5/p7IZ90gHZBSYl3omgpVr3DsG44OJeYfMy+ReTjUgU4njio1DsQTj71Y24R7pMi/bWfFBYl5mGJODi06lcqTFRVm8triASBSO3FKSsVA0947w45NePEaYtd3WKVS/TtwLrXHg/nEYG0jce2TOtJRqYbL+e/9R1lXzC+s/N+/GSITKzVC0EkKj0KAGpBPtj81yfv+4m44BNSBTheOKDWtg+cOJgeUL8zz8RPlZktGfuPfInCnJWHispsN/VvkU12g3ZBXD8p2Je2HFRiheDaExc1mlOI6VZFxt7KG1Xxt4F4KmnhF+aurDZ4RY3Z2Ao6+f97MGpGY5nWhRYRZvLC0kGjVnvSQ1OKrYeNI9zI3mfvxGiJVdSRhYAMrWQ+k6CAfMUyjEcfZvrMQw4IcnvbT0KclYCKw9On8z02o6/Mq8HydRlGQ4XmV+JluXFZlJxk0lGQvBxBH4VU9xjfWad2Esey+xL7XGgQcnzXs3xHGsu3e+VgMyZTiq2DgY+wvk71c14hrvh5xyWPpuYl+qJMPxKvIz2LqsCIBD2iie9h51DlHXMkCmK8SKZDUdYHKZ1sNTMNKT+PfJrOkW4YXFOizmDzKumF+o/ZV5XHUila2DslqIBOHOwcS+S+Zk36ZKXAZcf9pHU49OEEwFjio2rL9Aft9/2fxC7ZeJH1gAaq0k41sY7k78+2TWJpdSqaOZ7qymwz+oeoxrfAByK2HJ9sS/uHQtlG+ESMi87FMcZ+9GM8m40dzPk26dIJjOHnQMcqd1gCxXkGWdSWw6gA6McLiy3AzeXlEMTP59Ic7mmGLjamMPd9sGyXUHWNp5xvxisgaWklXmxrBoGO58lZx3yqzs3VCB22Vwq6Wfx11KMtLVWDDMX/zQBMDv+aymw6/NYymTQUmGo5Xk+Hl3VQmgJCPd/afvnwLwX1c/wggMQd4iWLQ1OS+3xoHHZ2GoMznvlFnRXs7U4ohiIxqN8i+/qcdFhP9h5VOM4LB57v2it5IXhE6lcrTiqUmGBpe09f+50Miz3mGW5kZZnOymA0wmGY3nYLA9ee+VGdPRl+nvUecQ/+n7x0CUv2Xt29rwZfKaDkUrzKPxoxG4/bvkvFNm5dPaCjwug9utAzzoGLI7HHkFRxQbZxs6+Gcd/z3n/f8tfzMcWyO54UtzP0WyWJf5NJ6HAXXMnMjaFKYL/tLTaCDMwNl/TYP/7/KfSv+/GMERKFgK1VuSF0ThMqh+M5ZkaJbTiT6prcDrNrjbNsi9dt2FkI7+8vhZrnn/Hn9d9L9S+uxb84vJbDpMfZ8akI5UmO3jvdXWLKdyAqdzRLFx8tsTbHffpsrowtsS2wiW7IGlYAks3gZE1clwqD21FfjcLu61D9HQpiQj3Xx1vZn/Ifrv8RphFj+LnXG/4feS23Sw3glaSuVQ+Vledq4pBTTLmY66h8Ypvvv/I88Y5Y2R8+adF0UroPK15AZiNSCfXoT+luS+W2Zk6lKqaDRqczQyHduLjc7BcRa3PHeuffEqqNiU/GCUZDhafqaXnWvNJENLKNLPratnfvnFZDcdwDzxBgOavoe+puS/X15pIsm42aokI80cudXKJ8aVn3/RjqZDfjUsecf8XP/b5L5bZmT3+nJ8HhcPO4e506oGpJPZXmwcudXCfvf3AAy98accXfM+3bv+b8kfWMA8y99wQfNV6G1M/vvllSaTDHUy0knHwBjL28zZjLHKN7m06Qtuvf33oLw2+cHkVU0eua0kw5F21ZST4XXxuGuY+me68T2d3PnhWxa7Ogm5/Dx+97/hZM3HRLf+V/YEowMjHC03w8tHa8sALa92OtuLjYYfTrPI6KLbk8Pvj9/lvws28s+bbbrBN7cclu0wPyvJcKRdNWVket086R7hVotufE8Xh25ONh3+5yXL+QeD1/nTzjN0j9l038VGzXI6Wbbfw8frygHNcqaTtv4xVrQfA+C7Ve/xxbOD/J/G7vO71nP2BGQ1IJ9dg55H9sQg09JSqtRga7HxrG+UVR3HATi+/A1ahs2/NC48u0DniE3HzWkplaNl+Tx8XBPrZCjJSBsPfjhJpdFDuy+X33T+AEAgEuDEkxP2BFTzBRhuaP0Juh/aE4NMy7rg7+DNViIRJRnp4PDNZg64LwHw51kQxfzv+s0jm+69ySmF5TvNz9oo7kgfrSsjy+emuXeUn5r67A5HXsLWYuPwjWYOxLqZp7I9P/u140+O2xES1HwOLg+03YLOe/bEINOyOhlKMtJDU88Ia7vMouLU8jcIRcMTv3bksU2znNnFsPJD87OSDEf6YG0ZOX4PLX2jXG/qtTsciYOHP5yk3Oij1ZfH5YHJIv+Hth/oGOmwJyidSuVomT43u9dbs5w6SdSpbC02Gn88TqnRT4u/gKuxgeWP1v0RAEcfH7UnqKwiWPmR+bleg4sT7VxTSq7fQ2v/GD8+VZKR6g7faGKf27zA71SmOSRZ48C1jmu0DbfZE5hmOR0tw+tmj5KMtNHUM8L6brPJeHL5G4SjYWqLa3mt9DWiRDneaFcD8gC4vNBRDx137IlBpmXdvXPw5jPCakA6km3FRmPXMOt7zG7myeVbiEQjbCzZyH++4T/HwOCnzp94NmTTMpmpSYbWADpOhtfNntoKQEup0sHTa8coMQZo9hdxtd9sOvxJ7Z+wpcy8X+NY4zF7Alu3H9w+6LwD7bftiUGmNXWWU0lGajv00xP2Wk2HDPNre5fv5dPlnwJwpNGmWc7MQli1y/ys2Q1Hem9NCXkZHjoGx7naaNM+P5mWbcXG4Z+esNdt3gx6yh8B4NNln1KeXc4b5W8ANiYZa/eB2w9d96C9zp4YZFrWeu3Dt1oJhSM2RyNz9bBziE29pwA4ufx1okTZXLqZ6pxq9i7fC9g4y5mRD6v3mJ81u+FI764qoSDLS9fQOJcfddsdjsxD87VjFBlDPMko5tqAuRn7k2Wf8MmyT3AZLm523qR5sNme4NSAdDS/x82nG9SAdDLbio1n145SaAzxOKuU6wOPMDD4ZNknABNJhm3rtTPyYI2SDCd7d1UJhVleuoYCfP9InYxUdeT6Ez51m2fqn/SbezWsP/+7l+7GZbio666jacCm+y6mHn2pJMNxfB4Xe60kQ0dfpqwHHYO81m82HU4tN5dNbSnbQkV2BSWZJbxV/hZgZwNyL3gyoechtN6wJwaZljXLeaSujaAakI5jS7HR0DbI64OxgWXZawBsKd9Ceba5/nbX0l24DTd3eu7Q2N9oR4jqZDic1+1i70ZzdkOdjNQUjUZpu36IfGOEh9nl3Ig1HfYsNQv94sxitlVsA+Boo02zG2s+BW8W9D6