diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b3eac99 --- /dev/null +++ b/.gitignore @@ -0,0 +1,70 @@ +###Temporary Files created by text editor### +*~ + +### Remove DS STORE +.DS_Store + +### Python ### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] + +# Setup code for pypi +\#setup\## + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.cache +nosetests.xml +coverage.xml + +# Translations +*.mo +*.pot + +# Django stuff: +*.log + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ +### IPythonNotebook ### +# Temporary data +.ipynb_checkpoints/ + +# Remove temporary text files +*~ \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..70d8778 --- /dev/null +++ b/README.md @@ -0,0 +1,34 @@ +## FNN + +Embed complex time series using autoencoders and a loss function based on penalizing false-nearest-neighbors. + +This package includes alternative embedding methods using lag based on the average mutual information, Eigen-time-delay coordinates (ETD), and time-lagged independent component analysis (tICA). + +![Schematic of approach](resources/fig_github.jpg) + +# Requirements + ++ Numpy ++ Scipy ++ Tensorflow 2.0 or greater ++ Scikit-learn ++ Matplotlib (for demos) ++ Jupyter Notebook (for demos) + +# Usage + ++ `demos.ipynb` shows the step-by-step process of constructing embeddings of the Lorenz attractor, experimental measurements of a double pendulum, a quasiperiodic torus, the Rössler attractor, and a high-dimensional chaotic ecosystem. ++ `compare.ipynb` trains an LSTM and MLP with the FNN regularizer, as well as comparison models with tICA and ETD. ++ `exploratory.ipynb` applies the embedding technique to several time series datasets with unknown attractors. + +# Dataset sources + +The folder `datasets` contains abridged versions of several time series datasets used for testing and evaluating the code. We summarize these files, and provide their original sources, here: ++ `geyser_train_test.pkl` corresponds to detrended temperature readings from the main runoff pool of the Old Faithful geyser in Yellowstone National Park, downloaded from the [GeyserTimes database](https://geysertimes.org/). Temperature measurements start on April 13, 2015 and occur in one-minute increments. ++ `electricity_train_test.pkl` corresponds to average power consumption by 321 Portuguese households between 2012 and 2014, in units of kilowatts consumed in fifteen minute increments. This dataset is from the [UCI machine learning database](http://archive.ics.uci.edu/ml/datasets/ElectricityLoadDiagrams20112014). ++ `pendulum_train.pkl` and `pendulum_test.pkl` correspond to two different double pendulum experiments, taken from a series of experiments by [Asseman et al.](https://developer.ibm.com/exchanges/data/all/double-pendulum-chaotic/). In Asseman et al.'s original study, pendula were filmed, and the $(x,y)$ positions of centroids were detected. Here, we have converted the dataset into canonical Hamiltonian coordinates $(\theta_1, \theta_2, \dot\theta_1, \dot\theta_2)$. ++ `ecg_train.pkl` and `ecg_test.pkl` correspond to ECG measurements for two different patients, taken from the [PhysioNet QT database](https://physionet.org/content/qtdb/1.0.0/) ++ `mouse.pkl` A time series of spiking rates for a neuron in a mouse thalamus. Raw spike data was obtained from [CRCNS](http://crcns.org/data-sets/thalamus/th-1/about-th-1) and processed with the authors' code in order to generate a spike rate time series. + +Some functions used for baselines in this repository have been adapted from code other repositories. We have included these files here directly, in order to reduce dependencies. However, if using this code in future work, please heed licenses and attribute those libraries if using these components: ++ The file `tica.py` is a standalone version of the tICA implementation in [MSMBuilder](https://github.com/msmbuilder/msmbuilder) \ No newline at end of file diff --git a/compare.ipynb b/compare.ipynb new file mode 100644 index 0000000..74435d4 --- /dev/null +++ b/compare.ipynb @@ -0,0 +1,313 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing attractors\n", + "\n", + "This notebook shows how to generate time series embeddings using a variety of techniques" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "## Import from local directory\n", + "import sys\n", + "sys.path.insert(0, './fnn')\n", + "\n", + "from chaos_models import *\n", + "from utils import *\n", + "from models import *\n", + "\n", + "import tensorflow as tf\n", + "print(tf.__version__) # 2.0 or greater\n", + "\n", + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate example dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [], + "source": [ + "n_features = 1\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "\n", + "eq = Lorenz()\n", + "ic = (-8.60632853, -14.85273055, 15.53352487)# pick points close to the attractor\n", + "sol = eq.integrate(ic, np.linspace(0, 500, 125000))\n", + "sol = sol[:, ::10]\n", + "\n", + "# split train and separately normalize train and test\n", + "X_train, X_test = train_test(sol[0], SAMPLE_WINDOW, TIME_WINDOW) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create embeddings using a variety of different models" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LSTM complete\n", + "MLP complete\n", + "ICA complete\n", + "tICA complete\n", + "ETD complete\n" + ] + } + ], + "source": [ + "# LSTM\n", + "enc_lstm, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=4e-2, learning_rate=1e-3)\n", + "coords_lstm = enc_lstm.predict(X_test)[TIME_WINDOW:]\n", + "print(\"LSTM complete\")\n", + "\n", + "# MLP\n", + "enc_mlp, dec = train_autoencoder(X_train, network_type='mlp', lambda_latent=1e-2, learning_rate=2e-4)\n", + "coords_mlp = enc_mlp.predict(X_test)[TIME_WINDOW:]\n", + "print(\"MLP complete\")\n", + "\n", + "# ICA\n", + "enc_ica = train_ica(X_train, num_hidden=NUM_HIDDEN)\n", + "coords_ica = enc_ica(X_test)[TIME_WINDOW:]\n", + "print(\"ICA complete\")\n", + "\n", + "# tICA\n", + "enc_tica = train_tica(X_train, num_hidden=NUM_HIDDEN)\n", + "coords_tica = enc_tica(X_test)[TIME_WINDOW:]\n", + "print(\"tICA complete\")\n", + "\n", + "# EigenDelay\n", + "enc_etd = train_etd(X_train, num_hidden=NUM_HIDDEN)\n", + "coords_etd = enc_etd(X_test)[TIME_WINDOW:]\n", + "print(\"ETD complete\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize different embedding methods" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 201, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_tica[:,0], coords_tica[:,1], 'k', linewidth=.2)\n", + "ax[1].plot(coords_tica[:,1], coords_tica[:,2], 'k', linewidth=.2)\n", + "ax[2].plot(coords_tica[:,0], coords_tica[:,2], 'k', linewidth=.2)\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_etd[:,0], coords_etd[:,1], 'k', linewidth=.2)\n", + "ax[1].plot(coords_etd[:,1], coords_etd[:,2], 'k', linewidth=.2)\n", + "ax[2].plot(coords_etd[:,0], coords_etd[:,2], 'k', linewidth=.2)\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_mlp[:,0], coords_mlp[:,1], 'k', linewidth=.2)\n", + "ax[1].plot(coords_mlp[:,1], coords_mlp[:,2], 'k', linewidth=.2)\n", + "ax[2].plot(coords_mlp[:,0], coords_mlp[:,2], 'k', linewidth=.2)\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_lstm[:,0], coords_lstm[:,1], 'k', linewidth=.2)\n", + "ax[1].plot(coords_lstm[:,1], coords_lstm[:,2], 'k', linewidth=.2)\n", + "ax[2].plot(coords_lstm[:,0], coords_lstm[:,2], 'k', linewidth=.2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/datasets/ecg_test.pkl b/datasets/ecg_test.pkl new file mode 100644 index 0000000..5171e37 Binary files /dev/null and b/datasets/ecg_test.pkl differ diff --git a/datasets/ecg_train.pkl b/datasets/ecg_train.pkl new file mode 100644 index 0000000..2f69a0c Binary files /dev/null and b/datasets/ecg_train.pkl differ diff --git a/datasets/electricity_train_test.pkl b/datasets/electricity_train_test.pkl new file mode 100644 index 0000000..c20883c Binary files /dev/null and b/datasets/electricity_train_test.pkl differ diff --git a/datasets/geyser_train_test.pkl b/datasets/geyser_train_test.pkl new file mode 100644 index 0000000..4f15464 Binary files /dev/null and b/datasets/geyser_train_test.pkl differ diff --git a/datasets/mouse.pkl b/datasets/mouse.pkl new file mode 100644 index 0000000..3eeb342 Binary files /dev/null and b/datasets/mouse.pkl differ diff --git a/datasets/pendulum_test.pkl b/datasets/pendulum_test.pkl new file mode 100644 index 0000000..debe67d Binary files /dev/null and b/datasets/pendulum_test.pkl differ diff --git a/datasets/pendulum_train.pkl b/datasets/pendulum_train.pkl new file mode 100644 index 0000000..75bac60 Binary files /dev/null and b/datasets/pendulum_train.pkl differ diff --git a/demos.ipynb b/demos.ipynb new file mode 100644 index 0000000..98110b7 --- /dev/null +++ b/demos.ipynb @@ -0,0 +1,1240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "\n", + "## Import from local directory\n", + "import sys\n", + "sys.path.insert(0, './fnn')\n", + "\n", + "from chaos_models import *\n", + "from utils import *\n", + "from models import *\n", + "\n", + "print(tf.__version__) # 2.0 or greater\n", + "\n", + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lorenz attractor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulate the Lorenz system" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "eq = Lorenz()\n", + "tpts = np.linspace(0, 500, 125000)\n", + "sol = eq.integrate((-8.60632853, -14.85273055, 15.53352487), tpts)\n", + "obs = sol[0][::10]\n", + "\n", + "plt.figure()\n", + "plt.plot(sol[1][:10000], sol[2][:10000], 'k')\n", + "\n", + "\n", + "plt.figure()\n", + "plt.plot(obs[:5000], 'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TEST_SPLIT = 0.5\n", + "MAX_EMBEDDING = 10 # the maximum embedding dimension used by network\n", + "\n", + "\n", + "# train with start of time series, test with end of time series \n", + "hmat_train = hankel_matrix(obs[:(SAMPLE_WINDOW+MAX_EMBEDDING)], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "hmat_test = hankel_matrix(obs[-(SAMPLE_WINDOW+MAX_EMBEDDING):], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "X_train = hmat_train[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = hmat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "# standardize train and test separately\n", + "X_train = (X_train - np.mean(X_train, 0))/np.std(X_train, 0)\n", + "X_test = (X_test - np.mean(X_test, 0))/np.std(X_test, 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Initialize model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "gaussian_noise_2 (GaussianNo (None, 10, 1) 0 \n", + "_________________________________________________________________\n", + "lstm_2 (LSTM) (None, 10) 480 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 10) 40 \n", + "=================================================================\n", + "Total params: 520\n", + "Trainable params: 500\n", + "Non-trainable params: 20\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# LSTM params\n", + "TRAIN_STEPS = 200\n", + "LAMBDA_LATENT = 3e-2\n", + "LEARNING_RATE= 1e-3\n", + "BATCH_SIZE = 100\n", + "\n", + "tf.random.set_seed(0), np.random.seed(0)\n", + "\n", + "enc, dec = enc_dec_lstm(TIME_WINDOW, 1, MAX_EMBEDDING, rnn_opts={'activation': None, 'batch_size': BATCH_SIZE})\n", + "opt = tf.keras.optimizers.Adam(lr=LEARNING_RATE)\n", + "inp = tf.keras.layers.Input(shape=(TIME_WINDOW, 1))\n", + "code = enc(inp)\n", + "reconstruction = dec(code)\n", + "autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction)\n", + "enc.summary()\n", + "\n", + "autoencoder.compile(optimizer=opt, \n", + " loss=loss_latent(code,\n", + " BATCH_SIZE, \n", + " lam_latent=LAMBDA_LATENT),\n", + " metrics=[mse_loss],\n", + " experimental_run_tf_function=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Run training" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.07771948337554932\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), \n", + " y=tf.convert_to_tensor(X_train),\n", + " epochs=TRAIN_STEPS,\n", + " batch_size=BATCH_SIZE,\n", + " verbose=0)\n", + "\n", + "plt.plot(train_history.history['loss'])\n", + "plt.plot(train_history.history['mse_loss'])\n", + "print(train_history.history['loss'][-1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Embed the test data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "coords_nn = enc.predict(X_test)[TIME_WINDOW:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### View the embedding" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8VU3IGKr3IYBQAP/LzFsIoEfmtAGA3QAeA7gMoHq2df+Xud4DAF3y2mZmflkABwEEA7gAwDYzX0DG6DKhmfOafqrcHCeYOqSnp9OJEydoxIgRZGRkRACoatWqNHPmTLpz5w4REXl6eop18O3bt4mI6OLFi2JDT/369SkwMFDcZmxsLE2bNo20tbXJ2NiYtmzZIjbCqOLhw4c0a9YsqlKlCgEgc3Nz+uGHH2jlypV08eJFSk5OlnuvkJAQ+vfff2nNmjU0ZcoU6t27NzVq1Ii++eYbhZhiZGRENjY21L17d5o4cSItX76cfH19afbs2Uq/vAIgV1dXSktLIyKipKQk+u2338jAwIAMDQ3J09OTUlJS1PGvYGqkzjhRWGMEfUWcmDRpEunr69P69evFz0FWgy4A2r17t7js27dvqUyZMmRra0uTJk2izp07kyAIBIAqVKig8HlycHCg9+/ff1G5GGNMXVSNE+r8wjEFwHZwY1Cxdf/+fZo9e7bkDSyFKenp6cm9Xrt2LVWqVIlGjBgh9b+TSUSdF/mFOXGcYF8jMjKSZs2aRebm5gSASpUqRT/++CMFBQVRenq6uNymTZvE+vfMmTMUFhZGAwYMIABUsWJF8vb2FhtKZDIZ/fPPP1S1alUCQGPGjKHo6GiVyhMTE0MbN24UG5i0tLTI0dGRlixZQv379yczMzOxHPr6+tS8eXOaMmUK7d69O887dD58+EA3b94kf39/WrFiBU2cOJF69OhBNjY2VKpUKbn40rBhQ/rjjz9o6dKlSuORra0tPXv2jIiInjx5It5VZGNjQ2fPnv2K/wZTN44TXx4nZDIZWVhYUNeuXen169fi+d+jRw+6du0aAaCAgABx+e3btxMA8c6g3r1704kTJ2jRokXiXYM5k5WVFT148OCzy8YYY+qi0cYgZDzbGwSgHTcGFR8ymYyCg4PJzc1N8kaVwpoaNGgg93ratGkEgNzd3aX+9zKJ8EU+xwn2ddLT06lZs2akpaVFnTt3Jl9fX4qPj1dYbs+ePWLd6+PjQzNmzCB9fX0qUaIEzZkzh2JiYsRlnzx5Qo6OjmKjyfnz51Uqx4kTJ2jYsGFUsmRJAkC1a9cmd3d3Cg8PV1j+5cuXtGfPHpo2bRq1aNGC9PX1xfJVqVKFunbtSsuWLaPz589TYmLiJ99fJpNRdHQ0Xb16lf7880+ysrIiAFS3bl3y8fGha9eu0dixY5XGJl9fX0pISKB9+/aJDWojRoygN2/efPJ9Wf7jOPHlceLDhw8EgObOnZt1LAkADR8+nC5cuEAA6PDhw+LygwYNIhMTE4qNjaVff/2VDA0NSVdXl1xcXCg6OpoCAgLI2NhY4TMkCAIdPXr0s8vHGGPqoOnGoD0AmiDj+V+ljUHI6Pn/KoCr5ubmGjgELD/IZDK6ceMGTZgwQfKGlKKQ1q5dqzR/7969Uv+rmUT4Iv/LL/IZI/r/u322bt2a6zKBgYFifWtnZyd+mRs2bJjcnThJSUm0aNEiMjAwoFKlStHy5cs/2SdIWFgYLViwgCwtLQkAlS5dmsaOHUsXLlz45ONkSUlJFBwcTLt376a5c+eKDTjK0rfffkuTJ0+mnTt30rNnzz657bS0NNq5cyfVr1+fAFD16tVpw4YNlJCQQAcOHFD6Ho6OjnTixAmaMWMG6ejoULly5cjb21vu7iqmeRwnvi5ONGrUiOzt7bOOJQEgZ2dnOnXqFAGgoKAgIsr4zJQrV46GDRsmrvv06VO5z4i7uzs9fvyYmjVrpvQztGrVqs96jJQxxtRBY41BALoBWJc5nWtjUPbEF/mFi0wmo8uXL1O/fv0kbzwpaql///5K87P6smDFD1/kc5xgX+79+/dkYmJCLVq0yPUL2JkzZxTq3LZt29K1a9fklgsKChI7VO7bt2+ej2vFx8eTj48PtWvXjoCMuwLat29P27Zto8uXL1OvXr3I1NSU7O3tadCgQeTs7EyjR4+mYcOG0YABA6hLly5Uo0YN0tLSkiuXubk5derUiSZOnEizZ8+mSpUq5RpPKleuTL179yYPDw86e/YsJSQkKC1reno67du3jzJHYiIzMzNas2YNJSQk0Js3b8T8nKlfv35Up04dAkD29vZ048aNL/9Hsa/CceLr4sSiRYsIAL148UL8TPXo0YOOHTtGQMYjo0REZ8+eJQC0a9cuatu2rXj+AxmNvNk/H76+vuTs7Kz0szN69Gi5vsAYYyy/qRonvroiBrAEGUNCPgUQBSABwLa81uGL/IIvPT2dzp07R40aNZK8waS4JUEQKCkpSepTgEmEL/I5TrAvN2nSJBIEga5fv650/tWrV+XqWysrKwoICJBrOIqKiqLBgwcTkHH3TPZHRrKTyWS59pP3ww8/kJOT01fHg2rVqlGrVq2oY8eO1K5dO2rbtq3YZ9Gnkq6uLtnZ2ZGrqytt376dwsLC5PZTJpPRkSNHqGXLlgRk9JG0dOlSiomJocTERPr5558/+R6TJk2ijx8/qvefyD6J48TXxYl79+4RAFq9erX4qGTJkiXFO+QuXbpERERTpkwhADR06FCVPnP169cnV1dXKlGihMI8Gxsbev369ReVlzHGPpeqcUKtlTL4zqBCLS0tjY4fPy72bcBJusSKL77I5zjBvkxwcDBpa2vTuHHjlM4/cuSIXD27Zs0auZGy0tLSaO3atVSmTBnS09OjefPmKb27Jjw8nH799VfJ44QqqVatWnIxvWLFiuTk5ETu7u506tQpsS+lU6dOUceOHQnI6Ch34cKF9P79e4qLi8u1w+nsaefOnfwojAZxnPj6OGFtbU1t2rShHTt2iOfx3r17CQDdvHkz6zh/Uapfvz7p6uoqnZc1YiFjjOUnVeOEFlixlpaWhuPHj6Nt27bQ0dFBu3btkJCQIHWxGGOMMZURESZOnIjSpUvjt99+k5sXFxeHAQMGoHPnzmLeu3fvMGHCBOjq6gIArl69Cnt7e7i4uKBp06YIDg7GggULUKJECQBAcnIyVq9ejRIlSqBKlSqYO3eu5nbuKzx69AgJCQlo3rw5PDw80KlTJ9y5cwczZ85EmzZtULp0aTRp0gR+fn4YPnw4Dh8+jBYtWmDevHmoVq0aFi9ejB9//BExMTFYtGgRSpYsqfR9BgwYAAcHBzx8+FDDe8jYl+nbty/OnDkj1gEAkJKSAgDQ09PD8+fPv3jbISEhSE1NVTqvQYMGCAgI+OJtM8aYOqm1MYiIThJRN3Vuk6lfamoqAgMDMWrUKOjq6qJ9+/Y4deqU1MVijDHGvsiePXtw4sQJLFq0COXLlwcApKenY9OmTTAyMsKuXbsAACVKlEBqaiq++eYbAMDHjx8xYcIENGvWDC9fvsSOHTtw7NgxWFlZ4eXLl2jSpAkEQYCBgQEmTZqEpKQklcpTpUoVtexX06ZN0bp1azRr1gxVq1ZVuoyhoSFq1aqFWrVq5bqdCxcuYPr06fDx8UHJkiVx5MgR/Pvvv5g5cybKli2Lv//+G0OGDMHgwYPh6OiIa9euoXPnzliyZAksLCzwyy+/YMSIEQgPD8fcuXNhZGSk8B7Hjh2DjY0N5s2bh8TERLXsP2P5pU+fPpDJZNixY4eYl/X51tPTw7Jly/LtvZ2cnLBkyRJk/HjPGGMSUuX2IXUnvv1f85KSkujAgQP0448/Sn7bOqe8k4WFhdSnC5MQ+PZ/jhPss8THx5OZmRnZ2tpSWloaEREdPXqUGjRoIFe3Ghsbi0Oyy2Qy8vX1pYoVK5KWlha5urrShw8fiIjo9evXNGfOnE/W1dra2tSyZUuqWLEiARkd0F68eDHXfoSyJ3Nzc2rYsGG+PJZdp04dcnR0pDJlynxy2UmTJlFkZCSlpaXRxYsXqW3btgSAGjVqROfOnaN79+7RsGHDSFtbm/T19emnn36ip0+fUnR0NLm5ueW63erVq9OhQ4ckOyeKOo4TXx8nZDIZ1axZU+68zTqnnz9/rvS8VuUz9Tlp0KBBuXb0zhhjX0PVOFHoKm+muoSEBPL396fBgweTgYGB5I0cnFRL3t7eUp86TEKqVt5FPXGcYKqaO3cuAaDTp0/TnTt3yNHRkQAoxL2sjo7v379P7du3JyBjWPmrV69SSkoKBQQEKHT6/MMPP1B0dDTNmjUr1zq7devWNHHixFyHls5KlStXJgcHB/r+++9zHbFLyuTp6UmhoaG0c+dOqlKlCgGg4cOHU1RUFIWGhtLYsWNJV1eXdHR0aMSIEfTw4UOKiooiV1dXhW2ZmZkRAOrTpw89f/5c4jOk6OE4oZ44kbNB087OjgDQkydPPvl56dKli1o+d02aNKHw8PCv2g/GGMtJ1ThRKCtvlrdXr17R7NmzycjISPKLS06fn/jCuXhTtfIu6onjBFNFaGgo6evrU4cOHWj8+PGkra1NZcqUUfiS9+rVK0pISKA5c+aQnp4elSlThtatW0e3b9+mqVOninf3fPPNN+I6/v7+9P79e7FxSdmXuE2bNn2yTq9WrRrVrl1b4U4lVVKpUqXou+++o8GDB1OPHj2oRo0a+R6D6tWrR9OmTaOuXbuSrq4ulS5dmlasWEEpKSn04sULmjhxIhkYGJCWlhYNHDiQgoODKTw8XGE7/fv3JwMDAzI0NCQPDw+5zrrZ1+E4oZ44cfnyZaWfAR8fn09+TmxsbNT2mStRogRdvnz5q/aFMcayUzVOFMrKmyn37NkzmjBhguSNGYUh9enTR/Iy5JbS09OlPpWYhFStvIt64jjBVNGzZ0+x7tTR0SFXV1d69OgRlS5dWsx/+vQpHTp0iKpXr04AqFu3bjR//nzxLgAdHR1ycnIif39/MTZs2rSJ7t69S1ZWVgp1tCAI1KZNGypXrpzCvJo1a1JkZKRYvjdv3tDOnTvF4duVJWXDUOeWTExMqE2bNjRkyBDq2rUrNWnShKpUqULa2triMjY2NjR69Gjq27cvNWzYUG2xydramk6cOEFERFFRUTRjxgwqVaoUASAnJye6cuUKeXt7y61Tv359+vbbb8Xps2fPSnSmFC0cJ9QTJ2QymdJzfdiwYWRoaEjW1tZK57948YKWLFmi9uu/7du3f9X+MMZYFlXjRKGsvJm8e/fukb29veSNGIUpde/enV6/fk3r16+XvCw5EyveVK28i3riOME+JftQ8S1btqT79+/Tx48fqVq1amJ+YGCg2MBTp04d+umnn0hfX58AUIMGDWjFihX06tUrkslk4o8p7u7utH///s+6u7ZTp0708uVLSkpKoqCgIHJzc6PGjRt/cr0uXbqQq6srTZ8+nUaPHk29evWiNm3aUP369cnU1FQtMSVnv0RZ+/+lqXz58vT06VMiInr79i3Nnz+fypYtSwCoc+fOtGHDBoV1rK2txYajESNG0Js3byQ+ewo3jhPqixPKznFzc3Pq3r07jR49Wun8p0+f5ts14OzZs/lHQcbYV1M1ThTaypsRXblyRWMNFIUllS1blrp160a1a9dWafmgoCB69eqVpGWuW7euON2sWTOpTysmMVUr76KeOE6wvCQnJ8vdtXPv3j2Ki4uTexSrX79+ZGhoSAYGBrR48WJ68eIFffPNN2RnZ0fXrl0jmUwmbm/BggUEgKZMmUK//vprrvV1Vl842ZOPjw95enqSg4ODynf5FIXHuF1dXSk5OZmIiD5+/EhLliwhY2NjAjLuAsq5fPa7l8qVK0fe3t78pfcLcZxQX5zYtWuXwrnarFkzsrOzIy8vL6Xn/rBhw/L1s9W1a1eKjY396n1jjBVfqsaJQlt5F1cymYxOnTol+UVgYUhLly6luLg48djl1iGgi4sLpaSkUJMmTSQpp7Ozszg9d+5cCc8uVhCoWnkX9cRxguVl6dKlYr3Zu3dvSkxMpBYtWij9UvXkyRMiIhowYADp6enR3bt35ba1bt06AqB0fSDjjqLNmzcrNHDo6+tTpUqVJI91UqcjR46IxzIuLo5WrFhBlStXVmlde3t7unHjhkbPnaKA44T64kR6errCebl48WICMvoNk+pzZWpqSmFhYV+9f4yx4knVOKEFVigQEQ4ePAgtLS20adNG6uIUCjNmzECpUqUgCAJKly6NmJgY3Lp1S2G5tWvXQk9PDzt27MDAgQM1Xs6nT5+K01b2jLE0AAAgAElEQVRWVhp/f8YYK0wiIiKwcOFC8fWUKVPg5OSEc+fOiXlmZmbw9/fHv//+C0tLSxw8eBA7d+7E//73P9StW1dczs/PDy4uLgAgt36WN2/eYOTIkRg5ciRCQkLk5pUuXRqtWrVS9+4VOp07d4aTkxOePn0KQ0NDTJ48GaGhofDy8kK1atXkljU3N0fnzp0BAHXq1EFoaCiaNGmCyZMnIyYmRoris2JOS0sL5ubmcnlOTk4AgLCwMCmKBACIjIxE3bp1cebMGcnKwBgrBlRpMVJ34l98VZeWlib+alkck5WVFU2fPp1Onz5N8fHxlJKSQlFRURQSEkInTpwgPz8/Wrt2Lbm4uKjUb5KhoSFt3bo11/lz5syh7t27S7a/PJoEA//iy3GC5WnIkCFindm6dWvq1auXXD06ffp0uUcsYmJiyMzMjOrVqyc+1kREdPTo0Vzr4j59+uQ60MDvv/9O169fp23btkkeIwtamjlzJiUkJIjHOCUlhf766y+5ZcqVK0c9evQgbW1t2r9/P40fP54EQSBTU1PauXOn3ON7TDmOE+qNEznrAplMRlZWVtSpUyel57mtra1GP1cbN25Uy34yxooPVeNEoa68i7KkpCQaMGCA5Bd2mkqWlpbk7e1Nt2/fpqSkpK8+fjKZjM6ePUutW7f+7LJ06NBBsuPw4cMHNZw9rDBTtfIu6onjBFPm7NmzBEAcCr5ChQpydWhwcLDCOq6uriQIAp0/f17MO378uNI6WE9Pj2bMmKF03v379yk5OZlcXFwkj5kFPf3zzz9yjTppaWk0ceJEuWWMjIyoatWqFB0dTZcuXRI73HZ1ddXIuVSYcZxQb5xITU2VOzeTkpJoxowZpKOjo/T8dnV11fhnyt3dXS37yhgrHlSNE4W68i6KXr58KflFXH6n0aNH08WLFyklJUUjxzQhISHXgK4sZY14IkViTNXKu6gnjhMsp7S0NGrYsCFVrlxZaZ80yjojPn/+PAmCIDYwJCUlyfXTlj1VqlRJ6VDyQ4cOpfDw8HwZSrowpBo1anzReh07dqSHDx/K/T9yNggBoG7dupFMJqO0tDQaN24cAaBLly5p5JwqrDhOqD9OtG/fXjwn161bR+fPn8/13M7ZCK2p5O/vr7b9ZYwVbarGiUJfeRcVjx8/lvyCL79Su3bt6PXr15Ie35yNbLq6ukrL2rhxY4qMjJTkODVt2lTSY8QKBlUrb1USgM4AHgB4DGCmkvn6AHZlzr8EwCLbvFmZ+Q8AOHxqmwD+AhAG4GZmapiZ3xbAx2z581QpO8cJllPWyD79+vVTqD+3bNmisHxycjLVq1ePzMzM6P379/TXX3/JjWj1qaStrU0TJkwgZ2dn0tPTkzyWSp2sra1znZfbKGqCINCsWbPEwRxkMhl169ZNYbkVK1YQUcaoZJUqVaKmTZtSWlqaJk+vQgUcJ9QeJw4fPix3Tqanp4t3IBaUZGhoSDdv3lTbPjPGii5V4wQ3BkksMjJS0jtR8isNHz6coqKipD68ctq1ayeW7/3793Tjxg2lZSciWrRokcaP2ejRoyU+QqwgULXy/lQCoA0gFEB1AHoAbgGwzrGMM4D1mdMDAOzKnLbOXF4fgGXmdrTz2iYyLvL7KilHWwAHPrf8HCdYdm/fvqVy5cpRmzZtFOpOExMTub6AsixcuJAAkJubG9WtW/ez6+TSpUt/VZ1evXp1yWNxQUlVq1YlPz8/kslkFBsbq3To+StXrhARiX0xeXt7a/o0KzTAcULtcSI5OVnufLx9+zaNGTNG8s9OzmRubl7grq8ZYwWPqnGCRxOTSFhYGMaMGQNTU1PExcVJXRy1cHJyQnh4OIgIf/31FypWrCh1keRMnz5dnHZwcEDDhg1BRGjQoIHccmfOnJEbbUZTeCQxpmbNADwmoidElAJgJ4CeOZbpCeDvzOk9ANoLgiBk5u8komQiCkPGr7vNVNwmY2o3d+5cfPz4Ebdv3xbzSpYsCQCYNm0a9PT05Ja/d+8eFi1ahO7du+Pvv/9GdHT0Z7/nl45u1bp1a9jb2+PJkydftH5RpKWlhf79+6NDhw54/vw5AgIC8M0338gtY2dnh48fP2LQoEFo1aoVZs2ahXfv3klU4mKD40SmnHWIl5eXOKpYQfL8+XP07t0bycnJUheFMVYEcGOQht25cwdDhw5F9erVsXHjRqmL89UaNmyIsLAwEBH8/f1RuXJlqYuUq06dOokXn5cvX8alS5cAQKHhp3Xr1ti3b5/Gy9ejRw+Nvycr0qoAeJHt9cvMPKXLEFEaMm7TL5/Hup/a5m+CINwWBGGFIAj62fKbC4JwSxCEw4Ig1MutwIIgjBUE4aogCFffvHmj0k6you/WrVtYv3490tPT8f79ewBAzZo18f3336NUqVIYO3as3PIymQxjxoyBoaEhLCwsEBUVhbzOp+HDh+c6z8jI6LPLe/r0aVy8ePGz1yvM6tevn+f858+fw9TUFGfPnoWtrS3Wrl0Lb29vaGlpwdTUVFyubNmySE9Pxx9//IH3799jzpw5+V304o7jRDbz588Xp728vGBnZ6fW7avL+fPnMW7cuKy7qhhj7ItxY5CGXL58Gb169UL9+vWxbds2qYvzVUqWLInr16+DiHDjxg1YWFhIXSSVaGlpyd0dlNXgo+zXXx8fH42VCwDatm2L2rVra/Q9WZEnKMnLeeWY2zKfmw9k9B1RB4AdgHIA3DLzrwOoRkS2ANYAyLWllYi8iagpETU1MTHJbTFWjBARXF1dIZPJ5PJ9fX0RGBiIMWPGoGzZsnLzvL29ce7cOcyePRtr1qzJddvdu3eHo6Mj/v77b7n8cuXKYc6cObCzs0NsbKz6dqYICwkJAQDMnDkz12UiIyORkpKCtLQ0LF++HK6urqhfvz4iIyPx008/icvp6uqiRo0acHFxwfr163H9+vV8L38xxnEim0mTJsm93rNnD/r166fW91CXv//+G8uWLZO6GIyxQo4bg/IREeH48ePo0KEDvv32W0nuNlGnTZs2gYgQHx+PRo0aSV2cLzJy5EhxulKlSgCADx8+SFUc0bhx46QuAit6XgIwy/a6KoCI3JYRBEEHQBkA7/JYN9dtElFk5mPKyQC2IONRARBRDBHFZU4fAqArCIKxOnaQFX07duzAmTNn5PKuX78OPz8/EJHCl7fw8HDMmDED7du3R0BAQK7bPXnyJCpXroxDhw6JedbW1vD29saBAwewaNEiXLlyRb07Uwy4u7ujVq1aMDc3z3O5li1bwszMTHzsz8vLC35+fuL8rDu+jI2NMWHCBIXGQKY2HCeyyfno4tq1a9GzZ8F9wm369Ok4cOCA1MVgjBVi3BiUT2JiYtC1a1e0b99e/MWssDp58iSISK4hpbDK3o9R1uMGHz9+lFvG19dXo2UCgF69emn8PVmRdwVALUEQLAVB0ENGx5/7cyyzH0DWMzJ9ARzP7HRuP4ABgiDoC4JgCaAWgMt5bVMQBNPMvwIAJwAhma8rZeZBEIRmyIg7b/Npn1kREhcXh8GDB8vlOTo6onr16vD29kb//v1RrVo1cR4RwcXFBWlpaTA3N8fZs2eVbnf37t04dOgQ/vzzTzHv8OHDCAoKwuXLl/Hdd9/lzw4VE48ePcLz589haGiY6zJnz57FlClTsHHjRrHvp/79++P06dPiMjY2NnBycsKFCxc0frduMcJxIg937txBmTJlpC5Gnrp3717ov2cwxqTDjUH5ICoqCm3atMGxY8fQo0cPvHr1SuoifZG9e/eCiNCmTRupi5Ivsv4vkZGRcvmvX79W+LU5P82YMQP6+vqfXpCxz5DZt8MEAIEA7gHwI6I7giAsFAQhq4OqTQDKC4LwGMAUADMz170DwA/AXQBHALgQUXpu28zclq8gCMEAggEYA1iUmd8XQIggCLcArAYwgLijA6YCZXegbt68GRs2bEBsbCymTp0qN2/v3r0ICAhAYmIitmzZonSbw4cPh6+vL5YuXSrmeXh44Pbt26hZs2aR6MuvoIiPj89z/sCBA2Fvb4+XL1+KdxJ17dpV7o6uDRs2AMiIkwXhLt6ihuOEouzdCQAZdycaGBhIURSV2djY5NkvGmOM5UqVIcfUnYrykMEPHjwgCwsLyYee/Jq0Zs0akslkUh/KfPHq1StxPxcsWEBEpLD/8+bNo9GjR2vseD969Ejio8IKEqhpyODCnopynGCftnz5coW60tnZmZKTk6lKlSr0/fffyy3/7t070tPTy7OuLVWqlNLh3gt7zC7s6cWLFxQaGiq+dnJyorlz5yosN2nSJInOxoKH40T+xQl/f3+Fc2/QoEGSf05USYmJiWo/HoyxwknVOMF3BqnRpUuXULt2bTx9+lTqonyR8ePHIyUlBRMmTEDm3bpFTmBgoDg9cOBApKamKizTqVMnhIeHa6xMNWvW1Nh7McZYQffff/9hypQp4usKFSpAW1sb06ZNg5+fH8LDwxV+vXd0dERKSkqe242Li1Nat3/pEPJMPczMzJCQkIDVq1cDyBjcQUtLS+Gu5FWrViE4OFiKIrJixMbGRiEv57DzBVWJEiV4yHnG2GfhxiA1OXDgAOzt7aUuxhexsrJCTEwMvLy8oKurK3Vx8tXhw4fF6Vq1ain0F9SgQQN89913csvlp3Xr1mnkfRhjrDC4cOECOnbsKL6eO3cuEhIS8MMPP8DCwgKenp6wtrZG586dxWUmTZqk0lDujRo1UviiNG7cOLx79059O8C+iI2NDYyNjdGqVSsAwIIFCzBgwAAYGxujcuXK4nINGjTgL7ssX1laWirknThxQoKSfBkDAwMeBZExpjJuDFKDTZs2oXv37gr5eXWeWFC8fPkSDx48gJGRkdRFyXfp6enYsWMHAKBu3boAoPAlwNnZGffu3dNYmUaPHq2x92KMsYLuf//7nzg9bdo06OvrIy4uDm5ubggKCsKtW7cwbdo08e7V3bt3i3eUZNe/f3+514MHD8a3334rl+ft7S3XiTST1qBBg+Q6650xYwZmzZqFiIgIuVhpYGCAhIQEKYrIigEtLS3kHLL+2bNnEpXmy5QuXRqJiYlSF4MxVhio8iyZulNR6QtCJpPRwoULlT63O2PGDMmfHc4rnThxQurDp3EXL14U99/Pz4+IiJydncU8IyMjio2NpaFDh2rkf1ChQgWJjwgriMB9QRSpOMFUl5SUJNaPlpaWFB8fTyYmJuTo6EhERA4ODlSpUiVKSkoS11FWt+aMy4sXL6b//vtPLq9Dhw6Sx2FOn05WVlY0duxYAkA7d+4U811cXKQ6TQsEjhP5GydOnjwp+bmvjlRU+/9kjH2aqnGC7wz6Qunp6fjpp58wb948uXwXFxcsWLBAbqSSgmTSpEkgIrRt21bqomjcoUOHxOl27dohKipK7jGtYcOG4c2bNxobwlaVxxoYY6y4WLlypTj96NEjbNmyBW/evMHMmTNx+/ZtBAYGYuLEieLoi/v35xwBG6hfvz6WLFkivl63bh0GDhyIDh06yC3333//5dNeMHV6+PAhnj17Bjs7O4wdOxZjx44FAKxdu5YfhWH5pqiMolscr/UZY5+HG4O+QGJiIvr27atwe7m3tzciIiIwf/58iUqWt4iICLmL7eJm4cKF4nT58uWxYMECufk//fSTRhvxlD2XzhhjxdXMmTMBAH///TdkMhk8PDzw3XffoWXLlli+fDkMDQ0xbtw4ABk/yPTs2VNhG7GxseLjEX369MHw4cPRvn17ze0EU7vAwEDUqVMHgiDgxo0bYv748eMlLBUr6pYtWyZ1Eb7a6dOn8ddff0ldDMZYAcaNQZ/p3bt3aNasGfbt2yeX7+3tjbFjx8Lf31+ikuUtOTkZpqamUhdDMtHR0eL01KlT8ezZM6xfv17Ma926NcqVKyeXl5+2b9+ukfdhjLHC4OTJk+L0kCFD4Ofnh2fPnsHNzQ0RERHYvn07Ro0ahXLlygGAQsN9iRIlULZsWbm+PXbv3o3Ro0fjyZMnai+vs7Oz2rfJcufj44Nu3brhypUrYofS27dv535RWL75+eefpS6CWowYMQKPHz+WuhiMsQKKG4M+w/Pnz1G+fHmEhITI5bu5uYm3Lhc0LVq0gEwmKzTDYuaXf/75R5z+7bff8Msvv8jNd3FxwfLlyzVWnn79+mnsvRhjrCBLS0vDDz/8IL4WBAHu7u6wtrZGt27dsHr1aqSnp2Py5MkAgNDQUMyePVtuG4mJifjw4YP4+ubNm1ixYoU4aIC68UiQmrdv3z60adMGERERYl7Ox/8YUxdBEODn5yd1MdSiVq1aPAofY0wpbgxS0Y0bN1CtWjWF/IkTJ+L333+XoESf5ubmhrNnz4qjrhRXSUlJ4u3krq6uCAsLk7tttmLFimjdujU8PT01Up5evXpBR0dHI+/FGGMFnZeXF16/fg0gY6j3Q4cOISQkBG5uboiLi8P69evRt29fWFpagohQs2ZNhW1kH47ewsIC0dHRmDp1qsb2geW/+Ph4hIaGyl2LnT9/Xq4RkDF1Kko/3BkYGEhdBMZYAcSNQSrYvHkzGjdurJA/cOBApUPaFgS+vr5wd3eXuhgFQq9evcRpT09PzJkzR27+mDFjNPZ4GACsWrVKY+/FGGMF2Zs3b+QGYpg2bRrc3d1hZmaGgQMHYtOmTYiJicG0adMAAFZWVgrb0NLSwrFjx8TX27ZtUxhanhUNr169gra2NkqUKCHmKWscZExd3NzcpC6C2jRv3lzqIjDGChhuDPqE8ePHY9SoUQr5tra2+Xb7+de6cOECBg0aJHUxCoTDhw/jyJEjAIDRo0cjJCRE7pExLS0tDBw4UKEz6fxkZmamsfdijLGCbPbs2XKjQkVFReHs2bNi48/KlSvRunVr2NnZYeHChUr7vsjeGNCzZ0+MGzcO7969y//CM41r3749njx5AmNjYzHv7du3uH//voSlYkWZi4uL1EVQm4sXL2Lz5s1SF4MxVoBwY1Aepk+frjBiWJZbt25puDSqefz4Mezt7aUuRoHw6tUrODo6iq/XrVun0Olnjx49cPDgQY2WK3tn1owxVlxdvXoVmzZtQqtWrQAAurq6+P3331G+fHmMGjUKe/bswfPnzzF9+nT4+/uLI3XmfMz24cOH4nRycjLu3LmjuZ1gGnXkyBGMHTsWL168gKGhoZhft25dEJGEJWNFlZmZGRo1aiR1MdRm1KhR+dKpPmOscOLGICVkMhmmTZumsT5k1OX169eoUaOG1MUoEIhIbjjhly9f4uLFi7h06ZKYJwgCnJ2dMWPGDI2WzcTEBIIg4Ny5cxp9X8YYKyhkMhkmTJiAChUqQFdXFwAwdOhQHDhwABMnTkTJkiXh6emJOnXqwNHREb179wYAODg4IC0tLdftZt0JqmkNGjSQ5H2Lo1u3bqFFixaIj4+Xyw8ICJCoRKyoGzBggNRFUKsaNWogNTVV6mIwxgoAbgzKISUlBcOHD8eyZcukLspniYuLg4mJidTFKDDWrFkj/jq8atUqVK5cGW3atJFb5pdfftHocJvm5uZyr1u2bAlBECAIAhwdHXHixAke7YExVixs3boVly5dgru7u9jfT0REBAwNDeHi4oKTJ0/i+vXrmDp1KsLCwsT1LC0t89xulSpV8pyvr6//9YXPJmuo+9u3b6t1uyx3ly5dwvTp08Uh5rP06tWLh5pn+aJPnz5SF0Htivsow4yxDF/dGCQIgpkgCCcEQbgnCMIdQRAmqaNgUoiNjUX37t2xbds2qYvyWVJTU+Vuly7ugoODMWnS/5+GEydOxL///it3C3mPHj0wceJEhcfG8pOLiwuICDKZTBzdLMvhw4fRrl07GBgYQBAEVK1aFd7e3rh16xb/esMYK1I+fvyImTNnwt7eXm60nmPHjmHs2LEoX748PD09UaFCBQwZMgR2dnYAMgYA2L17d67brV+/PsLDw/N8b3U3uHPfRNJwcnKCp6enwhfagjq6KyvcatSoAVtbW6mLoXbFfbRhxph67gxKAzCViOoCsAfgIgiCtRq2q1GvXr3C999/j6NHj0pdlM+SmprKw5Rnk5iYKHe7fkxMDIKDg9GzZ08xz8rKClu2bBEfO9AUNzc39O7dG35+fli6dCmICBcuXFAY3QwAwsPDMW7cODRs2BB6enoQBAGdOnXCli1bcPfuXaSnp2u07Iwxpi4LFy7E69evsWbNGgQGBor5WlpamDJlCu7cuYNDhw7B1dUVt2/fxvv37wFk3F359u1bpdssWbIkrK3zvvTgH02KlkGDBsHLy0sub8GCBXJ3kjGmLkXx7iAAmDVrltRFYIxJ6Ksbg4gokoiuZ07HArgHIO/7tAuYx48f47vvvsONGzekLspnOXXqFDcE5TBs2DBx+u+//0Z0dLRc45ChoSH8/f2xYMECnDhxQmPlOnr0KGbNmoXz589jwIABMDExQffu3XH//n1MnjwZRAQiwocPH+Dn54emTZsqbOPYsWMYOXIk6tWrBx0dHQiCgJYtW2LTpk149OgRZDKZxvaHMca+xL1797B69WqMGjUKTZs2lRtWfsiQIahatSqWL1+OEiVKYPTo0fjxxx8BZHwR27JlS67b9fHxgZ+fX57vnbOPGVb46erqYsKECXJ52a8DGFOXvn37AihaQ80DgLu7u1x/moyxYibrS6g6EgALAM8BlM5ruSZNmlBBcfnyZTIxMSFjY2MCUOCSoaGh0nxbW1upD12B4+/vLx6fOnXqUFRUlMJx++eff8jLy0uS/2VgYCClpaXRmTNn6Oeff6Zq1aoRANLW1qb27dvT2rVrKTw8XG6f0tPT6dKlSzRw4MDPeq+OHTvSihUr6PTp0/T8+XNKSUmR6L/CPheAq6TeerkzgAcAHgOYqWS+PoBdmfMvAbDINm9WZv4DAA6f2iaAvwCEAbiZmRpm5gsAVmcufxtA40+VuyDFCaYeMpmMOnToQGXLlqXXr18TEcnVW3fv3qWIiAjS09MjFxcX+u2338R5K1eulFt28uTJ4vSUKVPI1tZW8njNSZqUnJxMLVu2lMs7ePCgxGd7/oIa4wQKaYwgCeJE3bp1qW3btpKf8/mRPn78qNFjyRjLX6rGCXV+4SgF4BqA3rnMHwvgKoCr5ubm+X8EVHD48GEqWbIkWVpakqmpqeQVMVfaXy4iIkLu+Lx69YpKly4tlzdr1iw6duyY5P87Pz8/SktLI5lMRlevXqXZs2dT7dq1xfnNmzcnDw8PCg0NVdjPuLg4OnToEK1cuZL69etHurq6X1yO7777jqZMmUI7d+6ka9euUWRkJKWnp0vw32PZqVp5q5IAaAMIBVAdgB6AWwCscyzjDGB95vQAALsyp60zl9cHYJm5He28tomMC/2+SsrhCOAwMi747QFc+lTZuTGo6Pnnn38IAK1evZqIiF6+fCnWR7169SIiolmzZpEgCHTo0CHS19cnAKSjo0MzZszItS57/Pix5PU6J+nSlClT6NWrVwr5SUlJUp7u+QpqihMoxDGCJIgTc+bMIS0tLbp165bk531+pLS0NI0eT8ZY/lE1TqjrC4cugEAAU1RZviBc5D9//pwMDQ2pYcOG5ObmJnkF/Kk0ffp0cXrLli1SH74CJTIyUu5YxcTEUIMGDeTyHBwc6M6dO5L/H7Mnb29vuYvVu3fv0q+//kqNGjUSl2nYsCEtXLiQQkJCSCaT5XkcZDIZPXjwgJYtW0Y2NjZqKaOxsTH179+fPD096ciRIxQcHExv3779ZFnYl1O18lYlAWgOIDDb61kAZuVYJhBA88xpHQDRyLggl1s2a7m8toncL/T/BDAw2+sHAEzzKntBiBNMfRISEqhatWpkY2NDqampRES0dOlSsa65ePEixcbGUtmyZalXr17Upk0bKlu2LFWoUIFat25NOjo64rJr164Vpw8dOkTff/+95PU5J2lTXFwcXb58WS6vb9++Ep/1+QfqawwqtDGCJIgTN27cIAD0559/Sn7O51dijBUNqsYJdQQSAcBWACtVXacgXOT36tWLSpQoQd7e3korw+bNm0teIWeldu3ayb3mL+L/LyQkRO7YxMTEkIODg1yepaUlPXz4kCwtLSX/X+ZMWlpa9Pvvvyvc6fXkyRNatmwZtWjRggRBIABkZWVFM2fOpOPHj1NoaOhn/eqZlpZGERERdOXKFfL19aXJkyeTnZ2dWvahRYsW5OrqSkuXLqVt27bRiRMn6MGDB5ScnKzuf3exoGrlrUoC0BfAxmyvhwL4I8cyIQCqZnsdCsAYwB8AhmTL35S5vVy3iYwL/QfIuM1/BQD9zPwDAFpmWycIQNO8yl4Q4gRTnyNHjhAA2r9/v5iXVYeULFmSiIhWrVpFAGjkyJEEgObPn08AyNHRMdf6x9fXV/J6/GtTkyZNaOfOnZKXozAnKysruXMqKz179kyS8z2/QX2NQYU2RpAEcUImk1GDBg3I1NS0yH5mBUHQ6DFljOUPVeOEOgJJy8wK5Db+/xlgx7zWkfoi/99//yUg41cjZRXh1zx6kx9p/fr14vSjR48kPXYFydGjR+WO05MnT2jw4MFyeSVKlKDLly9T69atJf8/5pV0dXVp5syZFBkZqbCfERERtG7dOurQoQNpa2vLrWdiYkINGzakbt260bhx4+jXX3+lLVu20NGjR+nu3bsUExPzWcc0NjaWHjx4QEePHqXFixeTk5MTffPNN1+1b2PHjlX6yBtTTtXKW5UEoB8UL8rX5FjmDhQv9MsDWAvFC/0+eW0TgCkyfiDQB/A3gHmZ+QeheKHfREl5C9zjxEw9Fi9eTADo/fv3RJTRH1pWHXHo0CFKTU0lCwsLql69OpUpU4batm37yV/f582bRyVLlpS8/v6atH//fvr1118lL0dRSKdPn6Zr167J5dnZ2Ul85ucPqK8xqFDFCCoAceLmzZukr69PXbp0kfycz6+0ePFijR9Xxph6qRon1AdmEAwAACAASURBVPKF43OTlI1B8fHxYse9OVPDhg0lr4ABkJGRkTh9//59cXrIkCGSHbeCZsOGDXLHLCQkhFxdXRWO5fbt28VfmQtD0tXVpfHjx9Pjx4+V7nd0dDQFBgbS5s2baeHChTRu3Djq2rUr2dra5toJupGREdWtW5c6dOhAP/74I82ZM4e8vLzo33//pRs3btDr168/626z9PR0un79Os2dO5fq1av3WfvXvHlzevDggbpOgyJJ1cpblQQNPwKQY7ttARzInObHxIq5vn37UvXq1cXX2R/pkclktGvXLgIyOtTX19enhw8fkpOTE5UqVSrX+qRPnz6S19lfk7p16yZ5GYpaio+PV8g7duyYhGd+/kAhfUwsx3bb4itiBEkYJ9asWUMAqGLFipKf8/mVgoODJTm2jDH1UDVOFLvGoJkzZyqt9BYsWCB2VillsrCwkHudfdSCxMREyY5bQSGTyWjq1Klyx+jt27e0cOFChWP5888/y/VJUdiSIAjUt29f8vDwIH9/fwoJCfnkOZCYmEihoaF06tQp8vX1paVLl9LEiROpT58+9O2331LVqlVJS0tL4b309fXJ0tKSWrVqRQMHDqRp06bRypUraffu3XThwgWKiorKs8EoPT2d7t69S1u2bKGffvqJGjdu/Mn9a9q0KV9sKKFq5a1KQsaF+xNkdO6Z1ZFnvRzLuEC+c1C/zOl6kO8c9AkyOgbNdZvIvHhHxheFlQDcM193hXznoJc/VXZuDCpaLC0t5fpwybrjsE6dOiSTyeQeW12yZAklJSUpNARZW1vnGiuLcqpRo4bkZSgsaerUqbR37165vGrVqhW5x5ahvsagQhsjSMI4IZPJqGfPnpKf7/mdYmNjJTm+jLGvp2qcKFaNQTn7l8lK69atK5C/0P3111/itLe3tyTHrCBJSkpS6Cg0NTVVrjPRrPT999/Tnj17JP8f5ldq1qwZjRs3jjw8PGjfvn10584dlRsLU1NT6eXLl3Tp0iX6559/aPXq1TRjxgwaNGgQtWnThmrUqEEGBgYK71muXDlq2bIljRkzhlasWEGBgYH04sWLXBuJEhIS6Ny5c7RixQoaOHDgJ/tsunDhAveHReptDMrYHBwBPETGrf3/y8xbCKBH5rQBgN3IGNL3MoDq2db9X+Z6DwB0yWubmfnHAQQjo4+JbQBK0f9f+K/NXD4YBbAvCJZ/3r17R0BGIw9RxheprM/93bt36dSpU+JrW1tbSklJof/++0/yelbK1KBBg2LV4KXOdP78eYU8Dw8PiT8F6gX1/mhQKGMESRwnoqOjqWrVqpKf7/md+LqMscJJ1ThRbBqD0tPTqWXLlgqVnLu7u9iHkNSpbt26cq+z9xVU3EVHR8s1UDRt2pSIiHbs2KFwHPv27UtnzpyR/P8pRapYsSK1a9eOxo0bR56enp/dUJRFJpNRdHQ03bx5kw4cOECrV6+m8ePHU+vWral8+fJy72lkZETffvstjRgxgjw8POjgwYMUFhamdJj6N2/e0MGDB2nu3Ll57seECRPoyZMnxfIiRNXKu6gnbgwqOoKCgggABQYGEhFRQECA3BeN7t27i6937NhBRERTpkyRvD6VIim7TvncpKurSx4eHnTy5EnauHEjTZ06lVq1aqXQ51xRTkuWLJF7XapUKQoPD5fyY6BW4DhRIOLE6dOnJT/Xs6f+/fvny3YZY4WPqnGi2FTemzdvVqjcBg4cSImJiQVmlKnsjR329vbi9KhRozR+vAqSR48eyR2nsWPHkkwmEzskzXkB+OzZM8n/lwUxmZubU/v27cWGor1799L58+fp8ePHFBsb+1kNL69fv6aTJ0/SunXraMKECdSuXTuqVKmS3PuVLFmSGjduTEOGDKHFixfTvn376OHDh5SWliZuRyaT0f379/PsiFFXV5fmzZtHR48eFTufLcpUrbyLepL6Ip+pT9bjum/evCEiEj/bFStWpHv37onTACgsLIyIiGrXri15nanJZGtr+1XrOzk50datW8U6MiYmhnbt2kUbNmygkydPUnh4OMlkMkpNTaXHjx/ToUOHaOXKleTs7EwdOnQgMzMzyY+BOtPEiRMV8gYNGiTVR0DtwHGiwMSJefPmSX6+Axn9nhIRnThxglxdXalTp05q2/aIESMkPsqMsc+lapwQMpbVrKZNm9LVq1c19n5v375F7dq18fbtW7n80NBQbNu2DfPnz9dYWXLTvn17BAUFia/XrVsHZ2dnAMCRI0fg4OAgVdEkde7cObRs2VJ87enpiSFDhsDOzg4vXrwQ842MjLBr1y7o6OigU6dOUhRV1K5dOxw/flylZVu1aoWyZcvi33//zedSqa5MmTKoW7cuateuDVNTU1SoUEEuVaxYEcbGxtDR0VFY9/3797h37//YO++wKI43jn+X3gUFUcFeQLBgR0UTewErUbHF3gvWWGJDjTFqfrFrjDViiYXYYizYsKAgxYIKWMGKIIIg/d7fH3ibO+6AA+5u73A+z/M+tzszuzM7uzvv3Lsz7zzEgwcPpETyXhkaGsLBwQFOTk5wcnJC3bp14eTkhFq1agEA9u3bh5EjR+ZbvmrVqmHRokUYOnSo3DJoOxzHhRBRU6HLITTq1hMM1TFw4EDcuHEDL168QEhICJo2zX28d+7ciRs3bsDX1xcdOnRAUFAQ3r17h2fPnqFmzZoCl1qzMTMzg4eHBzw9PdG1a1eYmZkhKSkJp06dwuHDh3HmzBlkZGTIHGdtbY1vvvkGtWvXlhJbW1ukpaXh8ePHiIqKQlRUFM6fP4/Lly+r/+KUhJubG65duyYVdvXqVak+hbbC9EQumqAncnJyNKIvMmvWLPzyyy+wsbHBhw8fAIBvG44cOVLi8587dw6dOnUq8XkYDIZ6UFhPKGIxUrao25I/atQoGSv3yJEj6enTp4Jb8sXSvn17qf0lS5bw2/fv31drfWkKW7ZskaqTgwcP0okTJ2Tqrm7duvTo0SO5TqSFkjlz5iic1tjYmNq0aUODBw/Od6U7TZeaNWuSh4cHzZ49m7Zs2UJ+fn507do1io6OpqSkJEpKSqJbt27Rrl27aPbs2eTu7k41atQgjuP4c+jp6VHdunXJ09OTFi5cSDt37qRZs2YVmO/vv/9e6qaSgX3x1ZgvvgzlUKdOHerduzcREfXr149/f8PDw8nAwIDGjx9PTk5O5O7uTkRE69evL7TN+Rqct+aVsmXL0ogRI+jkyZP81N/ExETas2cPeXh4kIGBAQEgOzs7Gj16NC1evLjI9dSsWTOaP38+7dq1i65du0bv3r3jpw1/9913gtdBUcTS0lLuc1MaANMTGqUnAgMDBX/ez5w5QxEREQSAhg4dqpI8StNUSwajtKOonij1jbc83zG6urr05MkTjfnj/fPPP1Pt2rX5/WbNmkkZgz5+/Ki2+tIEUlJSZJzyPX78mIYPHy63Y/f06VPq2rWr4PdR3nMmdBk0TYyNjalbt240fPhw+uGHH+iPP/6gK1eukK+vL82fP5969+5NderUkVrxTEdHh+zt7Qtcoaxnz5708uVLoR9dpQDWydeoTj6jZCQlJREAWrp0KUVFRUm9twsWLCCO4ygkJIQ4jiMfHx8iokLbEclp1KVddHV1acKECeTv70+ZmZlERJSQkEA7d+5UWx/GwsKCmjRpQuPHj6fbt2+To6Oj4PVSXNHR0aEXL14I+UooBTA9oXF6QuhnOzU1lX7//XeV55OVlSV0VTMYDAVQVE8IP65RhWRlZWH8+PFSYXp6ehg6dCgePXqEFy9eCFQyaVxcXBAdHc3vjx49GmFhYfy+hYWFEMVSOyKRCBs2bMC0adP4sAkTJmDEiBH8FCJJlixZgi5duqB58+aIj49XZ1EVIicnR+giaBxpaWn4999/pcKMjIzQvXt3DBgwAPPnz4epqSkyMjIQFRWFBw8e4OHDh/D398f169dha2uLkSNHwsbGBgsXLkRqaioA4MSJEzhx4gQAYNWqVZgwYQLMzMzUfn0MBkOa8PBwAECTJk2wevVqPrxNmzbYvHkzevXqheTkZBARmjdvjqSkpELP2bdvX9y8eVNlZdYEpk6div79+6Nly5bQ0dFBfHw8/vzzTxw+fBhnz54t9nnLlCmDJk2aoHHjxqhevTouXbpU6BSS5ORkxMXFYceOHfD19YWPjw+cnZ3RtWvXYpdDKEQiEbZt24bly5cLXRRGKeP48ePo1auXYPmbmJggICBAJrxWrVp4/Pix0vLR19dH7v9MBoNRKlDEYqRsUZcl/5dffpGyZjdp0oR0dXX5YZSaIteuXZPaf/PmDXXp0oXf/xqQN4IrJCSEli1bJhNuYGBAx44dow0bNgh+7yRFmc76vlbR19en/v3709GjR+nz589Sz8iVK1eoU6dOBOROl1i2bBk9evSI1qxZI/dcK1askLuimaYD9sVX4774MorPb7/9xrfn4mlMAHin8deuXeN1dXx8fKGjPOfNmyc1vbS0yaZNm/ipr3FxcfT777/z7Z4iUqNGDerduzfNmDGDNm3aRGfOnKHo6GjKyMgo8D6lpKSQn58fdezYUeG8zp07R8uXLxe8zgoSPT09mbDy5csXWh+aDpie0Dg9kZWVRWXLlhXsWb979y7VqFFDKmz//v18e3Ls2DGl5VW3bl2Ba5vBYBSGonqi1Dbez58/l2q4jIyMyMjIiEaMGEELFiwQvIMiKdevX5faJ8r1sQCArKysVF5XQvL06VOpKXIAqFWrVnTnzh2qVq2aTF3Vrl2bbt26RV5eXoLfN0mxtbWlhISEfONbtWolWNkkp1xpmwwaNIiOHz9O6enp/DNz8+ZNfilqCwsL+vHHH+n9+/cUEREh10fEuXPnBHzCiw5YJ1/jOvmM4jN06FCqWLEi+fj4SL2X5cuXJ1dXVxKJROTp6Uk1a9akjx8/FtombNu2TfB2SVWyYcMGIso1fLdv377Qtrtdu3a0bds2unbtGr1584b/05eTk0PR0dH07Nkzevv2Lb1584ZOnTpFP/zwA7m5uZG7uzstWrSIjh8/Ti9fvpTxu5adnU3Xrl2j2bNnU8WKFQssQ4cOHSgwMJC6d+8ueP0VRQ4cOKD2d0GZMD2hmXpCyP8XTk5OUvuXLl0iIqL09HTy9/cnNzc3WrNmDc2cOVMp+f3vf/8TtrIZDEaBKKonSm3j/c0330g1Wv379yddXV26cOGC4J0QSTE0NCQ/Pz9+38PDg4iI9PX1CQA5OjqqvK6EICkpiSZOnChTH1FRUbR79265ddWtWze6fv061apVS/D7Jk+Icg0V+cVfvnyZJk2aJHg5tVV69+5Np0+f5v1mhIWFUb9+/YjjODIxMaGZM2fS69evKSEhgXr37i1zfGxsrJCPvMKAdfI1spPPKB5OTk7k4eHBjwSSlCNHjhARUeXKlWngwIG0cOFCmTSSo4latGhRqHFCW2X58uVERHTjxg0yMTGhKlWq0OjRo+Wm9fX1lVvXmZmZtGvXLqpZs2axy8FxHLVp04aGDx9O06dPpzt37tCjR49o1apVBdb9unXr6MiRI2RlZSV4XSoibdq0Uds7oArA9IRG6onExET+Y67Q4u3tTUSkUsfvQUFBAtc4g8HID0X1RKlsvPMOhRw8eDA/KsjExETwBlpS3NzcaN26dfz+0qVLiYj4/RYtWqi0rtRNdnY2bd68WaYeTp48SQkJCdSiRQu59TR//nzas2eP4PerIBHz448/5pvm4MGDlJGRQfv27aMmTZoIXmZtFVtbW/r3338pKyuLHjx4QEOHDiVdXV0yNDSkSZMm0YsXL+jVq1fk4OAgdVyHDh34VXg0FbBOvkZ28hlFJyUlhXR0dGjhwoVUvnx5qXexZs2alJ2dTa9fvyYA/HSyvDJ//nx+u7Q65Z8xYwaJRCK6f/8+WVlZUa1atejGjRsy6SpVqkRPnz6VqedPnz7RsGHDVFrGo0ePElHu1LUdO3aQhYWF3HS+vr40d+5cwetUEbl79666XwmlAaYnNFZPPHr0SPBnWyxERI0aNVJpHvHx8QLXOIPBkIeieqLUNd6fPn2Saai+//570tXVpZUrVwreMMsrm+SQTVtbW/ENJCDXz1Fpwd/fX+b6xV8uzp07J7d+rKysaO/evTRu3DjB71Vhcv/+fSIiEolECqV3d3enVatWad1yvZooc+fOpaioKBozZgzp6+uTnp4ejRo1iqKjo2VWMAJyhzdr6pL0YJ18je3kM4qG2KAh7wPApk2biIjo+PHjBIDOnj0reDuiCjE3Ny8wfsSIESQSiej58+dkZ2dHFStWpD/++ENuGyceFSkSiSgiIkKuTz1J6dWrF506dUquATwnJ4diY2PpwoULtGXLFpoxYwa1a9dOoWtauHAhhYeH0+fPn+nPP/+Um+bcuXMlGqGkDpkwYYJa3wdlAqYnNFpPnDlzRvDnG4DUfyI9PT0SiUQqmdaZnZ0tdJUzGIw8KKonSl3jPWvWLKkGavLkyWRkZESDBg0SvFGWJ4sXL6Z+/fpJhaWkpNDGjRv5/bi4OJXVlzqIjIyUuW57e3v6+PEjBQYGyq0XjuNowYIFFB4eLvNFWVPFzs6OEhMTiYgK9B/ERLUyYsQImjRpEhkZGZGOjg4NHjyYIiIi6MqVKzJpAwMDBX47ZAHr5Gt0J5+hOGIn/3mNQWZmZpSamkpEuSMpdXV15X4s+OmnnwRvTwqTkJCQfOPy+sPLK3369KGsrCyKi4ujOnXqkIWFBTVu3FgqjYWFBe/3LDk5Od+pY2KZOHEi+fv7l2j556ysLIqOjqZ//vmHli9fnu/U7Llz5/L+3LZs2SITv2LFCtqxY4fg9yg/MTMzo6SkpJI/6ALA9ITm64n8RrqrUw4cOMBvDxkyRKp8GRkZtH37dqXlxWAwNAtF9USparzv3LkjNYzc1NSURo8eTbq6ujRy5EjBG2V5snv3bnJ1dZUK+/vvv+nt27f8fqtWrTR2FENBxMfHk7Gxscw1X716tcBVDaZNm0ZRUVG0dOlSwe9PUcXDw4NfwSo4OFjK30VRRbwqzMyZM2nGjBnUvXt3cnBwKLVTJZQtTZs2pTZt2pCJiQlxHEeenp4UGhpKmzZtkkn75s0bgd+W/wDr5Gt8J5+hGCNGjCAbGxsZ59Fi33hERJ06dSIXFxdatWqVzHup6SNCC/ojVdiqXO3bt6e0tDRKTk7Od8pwly5d6O3bt0SUq0/zO9fMmTPp+vXrKl898fPnzzL9FQB048YNIiJ69uyZTFyFChXo7Nmz1KBBA8HvlzwRj1DTNpie0Hw9kZOTI/jzLbk647p16/It67Rp00qcV79+/dRYuwwGozAU1ROlpvHOycmRWbFp/vz5ZGRkRO3bt+cdMmuaXLlyhSpVqiS1HOSIESMoLS1NKt22bduUXmeq4NOnT3KnBAC5w8YLWglm1KhRdPfuXZk/DtomS5Ys4esjOzubAgICaPr06YKX62uVmjVr0sCBA3kfF+7u7nTjxg0ZJ9O1a9fWiOWGwTr5Gt/JZyhGw4YNqUuXLjLv2oIFC4goV29bWlrS2LFjBW8niiPyHF4DKHTqb7NmzSg5OZnS0tKoWbNmctOsXr2aN+7Im0bt5eVFoaGhgnwoiouLk1m50dzcnBITEyk9PV2uj5IxY8bQwYMHBb9necXZ2VkrP7YxPaEdekKTRon/9ddfBZb11q1bJc7jzz//VFPNMhiMwlBUT5SaxlveHPsJEyaQrq4uNWzYUPBGOD+JiYkha2trqdXPTE1NKTs7W2ZVrcjISKXXmzJIT0+nY8eOkbW1tdxrDA8PL9C3Qb9+/ejmzZu0ZMkSwe+HssTPz0+mnkQiEYWHhwu69OjXLCtWrKClS5dSuXLlCMh1Jn3ixAmZdGIn7kIB1snXik4+o2DS0tJIT0+P5s2bR1WqVJF6x8TOiMVTiOWNsCnM147Q0qVLF7nheZd3zit169al+Ph4ys7Oph49esjEW1tb061bt4go1+dSvXr1pOL9/f2FvK1SBAUFyZTf09OTkpOTpRbGEEu5cuVo69atgt+7vHLlyhWhq7LIMD2hPXri9u3bgj7f9vb2/HZhpKSklDg/bXbMzmCUJhTVE6Wi8Y6LiyMrKytq06YN3xgtWLCAjIyMqFKlSoJ3NAqSd+/eyZ1rf/36dSIiqZE0lSpV4h1ICk1WVhadO3cuX4eTrq6udP36dRo/fny+1961a1e6cOECLV68WPD7oApZtmxZgcuZP3nypNReu6aKk5MTRURE0Jo1a8jW1paA3Ckr8nxXPXr0SI1v1H+AdfK1ppPPyB+xoUDen3/xilh79+4lAHKNCtoqeQ1fklK1alWKjY0lkUgk1/dPnz59eB82O3fulIlPTk4W8pbKJScnR+6I39mzZ9PJkyfl1kPfvn0Fv0+SMmDAAKGrscgwPaFdekLeB2t1iaRBWZE2RCQSkaOjY4ny/PDhgxpqlcFgFISieqJUNN7Dhg0jPT09qcZ2ypQpBOQuRZuf80NNkB49epBIJKJOnTpJhU+ePJm/vm7dumlEp0UkEtH169fz7cjp6enRiRMnKDAwkNq2bZvvNbu5udHx48fzHWJf2qRevXo0e/ZsunDhQr7TkN69e0ebN2+m1q1b5zvCionyZOvWrfT582davXo16enpUd26denx48e8w1uxeHp68k7B1QVYJ1+rOvkM+YiNQL///rvUO1WmTBl+Ws6UKVPI1NRUYxd4KKoUpPesrKwoKiqKiIjmzZsnE//HH3/w9fLw4UOZ+ISEBMHupSLEx8fTwIEDZco9b948qZEJYpkwYYLg90ssenp6GuU3ThGYntA+PZF3uqwQMmvWLIXLm5/LB0VFUz5eMxhfK4rqCS43rXpp2rQp3b59WynnunLlCr799lvMmzcPP//8MwCgQYMGiIqKQnp6OgBg9erVmD17tlLyUwVnz55F3bp1UaVKFalw8b1JT0+HsbExH96/f3+sWrUKVatWVXnZiAh3797F8uXLceTIEblptm7ditGjR+PMmTPo1asXcnJy5KZzcXHBrFmz8OjRIyxfvlyVxdZoPDw84O7ujq5du6JatWoKHUNESE9PR2pqqpSkpKTw2x8/fsTr16/x6tUrvHr1Cs+ePUNUVBQk33EzMzNYWFjAwsIC5ubmMDU1hbGxMUxMTPhfyW1jY2MYGxvD0NAQ+vr6vBgYGEjtExEyMzNhamoKS0tLPjwtLQ0hISE4ceJEvs+PUJQtWxZ3795FdHQ0PD09wXEc/Pz8UK9ePZQrV04q7aZNmzBx4kS1lIvjuBAiaqqWzDQYZeoJhvoZN24cDh8+jDlz5mDu3Ll8+DfffIPLly8DAFxdXWFoaIiAgACBSqk8GjdujNDQ0Hzjw8LC4OLigt9++w0zZsyQinvw4AHq1q0LAMjIyICRkZFU/Js3b1ChQgXlF1oFBAcHo3nz5lJhixYtQkxMDHbv3i0VPn36dPz2229qLF3+LFu2DAsWLBC6GArD9EQu2qYnOI4TJN9+/frh8OHDAIDs7Gzo6uoqdNzDhw/h5ORUrDxNTEyQmpparGMZDEbJUVhPKGIxUrYoy5KfkZFBdevWpWrVqtH79+95a7R4BTEA1KlTJ2rfvr3g1viCpGrVqpSSkiLjI6h+/fr04sULIiK5y+4CoP79+9OBAwfo3bt3Ja7PnJwcev36NQUGBtKqVasKXLVqxowZ9OnTJ3r37h2tXLmywOurU6cObdmyhebPny94XWuiODg40Lp16+jQoUN0/PhxOnPmDF28eJGuX79Ot2/fpnv37lFkZCQ9f/6c3rx5Qx8+fKCUlJQiLR0sEokoNTWV4uLi6NmzZ3T//n26desWXbx4kU6ePEkHDx6kHTt20Pr16+nnn3+m+fPn05gxY6h3797UsmVLqlixouD1pCpZv349RUdHk6OjI+nr69OOHTsoJydH5it3jx49SvyOKQKU/MUXQFcAkQAeA5grJ94QwF9f4m8BqCYRN+9LeCSALkU45wYAKRL7wwG8BxD+RUYXVm5t+uLLkKVJkybUoUMHmZGk06ZNI6Jc/W1gYEDff/+93PdSUxd9KI4EBAQQEdGePXtk4l69eiVVb/Xr15eKf/78udrvXUnJzs6mNWvWSF1H586dZUaJASBvb2/B7w+Q61elKDpVaKBEPaFAe66ROoK0UE9kZ2cL/qyLfbYpSkn8CE2aNElFNclgMApDUT2h1cagjRs3EgA6deqUlCNGIyMj6tevHwHQmuXJZ8yYQSKRSK5DyenTp1N8fDzl5OQUuhrH+PHj6fjx4/Tx40eZ+kpLS6OoqCg6f/487dixgxYtWkQeHh4Kl3HEiBF0/vx5Onz4sNxy5hV3d3dau3YtzZo1S/D6ZcKkMHn48CE/XXPWrFmUnZ0t47fD29tbKW1XQUC5nXxdAE8A1ABgAOAOAKc8aSYC2Ppl2wvAX1+2nb6kNwRQ/ct5dAs7J4CmAPZCtqO/sShl17ZOPuM/xIae2bNny7xne/bsISKi4OBgAnIdKst7Hx0cHARvE5Qhp06dIiKS66zey8tLqt7y+th7+PCh2u+dMnn//r2MD6VLly7J1IO86WVCyN9//y10lSkMlKQnCmvPSYN1BGmpnjh8+LDgz3pREYlEZGBgUKy8jhw5ooJaZDAYhaGontBqY5CXlxdVrVqVkpOT+UbHwsKCdHV1eaOJ2CikDRIUFERv3ryhsmXLyo1ftmwZffr0ieLi4sjLy0vl5fH09KRbt27R0aNHFZrfr6+vTwMGDKD9+/fTmTNnCnQezYRJSWX8+PGkp6en1HN6e3vTpEmTCMh1LJ2cnEyXL1+WSqPq1XygXGNQSwBnJfbnAZiXJ81ZAC2/bOsBiAfA5U0rTlfQOZH7J+ASgIpgxqCvlrCwMAKk/QVxHEfAfyvNbNq0Kd/3UNMXfihIatasyW/v3LmTiIgCAgLIyMhIJu2zZ8/4Olu9erVUXGhox/y3UwAAIABJREFUqBC3TiWcOXNG6trk/Rlu3ry54PeuU6dOQleVwkB5xiCt1RGkxXpC6Gc9JCSkWOUeMWJEsfKLiIhQcg0yGIzCUFRPaLUxqH79+uTu7i4z/WjYsGEyU660QRo0aECZmZmFjv7ZsGED74g4JyeHYmNjafXq1fyS2UURIyMj8vDwoLVr11JgYCDdvn2b9u/fTxMnTlT4HKNGjaL9+/fT3r17aciQIYLXIxMmJZW5c+eSrq4u1atXj549e0ZRUVFS8cqYlpkfUK4x6DsA2yX2hyJPhxvAfQD2EvtPAFgD2AhgiET4ji/ny/ecALwBTP+ynbej/wbAXQBHAFQurOza2slnEL9UvOSS8bVq1SJDQ0PeqeiwYcPyff80ZepQSSU7O5sePnxIZcqUIQcHB6pQoQIfN2TIEL6+8jquv3btmlC3TmWkpaVJXeOBAweocuXKUmFmZmaC37PIyEihq0ohoDxjkNbqCNJiPfH48WPBn/XiIl4FsqgSHx+vxBpkMBiFoaie0IGWkpWVhUePHsHW1hYrVqzgw3V1dbFgwQJERETAwMBAwBIWnbt372LNmjUYMGAA+vfvD319ffTs2VPGceSUKVNgaGiI7du3AwDs7e0xa9YsxMfHIycnBzdv3sTx48cRGBiIe/fu4ebNmzhx4gR27NiBq1ev4uPHj/wD8Pr1a4waNQpXrlxBy5Yt0bRpUwwaNAibN2/Ot5zm5uaYOnUqdu7ciV9//RVPnjzBoEGDMHToUPj6+qq0joSmcePGQheBoQZWrlyJvn37IjY2Fs2bN0dcXBwSEhL4eFtbW2RkZAhYQoWR562SFExTpHCO4yoB6IdcXxB5OYlcPxMNAPgD2CO3sBw3luO42xzH3X7//r28JAwtIDQ0FObm5njx4gUfZmlpiXr16kFfXx8AEBQUJHVMo0aN+G07Ozv1FFSFeHh4QFdXF5s2bUJWVhbWr1+Pt2/f8vFiZ8W//PILpkyZwoefOXMGrVu3Vnt5VY2RkZGUM9mBAwfi9OnT6NmzJx9maGgoRNGk2Lp1q9BFUDdapSOA0qEnatasic6dOwtahpcvXxbruCFDhuDKlStFPs7a2hqZmZnFypPBYKgQRSxGyhZlWPIfPHhAAMjGxkbK8jxs2DAiIurevTtZWFgIbnnPTwwNDfONi4qKovj4eBowYACVKVNG8LICIEdHR/rhhx/ot99+o9mzZ1ONGjUEL1NxpWrVqoKXgYl2SJMmTcjGxoYMDAzozz//pIyMDKn4z58/l7gtywu0dJoYAHcAbwE8/yIiAI/llEkXQFJhZdfWL74MIldXV2rbti2ZmJjw70rZsmVp9OjRRET08eNHftqYWCSnCaljGrSqxdfXl4iIatasSR4eHlLTK/r160dERJGRkVLHfA2+NeLi4qSu+cOHD7yvNgBkZ2cn6H3jOI5SU1OFrqZCgRZOE4OSdQRpuZ748OGDoM+6gYFBicofHh5e5Dz19fVJJBIpqQYZDEZBKKontNYYdOjQIbkNTXR0NBGR1v/h79y5M/n5+dGHDx8oMDCQli5dSm3atFFrGZo0aUI//PADLVmyhAYPHix4nShDimNcmzt3Ljk7O/P7vXv3Fvw6mKhPunXrRu3atSMANG/ePEpKSpKKf/v2bYnbM0mgXGOQHoCnyHXuKXbk6ZwnzSRIOwc99GXbGdLOQZ8it5Ne6Dm/HC85BaCixHYfADcLK7s2d/K/ZrKyssjY2JimT5/OvyNi/bFp0yYiIrpw4UK+71v16tXJyspK8Pe+pBIfH0/R0dEE5K5YKBkXFhZGRCS1uMLq1auFvG1qJa8RLO8KSy4uLoLeux07dghdRYUC5RmDtFZHUCnQE4sWLRL0WU9KSipR+Ysz3W3s2LFKqj0Gg1EQiuoJrTUGLV68WKaB8fDwICKiT58+Cdq4Klu+/fZb+uWXX+ju3buUnJxMp06dIm9vb3JycirxuR0cHKh9+/Y0ZMgQmjNnDq1bt45WrlxJ06ZN02onnsqUsLAw3qmwWLy9veU6BGVSOuXBgwc0ZswYAnKNgVevXpWKv3fvXonbNDFQ/tLy3QFEIdfPw49fwpYC6Pll2wjAYeQuARwEoIbEsT9+OS4SQLeCziknX8mO/s8AIpD7p+ASAMfCyq3tnfyvlXv37hEA2rZtG/9+iA1DN27cICKin3/+Od93bejQoYK/7yWVVq1aEdF/voAkF1MQ91NEIhEf1qNHD8Hul1AEBATw129kZESJiYlSddi1a1fB7l+jRo00fvQClPvRQCt1BJUCPZGZmSl4e1VSXr9+XeQ8//rrLyXUHoPBKAhF9YTWGoO+++47MjU1lWpcxFPEbt26JXjjqqjkvYbCxN7ensaMGUN+fn6UlJREL1++pN27d9PgwYPJ1taWAJCenh5VrlyZXF1dqW/fvjRlyhRauXIlbdu2jXbu3El79uwhX19f2rZtGy1btowmT55MHTt2FLwuNFUeP35M8fHxcuOqV68utXoMk9IpI0eOJJFIRGvXriUdHR1ycXGRcXJ769atErdrRMo3BmmraHsn/2tlz549BOSOqBS/G/PmzSOO4yglJYWIiPr27Sv17kg6Dh40aJDg73tJ5aeffiIiInd3d5kp1YGBgUREtGTJEj5M0w0PqmL//v18HbRv355OnjwpVVfiPo0Qoqz2XFUwPVF69MSRI0cEba/27NlT4msozpS38PBwJdQeg8HID0X1hNY23o6OjlS+fHm+UTEzM6MxY8YQEdHOnTsF7wyqS+rUqUO//PILXblyhY4fP04///wz+fj40OTJk8nT05OaNm0qVU9Mii5//PEHEeWu3DZgwIB80zVv3pyqVasmeHmZqEaeP39ORESnT58mU1NTGjx4MLm6uvLxyvq6D9bJLzWd/K8Rb29vMjExIQcHBwJy/eP16tWLHBwc+DT29vZS75bkftu2bQV/10sqYWFhlJaWRiYmJlIjSNu3b09ERLGxsXxYt27dhLpVGsHChQv5upg8eTK5u7vz+0KuLib+uKipMD1RevSE5ChBoeTjx48lvo6UlJQi56vsafYMBuM/FNUTWtl4p6enk66urlSDUq5cOZo0aRIREc2cOVPwhpWJsJLXsbgiIvnHXiwVKlQgLy8vqeevIH8XmiT6+vqCl0ETpUOHDsU6bsKECfwz4OXlRXZ2djJfw5ThUBqsk19qOvlfI25ubtSqVSv+nVi9ejVVqVKFb0dfvXol824ZGxvz2+bm5oK3EYpIfotA2NnZkUgkovPnz8vEXbhwgUQiEbVv354P+xqcRheESCSiLl268PWxbNkyqTrr3r27YPdYk5fCZnqidOmJkJAQwds0ZZCenl7kfNPS0pSSN4PBkEZRPaGVS8tHRUUhJyeH3x83bhwyMzP5JWsjIiKEKlqh9OrVS+gilGrEz0BRlxsdP348bt68KRPesWNHHDt2DEuWLEFycjIAoH379khMTMT58+exZs0alC9fvuQFLwRTU1PY2tqiZs2aaNCgARo0aIDq1asXeExWVpbKy6WNXLhwAWXLli3ycVu2bMHr168BAG3btsWrV6+QmJiIGzdu8GmGDBmC3PaXwfj6EIlECAsLQ/369fmwxo0bIyYmhl86Pjg4WOa4tLQ0fvvTp0+qL6gSyMjIkBvevXt3cByHf//9Vyq8WbNmaNeuHd6/f4+LFy/y4R06dFBpOTUdjuNw8uRJGBsbAwAWLlyIadOm8fGnT59G9+7dBSnbrl27BMmX8fXRuHFjtGzZUtAyLF68uMTnMDQ0LHLf09jYmPWbGAwB0RO6AMXh/v37UvtDhgzBnj17YGBgAAA4c+aMEMVSiOPHjwtdhFJNcQwgs2bNwh9//CE37rvvvkNaWhp8fHywYcMGzJkzB4MGDYK1tTU6duyIjh07YubMmXz6nJwcxMbGIjo6Gq9evYKhoSGMjIz4jm5OTg6MjIyQnZ2NjIwMZGZmIiMjA58+fcKbN28QGxvLy4sXL5Ceng4ASE1NRWpqKt69e1eMWmHk5cOHD8U6bsGCBdi5cyfatm0LAAgICMDw4cPRqFEjhIWFwc/PD0uXLlVKp4rB0Daio6ORmpoq1Q6LRCIA4I1BQUFBgpRNmVStWhUvXryQG+fu7g4A2L9/v1T4okWLwHEcHj16xIc5OTnB0tJSdQXVEvT19fH27VuUKVMGALB27Vp06dIFZ8+eBZBrEKpSpQpiYmLUWq6VK1dixowZ0NHRyu+mDC3j9OnTsLKyEiz/pUuXYujQoahVq1aJzqOnp4ecnBzo6uoqfIyOjg4zCDEYAqGVxqC8I3/s7Oz4kUHi0RsMhiIsWbIE//zzD5KSkuTG9+7dG//88w/mzZuHBQsWYM6cOZgzZw4AwMzMDNbW1ihXrhysra1hbW0NKysrpKenIykpSa58/vxZnZfHUDK7du3CL7/8grp166JcuXK8MejgwYNwcHAAkPtMif/4MRhfEyEhIQCAW7du8WHh4eEAABcXFwClwxjk6Ogo1xhkYGCADh06ICYmBm/fvpWKExuJHjx4wIcNHDhQtQXVIiwsLPDixQtUrVoVAHD27FkYGBggMzMTAPDq1Su1lykhIQHnzp1D165d1Z434+vD0tISsbGxqFy5smBlqF27NrKysqCnV7K/hzo6OhCJREUypJYvXx5xcXElypfBYBSdUmEMMjMzg0gkgoGBgUZPEWNoFufOncOuXbtkpi2kpqaiadOmePjwIYD/OvGurq5o06YNMjIyYG1tjdTUVLx8+RL379/Pd8oAo/RRr149vHv3Dm3atEFAQACA3A6UJOnp6fxoMAbjayE0NBSGhoa8Hp4+fTrCw8NhZ2cHGxsbiEQiudPEtI3nz5/LDf/mm29gZmaGAwcOSIUfOnSINw7v3LmTD2dGBmmqVKmCwMBAfrqMi4sLbzzMyckRZHTQhg0b2H1iqA17e3tcv34drVu3FqwMLVq04A37JYHjuCIZhN6/f48hQ4bA19e3xHkzGAzFUcrYV47junIcF8lx3GOO4+Yq45wFcezYMal9IyMjALlf5S5duqTq7BlaTps2bRAZGYlly5bJdNoBwMTEBLdv38aAAQOkwm/evImrV68iKCgIp0+fxpUrV/DkyROlGIKqVKkCFxcX1KhRo8TnYqiWuLg4vHjxAm3btsWTJ0/w6tUrcByHb7/9lk+TmpoqXAEZDIEIDQ2Fs7Mzvz9mzBiEhYXxU8Sio6PzHYWpifj4+MgNj4yMlBsu/nCQd6p63759+W2xMczIyAiNGzdWRjFLFa6urti2bRuA3FFkc+f+16VUtyEIyJ26k5/xj8FQBa1atZJxh6FOQkNDcfr0aaWci+O4Ik3/2rdvH9auXauUvBkMhmKU2BjEcZwugE0AugFwAjCQ4zinkp43PyQdTQLSjsf09fURFhYGINdZI4ORl19//RXr1q2Dh4cHgoKCMHz4cKn4jx8/Asg1CB08eBBPnjzB7Nmz4ejoWOS8zM3N0bJlS4wdOxabN2/G/v37sW3bNnh7e6NevXpSaWNiYhAeHo6nT58W+9oY6qNatWq836CrV68CgNQfu7ztFINR2iEihIaGSn0Frlq1Kh49eqS1/oLkLQ7QpEmTfNO7u7sjKysL/v7+fFjLli153xnZ2dl8uKenJ/NFkw9jxozhRwetXLlSyiG5EIiNUwyGunB2dhbUCOnu7s73h5VBUQxC06dPxz///KO0vBkMRsEooyfSHMBjInpKRJkADgJQ2ZJZ4qk7QO4KSxYWFryzSgMDA/6r4+3bt1VVBIaWYWVlhfXr18Pf3x8BAQFo3LgxEhMT4e3tLTMcVezAUkyNGjWwatUqPHz4UGoZvqysLKSlpUmFpaen4+HDhzh+/Di8vb1RqVIlBAYGYtu2bZg4cSIGDRqEsWPHYt26dfl+9alQoQLq16/PRghpAXp6ejA3N+eNQZJ/EplvKMbXxtOnT3nfaGLu3bsHkUiktcYgeSON69atKzdtnTp1UKtWLQQGBkr5LhT7SgIgtcJYly5dlFjS0sf169f57Xv37knFqduI9vPPP7Op4Ay1U7VqVUF96FhZWSnVqXNRzuXh4cF/3GcwGKpFGT6D7ADESuy/BNAibyKO48YCGAvkTokpLpI+gVJTU1GpUiXewaCkzyDmlZ7h5uaGWbNmQU9PDxs2bMDUqVNhaWmJCRMmIDk5Gb/++itycnL49IUtI/v582fExMQgJiYGz549w82bN3HhwgXExsYWeJwkDRs2RJUqVWBjY4Ps7Gy8fPlSapnht2/fyjgeZWgm3377LVq3bs37DZIcGcSMQYyvjdDQUAC5U8GAXL8T4s68os6jzc3NNWpp+UOHDsmE5bcSYX5TxPT19fntZcuW8dudO3dWRhFLLRzH4eXLl7C3twcADB8+HLt37wbw3wp16uTo0aMYNGiQ2vNlfN3Y2NggOTkZFhYWguQ/cuTIQvvGRYGIYGhoyP9vK4jGjRvj6dOnqF69utLyZzAYsijDGCRvyRwZSwwRbQOwDQCaNm1abEtNXgfRFhYWfKOSmpqK169fY/To0di+fXtxs2BoMfb29mjVqhUqVaqEyMhIeHl5IT09HWXLloWHhwcqVKiAP//8U65Pl99++w03btyAiYkJMjIy8OjRIwQFBRX5j32bNm3QtWtXVKpUCWlpaYiLi8O9e/dw79493LlzB3fu3FHW5TIE5OPHj2jatCnOnDmDhIQE1KlTh49j08QYXxuhoaHQ1dXlDewzZszAxYsXYWlpiWrVqiEjI4NfWSw/LCwsNMoYJI+bN2/KDe/evTsAWWOQ2HF0ZmYm7y9IT08Ptra2Kixl6cDOzg7169fHvXv3sHv3bjRv3pw3KKrbcLhixQpmDGIIgrm5OdLS0gRZlGL37t0YO3YsP21TGWRkZKBcuXL5GtYlqVGjBuLi4mBjY6O0/BkMhjTKMAa9BCC5DqI9gNdKOK9c7t+/j3r16vHTbExMTPhpYuIvkr169UJQUBDu3r2rqmIwNAg3NzeUL18eJiYmuHXrFv81V19fH+XKlQMRITU1FadOnSrwPHfv3lXomalQoQI/KsTR0RF16tSBvr4+bt++jaCgIAQHB+PXX39VSNExtBvxnP5r166hV6//ZseykUGMr42QkBCpEbl9+vTBr7/+ChcXF3Ach7t37xb6NViRr8VCk1+73rZtW7x9+zbfqQ2SfoSmTJmikrKVRm7cuAFzc3MAQI8ePXhjkLqNhhEREbhz5w4aNmyo1nwZDCDX4XxWVpbUSEN10apVK3z+/FmpxqiEhARUq1YNL168KDRt+fLl8enTJ5iZmSktfwaD8R/KMAYFA6jNcVx1AK8AeAFQ2eeTiIgItGjRAvHx8Xj79i2Cg4P5DqTYGOTs7IzOnTszY1ApxsLCApaWloiLi8O1a9fkpsnKyipwytWECROwdu1aTJ8+HRcuXIBIJEK5cuVQvnx5VK9eXUqqVavGd0iTk5Nx+/ZtBAcHY8uWLQgODi7SVDFG6aFatWowMjJCQECAlDFI00c3MBjKROw8WnL6jtgANGHCBACK+Qt6//69ysqoSnr06AEDAwOcO3cOAODl5YWDBw8C+G9k0LNnz/j0ffr0UX8htRQzMzOMHz8eW7duxcKFC3Hp0iW0a9cOQK7fSHWu3Lhx40b88ccfasuPwZBET08P2dnZ0NNTxl+3omFiYqJ09xvPnz+Hs7MzHjx4UGhac3NzZGRkwMDAQKllYDAYSnAgTUTZACYDOAvgIYBDRBRR8FHFIyUlBc+fP0e9evXwv//9DwCQnp4uZQwyMTFB1apV+c4Co3SSnJyMmJgYpKenF+m4YcOG8U5NN2/eDAMDA2zatAmPHj1CVFQUAgMDcfz4caxduxbe3t7o2bMnnJ2dERUVBR8fHzRv3hyWlpbo0KED5s6dCz8/P2YIKkVMnjy5SOnt7Ozg6urK+w0SU9h0GAajNBEbG4uEhASpsMjISKSnpyvsPFreyl3agpWVFYDcEYKWlpZSzqHFxiBJX4murq7qLaCWI7nU9NGjR/ltdRqCAGD79u1SDtIZDHWjq6uLN2/eCJK3MqeKiYmIiEDz5s0VSmtoaCiIvzAGo7SjlCUZiOg0EdUhoppE9JMyzikPsfXY2dmZd9YI/De0PDk5GXp6eoiLi9PqjiVDOfTv3x9///03UlJS+BW/du/ejXr16vEd9PxISUmBn58fRo0aBTs7OzRt2hRLlixBcHAwc05eiomPjy9SehsbG7Rt2xahoaH49OkTv6JYfqPVGIzSiNh5tBhvb+8iO48uqmFfkxCvdmVjY4OUlBSUK1dOJk3lyv/Nphdiqoc2Y2hoyBuENm7cKLXSmLrZu3evYHkzGECuq4KzZ8+qPd+bN29i+vTpSj/vrVu3FP6Ar6ury/rgDIaSUe/6nCVE7Dza2dmZn7ID5DYkALBo0SJkZmbi+++/z3e4OVuy++vh0KFD6NOnD8zMzMBxHDiOg6ura4FfExMTE7FkyRLY29vD09MTe/fuVevqXswfgbCIp3YoirW1Ndq2bQuRSIQbN27wK4oxYxDjayIkJERqf9CgQQgPD4ehoSEcHR2RlJSER48eFXgOyeXYtQ3xlHRHR0dkZ2dLjR4Rf3iQ/AAhuYolQzEmTZrEb8+fP1+wckyZMoX9GWUITufOnfHDDz+oPd+1a9diw4YNSj/vxYsX4eHhoVBaHR2t+uvKYGg8WvVGRUREwNDQEDVr1pRarUfcMDVq1Ajr16/H+fPnpZZwleTp06fw8fFRS3kZmsetW7dgZmaGxMREqfCEhAQsWLAAVatWhY+PD2rVqoUyZcrwzslVxY8//ii1z1Ya0y5sbGzg6uoKPT09BAQE8EZqbXCEy2Aoi7wjgxo0aICwsDDUr1+fd65fmsnJyUFmZiYcHBwAAE+ePOHjxEag16//W1fj6dOn6i1gKUBPT4831l+5cgVr1qwRrCxXrlwRLG8GQ8zy5ctRv359tec7depU+Pr6Kv28J0+exIABAxRKW9jofgaDoThaZQy6f/8+6tatC11dXamviGLH0QYGBhg9ejT69++PwMDAfM/j5eUFXV1dlZeXoVrKlSuH/v37Y9u2bbh//z4+f/7MTwfLK+KRG2IkHXhGRESgYcOGWLFiBT+9MCQkRCW+Afz8/HDy5El+/6efVDarstTRrFkzoYsgg42NDUxNTWFvb8/7LGMwvjbyGoMMDQ0RFhamsL+g0sCLFy94Y1BUVJRMvOTIKLa4RfHo168fv71kyRLBysH0NkMT0NfXx7FjxwTJe+jQofjrr7+Uft6DBw9i5MiRCqVlMz0YDOWgVcagt2/fIiMjA+np6XKHlBsYGIDjOGzbtg3Vq1fP94+Zg4MDZs6cqeriMopB+fLlMWTIEPz555+IiopCdnY2RCIRcnJyZAw88fHx+OuvvzBmzBg4OzsXuOwlx3Fo2bIldu3aBeC/L3vXr1+Hm5sbcnJy0L17d6kvusrAwsICd+7cwZ49ewAAffv2RY8ePZSax9dCcHCwwo4G1UXZsmWRlJSE58+fo0GDBhrpC4TjuK4cx0VyHPeY47i5cuINOY7760v8LY7jqknEzfsSHslxXJcinHMDx3EpiuTB0G5ev34tNZW2WbNmiImJQWJiosL+gkoDT548QZkyZVCxYkV+6jrw3xdsyanrzBhUPHR0dPDPP/8AyPXr17FjRz5OnasM+fv7S430Kg0wPaGd1KhRAwcOHBAkby8vL/j5+Sn9vDt27JCaFpofz549Q4cOHZSeP4PxtaFVxqBFixbh4cOHGD16tNxRG+I/YmXKlMHBgwcLnKrx66+/qqycjOITFxcHX19ffP/996hTpw709PSgo6MDXV1d3u9PYTJmzBjExsbKndd///59fjsgIAAdO3aEmZkZkpKS+E6mMggICMDWrVuRnJyMhg0bYtiwYcU6j6mpqdLKpA3Y2NgUGK9pfyp1dXURHBwMAGjRooXG+ZLgOE4XwCYA3QA4ARjIcZxTnmSjACQSUS0AvwH45cuxTgC8ADgD6ApgM8dxuoWdk+O4pgAsFcmDof3kHRU0ePBg3nl0o0aNQERfhQ8t8dQvR0dHudPEvvnmGz6MTQcuPt26deO3/f39+W11T839/fff1ZqfKmF6Qrvx8vLC8OHDBcnb09MTx48fV/p5N27ciFmzZhWa7uLFixgyZIjS82cwvia0yhjUt29fLFu2DPv27eMdCEoOJ5T8MtS8eXP8/PPP+Z6LOXAsvWzfvh1VqlSBjo4OevXqJRUnNgIuXboUw4cPh0gkwsuXL6V8UBWXw4cP4/PnzwCAtm3bYvz48UU+R+3atVGvXj1+GqO6l84Vmvfv32Pw4MG4ePGi0EVRGPEogGbNmil9ZJkSaA7gMRE9JaJMAAcB9MqTpheAPV+2jwDowOX+g+0F4CARZRDRMwCPv5wv33N++QOwGkBez5b55cHQciT/kANAkyZNEB4eDo7j0KBBA0RERBR5lT5tRPzuOzo6yo2XNAYFBASopUylEY7jNMJnz9KlS1XuU1CNMD2h5WzcuJGfpqpuevfuLeX+QFmsXr0aCxcuLDTdvn374O3trfT8GYyvBa0yBgG5DncHDhzId0Dd3Nz4uI0bN0IkEvH7M2bMkDo2P53y7bffKr+gDI3gxIkT4DhO6rkAgA8fPuDZs2f5fk20trZW6Pxr165FRkYGfH190a9fv2L5jPH09ET37t1hYGCA6Oho3L9//6s2Vu7btw/t27fXmul0QUFBcHBwgKWlJf8nTzw9RgOwAxArsf/yS5jcNESUDSAJQLkCji3onJMBnCCiNwrmIQXHcWM5jrvNcdzt/FaEZGgO2dnZMlMUGjZsiLCwMDg4OMDU1BSXL18WpnBqRnJkkCTifoeRkREflpiYiE+fPqmvcKWMtm3bCl0EALn9i1IC0xNajqmpKQIDA9G7d29B8u/Zs6dKDEJLly7FypUrC023fv0Z2FBJAAAgAElEQVR6mQVZGAyGYmidMYjjOOzYsQN2drk6RXJk0ObNm9GtWzfef4GOjg4mTpzIx+c3hePy5cvo27cvKleurMKSM9SJpaUlNm7cyO/r6upKGVjWr19f4PGFfcm+e/cuiAhZWVkwNDQs8jDVKVOmYOzYsdDT08PRo0dx+vTpr2YFKkWXBT158qRGG2o5jgMR4datW2jRogWAXCeyAFCtWjUBSyaFPAt43oYwvzRFCuc4rhKAfgDkrTurSDlARNuIqCkRNS1syiBDeM6dO4e4uDipMHNzcynn0ZcuXYKVlZUQxVMr+Y0MkvwINWHCBH5bcsoyo+howgp1Xl5eQhdBWTA9UQqwsrKCn58f1q5dK0j+PXv2VMmUsTlz5mDz5s2FpluxYgWWLl2q9PwZjNKO1hmDAMDY2BjBwcFyVwQLCAhAw4YNcfbsWQC5Izf69+9f6Dn9/PwQGxtbaDqGdvDx40dMnjwZXbt25cO6dOH9GsqMFFKUzZs3QyQSITQ0FBzHYfbs2Qofa2lpieHDh8PJyQkbNmzAtm3bkJ2dXaxyaDPy6r5r165yjbGXL19GpUqV1FGsImNhYYGYmBi8e/dOxrG1MqYdKomXACQr1h5AXs+nfBqO4/QAlAHwoYBj8wtvBKAWgMccxz0HYMJx3ONC8mBoMXv37pXa79+/PxISEhAbGwsXFxeIRCJcuXIFZcuWFaiEyqdmzZpyw58+fQoikjEGiacOA9LGIOZEumQ0adJE6CIgOzu7wJVrtQimJ0oJHMfB29tbMP+KvXv3xtGjR5V+3gkTJsjoG3ksXrwYPj4+Ss+fwSjV5LcUtyqlSZMmpAxCQkJIT0+PkPvlgADQsWPHyNnZmQDQ7NmzKSMjgyh3SFCRxc3Njezt7Yt1LBPVipubG7m5uZGLiwsZGRmpPL/WrVtTWloa7dq1q8jHNmjQgBwdHQWvM22QPXv2kK6uruDlUESqVKlChw4dIgAUHBxMsbGxfFy7du2K3a4BuE1KamsB6AF4CqA6AAMAdwA450kzCcDWL9teAA592Xb+kt7wy/FPAegqcs4vx6cUlkdBoiw9wVANSUlJZGRkRKampvxzv2rVKjp//jwBoHPnztGdO3cIADVp0kTw91VZ0rt373zj3r59Szk5OWRiYsKH1a9fn68zkUjEh0+cOFHAu1c6CA0NFfx5+OabbwS5djA9wfREISQmJgr2Xuzfv18l1/T3338rlP/cuXNVkj+DoU0oqie02hhERHT48GGZRsDf35/GjRtHAKhZs2b0+PFjunr1Kh/v6empcIPm4eFB7dq1E7zDwaRgqVixIs2bN49sbGyUfu4XL15QVlZWkY8bO3YsderUSfC60TYJDg4WvAyKSL169WjmzJlkaGhIGRkZtH//fj7up59+KnabBiV28nNPh+4AogA8AfDjl7ClAHp+2TYCcBi5jj+DANSQOPbHL8dFAuhW0Dnl5CvZyc83j/yEdfI1m507dxIAMjY25p97f39/Wr16NQGg9+/f07p16wgAdejQQfD3VVkyatSofOOuX79ORESNGjWSCo+Li+PrTRxWu3ZtoW5dqUJcn+XKlRPsmYiMjBTiupmeYHqiUCQN0OqWHTt2qOSazp07p1D+48ePV0n+DIa2oKie0HpjEBGRj4+PVAOgr69PmzZtoiNHjpClpSWZm5uTr6+v1CiiuXPnFviFj4l2yv/+9z/q06ePUs61b98+IiI6ceKEwsfo6urSr7/+SqNGjSKO4wSvD22VSZMmyYSNHDlS8HJJStu2balNmzbk6upKRETjx4/n42JjY4vdnkHJnXxtFdbJ12zatWtHtWvXlnonEhISaNCgQWRvb09ERL1796bq1auTi4uL4O+rsmTixIn5xv35559ERDRw4ECp8EWLFvH1Zmtry4eLRCJB7l1pQhM+uIwaNUrt1830BNMTipKWlibYu7FhwwaVXFNQUJBC+ffp00cl+TMY2oCieqJUNN55Ld+dO3cmAPT999/Tw4cPqVWrVgTkTt2oUaMGn05bpqMwkS/NmzenlStXyoQ3bty4xAahkydPUnZ2tsLpGzVqREeOHKFFixaRgYGB4HVTGmXYsGGCl0FSFixYQCYmJuTt7U1ERHXq1OHjSgJYJ5918jWcmJgY4jiORo8ezT/zVapUISKiunXrUo8ePSgnJ4esrKxoyJAhgr+rypSCdMuSJUuISPYDFQBKSUkhIpKqs+fPnwt2D0sL4qmIQsvbt2/Vet1MTzA9URRev34t2Lvh4+Ojkmt69OiRQvlLTtVlML4mFNUTWulAOi8cxyE0NJTf79SpE3x8fLB3714MHDgQu3fvxoIFC3D58mXo6+vzy5I6OTmhdu3ahZ6/SpUqKis7o/gEBQVh7ty5AABnZ2c+PDQ0FH///TdMTU2Ldd6tW7fC3d0denp6haY1MDDAjRs3MHbsWIwePRpLly5V2qpgrVu3LvIx5crJrMKqtXTs2FFq38/PT6CSyCc5ORmfP39GixYtEB8fj6ioKABA3759BS4Zg6Fa9u3bByKScvru6uqKz58/IzIyEi4uLrh79y4SExNRoUIFAUtaMjp06CATdu7cuXwdYue3ohgA7Ny5U+acQjl5LU3Ur1+f354xY4Zg5diwQd7iWAyGZlCxYkXBVuBbvHhxkVfcVQQHBwe8efOm0HT37t2TWtWRwWDkQRGLkbJFFZb8vKOD3r17R//88w9ZWlqSlZUV/fvvv3Tx4kWqVKkSn8bKyopiYmIoPDyc5s+fX2RrtzocFzNRr8yZM4cyMjIUSrtgwQI6evQoVa5cWSq8JNPDqlSpUiSfVuJjJP12CCllypSh+vXrU+PGjalZs2bUtGlTGjFihMLHN2jQgN+WdMKqiTJgwAACQI8fP5Zyavjp06cStWVgX3zZF18NRiQSkZOTE7Vq1YofhQvkjqa8du0aASA/Pz/63//+R0Cu/yyh39XiithBfF5p37693PBWrVoR0X+jVZo1a8bH2dvbU1ZWllRfxdjYWOC7WTooU6YMASAHBwdBn5eStv1FgekJpieKw/379wV9R1RBcnKyoPkzGJqKonqiVIwMAnJHB02dOpXft7W1xcmTJ3Hp0iVUqVIF3bt3x7Vr1xAWFgYPDw8AQGJiIrp06QJDQ0MsW7YMIpEIy5YtUzjP9PR0pV8Ho+TY2dkV67jevXtjxowZMDQ0LDTtsmXLcPHiRXh6eiI2NhYAUK9ePQBA7vtXNLp3744+ffogJiZG4WU5nZycAAAxMTEas5T5p0+f8PLlSyQkJCA9PR3Pnj3Drl270KdPHwQFBcHT01PmGHG9AdLLLUsuyayJcByHcuXKoUaNGli5ciUfbmZmJmCpGAzVEhYWhgcPHmDo0KE4d+4cH961a1ccOnQIhoaG+Pbbb3H58mXUqlUL79+/F7C0JSM4OFhuuIuLi9zwkJAQAEDt2rXBcRw6derEx718+RJHjhwBx3EIDw8HAKSlpcHf31/Jpf76WLduHQAgMjJS0HJs375d0PwZjMJwdnZGUlKSYPlzHIfk5GSlntPc3FzhEfkcxxWrj85glGoUsRgpW1RlyU9PT6elS5cWaBXu0aMHffjwgdauXSsVbmZmRm3atCFvb2/6/vvvBbWcM1G/VK9eXeFVF3744Qep/ZKMyhk0aBB169ZN8OsvqXAcR6amplS2bFkqU6YMmZqaUpkyZWj69Om0YMECMjc3Jx0dHRo5ciRFRUXl+2Vdm6RevXrUrVs3sfWdAND58+dL3I6BffFlX3w1mGnTppGBgQFFRETwz/38+fMpMzOTrK2t6bvvvqPs7GwqU6YMjR49mr799lvB31Vly7Jly6T2nZyc+O2IiAgiImrcuDFVrlyZdu/ezcc1atSIdxoteXx8fLyQt1TrkfSH0rNnT8GeC319fcrMzFTLNTM9wfRESRCJRDRlyhTB3hV/f3+VXJOi+WdnZys9fwZD01BUT5TaxnvatGkFNgQ7duygkJAQqbDmzZtrzHQbJuoVkUhEhoaGBabp2rUrrVmzRin5de7cmdq2bSv4dRdHrK2tqWfPnjRw4EAaOnQoDR8+nEaPHk3jxo2jSZMmkbe3N82YMYP69u1LQK7zvnPnztH06dPJwMCADA0N+SWntVWsrKyI4zhasmQJxcbG8uHKAKyTzzr5GkpWVhbZ2tpSnz596ODBg/xz//TpU37VxRMnTvC61dfXlywsLAR/X0si4ilIBUnTpk357ZYtW5JIJKIbN24Qx3FSqwwC/xmMN27cyId169aNrSxWQsR1KekKQAjx9fVV1/UyPcH0RIlR1AmzKmTw4MFKb/eKYhDKyMhQat4MhqahqJ4otY13Tk4O9evXjziOo8OHD9OKFSvkNgbm5uZkZWVFAMjNzY2ePn1K9+/fpz179tDUqVPJzc2NTE1NBe1cMFGtLF++nDZv3lxgmqVLlxaaRhExMjKiJk2aFOmYsmXLClo/hoaG1LFjR/rll18oNDSUcnJyFH4PT5w4QRUqVCBdXV1auHAhRUdHU8uWLalixYpaawwD/vuD+O+///JLRYtXUyopYJ181snXUE6fPk1Ark8gyRGNRETfffcdWVtbU2ZmJm80v3HjhuDvaklF3D/IKwWtRrpr1y4iIpoxYwYBuUuPi+M6depERLKr+4iPYRSPkq4gqixxdnZWi2GP6QmmJ5RFTk4Oubi4CPbOfPz4UenXJGTeDIamoKieKNWNd2pqKjVp0oTMzMzo3r17RESUkZEhdzlySdm5c6fUebKzs+nBgwfk6+tL06dPp7p16wre4WCiPImLiysw/u+//6YtW7aUOJ8aNWoonNbW1rZI6ZUtjRo1oh9++IHOnz9Pnz9/LtF7mJCQQEOHDiUA1LhxY1qyZAkBoMuXLwt+74sr4qmkks9ObGxsiepJDFgnn3XyNZSBAweSlZUVpaen88/9vHnz6MOHD2RoaEhTp04lIiIPDw+qU6cOHTt2TPB3VQixtLSk+Ph4Sk1NpVq1asm05aGhoURE9Mcff0iFP378WMjbq9WcOnVK8PsulrNnz6r8epmeYHpC2Wzfvl2wd+bChQtKv57q1asrlDdrdxmlFUX1RKlvvF++fEkVK1akatWqUVxcHB+emZlJkydPLrSR6NmzJ23cuJHOnz9PL1684EdF5OTkUGRkJO3fv59mzpyp1aMcvmYZPnx4gfH37t0rsSFIvOqUIlK1alVBfGxUrlyZRo4cSQcOHJB6T5TJ6tWrCQD5+PgQAAoKChL8/hdHpkyZQn369KFatWrR4cOH+XBlAdbJZ518DSQ5OZmMjY1p/Pjx9P79e/65//z5M/3+++8EgG7fvk1ZWVlkYWFBY8eOpcWLFwv+vgolI0eOJCKiK1euyMR5eXnx9Tpx4kQ+vHnz5pSVlSXULdZqPn36JPg9F0vHjh1Vfr1MTzA9oQrktVfqElVMl1XUJ6cqfBgxGEKjqJ74KhrvoKAgMjIyogoVKlCvXr1owYIFdOjQIXr06BHt3buXTExMyNbWlho2bFhog2FkZEQNGjSg7777jn788Ufas2cP3bx5kz58+EA5OTkUHR1NBw8epAEDBpCBgYHgnRImBcvLly/zjVu9enWJDEF16tShefPmKZS2bNmygvjR6dy5M/37779FmvpVXP79918CwH998vX1Ffz+F1WMjY0pPj6e7OzsaPDgwXy4k5OT0uoJrJPPOvkayK5duwgAXb9+nTf+ACAiotatW5OTkxOJRCLeyHvgwAFyd3cX/J0VUgICAoiIaNKkSTJxz549I6JcHxccx/HhPj4+Qt1irUfo+y0pISEhqr5WpieYnlAJHz9+FPTdSUhIUOr1KOooe/Xq1UrNl8EQGkX1xFfTePv7+5OXlxc5OTlJzfU3NjYu1HGwomJtbU2tW7emESNG0MqVK8nPz4/u3btHDx8+pMOHD9PcuXOpc+fOVK5cOcE7KkxArq6uBcZL+ggyNzcv0rl37dpFnp6eCqX9+++/qXz58vnG16tXT6nXbWhoSKNGjeKnTqqLq1evEgA6deoU6ejo0MKFCwV/Booq69ev5w2I48aNk7qHygKsk886+RpIhw4dqGbNmlIOOocNG0aPHz8mALRy5UoiIlq1ahUBkPGJ8zWKs7MzZWRk0KdPn6hq1apScePGjePrVnLaHQAKDAwU6jZrNeJFCzRBJEd/qQKmJ5ieUDWLFi0S7P05fPiwUq9F0Y+tXbp0UWq+DIaQKKonvsrGOy0tjUJDQ2n37t00Y8YM6tixI9nY2JSo4WrdujX17t2b2rZtSxUqVJCK09HRoerVq1PXrl1p6tSptHHjRtq+fTutXbuW5s2bR3369KEGDRowR9VqlpMnT+YbJzl0397evkjnvXHjhkKjzMaNG0f9+vXLN15yhRplSPny5cnHx4fevXsnyHsXGhpKQK7hpEaNGuTo6Cj4M1AUsbOzo8z/s3feYVFcXx//Dh1EiogK9o6IBhXBgg17idhREVtQjMYSa9Sfxh7siTF2Y4ya2GLQ2DVq7GJBRSUEQUWsiB3pe94/gHlZdoEFdnd24Xye5zzs3Llz75nLzpzZM/eek5xMf/zxBwHpzt/Mfa9fv1bbOIEf8nXCTjD/z+PHj0kQBPr222/lnEEhISH07bffkiAIYsyszp07k5OTE71+/Vrya1YbkteLgkwn2YkTJxT2PXv2TBzjq1evyu17//69JP9rfSbzhUNWUdfLvoJIVFSUxs6V7QTbCW2QV0xNTUqlSpXUOmv90KFDKvfN2R2ZooCqdsIIxRAzMzM0aNAADRo0kCt/8eIFbt++jdDQUNy+fRu3b9/G3bt3kZycnGebFy5cUChzcnJCrVq1UKJECaSkpCAqKgrnz5/Hx48fxTrm5uaoWbMmateujW7dusHW1hZGRkYwNDTE69evERUVhcjISERGRuL58+eFP3kdwczMDImJiZLq8Pnnnystb9euHdauXStux8TEqNzmkSNH0K1bN7x+/TrXen369MH69euV7rOxscHbt29x7do1lfvNjXr16uHrr7/GgAEDYGZmppY2C4KlpSUA4MmTJ3j16hXev38vmS4FYdOmTTA2NkZwcDAA4NWrVwDSz8vW1lZK1RhGo/z2228gIgwaNAiHDx8Wy+vVq4devXrBy8sLFSpUQGpqKs6dO4dBgwYhJCRE63qWK1dO63byw4cPMDU1RVJSktL9c+fORb9+/dCuXTuMGDECGzduFPc5ODggKioKVatWhZubGwICAkS74OPjIzfWTN40adJEoaxFixY4efKkBNoAK1euxKpVqyTpm2HUgb29PWQyGQwMDLTed3R0NAwNDREZGYlq1aoVur0uXbrg1q1b+Oyzz/Ksa2BggKSkJJiYmBS6X4bReVTxGKlb9MmTn5ycTHfv3qXff/+dpk+fTl27dqWKFSsWytvt4OBAbdu2pWHDhpG/vz917dqVatasqZCq1t7eXm7Z2fbt22nv3r20d+9eWr58OY0ZM4Y6depENWvWJGNjY7ljjY2Nyc7OjsqWLSs3g4ElXaZOnZrjvgEDBuS7vWrVqtHmzZtVqluvXr0c97Vt21Zt59ilSxc6ceKEzrzhePToEQFQOcODLombmxsRpcf3aNq0qdy+MWPGqHWcwG989c5OFGVkMhm5uLhQ06ZNiYjEZc7GxsbiTIytW7cSEdHly5cJAO3atUvlZbLqlBYtWkhyf8grSUCXLl1IJpPR27dvlc40zYwvk5SUJFeeOa6M6mQf26yzfKWQV69eaeo82U6wndAaWWeESiETJ05U27k8efJE5X7VOeubYbSNqnaCb94F5PXr13T27FlavXo1jRw5Ms/4M6qKh4cHDRkyhMaNG0f+/v5Kl52ZmJhQ/fr1acCAAbRgwQL6888/KSwsjCIjI+nvv/+mDRs20DfffEN9+/alhg0bkrW1tUI/FhYWCs6n4iTLli1TWv7jjz+SmZlZvtqyt7enGTNm5FnP19dXpeVjhRVfX18KCwuT+hJRQJ8zC2WOp7Lvza5du9Q6TuCH/CJjJ4oCISEhBKTHUMsaWHTRokU0cuRIsrCwoA8fPhARUWBgIAGg58+fy10jWQMka1Lyk7mxsGJjYyO3nd1JnF3++OMPIsp5qUJmOvLr16/LlR89elSy/72+8f79e4VxXb16taS2Y968eRo5V7YTbCekQOqYpzExMWo5j/j4eJX7DA8PV0ufDKNtVLUTfPNWI2lpaXT//n3at28fzZkzh3r16kU1a9ZUyw2wbt265OvrS3PmzKEpU6ZQly5dFAJSmpmZkaurK/n6+tJ3331HBw4coMjISEpLS6O4uDgKDg6m33//nRYuXEjDhw+nVq1aUcWKFbX2oK7r8tlnnxXIYdGvX78866xZs4asrKzUqm/ZsmXlth0cHOivv/6S+jJQytOnT/U2Jpa7uzsRER0+fJgMDAzIyMhIbv/Tp0/VOlbgh/wibSf0jYkTJ5KxsTG9evVKLrvixYsXydramvz8/MS6HTt2JGdn51zTfJubm2vsWh0yZIhk94n//e9/ub5IKF++vBgHaPDgwUrrZM4Eyh6nw9vbm96+fSvJ/1+fuHnzpsKYbty4UVL7YWdnR58+fVL7ubKdYDshFe7u7pJeU1WqVKHk5ORCn0daWprKfW7evFkNI8cw2kVVO8E3by3w8eNHunLlCm3cuJHGjh1LrVq1IltbW7XcFCtXrkw+Pj707bff0qRJk6hjx44K09AtLCyoUaNGNHjwYFq8eDEdOnSIHj58KC4fSkhIoLCwMDp48CCtWrWKxo8fT926dVNwNmWKgYGBpIZAU3Lz5s18L6nz8PDIs86pU6dy3Ofp6ZlvPWvVqqXgwBsyZIhOT2cNCAgQdda3ZWJxcXF07949srKyIldXV7nA1+PGjVP7WIEf8oulndBFUlJSqFy5ctSjRw8iIrnr4vfffycAdOLECSJKX1JdokQJGj16NPn7++d4PeU3IH9+xM/PT+P3g9xm1C5YsCDXYydMmEBERHFxcVSuXDlydHSkKlWqyNVZuHAhyWQykslkCsGPDx48KNl3QR/Yt2+fwpjntiRcW7J27Vq1nyvbCbYTUjJ//nzJr6tly5apJQyCqv1VqFBBDSPHMNpDVTvBN2+JkMlk9PjxYzp8+DAFBgbSwIEDycXFRWHWQUHF2NiYunfvThMmTKAxY8ZQ+/btycHBQa6OpaUlubu707Bhw2jZsmV05MgRevz4sdzN9cWLF3To0CGaM2cOde3aVS4FurGxMVWpUoXq1q1LjRs3platWlHDhg0lNxAFlXXr1uWr/pdffplnnXv37uW4r1u3bvnWMXu8KkdHR53/gRAWFkaGhoYKM5n0ReLi4qhGjRpUpkwZOnjwoFheoUIFSk1NVft4Qc0P+QA6AQgHcB/AN0r2mwLYlbH/CoAqWfZNzygPB9AxrzYBbAZwC8BtAHsBWGaUDwUQC+BmhvjnpTfbCek5evQoAelLnK5duyZ+9zNfGJQvX168Bi5evEhAekrgrNfP0KFD5bYtLS01dq3Wr19f6/eHrLOB3N3dqVmzZrnWz4wP9OeffxIAat++PbVr106uzujRoyk1NZVkMhm5urrK7evTp4/G4tDoO0uXLpUbqwEDBpCLi4vkNqRGjRpqtxVQo52AntoIYjshKQ8ePJD82gJA//zzT6HPxdvbW+X+dCUOJ8Pkhap2gp1BOkZiYiLdvHmTfv31V5o8eTJ16NBBwYljY2NDjo6OBQ5k3b59e/riiy9o5MiR5OXlJefgAUBWVlbUtGlT8vf3p5UrV9Lx48fpyZMn4tvKR48e0d69e2natGnk5eUlt/zJwsKCPD09adCgQRQQEEBffPFFjjOMdEnat29P1apVU7n+2bNn86yTGTA5u4wYMYLq1q2bbx2zBwnX9dlAmfTo0YMsLS0LHXhdCnn58iW1a9eOjI2N6fz581SrVi1xnyam/hOp/SHfEEAkgGoATJD+EO6crc5oAOsyPvcHsCvjs3NGfVMAVTPaMcytTQBWWdpdgYwfAUh/0F+dH93ZTkiPr68v2draUmJiotwslUwH79SpU8W6ixYtIgCikyNT8poto4/yzTff5Ljvl19+UVguln025KFDh4iI6KeffiJzc3OytbWlli1bytXp0aMHffr0iZKSkpTOtNqzZ49UXwudZdiwYXJjNHbsWMm/K5myd+9etZ4r1GQnoMc2gthO6ATZXwBIJY8fPy7UeaxcuVLlvl68eKGm0WMYzaGqnWBnkJ7w8uVL+vvvv2nlypU0bNgwatSokdwDp6GhIdWpU4e8vLyoTZs2CsEt85KePXvS4sWL6fvvv6fRo0dTq1atFALF2drakqenJwUEBNCqVavo77//pufPn1NaWhr9+++/tG3bNho3bhw1bdpUTjdbW1tq3749jRkzhrp06SK5wVAmX3zxhcp1hw4dSj169Mi1zsOHD5WW7927N9+6WVhYyG3rw2ygTM6fP08AJF9jXhBxdHQUf0z8/PPPdObMGXHfjBkzNDZmUK8zqCmAY1m2pwOYnq3OMQBNMz4bAXgFQMheN7Oeim0KANYCmEbsDNJLPnz4QBYWFhQQEECvXr0Sv/tLliyh77//ngBQaGioWL99+/bk4uIit4wSAHXt2lXh2qpTp47k13dh5eeff85x38KFCxXKsr/UGTduHCUkJFB4eLi43Dj7i5lGjRqJs4D+/fdfBSeTt7c3PXv2TKqviM6Rfczv378v+fckU9zd3dU6owDqcwbprY0gthM6g0wmy9cLVU2Jra2tmNCgIPzzzz8q97V9+3Y1jiDDqB9V7QQ7g/SYlJQUCgsLo127dtH//vc/6t69u0L8ARsbG2rZsiWNHDmSfH19c01rnl26d+9OW7ZsoaNHj9KqVasoICCAPD09FRxNdnZ21KFDB1qwYAGdPXuWEhISKDk5mUJCQmjDhg3k7+9Pn332mVyshTJlyuhUyvvMHyeyogYAACAASURBVDCqxADKdHDkJBEREUrPbdOmTfnWy9jYWG7p4NChQ/ViNhCR8jTs+iQ//fQTAaCvv/6aoqOj5fY9f/5cY+MG9TqD+gDYlGXbD9keuAHcAVAhy3YkgNIAVgMYlKV8c0Z7ubYJYAuAFwBOA7Cg/3/Qf4b/XxpQMS/d2U5Iy9atW8X7XVYHT0JCAjVq1IgaNmwo1k1KSiILCwuFYPrZnRsAqGbNmgpLn/RV2rdvn+M+VZYn1atXj+7cuUMpKSm0cOFChdmfQHr20AcPHohjrSwuztatW4v90oXsqa9PnjxJL168kPw7klXUsZwlE6jPGaS3NoLYTugcWTNOSil9+/Yt8NLMx48fq9yPtbW1mkeQYdSHqnaCnUFFkLdv39L58+dpzZo1NGrUKGrWrBmVLFlS7gZWvXp16tGjBw0cODBfDiIPDw/avHkzhYeH0/Hjx2nlypX0xRdfyD34mpqaUsuWLWnmzJl07NgxMYNKfHw8Xbhwgb7//nvy9fWVW3KjL/Lrr79SkyZNcty/bds2Kl++vEL5mDFj8tVPmzZtyMzMjBo2bEj169cnAwMD2rlzp8TfLNWRyWQ0fvx4yf9fhREjIyPq2LEjxcbGUu3atcVyb29vjY4d1OsM6gvFh/Ifs9W5C8UHfTsAP0HxQb+3im0aAlgDYFjGth0A04zPowCcykHfkQCuAbhWqVIlDY4ykxft2rWjatWqUWxsrNz9786dOwSAvv/+e7FupoM8e8y4xo0bK1xXI0eO1GgGS31zQJuYmNCaNWtIJpPRzZs3c7THmbGGiNKz4GRfVla6dGmKjo6W4quiE2zYsEFuPIiIduzYIfn/N6t07dpVbecL9TmD9MpGENsJveDHH3+U/HoDQCtXriyQ/gkJCfnqJzExUc0jyDCFR1U7UVgjshTAv0j35P8JwEaV49gZpH3S0tIoKiqK9u/fT/Pnz6e+fftS7dq15TKDWVhYkLu7O3l5eZGzs7PKN8HKlStTYGAg3b17l4KCgmjixInUuHFjcSaQoaEhNW7cmCZNmkRBQUFywS/fvHlDJ0+epO+++446dOig85nKfvvttxz3ubi45BgXJ6dUwsokICCAypcvT5UqVRKXo2kiG4mmkMlkOhWroaBSu3Ztev78ucKPrqCgII2OH4rAMrGM8lYADiopNwTwLi/d2U5IR0xMDAmCQLNnz5ab/ZKWlkbTpk0jQ0NDuZgJs2bNUnoNKZsZlD2gtLrl0qVLkt87CiLdu3en2NhYSkxMzDEmkbOzM50+fVqcBZQ1qHemjBgxguLi4qT66khCVoclkJ5liIjk7t3Zl+lJJXfu3FHLOUPPl4mRGmwEsZ3QaZ4+fSr59ZYpv/zyS771zz7bMC8JCQnRwCgyTMFR1U4U1oh0AGCU8XkxgMWqHMc3b90hPj6erl69Sps3b6bx48dTmzZtFGIFOTo6Uq1atfIVALhFixa0bds2Onz4MM2cOZNatGghF4DUxcWFRo8eTTt37qQnT56I+jx//px++OEHuRgzVlZWOhF8eMWKFbmmRV++fLnS8u+++07lPvz9/cnd3Z1KlChBffr0IUCz8WnUjUwmy/csKF0UGxsbCgsLE/8HmWJvb0/JyckaHUOo1xlkBCAK6cE9MwN51s1WZwzkg4PuzvhcF/LBQaOQ/pCutE2k/ziokXGsAGAZgGUZ2w5Z+usJ4HJeurOdkI4lS5YQkL7UJvO7/+uvv1JqaiqVL1+eunXrJtZ9/vy5XBKB3KR69eoaz/iVU+B+fRAHBwc6ceIEERFduHCBatSoobSeiYkJbdy4kT59+kTx8fE5Ot9XrVpFT58+leprpDU+++wzufNOS0sjIpIrc3R0lPz/C6Q7Q9UB1OcM0lsbQWwndJ7ExESFwO5SyogRI/I9iyc/944RI0ZoaCQZJv+oaifU8oOD/v/mvUOVunzz1m1kMhk9ffqUjh49SkuWLKFBgwZR/fr15eIZlCxZkipVqkSVKlXK10PQTz/9RPPmzaMOHTrIpRiuXr06DRs2jLZs2UKRkZEkk8nov//+ozlz5ogPxKamptS0adN8zVpSRbLHWcpJlAUFzZRZs2Yp/ZEzfPhwlfUQBIF8fX0JAH3++ecEpM8o0pdYEDKZjEaPHi25sVeHHDt2TPyBlfWN8qVLlzQ+jqrevFUVAF0A/If0qf0zM8rmAeie8dkMwB6kpwAOBlAty7EzM44LB9A5jzYNAFwAEIr0GBM7kJE5BsB3SF9qcAvpcSKc8tKb7YR01KtXj5o0aUKdOnUSv/tERCdOnCAAtHv3brHu0KFDydjYWCWHfceOHTV+7WYGt9ZnmTx5MiUlJdHHjx/zdK5/8803FB0dTampqbR9+/Yc6y1btoyioqKk+kpphLS0NPr666/lzrNt27ZEROJyRl0TY2NjiomJKfS5Q70vDfTSRhDbCb0hIiJC8msvq5QuXZoePXqksv5ffvllvtovaLwihlEnqtoJdf7g+AtZ1g7nJnzz1k+SkpLo1q1btGXLFvryyy+pUaNGcsGNHRwcyNnZWSGbTG4yePBgmjRpEnl7e1OpUqXEckdHR+rfvz+tWbOGQkND6fLlyzRu3Dhx2YG1tbXS2DwFkRYtWuRZJ7cZQYDyVPP5fRM5e/ZsAkDNmzcnQ0NDat++PSUlJUn9b1eJtLS0fBtLXZXvv/9enBmRVbQ1BVjVm3dRF7YT0hASEkIAaNSoUeJ3f8GCBURE5OfnR9bW1pSQkEBEJC7J6t69u0rXVrNmzTR+/ep6pjJVM+40bNiQ/v33XyIiOn78eJ72rk+fPnTu3DmSyWR048aNXOvOnz+f7t69K9l3rLCEh4dT3759lZ7b/fv3lS7Lzs9ziSZFEASaMmVKoccAbCfYTughOS0pllJ27typ0kvX33//PV/t3r9/XwsjyjA5o6qdyLsCcBLpHvzs4p2lzkykxwwScmmHA74VQRISEujSpUv0ww8/kK+vr9y0dkEQqHbt2tSkSROVZ98MGjSIFi1aRP3795dzptjZ2ZG3tzctX76ctm7dSn5+fnIziwojDRo0yLNO7969c9z322+/UYUKFRTKjx8/LredW9yguXPnkiAIVL16dbKwsCBXV1cx8Lauk5aWRgEBAZIbdHXI4MGDlb5d/+mnn7Q2nqrevIu68EO+9klNTSVPT0+ysrKSmxGXkpIipprPnAaflpZGbm5u5ODgoNIygFKlSpGtra1WruNBgwYplJUtW1by+0umZM+6lpts3LiR0tLS6M2bN+Tn50cA5DJzZpeKFSvSli1bKCEhgR48eEArV67Mtf1Ro0bRtWvXdH4GamxsLK1evVppxrVMyboUPavMmzePgoKCJP+/Z0rJkiULlf6aiO1EprCd0D8+ffok+TWoTDw9Pent27e56n737t183+sZRipUtROFvhEDGALgEjLSQ6oifPMu2sTFxdHRo0dp3rx51K1bN7K3t5d7WGvcuDF5enqSiYlJnjfSoUOH0g8//EDDhg2j6tWriw/CXbt2pV9++YV++eUX6tatW6Gy06jyIyF7HKWsEhMTo1C2c+dOlftv3749WVpakoODA5UsWZIqV66sN3Ee0tLSaMSIEZIbcXVIyZIl6dChQwrlly9f1uqYqnrzLurCdkL7ZM6Iy+rcGTJkCBER/frrrwSAzp07R0REmzZtIgC0bt06lWIGqfpCQB2i7J6c18yQ7Bk3NS3Dhg3L1zLrKVOm0I0bN+jcuXM0evRolezW1KlTxZh8MpmMTpw4kevMpBIlStC2bdsoJCSE3rx5I9XXUCQxMZH27t2r0gubnGTr1q0kk8moc+fOWv3/5iVXr14t1NiA7QTbCT3n2bNnkl+HOcm2bdtyjA/57t27fLen6852pmiiqp0o1E0YQCcA9wDY5+c4vnkXL2QyGT18+JB2795NkydPppYtW5KFhYV4k7S1taW6deuqdEPt168fDR8+XJwyb2trS19++SUdOnSI1qxZU6iHxoLI33//rdQZ8u+//6rcRq1atahs2bJibIjQ0FCp/2UqkZiYmK+YSLoux44dUyiLjY3V+riqevMu6sJ2Qrvcvn