GZ9ftiUGmZa3XPlLXRiCkJCMVHb7eyB6XudLhpDcIMLF8aupn28YBfw6sMZuhakA60/YVxRRn++gZDnDxoWY5ncaWYuPo9Ufscf0IwAnPGAB7l+2d+PWijCLernzb/F67BpfVn4A3G/qeQsuP9sQg05pMMlqVZKSgu22DvDn0LQCnlm0C4K2KtyjNKp34nolZTrvWa/uyza4mKMlwqG0riinJ8dM3EuTCgy67w5FZikajdF4/RJ4xyv3sCm4NNuIyXOxeunvie3Yt2YXH8HC35y6P+m2678JqQNb/FiL6+8ZpPG4X+9SAdKykFxvRaJSunw6Ra4xyN6eK24NPcBtudi3d9bPvm9gU9viIPRe1+LJg3T7zs5IMR9q6vIiyXD8DYyHO3bfpXhaZsyPXHrE71nQ46R4Fft7NBPhoyUd4XB7u997nQe+DpMcIKMlwOLfL4MAmJRmp6nbrAFuHY02H5WbTYWvFVkoySya+pyCjgO1V2wE49timpVSrd4MvF/qboPmqPTHItKylVMfq2hgPhV/x3ZJMSS826loG2DZyBoDTyzYAsK1yG8WZxT/7vo+WfITX5eVR/yPu991PdpimqedrR/Qb12ncLoP9SjJSUjQapffGN2Qb49zJrebO4FM8hoddS37edMj357Ojagdg4yznql3gz4eBFmi6bE8MMi3rwIjjt9sZC2qsTiVHrz3iY5e5RPGEMQxMzmhONXWW05YGpDfTPKEO1IB0qDeXFlKRl8HgeIizDWpAOknSi41j1+9PDiwMAeYpVM/L8+WxozqWZNh1Gs3Kj8wTaYba4Okle2KQaVmdjBO32xkNKMlIFTea+3ln9Cww2XR4u+ptCjMKf/G9U9dr25JkePzmWfugJMOhXl9cSHVBJkPjIc402HT5m8xaNBql/8bXZBnj1OUt4d5QEx6Xh4+XfPyL7/1w8Yf4XD4e9z/mXq9NF+7+bJZTf984jWvqLOdN3b3jJEktNiKRKIM3viHTCHAzfykPhpvNgWXpLwcW+PmpVPYlGZ+Zn5VkONLriwuoLshkOBDmWyUZKePYtft85PqJKHAs2g+8uJsJZpKR4c7gycAT7vTYdKmWdSrV7d9BOGRPDPJSP0sydMFfyrje1MeOsVjTYel6AN6tepd8f/4vvjfHl8P7i94HbDypcsUH5r0bwx3QeN6eGGRaVgPy5O12RgIaq50iqcXGtae97Bj/DoBvl9YAsKN6B3m+vBd+/85FO8n0ZNI81Ex9d33S4vwZq5Nx+ysIB+2JQV7KMIyJwUVLqVJDJBJl9OZX+I0gNwqW83j4GT6Xj48Wf/TC78/yZk0kGbbNci7fCVnFMNwJjd/ZE4NMyxoHTt1tZ2hcSUYqOP5jAztdN4gCJyK9wC/3bU1l/yynD2o+Nz+rAelImxbls6Qoi9FgmFN31IB0iqQWGyd+vDsxsBwLm0eT7Vu+76Xfn+XNYueinYCNnYxl70NWCYx0w+Oz9sQg07LWa5++28HgmApCp7va2MP7gXMAfLtkLQDvL3qfHF/OS39m4oK/xqNEojZs0nZ7Yf0X5mclGY5UW5XH8pJsxoIRTt1ptzsceYVwJMp43df4jRDXClfSONJKhjvjpU0HMMeJTE8mLUMt3Oq6lcRop7AakHe+hlDAnhjkpcwGpPZyOk3Sio1QOEKw/mt8RpgfilfTNNJOpidzoph4mamdDHuSDA/U/sr8XPeb5L9fXml9ZR4rSrMZD0U4qSTD8U5eu8N7rltm0yFkHlU6XTcTzBnQbG82rcOt3Oy8mYQoX2AiyfgGQuP2xCAvZRgGn+nAiJRx5XEPH8SaDmcWrwHMYiLLm/XSn8n0ZPLh4g8BOxuQOyC7DEZ74dEZe2KQaVmznGcaOhlQA9IRklZsXH7cwwdBc43jmUUrAXOZ1HQDC5hJRo43h46RDq532HSplpIMRzOTDGspldZrO1koHCFS/zVeI8yVkjW0jHaQ6cmcWCb1MhmeyY6nbUnGku2QWwlj/fDwtD0xyLSsJOPsvU76R5RkONnpa/W866qLNR3M5S4v27c1lfU9xxqPEbZjk7bLDbVfmp81y+lIa8tzWV2WQyAc4Xi9GpBOkLRi4/SP5sASAY4FzIHlVd1MAL/bz0dLbE4yFr8NuVUwPgAPTtoTg0zLmjb97l4nfSOa2naqiw+7+SgUazpUm02HDxd/SKYn85U/a40XSjLkZVaX57KuIpdgOMqx+ja7w5GXCIYjcPtrPEaES6XraB3tJNubPXEC5XTeqXqHXF8unaOdXOu4loRoX8BqQN49BMFRe2KQl9JeTudJSrERCEVw3fkatxHlYlkt7WNd5HhzZjSwwGQn48STE4QiNmz8c7kmT6NRkuFIq8pyqanMIxSJcrROSYZTnfnhJttdt4kAxwPmLNRMupkA2yu3k+/Pp3usmx/af0hglNOYSDIOQ2DEnhhkWhNJxk0lGU514UEXH4etpsNyAD5a/BEZnoxX/qzP7Zu4j8e2AyMWvQX5iyEwCPdP2BODTMsaB84/6KJnWA1IuyWl2Dj/oJNdkdjAUrUEMC/t87v9M/r5bZXbKPAX0DPWw5W2KwmLc1pWsdFwBALD9sQg0/pcSYajjYfCeO99g8uIcr58Ax1jPeT6cnmn6p0Z/bzX7Z1IMmyb5ax+AwqWQHAY7tt0k7FMy1pSeeFBF11DWvbqRGd/uMlW4y5h4MSYOV7PZKWDxfreE09OEIzYsFzO5dIsp8MtL8lmY3U+4UiUI3VaXm23pBQb3/1wg22uuwQxODHWAsy8mwngdXnZvXQ3YGMno2oLFC6D4AjcsykGmZZ1zv6lh910DI7ZHI0877t7XeyOXADgbOViAHYt2YXP7ZvxM6xx4+TTkwTtOIraMCZnN5RkONKS4iw2Ly4gEoUjt5RkOM1YMEzGva9xGVHOVWyia7yXfH8+2yu3z/gZWyu2UpRRRO94L1da7WpAxsaBe8dgfNCeGGRaOpXKORJebIwFw2Td+wqAc5Wb6Bnvo8BfwLbKbbN6ztQkIxC2YUrsZ0mGTqVyosVFWby+xEoytJTKac7/cI03XffMpsNoMzC7bibAm+VvUpxRTP94P5daLyUizFebSDKOw9iAPTHItD7TBX+OdfZeJ3uiZtPhTEU1YDYdvG7vjJ/hcXkmGpC2zXJWboailRAahQY1IJ1of2yW8/LjHtoH1IC0U8KLjW/vdvAJFwE4U27+h9+9dDde18wHFoAtZVsozSxlMDDIxWcX4x7njFhJxv3jMEG7g7UAAAj2SURBVNpnTwwyrclTqdTJcJKRQIjcB18DcLb6NXoD/RRlFLG1YuusnuN2uflk2SeAjbOc5RugZA2Ex6HhsD0xyLQObKrCMOBKYw+t/drA6yQXf/iR110PGMfFydGnwOxWOlisnzn19JQDGpB/lfz3yytVF2Ty5tJColE4dFONBzslvNj4/oerbHY9Yhw3J0eeAHMbWKYmGbZ1MsrWQ+k6CAfMUyjEcfZvqsQw4IcnvbT0KclwitN3O/g01nQ4W1YBmE0Hj8sz62dZ48fpptOMhWzoVmkpleNV5Gfw1rIiQEmGk4wEQuQ9/AaA7xa9Rn9gkOKMYt4sf3PWz3q97HXKssoYCg5xruVcvEOdGWsceHAKRnrsiUGmpQMjnCGhxcbQeIiCRwcB+HbR6wwGhyjNLGVL2ZY5Pc9acvFt07eMhmxIJJVkOF55XgbblltJhgYXp7hy9TIbXI2MGm5ODTcCc2s6AGwq3URldiXDwWHOt5yPY5SzUBs7MOLhaSUZDqWjL53n5J0O9saaDt+WlgHwybJPcLvcs36Wy3Dx6bLYpb92zXKWrYOyWogE4e5Be2KQae3dWIHLgOtP+2jq0QmCdklosXHydjt7jdjAUlIMzH1gAdhUsomq7CpGQ6N81/xd3OKcFSvJeHQGhrvsiUGmNZlkqKPpBANjQYobzZnAbxe/wWBwmLKsMl4ve31Oz5uaZNg2y1m6Bio2QiQEd762JwaZ1t4NFbhdBjea+3nSrRMEneDq1Uusdz1h2OXm9FAjMPemw9SfPdt8lpGgTYmkjsV3tLLcDLavNPPPg5rltE1Ci41rVy+wztXEkMvLt7Fu5mw3hE5lGMbEz9vWyShZZW4Mi4bh9lf2xCDT2ruhErfL4FZLP4+7lGTY7URdG/sNc0Pot8WFAHy67FNcxtyHH2sc+K75O4aDNv031iyno5Xk+HlHSYZj9I8GKX9iNR3eZDg0QmV2JZtKN835mbXFtSzKWcRoaJSzzWfjFersWMXG4+9gqMOeGGRa2stpv4QVG30jAcqbzM2Tp5a8wWholKrsKjaVzH1ggclOxnfN3zEUGJp3nHOiU6kcrSjbx45VJYAGFye4/uMFVrmeMejyc3bwMTC/biZATVENS/OWMhYe40zTmfkHORfWLOfjczCo08+cSEupnON4XevkSoeiAmD+TQfDMCbGEttmOYtWmEfjRyNqQDrUpxsq8LgMbrcO8KDDprxxgUtYsXGsrpV9sYHlTGE+YHYjDcOY13PXFq5lWd4yApEA3zZ9O+8458S6zOfJBRjQX2JOZCUZX994RjQatTmahatnOEB1c6zpsPQNRsNjLMpZRG1x7byeaxiG/eu1C5eaNwkTVZLhUJ/UVuB1G9xtG+Reu+5CsNPNH8+z0tVKvzuD7wYfAfNb6WCxnnG+5TwDAZuOotYsp6MVZPl4f00poMaDXRJWbNT/cIblrnZ63Zl8N/AQmH83ExzSyShYAou3AVGo/509Mci09tSW43O7eNAxRIOSDNscvfWMz1yxJVQFOYA5Dsy36WA9B+D8s/P0j/fP+3lzoiTD0fIzvexcY25EVpJhn+6hcZa2mBuoTy19g7HwOEvzllJTVDPvZ68uWM3K/JUEI0FOPz097+fNidWAfHoJ+pvtiUGmNXHB3001IO2QkGKjc3Cc5c/MtZmnlr9FIBJgWd4y1haujcvzrY7mpWeX6Bvri8szZ01JhqPlZXj5YK06GXa7d/Uki4wuuj05nIs1HeLRzQRYWbCS1YWrCUVC9iUZ638FGNB0Gfqe2hODTGvqLcJKMuxx9FYLB1yxJVT5ZtPh02XzX+kADtnLmV8NS94xP9f/1p4YZFq7asrxe1w86hzmdqsuY0222R9y/wqRSIRvzt3l08iPjAczOOfJJnvIy74Vuwn0xWetXDWlbMqo4WHvA07UH+bzFZ/F5bmzC2I3hLKgsQ4ab0P+4uTHINM6sCKfCzeecvJKI//4raq4/MWWrrz52bhc8es9RCIRGp90sablKOPuDE4t3oZvuJHV+atZEq1gvDc+s037infz7541cqLuMPtKdsXlmbOTA+U7ofl7uPJX8NbftyEGmc57lVkUE6SzrZef7jxjfWWe3SE5ViLGgUDfEA+++4bfD43yzF3C9fZGsiNedhV9ELdx4OPC9/nfR/8ttx79SHt7EwW+grg8d1aWfw4Pr8GPX0HNnyb//TItH/DJ0lxO3e3g0MWHrPp4td0hOVa8xwEAIzqDVs/AwAD5+fn09/eTlzf9QH3xu//I9f9DibdIKvl7/4+38BfmTvs9zc3NLF68eEbjwHjvIP/un12NZ4gikmAzGQdg5mOBxgGR1LP4i/t8vve/fOX3zaY2iPsyqssPG+L9SBFJMU97dHu7yEKnZWsiqad7MP5Hhcd9GdXv7/41f23872Rm+ClbuYXSnCreKN8yr+PtXmYkNMr3bZcYC43H/dkzEo1Cx10IPp9YRSd/XWzXNxZgYCRkdxiOVV28Bm/+B3F95srlJWR/dIjOgVFWrdtERl4lWyu2kePNjut7wExornf8RNuojcfP9rfCLwboKX/+NRbYbjwYoXNojIj+U7yQ2+WK+zjgK8ih9m/e43zDddYuX4K3bA3ri9ezNHdJXN9jaRlu4UbnzYQ8e0YCI9B1HyLh535BOYFTRID2gTGCoYjdoTjWls1/FPdnxn0ZlYikp9ksoxKR9KWxQERsXUYlIiIiIiICKjZERERERCRBVGyIiIiIiEhCqNgQEREREZGEULEhIiIiIiIJoWJDREREREQSQsWGiIiIiIgkhIoNERERERFJiBndIG7d+zcwMJDQYETEuaw//xoHRBY2jQUiYv35n8Hd4DO7Qdy6LVRERERERASgqamJRYsWTfs9Myo2IpEIz549Izc3F8Mw4hagiKSOcDjMgwcPWLVqFW632+5wRMQmGgtEJBqNMjg4SFVVFS7X9LsyZlRsiIiIiIiIzJY2iIuIiIiISEKo2BARERERkYRQsSEiIiIiIgmhYkNERERERBJCxYaIiIiIiCSEig0REREREUkIFRsiIiIiIpIQ/395zYJNlHn8BgAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(tf_clean_data_test[3*i+j,:,0], tf_clean_data_test[3*i+j,:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_gudhi_pc.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " for lidx in range(5):\n", + " plt.plot(clean_PL_test[i][lidx*300:(lidx+1)*300]) \n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_gudhi_pl.