2bTExMqGfPnnKzLzLjzLRt25aqVq1KMpmM3rx5Q/b29uTp6Ulr1qxR6frKzaGubiEihTJVXj6oU8qVK6dSvfzMEgLSZ/58++23dPfuXTpz5gyNGTNGpb7+97//0bFjx8RsnuHh4dSlSxeV+rS1taUBAwbQypUrKSgoiG7evJnnG/SCkpqaSv/88w/Vrl07R322bduW51I4AHTx4kVKTEzU6v9dVdm3b1+hxglsJ9hOFBEuXLgg+fWYmwwfPpxu374t59ApyOwmbcScZJisqGonhPS6BUMQhPtIzyIQl1F0mYhG5XWcm5sbXbt2rcD9MvpPamoqwsLCcOXKFQQHByM4OBh37txBWlpavtsyMTFBcnIynJycMHToUFSvXh19+/ZVm65+fn7Ytm2b0n2JiYkwMzOTK7t58yZcXV1Vavv06dNo06YNNm3ahA0bNoCIEBwcXGidNc3169cxZMgQ3L17V2pV1ML+/fvh7e0tbnt4eODChQswNDTUui6CIFwnIjetd6xjsJ3QHsnJyXB3d8ezZ88wZ84cjB49GgDQrFkzXLhwAdu3b4efnx8WLVqE6dOnY/z48Vi9ejWuXbuGwYMH486dO0rbtbGxwdu3bwEAgiCgMM8b+YGIIAiCQnm1atUQFRWlFR0AwN7eHhUqVEBISIhG2nd1dUX//v3Rt29fxMTEYM+ePdixYwfevHmT57HNmjVDt27d0KhRIzg6OiI6Oho//PADjh8/XiBdmjRpgsaNG8Pd3R0ODg74+PEj3r9/jzdv3uD169eixMbGIiwsDI8fP85X+/369cO6detga2uLly9fomzZsrnWf/ToEa5evYo+ffoU6Hw0zapVqzB27NgCH892Ih22E0UHZfdsXWT06NFwdnbG2rVrC/QMrC07yDAq2wlVPEbqFvbkM8r4+PEjnTt3jpYvX04+Pj55Bm3OSQwMDNT6VmDdunU57stcOpFVoqKi5LZdXFyUHlutWjUx803mm5HvvvtO6n9DriQlJelkAMDCyNKlS+W2Fy9eLOkYg9/4sp3QMjNmzCAA9Mcff8hdC48fP6YbN26QmZkZtW7dmlJSUig0NJQMDQ1p1KhRSgPn64J8/PhRaXlusXb0XZo2bUo//PADPXnyhM6dO0fjxo3LdxKDDh060KJFi+jYsWP077//0u7du2ncuHHUsGFDrZ9PpUqVKDAwkIKCgujx48d08+ZN2rt3L3Xo0CHPYy9cuKCQbl5KycwOmlXGjh1bqGsWbCfYThRBXr58Kfn1qg159uyZ1EPNFANUtRNGYBgdoUSJEvD09ISnp6dYFhsbi6tXr4qzh4KDgxEXF5dLK4BMJlOrXp8+fVJaPmDAAKxatUqhfM+ePXLbOb2l/f7777F582ZUq1YNN27cAAD07NmzkNpqjlu3bmHIkCG4deuW1KqoDT8/P0yZMkXcvnTpEpo0aSKhRgyjXS5duoTAwEAMHz4cz549E8sPHz4MCwsL9OrVC3Z2dti1axcMDQ0xduxYWFtbY8GCBfD395dQ85zZsWMHDh48iG7dusmVF2Tmqb5w6dIlXLp0CePHj0fr1q0xcOBAzJo1C+Hh4dizZw/27t2LJ0+e5NrG8ePHFWYGlS5dGiNGjMCiRYvg4OAAS0tLWFpawsjICFFRUbh48SLOnz+P4OBgPHr0KE89HRwcUKlSJVSuXFn8W758ebx79w7x8fEoUaIEoqKiEBISgm+++Sbf4zBo0CA0b94838dpks8++wyHDx+W+/79+OOPSp8fGKY4Y29vDyLCP//8g9atW0utTp5UrVoVGzZswLNnzzB48GCVj3NwcECrVq1w5swZzSnHMCpSqGViBYWndTIFhYgQHh6Oc+fO4ezZszh79iyio6M12ufcuXPx7bffKpQHBARg/fr1cmUNGjTA/fv38eHDBwD/v4RNGa9evRKXtEVGRuLFixc6uewqJSUFgYGBmD17ttSqqJVmzZrh4sWL4vbr169ha2sroUbp8PT/dNhOaJ74+Hi4uroiJSUFly5dgqOjI4D0H6/Xr19H165dcfr0aZw9exYeHh7YvXs3fHx8sGbNGvTo0UOsrwwjIyM4ODjkazlQqVKl8Pr160Kfl7OzM+7evat02YGLi0uOy9qyYmhoWCScR2XLlsWQIUPg7OyMd+/e4d69e3j48CEiIiLw8OFDtb88AQBLS0tUqVIFdnZ2sLW1lRNTU1M8ffoUwcHBuHTpEgrzDFq7dm2Eh4erUXPNUL16dTg4OOD8+fNy5TKZrMBLY9hOpMN2omgTGhqK+vXrS61GnpQpUwZly5ZFaGhovo+NjY1F6dKlNaAVU9xR1U7wzCBGrxAEAU5OTnBycsKIESMApMcGyHQOnTt3Dv/++69a+8x07GTH3NxcoaxPnz6YOXOmuD1x4kQEBgYqPf7hw4d49+4d6tevjy1bthToLaimuXPnDoYMGSLOXNJ3ssYwyeoIKsxDOcPoK1OnTkVkZCROnz6NgQMHiuXXr1/H7NmzcezYMWzYsAEeHh6Ij4/H5MmT4erqipEjR8LExESurVq1auG///4Ttzt27Jjv+DMFcQxYW1vj3bt3cmX37t3LsX5YWBhat26d5xvZtLQ0mJmZITExMd866RIvXrzAkiVLFMqbNWsGLy8vmJqawsDAAIaGhkhMTMT9+/cRHByM9+/fF7jPjx8/quRwKyj79u1DhQoVMHnyZL1wBkVGRmLo0KEKzqBnz57l6lBlmOJOvXr1QEQICQlBw4YNpVYnR16+fImXL18W6Fh7e3t8/vnnOHDggJq1YhjVYGcQo/dUrlwZlStXxqBBgwCkP/yeP39ebYEjc3IGOTs7K5SlpKTIbZcoUSLHdk+dOgUg/e18WlqaTi0RS01NxdKlSzFr1qwi8XYcAKZMmYI9e/aIzqBMpJgdyTBSc+zYMaxZswYTJ06EnZ2d6Bz5888/ceDAASxatAj+/v6i0z0wMBCPHz/Gb7/9Bi8vL7kZJRMnTsSKFSvEbRMTE5w9exY2NjaIjY1VWSdVAh9nxcLCQuGemxVXV1fcvHlTriwtLQ3VqlVTaXp+6dKl8fLlyxxnd+ozFy9elHOIZ1K2bFl06dIFVatWhYmJCQwNDSEIAh4/foz79+8jPDw8z+VmhcHc3Bx169aFnZ0djh07prROr169NNa/Jhg4cCA6duyIWbNmyZWXK1dOIo0YRr9o0KABiAjr16/HqFF55inSO/766y8IgoDnz5/nGRyfYdQNO4OYIkfZsmXRu3dvtbWXH2dQq1at5LafP3+u9NjWrVvj9OnTqFOnDqytrQEon2kkBVevXsWYMWNw9epVqVVRCxUqVEBQUBAmTJiAhw8fiuWZP/QYprjx+vVrDB8+HM7Ozpg7dy5Kliwp7nNycoK7uzvc3d2xevVqAEBUVBSWLl0KX19frFu3DmfPnpWrv27dOrn2k5OTUapUKbi5ueHgwYMaOw9XV1elDo1MDh8+rHTmxf79+zFjxgwsWrQo1/ZjYmLg5eUlOu6LAy9evMDOnTtzrWNjY4P4+HikpqaiTJkysLCwgImJSZ5iamoKY2Nj8fPbt28RFRWFu3fvirEAExISUNSW/djZ2aFhw4aws7OTi3kYFxcHe3t7CTVjGP0iICAAAQEBWLlyJSZOnCi1OjlSpUoVuedNVSlXrhwaNGhQZGbjM3qCKlGm1S0c/Z/RBlBT1P+uXbsqLX/16pXSDAFZtzt16iR+bteunfj5hx9+IA8PD2rQoAE9efKEBEGgOXPmSDZWMpmMjh07Rq1bt5Y8y4I6ZcqUKZSYmEg9e/aUK3dycqKkpCTJxjs3wFli2E5omAEDBpCRkRFdv35d7rq4ePEiOTk5kb29PUVHR4v1u3fvTiVKlKDevXsrXGNly5ZVKCtZsiQ1atRII9d0r169xM+DBw/OsV4mOe0PDAxUuc8yZcpIfi9j0V/p378/ERFVq1ZNrvz69esFvobBdoLtBCNm5C2KEhkZKfXwMnqOqnbCAAzD5MqhQ4eUlisLNpx9emfWgNBZYzBERUXB19cXISEhePbsGVq2bIldu3Yh/drVHqmpqdi5cydcXV3RsWPHIpXZ4Ny5cwgMDESvXr3w559/iuVOTk4IDg5WiHnCMMWBXbt24ffff8fs2bPRuXNnsXz//v1YtmwZIiIisGvXLlSsWBEAsGHDBhw4cADx8fH4448/FNp78eKFQpmpqSmuX7+uEf1VzdiSfXlrzZo15bbnz5+vsGwnJ3gGIVMYMpdKRkVFyZXHxMRIoQ7DFBnGjx8PIsp3fDp9oHr16hAEQSNB/hkmK+wMYoosZmZmGm3fwEDx8skehNjBwUH8HBwcLH7euHEj/Pz8YG5ujvXr16Nfv34ICwvTaNDNrCQkJGDt2rWoXr06BgwYgNu3b2ulX23x4cMHfPz4EYaGhjh8+LBYXrlyZZw+fVpuWQzDFBeePn2K0aNHw93dHSdOnBCdHEFBQbh37x727duHJUuWoE2bNoiPj8fQoUMREBCQ735evXqlbtVFxo4dK37OLbhz5vLeoKAgAEBERITc/vj4eBw/flyMNccw6sbPzw9eXl6IjY3F8uXLFfazM4hh1EP79u1BRLhy5YrUqqgdQ0PDIvWiltE92BnEFFk6deqk0fanT5+uUPbx40e57TJlyig99tOnT3j//j369++P3377DR06dICBgQF2796tEV0zefv2LRYtWgRHR0eMHj0a0dHRGu1P2wwePBhXr15Fu3bt5GY9ABADknLQTqY4QkTw9/dHQkICgPSZcwCwefNmmJubY+bMmfDx8cHXX3+NO3fuoHHjxti6dauUKivg4+Mjl6rezS3njKlWVlYAgO7du4tl3333nfjZ0dERV65cQY0aNeDr61sgfSwsLAp0HFM8+P777/HixQvcvn0bkydPFssbNWoEAHqRCY1h9Al3d3cQkdZerGqLNm3aQBCEIpnMgNEBVFlLpm7hNb6MNtizZ4/W1/jOnDlTbrtKlSo51q1RowZduXKFANDatWupbdu2VKZMGTp48KDaxyImJoYmT54s+RpoTcqUKVOoX79+SveZm5vTpUuX1D6umgAcC4LthAZYvny50vtVZGQklSpVilxcXOjDhw+0adMmMjc3pzJlylCtWrUkv65zkrVr11K5cuVy3J+VzLITJ07I1XF2diZDQ0P6+++/adCgQZKfE0vxEAsLCwJAgwYNKvD1DLYTbCeYPElJSZH8ele3zJ8/X+phZfQEVe0E37yZIsuHDx8kv2kDIBMTkxz3xcXFkaurK9WrV4/OnTtHTk5OBKQHrY6IiCjwuScmJtLff/9NX3/9teTnrw0ZOnQoGRkZKd3n7e1NN2/eVOM3S7OoevMu6sJ2Qn189913CtdFhw4daP369WRtbU3W1tYUEhJCvr6+BIDatGlDdnZ2kl/XWcXDw0P87O7uTn379lWoM2XKFPGzTCYTz3/YsGFi+aZNm8TP1tbWZGdnRyYmJvTzzz/TwIEDJT9PlqIn48ePFz/379+fHj9+TM2bN6c2bdoU+JoG2wm2E0y+kPo+oG559eqV1EPK6Diq2gm+eTNFGqlv1nlJjRo1aMeOHQSAypUrR6tXr6bAwECytLQkExMTmjFjBn38+DHP85TJZBQaGkrLli2jihUrSn5e2pJSpUpRiRIlSBAEhX1t2rQpVLYWqVD15l3Uhe1E4ZHJZDRt2jSFa8PAwICaN28uXid79+6lWrVqkYGBATk6Okp+XeclQ4cOVVpeuXJl8XNWYmNj5cqzHtOgQQNq1qwZAaBJkybRhg0bJD8/lqIhHh4eck7MGjVqUEJCAgUFBVHNmjWpZs2aBb62wXaC7QRTILZs2SL5vUFdUrduXamHk9FhVLUTQnpd7eLm5kbXrl3Ter9M8aNMmTJiJg9dpVGjRliyZAlmz56NCxcuwNnZGRMmTMDZs2exfft2VKhQAd26dYOZmRlMTU3Fv2/fvsX58+dx8eJFqU9BUho1aqSQuSg4OBiNGzeWSKPCIQjCdSLKORhK/tvrBOAHAIYANhFRYLb9pgB+BdAIQBwAHyJ6mLFvOoAvAKQBGEdEx3JrUxCEzQDcAAgA/gMwlIg+5tZHTrCdKBxpaWkYM2YM1q9fr7DPxMQEJUqUwLJly5CcnIwxY8YUqYwld+/ehbOzs1xZZnB/IkJMTIyYLQ1IzzBYtmxZ/PPPPyhVqhQGDx4MExMTLFmyRKt6M0WHsmXL4tWrV7CyssKbN28AAD169MDJkyfx8eNHlCpVChMmTFA5o1122E6kw3aCKShJSUkaTzSjLa5fv46GDRtKrQajY6hsJ1TxGKlb2JPPaItDhw5J7rnPj+jDW3ldkYYNGyrEDBk5cqTUX7lCAzW+8UX6Q3gkgGoATADcAuCcrc5oAOsyPvcHsCvjs3NGfVMAVTPaMcytTQBWWdpdAeCb3PrITdhOFJzk5GTq379/jtdO//796eDBg+Tl5SX5daxuWb16tdxYyGQy8vPzE/dnsnHjRoVjS5QoIbddpkwZyc+HRT+kY8eOedYpXbo0jRgxgo4dO0bJycmFusbBdoLtBKM2pL5/qEsYJiuq2gnOJsYUaZo1aya1Cvni6dOnUqug81SqVAlNmzbFjRs38Pz5c7H8xIkTSmdBFHPcAdwnoigiSgawE4B3tjreADLTRu0F0FZIn0bhDWAnESUR0QMA9zPay7FNInoPABnHmyP9ASW3Phg1k5CQgJ49e2Lnzp0K+4yMjNCqVSvs3bsX3bp1w6lTpyTQULN89dVXEARBFAMDA2zbtg0AsHDhQrGev78/NmzYIHdsfHy83PbLly81rzCjl3h7e+PChQtiyvhjx47lWn/x4sV49uwZNmzYgA4dOsDY2FgbaqoK2wmmWJP5o/jsPBI70QAAIABJREFU2bNSq1IoBEFAZGSk1GowegY7g5gijY2NjWR9q8OolClThtMXZ2BkZISaNWvi2bNnuHTpklhuY2ODsLAwtGvXTkLtdJbyAB5n2Y7JKFNah4hSAbwDYJfLsbm2KQjCFgDPATgB+DGPPhg18v79ezg5OeHQoUNK96empuKff/5BamqqljWTnrNnz2LGjBlyZSNGjOCp9UyB2L9/P5o3b45JkyblWMfT0xNHjhzBy5cvMXXqVBgZGWlRw3zBdoJhALRo0QJEpNfLpmvUqAFvb+/MmXcMkyfsDGKKPF999ZXG+1C2Zr1ly5bo27dvodp9+fIlPn36VKg2igK2trZITU1FREQEUlJSxPLp06cjMjISTk5OEmqn0yh7q5r9CSGnOvktT/9ANAyAI4AwAD750AOCIIwUBOGaIAjXdD3Wl64RFhYGa2trREdHS62KTmFhYYHevXvj1atXSEpKUtif1TE2depU7NixA3/99RdOnDiBkydPijM/GCYvevbsKTpbiQjnzp1Dp06dYG9vL7VqecF2gmGyIAhC1iWSeseBAwdgYGCAx48f512ZKfawM4gp8ixatEjjfbi5uWHt2rUK5Xv27NF438WBzACcmfTu3RsJCQlYtGgRSpUqJZFWekEMgIpZtisAyL4WUawjCIIRAGsAr3M5Ns82iSgNwC4AvfPoA9mO20BEbkTkpgc/oDRCamoqIiMjERQUhDlz5qBDhw5yy55ykuwBk5l0Pn36hD/++AO9evWCg4MDVq1ahbS0NHF/1pcF3t7eGDhwILp164Z27dqhWbNmOc78KFu2LGbNmoW1a9eid+/eSuswRR9zc3P88ssvSEtLw759+9CyZUsYGhpKrVZ+YTvBMEWQSpUq4Z9//pFaDUbH0dk5qwyjLkqWLKmVfr788kut9FOcmThxIgIDA3Ut3oIucxVATUEQqgJ4gvSgnAOz1TkAYAiASwD6ADhFRCQIwgEAvwmCsALpb3BrAghG+ttbhTYzYjtUJ6L7GZ8/B/Bvbn1o6qSlQiaTITo6GqGhobh58ybOnz+P48ePS60Wk8GbN28wfvx4bNu2DRs2bECDBg0wfPhwLF++HOHh4Rg9ejRCQkLEzGNZnflDhw5FXFwcTp8+jVmzZmHMmDEgIq3ZFymoWrUqHjx4ILUaklGxYkWYmJjAxMQExsbG4mcPDw/07dsXHh4eMDAoEu9U2U4wTA6kpqbq8hLPPOFLiMkL/f12M0w++PbbbzF37lyp1WAKyMmTJ9G2bVup1dA7iChVEISvABxDenaXn4noriAI85CeZeAAgM0AtgmCcB/pb2H7Zxx7VxCE3QDuAUgFMCbjTS5yaNMAwFZBEKyQ/kPgFoBMD6nSPnQRIkJ0dDQuX76MEydOYN++fQoz0xj95tq1a3B3d8fmzZsxePBg7Nu3D3Xr1sWtW7ewa9cu9O+f/vW8fPmyeMzMmTNRp04dTJw4EVOnTgUANG/eXGM6fvnllxg4cCDWrVuHHTt2aKwfZSxbtgwuLi4YNmwYTExMsGTJEgwZMgS2trZinaZNm+L8+fP5doYQEVJSUpCYmIiEhAQkJCSIn3P6m/k5NTVVdNQp+4Fja2uL0qVLw8bGBqampqIDx9jYWO6zsrIi4tQpEGwnGCZnDA0NQUS4cuUKmjRpIrU6KhEUFIRWrVpJGjeV0SNUSTmmbuFUkIy2kclkkqd8zBQfHx+yt7eXXA9dl+bNm9OrV6+k/upoHagxZbA+izrtRFJSEoWHh9O4ceMk/16z6JYsXLiQZDIZrVixQiyLiYkhIqItW7aIZRMnTiQAFBISQkREZ86cEfeZmJiQjY1NoXUZOHAgJSUlERHR5cuXtT4Ws2bNonfv3tGUKVMIANWpU4du3bpFnz59kqt3/vx5tV2bTMEA2wn+PcFIxqdPn6hOnTqS26+8ZOTIkZSamir1cDESoaqdKL6vQphihS5lJ921axdiY2Ph6uqKVq1aSa2OzrFs2TLIZDKcP38ednacSIQpGCkpKXB2doYgCDA1NUXt2rWxatUqqdVidIyZM2dizJgxGDt2LFxdXQEAFSpUQEpKCrp37y7We/o0PdxJZoDurBnb2rZti7dv3xZYB1tbW1y5cgU7duyAIAjw8fHJ8Q10zZo1C9xPTnz11VeIi4uDn58fvLy8sHTpUowaNQrXrl1DjRo15DJa3rp1S6MzohiGYXQdc3Nz3Lt3T+4H9YcPHzBx4kSpVZNjw4YNMDIygiAI8PPzQ3JystQqMToIO4OYYsM333wjtQpy3Lx5kwO7ZSEkJAREhEmTJumU847RL4YPHw5BEGBiYoKwsDCp1WH0gLVr16JPnz5y8Z169eqFUqVKicuHdu7cCWtra+zduxcA5BzVqsQNqly5stLy5s2bIyIiAu7u7ggPD4eJiQl2796dYzsREREqnZMq+Pr6Ijo6GqtWrcKBAwfQoEEDPHjwAPv27cPatWuRkJCAEiVKiPVv376N+vXrq61/hmGYooKlpSWWL1+uMOtCV5KcbN++HaamphAEAd27dy/UCwymaMHOIKbY8O2330qtApONWrVqIT4+HkQkvpVnmMKwZcsWqVVg9JD9+/eje/fuuHTpEgDg4MGDWLx4MUJDQ8U67969w4EDB5CcnCwXwyzrzJmcePTokUKZj48Pzp49Czs7OyQmJsLJyUkNZ6IaoaGh2L59O6ysrDBgwAAMGzYMjRs3xq1bt9CzZ0/cv38fpUuXFutfv34d9erV05p+DMMwRYG4uDg551BgYKDUKuGvv/6Cra0tBEFAw4YNldonpvjAziCm2GBmZia1CkwGU6ZMAREhPDxcpR9SDKMqmct4GCa/XL58GX5+fti+fTuA9Nmk169fR+vWrcU67969w5o1a+QcI7/88kuB+ps+fbo48yhrsOqsNGvWDF999VWB2s+J0NBQuLi4gIgwaNAg7N27FwsXLsTJkydRoUIFJCUlyS1Hu3jxIho2bKhWHRiGYYoj06ZNEx1DaWlpkidHCQkJQZUqVSAIAgRBwNGjRyXVh9E+7AxiihW9e/eWWoVizZ9//gkiwpIlS6RWhSmiVKxYETKZDCdOnJBaFUYPuX//Pvz9/TFr1iwAwODBgxXiQEybNg3h4eEoW7asSm1WqFBBaXlWh8vp06cV9levXh179uzB6tWrVVU/T3bu3AkXFxcAwO7du3Hw4EEsWbIEM2bMgKGhIQD5JXCnTp1C06ZN1dY/wzAMk46BgQFOnjwpN3No6NChkurUuXNn0THUpUsXXk5WDGBnEFOs4ACy0nD16lUQEXr06CG1KkwxQBAEtGvXTgzqWKNGDalVYvSIxMREzJ8/H7169QIAdO/eHevWrRP3Jycnw9fXF7///rtK7cXExCiUlSpVSm5W5Pr16xXqrFixAt99912e7as6u3LSpEnw8fEBALx58wbjxo1Do0aNMG7cOLHOokWLEB8fDyB9qVybNm1UapthGIYpPFu2bJFzDi1fvlwyXY4cOSIuJxMEAePHjxftA1N0YGcQU6xwdHTk4MRaol69emK2BTc3N6nVYYoplpaWiIiI0Jm1+oz+sG/fPlStWhUAMGrUKAwYMEDcd+fOHezfvx+2trYFatvBwUH8HB8fjxcvXijUsbGxkXNC5cRPP/2UZ502bdrIff+nTJmCuLg4bNq0CUZGRgCAhw8fYubMmQCAiRMnomvXrnm2yzAMw2iOiRMnyjmHbt26JZkuq1atgqWlpegc8vf3x6dPnyTTh1EPQnoaeu3i5uZG165d03q/DAOkLwPQRHpeJp2ff/4Zfn5+4g8MJn8IgnCdiIq990yTduLJkyeoVq2a3qRZrVmzJmbNmoWaNWuiQoUKMDc3R1paGlJTU5GWliZK5nZSUhJev36NuLg4vHz5ElFRUYiIiEBERAT+++8/SGH3iwo2NjZy0+b37NmDvn375rsdNzc3XL16FQBw/PhxdOzYUaFOQECA0hlDmXh5eeH+/fuoUKECLl68mGO9ihUr4vr167C3twcAnDlzBm3atMHUqVOxePFiAAARifGLACAtLU1um9Et2E6kw78nmOJO9nu3lPj4+GDTpk2wtLSUWhUGqtsJ/rXGFDtq1KiB2bNnY968eVKrUmSoVKkSrl69ijJlykitCsPkSfny5ZGUlAQAuHDhAjw9PSXWKHciIiIwePBgLF26FAMHDpSL6VJY3rx5g8jISERGRiI0NBSnTp0SM2oximSPn+Dj44O5c+fmO1vltWvXQEQQBAFRUVFK62TNZGZlZYX379/L7Q8ODkbTpk3zjI/1xx9/iI6gxMREBAQEoFq1anI6Z7WHd+7c0ZkfFwzDMEzOCIKg8ILn1KlTkgSm3rVrF3bt2iVud+7cGdu2bVPrMwujftjaM8WSuXPnSq1CkWDTpk0gIjx69IgdQYxe0rx5c3H69caNG6VWJ1emTJmC8uXLQxAETJ8+HZcvX0ZaWlqh2rS1tYWbmxt8fHywYMECXLx4URyPhIQE3Lt3D3/99RdWrlzJ8WOUIJPJ8McffxTo2LCwMABA5cqVFfa5uLjgw4cP4nZ2RxAAfPz4MU9H0KxZs9C4cWNxe8GCBfjvv/+wbt06MdbQw4cPMWfOHADAwIEDUbdu3XyfC8MwDKMbeHl5yS0ty8wcqW2OHDmC0qVLi8vKPD09OY29DsLOIKbYsmfPHqlV0EvKly+P2NhYEBG++OILqdVhGLXh7+8vpnvNnkFK1wgMDETTpk1hZGSExo0bY/fu3WrP+mFmZoY6deqgW7dumDBhAk6dOgUiwqdPn3Dp0iWsWrWKHUQAbt++jc8//zzfxx0+fBgAUK1aNYV9bm5uSh1AmWSNOZQTVlZWmDZtmrj9999/Y/HixRg8eDDat28PIN2ZlRkXCUgPXsowDMMULbZt2ybnHJLJZChfvrxWdbhw4YJcGntBEMDLPKWHnUFMsaVnz55Sq6BXHDt2DESEmJgYlC5dWmp1GEZjGBgYYPny5eLsmA4dOkitUq5cu3YNPj4+YtYPLy8v/PLLLxqLD2Rubo4mTZpg7NixooPow4cPOHfuHFasWIEmTZqovU9d56+//kL9+vXzdUxQUBAA5TOD6tatm+sb1KyOolKlSimts2bNGpQoUQIA8Ntvv6Fz586oXbs2VqxYASB9yZiVlZVY/8yZMzAxMcnXOTAMwzD6hyAIiImJUXAQubi4aFWPxo0byzmHlC17YzQLO4OYYouhoSFu3LghtRo6zVdffYXU1FQQkc7/IGYYTWBmZiY6Ql++fImKFStKrVKenD59GsOGDUPt2rVhYGAAQRDg5+eHI0eO4PXr1xrp09LSEp6envj6669x6dIlpKSk4Pz585g+fbpG+tNFbt++na/6Fy5cwLt372BmZqawz9nZOddjs6b3VfY/rVmzJgYOHAgiwtKlS+Hr64tmzZrh/PnzsLOzQ3BwMGxsbMR2hg4dilatWuVLf4ZhGKboIAgCQkNDFZaYaduOZz63ZJXU1FSt6lCcYGcQU6xp0KAB7t69K7UaOoWVlRVevnwJIsKPP/4IQ0NDqVViGJ3A3t4e0dHRICK8fftWr1Jvb9++HV26dIGdnZ34cDV06FDs27cP//77L1JSUtTan5GREZo3b45FixaBiPDixQv8+uuvejVm2uDkyZMAAGtra7nyKlWqFKrd7du3QyaTYcKECZg6dSr69euHY8eOwdzcHDNnzoSHh4cYRF0QBKxatapQ/TEMwzBFk0w7nlXOnDmjVR2MjY0VHETBwcFa1aGoohZnkCAIkwVBIEEQeO0Io3c4OzuLgTyLM8ePHwcR4d27d2LmGYZhlGNtbY2DBw+CiJCUlIRly5ZJrVK+2bp1K3r37o06derAxMREfMDy8vLCmjVrcPPmTSQkJKilrzJlysDPzw8HDx5EcnIydu3ahc8++0wtbeszxsbGAIB3797JlcfGxha4zfbt26N+/fro378/Vq1aha+//hq///47QkNDYWZmhkWLFsnVDw0NRcmSJQvcH8MwDFO8aNWqlYKD6OPHj1rVwcPDQ8FBxLOI8k+hnUGCIFQE0B5AdOHVYRhpcHJyKpYBpceOHSsuA8sMKMowTP4wMTHBpEmTxAeiJ0+eoH///lKrVWBOnz6NMWPGoEGDBrCwsJB7yGrXrh0WLFiAv/76C7du3UJcXFy+1/cbGxujX79+uHnzJi5fvowBAwZo6EykwdbWVuW6HTt2xNixYxXKW7duXeD+V65ciQ4dOmDv3r1Yvnw5/P39YWhoKJdVDEiPc0REnD2MYRiGKTQlSpRQcBBJkalV2Syio0ePciyiHBAKOzCCIOwFMB/AfgBuRPQqr2Pc3NyIo4czukjnzp1x9OhRqdXQKNbW1oiIiODZPzqKIAjXichNaj2kpijZiWfPnqFPnz64ePGi1KpojXbt2sHJyQnly5eHra0trK2tUaJECVhYWIgpzaOjo/Ho0SM8evQIW7ZsQUJCAvr374+dO3di8eLFcpmwiipbtmzBsGHD1NKWlZUVZs6cia1btyIsLAweHh64fPmyXJ1GjRrhxIkT+XJYMboH24l0ipKdYJjiREpKik4kLHjw4EGhl2XrKqraiUI5gwRB6A6gLRGNFwThIXJxBgmCMBLASACoVKlSo9yyZDCMlAiCILUKGuH48eM8+0cP4If8dIryQ/7FixfRt29fPH36VGpVigT+/v7YtGmTXNmOHTvg6+srkUaq0alTJ7W8fHB3d0fTpk1hbm6OwMBApXV69OiBffv2FVn7VtxgO5FOUbYTDFMcefjwIapWrSqpDgEBAVi6dKneL59W1U7kuUxMEISTgiDcUSLeAGYCmK2KQkS0gYjciMiNZyQwukxhYjXoGjNnzuRlYMUYQRA6CYIQLgjCfUEQvlGy31QQhF0Z+68IglAly77pGeXhgiB0zKtNQRB2ZJTfEQThZ0EQjDPKWwuC8E4QhJsZopLNKMo0a9YMT548EVPXr1y5EnZ2dlKrpbdkdwQB0HlHUOXKldXiCKpWrRqCg4Pxww8/KHUEeXh4IDY2Fn/++Sc7ghilsJ1gGEZXqFKlitKlZkFBQVrTYf369bCyslJYarZhwwYkJydrTQ9tkacziIjaEZFLdgEQBaAqgFsZs4IqALghCEI5zarMMJqldOnS2LZtm9RqFJhWrVrh1atXICIsWLCAs4EVUwRBMATwE4DOAJwBDBAEIXu+6i8AvCGiGgBWAliccawzgP4A6gLoBGCNIAiGebS5A4ATgHoAzAH4Z+nnHBG5Zsg89Z+t/mJmZoYJEyaI12xmEPcLFy5g4MCBUqvHaAh1zY6OiopSWr506VKEhITg8uXLKF2ac3swymE7wTCMPuDt7a3USbR7926t6RAQEABTU1M5B1HPnj31fpZ3gQNIE1EoEZUhoipEVAVADICGRPRcbdoxjEQMGjQIrVq1kloNlTE0NMTly5fFdI88y4AB4A7gPhFFEVEygJ0AvLPV8QawNePzXgBthfTpA94AdhJREhE9AHA/o70c2ySiw5QBgGCkvyBgCoCVlRWaNWuGHTt2yD30vHv3Dvv370fv3r2lVpHRQXbu3AmZTAYiwuTJk+Hq6iq1Sozuw3aCYRi9pW/fvkqdROfOndNK/0FBQShfvrycg8je3h779u3Tm6xmakktzzBFkTNnzmDGjBk57v/iiy/g5eWlRY3kqVy5Mk6dOgUiQmpqKjw8PCTThdFJygN4nGU7JqNMaR0iSgXwDoBdLsfm2WbGtH8/AFnXwDQVBOGWIAhHBEHIMXWRIAgjBUG4JgjCtaK0XFNdWFlZoXv37ti7d6/Cg09iYiLu3buHefPmcXDgYkJgYCBevnwpfgd8fHx4KRiTX9hOMAxT5PD09FTqJHr58qXG+3716hV69+6tkNXsq6++woMHDzTef35RmzMoY4ZQnpnEGEafWLhwIT58+IADBw4o7Nu8eTNOnTqlVX3+/PNPpKWlgYjw8OFDtGnTRqv9M3qFsl+F2TMG5FQnv+VZWQPgLBFlvpa5AaAyEX0G4EcAOS785thyBcfU1BR16tTBrFmz8Pr1a4UHoKSkJAQFBaFTp05Sq8oUgP/973948+aN3P902rRpnBWSKSxsJxiGKTbY29srdRLJZDL4+flptO+ffvoJ1apVE51DVlZWuHDhgkb7VAWeGcQweWBpaYnPP/8cMpkM//vf/7Ta9+zZs5GYmCjerHr06AEDA75sGZWIAVAxy3YFANkXNot1BEEwAmAN4HUux+bapiAI3wKwBzAxs4yI3hPRx4zPhwEYC4LAQUy0jImJCby9vXHkyBGFh6BPnz7h5MmTmDRpEmrUqCG1qsWeUaNGycWQIiLMnz8fNjY2UqvGFD3YTjAMU+wRBAG//vqrUkdRcnIy6tWrp/Y+P3z4AE9PT9E55OLigmfPnqm9n7zgX5UMoyKCIGD+/Pk4ePAgAgMDMW3aNPj7+8PY2FhtfTRp0gRHjx5FcnIyiAhz586Fqamp2tpnihVXAdQUBKGqIAgmSA/0mX2K2wEAQzI+9wFwKiOWwwEA/TOyyFQFUBPp8R1ybFMQBH8AHQEMICJZZgeCIJTLiC8BQRDckW534jRyxkyBMDc3R9u2bbFs2TJEREQofRjKXIoWFRWFX3/9FUOGDEHFihXzbpzJkUaNGmHHjh2Ij4+XG+e1a9dy3DdGW7CdYBiGyQVjY2Pcvn07x2ej+/fvq6Wfu3fvwtHRUXQO/fzzz0i/1WoWQRudZMfNzY2uXbum9X4ZRtOEhoZi9OjROH/+vEr1a9WqhXbt2qFPnz5o0aIFjIyMNKwho+sIgnCdiNzU1FYXAN8DMATwMxEtFARhHoBrRHRAEAQzANsANED6m97+RBSVcexMAMMBpAKYQERHcmozozwVwCMAHzK630dE8wRB+ArAlxntJACYSEQX89Kd7YT+k7k87e3bt/jvv/9w48YN3LhxA9evX8e9e/ekVk/jtGzZEoMGDULv3r1RqlQpqdVhihBsJ9JhO8EwjK6TlJSEIUOGYNeuXfk+1tHREU+ePClQv6raCXYGMYyGiIiIwIoVK3D8+HEYGBhg0KBB6Nq1Kxo0aMDp3pkcUedDvj7DdoJJSUlBdHQ0IiIiEBERgSdPnuDBgweIiorCixcv8O7dO7x//16rOpUvXx5NmjRBixYt0KRJE9SsWRPW1tZ8T2e0CtuJdNhOMAxTVHjy5AkOHTqEy5cvY8uWLQCAtWvXYtSoUQVqj51BDMMwegg/5KfDdoJhGEY5bCfSYTvBMAyjHFXtBMcMYhiGYRiGYRiGYRiGKUawM4hhGIZhGIZhGIZhGKYYwc4ghmEYhmEYhmEYhmGYYgQ7gxiGYRiGYRiGYRiGYYoR7AxiGIZhGIZhGIZhGIYpRrAziGEYhmEYhmEYhmEYphjBziCGYRiGYRiGYRiGYZhiBDuDGIZhGIZhGIZhGIZhihECEWm/U0GIBfBI6x3nTWkAr6RWIp/oo86AfurNOmuH4q5zZSKyV1NbeosEdkIfv3fqhscgHR6HdHgc0tHFcWA7Af49oWZYZ+2gjzoD+ql3cddZJTshiTNIVxEE4RoRuUmtR37QR50B/dSbddYOrDMjBfw/5DHIhMchHR6HdHgcmPyij98Z1lk76KPOgH7qzTqrBi8TYxiGYRiGYRiGYRiGKUawM4hhGIZhGIZhGIZhGKYYwc4geTZIrUAB0EedAf3Um3XWDqwzIwX8P+QxyITHIR0eh3R4HJj8oo/fGdZZO+ijzoB+6s06qwDHDGIYhmEYhmEYhmEYhilG8MwghmEYhmEYhmEYhmGYYkSxdgYJgrBLEISbGfJQEISbOdR7KAhCaEa9/2vvXkPkuuswjn8fEq1YrRVLrXajKVh8IUKtEJUgVFKljSFBEbuCWlSwFQotKGpaELGvqtaKeANrwUvVF2p0kbQ2oqBvUtqsprUmxSheNqktXkiVChJ8fHHObqaTuZy4O+d/Zub5QNjZnLPDw++c+f/n999zZh9sO2dflo9LOt6Te+eQ/a6S9KikY5I+2nbOviyfknRU0kOS9kk6f8h+xes8rm6SzqnPm2OS7pe0tf2UZ2TaIulnko5IekTSjQP2uULSyZ7z5mMlsvZlGnm8VflcXeuHJF1eImdPnpf31O9Xkp6UdFPfPp2rc5wdSR+SZEkXlM5SQtPxelZ1ae4socl8Mk8kbZL0S0k/Kp0luiv9RDvST0zOtPYSkH5ivTZP6omnge1rVh9Luh04OWL3N9j+6+RTNXKH7U8P2yhpE/AF4I3ACvCApCXbv2krYJ8DwF7bpyTdBuwFPjJk32J1bli39wH/sP0ySYvAbcA1Zz5bq04BH7S9LOm5wCFJBwYc71/Y3lUg3yijjvfVwKX1v9cAX6q/FmH7UeAyWDtXjgP7BuzaxTpHA5K2UL3+/1Q6S0FnM17PlA7OnSU0nU/mxY3AEeC80kGiu9JPtCb9xORMcy8B6Sf+b3N9ZdAqSQLeDny7dJYNsg04Zvv3tv8DfAfYUyqM7ftsn6q/PQgslMoyRpO67QG+Vj/+LrCjPn+Ksf2Y7eX68T+p3rheXDLTBtkDfN2Vg8D5kl5UOlRtB/A7238sHSQ21B3Ah4G5/TC9KRqvJ6FTc2cJMzyfnDVJC8CbgTtLZ4npkH5isqZofpq6fmLGx/70EyNkMajyeuBx278dst3AfZIOSXp/i7mGuaG+zO0uSc8fsP1i4M8936/QnRf0e4F7hmwrXecmdVvbp56QTgIvaCVdA/Vlpq8C7h+w+XWSDku6R9IrWg022Ljj3eXzeJHhb/a6VudoQNJu4Ljtw6WzdMio8XoWdXnMad2Y+WQefJZqcfi/pYPE1Eg/0Z70ExMyZb0EpJ9Yl5m/TUzST4CLBmy6xfYP68fvYPQq/nbbJyRdCByQdNT2zzc666pRmakubbuV6sS/FbidakB82lMM+NmJ/qa7SZ0l3UJ1GeLdQ56m1TpIAA7FAAADLklEQVQP0KRurde2KUnPAb4H3GT7yb7Ny8BLbf9L1X3hP6C6XLKkcce7k7WW9ExgN9Xlyf26WOeojRlbbwbe1G6iMjZovJ5FnRxzShgzn8w8SbuAJ2wfknRF6TxRXvqJNeknxpvafmIKewlIP7EuM78YZPvKUdslbQbeCrx6xHOcqL8+IWkf1eV/ExtUxmVeJekrwKAPNVwBtvR8vwCc2IBoQzWo87XALmCH7YEvwLbrPECTuq3us1KfO88D/t5OvOEkPYNq8L7b9vf7t/cO6Lb3S/qipAtK3rfe4Hi3fh43dDWwbPvx/g1drHOcNmyckvRK4BLgcH2V9gKwLGmb7b+0GLEVGzFez6iujjmtGjefzIntwO76TfizgPMkfdP2OwvnikLSTwDpJ5qayn5iGnuJOkv6iXXIbWJwJXDU9sqgjZLOrT9IC0nnUv3m+Nct5uvP03uP41uGZHkAuFTSJfWq4yKw1Ea+QSRdRfUBb7ttPzVkny7UuUndloBr68dvA35aulmq7zH+KnDE9meG7HPR6r3IkrZRvfb/1l7KM/I0Od5LwLtVeS1w0vZjLUcdZOhv/rpW52jG9sO2L7S91fZWqjcOl8/iQtA4TcbrGdapubOEJvPJPLC91/ZCPR4sUs31WQiKUdJPTFj6icmZxl6izpF+Yp1m/sqgBs64V0/Si4E7be8EXgjsq4/HZuBbtu9tPeVpn5R0GdXlbX8AroOnZ3b1Kfs3AD8GNgF32X6kVGDg88A5VJfuARy0fX3X6jysbpI+ATxoe4lqoPyGpGNUK/iLbWYcYjvwLuBhnf5zpjcDLwGw/WWqieYDkk4B/wYWCy9iDTzekq6Htcz7gZ3AMeAp4D2Fsq6R9Gyqvw5xXc//9WbuWp0jztbA8bpspHZ0cO4sYeB8Ynt/wUwR0yD9xOSln5icaewlIP3E+rOUP4YREREREREREdGW3CYWERERERERETFHshgUERERERERETFHshgUERERERERETFHshgUERERERERETFHshgUERERERERETFHshgUERERERERETFHshgUERERERERETFHshgUERERERERETFH/gfi2lRgiCCpdgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_nn[:,0], coords_nn[:,1], 'k')\n", + "ax[1].plot(coords_nn[:,1], coords_nn[:,2], 'k')\n", + "ax[2].plot(coords_nn[:,0], coords_nn[:,2], 'k')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# View interactive plot in 3D. Requires mplot3d to be working on your system\n", + "\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "\n", + "from mpl_toolkits.mplot3d import axes3d\n", + "fig = plt.figure(figsize=(5,5))\n", + "ax = fig.add_subplot(111, projection= '3d')\n", + "ax.plot(coords_nn[:,0], coords_nn[:,1], coords_nn[:,2], color='k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Double pendulum dataset\n", + "\n", + "Experimental dataset from [Asseman et al 2019](https://developer.ibm.com/exchanges/data/all/double-pendulum-chaotic/) corresponding to centroid measurements of a chaotic double pendulum. $\\dot\\theta_1$ (the angular velocity of the second coordinate) is extracted and used for fitting the model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# from load_datasets import import_pendulum\n", + "\n", + "sol = np.load('datasets/pendulum_train.pkl', allow_pickle=True)\n", + "sol_test = np.load('datasets/pendulum_test.pkl', allow_pickle=True)\n", + "obs, obs_test = sol[3], sol_test[3]\n", + "\n", + "%matplotlib inline\n", + "\n", + "plt.figure()\n", + "plt.plot(sol[2, :], sol[3, :], 'k')\n", + "\n", + "plt.figure()\n", + "plt.plot(obs[:5000], 'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Prepare train and test datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TEST_SPLIT = 0.5\n", + "MAX_EMBEDDING = 10 # the maximum embedding dimension used by network\n", + "\n", + "# train and test with separate experiments\n", + "hmat_train = hankel_matrix(obs[:(SAMPLE_WINDOW+MAX_EMBEDDING)], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "hmat_test = hankel_matrix(obs_test[-(SAMPLE_WINDOW+MAX_EMBEDDING):], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "X_train = hmat_train[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = hmat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "# standardize train and test separately\n", + "X_train = (X_train - np.mean(X_train, 0))/np.std(X_train, 0)\n", + "X_test = (X_test - np.mean(X_test, 0))/np.std(X_test, 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "gaussian_noise_2 (GaussianNo (None, 10, 1) 0 \n", + "_________________________________________________________________\n", + "lstm_2 (LSTM) (None, 10) 480 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 10) 40 \n", + "=================================================================\n", + "Total params: 520\n", + "Trainable params: 500\n", + "Non-trainable params: 20\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# LSTM params\n", + "TRAIN_STEPS = 200\n", + "LAMBDA_LATENT = 0.006 \n", + "LEARNING_RATE = 0.001\n", + "BATCH_SIZE = 100\n", + "\n", + "tf.random.set_seed(0), np.random.seed(0)\n", + "\n", + "enc, dec = enc_dec_lstm(TIME_WINDOW, 1, MAX_EMBEDDING, rnn_opts={'activation': None, 'batch_size': BATCH_SIZE})\n", + "opt = tf.keras.optimizers.Adam(lr=LEARNING_RATE)\n", + "inp = tf.keras.layers.Input(shape=(TIME_WINDOW, 1))\n", + "code = enc(inp)\n", + "reconstruction = dec(code)\n", + "autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction)\n", + "enc.summary()\n", + "\n", + "autoencoder.compile(optimizer=opt, \n", + " loss=loss_latent(code,\n", + " BATCH_SIZE, \n", + " lam_latent=LAMBDA_LATENT),\n", + " metrics=[mse_loss],\n", + " experimental_run_tf_function=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.08922471672296524\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), \n", + " y=tf.convert_to_tensor(X_train),\n", + " epochs=TRAIN_STEPS,\n", + " batch_size=BATCH_SIZE,\n", + " verbose=0)\n", + "\n", + "plt.plot(train_history.history['loss'])\n", + "plt.plot(train_history.history['mse_loss'])\n", + "print(train_history.history['loss'][-1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Embed test data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "coords_nn = enc.predict(X_test)[TIME_WINDOW:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_nn[:,0], coords_nn[:,1], 'k')\n", + "ax[1].plot(coords_nn[:,1], coords_nn[:,2], 'k')\n", + "ax[2].plot(coords_nn[:,0], coords_nn[:,2], 'k')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2dadb3570f8840a9b594cd8b8adc9038", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# View interactive plot in 3D. Requires mplot3d to be working on your system\n", + "\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "%matplotlib widget\n", + "\n", + "from mpl_toolkits.mplot3d import axes3d\n", + "fig = plt.figure(figsize=(5,5))\n", + "ax = fig.add_subplot(111, projection= '3d')\n", + "ax.plot(coords_nn[:,0], coords_nn[:,1], coords_nn[:,2], color='k')\n", + "ax.set_aspect('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Torus dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tor = Torus2(r=1, a=.5, n=10.3)\n", + "tpts = np.linspace(0, 2000, 100000)\n", + "sol = tor.integrate((1, 0, 0), tpts)\n", + "sol = sol[:, ::8]\n", + "obs = sol[0]\n", + "\n", + "plt.figure()\n", + "plt.plot(sol[1][:10000], sol[2][:10000], 'k', linewidth=.01)\n", + "\n", + "plt.figure()\n", + "plt.plot(obs[:1000], 'k', linewidth=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TEST_SPLIT = 0.5\n", + "MAX_EMBEDDING = 10 # the maximum embedding dimension used by network\n", + "\n", + "# train and test with separate experiments\n", + "hmat_train = hankel_matrix(obs[:(SAMPLE_WINDOW+MAX_EMBEDDING)], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "hmat_test = hankel_matrix(obs[-(SAMPLE_WINDOW+MAX_EMBEDDING):], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "X_train = hmat_train[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = hmat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "# standardize train and test separately\n", + "X_train = (X_train - np.mean(X_train, 0))/np.std(X_train, 0)\n", + "X_test = (X_test - np.mean(X_test, 0))/np.std(X_test, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Train model\n", + "TRAIN_STEPS = 200\n", + "LAMBDA_LATENT = 1e-2\n", + "LEARNING_RATE = 1e-3\n", + "BATCH_SIZE = 100\n", + "\n", + "tf.random.set_seed(0), np.random.seed(0)\n", + "\n", + "enc, dec = enc_dec_lstm(TIME_WINDOW, 1, MAX_EMBEDDING, rnn_opts={'activation': None, 'batch_size': BATCH_SIZE})\n", + "opt = tf.keras.optimizers.Adam(lr=LEARNING_RATE)\n", + "inp = tf.keras.layers.Input(shape=(TIME_WINDOW, 1))\n", + "code = enc(inp)\n", + "reconstruction = dec(code)\n", + "autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction)\n", + "\n", + "autoencoder.compile(optimizer=opt, \n", + " loss=loss_latent(code,\n", + " BATCH_SIZE, \n", + " lam_latent=LAMBDA_LATENT),\n", + " metrics=[mse_loss],\n", + " experimental_run_tf_function=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.14868613481521606\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), \n", + " y=tf.convert_to_tensor(X_train),\n", + " epochs=TRAIN_STEPS,\n", + " batch_size=BATCH_SIZE,\n", + " verbose=0)\n", + "\n", + "plt.plot(train_history.history['loss'])\n", + "plt.plot(train_history.history['mse_loss'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "coords_nn = enc.predict(X_test)[TIME_WINDOW:]\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_nn[:,0], coords_nn[:,1], 'k')\n", + "ax[1].plot(coords_nn[:,1], coords_nn[:,2], 'k')\n", + "ax[2].plot(coords_nn[:,0], coords_nn[:,2], 'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Rössler" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oknQEbt++jcvlwu12i6D9YZlMBlVVCYVCDKd7+Xw+AIrFIiaTib29PZ544gl6vR7dbpfd3V1OnTpFOBwW/3m9Xp566ileeeUVfuu3fos//uM/5uGHHyYajXLx4kUAOZ7uASUDuiTdY7lcjna7zc7ODjabjcFgwNTUFKVSCYfDgcvlEtUtVqsVgPfff58zZ86I35FIJFBVlXA4TC6XE428hr3Th5rNJqFQSKzmFxYWiEQieDwevva1r3Ht2jVee+01lpeXj/w6SPeeDOiSdI+trKxQr9cJh8OYzWZcLhftdptGo4HNZqNUKuFyubh8+TJPPvkk+/v7uN1u7HY7cDB71GQysby8zOOPP06z2WQwGFCr1cTYuaFUKoXD4aDRaOD1eolGo5RKJRqNBqOjo1y/fp1SqSReIKQHiwzoknSP3bp1i2AwiNPpJJFIEI1GRU/zoWKxiNlsxmq1sra2JsbPqapKp9OhVCoRCATETVWXyyWGQQ8lEgmq1SqVSoWvf/3rVKtVFEXh9ddfZ39/n0cffZQnnngCVVUxmUysr68f9aWQ7jEZ0CXpHioWi3S7Xfb29jAYDLTbbRYXFymVSqKEUaPRiEZb9XpdTCmCg01EWq2WSqXC3Nwc1WoVjUaDTqfDbDaL5ykUCsRiMcxmM4FAgFKpRDKZZHp6Wkw8crlcTExM8PLLL7O3t8fKyspxXRbpHpEBXZLuoa2tLQqFAk6nE6PRiN/vp91uMxgMcDgcZLNZbDYbV69e5emnn2ZjY4Pp6WngoD5dq9Wyu7srVu+9Xg+Xy8Xy8jInT54EDoZID3u5rK6u8s1vfhO/389gMOCdd97BYrHQbDZZXV0llUrxwgsvsLe3x82bN0kmk8d5eaS7TAZ0SbqHrl27RjQaxeFw0G63sdvtZDIZfD4fGo1GDLIY5ss3NzeZmZkBDhpwmc1mjEYjFouFYrGITqfDarUyGAzQarVsb29TqVQ4ceIEhUKBpaUlUqkUiUQCo9HI9vY2b775JrVajZdeeok/+IM/4JlnniEQCNDv92Wf9AeMDOiSdI9UKhVarRZ7e3uYTCaq1Spnzpyh3+9Tq9XEMOjt7W0mJibY29sT3RTr9ToWi4XV1VV0Oh2jo6O0222cTidra2tMTk6ys7PD6OgolUqFXC6HzWYjGAwSDodRFIWJiQm63S4zMzPY7Xai0Shms5lvf/vbfPe73xXHJz04ZECXpHskHo+Ty+WwWq0YjUZ8Ph+tVguNRoPX6yWVSmEwGNjZ2eH8+fOsra2JjUT5fJ5er0cgEKDZbFKr1TAajTgcDsrlMu12m8nJSba3t0Wzr/PnzwMHeffr16+Tz+fRarW8/vrrOJ1OIpEIb7/9tgj4iURC7hp9wMiALkn3yOXLlxkdHcVsNqPRaDCbzWQyGTweDzqdTmzvN5vNlEoltFotDodDlDEWi0U6nQ5+v596vY7D4SCZTDIyMoKiKMBBjn4wGBAMBkkkEqRSKQaDAc8//zzBYFCMthsMBrz99tuMjY2xsrLC7//+7/OP//iP1Ot1qtXqMV8p6W6RAV2S7oFGo0G1WiWVSmE0GqlUKpw5cwZFUSgWiyKHfu3aNbE6H3ZYrNfrYjh0pVJBr9djtVpxOp3s7e2h1+tFl8XBYEAgEECr1RKNRgmFQsRiMb70pS9hNBr5+c9/zunTp3n22Wex2Wy0Wi0ikYjYMfrOO+/w4osvHuelku4iGdAl6R5Ip9Ok02lRXuhwOOj1emi1Wvx+P8lkEo1GIzb8lEolfD6f2OwzGAzodDoYjUYxam64sxRAURTefPNNzp8/T6lUEs259vf3GR0d5ezZs/zTP/0TX/3qV7FYLLz//vtMTk6ysLDA2toajUaDb33rW/z1X/81+/v79Hq9Y7tW0t0jA7ok3QOXL18mHA5jMpmw2WwYDAYymQw2mw2LxQIcrOItFgs3b97kxIkTmM1mkskkPp+PcrlMo9FAq9Vis9lwuVzs7u7i8Xiw2+288cYbTE9Pi981bCkw3Lh0+/ZtIpEIjUaDVquFoijs7+8Tj8c5ceIEFy5cEOWR6+vrXLp0iVqtdmzXS7o7ZECXpLus0+mQzWYpl8toNBqRboGDyhen04lGo+HSpUssLS3RbrfFrlFVVcnlcmL7vkajweFw0Gq1UFWVXq9Hr9djdXWVCxcukE6nxfCLeDxOJBIhHo+Tz+d5+umnWV5eplQqUalUmJiYQKPRMDc3x/j4ODs7O0xNTbGzs0Mul2NnZ+e4Lpl0l8iALkl3WSaTIZlMoigKNptNDKfQ6XQEg0ExVk6r1aLT6UQ1S6fTETcwc7kcvV4Pi8WCy+UiFosRiUTodrtcvnyZpaUlFEWhVCrh9/vp9/skk0kcDgexWIzp6WlR4fLEE0/QaDQwm82YzWZ+9rOf8cgjj4gbrRcvXiSZTHL79u1jvnLSr0sGdEm6y65fvy629Hu9XgwGA9lsFpPJhMPhQFVVisUiHo9H1JLr9XpyuRwmk4larUa/3xeplsFgQD6fp9vt0mw2aTabnD59+tBoung8js/n49VXX6Xf74uNRgAbGxukUilCoRCXLl3i1KlTRKNRTpw4wTe/+U3C4TBXrlyh0+kc52WT7gIZ0CXpLur3+4dSF61Wi5MnT6KqqtgspKoqN2/eZH5+Hr1ej1arFY+vVCoYDAZRv+52u0kkEiIfvr6+zrlz50QdeTgcptfrkclk2NnZYX5+ntnZWXK5HKOjo6iqytzcHA8//DDtdpuFhQUajQYAZrOZxcVFHnvsMS5evMjGxgbNZvOoL5l0F8mALkl3USqVEtvpbTYbqqpiMBjQ6/WMjIyQTqcB0Ov1dDoder0eoVCIarWKzWajXq9TqVQwGo14vV7goAWAxWLh9u3bTExMiE1JwWAQjUZDIpEgl8vhdDqxWCz0+32CwSBbW1ssLCyIXuynT5+mVquJGvbZ2VkymQznz59nZWWFs2fP8sILL8i2ul9gMqBL0l20ubmJw+EQ/c/1ej2ZTAatVisCdCqVIhKJkE6nxfb/arVKu91Gp9OJzUMej0dsRGq1WtTrdTwej5gROsy7X79+nUgkgs1mw2azsbm5iVarZXR0lNnZWV5++WXGx8fRaA7/7x4IBLh06RI6nY6nn36aV155Bb1eL150pC8eGdAl6S5RVZUbN27gdDpRFIV+v8/U1BSqqtJut8WqfGNjg3A4jMPhQK/Xi5/tdDqi33kgEAAOWgB4PB7eeustzp8/j9FopFAoYDabsVgsogWuy+USZY9arZbZ2Vl8Ph/Xrl1jYmICu91OpVLBZrNRqVQAaLfbRCIRwuEwzzzzDH/1V3/F2toaiUTieC6g9GuTAV2S7pJUKkU2m6Xb7YpdmS6XS6RbUqmU6HXe7XZpt9sEg0FyuRxut5tCoUChUMDr9eLxeCiXy6iqSrVaRVVV0X43m83i9/spFotcu3aNZ555hkKhgE6nY3l5mcceewyAcrmM2+3GaDSSSCRYX1+nWq2SSCR47bXXMJvN7O/vk06nOXPmDCMjI+zs7NBut4/5SkqflwzoknSXxONxLBYL2WyWaDQqNhMNBz/DwSAKj8dDPp/H6/WiKArtdptisYjVaiWfzzM1NQUgerqsr68zMzODqqpio5DL5eLixYssLS1RLpcZDAasrKzw5S9/GYC9vT0WFxcP5ddDoRChUAifz0cgEGB6eprx8XHR8+UrX/kKP/zhD2m1WpRKpWO7jtLn94kBXVGU/6YoSkZRlJt3fO3/UhQlrijKex/895V7e5iSdP+7dOmSKFfU6/WEQiFUVaXf7wMHA5w3NzcJhUK4XC5MJtOhrf57e3tYLBaCwaAI8sNpRh6Ph3A4TDabxefzcevWLSwWCzMzM6TTaVEi6XA42N/fJxAIMBgMCIVCmEwmut0uqqpSq9VQVRWn04mqqszPz1OpVGg2m3g8HrrdLoVCQVTCSF8sn2aF/t+B3/2Yr/8/qqqe/eC/f727hyVJXyyZTIZ4PE6v18Nut1Ov1xkZGUGj0RAKhUilUrTbbUKhEI1Gg36/j8/nI5lM4nK5KJVKlEolTp06JX6f3+9nb2+PsbExUZmSTqcJh8MsLy8zPz9PuVymXq/T7XY5ceIEsVgMn8+HyWQin88zNjaGyWQim83SarXw+/0ihaPT6YhGo1SrVXQ6HfPz83zta1/jO9/5jqhhl75YPjGgq6r6OiD/upL070ilUmJ1PDY2hl6vJ5vNMhgMiEajAFSrVUwmE81mUzTZUlWVUqmEqqoMBgPRoGs4tm57exuv14vT6SSZTBIKhVhfX8fr9eLz+dje3kan0+H1eimXy3g8HsxmM/V6nfHxcWq1Gi6Xi0QiQTqdFi8YwxYE+XweRVHQaDQEAgEWFxdJpVLcunXr2K6l9Pn9Ojn0/01RlBsfpGTcv+pBiqL8kaIolxVFuZzNZn+Np5Ok+9fVq1fx+/2oqioGMgOi2qVarbKzs0M0GsVisWCz2eh0Ouj1ehqNBvv7+0QiEaxWK4lEAo/Hw/r6umjwNRxdFwgEeO+995ifn6fRaIjKlXa7jcvlEs26CoUCc3NztFotGo0G2WxWlE0Oq2vK5TIWi+VQUy6r1crk5CSqqrK8vHz0F1L6tXzegP7/AtPAWSAJ/OWveqCqqn+rquqSqqpLfr//cz6dJN2/8vk8N2/eFBOFSqUSY2NjdLtdxsbGSKfTNBoNxsbGKJVK6HQ6nE4n2Wz20Aaj4Uq+2WyKoRdWq1XUhg9TM8Oa9tXVVSwWC1qtlmAwiNVqBRCblMxmMwaDgevXr3PmzBnK5TIAXq+XUqlEv98XJZbFYpH5+XlWVlb4kz/5E7773e/KPPoX0OcK6KqqplVV7auqOgD+P+CRu3tYkvTFEYvFCIfDrKysMDExgVarJZ/Pi3JFOBhaAYjJRUONRoNSqYSiKOKmJ0C326VYLOL1egkGg+LG6MWLF8U2/mw2SygUotfr4Xb/8k1yqVTC7Xaj0+moVqvo9Xo8Hg/NZpNOp0O5XBbB3efzodPp6Ha7uN1uMXxjY2ND3MyVvjg+V0BXFCV0x6f/M3DzVz1Wkh50a2trOJ1OyuWySKkMdbtdMpkMuVyOsbExVFXF5XKJVXShUCCVSjE3N3doJN3e3h6RSAStVivq0RVFodvt4vV6uXLlCmNjY/T7fVESCQe5cbvdDhy08bVarfT7fYxGI1arlVwuh8ViIZFIEI/HyWQyFAoF9vb22NnZQa/X0+v1eO655/j+978v2wB8wXyassV/BN4C5hRFiSmK8p+A/1tRlPcVRbkBPAP86T0+Tkm6L5XLZX7xi1/g9/vxer1kMhmmp6ep1WpMTU2RTqfpdDpEIhEx4GI4Wq7ZbNLv99Hr9QSDQarVKo1GA5/Px87ODjab7dDq/I033uDcuXP0ej2q1Sput5t6vc6dqcxyuYzL5aJSqYjRdIPBgHq9jqIo9Ho9DAYDLpdL7BINh8OcPHkSs9lMNBqlVCoRDof5wQ9+wOXLl+XO0S+QT1Pl8r+oqhpSVVWvqmpUVdX/qqrqf1RV9bSqqg+pqvo/qaqaPIqDlaT7zfb2NhMTE1y7dk1s/ikWi9hsNnw+H4PBgEajQbfbxeFwoNPpxM/2ej1SqRRWq1Xkx61WK8vLy0QiEZxOJ/1+n1KphNlsplKpEIlE+PnPf85DDz2EoigfCebDYRi1Wo2xsTF6vR7BYJB4PC4aesFB47DhcOjhztVGo8GFCxcoFAqcPXuWkydPUiwWRdWMdP+TO0Ul6dewv7+Pw+Fge3ubU6dOodPpUBQFVVXpdrvs7u7S6XQYHx+n0Wjg9/vJ5/M4HA5SqRTNZpPZ2Vk6nQ7tdlvMDtVoNNjtdnK5HH6/n+XlZcbGxhgMBqKLY6FQIBwOi2MZpltSqZT4usViwWAwUCwW6ff7GAwG/H4/nU6HarWKoigsLi6KMsVTp06xu7uL0WjE5/OxtbWF1WqVO0e/IGRAl6TPqV6v82//9m+Mj48TCoXY39/nxIkT5HI55ubmSKfTIr2RSCTwer0YjUZarRaVSoV+v49GoxFtdc1mM7VajVKpRDQaxeFwkE6nRS+WU6dO8eqrrzI7O4terxetA+DgRqjT6WR3d5fx8XFxjGazGb1ez+rqKlNTU7RaLcJ/tdhQAAAgAElEQVThMIlEAlVVUVUVv99PLpfDbDbT7XYxm81Uq1Wi0aiYRSp9MciALkmf0+3bt5mdneWtt95icXFRrHo9Hg8ul4tarUan06HT6TAyMiJW7nBQmhiLxZiYmECv14ubnrFYjGAwKNroBgIB8vk8FouFTqcjbnjmcrlDq/NqtUqpVGJ0dFQEeQCj0XhoNmmlUkGn0+FwOMjlcgDimDweD8VikWAwKDYkBYNB1tfXZcrlC0IGdEn6nNLpNA6Hgxs3brC0tAT8Mjh2u13RCiAcDlOpVBgZGSGZTGK328WKPBwOk8lk6PV6+P1+Njc3sdvthEIhCoUCg8FADIS+fv064XCYwWCA3+8X+fhCoUC32xUliHey2+3s7++LMsZ+v4+iKBgMBrrdrgjiw+P2+XwiFz8cedftdtnf35ftAL4AZECXpM+h3W7zox/9iHA4zIkTJ4jH40xOTpJKpTh58qSoaDEYDGJLvlarRVVVKpUKnU5H3NQcDoe+fv06o6OjeDweMV902Nxr2E99eIPS5/OJY6nX6xgMhkPlkkO1Wk1sOBqmWADxbsFsNtNqtbBYLLTbbTQaDRaLhVarRTqdZmNjA1VVCYfDbGxsHM3FlT43GdAl6XNYXl5mdnaW1157jaWlJRGkQ6EQNpuNdDpNu93GZDLh8/lQFIVOp4NOpyOXy5HP55mZmRFDn4f9z4cr7UqlQq/XY3Nzk0cffZTd3V1cLheNRkMMs4CDXartdltsYLqTqqqirn14k3XYmAt+OQZPVVWmpqbY2dnhvffeEzdQH3vsMdLpNOPj4xiNRplL/wKQAV2SPofhnM/9/X1mZmYwGo30ej2x6zKVSqHVarHZbNRqNUKhkBhFV6lURLplmB8vFApUKhVOnDghUh1Wq5VisSj6wbjdbtH6dqjRaGAymT6SaoGDHazDdgJarfYjfVs8Hg+3b9+mWq2SyWTodrtEIhHxwjQcc9dsNsUADbnR6P4mA7okfUa9Xo+XX34Zp9PJxMQE6XSa0dFR0uk0MzMzxGIxnE4nWq2Wbrcr+qUAtFotCoUCbrdbpDkMBgPxeByn04nNZqNUKmEwGMSLRaVSQa/Xk8/nsdlsIqDncjn6/b4YV3enZrOJ0WgU6ROfz0cmk0FRFAqFgui+aLVamZ+fZ3FxkXw+L4ZnhEIhut0uFouF1dVVVFXl7NmzXL9+/UivtfTZyIAuSZ/RjRs3iEajvPPOO1y4cIFqtUqr1SISiWC320kkEiiKgtlsFs21qtUqVqtVDKaYmJgQ8z9dLhdbW1v4/X7sdjvZbBaj0Ug8HicYDJLP5wmFQlgslkN58maziU6nw2AwfOQYs9ksgUAAu92OoigYjUay2Sy1Wg1FURgdHSUQCGA0GkWHyLW1NYLBIDMzM2xubjI9PS02SpXLZcLhMPF4/CgvtfQZyYAuSZ/R9vY2RqORTqeDzWbD6/VSr9dFaWGhUECr1aLRaOh2uwQCAcrlskiPtFot0VRLp9Nx48YNcTM0nU7j8/kolUr4fD4ajQZGo1HUow9vhmYyGYBDN0eHhu8Aht9vtVq0Wi06nQ6tVguTyYTT6WQwGIgUTCaTwW63iw6NvV6PQCBAq9UiEAhw7do1fv7zn5NOp4nFYkd0paXPSgZ0SfoMVFXl4sWLeDwefD4fhUKB0dFRUqkUJ06cYH19XQyG/nDlSa1WI5vNMj09Tb1ep1arMTIyQrFYpNFoiJx6s9lkY2ODM2fOEIvF8Hq9eL1e9Hq9+F3DQc4mk+kjx1ir1US9usvlYjAYoNVqWVtbY2JiglqtRiAQoNPpUCqVKBaL6HQ68TOqqpLNZqnX62xsbLCysoJer8fn8xEOh9nZ2bmHV1j6dciALkmfwbVr1wgGg1y6dInHHnsMRVHI5/NMTk5iMplIpVLiJqWiKFgsFvL5PFarlc3NTRwOh2iANUzP1Ot1FhYWSKVSuFwudDodOp2OWq2GXq8X9ejDjUTpdBqtVovH4/nI8SUSiUMbjoZBelg+OezYODY2RqPRYHNzk0QiQbPZJB6PixcDjUaDRqOh2Wzy1a9+FYfDgcViodvtUq/X5Uaj+5QM6JL0GQwDer1ex2QyiQEWw1x3r9dDr9fT7XYxGAx4PB4xNWgYJB0OB+VyWYyVG27jr9VqNJtNbt68yYULF9jd3RWj5u5cnXc6Hfr9vqgvv/PriqIcqnhxOBxoNBp2dnYYGxsTDbkMBgObm5usrq4yNzfH+Pg4IyMjTE9PMxgM2NjYYHJyUjQYc7vdtFotpqenqVarsib9PiUDuiR9SqqqsrKygsFgIBAIiLFuuVyOyclJtra2cDgc9Pt9kSIZlvltbGyg0WiYmpoSu0WNRiNbW1uMjY3RarVQVRWr1Uq32xXj6Wq12qHVeSqVwmg0ihF3d0qlUod6o8PBSLlCoYDZbBZzS61WK+l0mnw+z5e+9CXsdjsmk4lOp8O1a9fQarWMjY1hNBp54oknuHnzJsvLy7RaLRHcd3Z2ZAnjfUgGdEn6lN577z30ej3vvPMOTz31FG63m2w2y/z8PJ1OR9SX6/V6Wq2W6Hw4bHrVbDYZHR0VNyZv3LhBIBBgZGSEWq1Gv99ndXWVc+fOEYvFRO90vV6PVqsFEMF+mEoZGm7X/zCdTkehUDj0PZvNxiuvvCLaFTidTpaXl0VDrjsfazKZ2NraYmZmhl6vJ7pD9no9WcJ4H5IBXZI+pZdeeomTJ0/S7/fp9XpMTExw48YNTp8+zd7enihV7Ha72Gw2HA4Hg8GAfD5PpVJhbGyMer1Ou90mEAhQLBbp9XqYzWbK5TI2m41yuSxKCXu9HiaTSfQ8TyaTWK3WjwRz+OVgiw8bvnsY5rxVVeXy5cs8/PDDqKpKMpkkmUzi8XjQaDSsr6+TTCZJJBKsra3x/vvvi/a7lUqFZDLJ/v4+JpOJS5cusbq6em8vuvSZyIAuSZ+CqqqiVHA4n3O4Wchms5HL5UTf8GAwKG4+6nQ6lpeXcTqdjI6OUq1Wsdvt7OzsUKvVxBAJm81GKpVibGyMfD6PyWQSpY/Dni69Xo9Go3FopyhwaHDFh49ZVVXsdjvNZhOAnZ0dgsEgrVaLvb09vF4vkUiESqXC3NwcVquVUCgkmnl95StfIRwOY7fbcTqdLC0t0e/3OXv2LNFolEqlIro2SsdPBnRJ+hTeeOMNLBYLr776Ks888wyjo6Mkk0nOnj1LJpOh3W5jtVqxWq3UajU8Hg+ZTAZVVTEajaKzYSaTYWRkhFQqJXZ5lkol+v0++/v7RKNRarUaOp1OtOGFg9X5sNLkTsN3C0aj8SPHHIvFmJ+fp1KpAAfDOIYtCgwGA2NjY9hsNtbX1zl37hzVapVOp0O9Xsfj8dDpdNBoDkKE3W6nXC4TCASwWq3s7OwwNzdHPp8XN1ql4ycDuiR9ChcvXmRychKPx0OpVCIUCnH16lXOnTtHKpVCVVUMBoNYEQ+bZy0vLwNw8uRJEokEgUCAfr/P5uYmCwsLZLNZXC4XrVZLpFzMZjOdTofBYIDdbhcdFyuVykdKFePxOJFI5CPH22g0MJvNGI1G2u02yeTBlMhoNEqz2cRmswGIPuxarRaHw8HVq1cZHR0V/dwVRRFVOXCQkx8MBiwsLNBsNqnX6xSLRbrd7j279tKnJwO6JH0CVVWJxWKoqorL5cJms5FMJgmHw2IHpsFgoNlsigZatVoNo9FItVql3++LDorD/ulms5mZmRnK5TL1ep3d3V3m5+fJ5/MAhMNhsRpPJBK43W7xIjE0bI1750CLoXw+L3aR3tmK1+FwiBefYdtdVVVpNBokEgnGxsbEO4F8Po/RaESn04kXiEqlgqqqeDwe+v0+fr+fSqVCNpu9x38F6dOQAV2SPsFPfvITxsfHefvtt5mfn2diYoLd3V0uXLhALpejUCjg9XoxmUzUajWCwSDlcpl4PI6iKExPT9NqtcSkoEKhIHq22Gw20Se90+mIhl29Xg+v1ytKDYvF4ke2+Q+f98Py+bxYyQ/nk1YqFYxGI5FIhF6vh91uZ21tjfn5efb29iiXy0xOTopujsPBFm63m2azyeTkJMViUbQgaLfbeL1eJicn2djYkDNH7xMyoEvSJ7h27Rp+vx+XyyVy4tlslkgkQiKRwG630+12UVUVm80mNgFtbGzg8/lwOp2USiVcLhcbGxtkMhkuXLggRtTt7u4yPT0t8upTU1Pid8Tjcfx+/0dy5Nls9mP7uAxX28NcfrvdRqfTifTLYDBAVVXy+Txer5d0Oo2qqoRCIRwOB3q9nlKpJOrSh9U8hUIBRVEol8vMzc1x+/ZtFEUhGo1iNBq5ffv2vf9DSJ9IBnRJ+nc0m012d3dpNBoEg0G8Xi9ra2ucOnWKVColeow7nU6R/igUCmJ4RKfTwe/3UygUxGYks9lMo9EQnRJLpdKhpljDGaSDwQA4SJnc2SJXVVWazebHTiga5tSHQTsYDIpeMQsLC1QqFSqVCgaDgVQqhd1uF6t5s9lMr9ej2+2KFgT1el1Us+TzedG5cXiM6XSaL3/5y7z44ovieKXjIwO6JP07XnzxRdFO1m63MzU1RSqV4syZM5TLZRKJBAsLC5TLZdFFsdFo8MYbbzA2NsbMzMyh1gBbW1s88sgjopIlHo8zPj4u2tKOj4+L504kEmJg9J3uHFxxp1arhcFgQKPREIvFGBsbE0On79wpmk6nqVQqRCIRrFYrqqqi1WrFvNEhrVYr3l18XLDWaDSoqkogEOD555/ne9/73t267NLnJAO6JP07Ll26hNfrxWw2H1phD1vjDgYDer0eNpsNs9l8aJBFq9XC4XCIOvGtrS0MBgNOp1PM70wmk/h8PhFQB4MBkUiEwWCAoiik0+lD4+XuDNofNuyB3mw2MZlMh6YZDT+/desWRqORyclJUU4J4PV6yefzaLVaer2e+J13Bvjhuw745TDsoXPnzrGxsSFKJKXjIQO6JP0KmUyGYrFIsVjE4/FgtVqpVCrMz8+LtrOBQACdTifKDoc7Ke12O6Ojo3Q6HVwul5gdOrxharfbSafT+P1+EokEOp2OYDCIqqpoNBoSiQQjIyMfqWDJZDIfu4nozh7o2WwWv99PLpej3W4zPT2NXq9nY2NDDLcAcLvd4mbmMP2j0+lEUPZ4PKLqZvh5NpsllUqRSCRIJBLkcjm2t7dFPfyNGzdE0JeOngzokvQrvPXWW5jNZorFIpFIRGwImpmZIZPJ0Gg0xM5Og8Egeo8nEgl8Ph8Wi4VMJkMgECAej7OxscHS0hLFYhE4HJzb7TY2m03UqSuK8pFWuMMyxY9Tr9ex2WwUi0VcLhfJZBKn04nBYMBoNKIoiujJMgy4er0enU4ndpEO6+GHpZjDFX08HhdBPJ1O4/F4xPV46KGHMBqNTE9PMz8/T7FYlFONjpEM6JL0MbrdLhcvXmR+fh5ApCKcTifFYlG0u+10OlitVhwOB91ul2q1KvqmDHdbarVa2u02DodDlBQWi0UMBoMoYXS73bTbbYxGI4lEQnRNvHOF/qvKFOPxuAj8tVoNg8GAoihUKhX8fj96vZ7NzU1OnjwphlTDQQ7cbDaL4/V6vRQKBXZ2dqhUKjz11FM0m00ikQinT59mfn4ep9N56AYv/DL98uSTT7K1tUWj0aDRaNyLP4v0CWRAl6SPEY/HicViFAoFTpw4QTAYJJvNMjk5SafT4f3332dpaQlVVSkUCvh8PtLpNCsrK5w4cYJIJEI6nSYUClEoFLhy5QrPPfcc2WxWBHKv18tgMCCbzYr+Kf1+H41GQzweP3Tj81d1UxyWJWq1WpLJpKg80Wq1oqwxnU4TCAREP/Zh3tzhcIh6cwCj0cje3h4+nw+fzyfqzYeP1el04gbpMOd/p2EJY6lUknXpx0QGdEn6GFeuXMHv94t2tU6nk2q1ysjICI1Gg3a7jd/vJ5vNisB7Zwtds9lMJpPB7XaTy+VwOBzU63XRu6Ver9PpdPD5fGKbvc1mE2mW4Zb8oV/VTXFYQdPr9RgMBpRKJTweD+12G4vFQqVSodFoMDs7KyYWwUHw1mq1NJtNjEYjrVaLcrmMTqc7lNYZrr6H1TuVSoXBYIBOpxMB3eFwUKlU0Ol0PPTQQ9y4cePQjVXp6MiALkkfUiwW+clPfsKXvvQlut0ukUhEDHuu1+sMBgORemi324TDYWq1Gu+//z4TExPo9XoGgwGBQIBMJkMmk2FxcZFMJiNa5TqdTvr9PhsbG8zOzmKz2cTqPJFIHOrPcufOzw8f5zDID0scO52OyPmrqsre3h6zs7MoioKqqmLFPay0abVauFwuMpkM1WqV8fFxGo2GCNKKoogZqcPgP2wrMOyyaLfbxbBpg8HA5OSk3Gh0TGRAl6QPKZVKpNNpMdBZURQGgwF+v59qtcrNmzd54okn6Ha7YkdnoVAQq2iXy8X+/r4I9Pv7+7jdbrxer+gprtVq8Xq9BINBSqUSbrf70Op8ONACfnnD88Oq1SoOh0PcLI3H46IPu6Io7O3tYbfbCYfDohXvsDOiVqsVrQqGdeuRSAS73U6lUsFqtYrc+vAdR6FQIJfLUa/X0Wg0H1ub7nQ6mZ6eZmVlRdxslY6ODOiSdIfBYMDPfvYz0dek0+mIre8WiwWbzYbBYKDT6bC1tcW5c+eo1+tsbW2JVbHFYkGv15PL5chms5w5c0Z0VcxkMng8HlRV5datW5w+fRq9Xk+v10Or1YoUylAmkxEDLu6UTCbFjdNisYiiKLjdbvGiksvl6HQ6hEIhtFqtGLzR6XQwm800m01xHru7u4yNjR1K8Qy7LA5voOp0Om7fvo3VauX69eu888477O7ukkgkGAwGYsj08MXAbrezvb19j/9a0ofJgC5Jd0gmk1y6dInFxUV6vR6hUIh+vy9SHu+//z6nT58WOW+NRkM+nxcB2+12k06nGR8fZzAYcP36dSKRiMhn5/N5+v0+LpeL8fFxEcCH3RvvXPXDwU3PD3dZHA6D1uv1Ih1Tq9Wo1WqEw2Ha7Ta1Wg2Hw3GobLHZbIq5pcPVdzqdxuv1fmSj0vBxer2eSqXCxsaGOL+RkREeeeQRgsEgN2/e5F/+5V9Eb5dms0kulyMSiYiWvdLR+cSArijKf1MUJaMoys07vuZRFOVFRVHWP/jovreHKUlHo1qtsrW1RT6fJxQKEQgEROvYVqtFrVZjZmaG7e1tJiYmaDQaZDIZ9Ho9Ho8Ho9EobkTGYjHOnDlDqVQStehOpxOj0cjNmzd56KGHRDnkcHV+Z8+WYdXKhw13j6qqSr1eJ5/P4/f70el06HQ6kskkGo1GrPSHg6eH1Sw6nY5ut0ulUkGr1R5K5wzH6A0GA1qtFhMTE1y/fp1er0e/3xf931dXV9Hr9SwsLPD1r3+dYDAo7htcunSJUqlELBZjZ2fn3v7BpEM+zQr9vwO/+6Gv/WfgJVVVZ4CXPvhckr7QKpUK//AP/8ATTzyB0WjE6XSKUXLDksLhDs/BYCD6s6RSKU6cOEGpVKLX6xGNRun3+7z77rucPHkSQKxcu90uDoeDyclJsSoffux0OqKr4nDk3J2rdThcvhiPx7Hb7aIV7/BFQ6/XH+rEOJxRqqqqeAfQbDapVCr4fL5DFTWKooiWvuVymVgshsViodvt0m63uX79Orlcjmq1iqIopFIpKpUKbrebaDTKzMwMExMTNJtNWq2W+L50ND4xoKuq+jpQ+NCX/wPwdx/8+++Ar9/l45KkI1cul1lfX8dqtdJqtRgZGRFpi36/z9tvv83TTz/N7u6uCFrlclmkRYbb+PV6PeVymYmJCdHxMBaLYbfbMRqN3Lp1i8XFRdFLRafTkc1mD20a+lWTiCqVCk6nk06ng06n+8gAjeELwJ2dGIc9Znq9Hq1WC6fTya1btz62wZfNZqPRaKCqKuvr6zidTlZWVmi329jtdkZGRsQ80UgkgtvtJhaLsbKywptvvil2yT799NM4HA7i8Tivvvrq3f9jSR/r8+bQg6qqJgE++Bj4hMdL0n1NVVXefvttqtUqPp8Pj8eD1+slkUjgcDhEasJoNIpOhrlcjlwux9TUFM1mE41Gg81mo9Pp8OKLL/L8889Tq9XQarWsr69jsViwWq1Eo1HREjeVShEKhWi1WiIID7f+fzivfecw6HQ6LXL8rVZLtCgY7uy8k81mYzAY0O/3abfbh260Dlfnw49Wq5Vyucxbb71FLpfD5XKJdxlTU1OH+rQkEgnq9TonT57kd3/3dwkGg1SrVdGaV6PRkE6n6XQ6sh3AEbnnN0UVRfkjRVEuK4pyWY6pku5XyWSSt99+m4cffpidnR1mZmbodrvY7XasViu3bt1iYWGB9957j7Nnz9JqtWi32+RyOdEzJZVK4fP5aLVaBAIBsVN0Z2dH9Gi5ffs2i4uLYiiGTqc71FgL+EgPF0BsHDIYDJTLZbRaLUajkWQySSQSYW9vD4fD8bGbj4Z18cPujm63W+wuHQwG6PV68aKg0+n413/9VwKBAKdPnxY15R6Ph4WFBZLJJIVCgd3dXcbHx8WLRSwWEyP2EomE6O8yNzfHww8/zAsvvHDP/4bS5w/oaUVRQgAffMz8qgeqqvq3qqouqaq69HHlV5J0P9je3mZjY4NIJEKn02Fubk4MSdZoNGSzWebn59na2mJqaopMJkMulyMajaLT6USeudfr8eMf/5hvfOMbYoV7+fJlwuEwJpOJQCBAuVzG7XaL1fmddeadTge9Xv+RLovDPDscpIZ6vR5GoxGHw0G1WhX1406n82PPT1EUsfnHZrOJssRhS9xGo4HBYODKlSvo9XrGxsawWCwUi0VMJhMmkwmXy0W9Xmd7e5tAIIDP52N7e5vt7W1GR0cJBoOEw2GCwSDNZpPt7W3m5+dJJBL0ej2ZSz8Cnzeg/wj41gf//hbwL3fncCTp6NXrdS5fvoxOp0NVVc6ePUsmk8FiseB0OsnlcoRCIbFybrfbDAYD8vm8uKlZrVYJh8MUCgXC4TDpdJpIJML6+jqjo6OUSiW2t7dZWFjA7XaLHPhw1+jQh/ufw0HlzTDgp9NpFEXB7/eLsXbFYpF6vS7a4n7Y8AZroVA4VNM+vFk6fI719XU6nQ6Li4uiodfk5CRarZZGoyG6NYZCITY2NojFYszOzh7qAw+Ixww3N7XbbZ555hk5AOMIfJqyxX8E3gLmFEWJKYryn4D/AvyOoijrwO988LkkfSGtra2Rz+dZXFzkF7/4BU899ZQY2DxMt5w8eZI333yTxx9/XKzOnU4nvV6PsbExsU3+4sWL/N7v/Z4I/i+//LIIkE6nk1arJSplQqHQoaqVYXnkhw13kg5HzymKQqlUIhQKEYvFcDgcWCyWjx16AYjAOgz4d+bM4eBdwcbGBtVqlUcffRRVVcU7EYDd3V28Xi82m41qtSq6TEYikUPTlO7sE/P/s3fmsXHm93n/zH2QHM5wyOFwLt6HRIqkREmUuCuttEfW9tp17cCuXaf10dppihYoEiBoUbhA/0gDtAiKFmjaunWO2tmkSeC1E9t772q1K1GUKPGSRFK8ORfn4Byc+3z7B/P+TEq0k3q3jXc1D7DYBUWRc7z7fX/zfJ9Do9HQ09NDJpMhk8nQ2NjI6upqLePl/zH+JiqXL0qS1CZJkkaSJJckSd+WJGlXkqRnJEnq/at/P6yCqaGGDw3W1ta4cuUKFy5cYGBgQBQox2Ix8vm8KFeWs1Lk5aI8mLVaLQaDQdjnk8kkra2tLC0t0dPTg8/nE5kqzc3NglZ52AUajUYfKX4++D0+n0+czlUqFaVSCa1WSyqVOjJWV4ZceCFDljDCfgPS9vY2oVCIJ598ErVazerqqnDHBoNBPB4Per2e7e1tAPr6+g7F5x78uQf/22azCUWOXq/nl3/5l/mt3/qtn/NdquFvgppTtIbHGisrKyLM6nvf+x6f+cxnyGaz1NXV0dbWxr179xgcHOTq1as89dRTQlctUya9vb2srq7S1NTE3bt3uXTpEl6vF7fbzSuvvML4+LhIaaxWqxgMBqFWkReRsC9HbGhoOPTYKpWKGIa5XE6kPsqlGdFolEqlcqT5SEY0GsVut1Mul8XJHBCuTq/XSyAQ4NKlS0KbfuLECa5du4bFYsHj8TA/P08mk6G/vx+1Wk1DQwP5fP6R+NyHoVAoqFQqdHd3i7+/vr4ubgw1fPCoDfQaHmvMz89z7949nn/+eRQKhYiPDYVCIkWwUqkIW361WqVUKqFUKslms1gsFqrVKsvLyzidTlGCsb6+Tnd3N6urq2QyGex2u+DftVqtGPoyZFrlIA6mLkYiETQajYghCIfDmEwmlEolWq32yOeWTqepVqtCeXMQ2WyW7e1tYrEY58+fJ5PJEIvFqK+vFx2psnrF6XRiMploaGgQ9XlHLTgP5qcD2O12kskkfX19hMNhlEol/+yf/TO+9a1vEYvVPtT/v0BtoNfw2EIua3j77bcplUpcvnyZYDAo4mZXVlZoa2tjYWGBJ598kp2dHUqlkmgF6u3tZX5+ntbWVvx+P6dPn2Z7e5v29nZeffVVzp07RyAQoL29XdS9hcNhGhsb0ev1gnM+GIMrQ05QVCgUQl8uq0e0Wi3lcllQO0ehUqmIZiGlUnnoZJ7JZNjc3KRQKHDmzBlisRipVIpyuSzMT16vF6fTSVtbmyjiODjEHy6JliSJpqamQ4NaoVAc+prZbGZoaIhMJsO9e/fe/xtYwyOoDfQaHlu8+eabPHjwgK9//etcuXKF0dFREX3b3t7OwsICjY2NeDweKpUK1WqVZDIpFqZms5lCoSBcl3q9Ho1GI4xHPp+PSqUizETy6Vy26cuQY3APQi6mBkTwl6ycCQaDaDSaI1MYZWxvb+PxeB75eiqVwuv1otFocLvd6PX6Q9SNvHR1u91iySrfjLLZLHq9nnw+f2igy59kDlI6Dw93GQaDgc985jO88847j3DwNbx/1AZ6DUNTJJUAACAASURBVI8l8vk85XKZ73//+7S2tgr1Snt7O7FYjEQigdVqZWVlhbGxMYLBoNCkp1Ipenp62NraEvb7/v5+Njc36ejo4K233uLMmTPCjCTnk8shXgeplUgk8sgi9ODX5Ox0rVaLxWIhHo9jMplEI9FReDg2QP4koNFo2NjYQKvVHirUKJVKovCiXC4/Qv3IWndAPAZ5eFssFsrlstC4y5DDzOTBrlQqBefe09NDT08P77zzzs/z1tXwM1Ab6DU8lrh27RqRSITLly/z5ptvMj4+LvK/XS4X165do7W1lfb2dlHmEA6HCQaDHDt2jLq6OnZ2dsRJuLm5mVKpJFQpOzs7GAwGlEqlsOfrdDrS6fSh5Wculzs0mOVscYPBQLlcFqd5mYJJp9Mkk8kjc1hgn0aqq6s7xKvLp2aZWpHlk2q1WhRFS5JEOp0+9MlBhhy3K7cXyTQQILLVf9qC1OPxsLW1RWtrK6FQCEBkwgQCgVoJxgeM2kCv4bFDoVAgEAhw8+ZN+vr66OnpoVQqCWeknC8uV8cFAgGUSiXNzc1sbW3R3d1NPB4Xapf29nbW19fp7OzkypUrnDp1ipmZGSHvg/1Td7lcPmTpP5jNIsPn84llqd/vF8Yhl8slAr6OsvcDgt8/6s99Ph+AqM9TKpXo9XoymQwOh4P19fVDj02SJNE1Wl9fTzqdRpIkGhoaKJfLtLS04PV6SafTbG1tEY1GCQQCBINBAoEAgUAAn8/H7Oys0PnLFExDQwN9fX1kMplaVd0HjNpAr+GxgyxVlC39XV1d1NXVoVarsVqt/PCHP6Snp4eOjg7hptzd3eXWrVv80i/9ElqtlqWlJeLxOD09PbS0tJBMJllfXxfDXW4AkhUmSqVSqGgA0e8px+XCvmPVaDQKm34sFsNkMomC6r/O3u/3+488uadSKREX0NTURF1dHSqVilgsJrpBbTbbocUp7C8xE4kEBoOBbDYL7HPjiUSC5uZm7t+/TyaTob29Xdj+W1paqFarIjtmbGyMsbEx0uk0b7zxBj6fD7/fz/b2NufOnePGjRsf6Hv7uKM20Gt4rFAsFpmammJlZYXjx49jNBppa2tDqVSiVqvR6/WEQiFKpRIdHR34/X4UCgVWqxWv10tXV5dQu0iShN1ux+v10t3dzdLSEi6Xi/X1dWw2mxiukUiESqUiKuPg6OErly/DT5aa8gBPJBKk0+mfau/f2dk5Uo8ua8vlaAKZ197a2qKnp4e1tTVx45KTFBsaGkilUiK8S+bLGxoaRIXdzMwMTqcTrVZLLpcTg3p3dxeXy4XL5cLhcKBUKqmrq6O9vV04cJubm3G5XHR1dXH37l1RNl3D+0dtoNfwWMHv9x/if7Va7aET7+3bt2lubqajo4OGhgbBLU9NTfHss89SqVTY2dlhY2ODwcFBzGYzkUiEubk5jh8/zv379xkdHUWpVGI2m4Uh6CBvXq1WHymCPjjMo9EoCoWCbDaL2+0WRRY/zd6fSqXEzeggJEnC6/VSqVREKFhbWxsbGxu0t7cTCARE9K9sXoL98K5CoSCq7uSYgPr6eoLBIOFwWJiLVlZWyGazIvLXYDAwPz/P/Pw86XRalEXLRqRisShUNTqdjs7OTmZmZj64N/gxR22g1/DYoFQq8e677+L1emlpacFiseB0Osnn8yJ3JBQKUVdXh91uF1Z7nU6H3+9neHiYYDAoBqDFYiGRSIigrHK5TDabRaFQ0NnZCewP54eVLT6f79DpXJIkstksRqORarXK+vo6zc3N1NfXk8vlRGHGUfZ+mQ56WCkD+xksuVyOzs5OQqEQAwMD+Hw+IYG02+2CH5fliLBPucindBkKhQKv18vKyoq4EblcLkwmE9lsFo/HQ1tbG0ajEUmScDgcJBIJlpeX2djY4J133kGpVLK5uUk0GiWRSHDnzh0+9rGP8Wd/9meiHq+G94faQK/hsUEwGGRra0tQD9Vqld7eXsrlMru7u6ytraHRaOjt7RUDuFQqcePGDS5cuMDe3h5KpZLZ2VnGxsYwGo14vV7u3r3LiRMnWF1d5dSpU6IMQ6Y7DipH5Az0g+mEB2WG6+vruFwu4UKNRqNks1na29uPfE5yLvnDCIfDohquUqkIU5JerycWi4nqOkmShHyxWq0CP1mIyq5PSZK4e/cuuVyOkydP4nK5aGhoIBgMUi6XcbvdLC8vc/PmTSGD1Gg0nD17lrNnz/L000/jdrspFouYTCZcLhc2m43Ozk729vbQ6/XMz89/MG/yY47aQK/hsUC5XObGjRtkMhnC4TDPPPOMkACeOXMGr9crmu6bmpoEd14oFIjH45w6dYpEIoHX68VqtQqpX7VaFdG0jY2NZDIZBgYGAIQ9/yAVcjDXHPY5bp1Oh1KpJBqNimhel8tFKBRCpVJhtVofyUeHn4R5PfxnqVSK3d1dQZPU1dWJ7Bm5I7WlpUUUPz8MhUIhhvtBI1Jvby8qlUrEDReLRSKRCDdv3qS5uZnx8XHBnR+ksVpaWoQEVKvVCjWObMhyOBz8xV/8xft7g2sAagO9hscEm5ub3L9/H6fTiUajIZFIMDo6KhqAIpEIOzs7Qmoo89xXrlzh6aefJhgMotfrmZ2d5fz586jVah48eEAgEODYsWMEAgH6+vpEk1AulxMLQhn5fP4RnjsajdLS0kKxWCQUCmGxWAT1Irs2Hw7tAoT2W85Jl1Eul/H7/aRSKbq6ukQRRiqVErnldXV1QlsOPKJukemXUCgkgstaWlqE+uatt97i3Llzoq7vU5/61JE3hkAgwPb2NpFIhHA4jEKhoLW1FUmS6O3tZXx8nEAgwOXLl/n2t7/N+vr6+3uTa6gN9Bo++qhUKty5c4dqtcrm5iaXLl0iEAhQX19PT08Pk5OTKJVKjh07RkNDg9Cd+/1+TCYTPT09wL7c0Wq1CuWGXDZxkB4ZHh4GEPnjB0/PckqijIPVc/LjkaWFwWAQ4JEqOhmhUOjIHJetrS1isRjDw8PiBB8MBmlubiaZTArqQ6vVHuoHhZ8MdlmWWSwW6enpEfHAW1tbbG5uivRGuXdVdrLmcjkkSRKDvKWlBbfbjcvlQqVSiWRHORPd6XTidDqx2Wz8w3/4D/nt3/7tmtHofaI20Gv4yGNlZUUMomq1ik6nw2q1otFoxCCSqRSHwyFOmzMzM5w6dUrIFFdXV3nqqaeAfTVMIpHgxIkTRCIR2tvb0el0ot0nk8kcylqRnZ4yZPVMfX09Ozs7lMtllEqlaD3K5/OHZI4H4fV6j9Sb+3w+gsGgWN62t7eLerhwOCzkmQeliMChm04qlSISiQhXaHNzM4lEgrW1NTKZDHV1dbS0tODxeFCpVIJnN5vNLCwsiIWz2+1Go9EI7XxraytNTU2iINvv9ws1T2dnJ4ODg/j9flG0UcPPB/Vf/y011PDhRbVaZXp6GqVSydTUFF/96ldZXFzkwoULNDY28v3vf5/GxkaefPJJ6urqCAaDKJVKFhcXcTgc2O120um0MNiUy2VUKhXxeByLxSLMP6FQiPPnzwP7DUh9fX2HHkc8Hj+kIZejcTOZDIVCAbVaLaICZAfpQdPRwZ/T0NBwqCkI9mWPfr+fnp4eEokELpeLra0tPB4P29vbdHR0IEnSoeXnw9z7zs6OCOJqaGjAZDLh8/mEy1Ne1oZCIfGcd3d3UavVh3YDgUAArVYrbhjyPmJtbU0Ub6tUKkwmE5FIBEmSOHfuHPPz8/zZn/0ZX/va146kmWr461E7odfwkca9e/fI5/MEAgEGBwfZ29vDaDRiNBrFCT0ajWI0GrHb7aKNaG1tjcHBQVKpFJVKhZmZGc6fP0+lUmFpaYmdnR2GhobI5/PYbDYaGhpENK0kSYe47d3d3UNLQnmAq1QqkTgoRwt4vV6MRuOREsVSqUQ2m33E2p/L5dja2qKxsRGVSoXZbBZSRp/PJ4a5/HvkZa4MSZLY2NjAbDaLPBelUsnGxgabm5tYLBb6+/sPPQetVsva2pqQYNbV1eH1erHb7aLtSG5Gkn/36dOnmZiYoLOzk76+PkGBSZIkSkBWVla4desWyWTyA3j3Hz/UBnoNH1lUq1WmpqaoVCoirzyRSHD8+HG0Wi3vvvsuGo2GEydOiFhbhULBgwcP6OnpQaFQCL5X1leXy2V2dnbo6OgQQVg7OzucOHECgLm5OcGjw/7wzufzh+Jxw+Ewra2teL1e9Ho95XIZu93O3t4e8Xj8p0oUH05RBET/Z7FYxOFwoFAoKBaL6HQ6YrEYTqdTxA7IJ3S5vu7g35cNTC6Xi0QiQTwe5/79+4yNjXHs2DFBQ8k57IuLi7hcLpqampicnCQUCqHRaAiFQuh0OpqamgRH7nQ6BZUVi8XY2Nhgd3cXvV7P2bNn8fv99PX1IUkSX/rSl7h7924tEuDnRG2g1/CRxdzcHCqVipdeeomvfOUrLC8v09DQQEtLC7u7uxiNRsrlMlarFavVKoZ1JBLB4/FQrVYxGo1cv35dSBE3NzepVqt0dnaSy+UolUr09/cD+4tQh8NxiA4JBoOHhnA8HhdWfqPRKDJatFotq6ur4kbyMILB4JHW/q2tLUKhEKdOnRKa7mKxSKFQoKmpSaQuyidzpVKJUqmkXC4jSRJra2u4XC68Xi8ej4dQKCRyX06ePCkq8kqlEl6vl3A4zMWLF6lWq6LtaWJigmPHjuF0OoV00+/3i5CuQCBAKpUiHo/jcDg4ceIEer0eh8NBW1ubkH0ODQ0Rj8cZGRnhzp07NdXLz4HaQK/hIwlJknj33XcJhUK0t7eTzWZxuVzU19djNpuZmZmhqalJKFESiYSwyjc1NaHX64USJJ/PYzabCYfDJJNJ4S4tFAqYTCZaW1uF9rujo0M8Bp/P94hKRV6EJpNJMpkMWq0Wm80m8l8eliHC/qJSo9E8InkMhUKsrKzw5JNP4vf7sdlsxONxwccfXMLKN4mDJ/T19XXa2toIhUJ0dnaytraGwWAgHA4zPj4u/m4wGCQajQrNeLlc5ubNm+h0OsbGxohEIkLBUq1WcTgc4h+LxYIkSZjNZlQqFZIkoVar2dzcxOv1olKp6OjooFqtivKOUqnEmTNn+N73vvdBXAqPFWoDvYaPJN599110Oh1vv/02L7zwAoVCAUmSGBgY4N133+XkyZOEw2FcLheNjY2Uy2WWlpbY3d3l1KlTpNNpQSeMjIyQz+dJpVKUSiVsNpvIT5FP8pubm8LuD4gT+MFc8mAwSFtbG9vb25jNZrLZLHa7nWw2+4hmXUa1WhWpiAext7fH4uIio6OjBINBPB4PXq9XlGk8nMgom4XkE/qDBw9EZIHVaqVUKgm6pLu7WyxPA4EARqMRt9tNNptlaWmJZDLJyMgIDoeDpaUl1Gq1GPYytZTJZPB6vWQyGfR6PYVCgc3NTV599VWuXbvG9vY2KpVK3Cw8Hg82m426ujoKhYIwQN26deuDvCw+8qgN9Bo+cqhUKkxOTrK8vMzY2BiwH/sqOyXlsgZZT53NZkmlUvh8Ps6cOUMymcRms+H1ekW0rJyY6Ha7iUajVKtVOjo6aGxsZHt7m8bGRrGsLJVKpFIpUSEHiKCreDxOc3MzOzs7WCwWdDodc3NzjIyMHPlcjqqSK5VK3L17F6fTSaVSoaWlhc3NTWw2G7lc7siFKvxEZ761tSWiCeT6uHA4TF1dnaB8ZKVPT08PSqWSTCbD5OQkFouFsbExdnd32dvbY2Bg4FCIVzAYZGpqis3NTVQqFcViEZvNJuILmpqaGB8fZ2RkhHK5LE71P/7xj8UnkY6ODlZWVrhw4QJ/9Ed/9L6vh8cJtYFew0cOP/7xjzEajfh8PgYGBkQT0enTp0U70ebmJl1dXRiNRorFIjdv3hT8ularRa1W8/bbb3P58mVisRgqlYpEIgEgln7Nzc2Ew2EkSTpk8jlYUiFDHuClUom9vT1UKhWtra2srq4KS/zDiEQiwqF5EPfv30en09HS0oJOpxOVdbJS5CjIHPr6+rr4RCI7WpeXl+nt7T1ED/l8Ptra2igWiywvL4sij+bmZjY3N9FqtTidTlQqlTAcXblyRewUCoUCfr9fcOmpVAqlUklDQwOlUomFhQVxsq9WqxQKBWKxGPX19Tx48EAUYev1el577bWf+1p43FAb6DV8pJDP55mammJpaYljx47R09OD3+/H4XCwsrIiMs6Hh4fJZrOUSiXW1tYol8uMj4+zs7ODx+NhZmZGRADkcjkKhQI2m41SqYRKpaKxsVHI/zQajdCMBwKBRwxBiUQCk8lEMBikqamJaDSK0+kklUqRSCSOdIPmcjmq1eohHhz2TUWhUIjjx4+Ty+XIZDKYzWb29vZ+qqtUxvr6uogMViqVZLNZ7t27x/j4uPh0IadG2mw2Hjx4QCaToVqtMjg4SCaTIRAI4PF4hGFobm6OSqWCx+NBo9GI1qKhoSFOnz7NmTNnOHXqlFiAym7cgzz72NgYZ8+exeFwYLPZRLxvLpfj0qVL/Kf/9J9EwUYNPxu1gV7DRwovvviioB5kTjcajdLX14fX68Vms4lmIq1WSzwe586dOwwODor8cdlZeuzYMUqlkjAcySUPDQ0NtLa2EolEKJVKQsWyt7eHVqs9tLyUJIlkMkkulxP8eUtLC2q1mvn5eUEJPYyjrP27u7vMzs5y+fJlETvQ0NDwiGnpYcgnc/lGVC6X2dvbY3V1lYsXL4qbUTgcplKpHIo/aGxsxO12E4/HSafTQu1z/fp1VlZW0Ol0KBQKYrEYVqtVyBwtFsuRQ/hgvIDsMoV9jt/hcPDMM8/Q2NjI0tISwWCQ/v5+6uvr+f73v/83efsfe9QGeg0fGezt7TE9Pc3y8jJut5vnn3+e73znO3z5y19menqarq4u9vb2cDqdJBIJFAoFc3Nz4qRYKpUwGAxsb29jMpmoVqtUKhWi0SgmkwmNRiOSFuV8FDnwqlKpCH78IDY3NwV/Lzfz2O12ZmZmGB0dPVKi6PV6HxnQ2WyWqakpnnzySXw+H0ajEb1eTzQaPaSseRjyMFer1VgsFvL5PLFYjFAoxIULF4TE0ufzYTAYqFQqZDIZEbkrZ7B0d3djMBgIhUJcu3YNlUrFsWPHqFarqNVqTpw4QV9fn+gNlWkuGfJyVw4Es1qt7O7uij+vq6sjlUqhUCi4dOkSw8PDlMtl3nvvPX7zN3+Tr371q8ITUMNPR22g1/CRwX/8j/+RkydPIkkSHo+HlZUVxsbG2NjYQKFQoNVqsVgsaLVaGhoamJubIxaLcebMGZG0ePv2bYrFIna7HaVSSWtrK4uLi5hMJurq6kS5clNT0yH1yVHLS1m2KA+uQqGA0+lkaWkJt9v9CJ0CiCiBg21GhUKB9957j9HRUbLZLHq9HpVKxe7uLl1dXT/19ZAdoEqlkra2NuLxuBiq4+PjYpG5vr4uelGz2SxKpZL29nbxCcTj8RCJRJicnESn0+HxeETjkMlkElSPXFkHiJ+9t7eHz+cjFAoxODjI6uoqgUCA9fV1wa/7/X50Oh3RaJR8Pk9jYyOFQoGPf/zjuN1uQqEQX/nKV/iVX/mV93eBPAaoDfQaPhJYWloiEAiwtLRES0sLzz77LK+//jrPPPMMfr+fpqYmUehQrVbZ29tja2uLzs5OQbXIbUSZTIa2tjby+TzT09MMDw+TyWTo7e2lUqlQLpcpFotCTSLTIw8nKzY2NopMdHkAJhIJVCrVkcFbxWKRXC53SHJYKpWYnJykq6sLjUZDtVpFpVKRSqXo6Og48oQPPxnmkiSJTyQ+nw+1Wi1uesVikY2NDTo6OggEAuRyOdGUtLW1RXd3NyqVioWFBdLpNO3t7eIUbbfbRRH2UZALL/x+v6jNu3fvnigZMRqNLC4uEgwG8Xq93Lx5k3feeYe33nqL1dVVfD4fS0tLdHV1MTAwwLlz55ienq7V1f01qA30Gj70kCSJ3/md3xHtQ2fOnOHP//zP+frXv87KygrVapWmpibhlGxra+P111+nsbGR7u5u8vk8arWatbU10uk0g4ODQrooOx0nJiZEkJTdbhfJg+l0GqVSidFoFI8nmUyiUqlEkFehUKBQKKDVakmlUof06gchB3bJqFQqouPUbDZTKBTQaDTk83kcDsehU/zD2NjYoFqtipO2nOc+NDQE7BucQqEQbW1t3L9/H5VKRU9PD3t7exQKBdrb28nn80xOTtLa2kp9fb1oU/J4POj1esGHyygUCty/f5/JyUm0Wi0ul4tcLideQ6PRyPDwsFDImM1mHA4HXV1duFwuBgcHGR0dpaenh42NDdra2piZmcHj8XD58mV6enr47d/+7UPcew2HURvoNXzo8dprr2E0GsWAkiV25XKZcDjM8ePH0el0BINBenp6ePvtt0XJQjQapbu7m2QyyebmJmazGYvFgkql4k/+5E/o7+/n3LlzRCIRlEolTqdTZKpIkiQKKmTkcjkRoBWPxymXy0IGmUqlaG1tRaPRPPIcZJmgDEmSRHSB/JwAUfh8lMxRxvr6OuVymc7OTnEClivfVCoVsViMbDZLY2Mjy8vL2O12mpubxcLWarWyurrKxsYGHo+HBw8e4Ha76ezsPNKwFIvFePDgAQsLC2i1WpEno1AoGBkZ4fTp04yNjdHV1YXT6aStrQ273Y7dbqelpYWWlhbxZw6HQ+TAvPTSSygUCpaWlnA4HPzqr/4qr732GleuXHmfV8xHF7WBXsOHGolEgt///d9Hq9Wi0+kYHBykUCgwMDBAOp0W0r9AIMCpU6fw+XxMTU0xMTFBsVgU3PGVK1dwu92Mjo6yubnJ3NwcFy9eFIs4Wd0iyxRl/fXBIK1KpSJuKnKlndVqFcvBh8uiZfj9fqxWq1CbSJLE/Pw8xWKRrq4uSqWS6CI1m82PRAAchBxR29vbi9frFQ5Wj8dDuVwW6hilUsn6+jr9/f0im729vR2FQsG1a9fQ6XSUSiXi8TgTExOPLHur1Sp+v5/t7W1WVlYIhUIiH2Z8fJz+/v5DnyI0Gg3FYpFisUipVGJ+fp5AIMDu7i7BYBC/38/e3h75fJ6WlhYuXrzIxMQECoWCGzdu8O6773L27Fl+5Vd+hW984xtHNiTVUBvoNXyIIUkSL774IhqNBqVSycDAAPl8XtScLS4u8vzzzxOJRMQC8sUXX+STn/wk5XKZfD6PRqMRJ3OPx0MgEBC1aw8ePGB0dFTQHWazmWAwKCSLD/d5ygM+EomQyWSw2+1Eo1ERhnWUtT8QCGA2m0UIFuwbhwqFgsg4yWazIvL3qEWqjNXVVarVKn19faytrbG9vc3g4KDg99fW1jCbzaRSKQKBAENDQySTSTQaDTabjZ2dHSYnJ/F4PGxsbDA+Pk5fX594jnI7k8/nY3t7m2AwyN7eHul0muHhYc6dO0dvb++h10SmXGR3azqdxuPx0NLSwokTJ9BoNDgcDpxOJ11dXSwsLAjeXTYeTUxMYDKZuH79On/n7/wdBgcH+fVf//X3ff18FFEb6DV8aLG4uMj3vvc9nE4n7e3tFItF3G43ZrMZr9fLyMgIPp+PQqFAX18fP/jBDzh9+rRwkbrdblKpFMvLy3g8HhwOBzMzM0iSRCaT4ezZsxgMBjHgt7e3cTqdZLNZqtXqoSAtWeVSKBTY2trC7Xazu7srEhuPcnzu7OwI9YyM5eVloVlXq9Ukk0nMZjNqtfpQBO/DePDgAQA9PT1Cwz06OkpTUxPValWEf3m9XgqFAoODg4LmqaurY2ZmhkQiQX19PZlMhosXL6LVakW3arVaZWtri0wmQyqVElEDx48f59ixY8JolU6nD6Usyn4Ap9MpKBZZCWMwGMjn8+I5yNy60+nE7XZz7949kdI4NjbG8PAwV65c4YknnuDHP/4xOzs7H8h19FFCbaDX8KFELBbjO9/5Di6Xi0qlgtVqZWBggN3dXVQqFblcjuPHj7O8vExPTw+3bt0il8sxMjJCJBIRg+6NN95gaGiIwcFBXnrpJZxOJ3q9nrq6OqxWqwjQktMM1Wr1I6YfWZMum4W6u7tFwYM8wA4uTWFfGVNXV3foprC+vk4mk8FisWAwGEgmk1itVqrV6pFUjYylpSVUKhVdXV3cu3ePaDTKqVOnMJlM5PN50Vw0NzeHzWajra2NYDBIR0cHlUqFN998k5aWFqLRqFCVSJIkpIfxeByfz4dSqWRhYYFUKsWzzz5LV1cXarVanNoDgQCVSuWQC/Rgnk0mk6GhoYFwOAzsf8KSIwLkog8ZBoNB8PZarZbl5WXq6+v58pe/zM2bN/n85z/PF77whUd6UR93vK+BrlAoNhUKxYJCoZhVKBTTH9SDqqGGn4Vyuczk5CRXr17FaDQKO7kcnjU/P8/TTz/Nq6++ytmzZwmFQty9e5fPfOYzhMNhgsEgNpuNH/zgBzz11FO43W5u374tzETZbJb+/n50Oh06nU7Uzen1epEbLiMWi2EwGIQMz+VyEY/H0el02Gw2dnd3H3F8RiIR9Hr9oZo1r9dLKpXCYDBgMplEuFexWHyEv5ZRrVa5f/8+er2e9vZ25ufnicfjnDt3jrq6OhKJBLu7u1gsFhYXF/F4PGi1WvL5vKiom5+fx+VyEQwGmZiYEEtPOZ1xa2tLxONubm5y8eJF+vv7hRvX6/WiVCqFHv3hpWmhUMDn8+Hz+SgWi/j9fqanp7l16xa3b99maWkJhUJBOp3m1q1b4h/ZPPXee+9hNBoxmUyiUPof/+N/zPXr1/H7/bz33nsf1GX1kcAHcUK/LEnSqCRJpz+An1VDDX8tvF4vv/M7v8PQ0BCNjY1YLBbcbjfVahWv18vg4CCBQICWlhZKpRJzc3OMj48Tj8dFK8+VK1d4+umnqVQq1NXVcefOHXESHxkZwW63i1yTuro6jEYjsVhM5HrDvvSvXC5jNpsJhUJUKhWhHjEajSKz5SCi0SgajebQ4AsGg8TjcRQKBVarVeSvy/uAyAI/RwAAIABJREFUo1AoFFheXhaDdHp6mkKhwJNPPimagyqVCnq9ntnZWcbGxkilUuj1epqbm5meniaZTAqz1dDQkNCLw34Rx+zsLPF4nGAwiNvt5sKFC4JySiaTeL1e+vr6sFgspNNpYD8ErFKpEA6H2dzc5P79+4JqWl1dFRr2trY2hoeHhfRRp9PhdDpxuVwi56apqQmNRsPa2ppYMst1eJ///Od59tln+cQnPlE7pR9AjXKp4UOFSCTCH/7hH6LX68lms5w5c4aBgQE2NzfFSbapqYmNjQ26urpYXFykoaEBu91OMpmkWCzi9Xrp6uoim81y7Ngxfu/3fo+Pf/zjXL9+nbNnz9LZ2YnX66Wurk64SmUtucxjF4tF4vG4COx68OABer1eBHrJeeoH24tkOuhgJ2goFCIQCCBJEjabTdxA0un0keYj2C+8kDtEGxsbuXHjBgaDQbg/5XjcdDqN1+tlYGCAeDyO3W5HrVbz1ltvCTfm0NAQbrf7kCxyaWkJr9crBv6lS5fE6T4QCOD1esUpXZIk8vk8kiQRiURYWVnh1VdfFTp9mSpSKpWcOnVKpFTKn2IetvMbDAay2SxqtZpiscjW1hYAd+/e5eWXX2ZtbY3u7m48Hg9DQ0O0t7fzzW9+8wO6uj78eL8DXQJeUygUtxUKxTeO+gaFQvENhUIxrVAoph/myWqo4f8GhUKBGzdu8N3vfpf+/n5GR0fF8nFkZISFhQW6u7uZnp7mzJkzrK+vk8/n6e7uJhQKkUgkUKvVlEolWltb6erq4gc/+AHnzp3jlVde4eLFi/T19REOh4XOWx6+Ozs7YsBKkiSWqnIzUltbGw6Hg1QqRT6fp6mp6dCyU844OciFRyIRNjY20Gq1Qomi1+tJpVI/NWwrFosRiUREbd2dO3doa2tjZGREtBA5nU7W19cplUp0d3ezvb3NsWPH8Pl8wqhUqVQ4ffo0DQ0NQlK4u7vLnTt3iMfjpFIpLly4wPHjx1EoFCSTScLhMCqVCrfbTX19PZIkkcvlePDgAZOTk1SrVYaHh4VOvlQqEYvFUCgUKBQKIpEIBoMBg8EgbgQajYZSqSRO8S0tLRgMBnp7exkfH8disdDa2sro6ChDQ0PEYjGmpqZQKBQYDAb+3b/7d/z7f//vWV5e/uAvuA8h1H/9t/xMPCFJUkChUNiA1xUKxZIkSVcPfoMkSd8CvgVw+vRp6agfUkMNfxPMzMzwX//rf+VTn/oUPp+PL33pS8JePzs7y4kTJ5icnOTv/t2/KxQWBoOBdDqN3W5ndnYWgBdeeAG/38/a2hparVYM58HBQYrFIul0moaGBmHtl+N3ZRxsJ7p69SptbW1C8ihTCrKmHPa18tVq9RAXLptxLBYLFotFlG8kEomfms8SCoXI5/PU19cLLXd/f7+gKOTUxZmZGaGPl/ny2dlZYrEYWq0Wh8MhJJcyV76wsEAmkxEDW6/XizKQ7e1tzpw588hN5s6dO+zu7nLhwgWsVistLS3cv39fZK/LA1iO2q1UKiQSCVpbWwWVNDw8jEKhEDfLYrHIwsKCGPAajYZcLieKvs+fPy8on0KhgE6n41/+y3/JE088IUq+H2e8rxO6JEmBv/p3GHgJOPtBPKgaangYDx484M0336RarXLv3j1+4zd+A9gfcs3Nzej1el5//XV++Zd/mZ2dHZE13tDQwOjoKD/84Q8pl8u88MILLC4uUq1WCQaDpFIpAJ555hkMBoPIGbHZbMD+MK6rqxPuzoM9oVevXsVms9HV1YXf70eSJBwOx6FhLtM8B4d5IpFgYWEBq9V6SIOeSCR+aiyA1+ulXC5jMBjIZDLcv3+f0dFRnE4n0WiUXC6HyWRidnaW/v5+8vk8BoOB+vp63n77bWHVHx4ePvRYdnd3uX37NsFgkGq1yrPPPovT6RS69Vwuh9vtFlV5gUCAxcVFtra2KBaLeDwekVIJ+1y4y+VCrVazu7t7SPkiSxcP6trlliO/308+n0er1YpPOw6Hg6effhqtVktLSwunTp0iHo+L7la5YvDZZ5+lvb2d3/qt33r/F9qHHD/3QFcoFHUKhaJB/m/gl4C7H9QDq6EGGXt7e7z22mt8//vfx+Fw8Pf+3t8TeSZms5n33nuPzc1NvvjFLxIKhchmsyQSCfR6PWfPnuWll15ib2+PZ555RqgnwuGwMPWcP38es9nMysoKDQ0N4rRYKpVEgQT8JHBLo9EwOTlJc3MzHR0dhMNhMdwO2vpl56N8c5C/dufOHZHVLvPzcsbLwydMOWRL/rnJZJL19XWefPJJmpqa8Pl8gjJZX1/n2LFjRKNRkfJ469YtLBYLRqOR0dFRcbMpFossLS2xsrJCMBjk3LlznD17VtBJyWRSRALA/uBfWFigUCgckonCvtqmXC6LhWgwGKSlpUUMZXkBbLVa2d7eFhp1v99PKBTCZrPhdDpFgYbcdOT3+0kmk6jVaqHa6e/vFzSQWq3GaDTi9Xr5yle+wje/+c3HXpv+fiiXVuClv7oA1cCLkiS98oE8qhpq+CtIksT//t//mx/84Ac88cQTZDIZ3G43w8PDLC0tsb29TS6X4+Mf/zj5fJ5CoSBKm3/1V3+Va9eucevWLb7xjW+IurZKpcLGxgadnZ20tbWJzJNyuXyIVggEAoK6SCaTKJVKDAYDMzMzNDY20t7eTjKZJJFIMDQ0dGgYp9NpoWE/+LUbN27Q3d2NXq/HbDazu7tLqVTC7XYfUpnA/tANBALC7FMqlfD5fDz11FMolUrW1tZobW0VGvGenh7i8TidnZ1MTU2h1WoxGAxYrVZ6e3vx+/3APnc/Pz+Px+PB5XIxPj6Oy+ViaWkJn88nukrl57a0tER9fb0YonL++tbWFhqNBoVCIRyfMlQqFZIkEQqFqFar4rXJZDJ4PB7y+TwqlUqc0oFDXajyzzKZTLz44ouiuPvevXs0NTXR19dHNpvF6XTy3nvvUSwW+frXv84LL7zAzZs3f2Zw2UcZP/dAlyRpHTi62baGGj4g/Mmf/AkLCwtYLBZ8Ph//9J/+U6FeUavV3L9/n89+9rMYjUZSqRTFYpErV67w67/+66yvr/Piiy/yG7/xG5jNZt5++20Rfys7JMfGxshkMmxtbXHu3Dnxe4PBoBjGcqSu1WplaWkJjUaD2+0WtvaTJ08eGuaZTOaRSrhsNsvVq1c5fvy4OHHKOeBHncwzmYyI2k0mk2QyGfL5PJcuXSKfz7OzsyNOvLKTVFbhvPPOO2LxOTQ0RDQaFcqRxcVFKpUKqVSKS5cuodfrWVhYYGdnh4aGBhEjLHP0KpUKo9GIQqEQn1TS6bTQ3tvtdhwOhyjP8Pv9h56LHLQF+zfnVCpFoVBgYWFBlGAUCgX6+/uxWCxiAZvNZqmrq6NarYq0TIfDgUKhECmYNpuNeDyO2WxmbGyM7373u+zs7PCnf/qnfPGLX/zgL8YPAd7vUrSGGv6f4cqVK9y+fZu5uTlOnz7NiRMnaGpqIpVKUV9fzx//8R/zsY99DJfLxe7uLrlcjnfeeYevfOUrbG1t8Yd/+If8i3/xL1Cr1dy6dUtQEel0GqvVyvnz55EkiampKS5fvix+797eHnq9Hp1OJwK3bDabMMd0dXVRqVRYX1/n7NnDa6NcLkcikTikP8/n87zxxhuioUilUhGJRGhsbDxEx8iQVSayRT4SiWC1WhkZGSEej5PL5dBqtcKxmk6nMZlM+P1+otEoDQ0NojoO9imR1dVV0Q86MTHB2NgYGo0Gr9dLpVKhvb2dQCBAuVxmcXGRtbU11Gq1yJAvFArC1apUKoUZCfbpmEqlgkajEc/b4XBQqVS4c+cOSqUShUJBoVAgEAjQ19dHtVrFbDYzMTHB3NwcHR0dJJNJJEmisbFRxO0qFAosFgvT09Po9XqUSiXPP/88LpdLZMUfO3YMhULB2bNnicVi/KN/9I+4fPnyTy3M/iijpkOv4RcSi4uL/OVf/iWzs7M89dRTqFQqhoeHMZvNZLNZ/vIv/5JTp05x8uRJYrEY1WqVl19+mU9/+tPs7e3x1ltvMTExITLIr1y5QmdnJ/l8np6eHgYGBtBoNLz77rtcuHBBnCpjsRi5XE7IC7e2trBarcRiMeLxOB0dHeKk+/Awz+fz7O7uHhrmhUKBl19+mVOnTiFJEuVymUwmQ2tr65HDPBwOs7u7KwK91tfX6e3tpa+vj2AwKFQ42WwWq9VKKpXCZrOJEgqNRkN/f78Y5plMhuvXr7O5uUmpVOLixYt0dnayt7dHJBLB4/FgNpuRJImVlRWmp6fRarU0NzeL/Piuri7y+bxQzMj680AgwM7ODhqNBpfLRUtLi/i6HOAlJzvKr29DQ4OgrhKJBKFQCJ/Px97enlDdHFyaKhQK2tvb0el0DAwM0N7ezt27d5mcnCQSiTA+Po5Wq8Xr9XLmzBlGRkYYGBjga1/7mrghPk6oDfQafuGwtbXFf//v/x2fzyfKmz//+c/T0NDA9vY2b7/9Nl1dXTz33HOEw2HUajV//ud/zgsvvADAwsICer2e06dPk0gk+C//5b9w+fJlUU0nn4xv3brF0NCQWDgGg0FROyc/jsbGRjKZDJFIhPb2dgwGA7Ozs0xMTBx6zIVCgUgkcihRMZ/P8+Mf/5jx8XFSqZSIl/V4PEcGbckn7Pr6emKxGD6fT0gCNzc3BSddX1+P0WgUGTHT09NUq1VMJhNnz54VGnGv18vCwgK3b9/m/PnzXLhwgY2NDdLpNK2trSLT3e/3c/36dVQqleDP5dJm2KeL5IFdKBSIxWKsrKxgt9vp6elBqVQSDodZW1vj9u3b4kZgMpnQarXiRiY/f0mSMJvNoqy6vr6eVColuHT5e2TInoDV1VW2t7fRarWcO3eOUqnEysoK+XyeeDxOoVDg7NmzfPrTn2Zqaorf/d3f/aAuyQ8NagO9hl8ohEIhvvWtbwkTUHt7O5cuXUKtVrOzs8ONGzfo6Ojg+eefJxqNiqXp888/j9FoZGdnh+3tbZ5//nnu3bvHd7/7XT7xiU9gsVgolUo0NjbS19fH9evX6erqEk1GGxsbmM1mwRMHg0HRkRmPx2lpacFoNHLnzh2eeOKJQ4+5VCqxs7NzaKEai8V46aWXuHDhAsFgEK1Wi0ajoaur65FyCjnqN51OY7PZ2NzcpFwu89RTT4nHBvvUi91up1Qq0dLSws7ODsvLyygUCkZHR+nt7QX25Y+Li4vcvXsXhULB888/j8PhYGtri93dXUZHR9FqtSQSCa5fv04ikcDtdouMcZvNJigSl8tFc3MzyWRSqF86Ozux2WwkEgk2Nze5cuWKKPUYGxsTC9FIJCKy4LVaLb29vUL5YrFYaGhoIJ1O09jYSDKZFK/FwddFvlElk0lGRkbo6ekRuS8AJ06cEHELpVKJaDTK6OgoX/jCF/jn//yfs76+/oFdmx8G1Dj0Gn5hEA6H+f3f/318Ph+lUolPfepTbGxs0N7eTi6X48aNG3g8Hi5evEgikRCc+cWLFzEajezt7TE7O8vHPvYxZmdnuXnzJmfPnqW9vZ2ZmRnGx8fp6uri2rVrnDhxApPJJHjd9vZ2oTLZ3d0VPHsikUCr1aLVarl79y7nz58/tPQrl8v4/X6h/ID9PPMHDx7w3HPPsbKygs1mw2QyHWo2kiFnzcicsxzwJdMi0WiUZDJJY2Oj+Ptms5mpqSmq1SpWq1XUylUqFXw+H16vl93dXZ544gmam5v5oz/6I2KxGFarFYfDQS6XY2pqip6eHtxut1CqyMmIlUoFl8uFUqkkFAqJG6HL5UKn0wnp4e7uLidPnsRqtaJUKsnn88zNzQm1SltbmzjtV6tVdnZ2CAaDotFIp9MdqpNTKpUiN0fW9B98TWXOXqVS0d/fTzabJZ1OI0kSJpOJ+/fv09XVxebmJseOHeNf/at/xenTp4VL93FA7YRewy8EotEof/AHf8DKygqFQoGLFy8yOzvLl770JSKRCNeuXcPpdDI+Pk65XCaRSDA7OysGsVqtFqXCm5ubrK+vi6aehYUFJiYmcDgczM3NMTIyIk590WiUzs5OMcyTyaSIypUXkLB/sxkfHz8kLaxUKmxvb4thLkfR7u3tMTw8LKrfbDbbkcM8m80yNTVFf38/4XAYv9/PsWPH6OzsJBQKsbOzIyIHVCoVzc3N7OzsMD8/jyRJjIyMiGEeiUSYm5vj9u3bmM1mPv3pT6PRaNje3sZkMuHxeIjH46yurrKwsCBKsyuVitgXyC5ROU/e5/NhsViw2+3s7e2xsrIiFqcjIyMisGxpaYlCoYBCoWBwcFDcIDKZDEajUVTOPfzcDQYDDodDGIlk3j4SiYicelmzXq1WD8XuHgwfczgcWK1WQqEQer2ejY0N0RU7MDDAv/k3/+aDvVh/gVE7odfwt47d3V2+/e1vs7GxQSgU4uLFi8Tjcf7BP/gHTE5OkkgkaGtrY2JiArVajdfrZXJyEpfLhcvloqmpiatXr6JSqVAqlSL4yWKxsLe3x9jYGCaTCZ/PR29vL/X19SKX5OAC0+/3C4XKzs6OWEyq1WoxOGWUSiW8Xq9wdiYSCa5cuUJfXx+VSkWoONxu96GALhk7OztsbW1x+vRpJicnaWpqYnBwUFTbRaNRoflWKpU0NjYyNTVFsVjEZrNx4sQJYJ+nl7llvV7PJz/5SRQKxaFBPjc3x9LSEtPT0zz33HNYLBaKxaKo5rPb7bjdblZXV/H5fIRCIVwuF/l8nnA4TDweF9k0JpOJzc1NstksAHV1dYyM/ES9HIlEaG1txWKxEI/HxacOOZPl4Mn74ZJpucTDZDJht9sJBALie+Vqwfr6egqFAh6PR5R2j46O8sYbb9Dd3Y0kSYyNjTE5OYlareab3/wmn/jEJ/jc5z4nXrOPMmoDvYa/VcRiMf7n//yfTE1Nsbe3x9NPP43RaGRkZIQbN25gMplwuVwMDQ2hUqlYX1/nlVde4cKFCzQ3N9PW1saPfvQj9Ho9JpMJjUbDzs4OHo+HtrY2EXhVKBRobW2lsbGR7e1tmpqahAwvl8sRDoepVCqYTCYymQzlclm4Pw8aXmB/aJVKJZG5sry8zMbGBgMDA1QqFerr64Xy4yjMz8+jVqvp7u7mRz/6kchJkavX5PYjQGjfA4EAJpOJ8+fPi7KMra0t1tbWyGaznDp1CofDwc7Ojli8SpLE6uoqr732Gul0muPHj2M0GkXKYVNTE5VKhVgsJpqMXC6XMBOtr6/T3d1Nc3Oz6COVJIm2tjahBS+VSqRSKcHfw0/KO+RhHAwGhftWdrUCgrqSlUg/C/X19ezt7WG1WtFoNMRiMfH6hsNh9Ho9FouFcrlMS0sLg4ODVKtVvvOd7/Cf//N/5syZM+zu7v7MCr+PAmoDvYa/NcTjcX73d3+XV199FZPJxAsvvIDBYKC9vZ25uTmRSSKfAOfm5njzzTf57Gc/i16vx2638/LLL1MsFmlra8PpdPKjH/2I3t5eurq6UKlUaDQaQS2YTCbW19cFbwz7w0BevpXLZfE9JpOJjo6OQ+mIxWJRtBPV1dWRy+WYn5+nXC6LgmW5heioUgo5w2VoaIjl5WU2Nzf55Cc/STabZXt7G9ivspObgLRaLVeuXBF9qfKngb29Pe7du0cgEKCnp4enn36aZDLJ9vY2drtdBI5tbW2h0+mEQadSqYhMcZPJhE6nE5y2y+Xizp073L17V2S2Nzc3i+W0yWSiq6tLBIhZrVYxkCuViqBPZBxsKjp4EpcXoDKvLmfA3759WyyLZfeo/CkA9jNi5Lo6OfxLhlyFl0wmeffdd3nuuefwer3U19fjdDoxmUyMj4/zhS98gb/4i7/4SAd41QZ6DX8rSCQS/Nt/+2+Znp6moaGBL3/5y4LrlsuZi8UiTz75pPgf9e7du3z2s5+lsbERnU7Hm2++STQa5cyZM9hsNv70T/8Up9PJyMiISOKz2+2i+iwYDIpTdaVSwev10tLSwsrKCiaTCaPRyNraGna7HbPZfKiEQj6Vy1EAwWCQ7e1tisUira2t4gbR0tLyyCmwVCqxtrZGoVDg2LFjvPLKK5w5c4axsTGRJxMMBsUAslgsLC8vs76+TkdHBydOnBDyv7m5OTY2NmhqauKFF15ApVIdolcikQirq6tIkiTyz30+H+3t7ZhMJhobG8UN5OTJk/T29vLmm28K1YjVaiWTyXDjxg3a29ux2+0ipVF2jcqD2Gg04nQ6qaurO1Ry/TDkARqPx4Wb1GQy4fV6MZlMSJJEXV3dIfpLVv4EAgHxtbt376LX6w/97MbGRnETzWQyQoHT0dHB4uIig4ODzM7OcvnyZV5++WX+w3/4D/zmb/7m//X1+mFBbaDX8P8d0WiUf/JP/olIQ/zX//pf8z/+x//ga1/7GouLiwwPD2M0GnG5XCSTSb73ve9RLBb52Mc+RlNTE/l8nitXrlAul5mYmKBUKvHHf/zHtLW18fTTT7O3tyc04/F4HL1eLzJgYP9mImeOX7t2DY/HI9QS7e3t1NXViXo4OU9FHtTVapX5+Xmq1Sq5XE6cmqvVKh6P55EMEXm5aTabSSQS3Lp1i8997nNEo1FB8ywsLODxeNDpdKRSKd5++22MRiMXL14Uy1S/38/k5CT19fWMj4/T0tJCKBRCrVbj8XhEamI2m6W5uRmDwSAcpTJH7vf72dvb4+Mf/zgWi4WVlRX29vZQq9U4nU6Wl5eJxWIolUqRS16pVNDpdOj1etLptChy7unp4dq1az/1/YWfDHJZnSK3S8k8eiqVQqfToVAoRDOSDPmEfrAMxGKx0NzcLJauDodDyCnl33P8+HHu378vVDqyb+DUqVO8/vrr/K//9b+4fPkyZ86ceX8X8S8oagO9hv+v2Nzc5Ktf/aqgLT73uc/x7W9/m1/7tV9jenqasbExGhoaRHrff/tv/43jx49jNptpaWkhkUjwwx/+kNHRURwOB/Pz80QiEQYGBpiYmCCfz9Pf308ymRTFCWq1WvDgPp+P+vp6LBYLV69eFcNclvM1NDSIE3Y4HKZcLgsVSzKZ5O7du5TLZRoaGujt7aVSqTyyXAVEPnkul0OhULC4uEhPTw9DQ0P4/X5Bi1itVrE4nZ+fR6PR0N3dTXd3NxqNhkwmw9WrV4lGo0xMTODxeAiFQuzu7gq+e2Zmhr29PVFHVyqVUKlUwmHp8/kwmUy43W4ikQj3799nc3OTnp4eDAYD09PTnDhxAovFIoxUdXV1KBQKkTh58uRJPB6PkIeWSiXxqUQuejYYDAQCASGPrFQq7OzsUK1WkSSJRCJBIpEQp+5gMMjAwAAOh0MYjA72rAKHaByPx8PW1hZqtZpKpSIeg1KpxGaziYz5SCTCyMiICD773Oc+x+3bt/n7f//v88Ybb3D58mWi0egjp/2PAmoDvYb/b7h9+za/9mu/JsqY5VahL3/5y8zMzPDcc8+JMohE4v+09+bRbZzn2fdviJUgSBAkAQJcxFVcRIqidlmSl0i248hrHdt1UrtvThqnydtsPm2dNE7StMlJ637u1zSNm544X/q1PkmT1m3cRPHrRVaU2JZsiqJEiSIpbuAGECQAAiD2hZj3D3KeUopky7ZE2fJc5+AIxAyARw9m7nnmvq/7ukKiYWhubo6amhqGhoY4fPgwDz74IIODgxw+fBiz2UxTUxObN28Wqza/34/T6cTtduN0OoVdnc/nEwyW06dP09jYKMSeYrEYdrsdg8EgcuVKMxHA6Ogow8PD5Ofn097eLgwbzGbzWfniXC4n1A+VFXgul2P37t0EAgH8fj+pVEpYzClFUEWuVinCRqNRurq6RBrqxhtvxOv1ikAeiUQ4evSoMPFQAp/BYKCiokJ8v0ajEV2piquP1WoVejKKzK1WqxWrZYVy2NDQQGVlpZDF1el0InetjNnj8RCLxWhqahLMlEAgIFI0yljOtdOrqKgQxWdACHWtDOiKFZ9SvFb0ZlYG+YqKCnK5HD6fj1QqRUFBARMTE8zNzYkcvML02bdvH6+88gp3330369atuyqbjtSAruKyQ5Zl/vu//5uHH34Yu90uGlqqqqooLS1leHiYffv2MTY2hs1m4/nnn8dms/H7v//7HDp0iM7OTp577jkMBgOf//znefLJJ3E4HKTTabHqzWazYiVYXl4umn0kSWJ2dhZJkqiurqa3t5e5uTmam5tFkFK8QOF/VuUrHX8OHz4sWC0OhwOfzyd44UrAh6VUQywWIx6PMzs7Szabpb6+HovFIjRPFhYWhFepwj0vKytjw4YNQjjsxIkTnDhxgsbGRj72sY/h9/sJBAJUV1cTjUY5fPiw8B4tLy9Ho9EI8+fFxUX8fj96vZ6SkhKmpqY4dOgQ999/P9XV1cIvtL6+nrKyMtFlqfxfFWaQ1+s9S9o2Ho/j9/uZmprC7/ezfv16kcLKZDJC5reiokIoMb7ZCrigoAC/38/w8LAQ5lpZsNRqtYTDYXHhvRAUuYbS0lJOnTrFunXrRBprampKHCc+n4+HHnqInp4eDh48yCc+8Ql+8IMfvI0j+t0LNaCruKxIJBI8+eSTfO1rX6OhoYFdu3bR1NSExWIhm82STCbZsWMHp0+fxmQy8Z//+Z/cc889+Hw+nn32WcrKynj11VdFwPvbv/1b1q1bx8zMDB/72MdEC3thYSE1NTWEQiHm5+epq6sjm80yPT2N3W4nHA7zy1/+koaGBtra2oRpspKjVnLldrtdBGm3282rr75KbW0t9fX1xGIxRkZGqKioOKtRRgngiUSCcDjM/Pw81dXVNDU14fV6xTaj0YjFYiEUCjE1NUVeXh4dHR3U1dURiUQYGhqip6cHq9XKXXfdRTQaJRQKiRW5cmFR7gqUDlabzUYymcTn8wl3JbfbjVarxWg0Cs68wWDg+uuvFwVNRaq2trZWfObKxqlAIAAspUaUlI0ieKXcbXR2dmIymcScKIFdUawEhHFt5RVSAAAgAElEQVSFAuW5x+NBr9eL4J9MJgXFVPErnZiYEME+lUrR19fHli1bgP9hzyi2f4qNX3V1NdlsFofDwezsLOl0muLiYg4ePMgnP/lJXnvtNZ588kn27dvH3r17ryqpXTWgq7hs8Pl8fOlLX+KHP/whra2t3H777TQ3N4uTtbq6mlQqhdfrFQ7vN910ExMTE5w8eZJMJkNxcTG1tbWkUil+9KMfCYbLI488wujoKDqdjrq6OoxGI7Ozs8JoIRgMCi/R7u5uUqkUO3fuZHR0FJPJdJYhhdJ1qOTKc7kcL7zwAouLi2zdupXFxUWGh4epqalh06ZN4v8nyzKTk5PMz88jy7JwNPrQhz6E1+ulr6+PdDqN2WwWQXd4eFgEwpaWFkFB7OnpwWKx8IEPfIB0Oi2UDQOBAEeOHCEcDovCbEFBAUajEZvNht/vx+fzodfryeVyDA0NUVRUREFBAcFgkFgsJv5fZrNZFIqbm5spLS1FlmX0er0oQCqdmQolUkl3JJNJwuEwHR0d5Ofn43Q6RWBWxLS8Xu9ZwTqdTpPJZJiYmKClpUXM90rKYSaTYXJyUlBGq6qqKC4uFheWc40zFAYPnM1jV3L1ihqlz+dj165dtLS0MD4+Ti6Xw2KxMDIyQnt7O7lcjn/5l3/hox/9KI2NjVdNkVQN6CouOWRZ5tixY9x9991MTU2xbds2HnroIdEpGAwGgSW2icPhwO12EwgEhPLh008/zY4dO9i0aRMTExOMjY1x6NAhqqqquPfee6mvr6erq4u2tjbB956YmBApkMnJScxmM4lEggMHDrB+/XoWFxcZHR1lw4YNwoYtlUoxMzNz1qp8bGyMY8eO0dzcTCqVYnZ2lurqanbs2HHWbb/f72doaIji4mIikQiLi4tC50XJbRcWFlJVVUUikRDFutbWVvbu3Sus6I4fP05lZSV33HGHUBxUujYPHjwouO12u53i4mIRzCORiAjkgUBAaKIoK3KtVkt1dTUHDx6kqakJj8dDQ0MDDoeDvLw8USSen58X6o6SJNHe3i7MrkdGRrj22mtFfWFl4VfRsFF+R71eL4K/EuBlWcZoNAqpYoVdpKhaejwecTHMz89neHhY8PFhKWArOXNZljGbzczOzmK1WoVe/UquulIAV7Rmjh49ikajwWw2C3bQ8PAwW7Zs4fHHH+czn/kM3/zmN9m2bRtzc3PnlWd4r0EN6CouKSKRCD/84Q95+OGH0Wq13HvvvfzBH/wBOp2OSCRCd3c3FouF3bt3E41GRZv77bffzs9//nP6+vr47Gc/i8fj4Te/+Q0+n49AIMAdd9zBzTffzMzMDKdOneK6664TIk9ut1vYmk1MTJCXl8fw8DCyLLNr1y4GBgZYs2bNWfrl567KQ6EQL730EiUlJVitVgKBAGvXrhWGyQqSySQ9PT1C19vr9dLS0kJRUZHQOikpKaGxsZF4PM6JEydIJBK0tLSIBqBDhw4JvRFFqyaRSGCz2RgcHKSrq4uqqiosFgvpdBqHw0FpaSnBYFAEa8Xk2mAwkMlkxApUScMogS6ZTNLZ2Sk6KPPy8sScwRLrZ9euXSKwrpQ+UFbvsJQ2GR8fx2KxMDU1JXLsCjKZjOgAnZ+f59SpU8zMzAjdlfXr11NcXIzT6RTdppIksWHDBvEduVyOyspK0X2aTCZxOBy0t7djMBiIRqOkUimKi4vR6XTMzc3R39+P1WoVXPmysjJSqRS33347PT09tLS0MDIygl6vp7y8nFgshs1m4/bbb+fFF1/khhtu4Atf+AJNTU1Ch/69DDWgq7hkePnll/nLv/xLDhw4gMFg4Itf/CJ79uwhm83S1dXFwMAAH/nIRygvLycQCNDd3U1jYyO33HILX/7yl7nnnnu4/fbb+e53v0teXh4mk4m6ujruvvtu2tvbOXHiBGvWrBF+kvPz82i1Wurq6vB6vfh8PtGw4nA4SCQSjIyMsH37dsEPP3dVHgwGeeGFFwQ3emFhgc7Ozt8K5Llcju7ubvE5o6OjIv3i9/s5ceIEBQUFdHR0EI/H+fWvf41erxeytjMzM7zwwgt4vV46Ojp44IEHmJ2dJRQKYTKZGB4epqurC7vdTlVVFdlsljVr1gj+dzgcxmQyCWaGknbIy8vDYDBQUlJCPB4Xdx8NDQ1oNBrKy8vxeDxEo1H6+/tpaGjA4/HQ2dlJMBgkm80SDodZv369cARSgpqSehkaGhIFV2XFa7fb6e7uRpZlBgcHRbF3dnaW9vZ2brjhBurq6vD5fAwNDaHVaonFYmfl05W7IQWLi4tUVlaKzlSDwYDH4xENSTqdjng8zsTEhGDNKBIK27ZtQ5Ik5ubmOHnyJJOTk3i9XqqqqsTvbDKZMJlMvPzyy+zdu5e+vj4SiQSdnZ18+tOfZuvWrWeN570INaCreMeYmZnh7/7u7/jud79LIpFg48aNPPLII1RXV9Pf38+BAwfYsWMHX/ziF4lEIjz33HPkcjk++MEPcuDAAbq6uvirv/orfvGLX/DEE09w3333kUqlqKurY8uWLbjdbgYGBti4cSPJZJLp6WnReJTJZOjp6RGmD1NTU+Tn54v0xspuz5W8crfbzXPPPUckEhFSrPX19YJmpyCTyYiTfGFhgXA4zKZNm1izZg0LCwvMzc2RyWRoa2sjHA7z4osvUlxczJ49e3A6nYyNjfGv//qv6PV6NmzYQEdHB7lcTjTf9Pb2kslksFqt2O12SktLKS8vJxwOCy6+Yq+n0WjQ6/WkUilBBUwmk6LAWV1dfVbHZigUoru7G5vNRiKRYHp6mm3bthGNRqmrq0Oj0QgHpoWFBcEvD4VCLCwsiLSJQkFU6Jhut5tNmzZRWlpKZWXlWYqXkiRx5swZQQ1VTDEU2YBcLieKraWlpeJ1i8XCmTNnBH9dlmW0Wi12u13o2qRSKfr7+4H/Sa8oef+TJ0+SSqVE85Ey7uLiYlwuFwMDA+Tl5VFWVsaxY8dobGwUQm3r1q3j+PHj7N27l7vvvpv/+q//urwnzGWEdK7i2eXEli1b5O7u7lX7PhWXF/F4nB/96Ed85StfEVTA66+/no9+9KO43W6eeeYZ1qxZw3333Ycsy3R3dzM9Pc2OHTvQ6XSCkhiJRPiP//gPOjo6WLdunRDp0mg0RCIRtm7dSigUIpVKYbFYKCwsJJFI4HK5CIfDlJSUMDc3RyQSwWq1sn79epHPVcwnFM0Ql8vFyMgI0WhUaLpUVlZSUVFxVpen3+8XwlfhcJjFxUU2bNiA0WjE4/GwuLjIwsKCoMYpptLbt2/HYrFw5MgRurq6qKuro62tTTA+FHlXxZ6toqKCgoICSktLBV8ellJXkUiEWCxGUVGRoGUqTj9FRUVotVrMZrO4aCmFScWoIp1O88gjj7Bz506hWHnLLbcwNDTENddcIxqWFP3x3bt343K5yGQyvP7668zOzrJr1y7RgTkyMkJbWxunT5+moqKCAwcOYLVaCYfD3HDDDTQ1NTE8PExlZSUajUZwzBWDD0ViN5FIUF9fL3L1sKSd3tfXx549e4Q6ZSaTwe12E4vFKC4uFjl1Ja+uNI4pQmRmsxmNRiN6BI4ePYosy6xbt46ioiJ8Ph9+v5/f/OY33HnnndTU1PDEE0/wR3/0R2g0Gr73ve8BS6v+b3/725f79HlLkCTpmCzLW95sP3WFruItI51Os3//fr761a/S399PR0cHmzdv5r777iMvL48nnniCqqoqvvCFL2AymXj11Vfp7++ntbWVnTt3MjY2xsTEBDabja6uLhYWFrjnnnvIy8ujoqKC6667jnA4TH19PdFolNnZWcrKyrDZbMzNzQmdcEVdz+12U1BQwO7du0UTjd/vJ5FIoNPpsNvt9Pf3C8Nis9ksnHicTudZHY8+n08YRGQyGSEPm0qlxEXFYDAQi8VIJBIcO3aMzs5Otm/fTjQa5Re/+AXBYJDOzk7uvfdeYKnlfXh4mGAwiMfjoba2VqhBFhQUEI/HSaVS+P1+YaemqCIqnO5oNEpJSQkmkwmr1SqKuNFoFLfbjSzLxGIx8vPzxYWpsrISi8VCfn6+yJ2fPHmSmZkZampqxNx1dnbS29uL0Whkfn4em82GwWA4yzjk1VdfFYqNyhxXV1dTUFAgtGqUC4vb7aapqQmTyYTP5wNg7dq1GI1G4V0KnJXSUmiJiua5Ar1ej9/vF5IB5eXlDA8PY7PZ0Gq1gqppsVhEoXh2dpYzZ86wceNGZmZmKC0tFQ5O7e3t3HbbbQwNDZFKpXA4HAwPD2MwGLjmmmuIRCIcPHiQv/7rv+ZLX/rSZTl/LifUgK7iopHL5fjZz37GP/7jP3Lw4EFMJhPbtm1jw4YNVFZWcuTIEYqKivjUpz6F2Wzml7/8JcPDw7S0tPDhD3+YiYkJfvzjH2Oz2WhsbOTUqVNotVpuuukmdDodjY2NGI1GkeuMRCLCcs3v9wteuaIcGIlEKCgooLq6WtzaT01NidW4Xq/n1KlTwvjCYrFgsVhEWkMpxildhmfOnCEYDKLRaHA4HJSVlREMBoU7kuLgMzMzQ2NjIxs3bkSv1+NyufjJT35CcXExnZ2dlJSUkJ+fz8LCgmDp1NfXk81mufbaa0mn0+Tn55NMJvF4PMiyjN/vR6PRUFxcTH5+PjabjYWFBTHm5uZmoTI4MzMjtMYVCzdJkigvLxfaJ8lkkoGBAWKxGM8//zwbNmygtLQUt9vN4uIivb29jIyMEAqFyMvLY82aNVRUVBAIBDh9+jR9fX00NTWRTqcpKSkhnU6zsLCA2+1mcnKS1tZWxsfHhbRxcXExhYWFgqkTi8VIJpPCn1W5Q1E6c1tbW0XhFZY6PiVJEhzzlVgpv7u4uIjL5RISxUrAj0ajSJJEfn4+27dvF12mo6OjNDU1iW5Wk8mEXq/n8OHDdHZ2ct111/Htb3+be++9l4qKCvr7+3nggQd47LHHqKqq4oEHHrjs59WlhBrQVbwpFN/OP/3TPxVCSNu2baOlpYX8/Hy0Wi1lZWWi+Lh//35cLhfbt2/nwQcfZHJykr//+7/H6XSyefNmhoeH2b9/P3fddRfNzc1YrVZKS0tJpVLo9Xq0Wi3l5eX4fD5mZmZYXFxkfHycQCAg5GFtNht6vZ6Kigqxqtbr9VRXVzM9Pc3+/ftZWFigtbVVWNY5HA7R3p9IJJiammJsbEwE3ra2NhobG4UjUiwWw2AwEAwGGRwcpKioiI6ODnbv3s3Y2Bj79++nrKwMs9nMjTfeKC5CfX19ggZosVjYuXOnyO/G43ESiYQQ51KKv6WlpSKVVFVVJeh+sJS7VwqJwWBQ8LR1Oh2tra1IkkQ8HicYDBIIBJifn8dgMOByuRgdHRWBqqqqipqaGkH5Ky8vZ2xsjK6uLhoaGshkMhQVFTE7O4vBYMDv94t0jyzLlJWVsXbtWnGB27p1qzCdqKmpYd26dTidThKJhEjjnA9KYdTr9YrjC5ZMP5Q8/UooFz2lk1Sr1ZLNZgVVUylGK6/7fD5KS0spLS1lenqaZDJJTU0NqVRK6M7s2rWLoaEhmpqaqKysJJfLMTAwQDKZpLu7mz//8z/nK1/5CoWFhdx5552X/qS6TFBz6CouiMXFRR577DEeffRRAPLz82loaKCmpgan00lZWRnNzc2CS37o0CGSySRtbW3U1dVx8uRJYcOWzWYZHx9Hp9Nx6623CqNiu91ONBoVq/LCwkJh/hyNRhkYGCCTyVBeXo7ZbMbhcFBYWIherxe380pwf+WVVxgfHxd6Jkoxr7KyEofDgSRJTE1N4Xa7BQe6oqKCqqoqcrkcY2Njgu3i9/txu91IkiSC1ejoqKDJ2Ww2YWgRCoWYmJggkUiQy+WoqKjAYrGg0+lEjjkUCpHNZgU1Li8vj6qqKmHAUVRURGFhIYWFhYKSCEudtooYGCBW/4omTCQSIRqNig7L6elpESCPHTvGoUOHxB3Ljh07GB8fZ8eOHcDShWJsbAyLxSIKyJFIhImJCeLxOBs3bkSr1WKz2RgdHUWj0QjJX8WnU6kdKObPHo8Ho9FIW1ubSKmcq7+i/K3QGrPZLFarld7eXux2O2azGVmWMRgMFBcXMzc3d9b7T58+jdFoFAVgpYCq1A6UccmyLHL5a9eupa+vj5MnT+J0OkVDVktLC4FAgBMnTtDa2kp1dTVPPfUUlZWVtLW18dRTT/Hoo49yyy23XPoT7C1AzaGreNvw+Xx87nOf4yc/+Yl4bdeuXej1erZs2YLNZqOyspJYLMbhw4dFPre2tpaRkRFGR0fPWn29+OKL3HnnnXz605/GZrNRVFSE1WoVhTKn00kmkxGUwunpaRKJhDArVrS+CwsLmZ2dZWFhAYPBICRhDx48KPKq5eXllJWVUVNTI5qO/H4/R48eFboeSsCvqalhfHycI0eOsHbtWvR6PWNjY8zMzLBhwwbBYR4fH2d+fp7a2lruuusugsEg4XCYrq4u0R3a0NBAOp2moqICg8HA2NgYRqNRCGpZrVZyuRzl5eVidazI1Cp6MwsLC6IoqVyASkpKxKpZlmX6+/vJ5XJoNBqRelEuAolEAovFIgLbiy++SFlZGdPT00J2oKSkROTa+/v7ueOOO5iYmKC0tJSmpiYWFhaIxWKUlJTgdDpJp9NCXkH5nerq6ggEAmzZsoXu7m6RG1eQTCbFBUmWZTweD6lUikQiQSKRwO12nxXQlW5fJVVjNpuRJIlIJMLU1BSTk5PU1dVRWFgo7q7GxsZEkFda/2HJQNtkMlFWVias744fPy4u8Iq+fC6X48knn0Sr1dLW1sZzzz1He3u7sBX0er24XC7a2tr4xje+AXDFg/rFQA3oKoCl1fivfvUrbr31VtEgoqxSysvLKSkpQavVUlVVxdDQEAMDA0iSREdHB9///vdpbm7GaDRSU1ODy+XihRdeYPv27dx888189rOfxWAwUFZWRm1tLT6fj2w2i06nE+3w0WhUNIcUFhZSVlZGQ0OD4FcHAgFCoRDl5eWcOXOGoaEh+vv7yWazNDU1cc0119Dc3CwKc4FAgK6uLjweD8PDw9TV1Ynxz8zMcPr0aUpLS4XM7tDQkGDZPP/885w8eZKBgQHWrVvHhz70IaHgd/LkSSRJwmq10tjYKMaotKQrRceGhgaCwSDxeJyamhoRmIuLi0mlUqIQevz4cVG4lSRJ5K0jkQher1fo3USjUXG3I0mS4OArypU+n4/8/Hzm5+eF/PDAwICYF8U8IxQKsW/fPo4ePcratWvp6OjA4/HQ1NQkqJS1tbWCeXPq1CmhzlhYWEgoFMLr9fLMM8/gdDo5fvw4ra2tlJSUkM1mhdriSgaLUghWCryKoqOyPZvNEovFCIfDQrdlJTQaDbFYjNnZWVF3mJ2dJZPJCN12JR3jcrmEwuTExARWq5XZ2VmRy3c6nSJ3v2XLFnK5HHV1dTz44IP09PTgcDjYuXMnP/3pT/H7/eTn56PX6/nqV79KNBrlnnvuWZXz8e1CDejvcwwMDPCHf/iHvPzyy+K13/md36GhoYFXX30VWZYpLi4Wq02v10tdXR29vb0UFxfz2muv0d7ezsjIiLiF37dvHw899BCFhYUiSCl0POVkUlIDMzMzJBIJIf5ktVppaGgQHpZKcW16eprBwUGhId7Y2Mj9999PVVUV+fn5xONxXC4XPT09HDlyRFivKXlvpYh44MAB0eIdjUaF1kcoFOLAgQM4nU5uvfVWkXs9ffo0J06cwGw2U1tbK+iN8XicoaEhksmkWBkrjj7btm0TTT02m02YGStpHGUVqaglBoNB4Yg0PDzM9PQ08XhcFCOVwGS32wkGg0LLWwnmilytyWSivLxc6JIrKYQdO3YIymd5eTmhUIhNmzYJlcSysjK0Wi2pVAqPx8OZM2coLS3l2muvJRKJ8PLLL/Paa6+Ry+XweDxs3rxZuDvZbDay2SwzMzNotVoqKipYv349NTU1RKNRIROstO+n02lCoZBQclSCel5eHkajUdRHFKaOsl9FRYVIYc3Ozoq7Dp/PRygUOmvfaDTKmTNnmJubY3Z2lqKiIn7961+j0+mEfIDdbmft2rW43W5yuRwdHR309vZy22230d3dzfbt2+nr60On07Ft2zZ+9rOf8fDDDzM9Pc3nP//5d62NnZpDf59BlmVef/11/uRP/uQsx5na2lquv/56ent7SSaTVFRUsHfvXnp7e0kkEuLkS6fTuFwuYZs2NTXFTTfdxJYtW6ivr6epqYlcLkdJSYnQC1HcZ6anp4UaoYINGzZQV1eHTqcTrkHxeJyRkRECgYBo0bfb7bS0tFBVVYXT6SQejxOJRBgeHubUqVOEQiEsFguyLNPY2CguBEphtbi4mJKSEtasWcPo6CharZbZ2VlKS0u5/vrrmZycJJVKCcPkmpoaNBoNra2txONx0um0UE1MJpMUFhZiMplETt9mswk5AGV/n88nmmMAcVcyPz9PMplkamqK0dFRCgoKhINQPB6nqqqKgoICsdJtbGwURcHFxUXKysqoqKjAbDaTTqfR6XQit67gqaeeIpvNcvjwYT784Q/T0NDAK6+8wrp169BoNLjdblEwjcfjbNiwQbBFFhYWxB2XUvB++umnue++++ju7qakpIQDBw7gcDjIZrNCRreiooLx8XFSqRR2u13IEITDYZH+MhgMhEIhkdZQUF5ezsTEBOl0mrKyMjKZjNg2Pz9PQ0MDsNQspdRAlDRLYWEhDodD3AGZTCby8/MJh8P09/eTSCQIhUJs2LCB48ePk06n2bp1KxqNhiNHjgihtPHxcVwul7Dee/rpp4nFYqTTaSYnJzl69Ch+v58bb7yRf/7nf15Vg4yLzaGrAf19gGAwyHe+8x2+/vWv/9a2hoYG4emoNNp4vV4ymYwo3ik50FQqJZzXr7vuOlpbW2lpaREntGLMHIlEKCoqYnBwUMifKkXCoqIiWlpaMBgMooEkm80yNDQkmkji8Tj5+fm0tLRgt9ux2+0YjUYmJycZHx/n5MmTaLVaNBqN4GfrdDrBYEgkEjgcDoxGI3Nzc1RVVaHT6QgGg8IhSOFuK4XP6upqwYxQVvMKrzkvL09ogVRXV1NWVoZGoyGXy5GXl4ff7xcrNoVCqFycstksU1NTDA0NUVBQIIwnvF6v6AxVmClKHnlxcZG8vDwcDofg4ispitbWVsECUS4uykpeSZmk02luu+02tm/fTjAYpKGhgZ07d3Lq1Ck+/vGP43K5OHz4MBs3bhRyuDabDbfbTVdXl8hB53I59Ho9yWQSv9/PfffdJxyJFJmC+fl5duzYQTqdxmaziVRQfX09Op1OUA5XrmjPLYrC/1wMzjXYlmWZsbExrFarkNX1er34/X7a29uFW9HJkyex2+2EQiGSyST5+fkMDQ2Jz4lGoyKdqDSL5XI5enp6SCQSPPjgg4yOjtLV1cUnP/lJFhYWCIVCDA8PI0kSZrOZp59+mldffVWYVR8+fFhcaC431ID+PkY0GuUf/uEf+PKXv3ze7YWFhaLoFYlERENHNpslk8lQWVnJ+Pj4We8pLS1l79693HzzzRQXFwv6oEJrM5vNvPbaa0J3IxAI0NTUJBgxCwsLohCYSCSYnJwUMrnRaJTNmzfT0tIicrfJZFJ4cCpBVWlRdzqdRKNRent7RYHWbDbT09NDZWUlJSUl4qJSXFxMLBYjEAgINoQiEhWJRDCZTLhcLoxGo9BSb2trQ6fTCe46LDnqKG71gKBXKqkkhdvt8XgwGAzCVCMUCglGhsJ0UTjbOp0Op9Mp8rtKukExPlYs7BTj5uHhYRwOh0j1KE1GynsVHfTXX3+dl19+Ga1WS0dHh2iG0mq1bN26le7ubvLy8mhsbCSTybB161bi8TgajYbh4WEymQy/93u/R29vL62trTz77LPCTUmSJHp7e0XB2Gw2C7MSj8cjNOHNZjO5XI6pqSnhKqQ83G43DodDpN9kWWbNmjX09/dz7bXXCraT0icwMzPD2rVrxQVxZmaGsbExkTtXpHyVIqmS3pqcnBR3GIODg8K5CJa6QZWHRqOhs7OTTCbDv//7v1NSUkJraysVFRWcPn0ap9OJxWIhGo3yyiuv8OKLL+Lz+RgeHubxxx/nj//4jy/h2Xt+qAH9fYTTp09z//3309fXd8F9CgsLRXt0Op0+K+1xPpSUlHD33XfzwQ9+UHRTKtZoygp2aGhIpD40Gg3bt28XaoXKyTY4OMjp06eJRqN4PB4ymQwGg4GNGzfS0NBAdXU1wWCQM2fOCJGnYDAoVATLyspwuVz4/X7Ky8upra09q7mntLRUUCLXrl0r7iSUOwWHw4HVamVhYYF0Ok0gEECn07G4uCgc4uvq6sjlcuTn56PT6URROJfLCUZIJBIBoL+/n1AoJESilNWgwhSxWCxCjkDh1yssDMUOT0lHxGIxoZ1SWlrKzMyMYIdIkiTa3RWGi1IYveGGG0RaR0E4HBba4X/zN39Dc3Mzs7OzdHR0CK3v8vJystmskD7Iy8ujsLCQyspKhoaGmJ6e5siRI9TV1WGxWDh9+jQFBQUcPXqU7du3k8lkWFxc5PDhw9xxxx1MTk4Kk5DKykpmZ2cpLi4Wd2CSJDEzMyMMm5U7C6/XS2VlpegxAHA4HLz88susW7eORCLBwsKC4JkrdYdoNEoul2Nubo5kMkl7eztms5mGhgZSqZRorKqtrUWn02GxWOjv78disfD666+zZ88ewefv7e2luroas9nMj3/8Y8rLy1m/fj0ul4t4PM7u3buJRCKMj48zPDxMa2sr27ZtIxwOMzIywuDgIGNjYzzzzDNiobEy5XWpoQb0qxCyLPPSSy/xu7/7u28akN8qbrzxRm677TZqa2sFrW9+fl7opQSDQaFFrXDClXZ8u93OqVOn6OvrEy3xijlyS0uLyMcmk0n6+/uFemBfXx+RSASLxUImkxEu9Xq9ntnZWcLhMNXV1YKCODU1xfT0NPn5+YmMPAwAAA0MSURBVNTX12Mymchms6JImJ+fLy4kgUBAmA4r+VW73S7SJwpdMBQKMT09jVarJRAICIGqoaEh4QkaCoUIBoOCgaPIB7S1taHX68nLyxP+m4uLi4I/vbCwQDKZFL+VshqNxWKCHqgYSywsLIi5DAaDIpgZDAbRtVpSUkIgEBAFX8U1KJ1Oi4vP/v37zypwV1dXi+7bpqYmwuEwL7zwAnV1dbhcLq677jpRoPZ4PGi1WiG9oNPp6OnpIRKJ0N7eLoqEK/PbgGjoeTMoRUvlbiEWiwEIpymj0UhjYyMGgwGj0YjZbKaoqEgIqCl3R/Pz80xOTmIymc66y6mvrycYDDIxMSG6i48cOcJNN93E8ePH+cQnPoFOp8NkMrG4uEh9fT1Wq5XDhw+Tn5+Pw+Fgfn6eZ555hmuuuUZ0xB49elSYlASDQaxWK8lkEq1WS15eHt/5znfo7+/nscce45FHHrkk5+N55k4N6O9VuFwuvvWtb10Wv8O2tjbWr1/PDTfcgCRJ2Gw2RkZGRFpCCSRKN6LT6cRut4sc59jYGP39/Wg0GlGENBqNOJ1OzGYzg4ODIrfs9XoZGBggGAzi9XqFul8ul8PlcolW7aKiImGYPDU1RTwep7W1FZvNJnKiXq8Xo9FIeXn5WcJUCje5sLCQ/Px84S2pFMUCgQBTU1PMz8+LfPfExASzs7NCE1yB0WiksrJSeFAqLBWTySR0uhUziFgsRl5enliRK1x15c5C2ZZIJKipqRFc/ZUKhspFLx6Pi8Afj8exWq1CBlcRIRscHBQqhe8F5OXlifz8an6uYoVXWVmJzWYjFotRVlbGSy+9xDXXXENrayvBYJCenh5BF3W5XDQ3N7Nv3z5qa2s5evSoEE3T6/W89tpreL1eotEoW7duZWRkRNx9OJ1OOjs7cblcIvUSCATOMg6/FFiVgC5J0i3A3wMa4AeyLP/1G+2vBvSl2/jjx49z8803X/JVtgKLxcKePXuorq5GlmUWFhaIRqNkMhnsdrto8lAEj2RZFqJM8/PzgtVisViYn59nbGxMaGIoJ8n8/Dxer1cUiC4FCgoKWLt2rVj5KKYNDodD3BXE43FmZmbw+/2CyriyQ/BCUKQFysvLsVqtwiBaSYsAgi6o0WhIJpNkMhni8bhY/SuBtqioCI/HQ39/vwiyinWaUpy8XL/t28GePXuIx+NkMhkhSma1WtmzZw+JRIJAIMDc3BwtLS00NTUxNTWF0+nk+eefFw1YSvosPz+fbDZLNptl06ZNFBQUiOJ0KpWidtmYW+lwVbw+tVqt8H7NZDKEw2HR3amYZyvUT0U33e/3CzORRCLB3NwcIyMjQuVRoUAqd0wTExNvaV4qKirYsmUL09PTeDwerrvuOsrLy8VdyY4dOzCbzWzcuJHR0VFuvPFGwuGwYHeNj48LH9QtW7YwOTlJNBrle9/7HmazWaTpLgUue0CXJEkDDAE3AdPAUeAjsiz3X+g9V2tAHx0d5XOf+xzPPvvsqn6v0+mktLQUg8FAXl4ekUiEwcHBs/bJy8ujpqYGvV6P2+0mGo2u6hhV/DYUrZrCwkKcTid1dXXU1NRQU1NDbW0tpaWlIs+fyWSEloosy+RyObLZLJFIBI/HQ1FREX/xF39xVv3kAx/4gKAxtra2Cl/S9vZ2ZFmmo6MDo9HI+Pg4o6Oj+Hw+du7cKZquUqkUR44c4ZZbbhGNQEePHqWhoUHwutesWUN7ezvRaJRAICAKzZIkEQwGCQaDVFRUkM1mWVxcFAVKq9XK1NQUGo1GmIy4XC7WrVtHSUkJBoNBHM+K7O5K+qtiqmG1WoVcrsFgwGKxYDQaKSwsRKvVEg6Hef7555mZmaG3t5djx47hcDg4deoUOp2Oqampi/qtJEmiublZnFc33XSTqIHAEu1WSfOsXbtW0Dn/7d/+DYBHH32Ub37zm+/4mFmNgH4N8HVZlj+4/PefAciy/FcXes+VDui5XI5QKMTx48f5wQ9+cFZruwoVKt4bKCwsZM2aNdTW1tLZ2Sl0aHQ6HdlslomJCdxuNyaTCbfbTX19PRs2bBCORkp3aDwe5/jx45hMJurr6zlz5gzf+ta38Pv92O3235LyfSPU1tbS1tYmpAtaWlp4/PHHxfZ36ll6sQH9LEPXt/IA7mEpzaL8/SDw3Td6z+bNm+W3ix07dsiA+lAf6kN9vOcejz766NuOffJSgO1+o9iqPN5J6//5el/l39pJkj4JfBIQVlJvB0eOHHnb71WhQoWK9wPeicX1NFC94u8qwHPuTrIsf1+W5S2yLG95J7ccKlSoUKHijfFOAvpRYK0kSXWSJOmB+4GfX5phqVChQoWKt4q3nXKRZTkrSdJngOdZoi3+UJbl05dsZCpUqFCh4i3hHcnnyrL8LLC6XD0VKlSoUHFevJOUiwoVKlSoeBdBDegqVKhQcZVADegqVKhQcZVADegqVKhQcZVADegqVKhQcZVgVeVzJUnyAW9NEu2doQzwr+L3vR2oY7w0eLeP8d0+PlDHeKlwOcZYI8vym3ZmrmpAX21IktQtX4ygzRWEOsZLg3f7GN/t4wN1jJcKV3KMaspFhQoVKq4SqAFdhQoVKq4SXO0B/ftXegAXAXWMlwbv9jG+28cH6hgvFa7YGK/qHLoKFSpUvJ9wta/QVahQoeJ9g/d8QJck6V5Jkk5LkpSTJGnLOdv+TJKkEUmSzkiS9MELvL9OkqTXJUkaliTpp8tSwJdzvD+VJOnE8mNckqQTF9hvXJKkU8v7rapvnyRJX5ckyb1inPsusN8ty3M7IknSl1Z5jP+PJEmDkiSdlCTpZ5IkFV9gv1WdxzebE0mSDMvHwMjycVd7ucd0zvdXS5L0K0mSBpbPm8+fZ58bJEkKr/j9v7aaY1wewxv+btISvrM8jyclSdq0yuNrXjE/JyRJWpAk6Qvn7LP683gxtkbv5gfQCjQDh4AtK15fB/QCBqAOGAU053n/vwP3Lz//J+DTqzj2vwW+doFt40DZFZrTrwN/8ib7aJbntB7QL8/1ulUc482Advn5Y8BjV3oeL2ZOgP8N/NPy8/uBn67yb+sENi0/L2TJ6P3cMd4A7L8Sx97F/m7APuD/sOSctgN4/QqOVQN4WeKKX9F5fM+v0GVZHpBl+cx5Nt0J/ESW5ZQsyy5gBNi2cgdJkiRgD/D08kv/Atx1Ocd7znffB/zbanzfZcA2YESW5TFZltPAT1ia81WBLMsvyLKcXf7zNZYcs640LmZO7mTpOIOl427v8rGwKpBleUaW5Z7l5xFgAKhcre+/hLgT+Fd5Ca8BxZIkOa/QWPYCo7Isr2bT5Hnxng/ob4BKYGrF39P89oFbCoRWBIbz7XO5cC0wK8vy8AW2y8ALkiQdW/ZlXW18ZvlW9oeSJFnPs/1i5ne18HGWVmvnw2rO48XMidhn+bgLs3QcrjqW0z0bgdfPs/kaSZJ6JUn6P5Ikta3qwJbwZr/bu+n4u58LL8xWdR7fkcHFakGSpAOA4zybHpVl+b8v9LbzvHYupeeijK7fKi5yvB/hjVfnu2RZ9kiSZAdelCRpUJbl37zTsV3MGIHvAd9gaS6+wVJq6OPnfsR53ntJKVMXM4+SJD0KZIEfXeBjLus8noMrdsy9VUiSZAb+E/iCLMsL52zuYSl9EF2unzwDrF3lIb7Z7/ZumUc9cAfwZ+fZvOrz+J4I6LIs3/g23nYxJtZ+lm7VtMurpfMaXb9VvNl4JUnSAncDm9/gMzzL/85JkvQzlm7nL1kgutg5lSTpSWD/eTZdlEn4O8FFzOP/Am4D9srLScvzfMZlncdzcDFzouwzvXwcWID5yzSe80KSJB1LwfxHsiz/17nbVwZ4WZaflSTpHyVJKpNledU0VC7id7vsx99F4kNAjyzLs+duuBLzeDWnXH4O3L/MKqhj6crYtXKH5SDwK+Ce5Zf+F3ChFf+lxI3AoCzL0+fbKElSgSRJhcpzlgqAfaswLuX7V+Yif+cC331FTcIlSboF+CJwhyzL8Qvss9rzeDFz8nOWjjNYOu4OXuhidDmwnK///4ABWZb/3wvs41Dy+pIkbWMpTgRWcYwX87v9HPj9ZbbLDiAsy/LMao1xBS54p31F5vFKVYYv1YOlgDMNpIBZ4PkV2x5liXVwBvjQitefBSqWn9ezFOhHgP8ADKsw5v8f+NQ5r1UAz64YU+/y4zRLKYbVnNOngFPASZZOHOe5Y1z+ex9LLInRKzDGEZZyqCeWH/907hivxDyeb06Av2TpwgNgXD7ORpaPu/pVnrfdLKUmTq6Yu33Ap5RjEvjM8nz1slRw3rnKYzzv73bOGCXgieV5PsUKhtsqjtPEUoC2rHjtis6j2imqQoUKFVcJruaUiwoVKlS8r6AGdBUqVKi4SqAGdBUqVKi4SqAGdBUqVKi4SqAGdBUqVKi4SqAGdBUqVKi4SqAGdBUqVKi4SqAGdBUqVKi4SvB/AWMCfGr6EmjiAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ross = Rossler(.2, .2, 5.7)\n", + "tpts = np.linspace(0, 2500, 20000)\n", + "sol = ross.integrate((1, 1, 1.05), tpts)\n", + "obs = sol[0]\n", + "\n", + "plt.figure()\n", + "plt.plot(sol[1][:10000], sol[2][:10000], 'k', linewidth=.1)\n", + "\n", + "plt.figure()\n", + "plt.plot(obs[:1000], 'k', linewidth=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TEST_SPLIT = 0.5\n", + "MAX_EMBEDDING = 10 # the maximum embedding dimension used by network\n", + "\n", + "# train and test with separate experiments\n", + "hmat_train = hankel_matrix(obs[:(SAMPLE_WINDOW+MAX_EMBEDDING)], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "hmat_test = hankel_matrix(obs[-(SAMPLE_WINDOW+MAX_EMBEDDING):], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "X_train = hmat_train[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = hmat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "# standardize train and test separately\n", + "X_train = (X_train - np.mean(X_train, 0))/np.std(X_train, 0)\n", + "X_test = (X_test - np.mean(X_test, 0))/np.std(X_test, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train model\n", + "TRAIN_STEPS = 200\n", + "LAMBDA_LATENT = 1e-2\n", + "LEARNING_RATE = 1e-2\n", + "BATCH_SIZE = 100\n", + "\n", + "tf.random.set_seed(0), np.random.seed(0)\n", + "\n", + "enc, dec = enc_dec_lstm(TIME_WINDOW, 1, MAX_EMBEDDING, rnn_opts={'activation': None, 'batch_size': BATCH_SIZE})\n", + "opt = tf.keras.optimizers.Adam(lr=LEARNING_RATE)\n", + "inp = tf.keras.layers.Input(shape=(TIME_WINDOW, 1))\n", + "code = enc(inp)\n", + "reconstruction = dec(code)\n", + "autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction)\n", + "\n", + "autoencoder.compile(optimizer=opt, \n", + " loss=loss_latent(code,\n", + " BATCH_SIZE, \n", + " lam_latent=LAMBDA_LATENT),\n", + " metrics=[mse_loss],\n", + " experimental_run_tf_function=False)\n", + "\n", + "train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), \n", + " y=tf.convert_to_tensor(X_train),\n", + " epochs=TRAIN_STEPS,\n", + " batch_size=BATCH_SIZE,\n", + " verbose=0)\n", + "\n", + "plt.plot(train_history.history['loss'])\n", + "plt.plot(train_history.history['mse_loss'])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "coords_nn = enc.predict(X_test)[TIME_WINDOW:]\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_nn[:,0], coords_nn[:,1], 'k')\n", + "ax[1].plot(coords_nn[:,1], coords_nn[:,2], 'k')\n", + "ax[2].plot(coords_nn[:,0], coords_nn[:,2], 'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ecosystem model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ma = MacArthur()\n", + "\n", + "tpts = np.linspace(0, 20000, 200000)\n", + "sol = ma.integrate(None, tpts)[:, 10000::10] # remove transient \n", + "obs = sol[0]\n", + "\n", + "plt.figure()\n", + "plt.plot(sol[1][:10000], sol[2][:10000], 'k', linewidth=.1)\n", + "\n", + "plt.figure()\n", + "plt.plot(obs[:1000], 'k', linewidth=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_WINDOW = 10\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TEST_SPLIT = 0.5\n", + "MAX_EMBEDDING = 10 # the maximum embedding dimension used by network\n", + "\n", + "# train and test with separate experiments\n", + "hmat_train = hankel_matrix(obs[:(SAMPLE_WINDOW+MAX_EMBEDDING)], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "hmat_test = hankel_matrix(obs[-(SAMPLE_WINDOW+MAX_EMBEDDING):], SAMPLE_WINDOW, q=TIME_WINDOW) \n", + "X_train = hmat_train[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = hmat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "# standardize train and test separately\n", + "X_train = (X_train - np.mean(X_train, 0))/np.std(X_train, 0)\n", + "X_test = (X_test - np.mean(X_test, 0))/np.std(X_test, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train model\n", + "TRAIN_STEPS = 200\n", + "LAMBDA_LATENT = 3e-2\n", + "LEARNING_RATE = 1e-3\n", + "BATCH_SIZE = 100\n", + "\n", + "tf.random.set_seed(0), np.random.seed(0)\n", + "\n", + "enc, dec = enc_dec_lstm(TIME_WINDOW, 1, MAX_EMBEDDING, rnn_opts={'activation': None, 'batch_size': BATCH_SIZE})\n", + "opt = tf.keras.optimizers.Adam(lr=LEARNING_RATE)\n", + "inp = tf.keras.layers.Input(shape=(TIME_WINDOW, 1))\n", + "code = enc(inp)\n", + "reconstruction = dec(code)\n", + "autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction)\n", + "\n", + "autoencoder.compile(optimizer=opt, \n", + " loss=loss_latent(code,\n", + " BATCH_SIZE, \n", + " lam_latent=LAMBDA_LATENT),\n", + " metrics=[mse_loss],\n", + " experimental_run_tf_function=False)\n", + "\n", + "train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), \n", + " y=tf.convert_to_tensor(X_train),\n", + " epochs=TRAIN_STEPS,\n", + " batch_size=BATCH_SIZE,\n", + " verbose=0)\n", + "\n", + "plt.plot(train_history.history['loss'])\n", + "plt.plot(train_history.history['mse_loss'])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "coords_nn = enc.predict(X_test)[TIME_WINDOW:]\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_nn[:,0], coords_nn[:,1], 'k', linewidth=0.1)\n", + "ax[1].plot(coords_nn[:,1], coords_nn[:,2], 'k', linewidth=0.1)\n", + "ax[2].plot(coords_nn[:,0], coords_nn[:,2], 'k', linewidth=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/exploratory.ipynb b/exploratory.ipynb new file mode 100644 index 0000000..e4ebbfa --- /dev/null +++ b/exploratory.ipynb @@ -0,0 +1,628 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "from numpy.random import random, seed, normal\n", + "\n", + "from mpl_toolkits.mplot3d import axes3d\n", + "\n", + "import tensorflow as tf\n", + "\n", + "from mpl_toolkits.mplot3d import axes3d\n", + "\n", + "SEED = 0\n", + "\n", + "## Import from local directory\n", + "import sys\n", + "sys.path.insert(0, './fnn')\n", + "\n", + "from chaos_models import *\n", + "from utils import *\n", + "from models import *\n", + "\n", + "# %matplotlib inline\n", + "%matplotlib widget\n", + "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Geyser dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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g2ANG2URHnkW1ovlQ+NucmRg+4rUM0BCNoVb88rAGk33WYCepT3ndiYbcsR55vWANuQuZRJJ1UOk81FnTtusX7DTjyHU95CyqEBVUKZf2+WUIxmpTK+p5GV4DmndsZlRFW/895Xp4vDzRC/VUK20kP5yqjajb0pCbDEjpHWTX3zY+uFo3aoXkkfsH66tz/PdkDtogEOmpJ5ogA1WvgW5bU4ljlhr5Jv0BNLmo6bZ8nsKjDeWH1iOvA0x2CPI98ow1KnQ88gyUA1AHakV+j6lHbhALaIb8UEKbijGYLKLaJk1S9dhYguSRZ+jL2CM37LPZOvKv3vUUfqNZUC0rrEdeB5gMyFwmj1wv8BWFLAlIWeuRm6pempH4ZFKJzw800amfLBx+MrWirGQMterNqqqpwkTySA52SvlhE6iVrfsO4+M3Pob3/eChxnY0RdmqmQ05Y2w+Y+w2xthjjLFHGGPvrceJZUEgMKdLrWTYQDaLxMwoMDcpPfJsoPxUk70ng0Fg4u80uaZuf5TdbSTIqpUq/Xo0hyOXbcyreAK0+2W6K1EW+SHnHFv3HdY+fnRc/J5m1QlvRWplAsD7OefHATgTwDsZY8fX4XuNoRoQXT5XeuRGqc3Ke532WeWH3m/KzJGbUSvNKkXgtSVTK43n8AP9JRm9DPSSR4E1YWICzGkg08kji8roFw89jzP+/hY88OwuctuGIsMqKgsyG3LO+WbO+QPu+30AHgMwN+v3Zjon5b2+/FDydVnrOBONjsENl23MOXI6NWNilOulCtFOQJLHE5a1ppSato5ceW/skZvUWskatDeotUIOGFfN2gHAqmeEAV+zcbfW8Q0uve/34762okfugTE2AmA5gPsj/u8axthKxtjKbdu21bPbGhh5j3JZbuSRq3wuTX6Yhf80HSsmg9pMK2/OQavQvSdk1QrnXinVLLVWTKpe6vWRwShz8/6ofcp25BwKQ0oGACru7kIHx/Xq0Jg6PVSYXousqJshZ4x1AfgJgL/knO8N/z/n/Muc8xWc8xVDQ0P16jYGdKPjpdmbZJkpXZAVFhluuHH1QhNDrrw3yWCl78BDmxxVUI4vuAU/yKoV5b1Oij5j5in6JppuIFsAl8SRy/4MA/0mgcFKUWxKcUhzSzX1upgG+bX6cV+bXT+mLoacMVaAMOLf4Zz/tB7fmQUBA0KsSGjmkfvQuYFZZG9Ath2JADPvJDNHnkFHrk/l0DxYDiU2kkVHnkitiP8rOI4xvdSMCQAwjxmY6si9Z85gHEuP/MCorkfuo5G0h58c1WIeORPk8tcAPMY5/0z2U8qOgGdBXJabBYn0+NIoZAmumm4dZuSdGNFVahvzDTTIcQfCPXeY+JfJ6Gm0zTnM2ICYaLoBkwnAlFoRr1S1kBy/JuUEKiWXWhmjq1BMckWoaEWO/GwAbwRwIWPsIfffy+vwvcYw8ua847PdZD2O3Ee2jSzITWug712rD7nuHprmHDmHT3vo11qRfenXZmGMIe84Bg+e3vWQlyDvMGMduWnZiGyTE51aodcZEq8mctGCK0LffVBv42bVYTEpQqYLv6Rvcw15PusXcM5/C3Vj92kAk2CiNDqZd1bR6C/gwWeQiRlTK2rgknOtQaB2pZ2ir7w3Gdh5h2EMdJUMxfAxCG+Zrlrx3ydTKwL5XJM88gxxCd3fVNun2bMjx69RBVC3z+37R7WOV3to5B6hvhSz9TzyaQd1MOvO9llugNqCumwzoRx8LthsQKrXRz/XRo8Tjm1j4B06jMFhjeMbVW+50Rx+PkfnyP3vbxZHTneARDuz/qoZxrHsa5uuIVdOraEeuXctWjDYOd1gErSRgyp7rRUNj1x5n4UjN531TXhUtY2JWoaqTODgYBAGUHsyJp4Th+DhczmWaYegpN8mjWO+SRx5FslnwCFpQq2VLPJDef11g50qmlE2t9mleTNTK9MRVF23aCOQtdYKPUXffBCbeqpmHrn/3iQhyMiIMaBg4C3rQpwfQ97JpiNPMnryf3JEjtxc0+2/z8KRG6XoGxYey1I4Tr/P5nDkEi2rI59O0H3Igm2kR56NI9dpn9XAZamnAYRiCNp8N33ZnWmXekl7ECgJE2qAMTOOPPDbNJyFQs4koCpgOpE1o1AZoORgkOkp81Wwr0GnOxWNVK1kSeLKgrY05CqoJU2zcltUg2CSDOEnL2X3yLW/w6BN1gmLQVASJg+eXhtJe9CNrPZvc/+LOllkrXsCmBcqKxgGZk2pnCzUiu7YUHsYbahqRcBy5HVAFo7czEP222gNrAzLX9HcfPUQ6t6II29WPXLGmFB7GPxOrZ2auLlqhboKExy5adDSrJ2pYaWsHrJsc5gld0PeXpPntbEeuXhtuYSg6YhAfXCqjjxzZqcGtQKi4Q+39waL4YA0UqD476mZnSaBPj9ISAh2GlBcjJmdn27JV3mvyR658p62sYQZPQKEVTz0a246UZnoyKnZpE1TrWQoWpYF7WnIAx45VX7Y+B2CVBglBFWzDRa1la6mNks98ryBKgQQRraQ0zeAJhMkA3ONbJZaK/HnZ8L1h9GsdvIeF/P65yrb5ByGKqflNvhb2Zl45LTxmNV5osIa8jpA9yHzjs+QYi/6417NDmqwM0ttF2NDbkA9qUdRPfKC49C9Q/c1Z6haoWyCbdJHUFWiEewkev0mun3Rzn9Prw8uQKJWvDb0mjV+Ale2eus6HrbVkbc46EWszIyjXw61CR65sqw0qeRm4p0YcaGeN2rGQTMIo6J/jv57ErVicH6BLMgk+aH7XyY8vP/9hhy54eQk4hK0ay5T5puRSAQEV4ijEzQteUMzO91Xy5HXAVRvJrhJgBm1UnTrgmgZEOV9Vionu1zSZKNiGtWRN5TeecFOEwWFZs0bEezMWGulASn6JiugLO3UtjSPXBxXyLt1cUy2LsygIwf0VCjN98itIc+MILXS+CJWHMpAbkI9cuqyvqa98t5kIqCqVgoZdNoUI6sepet1iaJZ2VQrOpNG3nGMa+OYUmjkOj6Kd00NIsoVqcnzY0StqB75OG0zl0Z65PIiWo68DqBqcLNU6ZP9OYxpbx4QSNvOqJIxMcQmK5BANiixaJbwyA2CnZCZnQYKCkKsImcgDdSnVpR7TaDCAisgQ46cHsD1qRXqrkxepUqDOICRjjzgkadTK4FVaBM88pbcWGL6QVxNUXCJtuwyuwFcKCwch0StFAwNnG6dj9QTACWhgkZXAapiw9zjbaiOHL6RzbaDkR61ApjtzmTskRvKDws5R3sS8KgVGexswl6fQLCEMzXBp7EeuYBJjfUsaEtDrg7IsSbsai8Dc5QgEWBupDKn+CvvqZ4XoO/pqbvjmCSnCPkhpWiWutLQ6I/7Kfp0Hbn/Xuf88g6NQzat31OPsgiUzM5aj5xSowXkNhJZgp2NLGiVZXLKgvY05O5rMeeQN0M2DR5SEkvUwU9ZbksEjIhRcJbu0Qd05ER6wMQjF2AktQc1iCsnCyOPXNNgqvQNoF+kTCJL1UTq2JD3uJDTl4vKNvkcXbUikVVHrsWRK12Ypug/v/sQ/ubnD6fs0cprzq8ZaE9DLg1lXs8TzFSfAuKhZmCi5CrFIzcOENFpjkBrpYnuMlPthRp8zBMMg9dWTgKadFUYFC8vZ9KH9irO550p56VOAJwTEm0CY5m+CgIktUK7x5JaoVxHv9RExmCnjmqlDglBH/n5w/jWfc/gvqd2JPQjYD3yOoB7noVewaWAkcrokVOyzEwCREDQq8uqWjFJ0dc3KpJaMfPIZWanSRxgbEJnAncnYIPMTuqqyERnDZiNEUfudWrMkTNyWYRiJmqFPjayBDtN5Yc6wdnM5TMM0Z6G3H3VXSLKGyRUJ2acs5+8osfNAqqXZr6sb5aOPLAKIHvkJgWj/CW7WSU+fWqlkKd75GRqxfBe54irNg6f5jDVxhdyjv4qwD2kVHDzKDQm0FBTo8Q2qo5chalHnnNkrkh6e+uR1wGql0AxICIoZ5ag4yevGFAr1L0OtZf10TAqKmawZA+qIOjeoSxjq09H0JbPfvYoI3tpgckwyZC7rwVDGs2jLEjj2CzLWK0LI9qnn6tXn8VtQ1GEZAnaq0fr6ch9mHrkfvZ20sRtOfK6QaUuaHJAoZ81SXsH9HXh6ooBoFd/CxqRjJmhmoNa/VXkolmGATsvgGy0eYBeG8YYecIHfAOmK3H17jVREy/VLrqTPefcN8SG9W0KBD5ftinmab8vDBMaSPapR634328qP5Qr6MPj8f2pHLmpHTFBWxpyL0Mtr8evqsFRwJzqoNQFkccD2TbJNa3pQK0NY5ai7/Zl6JHLtib0ESU2ok2JRbRNo37CY4vajwn9RjHEKsJ8N6XgXDGfc9tQ+lRXhvTkpbJnyJvjkcvndf/ohFZHzXTK29KQBx5QAs9XNPRkpB5Zt56GKssD6F6M2oMZFcQVD0rXKOtxwsF+xGuROMFJMDBX00xfNeisNESw0x0n1IdbcsOaEleyR64kKwFEjtzJ5pCU3LGhVVXQfaW08dqqzoHBM1cuiMmjWRy5RBKVExiDTQx4tqchV7hZio5cGjfq0ksGzYRUjsbJA+Z1owHzjTCohkW1pVSPvJQhmJhzGIFW8N/rbfABscFznhncc9fQpmjkvbHlTtpUb5B6n+Q5ASZ7aIrXkmsgda6JHIslA2pFPjeAiUeuUCsJVId3vHIpTD1yeZ91x0ozefL2NOTew+NoFbv3PEdDnk/K2AqamZqqERD9mT1wgHn1RMfNaDRK0Sdy5MU83SOXkk5KZqcK7aJZMFsxqM6CzsYSRSJtF26nrffnvhdPLZoljXKZ4l3XnKd+n5xzX15pUHLXYQylvKPpkSs0jiEdKbXrSdeFc+5NTs1UrrSnIfceMr2IvxewMfB+ZHvpkVPqn5tmwwWLXpl45ByM6U88QGgZTMzsNDHkgKJaMaB/tNooxrjKzWpp69bLMR1bJs6FX9HRzPMseZSFhqfrvnrnSV1xyFiNwThmDNqGvB4e+UGXG0/M7IT5SjsL2tOQu6+6sz0PLw8JWljR3q+1QjGschBn4sgz1IYpOI5RBF+b6lBWRlQ1UDiYSFUA6BbNEhOaueIirS6JNxaJhi48hnWNj2xntuuReCVx5F4berCTQ5U6mj0DpUKOVGvFYeaqlX2HNQw5p2fx1gPtachlRqFmjfCwV2HGkTNt78w3UmbaYs79reVMMztlIoyJR25KD5DSt7nvWQKa+zIGgqt6x0sdOUDUQLuvaeUHPHqJqLOucS4oHjlom0N4fcpgp+TINQx5Jo6cm2c3y3tXyjskHXkx7xh75L4hT46J5DOsMkzRnobcffWWs2nUSl04croXZOyNcLPaFn577hlJE46cWo88i8aYIr/zvVj93yV5eIBGC/hlIPQC6iaTGaBMAJqrRHleOUIdd7+teDVRrcjzpChIOOdGahfZLyNw5OrKwdQjl7LDpPaqvr3lqBXG2NcZY1sZYw/X4/syI8SRp3vkQa/JiOpg6cts73ilBonO+YVR5VyRShpmooKmn66PR07xeOU1orcVKw1C/gBBN+2fn2yrd8/p8kMBo1UiYSwG+gwZcj0DKb14s2vYURTef1KSTVy/wiPXo1ayBN4l9h4eB5A+6ZjKP7OgXh75NwFcWqfvqhuKxNne2HOUHLmjZ0AkTGtiVJVZn7ydF1RFCMUjV/rXlh+a0QoSUpsP6AYvxTF5R7MOPXy1EUCnBYB0CqM2ycYw2NkMjtx9peizw8af+vvK7gRwWIMeCfQLAEy0P0SYBIo5c2rl0JjoJy3Y6dfHaTGOnHN+J4Cd9fiuekAakHJe6mFTbnTIM9NdxqqQtVZ0uVnRn2HRLI5sHrlnwPRT04Pb4dGyQUsmtIJ7qE59CxWMCc22rkfOmOkELqkVvcmQnICVYQLwnArDjOESYRXgFQVzHDiMeA25/4xSN4eQzlOlmPcMbMrhAGROg5mBlc9AYntu/lxnQdM4csbYNYyxlYyxldu2bWtoX35ig95sn5XLDe6EQ6AADI2xmpmZqewuwTsxSdGXoK6MAEXSSYgjqAFIk1IJJvGGtIJg4ZLFph659mpGToAGFSflPS4Tgp3y90mqjhow9qkV+jPHGENHMYeDOoZcoUzvVq8AACAASURBVPlMN5aQdznJ0ePgRuM9K5pmyDnnX+acr+CcrxgaGmpwX+LV98g1g52mHDn35YekYKdjZkA4zAtuyfYM1EHtnyO1aJbpBClrhQP6mylLFYoO5eTz3GaKCyBd524cJwi1oxgFGcjOmqJPqfMtVkIOrYwt555skc6RS488p0WtqL/NdFct+VvT5IeUibBeaGvVivTI0+RJ4RT9TFmIpCJdZhLCal08coaypnRLtgFo26L5EyR9YIcnAd0JR8pA9WqtwEuMAszkh7qZp776xDQhiBaXoMZrgKCyA6CpVhzGUMg76TRmqK3nkROpFfnMVTQ9cglT+SEloYgSLK4X2tOQy1RjzZoRYY+ckmYM+Jwz1QsqGT7cahq2KUcOiOuj+wD5tIV+0pPKSwIGHjnz76GOx6bSGHr3gXsp+gBVfgivL87jA8DhSZtqkP0xom+s5OrQdKs3GYCk6Mi94DkxvuRVMDShVsDQUch7GZcpDQCISYqaxas0B5Ae7CyZ8v4ZUC/54fcA3AtgCWNsE2PsrfX4XlOEDUhaUZ0wR27iyUg+l1JrhZJ4oaLK/RR7E9VKtcqRzzF0FHLaS1rVW6PW1DZKCILsj7bM9zNsCTpyo/Pzg51APMXljS3DeIhpkFTkCNCD6ABtXKqeKlXax7m5Rw4oHvn4ZGrmb/gZN3nmJNI2Xy5rMgH1RL4eX8I5v7oe31Mv1ARtUj3yjNSK+0rZ6xAwl+UBItXYZPkMiGh6jjGUC452kElVNFCTiIx05K5R9qRwmudpRHFl4MjVMhClhKcp7zhgBFVH+PspRbOkU0H3OiUtw+AwXWpAeuTMINjpJwSRg53uT+so5sC5OFc5VpKOVxU5HYg/PgzVkCet2Dlo1SPrhbakVuTgKmku28KeI5la4TLAJJbZaQ9QTX+GHjm1tovaPucwQa1oeuTyJ5UKdKWLaekDxphPrRAKOBV0ZaDwdyEyOT9AicPEXBMeoB709O0qqLVWJCiVLSW8wCX0MyBlG0cGO4mTocOYG3QncuTua8X16HV5ctNnTnX4U4OdeZrzUQ+0pSGvWSJqDi4TrtTt0VvSA+leV5g2INd24f6DY1JrZWKSbsjV5B5t79B9NeKg3VdqwojUx+t55IJnNcs8dc+PwIcWSCURBBxy4pYfrzHlgZlrXPU4creNd92J9BkDKejutXWdJ9+QJ/PkmbO3CcFOj1ppNY58uoHKkUuYBuW85SwxecXU26q6BihvEFyS7XMOQ6ng4LBu3wpHrn2+NZQV7VylZwhoBjs9flh/r9ZArRWSNym+P00HrZ5FwUD65lEWJPmhq6U3TAiSSVJ6W6gFg53UscxAcyjUnhmAjqLgs9KSguqxCpZIu4d+sNN65JlA58jFq2nShrdEl/XFNcvm5hxmvATOsunCRFVUaCu7Rlkn5V4NFlE88qyGspxCXQT7E8R6MU+7pl7A0mBSLKfV7pYeK4G7B/zfL86P0k68mtQjV6mVYk6P7lDbUDlyzzkoOGY6cgZUCnrUiu/cmewtqmfIw3VnrCHPiJrEBk0duR9Yoj/QgZodmg+QTKIw4et8w0A/18kqh+MQ+WclWERRUGQqE8t86kL3QafUvJHnp1slM9wWgHawjjGmXV432E5OnrR2lA05JHyPnGnHQqpKG2rWpMjOFPeYavSkk6DLkZvmJaj9ScRdl7CM2RryjFAvKNMoJF+TnWaQMg8oVc80658DZgkKHGKbK6HbpQ+WSemRE/hnVTI5WeV69cHdNGpTXlJVrWhx5MrKSpdagbKxBIWnlddDUitx9J1a/te0SBllsvcCvoSVU7gtgzCuWuNCeXY6CjltGlO2lffYrPohQ8WVCh0a19CSI8OeA+7hSYF0P64hy+tajjwT/KCN3kOgHm9iHH1qhV5Fz0TJUPU4ecNgZ1VMBKRkm5C3oSvvk0tugMhL1ni8eqoVSlVHWQrVdDd2QA12Jntpftlg+mRG1WeLrN2cUQBRtAc6S7nUAGL4PKkGWd4vigw23LbLNeR7D6UFOwX8XcDMqJWkYL8aY9Dd8KJeaE9Dzn3fQqfwvHcDwIwCUtJg6apQ1Ai4ycwtN54tGCy5AT8hyPfICdXjSJx1OOGGuuxmcBzh0esmjFBUK4D/0AG0eh/hOExaW79ImT4tJUEJIvqKLXNJHwNDpZjHAUIxKoeYlyDBwFDK62cYq/0yAEPdJQDAtn2jKQ3Ei7FSzH3VWZGKyZdOF2VBWxpyCcEvpl/QoEduuCRVKIT0h87nFTtLORwcpQ1iOYYKBrvAAL5H3kGgLcJbeulm/QXrfdNVK4BrlLSW+X6sg8IPO47gd80MeYqOXHlPCRR7YLSJCfCpEbpH7i8fKsUcDml45GqKPqXkg9pfVymPAzpp9mpbt9Oech6lvIOt+w6nHB8cv6bBznJCe/VeW2qlDggmNqRfUNX7MVrmuUt0arRa1lM+QFjCAmLAOAYPuESVC468RAh2qvJDQH9zYzB/lx/aNmD++zJhg11PBkegfgCQyhUA/kPbkeKR+2ORoYOgzlC5ddoE4CsnTNLeARlEzOOAhoOhOkEm15AxoLuc9/bDJJ0nhDM01F3C9v1jWm2yyg9LCTScSk2JFZH1yDOBKx5vSSuY6B8vgjxmdR90q/ypRkpwkQaBHiZ1yXRqRSQEOSRFSNij0XoQXEMpPV6qh8JcK6s7uaoyUr09PgV9Q+nD7yv9wVbheazEscUgDKTO5glqX1JdREkKksbKkStFDQdDpSVLBREgTat74rcVv6+no4C9h8a1z1PtFwD6KgXsSWmfNXtbzlh+yYja+xG0O4R8izqgPQ254pHrSKLU4zs06xuH2wc9cn3vUXg+RI+cux65gQYdEKqVnKPQAgQjSVmaSo8LkEt1OnUh+tQzgBzByn86+njpkZNpAfe1I8WQq541ySArp95R0B+TYe6eMnmGnwOtDRvcVxm0FH0SxiRj6C4LPp6aiSrHVm9HAbsPJnvkfrDetFCdeJVyxySPHIBWbK6eaG9DrukFBQejgRQqJLPTVckALj9IpFaqLpVD5YIlJjlH3nGMVCvUjXkd92nr1Fyqe23dVHNAesu6k6MvJ0zThQfoG8OVWFrAOGAciZMF4FIWxElQDeDSJJV++85iHqMT1dQYjKo9l5Ma6VwB9JQLAIB9h/W9cpUW6+sopnvk7mtWjryisVm0lxlrMJ5M0ZaGXMWMziJ2aPJnMl34kEndB5hw5KJWBDXY6RXp0uSCwzBKCHJfKXVJqioHXcxpa30lPGolr7kLjEet6AVXZWIVYBAbUZbqTKdSIBM0zKExuo6csnmCbEe5t15bhc/3Em3SnCBlopJSwP0aK0yVGpnRVQQAbN+fojxR2yu0WE9HAbsP6k0CxkWz3FfdvIZSnlD+og5oS0OuyqhmdBWx40DyAFE9s44CfSaVBkHbIw9w5IYeues1UbS+EuGEIB3j4pexpdWqZp5HnqN55Mo16u0opOqEJVTdeqo3GfD6qYG6YBwmPiHIBzUYCMggKY3uY67sFjBLcpKUH6BRw0T2yYRBBYC9Gp61umqe1VMGAGzek6w8CbeXTsL8gQ7sODCW2G/WUtWSpqsk1E9XJ8IyMTkqK9rTkCuSqMGuEnbsH0vkS9UBTH1oJGSwB0jnJdX+Oot5HB5PX8KG4TAR5NH1RFRMyoQgUrBTQK46tFQhbmEjQH+38yj0dxaxK4UDlf0Bfs0brdWK55ETDXlAGZUgcVWCgR1Fh8x1A6IwlO61C0+4pkqhzpJonxa/UXXk3WW95Bwg6GzN7u0AALxANeTuvVsy3A0AWLdlX2p/xin6IY48aqwEJ0Izqs4U7WnIlfcLBiqYqHJs2nUo/vhAkCeP/UQpVLhEpu6yjcF/YNKWsCpk9cPeSgGjE1XygJmoVl2PnFJrha7D5TL6CDGwKSsP9R72Vwp6htztr0igViTIqhX31cviS7mG0kmYrHJilqZoNzapP9mrgUdTBZbku9MoHU9HDp/r1vPIfaM3s0ck9WzZSzDkymrqWNeQr31hf0J/4tV071R1e0QgmloJx0OoarQsaEtDrlacO3aWuMmPv7A3/nDl+Hn9YpmmoySpVjne+LX7cd9TO10OVG+2Vw2IXMJSePIqBxxHBHkAaBk5FZNVIJdj0C34BETItwiTFQBUSjSPXKVl+juLODxe1Wovi2YBOtRKBtVKaBmtU8ZWGgHKru+A7wXqtRMw88j91UOny3enF6Ny3zBBgQE0rlum9vdXCniBYsiVmze3rwPFvIMNOw6ktnPcGuZUpVhYtRLtkQtI0YTJyt4UbWnIVf7Sn62Tll3+aFw02AkAeHp7+qAYm6zirnXb3Zb03bNlTQtAL0DknS8XgZ6eDv2lrIrJahU5N/09id8N9Om+ehy5TlEq7gekKgWaRw74RnagQpuwtEsCqMFOomolvIxOMwxqTZfDRFWHLMylOxGKvugeuTRWDvMNViq1At/4z+3rwFB3Cb97emdqX+HRM9xTxgt7KMFOf3w4DkNXKS1epOjOOwrYTdSty5WHXHUkPa8yWGxKJZqgPQ15KJI+t68DT25LX3YxBowQDLkKNdhJ8cg7pUdOoR24zArV99RUCB05LchnsjQN6MjJiU/Kg+ca8p0H0rTC7qbUjn5JgKDEka4ykGMsbpIKBtIJnnVEOy1dtycTNefIGWP6ChTF+DsOw1EDFWzdm26Q1WcOAAY04yBqv7ItIFLnk+6f2l9vpUiOLcn2/Z3xToWqxOko5DBBpNGyoD0Nufsqb/Ts3jK2aAwuBmBkhjDkGzQMuVpsnoGRtsiSreQSlsLLcyBQvZA68wcNuV4Azi9jS69+CPgSOt2sPyD4kAN6HjllIwuVvigTg1Pqz+hKSDEP6KxTdhOKglpzW3vCZrSCaN65et41vHGZ5pFXFeMPCHolTdMd6EvSZxWaIVc5ckDcv6Tro9qEvgyZpJViDqW8gz0RE4HaR4ehk2WK9jTkCn8JiGXbloSiOqon0lHMobejgG0aPJ/6MEujU9LYWUU1IF6kn2DIpfwwrc5HHCbdWiuAqyYhcOSUpA9V61sp5jFZ5aTd4CX6K2I5uyvFi5JN8iY6cld5op1eLt8w4ZGnTcQq3UHhugHfKFAyLbN55GJyAtI9cpViAgiGPHSZ+yqFSOOoi45CTouyYmBC7XWIFldS9yaNU4sFlUZmTpYp2tOQhwbXYFcR2xPKXKqeCCA8wLRlPBDyyKUh19hZRX1gTLPaHMXDM6FWHNeQi7RxfbmYrqcmz1P1yAH9oK5Ky3jLWY17IuWAQPperWof5GupBAa7ywXsi7kekcFOEkdOz5gMJqfRyw4wxjzKL9WQKzQmQK+b4t3jShG7D41rlVWQ/arUSppsOJyXQKZW3KvjMCEyiJwIVIfQcLVsivY05KHBVSnltR5QdSmvY8jVISe9f7HXob6iQ3rklOpvMkXfdLDIPTsBEWzVqnKnJFQU8w72axp/eU2lYaAEPOU17euQHrlePY1uTW9S7aPTC+7RMij96n3RhkGdtCkrKHVl4CXnENoZ0W5KnzlHBOzSVhqq8QeEId83OqFtkCWGe8uYrHJsTasrrvQb4MhTYj2qc9dbEcFOCs0nqz0wJmS/SRNBlviVKdrTkMs3MtBWyGF8Mj7wEL6fg11FrSyzKGrl+T2H8eNVm7QHSZeBIZfSPErwTKJa5eAcHkfeUcxradjDAWRdj1zeBKrCRr1++ZyDnnI+1SOXVI63akiZNNQ+KCsN0Va8yutxeLyayMnLzRoAPYpEaYiKZnKO14T56fKkcYWgcVwwUMHKZ3YltlHrkQPJRaUCfYXoz3l9Iinoud0H9c6VhzjyFN22er/6OooYm6iSYhXq7+yPqbYYiLkQAtT1QFsacnXZC6Qvm8PB0WXz+/D09gPphiPBWD+vMRHIAk+dxRyJs5NlbMsaBXzCmHTPOafIAvWoFT84pevFA1zhTgU9QvmdqlERqob05bCaZKXjTXorBkKdkOA5+hmNUf2pI8SftGkcsgn9lnMYukt5reQctU/lkuPMRTOwfmu82ks0Ei+yna+woXHrc1xDrpumH550hrqLWLtlX+xKWn3GZcyFoluXcBhDX0d0YNZ09VUPtKUhDxvmtMADDxn+owaEciVtmRf0yFng/zbvTs8klRjuKWtJtrz2EFxdZzEPh4HE98lSoTk3IFjRplbEK4PoV68wkv+A97kPj25AKzxF6qTpe9RKSWp9NZNZ4Huw+h653zhJqqfuukOhfCQYlNWMpncd5KtplJ2jjOMZnUXsH51I5NnD6hNqrEH2NigLZ+lSK6EB8pJjhsA5sGlXukd/xsIBAMDd67dr9QWotdrjS2N4dgf6tWrqhfY05GGOPCXqH6ZipNFJq3FczeqRu6+zessk70Cm6OccsTsKJbXZM+Tug9dViud3VajeRn9FM4agBKRk1p+OosFrq/yt06f00soFBw7TSWbxDRDVI1cfWp04h6yrA9AUSoAI3pYLjlYQMeDJaypIvLYIrYK60vX7fq0V8aobt6lVrRThMGCHxrjyz1WZdLpEmn/c71X38R2Z0YlCjiWW7Qijqoz/uNIYQampMK2U0htZ0KaGPOQlpAyusOGXRict+ysY7BT4/jVnun3FP