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " for lidx in range(5):\n", + " plt.plot(clean_PL_prediction[i][lidx*300:(lidx+1)*300])\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('clean_ripsnet_pl.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "8ca63ef4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " ax.scatter(tf_noisy_data_test[3*i+j,:,0], tf_noisy_data_test[3*i+j,:,1], s=3)\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('noisy_gudhi_pc.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " for lidx in range(5):\n", + " plt.plot(noisy_PL_test[i][lidx*300:(lidx+1)*300]) \n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('noisy_gudhi_pl.png', bbox_inches='tight')\n", + "\n", + "fig = plt.figure(figsize=(10, 10)) \n", + "gs = gridspec.GridSpec(3, 3, width_ratios=[1,1,1], wspace=0.0, hspace=0.0)\n", + "for i in range(3):\n", + " for j in range(3):\n", + " ax = plt.subplot(gs[i,j])\n", + " for lidx in range(5):\n", + " plt.plot(noisy_PL_prediction[i][lidx*300:(lidx+1)*300])\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "plt.savefig('noisy_ripsnet_pl.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "be4eb5f7", + "metadata": {}, + "source": [ + "As before, we end by training XGBoost classifier on both Gudhi and RipsNet generated landscapes." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "41adf227", + "metadata": {}, + "outputs": [], + "source": [ + "model_classif_gudhi = XGBClassifier(eval_metric='logloss')\n", + "model_classif_gudhi.fit(PL_train, label_classif_train)\n", + "clean_test_acc_gudhi = model_classif_gudhi.score(clean_PL_test, clean_label_classif_test)\n", + "noisy_test_acc_gudhi = model_classif_gudhi.score(noisy_PL_test, noisy_label_classif_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ea9259ec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on clean test set = 1.0\n", + "Accuracy on noisy test set = 0.67\n" + ] + } + ], + "source": [ + "print(\"Accuracy on clean test set = \" + str(clean_test_acc_gudhi))\n", + "print(\"Accuracy on noisy test set = \" + str(noisy_test_acc_gudhi))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "1e7933a4", + "metadata": {}, + "outputs": [], + "source": [ + "model_classif_RN = XGBClassifier(eval_metric='logloss')\n", + "model_classif_RN.fit(train_PL_prediction, label_classif_train)\n", + "clean_test_acc_RN = model_classif_RN.score(clean_PL_prediction, clean_label_classif_test)\n", + "noisy_test_acc_RN = model_classif_RN.score(noisy_PL_prediction, noisy_label_classif_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "64e6b518", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on clean test set = 0.83\n", + "Accuracy on noisy test set = 0.7833333333333333\n" + ] + } + ], + "source": [ + "print(\"Accuracy on clean test set = \" + str(clean_test_acc_RN))\n", + "print(\"Accuracy on noisy test set = \" + str(noisy_test_acc_RN))" + ] + }, + { + "cell_type": "markdown", + "id": "c1ac739d", + "metadata": {}, + "source": [ + "The difference is less clear than for persistence images, but present nonetheless! Again, RipsNet exhibits better robustness properties than Gudhi on noise data, while being faster and almost as good on clean data." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.13" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tutorials/gudhi_extra/tensorflow/__init__.py b/tutorials/gudhi_extra/tensorflow/__init__.py new file mode 100644 index 0000000..9c15033 --- /dev/null +++ b/tutorials/gudhi_extra/tensorflow/__init__.py @@ -0,0 +1,3 @@ +from .ripsnet import RipsNet, PermopRagged, TFBlock, DenseRagged + +__all__ = ["RipsNet", "PermopRagged", "TFBlock", "DenseRagged"] diff --git a/tutorials/gudhi_extra/tensorflow/ripsnet.py b/tutorials/gudhi_extra/tensorflow/ripsnet.py new file mode 100644 index 0000000..3ede948 --- /dev/null +++ b/tutorials/gudhi_extra/tensorflow/ripsnet.py @@ -0,0 +1,231 @@ +# This file is part of the Gudhi Library - https://gudhi.inria.fr/ - which is released under MIT. +# See file LICENSE or go to https://gudhi.inria.fr/licensing/ for full license details. +# Author(s): Felix Hensel, Mathieu Carrière +# +# Copyright (C) 2022 Inria +# +# Modification(s): +# - YYYY/MM Author: Description of the modification + +import tensorflow as tf + +class DenseRagged(tf.keras.layers.Layer): + """ + This is a class for the ragged layer in the RipsNet architecture, processing the input pointclouds. + """ + + def __init__(self, units, input_dim=None, use_bias=True, activation='gelu', kernel_initializer=None, + bias_initializer=None, **kwargs): + """ + Constructor for the DenseRagged class. + + Parameters: + units (int): number of units in the layer. + use_bias (bool): flag, indicating whether to use bias or not. + activation (string or function): identifier of a keras activation function, e.g. 'relu'. + kernel_initializer: tensorflow kernel initializer. + bias_initializer: tensorflow bias initializer. + """ + super().__init__(**kwargs) + self._supports_ragged_inputs = True + self.units = units + self.use_bias = use_bias + self.activation = tf.keras.activations.get(activation) + self.kernel_initializer = kernel_initializer + self.bias_initializer = bias_initializer + + def get_config(self): + config = super().get_config().copy() + config.update( + { + 'units': self.units, + 'use_bias': self.use_bias, + 'activation': self.activation, + '_supports_ragged_inputs': self._supports_ragged_inputs, + 'kernel_initializer': self.kernel_initializer, + 'bias_initializer': self.bias_initializer, + } + ) + return config + + def build(self, input_shape): + last_dim = input_shape[-1] + self.kernel = self.add_weight(name='kernel', shape=[last_dim, self.units], trainable=True, + initializer=self.kernel_initializer) + if self.use_bias: + self.bias = self.add_weight(name='bias', shape=[self.units, ], trainable=True, + initializer=self.bias_initializer) + else: + self.bias = None + super().build(input_shape) + + def call(self, inputs): + """ + Apply DenseRagged layer on a ragged input tensor. + + Parameters: + ragged tensor (e.g. containing a point cloud). + + Returns: + ragged tensor containing the output of the layer. + """ + outputs = tf.ragged.map_flat_values(tf.matmul, inputs, self.kernel) + if self.use_bias: + outputs = tf.ragged.map_flat_values(tf.nn.bias_add, outputs, self.bias) + outputs = tf.ragged.map_flat_values(self.activation, outputs) + return outputs + + +class TFBlock(tf.keras.layers.Layer): + """ + This class is a block of tensorflow layers. + If the first layer is an instance of DenseRagged, it will automatically support ragged inputs. + + Parameters: + layers (list): a list of either tensorflow layers or DenseRagged layers :class:`~gudhi.tensorflow.DenseRagged`. + input_dim (int): dimension of the point cloud, if the input consists of point clouds. + """ + + def __init__(self, layers, **kwargs): + """ + Constructor for the TFBlock class. + + Parameters: + dense_layers (list): a list of dense tensorflow layers. + """ + super().__init__(**kwargs) + self.layers = layers + if isinstance(layers[0], DenseRagged): + self._supports_ragged_inputs = True + + def get_config(self): + config = super().get_config().copy() + config.update( + { + 'layers': self.layers, + '_supports_ragged_inputs': self._supports_ragged_inputs, + } + ) + return config + + def build(self, input_shape): + return self + + def call(self, inputs): + """ + Apply the sequence of layers on an input tensor. + + Parameters: + inputs: any input tensor. + + Returns: + output tensor containing the output of the sequence of layers. + """ + outputs = inputs + for layer in self.layers: + outputs = layer(outputs) + return outputs + + +class PermopRagged(tf.keras.layers.Layer): + """ + This is a class for the permutation invariant layer in the RipsNet architecture. + """ + + def __init__(self, perm_op, **kwargs): + """ + Constructor for the PermopRagged class. + + Parameters: + perm_op: permutation invariant function, such as `tf.math.reduce_sum`, `tf.math.reduce_mean`. + """ + super().__init__(**kwargs) + self._supports_ragged_inputs = True + self.perm_op = perm_op + + def get_config(self): + config = super().get_config().copy() + config.update( + { + 'perm_op': self.perm_op, + '_supports_ragged_inputs': self._supports_ragged_inputs, + } + ) + return config + + def build(self, input_shape): + super().build(input_shape) + + def call(self, inputs): + """ + Apply PermopRagged on an input tensor. + """ + out = self.perm_op(inputs, axis=1) + return out + + +class RipsNet(tf.keras.Model): + """ + This is a TensorFlow model for estimating vectorizations of persistence diagrams of point clouds. + This class implements the RipsNet described in the following article . + """ + + def __init__(self, phi_1, phi_2, input_dim, perm_op='mean', **kwargs): + """ + Constructor for the RipsNet class. + + Parameters: + phi_1 (layers): any block of DenseRagged layers. Can be a custom block built from + :class:`~gudhi.tensorflow.DenseRagged` layers. + phi_2 (layers): Can be any (block of) TensorFlow layer(s), e.g. :class:`~gudhi.tensorflow.TFBlock`. + input_dim (int): dimension of the input point clouds. + perm_op (str or function): Permutation invariant operation. + Can be 'mean' or 'sum', or any user defined (permutation invariant) function. + """ + super().__init__(**kwargs) + self.phi_1 = phi_1 + self.perm_op = perm_op + self.phi_2 = phi_2 + self.input_dim = input_dim + + if perm_op not in ['mean', 'sum']: + raise ValueError(f'Permutation invariant operation: {self.perm_op} is not allowed, must be "mean" or "sum".') + + def get_config(self): + config = super().get_config().copy() + config.update( + { + 'phi_1': self.phi_1, + 'phi_2': self.phi_2, + 'perm_op': self.perm_op, + 'input_dim': self.input_dim, + } + ) + return config + + def build(self, input_shape): + return self + + def call(self, pointclouds): + """ + Apply RipsNet on a ragged tensor containing a list of pointclouds. + + Parameters: + pointclouds (n x None x input_dimension): ragged tensor containing n pointclouds in dimension + `input_dimension`. The second dimension is ragged since point clouds can have different numbers of + points. + + Returns: + output (n x output_shape): tensor containing predicted vectorizations of the persistence diagrams of + pointclouds. + """ + if self.perm_op == 'mean': + perm_op_ragged = PermopRagged(tf.math.reduce_mean) + elif self.perm_op == 'sum': + perm_op_ragged = PermopRagged(tf.math.reduce_sum) + + inputs = tf.cast(pointclouds, dtype="float32") + output = self.phi_1(inputs) + output = perm_op_ragged(output) + output = self.phi_2(output) + return output diff --git a/tutorials/utils/utils_ripsnet.py b/tutorials/utils/utils_ripsnet.py new file mode 100644 index 0000000..f7b7229 --- /dev/null +++ b/tutorials/utils/utils_ripsnet.py @@ -0,0 +1,174 @@ +import numpy as np +from tqdm import tqdm + +#################################### +### Creation of point clouds ### +#################################### + + +def create_circle(N_points, r, x_0, y_0): + X = [] + for i in range(N_points): + theta = np.random.uniform() * 2 * np.pi + X.append([(r * np.cos(theta)) + x_0, (r * np.sin(theta) + y_0)]) + return np.array(X) + + +def create_1_circle_clean(N_points): + r = 2 + x_0, y_0 = 10 * np.random.rand() - 5, 10 * np.random.rand() - 5 + return create_circle(N_points, r, x_0, y_0) + + +def create_2_circle_clean(N_points): + r1 = 5 + r2 = 3 + x_0, y_0 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while np.sqrt((x_0 - x_1) ** 2 + (y_0 - y_1) ** 2) <= r1 + r2: + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + circle1 = create_circle(N_points // 2, r1, x_0, y_0) + circle2 = create_circle(N_points - N_points // 2, r2, x_1, y_1) + X = [0] * N_points + X[: N_points // 2] = circle1 + X[N_points // 2 :] = circle2 + np.random.shuffle(X) + return np.array(X) + + +def create_3_circle_clean(N_points): + r0 = 5 + r1 = 3 + r2 = 2 + x_0, y_0 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while np.sqrt((x_0 - x_1) ** 2 + (y_0 - y_1) ** 2) <= r0 + r1: + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + + x_2, y_2 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while (np.sqrt((x_0 - x_2) ** 2 + (y_0 - y_2) ** 2) <= r0 + r2) or ( + np.sqrt((x_1 - x_2) ** 2 + (y_1 - y_2) ** 2) <= r1 + r2 + ): + x_2, y_2 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + + circle0 = create_circle(N_points // 3, r0, x_0, y_0) + circle1 = create_circle(N_points // 3, r1, x_1, y_1) + circle2 = create_circle(N_points // 3, r2, x_2, y_2) + + # Handler in case N_points mod 3 != 0. + true_N_points = 3 * (N_points // 3) + + X = [[0, 0]] * true_N_points + X[: true_N_points // 3] = circle0 + X[true_N_points // 3 : 2 * true_N_points // 3] = circle1 + X[2 * true_N_points // 3 :] = circle2 + np.random.shuffle(X) + return np.array(X) + + +def create_1_circle_noisy(N_points, N_noise): + r = 2 + x_0, y_0 = 10 * np.random.rand() - 5, 10 * np.random.rand() - 5 + X = create_circle(N_points, r, x_0, y_0) + noise = [] + for i in range(N_noise): + noise.append([np.random.uniform(x_0 - r, x_0 + r), np.random.uniform(y_0 - r, y_0 + r)]) + X = np.array(X) + X[np.random.choice(np.arange(len(X)), size=N_noise, replace=False, p=None)] = np.array(noise) + return X + + +def create_2_circle_noisy(N_points, N_noise): + r1 = 5 + r2 = 3 + x_0, y_0 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while np.sqrt((x_0 - x_1) ** 2 + (y_0 - y_1) ** 2) <= r1 + r2: + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + circle1 = create_circle(N_points // 2, r1, x_0, y_0) + circle2 = create_circle(N_points - N_points // 2, r2, x_1, y_1) + X = [0] * N_points + X[: N_points // 2] = circle1 + X[N_points // 2 :] = circle2 + np.random.shuffle(X) + noise = [] + for i in range(N_noise): + noise.append( + [ + np.random.uniform(min(x_0 - r1, x_1 - r2), max(x_0 + r1, x_1 + r2)), + np.random.uniform(min(y_0 - r1, y_1 - r2), max(y_0 + r1, y_1 + r2)), + ] + ) + X = np.array(X) + X[np.random.choice(np.arange(len(X)), size=N_noise, replace=False, p=None)] = np.array(noise) + return X + + +def create_3_circle_noisy(N_points, N_noise): + r0 = 5 + r1 = 3 + r2 = 2 + x_0, y_0 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while np.sqrt((x_0 - x_1) ** 2 + (y_0 - y_1) ** 2) <= r0 + r1: + x_1, y_1 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + x_2, y_2 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + while (np.sqrt((x_0 - x_2) ** 2 + (y_0 - y_2) ** 2) <= r0 + r2) or ( + np.sqrt((x_1 - x_2) ** 2 + (y_1 - y_2) ** 2) <= r1 + r2 + ): + x_2, y_2 = 30 * np.random.rand() - 15, 30 * np.random.rand() - 15 + circle0 = create_circle(N_points // 3, r0, x_0, y_0) + circle1 = create_circle(N_points // 3, r1, x_1, y_1) + circle2 = create_circle(N_points // 3, r2, x_2, y_2) + + true_N_points = 3 * (N_points // 3) + X = [[0, 0]] * true_N_points + X[: true_N_points // 3] = circle0 + X[true_N_points // 3 : 2 * true_N_points // 3] = circle1 + X[2 * true_N_points // 3 :] = circle2 + + np.random.shuffle(X) + noise = [] + for i in range(N_noise): + noise.append( + [ + np.random.uniform(np.min([x_0 - r0, x_1 - r1, x_2 - r2]), np.max([x_0 + r0, x_1 + r1, x_2 + r2])), + np.random.uniform(np.min([y_0 - r0, y_1 - r1, y_2 - r2]), np.max([y_0 + r0, y_1 + r1, y_2 + r2])), + ] + ) + X = np.array(X) + X[np.random.choice(np.arange(len(X)), size=N_noise, replace=False, p=None)] = np.array(noise) + return X + + +def create_multiple_circles(N_sets_train, N_points, noisy=False, N_noise=0): + + data_train, PD_train = [[] for _ in range(N_sets_train)], [] + label_train = np.zeros((N_sets_train,)) + + if not noisy: + for i in tqdm(range(N_sets_train // 3)): + data_train[i] = create_1_circle_clean(N_points) + label_train[i] = 1 + for i in tqdm(range(N_sets_train // 3, 2 * N_sets_train // 3)): + data_train[i] = create_2_circle_clean(N_points) + label_train[i] = 2 + for i in tqdm(range(2 * N_sets_train // 3, N_sets_train)): + data_train[i] = create_3_circle_clean(N_points) + label_train[i] = 3 + else: + for i in tqdm(range(N_sets_train // 3)): + data_train[i] = create_1_circle_noisy(N_points, N_noise) + label_train[i] = 1 + for i in tqdm(range(N_sets_train // 3, 2 * N_sets_train // 3)): + data_train[i] = create_2_circle_noisy(N_points, N_noise) + label_train[i] = 2 + for i in tqdm(range(2 * N_sets_train // 3, N_sets_train)): + data_train[i] = create_3_circle_noisy(N_points, N_noise) + label_train[i] = 3 + + shuffler = np.random.permutation(len(data_train)) + label_train = label_train[shuffler] + data_train = [data_train[p] for p in shuffler] + + return data_train, label_train