6w85G/O7C5h1TO7sFXTIHMuUvQBUTmOMgl41Ir75M3u7cDewxMaMjMBBiYmHp0YgqL19SZHin5XeVD7tZM4mMeTJ/2mXzz0HFZv3O397ctA9ScaeYrdmtRHzs1ApFAkXhCxrG+U/TYm1ErQIweQWAZaleUB+klP4VVzzmEY6Czpp/dzHpjodR0FxkTi0szuMq22i2JTZGmM8HhUf1OHO2lTsnizoD0Nufvq8XapUqqg4ZdGZ+PO5GWa6pHL97IkQJJHEs5qk9uSXfOtVYn9+X0B8tfN7KENyMnJoCGf1y+4ybQlqVrkaFav6DNNmaB65B2FHAo5pk0Dhb95oLOgkdnpv+9OMeTv/f5DAPwxor0be+j8pK4YiPZcw06C7v6UYY91oLOoZeRUJ4EqBZR7rPp9imuS7JFHBzvTa7QE6UxA0Cvb9lE8cv9vacjjJp3wfVgwUMEfntujLUrwyxcwxSmJP1fpGFBWRFlQF0POGLuUMbaWMbaeMXZtPb4zC8KGcqlbOOuBZ6Mj8OGbPNxTxmBXEXc8sS2lI//tU9tEJqgX5NCQIMrzk5PAQxt347pfPpLaDuDeUnZWT5lUx1lOGlJ+OH+gAgDYtDN5makO99m9ZUxUOban1XmHf00ZY+jV2MnFaxvyuPoqRRwan0wNHqnBSx2+Wx7fXcqjXHD0DbkyaIbdetpJMRXpJCRJFSPbua9z+zrw/G69++xx5OUCbVPjEJ01Q4daCf1dcSmqdIWRe66BgGUpde8Ar32YeussoFLM4ZbHtya2k/fhFSfPxvqt+/H+H64myUEZfEcvnP2t2pHuUh7FvEMqIJYFmQ05YywH4AsALgNwPICrGWPHZ/3eLFC9JUA8aEtndeOuddGGOTyoCjkHyxf0pz7UqkP6nBvclIWzEj3y0N9jE/4n37h7Q2pAsKp4un0V8bDe8tiWxDZ+W+mRi/OUHvnGtCCR9Egc5m0EkEavSJmkRG9HHnsyqFaANC25EoAs6wVk1YlmqLukrWNWz3GgUkTeYZErozCN1q1pXMPt5vR14Pk96ZxuOPGF5pEHr7lHrWhx5KLhcbO70V3K4y5CIFHtTzfor2YNAyKOcMGSmXgmpgJi+Hqed+wQAOCnDz6H61c/r9GfgMMYls/vR3c5j9vXbgsd43uQjDEMdZW0HYOsqIdHfgaA9ZzzpzjnYwC+D+BVdfheY/Cwiw3gpLm9eHJrzE0O8XyAeDjTg2u1yzJZUVCnJKrs75zFMwKfP7U9WfKl7oV54dKZAIAb/7BZi7eWHrlbjgQzOovoKORSAz9q3Wm5EUDaSiB8fXSDpFHw0vQPJO0C49/yrhRqJQozu8tGD57gXEuR9XyiqBWSasVtOLuvjN0Hx7WKq8k2PR157Bud0N7UOKzN7ikXUMw7eCFhAglTK6V8DouHu1JrFUUxGifO7cVzuw/hsc3xJaeTMKdPUH5RdEn4PswfqGCmS6fp1EaSNKLDhDJn0VCX57z5nQT7GOouaZX6qAfqYcjnAtio/L3J/SwAxtg1jLGVjLGV27alUBZ1gupdDLrLtuibzGuOl3K3JA4t7vkop9R9CH/nm84awYlze7y/07xCdS/M42aLdj994Dmc+Y+34Bt3Px3b7tkdB/Hvt68H4HvkjDHM7iunJn6oq5bhXs2NAHjwms7sKZFklmHVCpCe3Sn7E0HFaKOnGjbVq5tJ8MjDhmGop4ytCfV8PApH1yMPja25rs46jV5R2/nBSgJdoVx0x2FYPNSFtVsSKoe6r+FEotSic57z6jd81SnCbNy2Npke8c419NlwTxmHx6uRkssw3QoAd/3fCwAAH/n5w6mThzdk3PZz+8p4Ysu+QM378LUY6m4tjzx8PYFa9gCc8y9zzldwzlcMDQ3VoVsaBrtKGJ/kiRyt+kPm9JUxPsnx8HNJG1KIn/n2cxfizg9e4H3ekbDRQFSHjDFccvws7+O0B12t813KOx5fDgDX/fLR2HZv+NK9+PZ9zwLwPXJA8PurN+5OVM2oq5bBzhLyDtPwyIMPzrCrsNEJMEUF+wA9KZw8Pu5YVRet3vOZ3SVs2aN5fqEA+XB39CQV/ia6akW8Sh4+bfJUlULz+t34R0JOg4oqR0BHDoj9MLck3Oeo1ewp8/vw/J7DiWKBcH0jQBi+uX0diXsHqP2GTtW/RkkTqtKjlHUCwDfv3pAYU5FjQl6f84+diS17R/HY5tpzlX0MdhFUOBlRD0O+CcB85e95ANJJpwYiglnBnF5xkx99vtYwRz22Zx09CAD4yl1PpfZz7HA3FsyoeJ93FHOJ+tGo/uYNdHjv0x50dRAzxrw9KtOgyhSlRw4Arz9tHgAkLgPVTDzHERLENDomvFSf1VPGwbFJvWSiEAcqa5InaftVIzazu4ydB8Yil82qR67ei5HBTuwbncD2BLmd1y40xub0deD53YdqJoGwoZvhZqimKn5Cf1N1+AAw11Mk6RlydY9ViTQZp1pMSuLUBf0AgEcinjWvXYSHDACLhjpx/ernNTd9DjYeTojdxF3tr7/pdADAD1ZuxAkfvSmWhlI5cgBY4goo1FVYeP4XwduxptQkr4ch/z2AYxhjCxljRQBXAbi+Dt9rjLC3BADnusGNBxXtsHd8WK8IYPHMLvRXCloV1cJeTG9HITFqHzXRSEMFaHjk4T71KNAA8sqT9+rlYkmblNIePudjZnYlbnYrT0s9zVm9el6lRPD6SIlfuk4YAIbdfSCjJqeq8lyp3vnRQ10AkLgJiUR4GT1/oIJ9oxOx8kq1EudklWvX3pYTgDTkacFLrkiFJB2jk+0YbivRVcrjud2HsDmGJ69GGOSjZ+pfx/DEUS7kwDlS1VuyTIWKWQmrlij6FADOWjwY+DuOHgvXlJFyVZWKC5cdmNVTBuf6ktYsyGzIOecTAN4F4CYAjwH4IedcR0PXMEQZys5iDnmHRS6f1O2qVCwc7Ez0DMI3V0J3SaVONDLrDwBuWPN8Cjcf9JzCGaY6wS11ItDZDcb7RrfZsbO68fgL+xKDb2Ee0/eYaLXeAaEkGuwq4Y4n4vlTtU3Shr6TyoFqeQJZ74Oym7scMwtcGeezITohHPAd6hbXIC0IFr7/PQSPXF7zzlIeA51FbEyRlka1lZD9XfFvd6ecZ3A8dZfyic9A3AiV2/qlxWyizjXpnic9Eerz++yO6ElP3QYP8KWZqpEO253ZruNiUtOFirroyDnnv+KcH8s5P5pz/vf1+M5M5+O+qjeIMebtUhPXIGyQK8XkfQCj+gFEAZ9kQ147rE4f6cffXn48inkHT2zZ7yUrRC3BRWan3+my+X2B/9cpFat65Frp6aEEDum9/u/vPBDfBMEJw5Mt6nrkoet65alz8dDG3Ylcpmwy0zWYUby1OtGpHu4swoMXnmjiDHkY1MQjTxdfzCHnsFRDHh4tM7v1edqDYxPe5toS8vqknW/4XvWmbBQRzr6W+PDLlwIQK74kRHHk5UIOfZVC4m5g4TYAcP07z8GFS2eCMcTmjoQnLFnz/jO/eQL3PbVDHBPqI4nqqTfaM7MzIgADxCeJRDArAFyuW8MjD1MrfZVg4svmPYfw+w21G9KqrRhj+LNzFuK7b3sRAOCd330Ar/uPe7Hor34V2a/aVvJ8Eud96jZ85Od/qGmn8pg55Q+dYk4+RyhepezxnvU7YttUQy45hVqJWpCcPjKAKgfWxlA6apMk70xdwagUR1cpj96OQqwWOdhXcDU2341x1HjkEbwpkG4Ywz+fMYY5fWU9ukK55r0d+jvvrNm0ByfM6a3pN/E8Y+jFvkryBsdxTlBfpYjzlwxhXUrVxfBWbxLD3TElKxJc8pPm9eLrbz4dS4a78UTM2JpwM6ILudo+pSGXkOfleeTWkJsh/JBJxHnkfuCF1Ryvu+uIilLewfgk9zy/Sz57J17/H/emtgP8TMuNOw9hlbu8DEf/eehceysFvM4NWAJiSzSpTlEhayQDQUMu+de//tnD+Lvro1kxuTKQ/Q52lfCei47BRLUaXx0vRK2UC2IbPWqdFomFg67XG7P8VROQBjtLqBRzkZtoqx659Kwkli/o86574vmF7mGlmMdgVylWqaFy5ACM1AwvWjgDtzy2NbkmT+i8dLdeAwSNImMLEh9/9Yne5B21OlXzC1T0dRSTA9MR9KfEOYsHsX7r/lqddqh91Bwz3FuOvD5RcbMw5vV3xAaGJ9zASt6pNZmfu3kd/uFXj9XQYX0VV4ffKtRKs/DDlRvx4Z/WepphxBnKuN3Okwz/MzsO4u7122MGVbRHLg2mVEzIanfhVOCoMSVldiou+dydwV45D3jXAPDp9bBi3wAAIABJREFU1y/DN98S9MzDUA15QVG6qJ9/854NkSnLUauWRYOdqPL4mjRh5Qkg6BXt2jCh3zivvwKH6QXRHIfh2OFuPP5CrXJCNeRvO3dh4P8WD3Xh2Z0HtWtwBPXTHbHUipyUujRLAUR1//rT5mGiyvGH5/YknxOCk7SuIVc35ZaY09eBT79+GYAYNUgMLdmb4pH7J1v7EJztBiBXRqxivX6jm2JWTynScCZNHBJivOzDu75bSxeOR3jkt7z/PO/9l+98qkY0wRjDosFOLccgK1rKkK/fuh8/fUB/950ozjuSWom5ydJb++Ov3o+zP3FrTbuoiL1oF72DudQ1J519IefguitOwKkLfN47vIqoxngjkiKJQ1Ex3knHRhmZqAd2ZFDUbZd1ZqLahE9zuFfPkEfd4nIhhyWzenD3+u3RiV2hK7t0VjfWvrAvVhL40Vcej7eeEzTkc/s7cHi8mlpONaro0/yBSgS1EuxblgLQ58j971/qJn8l0Q7hazDQWcQLew9rTX7heuQSsxIoAt92haiVFEonKitaQtJPSQXWwtJWiXn9FWzdNxrbdxJTJFe1N6zZXPN/0iNXHaCjh7rwq/ec6/197qduE30o7V576jysemYXLvrn22NrPdUDLWXIZ/eWMTpR1aiCF61C6SzlsH7r/ppMtzi+LooPC/YjXuM88vB2V5LbjePwJd501gh+8o6z8Jk3CE9o0VBnqN/oB67L3VAhDqpaI2zIb/vA+d77SI8Gtee8cIY4r2cSqY7gZ3EeUxSirs7lJ8/GA8/ujvd8lUbHDHdj18Hxmp2F5HXoqxRqVgxzvAzKNI18bX8LBip4fvehgG446rihLp3U7VpD19tRwKyeciyPKxEuRAUAF/3zHSn9RXvkQHJJhjhZX1/avpgJHrIcm7oSTRVnHT0DnAN3Pxms9aLj+i0a6vKe+fBEKz3yfMgmHD+nB2GoY+rMRaL8xpPbDuDKL96Df7t1HXk/Ux20mCGXBZ7oDxkgPPJdB8dxxj/cEjo+Otz5R6fPRxLi+ME4j/wt3/g91mzydexJ3gFjDFeeOg+vO21ezc7zaoq+iq4Uj1xNJ5aSQ4mFg5246S9fAiBZh6t23NORR6WYizXMUTz3goEKtuwd1a5/HsY57rI7MqU61Gh2THB10qubUXsVpfb6Oc0kGvUbFrpUU1R6unocySMP/b1oqDMx/T1sN89fMtN7nyZLnazGeOSu+uL9P1pds6KNe9b6OoRePu4+xzlPgL8S/tzN63BnnIoEiHwITpnfh65SHvc+GQxApjlPEj/88xcDAL7226cDn8vJuRCRfPf1N68I/B2U3AZjDp/+9RO44Q+1Hn9WtJQhP/WoPjAG3JVSXjZOhSL3cowb0OFBtXhmN0aUjM2afmKCpHIgvvcHoua1KvX7xH8/rk0NAeKhf2HvYV/iFCPbAvygpYQahPzxqk0BzzTK6MtB9083rY09n7CkcziB847yyJfOEh7M2gjuOtg4+iFfMktU17v5sVo9eZg3HY5RrvgVIKOW5nrZkFF3UCo+1IzGqONm94qStEnjIO6/+mI2/lWhXoPFM7vwd68UxUijsppVxHnkcvs2APj+7zcG/i8uiNifsimFrmH906//Lvo/YpyZfM7B0UOd2BBSHsXFwcJYvqAf5x07hF+uDuZySNVKPuL6nLM4WHJE7UPuXKTi8pNmJ5+EAVrKkM/sLmP5/D7882+ewBduWx97XLwKJdpjTTKrapZleEkUlxAk6zes3rgbYxNVr+IgEOS7U8YUAH+7MqnXjvOAgFove7NbYGmyyvGBH60O/F9YrQH4E0EUVRIXR5iZsNVc1HU9zl2KPhpRoyKMqIe8XMjhzKNn4KGIDN1wmzgteXi7OxW9HQUhQdypV71PHWNHD3WilHfwsBKMjDpuXn8H9o9OaO2nGT7F7lJy0a2oa37aUWKPyjRKa5JHG/IkxI2Lo1wHKGxQw0gzrEC0Wias3FKxYEaEIdcIdkqce8wgntt9KDBhSo88qhxGMS+S1aKQcxg+/uoT8Z4LF+OTrz0Jaz9+aSAHpF5oKUMOAJ963ckAUmqgRFZi8Dd9AEKlKxNu8l+9/Djv/f6YRJvwclQ1kuGU30Njk6SM+refuwiAKMOrnGrkEjgMWb9ard3yqlPm4Kt/uiLyeMYYFroBzDAtFKeZF7sFRdMEqhxQYk5vGT3lPB5PqTaXFAw7blY3ntq2P3bPRIk4LblHrUQ8UPIaRMkWo85P/YZ8zsFSN+O15nuV95K+SaoBH/frdXYYCk+AcSuTMKpVvXGlIm48ynH05m/8PrLWSNL9BYBVH7kYl58sPNeoYHp44xEVx83uxsadh1I3t4iDLJehTrTSGSvG1DW67QPn4WXHD7vtgyvjPznzKPyfly3BH52+INKBqgdazpAvntmNd1+4GHsPjccWl4rzWtVEkECxmwSN6WtPm4cvvfE0AKipLRLHkctdz4HaQbjz4FhkbZc4zB+o4CXHDnmBn7g+Jd7/0mNx2YmikqJ84FXP4qgZnbjYHXBReMd5RwMALv/X3waomThOU1Ir0TRB7cPGmJAFrksojeofG/35klk9qHLUKInC1Eopn0N/pVBTDc+jVmI6mJ0wOXl9xYyxo2Z0BgKxUQZLViVM0klLhI1yd1nU/4njyaPug1zef+TnD+M/7ngyti/hkUf/362u1C6sDY9blc5QZLRRVFCahzyjq4R3XrAYAPBUxG+Nkx8CwPL5omjXQ0o8yrsqGs9cj0s73vf0Du96TngeefQXdJcL+PQbluHf//hUXKDEJZqFljPkAHDxccOocsTu7OEbneBFP3Gun7W2ec9hbNp1ECPX3ujxrXH3WLb77bodAS/QU62ErqLctxMAfvbgc4H/27ZvVGsLMhXz+juwZpNI2ff7jD7bd190DD58mVhF3PrYVtz86JZADesojk/FQlchs37rfvxytR+UieM0h3uEkiisDJFtoh62E+f2Ys1zu7X2NY3C6SPiQd1xYKxGXRLubsGMTtz31M5AoNejVmKuRVIJXO/8ZH+hH7hgoILnFOVKlMGXVQmTAqpJHDkAnP/p22M3Vg5f81woRhOHySqPndwWDXVhRmcR/3rreoxceyPWuxLIOIOsXpeoQl9JwU6JhZ68tXbSj5K2Spw8rxcOA36yapM/4cUo2aIg69p86Mdr8D8PvwAAGEvgyL125QIuO2l2ajZsI9CShvzkeb2Y29eB366L2U4q5im47MRZXuDnHd9+AOd8Uug+v3u/yIKMu/6ykM9nb34Cn/wf/0GoxgyOciGHj7xCGFNpyN95wdFeudhbHt8S2S4Og6538+tHt9QUyIqClG/9YOVGvO2/VuLqr9yn1Q8ALJ/fh2OHRZ2LH/zezw6NCxaNJHChcV7TxccN4/B4NXbrvaS2gNhw+sb3nAMAuP9pX50QdWnefu5CrN+6P7D1mEcTxTyU3WWx0fOxH/lv/MvN62LPMQoLBiqYrHIvPiGhPtz9lQI6Cjk9jzx8vQd9KeqtMQHfNERtPlJNoJsk+hUv+z3fezDYX0Szf3jNSQDiPPJ0w1ou5DC3ryOS5opKNpPoLOVx9FAXblizGed/+nbc9MgLWhOHRE/Zp0bkPZqYrCLvsCkx0jpoSUPOGMPyBX347brtsVmIUdebMYY3nTUCIDpFOm5QyeAlANys7I2ZNDje+OKjAn+/7rT5+MAlSwD4lIfumLjC3TlFLZmZxGUmyRDTdjfP5xz8+n3n4dxjBvH7Dbu8uiNx88dit7jRbRGb3sYlbbxo0QB6ynnc9EjyPqNJD/lxs3rQWcxh9cZglmP4QTvbrSuv0mLSOY/zPuf2iSDp2EQV37yn1ugBiL0gsi79o5vFeUUdxRhz08HTN14I47Sj+nG8mxj0K4KM7RWKUiK8SgR8bX3cNQHgeeEAPC17eMMFFUtmibHxmi/eg+/9rrZkBIBUqmPhYLTcMskjB8QYk/jzb63yS0wkdwfAj60AvlGfqPJI6eF0wfQ9sxS89Phh7BudiDEg8TeMMYaLlkZzWHFjWDUO3UrSTZIUsJTP4bSj+r2/FwxUUHYDHVq7BymQA2t0fDKWk1SRNOBetHAg9v9USCndef90e4DCiuKELztxFr5w23ps2nUQh8Ym8dFfPIwb12yOnVALOQcXHTeMWx7fEqA8VKRJNB2HYUENH12L/s4ihntKuEfRFfvBzujvvuqMBd77XQfHY8uiRv22ZfP6MLu3jPf9YLXgk2N+x6KhTtzxxLZ0KWHo765SHr9677l481kjuP2JbTU67bjL9vmrl+OBv3kp3nPhYqzZtKcm3uPRTSlJcBITVY7RiclErntGp28Qw6U1dBW4s3qji2BxHtOpiw++bGngb8pesSq/v2HHAdy+diu+fOdTiXWXphota8gvOk4E7KIDIfHLLgB478XHAABevGhG7DFxUCV+fmZn9LE/+vMX47orTsA/ve5k5ByGUiGYKKS7SPMngEn8468eT+wzCY9+7BJcEDOJhXGhctzHb3g0cSn8/pctQZWLEqB//NX78J/3PoMP/3RN4oR6yQnD2H1wHL+LqaeRRK1IjMyo4Iktfgp+nJLhNcvn4a512z2jlxbsLOQcrPm7l+E7biXKF4USyERf0b+to5jD+156LA6NT+I7CZTdK5fNweHxKpZd92vc9MgLkd+fhJceP4yxiWp0Vc2IDnMOw0BnERe6z82ffO1+rN+6H+u27MPug2Op1wQAbnj3Ofjam1bgk68VlMnqjXsSnZmjZlQ8njsOacN4uKeE7fvHInM/klZsvZUCHv3YJV6pi+fdrFQdaoQxhqXuDkBfvP1JvPkbv09tM9VoWUPeVcpjuKcUI01KHiAnz+vDhk+8At+75kz8tSIvTLrHn/2jZTXHeLVWYnpzHEHlvH6FyBAt5R0wVivtS0Mhx+AwkaTyrfueAZBOkbzqlDk1n6nyyzScsXAAv/vri3DBkiE4jCVOWovch/Wvf/YwHnhWKAX2Hp4QqqKYiyoLIz2QoaDQWYsHsWnXoWC6fkR35ywexGSVe0YvLdgJiCX1GcrqJVxxMclZeMOK+ThmZhceeGZXLGd9+clzsNw1Mn/10z/ErkDixuSy+SI5bk2IWkpzdE+Z34fP/dEp2LJ3FH/0pXvx0s/eiVM+9hsvcSfpmpw4txcXHTeMbpdueMOX7sXfuXvERjVjjOFfrjol8nfE5XqEMaunjMkqT9zYOg6VYh4fe9WJAPySC7r+j1pDpRXQsoYcEMGQnzywSbvechRkLQogeYZ/zfJ5OO/YIRyeUOtopNMcKhhjKOUdb4mmGziRx6lZdWmlYP/lquXY8IlXeA8SpT+Jmd1lnDyvD1v2HfbqxkR9h+MwvPvCxd7fH3vVCQCAB57djdGYSau7XMBRMyr40apN0TpjjaX3ElcdtME1snFNTjuqHx2FHL597zNis44EL1JFIefgrg9dAAC4fnWQV05zFo6b3YMntgr6Iu64r7/pdPzpi4/CjgNjNVsQpv3+Ljegp5Z8kEi7y3JrP7UwmExJ19GRR9Fzcc/OyfP68LZzFiLHWGCyisv1CON4l+JbXXN9ard6i4Is0yCptbTCchKNSNppJFrakMtl2yOba70SXZsV3hElCR2FHA6PpWurk1Au5BRDrt8uvLLULU36KjdQaor5AxVw7kfv4075/S9bgvv/6iKs+/vLcO4xfspyVHKMxFvPWYhndhzEBZ++PbKQUJqhlen0z0rFTALd8ZcXH4NbHt+KBzfuTkzRD2P+QAVzesuBQJ9/fvHtFgxUsHHnocTVV39nER+4ZAmKOQc3rI4LXMZ3cvK8XqzetCfozWuSz9LAyYnqblfVo3NNZnSVcP6SYFp6kkWulPKYqHJ8NkIBlPYMnDi3B8W8g1XP7ArEA1Iocg/hstC6G5UDCKzWAQRWaNMNLW3I//ZyISUMS72EVEjvp73kWH9Apg2qjtBGE3HywySU8zmMEoOdKjrduheU3dR/8c6zce+HLzTqb35/cOebpGs03FNGIedg4WAn3nXB4vgDXVx1+gJccsIwNu06hFWhEp865mhWTxlz+zpwqxLwjjP+/+tFC1AuOPjJqk2pqpUwjp7ZhSe3hWt3JEOmqH/lrqdrJmEVPeUCLlg6hK/f/TTe9d0HvByDtMxHQNAk2/ePevyvhM7P+sZbTseN7znH28hElsbV9URfckx8fZEw5Mrp87esw8i1N+KHKzemFk2TKOVzWDqrG1+562mc+NGbcKsr3Y3LUQiDMYY3nikUZB90VWO6ePtLFuHh6y7BN95yOh657hJ8+60vIrVvJlrakM/piy5wdHi8Gij0kwQ1eKljyPceVkpzpgQ7o1AuKNSKfjMPsjY0xZAvm9/nVY6kYn5oL0pdeuYDlyzB2Ytn1HpuCop5Bx9/tQicPfRsiCJISMGWcByGy0+ejbvWbceB0YlE49ddLuDSE2bhl6uf966/5lyPxTO78OS2/YFVg6BW4s/w8pPneAGzNHzwkqV46fHDuGHNZpzw0ZtwiyJxTbrcpy4Qqih1AwZNMQiWzuqp2dYN0J/c3nL2CH5wzZne30mUzMtPmhUoxfyhH6/BtT8RKhad7tTr+LMHhYIqbqu3KFx3xQm4/l1ne5miFHSV8rhgyUx0lvKk1XuzMX3PTAPlQg6LBjvxn/duCKSTHxqfRNngoqcNjFPm92H3wXE84aaX+xtLEDzyQo4c7AT8+hwnzu3FWUfPwMdffSL5O0wgvGymXXZVxXfedia++ZYzEo8Z6i5hbl8H/uOOJ2u4cp3LunxBHyaq3At6JzW58tR52Ht4Ar92VSK6BaIWDFRwcGwyUB+bx/E4LjqKOa8uUBoWz+zCV/50BT5/9XIAIllNZ/ONpbO60VnM1exAQ3UQ7vjg+d57XeaBMRagGpL6ZIzhb9zVs4Tc5UjHGH9Eafvff9iM8cmqtkcOiAn/5Hl96Qe2MFrakAMi+WXngTF8/IbHvM8OjU+irOmRq0gbGJKT37rvMPaPTuBfbxWcH8UjDwY79dv9xfmiBkqlmMN3334mli/oT2lRH+Qc5k0ijUpqO+voGdhxYCyQNKLrWS4aEkknT23fn0oPn714EPP6O7wdYNLKFUjIynaBXYNSgp3queniimVz8PN3no2xySoeeEasUJL6yOccvGjRDPzmUV+PT6iQ7OGoGb63TCmapTowac3k6uGKZXPwUqXWj26m5fq/vwzvOP9oTFQ53vO9B0lxsCMBLW/IZcUxlScdHZ/0tNcUpI0LWeb16e0HcOJHb8L9T4slLWVAlQo5o4dNlgmQBZeaiQXug96o5+aTrz0Z/ZUCbgmlnOv0d9QMuY/ngVQvLecwfO/tZ+LqM+bjmpcswsiMZI2zhDTk25VViY4hCZcV1sHSWd1gLDlIrOKq0+dj857DgfrsJmnkcmccahlbr8+Uu9XbUcCGT7wCn796Oc4+mp6/kc85+F9uotajm/e6z5C15BItb8jfcf5ivHLZHGzZe9irhnhofFKbI1eRNoilIf/bXwR3mqdSK0pL7XYvP2kW/vXq5fjzlyzSblMvHOdylA3YoQqAWPpedtJs3PHENvznPRsAiE0QJjQ6LOVzmNdfwXpP6pd8TecPVPCPV56Mv3r5cdoKBqnweCgk9aMEuXVRLuQwp7fDK42QNrYuOm4Yc/s68M17nhZF1UhFkn30u46CsSEnNLvqjAW49rKlGJlRwaJB/VXL/IEKXnfaPLcEtZ788EhByxvynMNw9RnzMaEkfBwer5KSX97/0mMxMqOS6qGpxXRUUMaTyt1TBiJjDK9cNockn6oXls7WC9plwf+9dCkWDFTw0esfwd3rt2OiynFXXFG0EE6a1yuyDA2NWBpGBjuxdFZ3YPswyi5PVCwYqMTugxpGzmF427kLcd9TOz15n4l9k04KtR65VOdQ2pULOfzFeUfj9g9egJPm1QZckyArU6bp+I800Nd+0xDHuduHPb1dDP5DY5PoryRvRKzi3Rcdg3dfdEzqcWrxLBXUQdxqkOoGyZU3Ar0dBfzv84/GtT/9A977/YdIbU9d0I8b12zGYHepYV7a4pldWK3Wt9YMtt35wQuw5rno3YziMDJYwb3u1n46P+fNZ41g5YZd+PwtwpDvn0Erkwz4pVupHvlP3nEWVm7Y1TRFR3+liNGJKjgmrEeuoOU9ckDUaO4u5b3EkNGJyYbsxMEYi1Qi0BKCFI+8HifVBBw73I2vv3kFfvGusxvazxvcUgaqAkkHsp5GOPuvnjhlfh827jyER573qxrq3L8FMyq4/OTacglJOEqTu5dgjOEDlyzxVqEbNL15FZI+WjBAi8EMdpVwqbuRSTMgVwBjE9WGUFutirYw5IwxHD+nB/957zPYsX8U45O8YR7CG1bMx6dfvwwrP3Kx9xnFI5/OWtQkXLh0OHZfwnrBcRguPWGWV+Y3vDt5HE6Y09vw63rJCcJYyb1Co7axqxfOcevQAPpOwsLBTjz2/y7FG888CtddcQK5z4+84nj869XLA5uvTEeom7aEt1Q7ktGaViUCr1wmvJ671m3HuFsEvlF43WnzMNhV0q7boEItYTtdi9RPJS47yffuZAAuDcW84+1p2qhrOq+/A93lvKfZ5hHb2NULst64Cf7fq0/0au5TMKu37D1D0xlHK4lFJ03zSaeZyGTIGWOvZ4w9whirMsb03KcG4arT56OzmMOd67ZhfJKj0ATPV9ZxoNiOK5dnq33S7njZ8b4hrxT1J8pGP9SMMbzs+FkBzXajLLnjMK8Ug53rg2CM4drLlqJccALlNY50ZLV2DwO4EsCddTiXTMjnHJy/dCZ+9/ROjE9WY3e7riekx0jJ1JytBAztM1oLVTZKUR7JAlpR+0PWCxcunYl9hyewetNuo1wACqSaY2yiwR21IP7ivKPx6HWXtqRwoFHIZO04549xztfW62SyYlZPGbsOjDWcWpGQO4nsOqBvPCqKobLeVjTkvqoDXXrUCgBPOqqzD6Ypzlk8CIcBdzwhZJGNvH2nuDvBb9xJD1weCWi1MrONRtPkh4yxawBcAwALFixIOdoMA51FHHDLzDaDWvmHK0/Cp/5nLc45ZjD9YBcmiUpHGt589kK86awREt99yoLG19LorRSwbH4f7li7FafM72tojONdFy7GnkPjeP2KeQ3rw6J9kGrtGGM3M8Yejvj3KkpHnPMvc85XcM5XDA01httS99prxkapwz1l/PMblpGWeCpdYOVT8aAayUYraiQuPm4Yqzftwfpt+xu6ouoq5fGPV56EPs2Ar8WRjVSPnHN+cdox0wVyB3MAKEzTpdd03om71fGp156sXefaFFedPh9fvG097l6/g5R0ZmHRSLSVVTlhtq9caAa1khWWI68v3nD6fPzZOQsb2seMrhLe4Vai3JVhi0ELi3oiq/zwNYyxTQBeDOBGxthN9TktM/RWCl5JWev5WjQKJhsUWFg0EpmCnZzznwH4WZ3OpS4Y7ilj857DXllOC4t6gzGGD16ypGZDBwuLqUJbFM1SceaiGfjZg895ad7TGZZaaV1Yr9xiOqHt+IdzXSmgzlZZU4XTR4RGuBlJSxYWFu2PtvPIX7lsDtZv3Y83G9SbaBY+84ZTsHrTbiyeSdsKzMLCwiIKbWfICzkHH7p06VSfRiLmD1S83ektLCwsssKu7S0sLCxaHNaQW1hYWLQ4rCG3sLCwaHFYQ25hYWHR4rCG3MLCwqLFYQ25hYWFRYvDGnILCwuLFoc15BYWFhYtDsYbvflgVKeMbQPwjGHzQQDb63g6rQD7m48M2N98ZCDLbz6Kc16zM8+UGPIsYIyt5JyvmOrzaCbsbz4yYH/zkYFG/GZLrVhYWFi0OKwht7CwsGhxtKIh//JUn8AUwP7mIwP2Nx8ZqPtvbjmO3MLCwsIiiFb0yC0sLCwsFFhDbmFhYdHiaClDzhi7lDG2ljG2njF27VSfTz3AGJvPGLuNMfYYY+wRxth73c8HGGO/YYytc1/73c8ZY+zz7jVYwxg7dWp/gTkYYznG2IOMsRvcvxcyxu53f/MPGGNF9/OS+/d69/9HpvK8TcEY62OM/Zgx9rh7v1/c7veZMfY+d1w/zBj7HmOs3G73mTH2dcbYVsbYw8pn5PvKGHuTe/w6xtibKOfQMoacMZYD8AUAlwE4HsDVjLHjp/as6oIJAO/nnB8H4EwA73R/17UAbuGcHwPgFvdvQPz+Y9x/1wD49+afct3wXgCPKX9/EsBn3d+8C8Bb3c/fCmAX53wxgM+6x7Ui/gXA/3DOlwJYBvHb2/Y+M8bmAngPgBWc8xMB5ABchfa7z98EcGnoM9J9ZYwNAPgogBcBOAPAR6Xx1wLnvCX+AXgxgJuUvz8M4MNTfV4N+J2/APBSAGsBzHY/mw1grfv+SwCuVo73jmulfwDmuQP8QgA3AGAQ2W758P0GcBOAF7vv8+5xbKp/A/H39gB4Onze7XyfAcwFsBHAgHvfbgBwSTveZwAjAB42va8ArgbwJeXzwHFp/1rGI4c/KCQ2uZ+1Ddyl5HIA9wMY5pxvBgD3daZ7WLtch88B+BCAqvv3DAC7OecT7t/q7/J+s/v/e9zjWwmLAGwD8A2XTvoqY6wTbXyfOefPAfg0gGcBbIa4b6vQ3vdZgnpfM93vVjLkLOKzttFOMsa6APwEwF9yzvcmHRrxWUtdB8bY5QC2cs5XqR9HHMo1/q9VkAdwKoB/55wvB3AA/nI7Ci3/m11q4FUAFgKYA6ATgloIo53ucxrifmOm395KhnwTgPnK3/MAPD9F51JXMMYKEEb8O5zzn7ofb2GMzXb/fzaAre7n7XAdzgZwBWNsA4DvQ9ArnwPQxxjLu8eov8v7ze7/9wLY2cwTrgM2AdjEOb/f/fvHEIa9ne/zxQCe5pxv45yPA/gpgLPQ3vdZgnpfM93vVjLkvwdwjBvxLkIETa6f4nPKDMYYA/A1AI/VLcjrAAABR0lEQVRxzj+j/Nf1AGTk+k0Q3Ln8/E/d6PeZAPbIJVyrgHP+Yc75PM75CMR9vJVz/scAbgPwOvew8G+W1+J17vEt5alxzl8AsJExtsT96CIAj6KN7zMEpXImY6zijnP5m9v2Piug3tebALyMMdbvrmRe5n6mh6kOEhADCi8H8ASAJwH89VSfT51+0zkQS6g1AB5y/70cghu8BcA693XAPZ5BqHeeBPAHCEXAlP+ODL//fAA3uO8XAfgdgPUAfgSg5H5edv9e7/7/oqk+b8PfegqAle69/jmA/na/zwCuA/A4gIcBfAtAqd3uM4DvQcQAxiE867ea3FcAf+b+9vUA3kI5B5uib2FhYdHiaCVqxcLCwsIiAtaQW1hYWLQ4rCG3sLCwaHFYQ25hYWHR4rCG3MLCwqLFYQ25hYWFRYvDGnILCwuLFsf/B3l+882OWLLrAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAMPLE_WINDOW = 10000 # ~20 firings / 1000 timepoints\n", + "TRAIN_TIME = 200\n", + "LAMBDA_LATENT = 1e-1\n", + "LEARNING_RATE = 5e-4\n", + "BATCH_SIZE = 100\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "\n", + "geyser_data = np.load('datasets/geyser_train_test.pkl', allow_pickle=True)\n", + "# geyser_data = import_geyser()\n", + "data, data_test = (standardize_ts(geyser_data[SAMPLE_WINDOW:-SAMPLE_WINDOW][:(SAMPLE_WINDOW+NUM_HIDDEN)], 1), \n", + " standardize_ts(geyser_data[SAMPLE_WINDOW:-SAMPLE_WINDOW][-(SAMPLE_WINDOW+NUM_HIDDEN):], 1))\n", + "data_mat, data_mat_test = [hankel_matrix(data, SAMPLE_WINDOW , q=TIME_WINDOW),\n", + " hankel_matrix(data_test, SAMPLE_WINDOW , q=TIME_WINDOW)]\n", + "X_train = data_mat[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = data_mat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "plt.plot(data[:1000])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " del enc, dec\n", + "except:\n", + " pass\n", + "enc, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=LAMBDA_LATENT, learning_rate=LEARNING_RATE)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "coords_geyser = enc.predict(X_test)[TIME_WINDOW:]\n", + "\n", + "plt.figure()\n", + "plot3dproj(coords_geyser[:,0], coords_geyser[:,1], coords_geyser[:,2], shadow_dist=2, elev_azim=(25,-37))\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_geyser[:,0], coords_geyser[:,1], 'k', linewidth=.02)\n", + "ax[1].plot(coords_geyser[:,1], coords_geyser[:,2], 'k', linewidth=.02)\n", + "ax[2].plot(coords_geyser[:,0], coords_geyser[:,2], 'k', linewidth=.02)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Electricity dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAMPLE_WINDOW = 10000 # ~20 days / 1000 timepoints\n", + "TRAIN_TIME = 200\n", + "LAMBDA_LATENT = 5e-2\n", + "LEARNING_RATE = 1e-3\n", + "BATCH_SIZE = 100\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "\n", + "\n", + "electricity_data = np.load('datasets/electricity_train_test.pkl', allow_pickle=True)\n", + "# electricity_data = np.load('resources/electricity/electricity_shortened.pkl', allow_pickle=True)\n", + "data, data_test = (standardize_ts(electricity_data[::2][-(SAMPLE_WINDOW+NUM_HIDDEN):], 1),\n", + " standardize_ts(electricity_data[::2][:(SAMPLE_WINDOW+NUM_HIDDEN)], 1))\n", + "data_mat, data_mat_test = [hankel_matrix(data, SAMPLE_WINDOW , q=TIME_WINDOW),\n", + " hankel_matrix(data_test, SAMPLE_WINDOW , q=TIME_WINDOW)]\n", + "X_train = data_mat[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = data_mat_test[np.newaxis, :, :(SAMPLE_WINDOW)].T ## (samples, lookback, features)\n", + "\n", + "plt.plot(data[:1000])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " del enc, dec\n", + "except:\n", + " pass\n", + "enc, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=LAMBDA_LATENT, learning_rate=LEARNING_RATE)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "coords_electricity = enc.predict(X_test)[TIME_WINDOW:]\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_electricity[:,0], coords_electricity[:,1], 'k', linewidth=.05)\n", + "ax[1].plot(coords_electricity[:,1], coords_electricity[:,2], 'k', linewidth=.05)\n", + "ax[2].plot(coords_electricity[:,0], coords_electricity[:,2], 'k', linewidth=.05)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ECG dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAMPLE_WINDOW = 10000 # 16 heartbeats / 1000 timepoints\n", + "TRAIN_TIME = 200\n", + "LAMBDA_LATENT = 1e-2\n", + "LEARNING_RATE = 1e-4\n", + "LEARNING_RATE = 3e-4\n", + "BATCH_SIZE = 100\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "\n", + "data_train = standardize_ts(np.load('datasets/ecg_train.pkl', allow_pickle=True))\n", + "data_test = standardize_ts(np.load('datasets/ecg_test.pkl', allow_pickle=True))\n", + "# data, data_test = (standardize_ts(import_ecg(ind=2), 1), \n", + "# standardize_ts(import_ecg(ind=3), 1))\n", + "data_mat, data_mat_test = [hankel_matrix(data, SAMPLE_WINDOW , q=TIME_WINDOW),\n", + " hankel_matrix(data_test, SAMPLE_WINDOW , q=TIME_WINDOW)]\n", + "X_train = data_mat[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = data_mat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "%matplotlib inline\n", + "plt.plot(data[:1000])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " del enc, dec\n", + "except:\n", + " pass\n", + "enc, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=LAMBDA_LATENT, learning_rate=LEARNING_RATE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "coords_ecg = enc.predict(X_test)[TIME_WINDOW:]\n", + "\n", + "# plt.figure()\n", + "# plot3dproj(coords_ecg[:,0], coords_ecg[:,1], coords_ecg[:,2], \n", + "# shadow_dist=[1.4,1.4,-4], elev_azim=(25,-37) )\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_ecg[:,0], coords_ecg[:,1], 'k', linewidth=.08)\n", + "ax[1].plot(coords_ecg[:,1], coords_ecg[:,2], 'k', linewidth=.08)\n", + "ax[2].plot(coords_ecg[:,0], coords_ecg[:,2], 'k', linewidth=.08)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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hNpsxmUxUKhVyudzbOnzWr5O0hWIymRTz0qXOudp0donkUkg7scaNZCckkkuxsrLCzMwMfX19xONxVldXcTqdNDY2ijW0x+OhUChQLpfR6/WMjIwwOjrKwsICbW1tbN68GbPZTLlcFiVRF1qTaPZ+aWmJhYUFRkZGRAn3+uydarVKKpWiVqthMBhoa2vDaDSi1+sJBAJs2rSJYDCIy+WiubkZk8lEoVAQa4L12kOaM+hiGUfrbaTBYMDtdovOYOuDPRfLKtbWH1rQSisv93g85zmC1p+rqirpdFqUcGmvrT8mmUzidrs5ceIEs7OzVKtVBgYG6OjooKenh/379xOJROjr68PhcLCwsEBjY+N5zz2TyTAyMsK2bdsuW1j7nXApO3FNXFCKojQB9wLfBH7rWlxTIpGsTUIrKytiItLr9ZhMJsrlMsAFWz6qqko0GhUTajqdxmq1kslkKJVKQoC2ra0NWHPOrN/4KYqC1+tldXVVTIbr9Ug0B1GtVsNisWCz2Zibm8NisdDU1ERjYyMzMzNMTEzg9XrFdTWn08jICBaLhXA4jKIoGAwGkdUTCoVwOp2srq6SzWaxWq1YLBZMJhM2m004trSMosXFRRYXF2lubkZRFPx+PzabjVwux9LSkkgFrdVqV90hSSK5GLVajeXlZex2+yVbr1+IVCpFuVwW56XTaV544QV+8IMf0NfXR39/Py6Xi0qlwurqKg0NDbz22ms89dRTFAoFisUi+/btY2ZmhpaWFkKhkIgQ9vb2cvToUQ4cOIDdbicej4s54Kc//SmlUkk4fMvlMuVyWYg4a1mDdrudfD5PLBajWCxSLBYJBoMiS2d+fl6IQ2rHLi0tsbS0RCwWQ6/X09jYiMFg4MSJE0ILwGw2X3ak71ricrmwWCzo9XrhlPL7/Wzbtk1ECzUHnNfrpbOzE7vdTiAQwOfzCXFrTXhTm5PXL07P1Uiy2WyUSqUNc7h2HGx0GqmqKrurSSQSyQeEcrnMysoKBoOBoaEhzGYzdrud06dPo9frRWB2ZGSEYrGI0WhkYWGBw4cPMzw8TD6fZ/fu3RiNRm677TbRbCEajeJwOESw1GazifJqg8FArVYjlUoxPT3NyMgIyWSSxsZGbrnlFrLZrOhWqp0DiCDR9PS0qBiIx+M888wzRKNR0uk06XRaaBJqAWK9Xk9bWxvZbFZk5hgMBvx+P3a7HY/Hg9VqpampCZ1Oh8vlwmq1Ui6XNziRisUiTqcTl8uF3W4X9nh5eRm9Xi8CR5rTy263o9frxX5iPevttE6nw2q1ime33gZrTWhefPFF/vmf/5l//dd/3XCdr3/969TV1fH000/zW7/1W/zar/0a4+PjHD9+nAMHDuBwOM6T23A4HOzcuZMTJ06IZ3w5ZfjvBtckA0hRlB8BfwQ4gd++UAaQoihfAb4C0NLSsnN6evod31ciuRmJRCIbMnD8fv8G77XWWUvj3KygXC6HxWIRHn6tVEI7L5fLbUjDNBgMeL1eCoUCkUiETCaDTqcTYmqaQyibzbK0tESlUhEOIkBkGBQKBZLJpBCLNhgMJBKJDdk9sGZIlpaWSCaTQl+oVqsxOjrK1NQUxWKR/v5+Nm3aJM7JZDJEo1Gx+Vyf5aSJ5mp1z7lcDrvdTiKRoL+/XzzTyxW8u97IyO4a7/fI7urqKuVy+aoci7FYDLPZLMq3XnrpJY4ePUo2m+Xf/bt/Rzab5cc//jGDg4P84i/+InNzcwwNDREIBGhoaGBoaIgnnnhCfAfr6+tJp9P09vbywAMPcODAARHV6+zsxOfzie4Yjz76qFh4uVwufD4ft956K0ajkZdeeokXX3yRhYUFBgYGhKNZcj4GgwG9Xk+xWKSlpYXbbruN5uZmWlpahNNa62ZisViEk+7cOUjLiNKikJpz7NwopcfjkSVnEoG0E2u83+2ERLKearVKJBIRa2Cz2czQ0BDhcFiUIyuKgs/no1AocPToUTKZDNlslvHxcex2O7/4i7+Iw+EQ697W1lbRVMFsNovAq2ZrotEo8/PznD17lsOHDzM6Oko6ncbj8fCRj3yE5uZm9Ho9ZrMZi8VCsVgUWqBaKZiWjWQymcT+Yr12aCKRIBaLkUqlROC5VquxtLTE4uIifr9flJpVKhXy+Ty5XI5KpUKtViOdTuN0OqlUKhSLxQ0ZQTqdTuwTgsEgTqeTcrksgiva2LR9QT6fx+FwYLFYiMfjG/ZTWqcvDZ1ORyqVIp/PYzQamZqaYnl5+ap/v1/60pf46Ec/yt133838/DwGg4HOzs7zsn20fZAml6GJcl9r3tUSMEVRPgnco6rqryuKcpCLOIDWIydsyQeZWq3G6uqqWNxrHbc0gsHgJSeCUqlEIpEQk2O5XMZgMKAoCvF4HKPRiN1ux2g04vV6SaVSFAoF4OclYnq9nkwmQyqVIplMCs99XV2d2IzAzzWGVldXsdvtwnNvMpkuqieyXiza7XZfdKOcz+c5fvw4DoeDUChELpcjk8mIemNtzAB1dXV0d3dvaAWfTqdZXl5mZmaGWCyG0+mkp6eH7u5ulpeXSafT1NXVUalU8Hg8rKysvCsT7LVGLuzXeL/aiXw+f0HH5uWgdevSsvimp6d55JFHaGpqwmw2s3//foaGhrDb7bhcLiHGfvz4cZqamlheXmZubo6GhgZcLhfLy8u4XC6+9KUvnXevrq4uurq6eO2110ilUvT29orSre7ubkKhECsrKzz11FMbznO5XKRSqXf0jCSXxm63s3fvXpqamkRmUl9fHzabDZ/PJwTzXS6XiHTm8/nzxDthzRHl8XhuCOe25Noh7cQa71c7IZGcy8zMDMlkkhMnTtDY2Ci0L3t7ezGZTCwsLGCxWFhZWWFoaEh06fV4POj1erZs2cL4+DjlcpmtW7eKDqMrKytUq1Xq6uqEHajVakxOTnLixAmGh4dF5o7VaqWhoYFSqURjY6PI+DUajeh0OpLJpBivx+NhcnISVVVxOp0MDQ0xPT0t9gylUgmbzSbKquvr62lubsblcgnnUDgcxmg0kslkmJ6eZnx8HJPJhMPhYNOmTRiNRhH8MBqNIusZfp4hq3VBVVWVEydObHimLpeLTZs2CT0jrfvqSy+9hF6vx2AwoKoqoVAIr9dLPp+nUqkIfaDR0VG6uro4ffr0Nfkd79u3jwcffJDGxkZ6enro6OhgamqKWq0mno2GJsdht9s3dEzzeDzXrDzs3XYA/RHwK6y1gLQALuBRVVX/j4udIydsyc2Opsh/IarVqmgbCJyn2XMu6x1E59bJFotFCoWCmFQ0h4+mz5HNZkkkEmIy0cRdtei0lqKopT9q49MmIi2dU/ssfr9f1Aarqip0NLRrw883J/l8nlKpRCAQwOVyEYlEhAid1qFA64Q0ODjIjh07hIPGaDRSKBRwOBw4nU5hPGZmZlhaWiIUCmG32wmFQjQ1NbG0tCSiJU1NTbS0tDAxMUE+n+fuu++mWCxSLpfPa3f/fkQu7Nd4v9kJLd3YYrEIDasroVgsCsdmqVRieHiY5eVlenp6qFartLW1cfbsWbZs2YLBYCCdTnP06FGKxSI7d+4kEolw+PBh2tvbmZ6eJhaLMTY2xpNPPvkufNrz8fv9Yl6oq6sjEom8J/eVwJ133klbW5tIJzcYDPT399PT0yNS6S/EudoJkpsHaSfWeL/ZCYnkXFRV5fjx46iqyuLiIlu3bmVwcJD29nbq6uqYmZmhUCiIDP1IJEK1WqVUKtHZ2UkikRANC9rb28WaXAt0+v1+VFVlenqa4eFhfvKTn3DkyBGhgQNrToU9e/awf/9+YK2xSzweJxqNUqlUyGazojnD5OSkKDe7FDqd7rK7fH0Q+MQnPsF/+A//gdnZWVwuFzabjZ6eHkKhkOgKpnVXDgQCKIrC0tLSefIB0WhUlJC/U94TEei3bnQQmQEk+QBQKpU2eMrPxel0iuyAc0WVtZKri5HJZERaJaxl4WiLeM1Tromoas4hLVNHURQCgYDICNLpdPj9frLZLMViEZvNRktLi9DG0TJpFEURUQS9Xi90fbS6W00LQ0MTYdPqkjX9HU18df3YY7HYBgNWLpcJh8OidCuTyRAMBllcXKSlpQWfz8fKygq5XI7l5WUymYyIEjQ3N1NfX8/s7Cy1Wo2Wlhbm5uaE8HMgEOBf/uVf6OzspKOjQ2Qhbdq0iWKxKGp938/Ihf0a7yc7kUgkKBQKFyzhuRxSqRSLi4vk83nm5uYwGAzk83laWlpwOp3U19czNjYmMkC0qN2BAwdIp9M888wzANx6661YLBYef/xxfvKTnzA6OnqtP6pAax/7TtKhJe8tBoOB22+/nYMHD9LS0sKWLVtEx5Fzu7NoukaSGxNpJ9Z4P9kJieRcUqkUIyMjzM7OksvlhIaNJpisaQhWq1UOHTqE1WqlubmZ5uZmMpkMZrOZ1tbWDUFirXmEtpZ94403GBgYYHZ2lldffZX29nYcDge1Wo3FxUW2bNlCU1MTi4uLzM3NiWDo6OgoRqOR1dVVjh07tqGpgeTyaGpq4o//+I85duwYf/Znf8a+ffs4cOAAn/nMZ1heXua5557jnnvuYd++fcTjcRYXF2ltbaVUKmGxWLBYLMKJt54LOYauBukAkkiuEK1z1sW822/X2WV923TNOXKxY7WW7KqqEolERFql1kLdYrGQy+Uol8uik4/RaBS6Pk1NTcKTXCgUMJvNopTK4XBgt9ux2+2YzWbhMEokEmSzWVZXV8UmwO12C6eW1WqlsbFxQ2cwrdRM0/gxGo0EAgEqlQqZTIZTp04Rj8eF00kTiNaylGKxGFNTU7jdbkqlEtVqld27d+N2u/F6vcTjcaampsjlcuzdu5dCoSDEZVVVxe12iw4IqVSK4eFhSqUS/f39VCoVUqmU0DWZnp4WRs1kMonOQU6nk+3bt7+jv413G7mwX+P9YCeKxSLxeFxEc66UcrnM6OgohUKBSqUiSrY0Z6aWKZdMJuno6CCXy/H6668TCASoq6tjeHiYQ4cOsWvXLpqammhoaODZZ5/lG9/4BpFIhC1bttDd3U2pVOKVV15Br9dvEHSXSNZz4MABPvnJTwrtp0AgQHt7+4a/bekcujGQdmKN94OdkEjWo63/JycnWVxc5OzZs+zatYtUKiWaCmhZP1rwslAocPDgQQqFAnq9HpfLJZooaPt0remExWJheXmZY8eOMTg4yMLCAseOHaNardLb20uxWMTv99Pd3U1XV5domKIFpsvlMnNzc4yPj/PYY49d56d1Y9PZ2UlPTw/9/f14vV5+9rOfcejQIT7/+c+zZ88eWltb+clPfkJfXx/33XcfFouFU6dO0dbWRi6Xo66u7oLOnlwuJ5r2vBPeMwfQ5SInbMn7AS3T5kJowsdapsyVXutCgp2aE+XMmTMkEokNEQGz2YyiKKJOdXFxkUQiQTweF8r0Wtqn1WoVGUhaSZjJZBIZL1qNcLVaJZvNEo/HN0R+zWYzjY2Nor1kLpcTbd5NJpOoSYWfZzrlcjmmpqaIxWJkMhlmZmaAtUhEe3s76XSarq4uXC6XEINOpVIsLS3R1dVFT08PdrudpqYmUqkUExMTGI1GVlZWsNvtVCoV2traSCQSRCIRFhcXufPOO2loaBCOqlAoRCwWo7GxURjRkZERMQa3283y8jJ1dXU888wz7N27l5GREWDNcNpsNn72s59x4MABtm/f/r7VzJAL+zWut51YXl4WmldXitb6dHh4mPr6eiFUqGWjLS0tiS53dXV12Gw2xsfHWVhYoLm5GZ1Ox/Hjx0mlUmIBZ7VaeeSRR3j66aeZm5sDoK2tjdtuuw29Xs/LL7/M6uoq6XT6Wj+KC9Lb28vZs2epVCo0NjaKMRkMBqxWq9At0BzTF2PTpk2Ew2Hq6+sxGo28+uqrLC4uCue7Vqaq0+mE3sDQ0BCwVira2dmJzWYTWZKJRIJoNCoyl/R6PTqd7jxB6ytNX9e6FGp2IZfLcerUKarV6uU/tPc5X/ziF7n33nuxWCz4/X5cLhd6vX5DxuqV2kbJu4O0E2tcbzshkZRKJRH8hLUKgEOHDjE4OIjVamX79u1UKhXq6uqIxWIsLy+LDJBqtUo4HMbhcKDX6wkGg6IBy3o0m3bo0Bg49qMAACAASURBVCHOnDnD/Pw8b7zxBqqqUq1W2bt3L6lUiqamJvx+P7FYjHg8TjKZpKGhAb1ez+zsLC+88MIFP4OmQTc8PCw1AK+QrVu3Ul9fT3d3NwcOHOC//tf/itfr5Vd/9VeBtc6np06doquri1/5lV9BURROnDjB5s2bKZVKFAqFC2b7XIssIOkAktxwaMJc74Rz25ufi9VqRVEUCoXCFdexFovFDZPk+nrNcrks6mtVVSWZTDI/Py/aFG7duhWPx0NzczMGg4GFhQWmp6eJx+NkMhmmpqaor69HVVXRCUvL+tE6+mipoclkkpWVFRYXF0U9r1YPXK1WsdvteL1e3G430WgUWMteGhwcJJ1OU6lU8Pl8olzMYDAwOjrK9PQ0JpOJYDCIw+GgUCjQ1tYmyrw0x5OWZdPW1obD4aBUKlEul4WuUUtLi2gJn0qlRCt3bXOhlZ3ZbDYURRHXyWQyvPzyy5w9e5aDBw8SCAQwmUzs379fvG+z2chkMrhcLubn56mrq2NxcVG0sz5z5gz19fUsLCzgdDpFpsTk5CS7d+8G1jZ177e2y3Jhv8b1shOpVIpcLicEFq+USCRCPB4nn89jNptJpVJks1kaGhqw2WwMDg4SDAbFJlpRFI4ePYper+eWW25hdXWVJ598kvb2duEAbmpq4tvf/jYTExNMTExw8OBBfD4ffX19lMtljh49yoc+9CF++tOfcvz48Q3jaWtrY3Jy8lo9ng1YLBa6u7uFkOTQ0NAlS2MvF6fTidvtRlVV5ufnr+oaWsq8prmmzYmlUum8Y00mEy0tLaILlyZ6qXUqKRaLH3itg4MHD/LAAw+wefNmrFarKAnWsjPXz6PSQfTuI+3EGnI/IbneLC8vEwgEiMVizM3NceTIEex2O3fccQerq6tC/3JkZIRwOCwcPVqGRyAQwO12b9BrK5VK5PN5ERD9+7//eyqVCrOzs6Lbl2Z7NedTR0cHTz/9NGfPnr2OT+Pm5f7779+QMfW5z32OQ4cOccstt3DmzBnsdjs7d+4kn89TLpdxuVx8/etf5/Dhw5jNZmKxGG63m09/+tMbWthrnc3ORevkfLGGO5eDdABJbjjOnDlDT0/PJY/RJj4tAptMJimVSqiqSqVSoVQqibaK2vHry7q0VueaGBf8vG2ix+PBYDCIe12o1fr6tHlVVYlGo5RKJWKxGFarlUqlgqqquFwu6urqmJiYEOMcGRkR7dq1ety2tjaMRiN+v5+ZmRmsVitLS0ssLy9TrVbFpKK1WYxEIhvaKSqKIjaWmkbQysoKpVJJOF/S6TQrKyui45fBYMBoNFKr1YTgckdHB/X19eJeWvRcayO9fuGvjUXT8wHw+XyYzWZKpRLZbBa/38/CwoLI5AmHw9hsNnbu3InRaNzQ+jgajYrsJZ1Oh91uZ2Zmhvr6ehoaGvjxj3+Mz+dj3759Qs3fZDKxZ88eJiYmhGi13W7nyJEj9Pb2Ul9fz+rqKlNTU7S1tTE2NsaHP/xhQqEQiUSCVCrFoUOH2L9/P+FwGJ1Od13LH+TCfo332k6Uy2XRTe5SouyXolKp8PrrrxMKhYTYc6lUIhwOk06nSaVSOBwOKpUKra2tjIyMEI1G6ejoIBAI8PLLL/P888/z0EMPie/3iRMnGB8fp7+/nz/6oz/ia1/7GkePHuV3f/d3+Yd/+AfS6TRtbW289NJLG6J7PT093HHHHTz++OMsLS3xuc99DqfTyalTp3j11Vev0VNbQ8um8fl8hEIhMpmMyAIExLzU0NBAXV0dHo+HXC5HLpdjYmKCnp4e3G630PrS5iyAUCgknA5aBqTZbKZarWIymcScrGVJLi4uUi6XUVUVr9cr0t+1LoMtLS0YDAbK5TLz8/Pk83kKhQLT09MYjUbi8biYJ9PpNPF4/LKfg8fjIZ/PEwgExOfQ9NLORcsQ1Rzm9fX1mM1mUSaYyWSEeP+mTZvEM52dnb3o/U0m0wUdXO82FouFP/iDP2D37t0EAgHRmED73Wgl0xper3eDfZVcOdJOrCH3E5LrzfLyMpFIRNgNLRNe+1lrmLBnzx4WFhYoFAp4vV7R8XH9elMLAmtriZdffpmf/vSnGI1GyuUyHo+HbDZLc3Oz2FPciLS0tNDc3CwCwtozWFhYoLu7W6wnFEXh7NmzdHZ2UigUiEajjI2N0dzcjMfjwW63s3nzZg4dOsQ//uM/UldXh9FovOrAUXt7O3Nzcxw4cIBgMMjw8DAdHR0cP36cSCTCxz72MX70ox+J4z/96U/z6KOP0tLSwqc+9SnhALzvvvtYXFykubmZhx9+mH/4h39gy5Yt3HrrrYyMjLBjxw4URRHrv4uVekUiEQKBwFXvSaQDSHJDoaoqp06dQqfTsXnz5g3t8DKZDEtLS5TLZfL5PAaDQSwk10chdTqdEChejxaZ1BxE2jVhzXFhMBio1WpEo1FGR0eFs+hcHR+Px0O1WmVkZIR4PI7P56O+vl6UUsViMUqlEgaDgZWVFZLJJHV1daKzlU6nE5sSh8Mh9G8qlYpI2bTZbDidTjweD8lkkoGBAcbHx8V4NB0Hm81Ga2srXq8XnU5HJBJhaGhIRK61DCPtHJPJhM1mI5fLCa2f9bXGdrtddAZYWFigra2NhoYGisUidrud8fFxoRHhdrtRFAVFUfB4PLS3t7O4uMjQ0BAtLS3s3LmTpaUlgsGg2ATPz8+TSqUYHx8nFosRCASwWCxEo1FSqRT19fWEw2GCwSAGg4FYLMbExATpdBqbzcajjz6Kw+Ggr6+PYDDI7Owser2erVu30tzcTC6X46677qJSqTA6Okpvby+nTp1i//79PP7448BadKWlpYWGhgbh1PJ6vUKHadu2be/Wn/fbIhf2a7yXdkJzDL+TSAvAK6+8AkBjYyOxWEx8T3Q6HbOzs2zevJnh4WG2bt3K1NSUKJ1MJpOcOnWK0dFRvvjFL3Ls2DHK5TLf//73OXjwIA0NDXz+85/nv//3/46qqqiqyp/92Z/x2c9+FlVV+dM//VPRTnZwcJAf/vCHPPHEEzzyyCPk83n2799PNptlcHAQp9PJQw89xPDwMBaLBZ/Px9DQEPv372dubo5HHnmEq1kXmM1mtm3bRi6XE85Ut9vNysoKZrNZzM2JRIKmpiaCwaBwSpdKJTEver1eoTem1+vx+Xwkk0ncbrdYCGmZU5FIhFqtRrVaJRaLodPpCAQCLCwsCIFss9ksnM5ut1voqcXjcebn54UzKBgMCh0xk8lEuVzG6XSSzWapVCqsrKxQLpfx+Xyik8fo6CivvfaayJx84403sFgslyx5+6Bx4MABdu3axbZt22hra8Pj8YjfN/y8s6XmFFJV9YIl1JKNSDuxhtxPSK4XqqoyNDREtVplenpaNFSpVqtUq1UcDgfLy8vceuutuN1u0fmrublZdHSEtfVHpVIhl8uRSCQ4e/YsTz75JIcPHyYWi+FwONi5cyfLy8uMjo6yurp6HT/1O2O9fezp6RGOIK/Xi8Vioauri9nZWYrFInV1dSJgFA6H8Xg8jI+PYzQa0ev1vP7661SrVYaHh3nsscf42te+xsmTJ/F4PGzdupVf//Vfv+xxmc1mDAYD2WxWBMjr6upEM5zt27djNpuF/RoYGGBmZgZVVUX7+gceeICpqSn6+vpYXFwkFAoxNTXFl7/8Zebn58W65sEHH2RhYQG9Xk88HiccDtPe3n7BcWmyFlcrWSEdQJL3LeVyGaPRKCKlWsT76aef5o477iCfz7Nr1y7sdjuZTIbZ2Vna2tqwWCyizGh9OZb2JdE2Ehf60qiqysLCAul0GpfLJRaak5OT5HI5jEYj9fX1tLa2ijR2rTWjtnnQOlvZ7XYsFguJRIJisUg6nRabLC0KUKvVWFpaolKpCFHm+vp6nE4nKysrGAwGGhoacDqdlEolTCYTx44d45lnnsFut2M0GsnlcvT39wuniHbPUqmEz+cjnU6LuuBqtYrRaMRms4kSru3btwuDo9PpxHObm5vjmWee4cSJE2QyGcrlMplMht7eXlECdvjwYYrFInq9ntXVVZqamkTJWzQaxePxkEqlhC5QQ0MDoVCIyclJEomEiP63tLQIwep8Ps/g4CA+n49cLsf09DROp5O2tjbRraxSqVAsFgmFQrS2thKJRDAYDPT19XH8+HH27NnDc889x8zMDOFwmGg0SldXF83Nzej1evr7+zlx4gTbtm1jZmZGCORpf0OhUIhsNsumTZtIp9OEw+ENYnlaVP69Ri7s13iv7ITmdL0arR8NVVV55ZVXWFxc5K677iISieDxeFhdXcXhcDA7O8u2bdtEh45isUgul6OxsZHh4WESiQTVapWtW7cSj8cplUr8yZ/8CQ8//DBer5cvfOEL/Kf/9J9wuVzE43HefPNNnE4nlUqFf/qnf8LtdvORj3yEyclJfu/3fo+zZ88yOjrK6dOnqVarHD16lPvvv59PfvKTjI+PMzo6KuaEWq3Gzp07OXbsGBaLBafTSSgU4sSJE5TLZQ4dOsRjjz3Gli1bxLhbWlpY/7vRhN/37t3L3XffLbIhjUYjoVCItrY27HY7brebYDC4wamvfSZNH2F1dZV8Pr8hHV5zbq9Hp9PhdDqJxWIkk0nS6TTZbBa9Xk84HKajo4NqtbqhJE1VVQYHBxkfH8disdDc3Cx0zTQh+mg0KrqlaNd2u9243W6Rzn/mzJmr/lt5O7Zv335eGd/NisVi4Qtf+AIHDx7EarXicrnweDzYbDYREV2fwashHUTSTmjI/YTkvUbT/FEUheHhYZ5//nn8fj9+v19k01ssFvL5PLfeeqvYu2zfvh2fzyeCzLA2v7ndbkZHR3nppZf47ne/y5EjRwBE0FnLlr0cbpQAhNlsxmQyUSgUhD5fb28v3d3dBINBmpqaWFpaIhKJUCgUUBSFTZs20d7eTmtrK2azma6uLjKZDIcOHWJoaIjnnntO6JVejP/yX/4LAPv27WNubg6/389//s//mUAgwL333svRo0d5+eWX6e/vZ9euXTz77LM0NDTwox/9iN27d6MoCkNDQ/z+7/8+L730Eq+99hqxWIzbbruNTCZDT08P4+PjfPWrX+Uv/uIvuOeee0gkEtx11124XC4GBwdxu93s378fi8VCsVhkZGSE22+/XWivalSrVVZXVwkGg1f9nKUDSPK+QlVVpqam8Pv9zM7O0tvby9jYGJVKBY/Hw9/+7d+iKAo7duxgdHSUhoYGZmZmaG5upru7W+g5lMtlstms2AhoXnEtoqh1vDqXubk5mpqahGByY2MjgJi0V1dXGR8fJ51OC2dKKpUilUpht9sJBoPCEfPKK6+wuroqBJt9Ph87d+4Uavuaw2f37t3UajVmZ2dZXl7G6XSKUqf5+XlGRkaYm5tDVVX8fj9tbW3s2LGDlZUVUqkU7e3tnD17Vgg7r58ostksZrMZv99PMpnE5XKxZcsWcW1N92ZqaopsNsvQ0BDT09PifJfLRX9/P9VqlVQqRalUYn5+nmw2CyA+s8lkEnXOWipmOBymqamJ9vZ2WlpaGB0dFc4TzWgNDg6Kbkha1tXu3bvp6uoSJWqFQoGGhgaRfTQ9PY3BYKC3t1ekzLpcLqE9MTAwgMlk4sEHH8RqtfLKK6+gqiq33367+L1Eo1FuueUW7rjjDtrb2zl27Bj33nsvTz/9NDabDa/Xy8TEBKqqsm/fPsxmMxMTE1itVoxGoyjLea+RC/s13is7EYlEqKuru+rzs9ksx48fJ5PJsH37dvR6Pfl8nmg0KjLuUqkUxWKRaDRKW1sbJpOJkZERobultQK1WCwoisJ3vvMdPv3pT1Mul/nud7+L3++ntbWV0dFROjo66O3t5Zd/+ZcxGo3k83k++tGPYrFYuPfee6nVapw9e5aRkRHq6+uF+ODOnTuFE3jHjh2cPn0anU4n0tT37t3L1q1bAcQ1XC4XCwsLnDp1ilKpRCKRwO/3Mzo6yuLiIrt27eLo0aM8//zzfOpTn+LAgQOYzWb6+vpwOp3odDoqlQqRSIRgMEgoFNrglFdVldnZWcbHx4nH42zduhWHw4HRaNxQIqStU3w+H3q9XmQZptNp8X3V9MPWC94bDAbRhVCbqxsbG1FVVZR/ak7fZ599lttvvx1VVZmbm6OjowNYcz698sor/OxnPxPj0WyAxWLBZDIRDoeF9tp3vvOdq/5bkmzkzjvv5L777qOzsxO32004HN5QFvdBRtqJNeR+QvJekc1myWQyZDIZDAYDzz77LNFoVARAwuEwoVCIoaEh+vv7qaurIxKJ4HK5RMAG1mxTIBAgmUwyMTHBt771Lf7+7/9e3Ofee+8lGo0SDAY5fvz4VZcz3UjccccdtLa2kslkqNVqIjt5fn4ep9MpZDFcLhd33HEHXq+XqakpdDodhw8f5sc//vF51zxw4ABtbW08+OCDHD16lLvvvpvV1VUWFhaIRqM4nU4WFxdFh+TW1lZeeOEFHnjgAV5//XU2b97M5OQkjz32GE1NTfh8Pn7wgx9wxx138IlPfIKTJ08yNTVFqVTi6NGj4r7f/va3OXLkiGjzPj09zR/+4R/idrv5b//tv/Hwww9z8uRJ7r33XsxmMydPnqS3t5dqtbqh4YIUgZbcdKysrODxeCgWi4yNjYm0OLPZjN1u5/vf/77Iitm1axfVapUXX3yRzZs3EwwGyWaz5HI5TCYTxWJRlFho9aKaXo+WIQRrE26tVmNkZISGhgaMRqNwNrz22mtCn0BzHGmlUMvLyywuLlKpVGhubiafz3P69GkymQx+v5+7774bk8mE2WzGYrEI3Z9arUYwGKRWqzE2Nsb09DSxWEwIkZ44cYJYLEZzc7PQzWhtbRURZ6PRyOTkpBAtrVar7Ny5k5WVFZaXl3n++efftd+P5mALBAI4nU68Xi/RaJRYLEaxWKS+vh673S4cPSMjI9RqNbLZLNVqVWQ6NTc3i+iG1sK9p6eHdDrNv/3bv5HJZLjzzjsxGo04HA7Onj3L0NCQ2KzabDb0ej3pdJqJiQlcLhfZbJbvfe97AKLV/C/90i9x++2389JLL4myt87OTpGae+rUKaE/Mjc3x9133w2sdTALBoNs2bKFUCgkupE1NDSQy+UoFAoEAgGsVusFBdrexecvF/a8/x1AWtp3uVymUqkIB9Dy8jILCwv4fD7h5DaZTJw+fZrbb7+darXKT3/6U3bs2EE8Hqejo4OBgQFcLpdY1IyMjIiud//zf/5P7r//fpLJJJ/5zGc4fvw4b7zxBs8//zypVIrf/M3fZO/evcKRGolESCaT+Hw+nn/+eYxGIw8++CCBQECUqGrz4s6dO0UETnOEx2IxMX/l83lGR0fxeDzMzc1RqVSYmZmhpaWFQCCAwWAgn8/T19d3SU2XYrFIJpMhlUrR0NBAMpkkGo1SKBSE7tjy8jJms1nMPevR9HsWFhZ4+eWXqa+vp6Ojg1AohNvtFo6flZUV4QBaWFhgamoKk8nEwMAATqcTo9GIyWSivr6eoaEhEQwoFArYbDaeeuopMpkMVqtVOKVqtRp79+7l4MGDOBwOFhcXOXToEMeOHbtoF8mbnY6ODsLhMHV1dbz66qssLS2952NQFIVvfvObdHZ20traSjgcxmw2i7LBmx1pJ9aQ+wnJu00ikRCCvbVajXK5zPPPP08kEqFcLtPf309PTw8mk0louNXX15PJZMR6WtP6SaVSJBIJhoeH+cu//EueffZZYC248fGPf5xXXnnlkjpvNyqbNm3C4XDg9XoxGo243W5OnTolZC0uxJ49e4QuaiAQoFqtMjo6Sn9/P83NzWKf1tbWxmOPPcaePXt47bXX6OnpESVVe/bswWAwkEgkhF3Q5DqOHTtGOBxmcHBQjOnxxx/HZrMxMDBAd3c3vb29DAwMcOzYMSYmJqhUKvz7f//v8fl8TE5O8o//+I+43W7uuece/uqv/oo9e/ZQV1fHli1bhObgCy+8wFe/+lUGBgYIBoP09fUxOzvLrbfeitPpFLpHhUJBBOmKxSLZbPYd2zLpAJK8r9A827Cmv/O3f/u3uFwuXnjhBV5//XX+4A/+gCeffJL77rsPm83GwsIC+Xweu90u6mc9Ho/QnSkWi8zMzJDL5Ugmk8TjcSHsrGk9aGl7iqIQj8eZnp5GVVVRV5pKpYQDyefziRbNmqhwOBwWWSl79uyhubmZZDLJwsKC0BoyGo0UCgUWFxcZGBhgdXVVeJcjkQjLy8uiM5AWQV5aWsLlclGr1YjFYoyOjqLX63E4HHR2dvLGG2+84+et6VlorSHXo6Xaa9oLKysrYlNWrVZFi3hYS7vfvHmzcLBpDpTdu3fjcDior6/HZDIxNzfH6dOnKRQKwommOYLGxsaYm5tj9+7don18JpMhFAqJsr6TJ08Kp1IymRQlAQsLCyiKwoMPPsjIyIh4ptocdtddd9Hc3CzGo5W0aYYG1jYN//t//28mJia45557CAQCPPzww7z44ot0d3eza9cumpubGR8fJ5fL0dfXRywWE3+vWnbZu4lc2K/xXtgJbYF2burt25FKpVhaWiIUClGtVvm3f/s3HnroIVZWVhgYGKC5uZlAIEC5XGZsbEw4Tmu1GtPT04TDYVHe+ld/9Vds2bKFTZs2oSgKf/7nf05HRweKovAXf/EXfPnLXyaRSHDvvffyL//yL4RCIf7yL/+SWCzGF7/4Re6//37OnDnD9u3beeGFF0gkEoTDYSYnJ6nVavzSL/2SEH43mUx85CMf4W/+5m/4/Oc/j06nEx3KUqmUEDA2GAwilbparQqh6aWlJRoaGvB4PFfUPa9SqfDaa68J3bD1Hdb8fj9LS0vE43FaW1tF9mA2mxVzeCqVYmFhAZPJxL59+5icnKRUKm3QZdPQNBQMBgOFQoFjx46xfft2mpqamJqaolgsMjg4KKJ7b7zxBuPj4+h0OhRFoVgssn//fj70oQ9ht9tJJBKMjIyg1+s5c+YML7/88nmfT6/Xo9fr6e7u5uTJk1f0t3QzsG/fPnp6enC5XBSLRSF8+uMf//i6OIduu+02vF4vv/3bv01fX5/QqdM0uW4GpJ1YQ+4nJO8WWoaO0+kUAvtvvPGGCFYsLi6yZ88ebrvtNtHpN5PJYLfbcTgcQiMzn8+TTCZRVZUjR47w3e9+l5deeglYc/zs37+feDx+QdtyuWzevFmstxcWFq7VI3jPCAaDJBIJUQ62nnA4zOLiIr/wC78gOh43NTUJB0okEuGBBx6goaFB7HEWFxdF0KhWq9HT00M2m8XpdArR6aamJubn52lqamJsbAyPx8M3vvENvvGNb5BMJvnRj34kdEy/+c1vsmXLFnw+HxaLhfvvv58XXniBgYEB4vE4qVQKs9mMzWZj27Zt2O12PB4PX/nKV3jkkUcoFot8+tOf5uTJk3zqU5/C6XTy4osv0tnZyfj4ODt27KChoUGsZ+bn50VQ7p0gHUCS9w2aYJcWcY/H48zNzWEwGLBarTz00EM4HA7uuOMOtm7dSigUIh6Pc/LkSY4dO8aHP/xhESWORqMoioLD4aCpqYl8Pi+Ekc+cOcPMzAyFQgGLxcJTTz1FuVymra2NpqYm0X1K6xqmRafz+TzxeJxisUilUsHlcmG327FarbS2tqIoCs8995woZerv7xdCwhMTE6LEo6uri2eeeYZcLofdbqejo4OOjg7hSCgWi6ysrIgSr3Q6zdjYGH19fZw+ffqynmVnZycf//jHWVlZYXV1FY/Hw/z8PHq9nr6+Pl599VWhJREIBHA4HOzatUuUUkWjUdEucmxs7ILlchdDK3m43LFq6PV6Nm3adF73Ar/fT3d3N5s3b6apqYlEIkEikQBgeHiYeDxOoVAQZTQAX/ziF0Unr7/+67+mXC6zdetWhoaGeOihh+jr6+PkyZN8+MMfplwuMzAwwMc+9jGOHDnCt771LbZt28apU6f4nd/5HTKZDHV1dWzfvp1bbrlFOARqtRqpVAq/30+1WiUej7N58+Yr+sxXilzYr/Fe2Imrzf45fvw4nZ2dpNNpZmdnaW1txWKx8Morr9DY2Eg4HKZarQrdsPU17C+//DI7duygsbGR733ve+zdu1dsTJ944gkOHz7Mli1bRFeRUCjE1q1bOX36NN3d3fzGb/wGmzZt4mMf+xi///u/z6OPPkqlUmFgYACPx0MikeAzn/kMX/3qV3nyySfR6/Uihbm7u5tTp07R39/Pli1bRPmoJqi/fj1gtVqZnZ3FZrPR0tJCpVLBYDBclQN0fHwcu91OLBZj69atRCIRkeqs6X81NDQQjUZRVRW9Xi+yHxcWFkSnkEKhwOrqKgaDgfb2dux2O8lkkmKxyPz8PMvLy8JpMzMzQyqVorOzk2g0ytLSEuFwmCeeeAK9Xi90lPx+P01NTUKHze1243Q6GRgYIBKJMDg4uGG+slqtNDQ00N7eTiQS4eTJk1clmv1B4O6776avr494PI7dbheNACKRCLOzsyL6/W4TCoW47bbbcLlc7N69m23btokGCBaLRRxnMplwOp3vupP/WiDtxBpyPyG51qTTadGC3ePxCA3PU6dOiWoCm81Gf38/sBZIdTgcTE5OYjab+dCHPkSpVGJ2dlZo0P3whz/k9ddfF9n7Wlerubm5tx2PoijceuutbN68mVKpxPe///0N79vtdiHZcKOzY8cOjh49ytatWxkfH2fPnj2iY9pTTz2F3+9nYmJC7MHuvvtuMZ87nU6hX6rt97Zs2cLs7Cz//M//zJ133kkikaC9vZ2GhgbRnTiTyfB3f/d3Qjbk937v93j88ceZnJzk+eefFw0oVlZW+OVf/mVKpRLf/OY3MZlM9Pf309LSwiOPPEJ7ezu33HILR44cIRwO85nPfIZiscjk5CRf+cpX+N73vsfDDz9MKBTC5/Nx5MgRGhsbSaVSIhM6mUySz+c3BMneCdIBJLlunNt6XVvYa46QqakpjWweFQAAIABJREFUlpaWhBPoa1/7mmgBrKoqn/3sZxkYGOB3fud3hHbNLbfcwvT0NCaTSehvvPnmm0JMVBOWdrvdwhvc1dVFW1sb0WiU5eVl0aGmWCyKLJxKpYLf78ftdgvBYy36ez1T/c1mM/fccw8ulwuHw4Fer6e1tZV//dd/5fXXXxft5DWRuJaWFhwOhxCVrVarRKNRzpw5I8SyYc3jnk6nUVWVjo4O3G63aK3scDhESdXl0traytLS0nkCdJoeUjqdxu12i1RHbdwTExPk8/n/n73zDGyzvNf+T5JtDduSbFke8t6xY8dx4pnhOHuzMiChFE7ZtMApHYy3LaecwqFAQxlllNGUQgkEEiBkQMh0nOHE8bYT770kb0m2ZMt6P6S6TwIBEpJ0nPr60hLbGo/s577v638NYmNj8fb2pquri4CAANHY5uPjg0ajQafToVQqiY+P56OPPqKhoYGpU6fS3t6OwWBgw4YNhIWFsXjxYmQyGddffz2ffPKJyJDat28fo6OjLF68GA8PD9zc3HjyySd56aWXkMvlSKVSsrOz6enpITAwEJlMhkqlorm5WTQCDA4OXlIg24VgYmN/Bv+MBJBL0RMWFobFYkGv17Nnzx6mT59OaWkpbm5uREdHo1QqRWNhb28vNpuNxYsX89FHHxEVFYW/vz+lpaV4eXkRFhaG3W7HaDRy7733snjxYmJiYnjjjTdYtWoVJ06cICEhgSlTpvDzn/+ctrY2NmzYwOTJk6mrq6OzsxO5XE5+fj4dHR088cQTbNiwgZUrV5Kbm0tjYyP9/f1kZmbS0NBAWVkZM2fORC6X09/fj5+fH1qt9hzLbE9PDyaTicDAwHPaSi4GIyMj9PX10dPTg06nE1lHVquVgIAAuru7MZlMhIeHY7fbxYbOpdAYGRkRGT9KpRKn04mXlxcWi0X44js7OwXZ4+HhQVVVlSDBXffx6upqpFIpTU1NlJeXExYWJrLSQkNDCQ4OJjc3F7vdztDQECaTiR//+MdfCdOUyWRCtfl/GTqdjp6ensv+uDExMcyZM4eEhARMJhMpKSkolUrxO1JdXc3mzZvp6+u77M/9ZaxZs4bo6GihupszZw46nU7kXJlMJubMmXPFX8elYGKdOIOJ88QELjdcA4q9e/cK5W5hYaGIM3Ap5F1kT3d3N42NjcIa7bKMnTx5ks8///wrhM2FYP78+VRUVGAymUSrlKuN8t8Nnp6ezJ07l6SkJJqbm5kxYwb79u3D19eX1157jYCAAFasWCEGQ5GRkUKJ7VJMz5gxg8jISBITE2loaBCZiC53QFtbGzqdjrKyMqKjo/nTn/6ExWIhMzOTtrY2tmzZwk033YSvry+7du2iuLiY+fPnY7Va6ejoEMHT8+fP59SpU/zwhz9kcHCQJ598ks2bNxMZGUlNTQ2enp6sWLFCKLV6enpITk4WAza1Wo1Kpbps126CAJrA3xVDQ0PnbJxdwZ0uuKq/AcrLy/nggw+w2+2oVCr27t0rpq7u7u4sWrQIk8lEUFAQBw4cYO7cufj5+aHX6ykpKRE1vrm5ufj4+IjDV0tLi2j4MpvNIr+mubmZsbExGhsbGR4ext/fH29vb8rKyi5azXI+nE0eXQqSkpIIDAwkPT0dlUrF9u3bGRwcpLKyEl9fX/H43t7eopZYq9UyOjoqGgS+DLVazdSpU+nt7aWrq0soab4OWq0WmUxGamoqg4OD9Pb24nQ66ezsvORpg16vZ8aMGYIc2rVrl5iESCQSAgMD8ff3x2Aw4Ofnx+zZs8Xk326309XVhUqlYvfu3cybN49ly5bx3nvv0dnZydatW5FKpQQGBgqboCtbaWRkhEWLFhEeHk5CQgLPP/88CxYsECHXM2bMEIHeLjWQKyjc6XTS0dHB5MmTL+m9fxsmNvZncKXXCVcW2YVOWSwWCxaLBafTKcIdu7q6cHNzY3x8nPr6etLT09FqtQwPD2Oz2UTA8cKFC4VaZMqUKYIcys7OpqOjAw8PD377299iNBp56KGH+NGPfsSqVauoqqoiNTWVKVOm8Pjjj1NRUcGvf/1rQkNDsdvt1NbWolAoOHr0KH5+fkyfPp3Kykp6e3u58cYbOXXqFNnZ2bS0tNDe3k5ISAhZWVmcOnWKwMBAYmNjz3mPrgYyV9Du2YGEF4qxsTFqa2tFLpvLpuX6m3U6nXR1daFQKNBqtVitVlQqFWazGbVaLdSYrpYQlzJJr9djMpnQarVYLBZqa2vp6+ujpaWF2tpaNBoNwcHBlJWVMTg4SHd3N+7u7kilUqxWK4GBgRQXFzN58mQmT55MeHi4UPjt27ePgwcPiiZDFwICAujq6rqo9x8WFvaVx/lngWsi6cqP8vb2ZmhoCJlMhkKhEPkWer1erGUVFRVX5LUEBgby4IMPisYXOKO4HBoaIjg4mBMnTrB161YGBgY4evToFXkNkZGRWCwWsrKymDNnDoODgwQFBXHjjTcKMvSfFRPrxBlMnCcmcDnR3NwsClvCw8MxGo3U19cjlUoZHx9n2rRp2Gw2HA4HycnJVFVV4eHhgdPpFHl67777Llu2bDlvvs26devQaDRs3LjxvG1dy5cvR6PRcOTIEfz9/UlISGDTpk3/Es1efw/ExsZiMBhISEjglVdeYcWKFSiVSpYuXcr06dPZsmULxcXFrF69ms8//1ys348++ii1tbWkp6cTExODRCKhuLgYmUyGXC7n7bffprq6WmQfGo1G1q9fz6uvvkpeXh533XUXo6Oj5OXlMTo6SmpqKg0NDej1ej7//HPx+rKysnjwwQfZs2cPL774Ih999BG9vb0iB9U1bDu7dCYiIoK+vj6SkpIu+/WaIIAmcEXhmtS64OXldU6F75dxNgFUU1PDnj17OHz4ML29vVRUVNDY2IharcbPz+8rVqGrr74amUxGdHS0CGRzc3PDw8OD/fv3o1Qq0ev1tLe3nyMvl8vl2Gw24ExNokwmOy+JER8fL+SdJSUl+Pv7ExISwtjYGFarVdS/uyR8rqYrT0/Pb6we/HvAZf9QKpUXpVjKzMzEy8sLtVrNwYMHRSW1S50wMjIiAqytVitKpZKxsTFUKhUeHh4olUoaGhou6bXHx8cjlUppbm5mwYIFojlpbGwMHx8fSktLkclkZGRkIJPJMJlM5Ofns27dOv70pz/xve99j5GREXp6emhqauLuu+/m1VdfpaSkBIC5c+cKwm/p0qXYbDZ6e3spKSlh4cKFHD58mOHhYZKTk1m3bh1ms5ny8nLi4uIwGAx4eXnh5+dHZ2cnDocDmUx2xSriJzb2Z3Cl14mLUf9YLBaR9eUiFLy9vfnwww9JS0ujpqaG1NRUoRzr6urCYrFQX1/PwMAA2dnZVFZWilBAOGOjdE0Nd+zYwe9+9zueeeYZXnjhBWGF7OjoIDw8HJvNxu9+9zuuv/56rr76ajE9CgoKYv/+/fj4+CCXy5k6dSr5+fl873vfE3bLvLw8/P39yc/PJzIyktDQUFpbW4mJiSEgIACpVCok765Dv5ub2wUr3c5uW3QpPsPCwsQUa2RkhK6uLtzd3UVDmq+vL3a7HaVSKdocZTKZUG86HA4RKu3j4yPUnkajEavVyuHDh3E4HFRWVopN0969ewV5rFAokMvlQmJfUVGBv78/a9euFXkOBw8epLCwkAMHDpzzflQqFbNmzaK0tPRb1T7u7u5kZmaKsGmj0XjOWngxcIWFXgl8mZQKCAhgfHwcHx8fpk6dytSpUwVxGRkZydjYmMjFGxgYICgoiBMnTmCz2Th48CAeHh6UlZVdFjVUWFgY6enp6HQ6Zs2ahVqtZnR0VBy+qqqqUKlUwvJdU1PDe++9JxRjFwqZTIZWqxUFEa7fwyeffJL6+nokEgnt7e2sXbuWkZERnE4nTqcTNzc3goKCRKioj4/PNwae/70wsU6cwcR5YgKXCpfyz+l0YrfbCQkJYfv27Xh6eiKVStm8eTPr168XwxSpVCoaLLVaLWVlZcjlcrZt20ZxcfE5jVBSqZTrr7+esLAw5HI527dvp7CwUHzdRcIrFAqWLVtGbm4uhw4dwmw2s2PHjn/E5fjOUKlUF+UauBSEhoYyY8YMDh06REREhBj8wJloDldTV19fH7NmzaKxsZGoqChR1uNygpw+fZr/9//+Hx0dHVx77bVIJBJiY2OprKzkpZdeQqvVsnz5cqxWK06nk5KSEpEHeMstt6BQKHjllVcAuOeee1AoFJw4cYK2tjaefvppHA4HBQUFBAcHs3TpUgIDA6mrq0OhUFBRUUFCQgJOp/OKkD8wQQBN4DLD4XCco3CRy+WiRetC4CKAhoeHaW9vZ8+ePRw5cgS1Ws0nn3xCY2PjRZMYX4e0tDQqKyvFVFOpVNLW1ibYdC8vLxEc5rI6DA0N0dfXh8PhuOTn/zq46tT/Hpg+fToeHh6ihrm/v1/YIb58s3ZNOdzd3c8JY5NKpYSGhuLj4yMOB15eXgwNDWGz2QRp1traKux+3wXx8fGcPn0aONMaoFQqGRgYYHBwkDvuuAOAgwcPEhkZSU9PD+Pj4xw4cACtVounpyeZmZkMDg4SFxdHW1ubSPSfPXs2AwMDhIaGkpWVRUZGBj/72c/Iyck5J+DParUyadIkYRl0HeJd9dTd3d1oNBqMRuM/5Ib974QruU6Mjo4yNDR0wQ0LLlvi2f9bWFiIp6cncrkcf39/wsPDkclkmM1mER5ptVrRaDSkpKTw5JNPsmrVKgIDA+np6cFut+Pt7U1RUREbN24kIyODhoYGrFYrq1ev5oMPPmDGjBkEBQXxve99jxdffBG73S6q1VUqFfX19TQ1NZGcnExAQIDIyPn+97+Pm5sbbW1tKBQKWltb0Wq1eHt709LSIiyfrnr6iIgIVCoVY2NjVFZWMmXKlPNeB1feDiByUhQKhWjJ6+joQKfTCQVRTU0NDoeDgIAA5HI5AwMDBAQECKJoaGhI5LiNj4/jcDhEYK9KpRLrytDQkCBkXPfN/v5+vL29qaqqEmpPh8OBw+HAZDIJu29sbCyrV68mKCiIyspK7r//fvr7+5FKpfj4+BAWFkZbWxvR0dEYDAa++OILkdvwZWRnZ5OdnY1Op+PkyZPs2bNHZAq4Qv4v9P7nutd+G1JTU5FKpZSWlp43IPN80Ov1X1F4xsXFodVqeeGFF4Qtu6Ojg/HxcVFlbLfbiYiIEMME10TbpdB1tSK6wvxdv+PNzc2XrBRaunQpISEhdHZ2MjQ0JILRvby8GBwcpKWlhY6ODlavXs2xY8dYv349L7/8Mp999hn33Xcfe/bsYf/+/Rf0XAqFAk9PTwIDA0lISEChUNDd3c39999PVFSUIH/gzL2ip6cHd3d31Go1CoVC7A1cwdIymQyn04mHh8d3tkxeLCbWiTOYOE9M4FJgNBpxc3PDx8cHs9mM0+lk586dBAcHMzQ0xM6dO/nVr34lSlQ8PDzYuHEj7u7uGAwGRkdHqaur47333qOiooLIyEhBOrgGFTk5OVxzzTW0t7fz4IMPAmcqyl1B0DfffDNWq5WqqqrL4kT4vwxXduf5sHLlSpYsWYJarSYlJYWRkRFOnTqFwWAgJiYGT09PmpqakEqljIyMUFdXx+9//3tSU1NFxbxOp6OwsJB33nmHVatWoVAoUKlUKBQKXnjhBeDMQNnVJvrnP/+ZwMBAli1bhtVq5aOPPiIuLo6XX36ZTz/9FJVKRUhICMuWLRMRG6dPn6aoqIhFixah1+txOBzodLorcr2+aZ34x48xJvAvgd7eXrHpkUqlomXru2J0dJSCggL6+vrYuHEjqampFBQUMDY2xoIFCygrK/tWAmjNmjW0t7cLO4TLhxkSEoLRaGTq1KmUl5czffp0TCYTfX19wmcZHx8vUuG7urrw8PA4r4pFq9USHR0tLERarfa8Sh83NzdiYmLo7++/oKno34v8Ac6ZNnwZ4eHhxMbGolAoaGtrY/78+URFRVFXV4fFYiEmJkYQZ3V1dajVajw8PPDx8WFgYACz2UxoaCje3t4MDg6i0WhEiLbL0uHy7ba0tNDX18c777yDTqejt7eX1tZWbDYbw8PDSKVSTp8+LRqJmpqaUCqVTJkyBblczrPPPited09PD42NjWi1WhYuXEhOTg75+fls2bIFgCNHjhAZGcm8efPYu3cvAwMDKBQKNm/ezP79+4mPj+fYsWPMnz+fwMBAioqKMBgMDA8P09LSgo+PD1arlZSUFBobG5kyZQoDAwMMDQ3h4+Pzf6ZJ5t8VfX19Fx3+bLFYUKlU9PT0iN/byMhIQYC4rGQWi4Xx8XFBMkRFRXHkyBFCQkIIDAzE6XTicDiEDayjowNfX1+6u7vp6enhtttuo6ysjIiICBwOB48++ii/+c1vMJlM2O12pk6dypEjR0Qw9IIFCwgPD6e5uZmysjJ+8pOfIJVKcXd3F2qHWbNmUVRUhIeHB4sWLaKxsZHCwkJsNhtBQUEcO3ZMBJ0rFIpzyIOzh0SuDIQvY3x8nPb2dgIDA0WTR3d3t9h0udQbQUFBAFRWVgqyYXR0lPHxcXHolslk+Pv7i/Wlq6uLvLw8+vr6kEqlIreoo6NDhDO6GiC1Wi11dXVoNBrCw8O54447CA4O5rXXXuP1119nZGSEH/7wh7S0tFBcXIxCocDNzY3bbruNJ5544ryfe3R0NL/61a8YHh7miy++IC8vT7QzusLiv6xUvRB8Hfnj5ubG2NgYy5YtY8eOHRQVFZ33+9Rq9TmZbt7e3kRGRlJaWorRaGTy5MkYDAYhN7dYLOzfv58//vGPREZGimuWmZlJZGQkBQUF2O12Dhw4wLXXXktGRgajo6NUVFQQGBhIRkYG7e3tjIyMkJKSgr+/P2azmerqapYtW8bcuXOx2Wy8//77Qg11Mdi5cycAU6ZMQalUUlNTg1arJTk5mdraWkwmk8iLS0tLo6GhgY6ODlatWiXIl4ULF6LX6zlw4AB9fX0YDAaysrIoLi4+52A1MjKCh4cHGRkZ/OlPfyIrK4uUlBSOHTuGm5sbISEhwrY4MjJCWloaPj4+GI1Gent7z2mF7O3tpa+vj6ysLJHldTacTicKheKihmQTmMAErjwcDgdOp1NYnevq6nA6nfj6+pKfn09mZiarV6/Gbrezf/9+urq6aG1txdfXF4PBQG9vL++88w52u52enh4WLlzI9u3bmTdvHidPniQsLIz169eTkZHBPffcI0pZ4MwgMysrC6fTSUNDgyCD/lGQSCRiz9Hc3ExSUhJWq5XMzEy2bNkiBj9wYTlx69atw8PDg8LCQuRyOcnJybi7u/Pmm29e0nD968if7OxsGhsbSUpKQq/XMzAwQEFBgSD3XcOzlpYWYmNjMZvNPPHEE6xatYqRkRGGh4cZHByksLCQXbt2sXbtWjQaDbGxsTz11FPizPbrX/+a+vp6CgoK+Oyzz/D39+e6667jo48+YmhoiNWrVzN79mw++OADlixZwuDgIPHx8TidTgIDA3nnnXfo6uoS10cikVwx8ufbMKEAmsB58eUcn8she7ZardTW1mK1WkU9d3d3N5WVlQB8+OGHlJaWMn36dOrr6y/IVpSbmytqjxUKBcePHxchySUlJej1eux2O01NTef8nKsm/F8FcrkcnU6HwWDgxIkTeHh4iGn3xWDNmjW4ublhNpupqakRBzIPDw8SEhIwm824u7szbdo0pk6dSmtrKydOnEAul6PVapFKpaLJTafTsWDBAgYHB/Hw8EClUuHt7Y1cLqe9vV1MicvLy1EoFMTFxTE4OEhycjJ9fX3CPtff309HRwd5eXlCWeZqBXNVJoaHh5OSkkJHRwfbtm2jqamJ2tpaoqKiGBwcZO3atfT39/PJJ59gNpvJzs5mYGCAhoYGhoeH+dnPfkZRURHZ2dl8/vnndHd3YzQaCQsLY+XKlSQmJlJWVoZSqeT666/no48+4pZbbkEqlZKfn09ISAjJyclYrVZ8fX3Jy8sjISEBvV5/2cmgicnuGVzJdeJi7F99fX2oVCr6+/vRarWcOnWK3t5exsbGiIqKIiwsjP7+fvR6vQiV7+jowOFwYLFYmD9/Phs2bOCqq67C09OTtrY2YXVqbGzk+PHj9Pf309DQwI9+9CN6e3v54osviI6Opr29HU9PT5YvX84f/vAHVq9ejVKppKurS1hj1q5dy7Fjxzh69Cg/+MEPSE1NRSKR0NTURGdnJ2lpaYIIcqlOziZyenp6kEgktLW1IZVKGR4exul04unpidPpJCwsTCh8XLBYLEI9aLfbMZlMosLU3d2dkZERAgIChNXSz88Pd3d3sQaMjY0RGxuL1WpFp9PR0tKCUqkUVjY4c0hvaGhg165dwgrq5+fH8ePHGR0dJTc3lwMHDjAyMoJGo8HNzY3KykoiIiJIS0ujvb2d8vJyOjo6KC8vJysri8HBQXbs2EFycjJXXXUVJ06c4LPPPvvKZx4YGMiqVatISEjA29ubnTt3snXr1nM2wd+EBQsWXFTDVWJiIjqdDl9fX5HPcyEIDg4Wn5uLUFqyZAm7du0iKSlJ1M4WFxeLzKPa2lpmzZrF2rVrGRwcJCUlBQ8PD3Q6HXV1dfT09LBlyxbS0tJISEhg3759pKSkYDQaSUtLIzIyEjhzYDAajWIwMDg4SHFxMXV1dZSUlFBSUsL06dO/cQDxTTAYDOj1elJSUkhMTKSpqYne3l68vLzQ6/Xk5OTw61//mqlTp6JUKlm0aBFvv/02g4ODfPrpp9x5551UV1dTWVnJyMgI119/PV5eXpSUlLBnzx4xHJg3bx6VlZUsW7aMmTNnsmfPHq6//no8PT2JjY3Fz8+PkydPEhQUhFqtZmBgAH9/f0Ho9Pf3I5FIzmtJs1gsKBQKAgICLnuz2MQ6cQYT54kJfFe4FL3j4+McP34crVZLUVERmzdv5p577uHYsWPMmDEDg8GAr68v/f39vPjiiyQnJ5OXl4dKpcJgMFBRUYFGo2Hz5s3cd999jI6OUllZyXXXXYfD4eCWW275ynM/9thj7N69G7vd/rW5nf8KuPvuuzl8+LDI0RwbGzsnEwfOrKeusp20tDSysrJ4/vnnL+kMlpOTIwYDKSkpXHvttcyaNUvY2rdt20ZQUBBGo5H4+HgR2aBWq3nsscc4ePAg69evR61Ws2HDBuLi4pDL5RQWFnLTTTehVCrJy8vj0KFDAEyePJnbb7+dDz/8kLy8PAICAnBzc2P69OkUFBQIFXhOTg4ajYbMzEyam5tRKBSkp6djNpv59NNP8fT05JprrmFwcBA/Pz+hlr5SmFAATeBbYbPZztl0ujZZlwNjY2M0NDTgdDoJDQ0V9guFQsGePXvo6+sjISGBxMREuru7ufrqq/nlL38J/O809OtQU1NDW1vbOcw6nKkWnjx5spClf3la+l1vPEqlErvdfg7xcrbvNSoq6jtNg7/tfdpsNtrb22lvbwf42vwDlUqFRqNh7ty5wp5y5MgRrFYrXl5ebNu2jbS0NPz9/YmKiiIoKIjx8XEiIiJEIr27uzuff/45RUVFJCQkMHPmTNzc3PDz8+PYsWN4eXmxbt06lEqlmPb39fVhNpsZHR3F4XCQkZFBTk4OcOaw3dzcjMlkIi0tDQ8PD6ZPn057e7s4DIeGhhIfH09MTAx1dXXs3r0bpVJJWFgY77zzDnDmwHHLLbdw++23k5iYKJL5X3vtNV566SVxDaKjo9FqtZjNZq677joAYdOJiIjg2LFj5OTk0NDQQG5uLu7u7iiVShwOB62trSQmJtLe3s7777/PokWLUKvVREdHY7fbGRgYQK/Xi5BqVzaSVqu94jfyCVweDA0NXVTAq91uF1XRnZ2d2O12DAYDbW1tqNVqYY+BM4dBDw8PWltbiYqKQqvVUlNTg0QiISwsjNLSUhwOhwiIDgsL44UXXkCj0bBkyRKhHLJYLAwMDDA2NsbNN9/MG2+8gU6nIyEhgby8PCQSCY2NjTzyyCPYbDb27NnD1VdfTUxMDE6nE5vNJggrX19fESY9OjrKwMDAOe9fp9PR3NyMRqPBYDDg5uaG0WgU0uSmpib6+/sFMSORSETWmssX76rDdTWSBQQEiND4oKAgobQ0m814eXmJbAV/f3/q6+tRKBTnZGqVl5dTU1NDWVkZer2e2NhYGhsbKS4uJiYmBrvdzuuvv050dDQeHh40NzejUqn4/ve/j8Ph4K9//au4B+7cuZOkpCQ2bdpEVlYWr7zyCgUFBTz++ONf+axvvvlmVCoV4+Pj6HQ6tm/fLpQp34aQkBC6uroYHR39VvLnmWeeobOzk9OnT7N//37MZrMYhLgQERHB7NmzmTJlCoWFhbS2tnLo0CHmz5/Pnj17xFrjInJcE2c/Pz+8vLzw9/fn5ZdfZtq0aWRnZ+Pj44OXlxfe3t6MjIxQWVlJUFCQCDF1WeIsFgurV6/m+PHj+Pr68oMf/EBYphobG7FYLMKyt2fPHtasWSOIJB8fH3Jycjh06BD+/v7s3r0b+Pb17XxwrXelpaX4+vri5ubGihUrWLp0Kf/93/9NUVER5eXlLFu2jNraWmw2GxaLRYRtJicnU11dTUxMDDExMWzbtk0Eoy9cuJC9e/eSlpZGcHAwmZmZYh2/5ZZb2LFjB8uXL2fnzp2CeKyvryclJQVvb29GR0ex2WziPZ1PFdfS0sL4+PgVy4qbwAQm8N0xPj7O8PAwVVVVlJaWolKpKCgooKCggGeffVY4CXJzc2lra+OLL77gs88+o6WlBblczp133klHRwcWi4WSkhK2bt3K3LlzmTRpEmVlZbi7u1NYWMjvf//7c553yZIl+Pn58Ze//IWamppzvnb2mUUqlZKQkEB/fz9tbW1X5Bpcf/31vPfee2KQ8HVISUmhpKSEgIAAsrOzGR4exm63s2/fPl5++WXxfb/85S+pq6vj1ltvZWhoiK6uLg4cOCBcEaOjoxw4cIC9e/de8mum2YS+AAAgAElEQVQfGhoiNTWVkpISsrOzSUhIICAgQKh4cnNzMZvNxMTEEBkZicPhoLu7m0cffZSamhpWrlyJTqfjtddew2KxiObp3/zmNzQ0NPA///M/wJkSo+XLl3Ps2DHefvttTpw4wZIlSzh9+jQSiQSLxYLBYCAuLo6kpCRSUlLIzMzkgw8+ICYmBoPBIHKD/Pz8mDlzJlarFYPBcMnX4FIxoQD6N8X4+Dgmk0lMpa6Ud72trY3e3l6xgXOFNldVVZGens5zzz2HVqslNTWVrKwsZs+ezYwZM/jtb38LfHsLy+rVq9FoNJw6dYr8/HySkpIuqOHqbFzJ8M0vP8/s2bNFM9no6CjV1dV4eHhcUGvYhWZGnI2bbrpJtOi4LFmum1ZjY6Ow0PX29mK324mOjhZheJ2dnURGRmIwGJDL5cTExBAfH49MJhM396lTpwr5YltbmwiTlsvlX2lXqq2t5dSpU9hsNlQqFTk5OUJqPzAwQEdHh6iH9/PzY+vWrVRXV9Pe3s7s2bM5cuQIrvtGVFQUOTk5ZGRk8PnnnzNt2jQeffRRfH19z5GmuqSqnp6epKSksGLFCp599lnx+xEWFkZ8fDz33HMPLS0tbNiwgffee0/Ic48fP05UVBQ+Pj6kpqZiNBqFci0hIUE8j6s9KSAg4KI+n/NhYrJ7BldqnbgY9Y/T6aS7uxv438yb0tJS4Ixqw2AwCLLE6XTS2NhIV1eXsKT4+PiI8GXXAdPd3Z3m5mYyMjL485//zOuvv86tt94qCNmf/vSnZGdnExUVhUajwWKxcOLECVauXElQUBBvv/02JpOJX/ziF8hkMjZv3ozT6SQ3N5fk5GQkEomoso6Pj6exsZGIiAh0Oh1Go5GAgABaW1sJDg5GIpHQ09ODSqVCqVTS3d2NXC7HbrefMwBw3Z/OzkwaGhrCbrej0+kYHh6mr6+PwMBAkcHj4+ODQqEQ4c0qlQqpVIrRaBQbW5eiJiAgQJBEpaWlaLVaGhoaGB8fJy4ujl27drF48WIOHz5Ma2srra2tTJ8+nbq6OgICAkhMTCQ7O5tdu3Zx6NAh1q1bx6233kpfXx/u7u6sXLmS9evXc/jwYTZs2ABwTs7cTTfdRGRkJOPj4xw7dkzIx89Genq6sH59G7Kysujs7BR24aysLKqrq4mNjWVoaIjExEQ8PT3585//fM7PSaVSHnjgAaGSfe2113Bzc8PT05OxsTEsFgvZ2dmUlJRwww03cOLECUFiA6LRpKqqiuHhYVJSUjh48CBpaWls376du+66i/fee4+CggKuvfZaAgICmDNnDsHBwcjlcuLj4/Hy8uLkyZPY7XaOHDnCkiVLsNvtxMbGirXBZQWrrKxkcHCQ/v5+li5dil6vp7u7m6GhIQICAtizZw/V1dXs2LGDJUuWcOrUKcrLy8nMzKS0tBR3d3fGx8fF39iF4Cc/+QkajYajR4/S0tLCjBkzKCsrY82aNZw8eRKlUklJSQnt7e2Eh4fT0tJCZGQk999/PyaTidtvv52cnByUSiX/8R//wTPPPIOPjw8pKSkkJCRQUVHBnDlzsFgszJw5U+QSlZWVUVJSIvIk+vr68PT0JCEh4ZymU5eq1eFwEBoaesHv62IxsU6cwcR5YgIXgrNdDQMDAzQ3N2Oz2fD390ej0XDy5Em0Wi2BgYFMmjSJPXv2kJmZyenTpzGbzXz44Yc4HA5uuukmAgMDsdlsmEwmHn30USorK/H39+fhhx9m7969FBYW0tPTIwa2LmzYsIG//vWvWK1WmpqaRBHN4sWLKSoquqj74JVGQkICdXV1Ytj85ptvijbGoKAg9u7dKwYKOp2O7u5u9u3bR2JiImq1muXLl3PkyBHRsvldyxFcUCqV3HXXXcydO1fk+DQ3NyOXy4mMjGT+/PkcOHBADOhsNhtqtZqQkBDa2tro6Ojgvffeo6OjA3d3d+bPn8/GjRtpbm5m5cqVBAYGkpWVxQsvvEBxcTEGg4GAgAC8vb05ePAgTz31FL/97W9Zvnw5b731FtOmTSM3N5ejR48ybdo0pFIpd9xxB5GRkbz66qssXryY8vJyIiIiiI2NZffu3UybNk085t8LEyHQEwAQGTiA8B1eblmyCy7W2lXbrdVqRe2vu7s7VVVVGAwGFi1axA033EBbWxvPP/88ERERwqZzqQ0jarWaxYsX8+mnnzI8PExcXBw5OTkMDw9z5MgRYmJiaGho+AoLD2dCNL28vLDb7YyNjaFQKBgZGUGhUHzFTvZNiIyMZMaMGRiNRmpqai65LcsFV2jx5MmTWbJkCd3d3Rw/fpzOzk6USiU2mw0PD4+vXEOX4ueaa65h8uTJVFdXk5qaKvJKhoaGcHd3p66ujvr6evLz87HZbOh0OlJTUwkNDSUwMFBsll3M+fDwMKGhoWKSbDabMZvNhIeHC2LRRc5UV1efU1ut1+vx9PQUVo6Wlhby8/NFropcLqepqQmbzSYCuj/++GNaWlrEgj5jxgxGR0f5/ve/z4cffkhsbCzbt2//ygL8i1/8gvz8fBITE/nDH/6ATCYjOTmZsLAwpk2bxoYNG3jqqafQ6XTn5KrMnDmTWbNmCQXDsWPHyM3NPeexXUTApWJiY38GV2KdcDqdGI3GCyaAuru7UavVWK1WhoeHaWxsRKFQYLPZmDJlCl5eXuJz7+rqwuFwkJ+fT2xsrFC4fPLJJ6SnpzMwMCDypqKjozl16hQffPCBaNtbs2YNzz77LCMjI0RHRxMcHEx6ejoffPABTqeT2bNno1areeihh7j55puZP38+RUVF1NTUMHnyZNRqNRkZGeLgPmfOHAYGBmhtbWXmzJl0dnYKK8r4+DidnZ1CiXP2hsS1OXURu641Qi6XYzabxZRNKpWi0Wjo6ekR6hGXItD1d2C32zl16pS43q7sHnd3d1EB39PTg0ajYXx8XOTN7Ny5k/T0dEwmk7iPNDQ08PzzzzN37lykUik9PT3MnTuX+Ph4goOD+f3vf09DQwMxMTE8/fTT6HQ6srOz+dWvfsU777zDwYMHKSkpISUlRbS0JCUl8dOf/pSamhqGhoZ4/vnnz/n809LO/BmePHnyK+S76x58NqZNm0Zvb69oHHFt7E+ePElaWhpGo5GgoCCR95CUlCSyaW6++WYaGxuZNGkS+fn5VFRU4HQ6eeihh1Cr1TidTmpqakhJSWFgYICioiIaGhpYunQpnp6egmhLTU3lrbfeoquri1mzZjFp0iRGR0cpKyujurqanJwcRkZGKCoq4rbbbhPWYtdhJDg4GLPZzL59+4iNjaWwsJCIiAikUinh4eHU1NSwdOlSGhsbmTVrFkNDQ4yOjnL06FFWrVoFnGmGq62tFSrRY8eO8eyzzxIXF4ebmxv19fXMnDmT48ePCzJ07969hIaGUltbC3z7wOPqq69mdHQUHx8flEolUVFRnDx5En9/f5RKJRqNhueee4777ruP+vp6RkZGkMlk1NfXMzg4yJw5c4iPj8disRAcHMyBAwdwc3Nj6dKlnDhxQoT8h4aGEhERIYY2AQEBnDx5koCAAPz8/ETGREBAAEajUVgdAwMDxeDrSmBinTiDifPEBL4NdXV1QuntwokTJ5gzZw7V1dW0trayfPlyNm3axPz589Hr9bz22mvMnj2b5uZm9u/fT2hoKNXV1dx4443I5XKKiop44YUXxB77wQcfxGg0snHjRoaGhujv7xfPpVKpREaNK0/UhZUrV7Jt27a/38W4CCQnJ+Pj40NzczONjY2kpKTwwAMPEB8fT1FREUuWLKGkpISKigomTZrE+++/z8jICFqtFqfTyVtvvXVJz+8afDz00EOUlJQwMjLCvffey9jYGE8//TRLlixhxYoV1NTUoFariYuLE2ouT09PvLy8KC8vp6uri5KSEjo6OsjOzsZmswmFz0MPPSSy7nbt2iWeW6lU4uvri6enJ4888gjPPPMMer2effv2cd9996FWqyktLcXNzY2wsDAeeOAB4Z6Ijo6mpKSE5cuXExoayscff0xQUBDTp08Xw5q/FyYIoH9TmM3mc4KUXeTLlYTFYqG1tZWmpib0ej1+fn5C5eFCfX09u3fvJjIykkceeYSMjAz6+vooKyvDarUyODj4rQFjFwuXhPHrEBISQmtr62V9zouFK/zYarWK63WhGT++vr7k5uYil8vFBN9kMnH69Gnc3d3FpvpsuLm54e7uzvDwMLm5uQQHBwNn1GEJCQlEREQwNDTEwYMHkUqlNDQ0MHPmTE6fPo2/vz++vr6icnny5MkEBgai0+mQSqUiNb+5uZmBgQGRkxMdHY1SqcTpdHLs2DHq6upEu5grP0Sn0zE2NiYmqWazmaKiIkJDQ4mOjmbnzp3C1mI0GhkdHcXX15eWlha2b9/OsmXL6OrqQiqVcvz4cSIjI1mzZg1PPfWUeO8zZszg8OHDTJ48mZaWFpKTk0UQ+COPPIKPjw/p6emoVCpeffVVUZPs7e19jhz2bHn/PysBJJFIlgDPATLgdafT+eSXvi4H3gKmAz3A9U6ns/FvX3sYuBVwAPc5nc7PvukxJRJJJLAJ8AVOAjc5nU67RCK5BXgacOmMX3Q6na9/0+u+EuuES5nyZXXa18GlPtRoNNTV1dHe3k5MTAzd3d1kZmbicDjo7+8XNqrGxkaRRzM8PIzD4eDIkSPccMMNHDt2jKioKAoLC5k6dSqvv/46Y2NjGI1GbrrpJvr6+nj33XfR6XTcfffdlJeXMzAwQFdXF2FhYWRmZvLGG28QGBjIggUL0Gq1bNy4kWuuuYampiZmzpyJWq2mqakJb29v9Ho9lZWVTJ8+HYlEgsPhOCeItr+/n66uLuLj4897nfz8/M75t/7+fux2O+Xl5QQEBODj44PJZCIiIgK1Wi1yhlx2uOHhYYqLi8XXVSoVXV1dmEwmQQgNDAwQExNDZ2cnTU1NmM1mSktLmTdvHhUVFQQEBIjw9Q0bNhAREcHSpUspLy/nmmuuISQkBB8fH2699VZUKhVTp05ly5YtVFdX81//9V/MmjWLhx9+GIlEQmFhoVBHBQUF8eijjzI4OMj7779Pa2vrOWT5ddddJyxo34SMjAxsNpsYaPj6+uLn54ePjw+FhYXU1tayYsUKgoKC2Lp1KyaTiaysLDIzM3nuuefE4/zgBz9Ap9Px9NNPM2PGDObPn09ZWRlDQ0M8+eSTjIyMCPKxtbWVTz/9lISEBPbu3cv4+Djp6emMj4+LIGwvLy8GBgbYs2cPd9xxB52dnTQ0NNDa2so999zD2NgYO3fupLOzk2effVbktSUnJ5Ofn8+Pf/xjCgsL8ff3JzU1lc2bN3PDDTfQ2NiIt7c3vb29uLu7o9Fo8PHxYXx8XFjYpk2bJlSnR48eJTw8nLGxMYqLi/nkk0+ora0VFoKoqCjWr1/P+vXrRYZCWFgY7777LnCGBJLJZKL97Hxq3XvuuYf58+dz9913ExYWhru7O3PnzqWurg4PDw9uu+02XnnlFby8vHA4HBw6dIi1a9cK2+Dy5cuprq7m5MmTGAwGcnJysFgseHt7ixyg6upqrFYrU6ZMoa6ujoiICEHsmM1mpFIpUqmUsLAwYbF0td5dKbn/5Vwn/lXXCJg4T0zgm1FdXY3T6SQ+Pp7x8XHq6uowmUwkJydTUFCAWq0W97TGxkZmzpxJWVkZY2NjjI2NiYG1RCLhqquuQq/Xs23bNvbt20ddXR35+fk89thj9Pf3s2HDBmQy2Tn7dm9vb3x9fQkLCyMvLw+5XH7BWXJ/T3h6eqJQKAgNDWVkZITx8XERbu9yaahUKoqKiigrKyM8PJz09HTRJlpaWiry177r+zvbApeRkYHFYmHNmjUkJSVx//3309bWxtq1a2ltbeXaa68lNDSUwcFB1q9fT0NDA6dOnSIpKQmZTEZjYyOtra1iQPH+++8zadIktm7dikwmY8GCBWRnZ9PR0cFHH310zhlpxowZpKen097ejsPhoLS0VJR2PPDAA2i1Wj7++GOsViv/+Z//yeTJkwkJCaGiogKj0UhwcDAxMTFERESwc+dO5HI58+bNuyyf08ViggD6N4Ero8QFT09PsRm/0hgcHBR/cH5+fkyZMkXkZsCZw0NrayuNjY0YjUZ8fHwYGhriV7/6FXfddReFhYWUlZWJabKrmlaj0XxtJe+lYNq0aRQVFX1lM/ldbFYuJCUl0dTUdMlSx/NBqVSyYsUKZs6cSX5+vjhoHj9+/Buvj6+vr2jiMRgMqNVqgoKCGBgYwGg0MjIywunTp0U1c319PVlZWXR3dzM6OopMJmPp0qXs2LGD1NRUwsPDxSbcy8sLk8lEeno6NpsNHx8f0SKgUCjOm/ngOkQ6nU5h9RoaGsJisdDW1oaHhwfh4eEEBQXh7e2Nm5sbNTU1YqKs0WhEOO2mTZswmUwcP36cadOm0dLSQmBgIMuXL8dsNrNr1y70ej2bNm0iOzub8vJyvL29aW9vx2AwCHXQnDlzSEtLY3BwkJqaGnJzc+nu7mbdunUMDw+zd+9eoqOjSU5Opquri+zsbKqqqtDr9efYwIxG4yW348Fl39jLgGpgIdAKHAfWOZ3OyrO+5x5gitPpvEsikdwAXOt0Oq+XSCSJwLtABmAAvgDi/vZj531MiUTyPrDF6XRukkgkrwAlTqfz5b9t7tOcTuePLvS1X4l14mLsX65sK1fweWlpKUFBQfT29pKZmYlcLhekn6sJqKGhAU9PT5KSkigtLaWtrQ2NRoNOpxOZANHR0aKlaGxsjOHhYVavXk1paSlffPEFs2fPZtq0afT391NQUEBUVJQIbjebzaLyvaKigqGhIZKSkggICECj0QiVXGpqKocPHyYuLk5YWM4mK12Zb15eXiKI+WycjwCCMxk/Pj4+dHR0MDY2JpoP7XY7XV1dIkixt7eX4uJi4uPj8fDwYGRkhP7+fqEecuX4uJo1XA1Ver0eNzc3keEll8t54403yMvL44477hDWMZ1OR2JiIjabjbfeeosvvvhCTAIPHDjA448/TlBQEA8//LDIh3MF2a9evZq0tDRefPFFTCbTOYpONzc3oqKiqK6uFv/m2rD7+/sLif7kyZMJCwujoKCAuLg4ITXv7e2loqICu91OSEgIqampVFdXi6DpuLg4USV8zz33cPr0afbt28f4+LgIKi4qKmLKlCmiySQ9PZ3W1laam5uZOnWqWOdPnTpFd3c3kydPZvr06XR3d9PU1MSSJUs4fPgwNTU1OBwO9Ho91157LVVVVbz00kvcfvvtJCUl0drayg9/+EMWLVpEcnIyer2euLg4pk+fzhdffMG8efPYunUrK1asQCKRYDKZmDp1Kk1NTdTU1BAZGSmIe6fTib+/P0ePHsXd3Z2EhARUKhVOp5OCggIxXCgqKqKrq4vPP/+cnp4e2traMBgM/PznP2fp0qUsXrwYs9nMnDlzeOedd2hqamLNmjV0d3dz4MAB8ZmEh4eLz23ZsmVoNBpqamo4ceIE8+fPZ3h4GKVSyapVqwQxOXv2bDIzM7nzzjtJTExEoVBgMpmIjY2luLgYs9mM0Whkzpw5qNVq3N3dGR0dZfHixYyMjDA2NkZRURH9/f2ibayzs1Osk65cQ6VSKd6v62/NYrGcY5+8HLhc68S/8hoBE+eJCXwzBgYGGB0dpbe3V6hw6+rq6OzsJDs7Gw8PD4KCgnj33XeZO3cugYGBvPHGG6SkpFBVVUV/fz9Tp07l9OnTLFiwgDfffJOBgQGampr4+OOPuffee+no6ODjjz8WRLULMTEx+Pr6Cjvx2WvIPwuuu+46Wlpa6O7uJj4+nr6+PnG9WltbRWFAQ0MDg4ODuLu78+mnn4o8xEvB5MmTqa2tRaFQcPXVV/PZZ58RHR2N0WgUCuu+vj5aWlooKioSw5UbbriBBQsW0NzczA033MDOnTsxm814eHggk8nw9vbG29uburo6HA4Ht956K97e3kgkEmbOnEloaKiwh2/cuFG8npCQEB5//HGam5upra2luLiYSZMmUVVVxejoKLfddhuhoaH88Y9/ZHBwkNtuuw2lUklMTAxdXV2cPn2aWbNmYbVaSUxMpKioSMRdXOjQ8XJjIgT6/yjGx8dF0CackaRfruDmC4VrIjw0NIRWq2XevHmC+BkcHKSjo4P29nYUCoWo+pZIJIyMjBAUFIRSqUShUHDw4EEMBgN2u11shoHLRv64JPIuuCwAX8bXkT/naw2Ty+X4+fmJJi3X4TIlJUUw4q7nVigU56ia5HI5wcHByGQyYTVqampCrVbj5eWFRCJBpVKJ6yqVStm+fbtoKrBarYyMjGAwGIR/NTIyEn9/f6xWK5s2baKqqoqmpqavZFm4kJWVxZQpU1izZg1PPPEECxcu5O677+b48eOiEh3g4YcfxtPTk7KyMtauXcucOXNE6HVgYCAtLS1kZGTQ1NREcXGxCLx1VWv6+PgI5dnZv59Op5Pjx48zPDyMt7c3iYmJwlbhynGSSCRCaj9p0iS2bNnCgQMHxGY+JCSEmJgY8vLyOH36NFarFaPRSGdnJwaDgcrKSgIDAykoKODNN9+ks7OTBx98kNjYWEEAnTp1irS0NPbv38+yZcuoqKgQdjZPT0/S09OJi4tDIpEwPDyMXq8/b8aUaxJyJbK0LgEZQK3T6awHkEgkm4CrgbMTZ68G/utv//8D4EXJGRbramCT0+m0AQ0SiaT2b4/H+R5TIpFUAfOA9X/7nj//7XH/NyXwHwi73X5RCsje3l4kEgl+fn4cPHiQuLg40ZjlCkR2YXh4mNbWVtEK19zcjMFg4MCBA8ybNw+NRkN+fj4ZGRkcPXpUNCo9+OCD/OUvf6G5uZnCwkKCgoJYsmQJbW1tgoRwKVbCw8M5ffq0CGA+cuQI9957L3l5ecyYMQOz2Ux9fT3JyclCweC675xN8DgcDnp7e8V9a2xsjO7ubqHSc6mFzoYr98Vlc/Hz8xPrj6+vL0NDQ/j6+tLY2EhlZSX9/f3MmTMHLy8vNBoNnZ2dJCcni8eHM5lgQUFBtLS0cOTIETw8PERAtJ+fH/v27SMvL09M7+rq6hgbGyMzM5OTJ0/S29tLYWEheXl5Yt1xqVfa2tq48847GR0dRavV4uPjQ1JSErGxsYSEhPDUU09RVVUFQGxsrLABJyUlUVxcTEhICFarld7eXkFud3d3C4WIS0kUGxsrVJfNzc2iWv3GG29Ep9Px9ttvi+eBMwTanXfeKfKhKisrWbJkCRERERw/fhxPT0+uu+46pk2bxocffkhzczNz587F4XDg6+vL3LlzaW5uFuvCxo0bqampYerUqUKFsm3bNtzd3Zk9ezaffvopwcHBlJaWUlNTw1NPPcWmTZtQq9WYTCbuvfdecnNzGR0dJS8vT9TCZ2RkMDg4SGRkJG1tbfj6+hIQEMD+/ftJSkoiPDyc6upqZs+ezfj4OKOjo4yOjhIdHY3NZqOiooK4uDg0Gg2RkZFiXZ8yZQq7d+9m/vz5DA4Osm3bNrRaLbfddhsff/wxjz32GB4eHuzatYtp06YRFhbG5s2bvxLa3tTURHp6OuXl5ezYsQM4M2m/9tpr2bp1KwC33norRUVFBAUFERUVhdFoJCcnh8TERDQaDTt27BAVwDqdjptvvpmNGzfy+eefc8cdd2CxWCgvLyckJESQgr6+vkybNg2tVkt/fz89PT0i885V6atWq8UhT6vVCuuk3W7/Zy0KmFgjJvB/FjabDbvdLtZyV4vuDTfcINbCnp4esf4UFBTg7u5OeXk5iYmJNDc3U15ezvj4OK+88oogfj/++GNiYmI4dOiQGJi6MGXKFEpLSwWR4IJrDflyNME/Ai5VcWpqKgsXLhSlEadPn8bX15eoqChkMhnHjh3jww8/pLW1FX9/f/Lz87/zc+r1etatWyfsYlFRUSgUCoxGI4cPHyY5OZmDBw9it9uRy+VCBdzZ2cmsWbNYvHgxV111FW+//TYNDQ0EBgbywgsvoFAoBKEXFxdHeXk5u3fvpqKigk8//ZQ5c+bg6+uLwWAgODiYl156CZlMJoYI8+bNIy4ujpSUFPr6+jh+/DhHjx4lMzOTmpoaAgICWLZsGVFRUTz33HNYLBZWrlxJbGwsAQEBInfv6quvFsPvQ4cOERUVRXR09D+M/Pk2TBBA/2JwZSzAlc/x+TZ0dnZSUlIiMmFcU9v6+nqamprw9PQU9bL5+flER0cTEBCAr68vZrOZPXv20NLSIiw83t7e5yV8goOD6erq+tYWEVdmzNneWxcsFgvJycnExcWxdetWQfSo1Wpyc3NFwO/Bgwdpbm7+Sg2vi/xJT08nNDSUlJQUmpub6erqEi0uLtTV1X3lucfGxsTmz263i6wOk8nEkSNHSElJITU1lcDAQCwWCzKZjLGxMSIiIsT0ccGCBTQ0NKDVatFqtbi5uREXF4fRaGRoaIh9+/bR1tZGWFgYMTExTJo0iZ6eHoxGI+Hh4Xh7e9PZ2UlVVRWnTp3i6NGjItQNYP/+/Xz22WfC/rR7926Gh4eZOXMmOp1O2DE+++wzIiIigDM3dIlEws6dO5FIJKJdzGq1YjKZiIuLo6WlRWzgz85EkEgkZGRkiMVwZGSEzs5OoqKixAFrbGyM1tZWamtr8fLyYsWKFcLS0tPTw+joqLCF2Gw2tmzZQn19PS0tLTQ3NyOTyfjZz37GCy+8QH19PR0dHfj7+wtySq/Xk5ubS0pKCt3d3cTExGCxWBgfHycsLIyenh7Gx8eRyWTodDpxmJNIJF/5u/Pw8Ljg+ua/I4KBlrP+uxXI/LrvcTqdYxKJZADQ/e3fj37pZ12j7fM9pg7odzqdY+f5foBVEokkhzOT4R87nc6zHwMAiURyB3AHnNmgXE709/dfsPoHEIH1NpuNrq7/z96bxrV53un+XwkQQiAJEAiB2My+GDBgMF7ieI3XOHaafekad/k0k6bJ6TSZTtN0m55JTtzbJXcAACAASURBVP7JtEmapVncTKaJE8e7HdvxGi/YgA0Gg82+CyRAEpLQBtL/hfPcYxInTea0nfSMrze2sZCEkJ77vq/ftQwze/ZsGhoaqKqqmnY7KQx5amoKt9vNzJkzqampEc15UVFRQpFgMpnYunUrDz30ELt372bevHm0traSmZlJb28v3/ve93A6nSiVSg4cOMAjjzzCgQMHMBgMREdH4/F4yM3N5aWXXhKH76KiIkHGJCQkoFAoGBgYQKVSER0dLSZdEoaGhqYpFKRpmYTx8XERcAmXlVBms5no6Giam5tJSEgQNlWXy8XQ0BDBYBCj0YjD4aC8vJy4uDhGRkbQarXYbLZppOjk5CR9fX1ER0fT2toqrLmVlZVcuHABlUrFwYMH6e7uRqVS8eijjxIMBgkLCxNhuzabjerqampra7n99tsZHBzkueee46c//Sm//e1vMZlM+P1+5s+fL6aCq1at4tKlS/zqV7/C6XQK5UpbWxtz5swhJiaG999/n40bN3Lo0CFhCQ4JCcFqtfLDH/4Qv99PTU0NTqcTq9XK3LlzRR5Cbm4uHo+HO+64g02bNonAemn48NBDD7F69WqOHj1KcnIy4+PjpKWlCRtcSEgIH374IQaDgddff51/+Id/4NixYyIAXGrdMplMLF26FL/fL0LsN2/ejFqtJjo6GrfbzeOPP857770nNvJerxeZTMbBgwfRaDQMDg4SHx/PI488wo9+9COMRiOVlZU4HA5OnTpFYmIieXl5wj5xpd33wIEDVFRUUF9fz/XXX090dDRDQ0NYrVZkMhnJyckolUpaWlpEZXxycjKDg4MEg0GWLFnCK6+8QmVlJUuWLOHcuXOUl5fz5JNP8o1vfIMPPviA5uZmWltbhRpn9+7dANPsEzU1NUJ9VVtbi8PhYOvWrRQVFWG329m0aRPz58/nxz/+Mf/8z//MhQsXeO655zh48CByuZylS5cSEhJCZGQkR48eZfHixVRVVTEwMEBycjInTpzguuuuY3x8nJ6eHqKiohgfHyc8PJyOjg6USiWxsbEYjUaxFoWFhaFSqYTy2mq1itdldHRUkK5fMvxdrRHw110nruHvE5LS50pIwflKpZLExERhX46LixPrVmJiIjt27KCgoEA0eqnVakpLSzl48CAzZszgF7/4BQ8//LD4rL/88svA5bWhvLycP/zhP52K1113HR9++CFw9bbe/27yR6PRMGvWLAB6e3vFfnr27NlCITM+Ps7AwAAWi4XNmzeL53y1vNTPQmVlJStWrODw4cNcd911gkg/cuSIGFq/+uqr4vZXkmVSNp5MJmPp0qWsWbOGkJAQjhw5Qm5uLmFhYfT09KBQKIiNjeWuu+7C5/Px5JNP0tfXJwo5Zs+ezfLly6mursZut/Pcc8+JIgyAn/3sZ3g8HmJjY/H7/ezdu5d9+/Yxe/ZsNBoNer2eWbNmodVq+f3vf8/4+DjJycnceOONpKSkMDo6yr59+1i7di2xsbGcOnVKlFdIVvkvK64RQF9yuFwuobaAv02Oz5+D0+mkq6uLvr4+SktLxYayqamJ8PBwwsLCyMjIoK2tTTQwrV+/nrGxMUwmE+3t7VgsFqxWq0iTn5iYEMGYH4der/9cNYjp6emifUeqkw8PD6exsZGWlhYaGxtpbGykpKSEW265haioKFE5fvz4cZKSkigsLMRut4upptfrJSkpifLycmJjYwXp9d577wGgVCqvqg6C6ZtVr9crrCE+nw+z2SzUQwaDAYfDQWNjI6dPn0alUpGdnY1er2d4eBi3201fX5+oGpQWM4fDQWtrKwkJCaSkpBAXF8fExARTU1OEhoZiNptRq9UsWbJE2E8CgQCxsbEkJyfT19fHzJkzRV6EdGAxmUzs2LFD/BwSefXee++hVqtFAKjf7xeVu1K7mFRJnZqaSmZmJmazeRpJ2dnZiVarRSaTCTJIUhVI1cUS6RIZGSnUT5L9pa+vD7vdTmpqKvHx8UxOTnLx4kU0Gg2BQACtVktJSQllZWUcOnQIj8dDVFQURqMRvV7PvHnzuHDhgiCwLBYLycnJgsAqLi6mv79f2H/Gx8fx+/3odLpPeLuvhv8OS+2fwdXY4Y8/yU+7zad9Xf4Fbw+wE/hTMBj0ymSy73J58vsJU3QwGHwJeAkuS/uvcn9/E0jX3YyMDA4ePMjChQsZHBwkIiJCLOgSsTE2Nobb7RZEw9jYGElJSdTV1TE1NYVCoaClpYXrr7+e+++/nzVr1uDz+Th+/Dh33303CQkJnD59WthSBgcHcbvd6HQ69Ho9zc3N/PCHP2TLli2iztTlcpGamkpXVxfFxcXExMRw9uxZsrOz8Xg8xMTEMD4+zsjIyDTrl8lk+rOHUKlFAxDWraysLDweD2lpadNuGx8fj9frFddPKdxZpVIRFRWF3+8XoZBweZNus9mIi4ujvb2dhoYG9Ho9Go2G4eFhlEol8fHxdHR00N7ezu9//3uhPBoaGiIvL4+Ojg7Onz9PSkoKZWVlqNVqnnzySX70ox/xwAMP4Pf7UavV3HPPPRw8eJBly5Zxyy23iMydWbNmiRragoIC0tPTRSPV/fffz7PPPgsgqnHXrl3LnDlzePHFF0WpQUVFBatWreLAgQO4XC5uu+02Tpw4wY4dO9iyZQt+v5+0tDT0ej2RkZGEhYUxd+5cmpubUSqVyGQyhoeHBfFz9uxZtm7dyoMPPkhGRgZWq1UQhM3NzbS3t+Pz+fB4PMybN4+LFy8yNDTEjh07yMzMRKvVUlZWhl6vx2g00tjYyNjYmLAn6vV67HY7BQUFYkgjPbYU2On3+6msrKS/v19MgaUsH+lgNTk5SUVFBR0dHdx5552YTCaGh4dRKBRYrVaKiooYGxsT4cjHjh2jpKSEYDBIUlISJpOJqKgobr31Vl599VXWrl1La2srM2fO5MMPPxSKObfbzcWLFwGmvee8Xi8pKSkiPLy1tZVbb72VlpYWofCVcpsef/xx6urq2LNnD0lJSQwNDYlMCGnNiY2NJSUlhVWrVtHb20sgEEClUhEWFiZUawMDAxgMBs6fP8/s2bNxOp2oVCr6+/tJSUkhJCSEgYEBZs2ahdlsJhgMivVOulYEAgEGBwe5ePEiiYmJXzaV6N/VGgFfnnXi7xWSuvpKSHsX6ZogKUK/7PD5fIyNjaHVaj/xuRoYGGBqaoqhoSGOHz8u2jhjY2MJBoM0NTXR399PY2OjyHAZHR0lJSWFEydOUF9fz29/+1vuv/9+ent7USqV/PznPwcuN9EuXryYF154YdpjSuTPd77zHV588cXP9TN82hniL4358+cza9YssrOz6e7upqamhv/9v/83ixYtwu12MzY2RnNz8zS3xBdBZWUl4eHhzJ07l76+Pu666y66u7vFufDpp59m9uzZLF26lMcff5wjR46I7120aBF1dXXTIjS+/e1v89577+F2uxkeHmbJkiUMDAyIlmEpW0ej0YhzWWxsLD09PeTm5pKUlERcXBy/+93v8Hg82O12sdcoLS3l9ttvF86M5ORkfvSjHzE4OEhVVRVr167F4XCg1WpRKBQ8//zzOBwOcnNzeeWVV4iOjubQoUO0t7fzjW98A5vNJjKeoqOjSU5O/pu2ff1XcI0A+pLB7/d/Ij3+L23runKD8kXg8/no6urCZrPhdrtJS0vDZDLR19eHWq3GaDTS29tLaGgoNpsNpVLJzJkz8Xq97N+/XyTxu1wuEbjr9XrZu3cvgLCApaamTrNonTt37lOf04033sj58+fp6en5RGBnTU0Ng4ODhISEkJuby9y5cxkcHGRkZIQXX3xRMMBGo1GkxUuss4Ts7GwCgcCnpvR7PB5hV7sSCoWCzMxMiouLCQkJEQTQ2NgY4+PjBAIBwsLCKC8vp7Ozk5SUFKampsTCLNUNOxwOEX7scrm4dOkSkZGRgpFPSEjAZrNx9uxZQkNDhX/W6/WSmZnJjBkzaGlpEVlKbW1tGAwG1q1bR3p6OocOHcLtdtPV1SX8yUlJSaSkpHD69GkATp8+Lf4+OjrK73//e9avX09lZSUWi4Xe3l4WLFhAW1sbPp8PtVotLvjSpCU8PBylUolKpRIXSKnhx+VyoVKpCAQCjI6OMmfO5eGjy+XC5XIRDAZJT09HJpMxPj5OQ0MDra2tOBwOysrK6OnpYWJiArVaTX5+PqtXr2bbtm0sWbKE7u5uOjo6aG5uJiMjQ2Q7XGnHk5rMKisrGR4eJi4ujqamJnHwUSgUYgputVoJBoPiYP9f/Sz9DdEPXNlFnAx8fAQl3aZfJpOFAlpg7M9879W+PgJEy2Sy0I8mvOL2wWDwylT3l4F//b/4mb4wxsfHv9Bi7HA4UKvVBAIBEVrc2dkp3j9w+VodDAYZHx8XWT65ubmYTCYmJiYIBoMkJydjs9kwGo2iXnzmzJk0NDSwevVq0Vrk9XqJjY0lIiKCqKgo3n77bW6//XZOnjzJ3LlzsdvtjI+PU1VVxQcffCAUfS6Xi9zcXJqamigsLBRKg4SEBFGDLUEiYz/vxt7pdOLxeISa50oiSYLP56OtrY2qqirOnTtHXl6eCJqOiYnhwoULFBYWEgwGGRoaQqPREBcXR319PbW1tVRUVDAwMEBiYqLIjvn5z3+OSqXi8ccfx2q1ApfXQY/HQ29vL/v27WPu3LmYzWaMRiNf/epXufHGG3nyySdRKBQsXboUrVbL22+/zVNPPSUyC6TGtlOnTiGXy8nPzyclJYW2tjbuuusunnjiCY4fP843v/lNXn31VQYGBnjsscc4cOAATz31FBqNBo1Gw7333ovT6eTMmTPcd999/PGPf+Shhx7CarXy9a9/na6uLsLCwrBarcJSKmUXTUxMEBERQXh4OF1dXUxMTLBmzRqsViuPPfYY8fHxNDQ04HK5OHz4sGigzMvLw2g08sEHH+D3+7Hb7eLgsWzZMpxOJ/n5+cjlciIjI/nwww8ZGRkhLy9PtHadOXOGoaEhSkpK0Ol0dHZ2curUKcrLy6mvryctLU3k7pnNZhEKffLkSeLi4kQFvNfrJSsrC6VSiVwuR6PR4Ha78fv9QjEkKbYyMjKQy+UMDAyg1+tJTEwUbXRlZWXU1dWxaNEi+vr6uO+++/inf/oncnNzWbFiBZOTkxw7dkxYfaX1WqFQiGp3o9HIO++8I9YaSbUGl4cN69at4/XXXycvL4+ysjLmzJnDk08+yYwZM0hLS+PIkSN84xvfEDbt2NhYSktLxTCqr6+PmJgYtFotUVFRtLe3U1lZid/vx+fzkZiYSE1NjRhqxMfHMzIy8ok9m1wuJzk5WVhIpSDpL4k14Noa8T8IExMThIeHTysEuBKTk5PToiU+jiv3OzKZjOjo6P+297G0j7va2hQIBAgEArjdbgKBAEuWLBHK/7i4OMxmM4sWLeLkyZMYDAYSEhI4d+6cCLE/e/YswWCQ22+/HaPRSGxsLA8++CBw+dzh8/k+Qf7A5aFCfHz8VcmfT8sA+muTP2q1WgT2m0wmNm3axF133cXcuXO5ePEi27Zt+8L3GRcXR0VFBQ6Hg5KSEtE6OjQ0RHNzM3l5eRw/fpydO3dyww03oNVqhWXu4+1gs2bNmkYGfe973yMqKoq6ujrWrVtHamoq6enpmEwment7cTqdVFZWUlhYiNvtZmBggPfffx+Xy8WFCxeYO3cumzdvZv78+QwPD6NWq0WZht/v57bbbmNqaoq2tjYx6Lv77rtJSkqiqqqKr3zlKyICwOv18txzz5GZmUl+fj6//vWviY6O5v3332d4eJh77rkHm80m8obCw8MpLCzE4XB8Iirgy4ZrBNB/M4LB4LRNS1hY2H+J8AkGg8KK8FmwWq3o9fovNIEKBoO0trZit9vp6+tDoVBgMBhQq9WEhYWJphyHw0FWVhadnZ2CeNm6dSudnZ2kp6eTnZ1NamoqRUVFbNu2jf3795OcnMyyZcvQaDQYjUZ+97vfTXs9/hwmJyfp6elBqVSKjAwJEkkyNTVFR0cHly5dYtasWXg8HrGIpaSk0Nf3nyrj4uJi0ezy3nvvCcljQUGBOLhJjyERVpOTk6hUKuLi4sjPzxctZlarlc7OTgwGAxEREfT29oqw1vDwcKxWK4cPH6a8vJzIyEhkMhl5eXmEhoZyyy234HA4RI2uRB5NTU0xODhIZ2en+L1MTU1RVFREZGQkR44cEbW2AwMDVFdXo1Ao2L17N5GRkaSkpOByuTh+/DjHjh3DZrNRVlaGRqMhPj6ef/zHf+TUqVNcuHCB4uJi/H4/LS0tIhxbqVTi8XjYtm0b27ZtIzw8nMzMTNra2li6dCmJiYn4fD7Gx8fp7e2lt7eX8PBwUZ8rsel9fX2Mj48LtZOk2pLL5VitVmJiYoiMjBSBzxaLhWAwSGRkJPn5+eh0Og4dOoTVasVkMjEyMsLatWsxGAxCCdTb24vBYMBoNAofrmQL6+vrIyIiArfbLTI8gsEgAwMDIshTUlrExMTg9XoFyTQ+Ps74+Dh5eXmiJeJLjBog+6PmlQHgDv4zf0HCDuBrwCngFuBQMBgMymSyHcB/yGSy/4/LAZ/ZwBkuT3E/cZ8ffc/hj+7jrY/uczuATCZLDAaDpo8ebx3wn8EofwN4PJ5P3fBeDSMjIxQUFFBbW0t5ebloNfx4u4VkU7zSHqhSqejp6WFsbIzi4mIsFgupqak8//zzrFy5kqioKJFNZTQaGR8fR6PRYLVaxfVEsm329vaSk5MjFBttbW1Cyh4MBklLSxMHc6VSKa7vcDmXSLKijI2NERUV9bkzSOx2O8FgkLi4OBGa/nFIdmS9Xo/P58NgMODz+YQVxu12o1QqRbOjtEnfvn07J06c4N5778XlcjF//ny0Wi1nzpzhrbfeIisri9WrV9PX1ycIkNHRUZqbm1GpVFRWViKXy8nNzeXRRx8VrSwLFy5Eq9ViMBh4+eWXefHFF5mYmBDqwYsXL2Kz2Vi3bp1QOCYmJjI+Ps4TTzzB2rVrKSoq4je/+Q3f//73Wbt2LU8++SRtbW2EhISIIHiz2SzyJG644QYAsWl88sknSUxMZMaMGSxYsICBgQFCQkKwWCyEh4fT399Peno6zz77LKmpqTzzzDNs27aNrKwstFotfr+f2tpaxsfHmTdvHkajkYSEBKamptiyZQuNjY2EhISIfJwbbriB1NRUPB4PoaGhgvhWKpVkZ2fT1dVFTk4Oe/bsIS8vD7i8no+OjqLVaqmvr2f+/PmCFJuamsJut6PT6Zg5cybNzc2kp6dTX18vruNSrk18fDy1tbUYDAbCwsLw+Xy43W4MBgMajUa8btL9jo2NoVarMRgMDA8Po9FoRIByWVkZFy5c4IEHHmDPnj2sW7eOoqIitFqtsIslJCRQV1dHR0cHq1evZs+ePeIzLdXBS59dgLfffhur1cr8+fMxGAw0NDTw1ltvUVlZSVZWFr29vajVavbu3cvcuXNJSEjAbDazYcMGfvazn4lA1OzsbKqrq0lKSmLx4sW0t7dz6dIloqOjxfBLUrsCn2lV1+l09PT0oNVqvyzkD1xbI/5HQVLAfRok6/LnQSAQwGazfSI789PIo5iYGBEB8H8Dt9stygA+bU2TrgNS45c0+LhyHzAxMcGFCxdYsWIFnZ2dgqw+e/YsLpeLefPmiX32O++8g8ViYd68eaSlpQmlKFwulWloaCA1NVW0IUpnucHBQWJjY7n++utFPtnfAtLeec2aNdTW1tLV1cXAwID43bz00ktf+D7DwsLIzs6muLhYvA5KpZLa2lqMRiNms5nOzk7R4piQkEBOTg7Dw8McPHhQNKheiStz2wA2btzI4OAg6enplJaWijNDd3e3UGAvWLCAhIQE9Ho9+/bt449//KNQl+r1enbt2sUDDzxATU0N+/fvF1EWbreblStXYjKZiIuLo6uri4KCAn7729+yYMECbDYbxcXFVFdXk5eXJyIzFixYwNTUFA8//DCJiYns3LkTl8vFzTffjEwmo7GxEafTSXR0NHPmzMFsNn9Z7b7TcI0A+m+A3W4XRI20kfw0FYFUxffxC+zVbq9Wqz/zkDMxMUFISMgXIn/q6+u5ePEisbGxBAIB8vLyRCNIXV0dMTExxMbG4vV6GRsbo6amBofDQW9vL7GxsVRWVrJ69WpBOv3pT3/i5ZdfxuPxUFpaygMPPMA//MM/4HQ6mTlz5ud+XnDZfnXhwgW++tWv0tHRwbx58+jp6aGlpYU5c+Zw/PhxSkpKiI2NRafTcerUKY4cOUJ6ejoqlYry8nJGRkYICwtj2bJlyOVyBgcH+cMf/kBcXBxr164lLS2NU6dO4XQ62bx5M4BoBxkcHGTx4sXI5XJGR0eZmJgQteaFhYWoVCpx8PJ4PMTHx4uMnoULFxIaGorL5RLp+mq1GpVKRUJCggiTtNlsyOVy0bozNjZGZGSkUC3Z7XZUKhVDQ0MiId/lcrFv3z5UKhVyuZyYmBgqKyuxWq1otVomJiZETbXFYuHdd9/ljjvuQKVS8fLLL3Pp0iVRp+t2u3nwwQdpbGxEr9dz9OhRBgcHSU1Npbe3F6/XS3NzM83Nzbz//vt4vV4WLVrELbfcQm5uLpcuXcJkMolAa5PJhFqtprKykpSUlGm/T71eT0NDg7COSMSKlC0EiClwX18fISEhwrM8NjYmWoMuXryIz+ejr6+PsrIyFAoFfr9fvJ6lpaUcOnQImUzGkiVLaGxsZOHChfT19REZGSlyRkJDQxkbGyM5OVmQRdJhNCIigsjISDwez5eaAPoor+F+YB+X63hfDQaDF2Qy2S+A2mAwuAN4BXjjowDPMS5v1vnodpu5HAY6CXw/GAxOAVztPj96yB8Db8lksl8B5z66b4AHZDLZuo/uZwz4+l/5Rxf4orY8q9WKRqPB4/HQ399PZWUlTU1NKBQKce30eDwoFApBDDqdTkpKSuju7iYyMhK/309GRgY+nw+5XE5zczMxMTHMmDGD7du3U1JSgs1mE+2JcDmA2Ol0cvLkSe644w5B+Or1ekZGRpDL5YyNjREREUFubq5QX0ibDYn88Xg8mM1m8vLyGBkZQalUEhoa+rkbIUdHR0lKSkKtVmM2m686kBgZGSEiIgK1Wo3VaqW9vZ2KigoAhoeHRSC6XC4XSgmr1cq2bdtwOBysXbuW3Nxcjh07Rnp6Ops3b2ZoaIjExESuu+46xsbGAITUe+/evej1erKysmhubiY1NZXXX39dWIyldSklJYXnn3+eRx99FLVaTVdXl1h3cnJy+MEPfsBPfvITcnJyuPvuu/npT39KSkoK3//+9zl+/Di7du3itddeQy6X89RTT9HW1obdbucrX/kKs2bNorS0lKNHj3LgwAFqamq49dZbRT367373O9atW0d2djZJSUmcP3+e7u5uVq5cSUpKiqiHPXHiBBs2bCAiIoJdu3aRmZkpDg/79u1DrVZTVVWFRqNhdHSUS5cuUVJSglqtpqioiKSkJM6cOYPBYKC4uJju7m6WLFlCf38/CoVCEEJvvPEGd9xxBwcOHOCWW27h4sWL3HjjjVgsFo4ePSrWbon8PnbsGLfddhsTExOYzWYuXLhAVVUVW7duJTIykra2NtLS0ggJCSE+Pl7kPlksFhISEoS6x2Kx4HK5KCgoAKC5uZn8/HwGBwdxOp1MTU2RkJBAeno6YWFhdHV1iRY1KRy9s7OTkpISDhw4wL333ss777wjrG52u509e/aQkJAghjFr165l165dwmoIl1UBO3fuxGaz8dprr2Gz2di0aRMLFy4UB7WIiAjy8/O5dOkSiYmJgkjT6XSoVCpkMhkWi4WUlBRsNhvDw8OkpKRQV1dHWVkZdrudkZERVCqVULENDAzQ1taG0Wj8xGcuGAwSCAS+VPaaa2vE/xx8USXsn4NcLv/c7XaBQAC73S4I0s9STgeDQXHw/zgkxXdcXNxnlsQMDAzQ09MjritXqrUnJiZITk6ms7MTn89HVFQUJpNJqEKkXLympibkcjlms5m6ujrgskXuSvLHaDTi9XpFgYE0LJXOCHBZZS7Zjv/aiImJISIiQjz2O++8I/7vi+6F1q9fz5IlS6ivr6e8vJzKyko++OADCgsLuXTpEmazWTR//uQnP0Gn07Flyxbx/YsWLaKhoYGGhgY8Hs8nXBrl5eXTyJ9ly5aRkZFBeno6bW1tREZGUlRUREhICBcuXKCpqYnvfOc7lJeXYzKZ+NnPfsbhw4eJiopCrVaTnp6OTqdj9erVPPLII/h8PkpLS0WJQk5ODg0NDURGRjI5OcmMGTPYtm0b+fn5OJ1OSktLyczMZN26dTzxxBM4HA5uu+02uru7eeihh8jKyuK1114jMzNTZCcdPXpUDKoWL178F/+M/TVxjQD6G2BiYmKap1Kr1aJSqcSU9bMULzKZjJiYmP/radHk5OS0KexnQSJyLBaLyKHw+XyifSQuLo7c3Fyuu+46mpqa6Ovro6mpCYvFQlhYGLNmzRLV4CkpKURFRfH8889z9OhRbrnlFh566CHeeecdTpw4QWdnJzqdDqfT+Qn71dUwY8YMurq6uPfeeykpKeFf//WySrisrIyBgQEKCwvRarVkZ2ezePFika0QGxvLjTfeyF133SWUN3l5ebz//vuUl5cLFcjKlSt54oknRMjotm3bMBqNTE5OsmTJEtLS0igpKWFycpLQ0FBhDzEYDEKx0traKg4m0msv5fbExcXh8XgYGBgQGSJFRUWEhoaiUCgYHh7G5XIJsubKsGIJ6enpjI+PU11dLaap7e3tvPvuu8DlnCiphvfIkSOYTCYxlQgPD2dqakrYmG666SZiY2M5fPiwyECIiYkhNzeX8PBwuru7eeaZZzAYDBw8eJDS0lKWLFnCxMQECQkJuFwuNBoNFRUV7Nixg+joaM6ePSvknElJSaxcuRK9Xs8NN9wgaje9Xu+0phRpoZcmTyMjI1dl0KXJ8/DwUGz5vwAAIABJREFUMNHR0SQlJYlpdnR0tKj57O/vx263ExYWRjAYFFYWiThqaGhg4cKFxMbGMjExIWxqY2NjpKenk5CQQEdHx7QFMxgMChuJRqNBoVAIq9CXGcFgcA+w52Nfe+yKv3uAWz/le38N/Prz3OdHX+/kP1tgrvz6o8CjX/S5/yXwaZXmnwaTySQ2CpJqYnR0lLy8PHFwczgcIhw8MTGRDz/8kOXLl4vrpM/no6ioSNRE19fXU1paClzehKemptLY2CgCF1tbW5kzZ45oC0pKSqK/v18o86QMGKPRiEwmIxAIEBUVhdfrJTk5Gb/fL5q/JOIlJCQEl8tFaGjo596k22w2VCqVCOSX8lCuhCStj4yMFFahsrIy8f8JCQm0t7cTEhKC2+0WltW9e/eKoOSioiLq6uooKSmhq6uL6upqiouLSU5OJiEhgfPnzxMXF0dvby8tLS2UlJRw+vRpkpKSeOutt9i0aROrV68mMjKSY8eO4ff7cTgcPP/883z3u98lNzeX/fv3o9free+996ioqCA9PZ2f/OQnREZGsmDBAl566SUyMjL4wQ9+wP333098fDy///3vcTqdvPnmmzQ2NiKTyYQVbeHChfzbv/0b27dvJy4ujueff5558+bx9NNP09zczKpVq1i7di3V1dW88MILzJo1i2XLlhEeHk5PTw/Z2dn09fWhUqlIT0/nzJkzxMfHc+TIEZFBoVKpmJiYICcnh/b2djFcqa2tpaysjNbWVubOncvo6CgLFixg8+bN3HfffZhMJgoKCsTanZOTw5w5c3jhhRf453/+Z7q7u8Vr29HRIVoaBwcHyc/PR6vVYrVaiY2NpaWlhYiICHQ6HcPDwwQCAU6fPi3q6GUyGYmJiZjNZgwGg2hElMvllJeXs3v3buLj40XOGlzex0hlDl1dXeKz43K5SExMxO12o9FoGBoaIiUlBZPJRGdnJ7fffjsvvPAC69ev56233uIXv/gFjz12+dI1PDxMVVUV1dXVHDx4kIqKCmpra0VWW09PD3q9nqGhIfbt20dOTo4YwtjtdnEYlclkzJkzR4SRS0MbieianJwkJSWF2NhYZDIZb7/9tvis6nQ64uLiCA0Npb29HblcTmZmJqOjo0xNTTEwMDAtcN1kMpGens7Y2NiXqhXsf/oa8T8Fbrf7M9U/f01Iw8jPA8lafSXBI2WXGY3GT6znUhOfhJGREfx+P1lZWaSmpuJ0OtFoNPh8PmJiYuju7mZgYIDNmzdTUFDAiRMnhLUoIiKCuro6srKy+O1vf8t3vvMd/uM//kPct5TxI2FqaooLFy5zm59GSHm93mnq4Y+3Ev+lkJ+fT0dHh7BOfxFER0dTUFDADTfcIIKPY2NjsdvtrF27loaGBmbMmMHXv/51uru7iYmJQaFQcOLECcbGxqZZuH784x+ze/du3n777U99rK997WvTbHIPPvggHo9HrA9ms5mFCxdy6dIl4SC588476ezs5O233+b1118XmXQWi4WlS5cSERHB9u3befXVV8nMzBRnt8TERBQKBQcPHhSxHFLT6OjoKEqlkpUrVzJ79mwmJiZ49NFHUalUPPTQQ1RXV/ODH/yA2NhYnn32WZYvX45KpUKpVNLc3MzAwAAzZ85k1qxZIgrgv+sz9kVxjQD6K8FmswkGVsp1AESOiTRl+lvlh0jZLh+H1B7j9/vp7Oykv78fr9dLfn6+eL4TExMoFApuv/12tFotgUCAkydPsmPHDsbGxpDL5SKQ0+v1CttMT08PP/3pT3G73XzrW99i48aNjIyM0NTUJLJffvOb3/zZdi8JpaWlFBYW0tXVxRtvvMHo6CgrVqzA5/NRXl6OSqXi6NGjuFwunnnmGYxGI2lpaWzYsIGBgQFOnz5NTU0Ne/fupbKykqeeeorc3FzRmKVUKtm2bRtvvPEGAwMDpKSkiGnqkiVL0Ov1hIeH43a7RZVsbGysCBWTqiBnz56N0WgkNDSUyclJobwKBAL09fVhMBjIzMycVm0bCATw+XxYrVbq6urQ6/WMj4+jVCoFkQSX1Ue1tbX09/djsVjo7OwUQWUPP/ywCIGuqKjg5MmTlJaW0t/fj8fjQS6Xi3BQKcth+/bt015jKWvhwIEDwOWFavbs2VRWVtLS0sLhw4c5d+4cVVVVlJWVYbFYGB4eJiwsTFQUO51O1q5dS319vbCzFBUVMTg4iMViISQkRKiyiouLsVqtQokVHh5OaGjoNCvYlZA+L3K5HIVCIVQRqampTE5OotVqSU9PZ/v27eh0OgYGBoQiISMjg9raWlJTU5mamkKn02E2m9FoNExMTLB8+XJ27dpFZWWlII2knKusrCwUCgURERHCTvQlz/65ho8QDAY/98RdIkYlW5WkqJEqnj8OKVQ5Li5OkJ8OhwO73S4yo2w2Gy0tLXzzm9/k0Ucf5dZbb+Xdd99l8eLFNDU1kZKSQkxMDEqlkjNnzogpUmhoKBMTE/T29hIdHT0tI6u9vZ2xsTFycnKIiYnh0KFDXH/99QAi/HdychKn0/mJ4ObPwuTkpHiPS5+nj8NisQhFXm9vrwjClSD54IeGhhgfH0en07Ft2zYWLVpETEwMFouFrq4uQchevHgRo9FIYWEhXq+XsLAwxsbGGBsbY2BggEWLFmE2m1EoFOzcuZMPPviATZs2cejQISwWi1BVnj17ln/6p3/C5/Pxm9/8hmXLlpGVlcXBgwdxOBx0dHSQmJjIypUrefXVV7nnnnu4/vrr2bhxIzfeeCMbNmygt7eXp59+mtTUVGQyGT//+c9Rq9V85StfYd26dbS2trJu3To2btxIcnIyGzduJC4ujhUrVrBhwwZeeeUV9u3bx8MPPywCr1NTUykpKeHNN9+kr6+Pr3zlKxw8eJBAIEBzc7NQhFRWVtLR0cH4+DhPPfUUWVlZZGdnY7fbWb58Oa2trRQUFODxeEhOTmbfvn3cddddjI+PU1JSItRk99xzD/X19Rw7dozKykpMpsuumhtuuIHq6moyMjLo6urCbreLia7VakUul3P48GEOHz7M4sWLKSgoYHR0lKKiIi5evIhWqyU3N1dYqvV6/SfaEKWJa319PSaTCa1Wi8/no6OjA41Gg1wuJy4ujp6eHnH/arWaCxcuEBYWRkJCAiaTidTUVIaHhxkbG2P9+vWcOXOG1atX8y//8i9iCAQIxU9KSgqDg4NotVo0Gg29vb3A5XW1ra2NqakpPB4PM2bMoKKigkceeYQ777yTXbt2cdttt6FQKCgoKODZZ58lOTlZDFlCQ0NJTEwUbTJ+v180dSoUCtxutyDsYmJi8Hg8XLp0CavVSk5OzrS1e2RkROz5dDrd5wpkv4Zr+EthdHT0cw0CJFtzMBhErVajVCr/Bs9uOmQymVh7gsEgHR0dBAIBFi1a9IlheDAYxOl0ivDgQCDAuXPnMBqN4nwSDAaxWq2CAE5OTqarq4uOjg6WLl3KwYMH8fv9HDt2DI1GQ1RUFM888wyLFi36s0HOQ0NDX/jn+2uQP4CwoX9eJCYmsmjRIiIjI4mLiyM7O5u8vDxOnDjBmTNnSEhIYN68eWIfHh4ejt1up7Ozk+7ubnbv3k1NTQ1+v5+bbrqJvr4+zp49Kwbzn4abb76ZV155RRRWfPvb3+aDDz4gMTERmUyGyWTCaDQSFhbGkiVLuHTpEhUVFUxOTmIymXjppZfIz8/HbDYzMTHBzTffzIkTJ2hubiY0NBSDwcCsWbPEedThcGA2mykoKBBxFH/84x9JSEhg2bJllJWVERcXR2dnJ1u2bEGj0fC//tf/orq6mm984xtMTk6yfft2br75Zvx+P0qlkp6eHqqrq7n55pvFmcVisfxdXdOvEUB/JUhV3V8GDA8PX7X+uK+vD4fDQWxsLIODg0xOTgrZttSOJLWIZGdn09raygcffIDb7SY0NBSn0zktV0YKO21tbWXnzp3k5uZy//33k5CQgNvtZseOHQwNDeH1etm0aRNw+cBhNBoJBAJio3olJDklXA6DlgKhFy5cSEVFBd3d3VitVqqrq7FarXR0dDA5OUllZSUajYaUlBS0Wi0tLS0MDg5SX19PYWEhw8PDPPPMM4SEhNDV1cWBAwdQqVQsWLCAJUuWiHDroqIi9Hq92BTqdDomJyeZmppiamoKk8nE+Pg4CoWCyspKQkJC0Gg09PT0CNtXSEiIaAgqKSm5ami01HSlUqm45557xNT9SvWY1Wpl165dwqdaUFCAxWIhJiYGp9NJT08PcXFxnDlzhueeew63201qaioRERFYrVaOHz8OXFbZJCQkiEVRrVbT2tpKSEgI/f39REVFkZWVRWRkJE6nk9raWtEQplKpCAaDVFdXExkZyaxZswgJCaGxsZH09HSUSiWrV6/G7/dz8803YzQaqa2tZWRkBJfLRUpKCjqdToQ79/b2ihDdWbNmMTIyQnR0NKOjowwNDREZGfmpU9IrycmYmBhqa2spLS0V6iTJbtDW1kZGRgajo6MinBQgNzeX48ePc+utt2I2m5mcnBRtDGFhYTidThITE0lLS6O/v5/MzExiY2Npa2v71Drxa6TQlwter/cLTdlbW1vFtU5SQUh5UWq1GqfTSTAYFHkmcXFxNDQ0iPYji8WC2+2moqJCkO7vvfcelZWVtLe3Ex4ejlwux+v1EggE8Hg8REZGEhoaSkhICD09PXzrW9/i3/7t31izZg3Nzc2Eh4ezf/9+7rjjDmw2G1NTU+Izr9VqpzWQSS0Xkp21uLj4qqG0nwXp57vawECCtEkLCQmZNu0aHx+nq6sLhUJBeXk53d3dvPLKK6xatQqVSsXk5CTR0dF0d3eTk5PDvn370Ol0JCUlkZWVxcTEBG+99RbZ2dkcOHCAr3/969TX12Oz2TAYDGzevJlf/epX1NbWIpPJhCU0IiKClStXUl9fj06nIyMjg1WrVvHII4+gUChEPsHChQt57bXXuPvuu/H5fHz729/mW9/6FgsXLuTtt99mz549LF68mISEBObOnYvBYCAnJ4eSkhK8Xi+PPfYYlZWVREVFceeddzJ79mwSExPJzs7m0Ucfpba2ln/8x38UteBSde19991HRUUFP/zhD9m6dStNTU2sXLmSjo4OPvzwQ1555RX27t2L3W5n48aNPPHEE+h0Orq7u4mPj6e7uxubzcaKFSvo6uri1KlTYjqZlpaGVqtl7969griQ2rckG3B+fj4jIyOo1Wq8Xq/IUAsEApSUlFBQUMDevXvx+/3cd999+Hw+nE6naAEbHh4mMzNTqH9Onz6NTqcT7xcJ0udCqVTidrvx+XxkZ2dPsxIODQ1hMBiEQkev11NTU0NWVhZut5vu7m5R097Q0MDZs2cJDw9ncHCQvLw8Zs6cKQigmpoa7rnnHv793/+dO+64g3fffZfCwkJBAEnqainLS1K2ZWdns3XrVmbPnk1PTw9ZWVm4XC5iY2MZGBhgxowZwlqQnp5OfHw8UVFRbNmyhZKSEtLS0ggNDeX8+fPIZDIxpVapVCL0/E9/+hPFxcWEhYUxOTkpVMYSVCoVLpdrGkl0Ddfw10AwGPyzeYU+n4/R0VExjIDLStc/F1AcFhb2VxuI2e12urq6RIGHBCkOQXpM6c9gMCiKTux2u7CoJicnY7fb8Xg8NDU1MTExwa5du8jIyOD999+ns7MTpVJJRkYG7733nlDQXKlquRoKCgq47rrr2LNnz7Qs0S8r4uLi+OpXv0pVVZWwnEvxBm63m02bNgmiTGqrfPHFF4mPjyctLY2nn36a4eFhnnvuOeG0WL16NTExMXR1dU0r77kaSkpKaGhoENXvt956K01NTTz99NNiENbW1sYPfvAD1q5dK3JYV65cSXt7O/v27aOpqYnc3FyGhoZYv349AP/+7/9OIBDA4XBgs9m49dZbaWxsZM6cOZw6dUrEXkhh/3/6059YsGABaWlp5ObmMjExQWNjI2fOnCEmJoaHHnqIM2fOcNNNN4mzy5o1a0SAem9vL+fPn2fdunUiM3R0dPTvivyBawTQ//OQDvhS8FogEMBisQiGVaPRcOzYMSIjI9HpdASDQcLDwykrK2NiYoKRkRHOnTtHY2MjsbGxhIWF0dzcLA7s0dHRhIaGitT8Dz/8kOLiYr773e8SExPDxMQEf/jDH+jt7cXlclFdXY3D4aCiooKLFy8SGRnJsmXLBCEECFm39HwlPPLII4yMjHDp0iUWLVok0uwzMzMxmUyMjo6KIC6dTkdXVxcmkwmHw0EwGCQ/P581a9YI0qS5uVlc+Kqqqjhw4ABHjx4VG7Xly5cTGRnJjBkz6O3txWaz4fV6Re7L2NgYmZmZREREiI2j3W4XDLTdbsdsNhMTEyM2flFRUUREREz7HU1NTWE2m0Ueg9QCJ8kg+/r6aG9vZ3R0lHnz5rFq1Sp8Ph/Dw8OkpaVx8uRJYmNjKS4uFm1ACxYsIDo6mrq6Ompra9FqtWzdupW2tjZqa2vp7e2lra2NlJQUETbtdrsJCQlhxYoVHDp0SEzx4fLCcccdd0zzPh88eJCDBw+KfxsMBjZu3MiiRYsIBAJCQZCfn099fb3IU/B4PKJu+MCBAxQXF5OZmTntNdHpdGi1Ws6fP09ubq7YJH/cw+xwOETN+5YtWygvL8fhcIimnDvvvJNf/vKXlJWV0dTUxOTkpFiog8Egbrebjo4OFi5ciN1uJyMjQ1T5mkwmSktLRUC1pCT5uC3sGr68sNvtn0rWXQ1erxe73S7sH5JiMywsjIiICJxOpyApx8bGSEtLIywsTNSDt7e3U1paKhRqXq8XuVxOWloaNTU16HQ6Ojo6SE5OFvkE9fX1rFu3ThCVCoWC2NhYOjs7hQpQCty32Wyi/ailpYXIyEguXLhAZmYmwWCQiYkJVCoVAwMDJCUlfeL9+nlgMpkoKiq66v9ZrVaio6NxOp309vYya9YsYWOWbD3R0dHo9XpGR0d56aWX+MlPfiJakywWC2fOnKG0tJQzZ86Qm5uLxWIR9faSRPvAgQPcdttt1NXVYbPZKCws5NSpU9x0003Y7Xbq6upIT08XVeFVVVW43W6CwSCDg4PcdtttfPe732XRokWo1WreffddsrOz6ezsZMOGDZw6dQqPx8PTTz9Nd3c3jz/+OF1dXVRVVfG1r32Ns2fPkpycTDAYZOXKlSiVSr73ve+RkZFBfX09W7duRaFQMHPmTMLDw9mxYwcDAwMsX74chUKBRqMhKSmJ7u5uHnvsMR5++GFmzpzJM888w759+7jnnnt49tlnycvLY/fu3bz11lsolUoKCgr4P//n/zBnzhwMBgNZWVmcO3cOm80mgkzr6uooLS0lNDSU+Ph4jEYjr732GjNnzuTAgQNERESIANJz587x1a9+le7ubrEmTk5Osm3bNlatWkVOTg4pKSm8++67REVFUVpaKvI3jh8/zoYNG0Qjpc/nIy0tjaGhIaFWupJcHRkZYWpqSpB8ERERgvSThhiSLdfj8ZCXl0dvby+Dg4MkJiYKdZCkrG1vb0epVFJVVQXAK6+8wvLlyzl58qQob0hNTeX8+fMsXLiQt956ixtvvJGdO3eKPyXs37+fjIwMYmJimJqawufzoVQq0Wq1VFdXk5uby7Zt21i6dCm5ubkcOXIEp9NJRUUF58+fJz8/H5fLhVwuR6lUioN0UlKSUBVIQajSfmTu3LlER0fjdruFDfVKu/DExMTf3YHhGv4+caVq82qQhmMffz9KWTgfx/j4OG63G7lcjsvlEgPk0dHRT6htQ0ND0Wq16HQ6QkJCUKlUIl/ryucnlX1IofHt7e2iSXB8fFxYqKRmptDQ0GnED1zOiJSUQ36/XwxYXC6XUNEWFhYyODhIIBAgOzubwcFBysvL+dd//Vc8Hg/l5eV88MEHfPvb354WlLxw4ULRDgiwYsUK5s2bR319/VXJn4SEBPLz86mtrf2bVLx/GtasWUNlZSV6vZ6cnByio6O5cOECZrNZZKpJzozCwkLS0tI4f/48MTEx6PV6+vv7+d3vficUViUlJaxdu5bU1FTcbjdOp5Nt27ZNa6++EpJzoq+vT9hsJezcuZPy8nJSUlLEAPuPf/wjx44dY8+ePSxatIixsTFeeuklzp8/L9S0MpmM1NRUxsbGOHnyJJmZmWzevBmv18s3v/lNenp6uPPOO3n22We5ePEiJSUlrFq1itbWVs6ePcstt9wi1hmLxcLQ0BCtra3k5ORw/fXX09LSwrJly2hsbCQ3N5eysjJGRkaIiopiYGCAjo4OFi1aRHR0NH6/H6fT+bniVb5suEYA/T8MadMlVeja7XZxIIiPj6e1tVXUmkpBu5OTk9jtdjo6OkT4s0KhIDo6mpaWFrKzs5kzZ44gNE6fPi1qzCsqKoiOjhaNNC+88IIIWty1axdwOeSruLiY4uJi3n//fZHncO+99/Lmm28SCAQE+SM9d6mNZ2Jigu3btxMWFkZPTw+9vb3odDrWr1+PzWYTMv/rr78elUolmmWkRpRXX32VmJgYioqKMBqNKBQKLl26hFqtpq+vjw0bNogAtbKyMhH6KyXINzc309bWRllZGbGxscycOROLxcLo6CiDg4NkZ2eTnJxMIBAQ7Vhms/kz/aBSQ430fXa7HYfDwcjICHa7nUAgQEpKCkuWLGHGjBn4/X6GhoYYHh4WF9/58+eLLIy0tDR0Oh0NDQ288MILOBwOqqqqyMnJoaamBqvVysyZM1m/fj06nY7Tp0+LQ113dzcajYYzZ84wOTmJ1WoVm9aurq5p5M+VWLx4MbNnz8bhcOB2u9m/fz+BQAC9Xk9jYyMZGRksWLAAi8VCT08PwWCQDz/8kIqKClJTU9Hr9YLsGhkZEfk6oaGhFBYWMjAwgFqt/oSKwefzTQvZlDYDLS0t6HQ6wsPDiYmJYXR0lMzMTLExkTIrDAYDcXFxorlIo9EIayJcVgi1t7dTUFAwbdL0WQdq6f3ycZLvGr78kBQS4eHhBAIBsdGUQsSl37vD4cBgMAhyfPbs2cjlcqEGgMuZBGq1GrlcTmdnJ9HR0fh8PsrKyjhy5AglJSU0NjaSmppKdXU1SqWS3t5e1qxZQ2dnpzjES9e1jIwMAoEAGo2G0NBQMakdHR0VIcuSFdPj8YiWxs8KybwaRkdHP9Oa7PP5BBF2JVkdHx+PXC6no6MDnU6HzWbDYrGwePFi0bgxNTWF1WolLCyM6upqysvLuXDhgmgNfPHFF7nxxhv59a9/zY9//GO6u7uZnJxkeHgYr9dLa2sr119/PZs3b0atVvPiiy9SUlLCxYsXWbx4Mc888wz33nsvv/zlL4mIiKCiogK9Xi+y5QKBADNmzKCxsZHOzk7ef/99zp07R3V1NV1dXeh0Om666SasVivDw8N4PB4R3JydnU1JSQktLS0Eg0FCQ0P53ve+R01NDZcuXSInJweDwcDSpUtFA9bZs2exWq08++yzDA4O8uabbxIWFsYDDzzAE088QWVlJRs2bOCdd94RmUK33XYbVVVVIqdnx44dfP/732dsbAyFQsGmTZvIysqirKyM9vZ2srKyaGxsxGAwcPjwYRoaGpg5c6YgNh599FE6OjooKSkRk0ur1UpqaqpQY3Z2dtLc3Mzdd98tDiwul4uoqCjGxsbo6uoiOjqarKwsHA6HUGVmZGSIYOjR0VGGh4dJTEzE6/WKrLbQ0FDsdrvIqLJarSKsOzw8nISEBI4ePSoynpKTk/H5fERHR2Oz2UhKSsLv97N06VL279/P7t272bhxI3V1dfT19XHu3DlhBYDLSrA5c+awc+dODAaDGGCYzWa2bNnCsmXLOHDgAEajUbR62mw2nnvuOZG1KNkWJTIxEAigVqtpbGwUeX0fh9FoFOrnzZs3M3v2bDweD6mpqVgsFvLy8rDb7cLW/Gnh6tdwDX9pTE5OIpfLr3pN93g8WK3Wz2zTuho+nnOSkJDA8PDwVQcH0plidHRUZKS4XC5kMhk+n0/Y/wOBAGlpabjdbkwmExkZGSLc1+v14nA4GB4eFvvisLAwpqam0Gg0orBEr9czPDzM0NAQCoWC8fFxkpOTmZiYEPZjqdVLGqyYzWbOnTtHdHQ0eXl5bN26lcLCwmnkj2QTuxLXXXcdzzzzDCMjI1fdFw4PD4uG5L815s+fz/z58wFYuXKlKIeJiIggIiKCJUuW0NHRwY4dOygvLycQCFBeXo5SqWTLli309PQQFhbG7t27Wb9+Pbm5udTW1nLDDTfQ398vznOfBWmYJQ1p0tPTReEFXFaOLV++nP7+fuLi4njggQeYO3cub775pmhFbmpqwmw2o1KpWLVqFfv378fn81FcXExERAS/+c1vmDt3Lq+//jrFxcWUl5cTFhZGSUkJDz74IDqdjuXLl1NVVcWpU6eIj49n5cqVqFQqbDYbMpmMgYEBRkZGWLx4MUqlksnJSRYsWMDu3bu5+eabMRgM9PX1ER8fT2dnJ2azmRUrVohcJ5lM9neT+fNxXCOA/h/F5OSkOKi4XC5xwT5z5gwmk4nIyEi0Wi1r1qxhampK1P1K0nqz2cysWbNobW3F7/cDUFRURE1NDW63m97eXlpbW1m/fj0rV64UUlGpcePgwYMinFStVnPfffeRlZVFVlYWra2tvPHGG0I2XV5ezhtvvCGee3h4uGD7pUaSpP+fvTePbvMs878/sizJmxbbsuV9X+N9zdrEcbamJgndKE0X2hICFBjKvDBw3in8GKDAMBwYDoehM6VN05YuaZLWWZpmT7M4sZ3E8b4v8iLJuyzZsmRZ0vtH3ucm7sIyFIbhl+ucnvo4imI/ku7nvq/r+/18Y2IEaFqyPQA888wz1NfX09LSgkKhYNeuXQKK7Ofnx7Jly4iLixPRsQkJCZhMJsHJeOyxx0S8ssFgwGKxCJBqfHw8TqcTq9XK3Nwc69atQ6PR0NXVhUKhEJ7+qKgoFhcXcTqdgucgTUNmZ2dxu904HA7YF4rSAAAgAElEQVQBnJRuFtK0Q4pXl8lkItlHr9fj5+dHREQEY2NjqNVqjEYji4uLDA4OEhcXh1arZXZ2ls7OTq5duyYYN1I62z333EN5eTmzs7PIZDKcTidr167F4/FQV1dHf38/wcHB9Pf3Ex8fz/Lly0XSwde//nWUSiV1dXW89dZbS16T91dDQwMOh4PExERiYmKor68XKTFJSUm0trYKJYRGoyE6Oprw8HCGh4eZmppi48aN6HQ6Yau7evUqy5cvRy6Xo1KpxOu9uLgoAJ/SRl0mk4nrL7GQ3G63sC5YrVZhUZQmv9IGfnh4mJiYGDweD9HR0QwNDYnDv5+fn2iW+nw+8e8Cgu30YRUSEiISkm7X/2xJdqg/tsxms3jfSrasvr4+oqOjkcvlIpnK4XCwsLBAQkICHR0dBAUFMTY2ht1uF+mOKSkpAqLf1dUlEgolhcPU1BQ6nY7R0VE2btyIzWYT/vHW1lZCQ0Pp6emhsLBQ2IC8Xq+QPZ89e1asHUqlUnCKzGYzqampQokoWXylxs7vK8n6eKtN5daSrGZDQ0NYLBZSU1OXbHwkkLrT6cTtdpOfn4/ZbEan02Gz2ejp6aGpqYmcnBzuuOMOGhoaiI6OFs3uvLw8HA4Hu3btEr9bcXEx4eHhXLp0Ca1Wy4kTJ3A4HGzYsIG6ujq2b9/O4uIiR48e5fHHH+e3v/0tgOAf3XvvvdTV1ZGens7ExARXrlxBLpfz5JNPMjIyQnV1tRg4PPPMM3i9Xo4ePUp5eTlRUVG88MILaLVaiouLBa9HUricO3eOoqIiEX179913Mzc3R21tLT6fj6ysLBoaGtizZw8lJSUUFxfzrW99C5/Px6OPPkp2djZvvvkmmZmZfP/732f37t38+te/JjY2lp/85Ce89tprhISEiMHAyZMnqaqqYnJykrm5OcxmMxqNhvz8fJ588kl6e3v513/9V9566y1mZ2f5wQ9+gFarFZav1157jcHBQTweDytXrkShUNDY2IhKpWLHjh3ExMQwPz8vYu4NBgMnT54kOztbKF4kWyz8LlDA7XaLVCy5XC6UP9I6q9VqCQkJoba2ltzcXNFQgZuN0vn5eVQqlYCPS6mZJpOJgoICWlpaKCoq4v777+fHP/4xr7zyirjPj4yM0N7ezoMPPkhHRwc1NTVs3ryZ2tpawQBZWFgQ4PLw8HDq6+v55je/yZUrVygqKuJHP/oR5eXlZGZmMjMzg16vF/cUyULX2dmJRqNBq9WKg550H7q1kpKS0Gg0XL58mcDAQHw+Hzk5OWJ/IFmTJdbd7bpdf+manJz80AOqxGP8U1Vo729eSviGuLi4D328xDt9//3HarWKoAF/f39UKhXNzc2CKSqp7aWU3KmpKRQKBQsLC2IQIv0eIyMjIo1X2ker1WomJibIzMxkenoai8XC3NwcNTU19PT08Pjjj7Nt2zaBdZiZmREMHQnqDDcbFe9v/gA8/fTT4uu/BSV4eno65eXlLF++nKeffhqtVsvOnTvFGi2TyQR7r6Ojg4CAAJEOPDg4KBJ7Z2dn8Xq99PT0UFpayhtvvEFhYSFwU0n5/rrVsQG/S0k2Go14PB5x3pGaP3q9nry8PGpra6mpqaGkpISdO3eSmprK4cOH0Wg0dHZ2ClizFLZy6tQpPvWpTzE6Osq5c+cwGo3cd999/OxnP2P9+vXi/efxeNizZw8rV67EZrNRVFREZ2cneXl5BAUFsbCwwMjICFqtFrPZjMvloqysjMDAQJKTk4mOjmb//v189rOfJSwsjK6uLqE09fl8bNu2jZGREXFm+1MU5n9rdfsO9Hdao6OjxMbGMjMzw+zsLGazmTNnzhAeHs7q1atxOp1CqWMymdi3bx99fX0sW7aMqKgoVq9ezeTkJCtWrKCnpwe73S5sWj6fj09+8pNERkYyNjaGSqWit7eXo0ePcvbsWSoqKvjiF79IeHg4YWFhYqI2Pj7Oa6+9RlZWluBsDAwMiIVBiih/f6NB8vPfqtyQpHidnZ3Ex8eTmZnJ9evXefXVV0Uka2lpqZiMNjQ0iGnDvffeS0ZGhmi8GI1GMjMzUSgUbN68GavVSk9PD4ODg6Snp5OQkIDD4QB+ZymZm5tjYWFBREh+1OEqJCSEzs5OsrOzxYRldHRUTMWlxoLE8FCr1VgsFvz8/HA4HDQ2Ngoo69TUFIuLiyIW8cKFC5w/fx6tVsuqVatobGxEp9PxwAMPoFKpSEhIEKDK69evU1paitlsFhHCOTk5BAQE8MADD2CxWKivrycmJobly5ezZ88eLl26BCBo/xs2bODMmTPk5OSwceNGXC4X3/3ud7FardTW1lJbW8u+fft48MEHyc7OFtPisrIyATSVbvCHDh1i48aNYuGdnp7GZrNhtVoFr0Imk6FQKAgPD6epqQmVSoVerxdyeofDgUKhID4+nitXrogFPzg4mMHBQcLCwgSXymw2ExMTg8/nQ6lUikOlWq0W7JGxsTHy8/Px+XzU19cTHR1NcnKySOKbnp7G5/OJrz+q/hY2A7frpp3rwyDGH1Y2m00obGZnZwkJCcHtdrO4uMjCwgKRkZGMj48zPj6OXq8XVjEp6UhS7QUFBS3ZHE9PT9Pf3y/Sl4xGI7GxsYyMjJCVlUVtbS3R0dHU1dWxadMmnE6nSLgbGxtjx44dvPrqqyQlJaFSqQgLCxNKH6mpKr3PpUO0SqUiMjISs9ksom+l5uVHldvtFpL+j2KSSJG50dHR+Pv7L2EEud1u8flpaWkhNzdXHHiNRiMqlQqz2SxsU5LyUbISd3d3MzExQVhYGBUVFfzqV79i9erVAgA6MjIiPqfr1q3jO9/5Ds8++yzj4+O0traSlZVFdXU1GzZsYHBwkFOnTpGSksL169e5ePEi99xzDyaTiaCgID7zmc8IdZW0cfXz8yMqKoqf/vSnIinSYrEwMDBAWloa/f39gqtz/vx5KioqWLduHd/73vdE9Pvly5fR6/UEBgZy8eJFGhoaqKqqYvny5ezfv5/9+/cTFxfHP/3TP9HR0cGzzz7L0NAQ8/PzPPvssxw/fpzg4GAeffRRampqSEhIICkpienpacbGxoiMjBQA/3/+539mzZo1hIaG8qMf/Qi5XE5ubi4dHR3Y7XZ27twpEgtTU1NpamrinXfeoby8HIPBQEJCAqdOnWL16tUEBAQwPT1NdHQ0JpNJsOB0Op1I/lq2bJlg90ivt7RGWywW9Ho9Go1GAFlvDTiAm80it9uNzWb7wIEzMjKSrq4uQkNDCQoKIjY2VqgEpHAEtVpNb28viYmJzM3N0dvby86dO/m3f/s3MdyQmFAVFRW88MILqFQq0ZAFRBCEFB9ttVrR6XRCQXvgwAG++tWvAjdZRpGRkWg0GgwGA++++y5PPfXUEkv61NTUB9KIJiYmxP7o9OnTTE1NiXCI2NhYkW70+/hat+t2fVwlqdjf/z2r1Yper/+9TKAPK2mAJqmpJZXcrUl3f6h8Ph/Dw8O43W6mp6dJSkoSPMp7772XgIAAwbSUyWRiXxwQEIBSqRTDUek+JQHaVSqV+KzNzs4Ku2d7ezvZ2dnIZDJMJhP33HMPBw8eZGZmhjvvvJOIiAhefvllwsLCxJDn1pIG4H9LJQWpjI+PU1hYSEFBAVFRUQQEBOD1ennkkUe4dOkSp0+fZmxsDKPRKKyr9fX15OTkiCa7tM7m5eURGhoqVPspKSlcunSJZcuWcePGDQDKysoYHR0VZzKAK1euoFQqxVorXS+Px8PWrVs5duyYeKw0TKipqUGn0/Hwww+jVqu5dOkSzc3NrFixgo6ODiorK0VgjWSD/+QnPylwGLGxsbjdbn72s5+xceNG/Pz8sNlslJaWsnfvXgICAggPDycnJ4eZmRkSEhJE8rakbpUg/+np6URHRwvo9OHDh9m1axdhYWECQVFTU0NERARr1qyhu7ubwMBAYcH+31y3G0B/h2WxWDAYDHR2dtLZ2UlkZCRKpZKMjAxiYmJExO7o6Cjt7e04HA6KioqoqqrC5/OJVKu4uDhOnz7N0aNH8fl8LFu2jOzsbLKysujt7eXSpUv09/cLuXV0dDTPPfecULpInfmkpCQWFhZQqVRClu3xeBgdHUWlUrF792727NnDzMwMd911F++884HkUOCmvFta3Lu7u0Ui2cDAAEajkbNnz5KXl8enP/1pZmdnMZlMfPnLX8bf35+HHnqI5ORk0tPTiYqKYmpqSkjQ161bJ1gEko+/qKhILGher5egoCBhDwoODkatVpOcnCzUQZJk8dYaGxvD39+fhIQEBgYG0Gq1DAwMEBAQIG5m8/Pz6PV6ATQeGRnBYDBgtVrxer2sWrVKRPvm5+djtVpRKpU0NDTQ3d3Nrl27kMlkXLhwgfXr1zM7O4vT6RQHyN7eXoaHhxkaGqKvrw+NRsOWLVsYGxsT7KEjR46gUqnIycnh2LFjPP/881gsFrRaLevXr2f9+vWCF/Tkk09isViwWCzs27ePDRs2iObU+Pi4WHAbGhrwer3odDrKy8uZmJjg7bffFhGeu3btEglhJpNJcHyk2OvJyUnMZrOw5MTFxTE+Pi4WXGmiGhMTIxIrAgMDGRwcJCQkBJ/Px8LCAq2trZSUlIh0ALvdTn19PaWlpUKBMTc3R0JCAoODgwLc3draSlVVlZAZS5HFkoLDaDT+ZT/Et+vPKqnx8cfW5OQkwcHB+Hw+EcUtKcluLYm7tbi4SFtbGzk5OdjtdsFWSU9PX6I6kqTDra2tREVF4fV6uXbtGmvWrGFhYYFly5bR09ODTqcT0PX5+XmCgoKESk7iIEi2IKVSyczMDAaDAY/Hg91uJzQ09APNm+joaCwWi5hW/b6S1Ep+fn44nU6hYHO73UxNTYmDeH5+PuPj40usl4C4FgsLCwJ6a7VaRVT80NAQsbGxZGVl4XQ6uXr1qki3Gh4eFvHmcrmc6upqAeENDg4mLi6OPXv2MDIywj333EN9fT2rVq3CYrHw3e9+l9LSUg4cOMDq1atpbGwUtp+IiAh+9rOf8fjjj3P8+HHm5uZ47LHHaGpq4lOf+hQvvvgiiYmJAjx55MgR7r33Xg4fPswDDzzAt771LUZHR3nyySfx+XyEhYVRXFyM0WhkzZo1PPfcc3z6058WEGNJfQRQWVmJXq9nbGyMt956S3Am1qxZI9bXvr4+NmzYwK5duzh8+DCnT5/miSeeYP/+/WRkZFBbW8vu3bsZGxtDp9OJxry/vz+PPPIIIyMj/OQnP0GpVFJYWChYfFVVVeTl5fHaa69RVVWFTCajtrYWg8FAbm4u165dE/el1tZWKisriYmJYXx8nLm5OXp6eli3bh29vb2CCSipc2Qy2ZKUIK1WS39/Pzk5OSgUCgHuv1VF5vF4mJycFCqq8PBw8T6VDlwxMTF4vV5MJhPx8fH09fURFxdHT08P4+PjXLhwgTVr1hAZGcm+ffswGo0kJycDN5Mru7u7yc7Opq2tjaamJvF9acCydetWmpqaOHz4MKmpqTgcDhoaGkhNTeXhhx/m7bffZnBwkNDQUHp7e0WDZmZmhvHxcUpLS0X4xa2qn1vXmLGxMbxeL1FRUUxPT4vJstFoFKmqFovlNvfndv3VymazLVH/SGmK/9334PT09JLnGxkZITY29o++187Pz9PZ2UlcXJxQ63R0dKDX64mOjsZutzM8PIzP5xN8OI1Gw9jYGEVFRR9oLI+Pj5OUlCQgvNLPJNlwCwsLycnJESpvjUbDuXPn+MIXvkBtbS06nU64Dz6s+fO3Wh6PR1yb0dFR+vr6cDgcmM1mbty4QWJiohAALC4uEhUVRXNzMy6Xi+XLl4s1edOmTXR2dnL33XfT0dFBf38/y5cvx9/fXzzH4cOHyc3NxeVyCR7c++vWRjvA7t27OXLkyJLmT0FBgeD53XfffcBNiLbL5aK7u5uWlhYMBgORkZFcvXoVPz8/rl+/zt133y326l1dXYSEhNDU1MTFixe544478Pl8lJSUoFQq+fa3v01SUhJPPPEE09PTOBwOtFotgYGB2Gw2Ab2WGpkxMTGkp6cTGhqKzWbjxo0bPPTQQ0RERHDlyhUKCws5ceIEOTk5FBYWMjg4iFwuJyAg4APN//+N9Wc3gGQyWTzwEhAFeIH/8vl8v/hzn/d2/fdqcHCQyclJ3n33XcLCwigrK6OzsxOdTofBYBC8ievXr2MwGFi7dq1QVUgJH0ajkVOnTvH6669TUlJCQkKCgBsODw/z6quvCitSSEiIYAdIqUuLi4uYTCZGR0e5++67ee211wgMDCQlJUWkaYyOjnLXXXfR0NDAG2+8ISxd8fHxH/idYmJimJycFJvKkZERQkNDueOOO7h+/ToKhYKysjLy8vJITk5m3759OJ1OhoeHqaqqYu3ataSkpNDS0oLL5WJhYYGMjAyCgoK4du0azc3NZGdni/QOuMlykTgEVqtVKH1iY2OXbG5DQ0NFSor0dxwOB93d3ej1eqamprBarYIyHxUVJaB4AQEBQmEiTf0TEhK4cOECQUFBREZGUlNTw/j4OHfeeSddXV1ER0fT1NREUFAQTz75JP/wD/+AWq1m48aNtLe3s7CwQFZWFkajkZ6eHmw2G9nZ2axcuVJIaqVuvslkQqVS0d/fz+TkJPv27WNubg63283y5cvJzMwkPj6e2tpaAV89ffo0BQUFKJVK7rjjDt577z26u7t54IEHKCoqoqamBofDQXBwMLGxsTQ3N3PixAlWrlxJXl6eiGEcGhrC4XAQFhYmGFSTk5NkZmZitVoxm81ERUWJZlBERAQTExMiQc3lcmGz2YiMjMRkMhEWFiYOy/Hx8SJKuL29ncDAQNLS0sR0SKPREBQUxPz8PMnJyczMzOByuYiKimJwcJDMzEwRB56Wlsbly5fF+1uK1P5T2Sq3669bkkrsj6m5uTlGR0dFo1Imk6HX6+nt7RXsHkBYA6V1ToIbjo+P43K5cLvdREZGLjkg9vT0iCalpHSbnJwkMDAQs9lMRkYG77zzDvfff/+SdU5SNkoH7ri4OJqampDL5WJqGxERIRrQ4eHhqNXqD2xio6KiaGlpQaPRCP7I+0saGEjML6kRIKVAGQwGWltbyc7OFraBW+OEh4eHxbpmNpsJDw8XClTJgmOxWFi5ciW1tbUEBQWJFKWWlhZSUlKEYig+Pp5ly5bR3NzMgQMH+NrXvsazzz7Lpk2b6O/vFwrRxcVFIde3Wq1s2LCB5uZm0tPTAQgLC+PSpUtoNBpu3LiByWQiKiqK3t5eQkJCOHnyJNevXxeJjXDT4izFDR87dgydTodMJuPQoUMkJycLK1JdXZ0YmshkMq5cuUJ1dTXR0dGoVCpmZ2d59NFHsdvtDA4O0tzczLJly3jppZe4cuXKks3y9u3befPNNzl48CCZmZkYjUYeeeQRnnnmGdLS0mhqahLq2ebmZsxmM5/97GcZHR3l4sWLVFRUUFtbS3x8PCkpKSJp7tChQ6xcuZLFxUWuXbuGyWSiqqqKmpoa4uLixEGuuLhYKFlaW1uZnZ1l06ZNYjgzPz9PSkqKWA/NZjOBgYGC82Oz2Vi5ciXd3d3ioCFx3KTPTGtrKxkZGZhMJsrLy+nq6hLWtKGhIaH4lFQF0jRZo9EIllRCQoKwDWzfvp3JyUmee+45nnjiCV544QUyMjKoq6ujrKxM2DXOnDlDZmYmbW1tTExMkJGRIQCe77zzDnfeeScWi4XAwEDy8/MJCgriwoULzM7OUlhYyMzMDDabjZGRESoqKoiLi6Ourk40nm499EqKtpiYGJxOJz09PaSnp4tEMYVCISypt5Mib9dfo6SADLh5j5P2S++3Lf6xNTMzswQILcHbP+r9LFnwJbt8f38/LpeLjIwMmpubUSgU6PV6cnNzhTp+cnKSyMhIFAoFvb29KBQK/Pz8KC4u/sDzS9D5wcFBFhcXGR4eFmuKw+FAr9dz6tQpPB4P586dE0ycs2fP0tHRQW9v70eqeyQb0996LVu2jMnJSXFmSE9PZ9u2bWIYsGfPniWPj4+PJykpCafTycqVK8W1e+211wgPDycpKUlwWM+fP09ubi7R0dGCo/dhJTlBKisrCQkJ4dChQ0v4Senp6eTm5mKz2cjNzaW0tJTY2Fg8Hg/9/f3Mz88THh7O1q1b+Y//+A/Ky8sF7uFzn/scgFADzc/Pc+PGDZqamti0aROpqank5uZSX1/P3r17KSgoYOPGjSJRWVK2Go1Gcd+V8BAJCQksW7YMpVLJ4OAgCwsLbNmyhaioKC5cuEBpaSlHjhxh7dq1pKamMjExIRwFf8hO/7+lPg4F0CLw//h8vusymUwNXJPJZCd9Pl/bx/Dct+uPKCkSUZrWWiwWqqqqiIiIYH5+HoVCweDgIJcuXSI0NJTw8HA2btzIwsICHo+HmZkZ0dz593//d1599VUyMjJ4+umnaWtr45133mFhYUFE6SUnJ4toxry8PJFykZSURFNTk1j0k5KSeO6556iqqhKbe6fTydmzZ5menkapVDIxMcHatWs5duyYOBC8v0wmE3Cz219ZWcmZM2eEZUir1bJmzRrkcjnf+MY3gJue1JycHIqLi9m4cSMRERHMzMyQn58vUlUaGxtFykdubq64jtLi0Nvby/j4OGq1Go1Gg06nA25OVD6s5HI5fX19dHZ2YjAYiIqKwmq14u/vT1xcHBMTE6SkpAjLyK2/28TEBAaDAbPZzNWrV0lPT2dmZoaRkRHkcjl33nmngNedPn0ajUbDyZMn+cUvfsFTTz2FwWBgcHCQqKgo5HI5k5OTaDQaVq9eLW6MEivEYDBgMBiorq4WHB2DwcDk5CQul4uHHnqI3Nxc5HI5b731FikpKXzmM58RKqf09HQOHDhAe3s727dvJzc3F51OR3R0NPPz82RmZtLY2Mjhw4dJS0ujrKyMLVu28O6777Jq1SrkcjkXL15k06ZNwmogga7dbjfNzc2o1WoKCgrENZKacmFhYUxPT+Pv7y8sAnq9nq6uLoKDg+nr66OqqgqLxUJiYiI3btzA5XKRmZnJjRs3BGhQsipMT09TXFxMTU0NAQEBgqMiTbsnJibE9dRqtTQ3NxMeHo7X6xUNy9v1t1l/igJoenoarVYrYnLdbjd+fn5i6iSpzqTmhkKhoLOzU8Dw33jjDYqLiwUgWbJbzc7OYrPZ0Ov1DA8PEx8fLxglXq9XNKOlhK/Y2FiGh4cFzyoiIkLwW4aHh0lISCAkJERsbkZHR7FarRQWFhIeHi6YZO8vKdnO6/V+oAFktVrRaDTiUCDBfJOSksSkd2ZmRkjLpcO/9Pj5+XlmZmbIyckRfz80NFQoKNxuN52dnRQUFDA0NCQsdjabjaGhIbRaLdevX8fj8WC1WoUCdXFxkeTkZAGy9/l8hISE0NbWRmVlJd/5znfIy8vjiSeewOPxEBgYyOnTp9m6dSvr16/nhRdeQKFQUFlZSXp6ukgAkVL/JDClNPlTKBS89NJLggcxMTEh/gsLCyMqKorExERMJhOPPfYYtbW1NDU1MTY2xsmTJ9FoNPj5+REaGso3v/lN3G43N27cEMDo6urqJbbRRx99lOLiYg4fPsypU6coKysjKysLgO9///v4fD7Cw8OJjY3lxIkTpKen09/fT2VlJS+//DJOpxO9Xs/Q0BAVFRUiZWVubg6Hw0F+fj52ux2Xy8Xk5CQpKSlirR0YGGD16tWoVCqSkpK4fv061dXVVFVV4XK5RLiCy+UiLCyMubk5EhMTGRwcJD4+noWFBZH+k5mZKWCuUiqP2+2mq6uLhYUFESxw7do1ZDKZSIZsb28nOjqa6OhofD4fLpdLQNMlNtE999yDUqkkISGBl156iYceeoicnBxqa2tZu3YtRqOR48ePAxAcHIyfnx/19fU8+OCDjI6OigEH3LQvSiwSgGPHjvHZz36WF198UcQPSwBZhUIhmk719fV4PB6Sk5NZWFgQAx8pKABuNrmk1D25XE5zczNxcXECiq1Wq1lcXPyTLKm363b9ueVwOMR7OiAg4M9SnkkJk9JzWCyWJc0kad25FYYsk8lECl5PTw+ZmZlotVouXLiAQqEgOzt7yf1qbGyMkJAQxsbGcDqdYkgq3bN8Pp8433R3d6NQKIiKisJut9PX1yfUsPHx8YyOjpKSkiLOIvHx8bz44osYjUbCw8OFQ+Kj6n9D8wcQFmalUklycjI+n4933nlHDCiVSiVbt26lvLycCxcucOLECXQ6ndhjq9VqtFotmZmZnD17lgMHDnzo839UxcTEoFKpCA4O5syZM0v+TNrDS0ERX/jCF8jMzOT06dMcOXKElJQUFhcXycnJoauri0OHDomh8Ze+9CWhXD527Bizs7MMDw9TW1uL2+3my1/+MklJSSwuLvLSSy8xMjLCtm3buOOOO3A4HMzPz3P69Gm+/vWvc/jwYdRqteDXyWQykpKSyMvLw+l00tvbS1hYmAD5X7lyhZycHI4cOcLWrVvF2UZCedw6/PrfXn92A8jn85kB8///tV0mk7UDscDtBtBfuCRlitvtFrJ7r9fLxo0bRTNFsmG53W5yc3PJy8tjeHgYh8NBeHg409PTtLW1cfz4cbq6ujCbzWzevBmVSiU2R6tWraKiooL6+npkMhkTExPEx8eLDmtISAgej4cLFy4AkJCQwMTEBDabjU2bNpGdnc3U1BR79uwhJSWFgoICxsfHRTT8smXLOHbsGIuLix/Jn5BK2tBJ0/0LFy4IIv3u3bspLCwUh/eKigqxofR6vXg8HiwWC2lpaUIRExERIW5ibrebvr4+IZHNysr6o6Yls7OzjI6OolarRTy9y+USzBm5XE5hYSFDQ0MMDQ0JO4bEdcjLy+PkyZPC+iElJng8HrKzs7HZbFy7do2YmBhSUlL4zW9+Q05ODjt27GBubk6AjiUQtwRfS0xMRKVSMTw8THBwMB6Ph/fee48jR46wY8cOAgICBOLv0/sAACAASURBVCBu27ZtBAYG4ufnJ2xmTz/9NCMjI8zNzTEyMoLJZGJkZITs7GzKyspoaWlh06ZNTE9Pc/r0acHnWFxcZNmyZWzduhWZTMb+/fuFp3hqaoqcnBxkMhn5+fkolUpMJhNtbW0MDw+TmpoqJt5BQUFL3g8Sf8doNArvuN1uJygoCIvFQlBQED6fT8Q5v/DCC6xevVqkD1y4cIHKykoGBwcJDg6msLBQpFK43W6CgoIwm82MjY2xevVqYSWRGgNSDPzMzMyHKimkuj3h/Z8tp9P5kSDj99f8/Dyjo6Pk5uZitVrFNEuyf8lkMoKCgpibm2NmZobw8HDcbjc6nQ6VSiU+pwsLC+j1enEQlWDmpaWlHD58GKfTiVwuZ2BgQHxWpVju5ORkHA6HOFQODg4K1YDVaiUzM1MoaiSVQXR0NA6Hg2vXrrFlyxbx+3zYe0+K3ZWa5pI6Q4pNV6lUjI6OMj4+TmZmpgAvws2N/eTkJHFxcUxNTYm0Mbh58O3q6hIN9ImJCdxuN1FRUeLnkOwvMzMzZGRkCGtZcHAwFRUVXLp0CaPRiNvtJiYmBrVazfHjx0lJSSE8PJyRkRGMRiNPP/00Fy9exOfzMTg4iM1mEw2ZqKgofv7znwMITp0Eah8bG+Ptt9/mmWeeobu7my1btnD06FFxbST1j1wux+FwCJUoIJgJra2twtImwUETExPF2veVr3wFjUYjkmeuX79OR0eHSKqUonalys7Opquri7GxMSwWC2VlZdTX1wsGW2xsrLA1t7e3s2LFClQqldgMq9VqSktL6e/vJzU1lcDAQJE6uWfPHj75yU8KZtrmzZvFPUcaNAQGBrJlyxbeeOMNzp8/z+DgIFu3biUvL4/nn39e8CH8/PyE9VWCg8/NzeHv7y9s0NI1nJ+fF6yi6elpysvLBS8rMjKSy5cvExAQQEZGBq2trcJGOTU1hUajEVw9yQ6Qk5NDW1sbZWVldHd3k5GRwdmzZ8X316xZQ0pKCg0NDVRUVHDmzBkRtSw1YgDRdMvNzeW9994Dbh6K0tLS2Lt3L7t27eL73/8+27dvJy8vj4aGBmHhktYSg8FAUFCQCKCIjIyku7tbNIb7+vqIjIwkJCSEhoYGMXgLDAwUzCQpyOJ23a6/Rklpi6Ojo0RGRn4gmv1PrVvTbEdHRwkLC1tij56bm/sADFdSadpsNjIyMnC5XPzyl79k2bJl5OTk4PV6BdfTbDajUqlEGIvX6xUBLKOjo8zOzgrFuMPhICYmhpCQEFpaWlCpVKSkpIgQB7hp5/rBD36AXq/H6/VSWVnJ5s2b+eUvf0lWVhYvvPDCn3U9/idr165dwjZ+4sQJwSm8FVwtlcfjobq6murqarZv387OnTuZmZnh0KFD/PjHP/6zfo7U1FR6e3s/8P38/Hy+8Y1vcOnSJbGnkhQ/P//5z8nMzCQhIYFjx46xYcMG6uvr0Wq13HPPPXR3d1NWVsbJkyfJy8tj7969OBwO+vv76e/vR6FQ8H/+z/9Br9fT09PDwYMHycvLIzMzUzhM2tvbaWtrY9u2bRw8eBC9Xs/i4iIxMTEEBAQQExNDSUkJdrudjo4O0tPTCQ8PJyIigubmZuLj4zl//jzbt28XKcH19fWCkfT3VB8rA0gmkyUBRUDth/zZbmA33GwQ3K7/XknwUUAswMHBwSLpKy0tTcTYSpsQtVqNTqcTyp3ExEQmJiZ48803mZ2dRa/XU11dTX9/P/fddx+xsbFERESIeFV/f3/eeOMN0TGWomFLSkpQqVRYLBbsdju5ubmMjY0JKXZFRYUAckqSPWk6IEm8lUql2IQXFRWJTdr7S9okSzDmiYkJzp07x+c+9zmKiopIS0vj0qVLpKWlic2p1PiQEqBWrFjB5OQkycnJzM7OotFoUKlUguGhUCgEx0LyyMJHH+glhs7AwIBIL1EqlcKGcP78eXJycggODhb8GqvVKpKiQkNDhd3A399fHO7MZjOJiYmi03z58mUsFguNjY2kpqaSmZnJ5s2beffdd1m/fj06nU4kz1itVsrLy/H5fNTV1TE5Ocndd99NTU0NZrOZo0ePkpubS0tLi0jHkuJ+bTab8NNqtVpqa2uRyWSEhIQIIHNubq5ID4uKiuLy5cuUlJQQHBwsmCNf+9rX8Hg87N27l4SEBJKTk4mLi6O6upqwsDDWrFlDfn4+jY2NhIaGCqn/ypUrsVqtwg4g/RsqlUpIQu12u7DGrVy5Uigrzp8/T0pKCn5+fsKrLEUdz8/Pi4O60WgUdoSwsDDa29vR6/Vcv36d+Ph4ASSVkiOGh4dFIpMEOvR4PISFhTE2NvbfllPfrr9cfRj48qPKZrOJyHW4qWCRlGYhISEiKratrY20tDT6+vrw+Xxis9va2srKlSvp6OggJSUFhUKBTqejv78ftVqN1WrFZDKxadMmLl26xPr167HZbEIRWVtbS0FBATqdThy6rVarsKuUlZXR2toqUjikzyjcXEPLysowmUx/lN1NasxLKjgpDXJqagqDwSCa5TqdTqxX09PTBAcHi4bVrWWxWJYcti0Wy5KGus/no6+vj7Vr1xIREcHc3Bx9fX0UFxeLplRCQgLNzc3Coz8+Po7BYODgwYPI5XKmp6cpKSlhaGgIuVzOuXPnUCgU5OXlCTuNTqfjueee44c//CEZGRkcPXoUnU7HyMgINTU1lJWV8corr9Db20tjY+OHXhun0yksZbceMiorK/nNb34jFF8hISGsW7eOxsZGpqamyM/PR6PRsG/fPmw2G1evXiU+Pp6oqCh0Oh2Dg4NLmj9paWls2LCBpKQkXnnllSWK123btnH48GEA0ehOTU0VIOHu7m50Oh12u50VK1ZQWFjI+fPn2bVrF4mJibz55ptkZ2dTXV1NVFQUd955Jz09PYSEhFBaWsozzzxDQUEBTzzxBNeuXWNkZISenh7uv/9+srKyOHHiBJGRkXg8HmZnZykpKeHSpUuUl5djtVpJTEzk6tWrwqqo1+uZnZ3Fz8+PpKQksT6Oj48LFerU1BStra0kJSWJ+2VUVJRIsGxtbaWsrExs8uvq6vD5fDQ1NfHFL35R2K8uX77MwYMH2bhxIz09PSgUCgoLCzl37hzd3d2UlJQwOjpKR0cH8/Pz5OXlCSsIsGRfsbCwwLp16zh16pRIUmtoaGD16tVCzSpxBmNjY5ckPkp7AYm51dbWRkhICKGhobS2thISEoLBYBAqJbh5GP17mhrfrr/t8vl8Yu34ON53LpdLWLHGxsbQarW/NzLe5/MxMTEhQhPy8vKYnJzkpZdeYsuWLTgcDqEskSyiQUFBaLVagoODuXr1qojcDgsLY2ZmRiQLTkxMsLi4iFKpZHFxkcTERORyOfv27aO9vV0kWSUnJ5OZmUlsbCyjo6O88sorXLx4EYCampo/+5r8T9ZvfvMb4GYj+1Yu66FDh9Dr9Vy8eFEMk9atW8fq1avp7u7GYrFw6NAhgD+YUltSUoLNZqO7u/sjH3Nr80fCV+zYsYPg4GCqq6tFCufk5CTT09McPnxYCBDkcjm7du2itraWoqIiHA4HRqORFStWiGbjv/zLvxAQEEBgYCBTU1OsXbtWcODeeOMNRkZGePTRR2lsbCQhIYH8/HxOnz6Nn58fd955J6dOnWJ2dpbY2Fi0Wi1+fn4kJCSI4e7169dZsWIFOp1OKF+DgoJoampix44daDQa3G43169fJzMz8++u+QMfYwNIJpOFAAeAp3w+3wd8Mj6f77+A/wIoLS29HZPzJ5Z0gFWpVCIKUaVSiU3y9PT0ks242WxGLpej0+lYuXKlgN9KXJTXX39dTAY7OzvZtGkT3/ve97hx4wYBAQGEhYVx6tQp9Ho9k5OT5OTkMDs7y/T0tFDZSJ5MjUZDSkoK+/btIzMzky984QvYbDb279+PXC6nsbGRiooKXC4XoaGhJCUl0dPTIybCmZmZwM048Y8qCT4mbeT8/f259957+d73vkdfXx8ymYz09HTOnz9PWFgYiYmJOJ1O8vPzUavVoqmTlZUl4KQmkwm73Y5arSYvL+9PUm4MDw/T29srJtEhISEEBQXhcrno6+tjZGSEuLi4JZYvp9NJR0cHc3NzpKam4vP5BLciLCyMrKwsgoKCxJS0t7eXc+fO4fV68ff3Z9u2bdTX1xMaGkpHRwef+9znGBwc5L333hMHWOkApFarRUNF2mgfPXqU+++/n6SkJEJCQgQMeWJiAqVSySc+8QkcDgetra04nU4CAgLEgUm6ZlL3fmxsjKCgIHJzc2lraxPcHZlMxrFjx4Q31+1243a7cblc7N69WyyoTU1NaDQa5ubmhL0uMjKS9PR0oTpISkqira2NiIgILBYLGRkZImVFOqhL7/Pe3l6WL1+O0+kUEdDSlErywg8NDWEwGEQ8s9lsFpJhuVxOXFyc2LwAxMbG0tvbS1RUFH19fZSVlYnXUq1WC2De7frbqtDQUEwm0x/c5LhcLpRKJWFhYXR2dpKVlcX4+LhorNvtdpKSkgSsEm5OQtVqNVFRUXg8HsFGAQQgViaTMTY2Rnh4OK2trSiVSiwWC/Hx8fj7+4uGtJQMJG1oPR7PErWe2+1GpVIxNTVFenq64MHMzMzQ399PRUUFJpOJxcVFbDabYPh8WEVERDA+Po5KpRKQ9tLS0iVMhw9b/3w+H06nk+DgYLHp12g09PT0kJCQICyxw8PDQk4uVX9/P6WlpRiNRhITE+nq6mJwcJDs7Gzm5ubw+XwkJyeTm5sr1Dkej4f5+Xk2btxITU0N4eHhIskxJiYGm81GV1cXX/3qVzlx4gRlZWUUFBTQ2dlJRUUFXq+XnJwc6urq+M53vsP+/fsxmUz4+fkJBkB0dDRms1nY/d4fY1tWVsbx48fp6+tjbm5OKBel9KkHHngAh8NBV1cXAIcOHRJqLriZZjk+Pi7SLeEmByEpKUkwcF5++WXRGEpPT2dhYUE0fx5++GFeeeUVkpKS6O3tpbe3l7S0NOB3aXWHDh0ScHC73c6rr75KTEwMv/71r7nvvvtYsWIFISEhokn305/+lAcffJDVq1fz9ttv8+6777Jz504yMjKIjo6mpqaGt99+m4cffhiPx4NOp6O+vl7YgSMjI2lvbycgIACNRiM4OFKDSVK6zM3NifRHo9EobN9KpZLp6WmhpJESu4KCgjAajSK50WAw0NPTQ1paGh6Ph46ODhGeEBsby6uvvkppaSmNjY2UlJQQGhrK6OgoNTU1QuWwd+9evvjFL35omIT0msfHx3Pvvfdy8uRJnE4nWVlZHD9+nPT0dAIDA0Wow+zsrLi3er3eJc1NhULB8PAwmzdvpqenB6/XS0pKCl1dXSQnJ4thhJS2ertu11+67HY7AwMDIin246jp6WnB9pLSuN5fMplMKMVnZ2fFZ2d+fp6jR49y9epVHnzwQYxGI4WFhURGRjI0NERbWxvl5eUEBwdjs9kwmUyCR7dmzRqmpqaw2+3Mzc1hsViQyWRERUURGBhIQ0MDly9fFnbesLAwEhISqKyspKSkhN7eXk6cOMHU1BQjIyMAIoHz76EWFha4ceOGYHreWpGRkRQVFREaGsqFCxc4d+7cElX0RyEMoqOjGRsb49q1a3/0zyE5AsrLy7Hb7QJdER8fzy9+8Qs2b96M3W7n8ccfx+Px0NjYSEhICCaTieTkZEZGRlCr1SQmJmK327ly5QqvvPIKq1atYnFxkc7OTu644w7i4uKIjo7ma1/7Gg8//DDbt2/n9ddfZ+fOnaSlpXHw4EGxN7t48SJ+fn4iREdKyVy1ahXDw8PU19ezYcMGMdxVq9U4nU4sFgs7duwQVn4pvONW8PnfU30sDSCZTKbgZvPntz6f7+DH8Zy366aHV5I1S3YtyUeu0WgYHBwUMv6ioiLg5qb70qVLhIeHC2/7wsKCkGIeOXKEZ555ho0bN/LQQw9x6tQpHnnkEcbGxmhqakKhUCCTyTh58iTp6enY7XYSEhKYnZ3FYDCg0+mYnJxkbm5OJCZNT09z/PhxHnroIaampjh//jwul0vEna9fv57s7GwiIyNxuVycO3dOxEDK5XLcbrdgsPyheuqpp+jr66OwsFAonRoaGjAYDBw/fpz169dTVlYmpPEWi4Xx8XFCQ0MxGAyMjY2JTWtSUpLYyP6hcrvdWK1W+vv76e3tRSaTkZGRQXFx8ZJDlMSoCQoKQqPRMD4+jsfjYWBgALfbTWlpqbh24+PjbN26VYA1pWaQpCi6ceMGWq1WcD6kA8by5cu5ceMGx48fp7+/n5CQEKEeaG5u5v7778dgMNDW1oZMJuPzn/88KpWKb33rW0RFRdHT08PExARFRUW0t7eTlZUlEhikGOvQ0FABYm5paUGhULBixQouXLjAxo0bufvuuxkYGKC/v5+pqSlB3nc4HLzzzju8+eabLF++nPXr16NQKPD396epqYmJiQkiIiKYmpoSvI2IiAhSUlLQaDQsLCywsLBAUlISMpmMyMhIgoODMZvNYqoxMjJCYmIi3d3dxMXFCSvbrWomhUJBUlISoaGhXLx4keLiYux2u/D7GgwGpqamKCsrY3Z2Fq/XS0JCAo2NjXR3d4tGlwSelWw/Uo2Pj7Ns2bI/7oN8u/7qJbEPft+N22q14ufnR2Rk5JImj6Q2k/5vtVrFZ1wCuQJcu3aN0tJSMbFUKpUEBATQ2trK3NwcGRkZKBQK1Go1IyMjhISEiJQ8iVmVmZkpwP2SgtJgMIhkL4l9I6UWSnDM2NhYAgMD0Wq1gjWysLAgLFHvl/z7fD4sFgs+n4+IiAgKCws/kNwhKYtuLaVSKbg+Ukl8hFvBnRLPJygoCKfTic1mE7YgrVaLSqUSjYLw8HDGxsaAm4fqyclJ0Ujt6uqipKSEq1evkpiYyKpVqxgdHRVqnpiYGIqKirh48SJFRUX09fWRlZXFL37xC+Lj48WhHOBXv/oVpaWl2Gw2du/ezbe//W0AYWHy8/PD7XYvaf5s3bpVKD+3bdsmXpPnn38eq9VKfn4+zz//vGjC+/v7Y7PZWLt2rbCRtrS0LFE57969m7feeouTJ09y8uTJD1zj909ZDx48iEajWXJf6enpEfbEtLQ0FhcXGRgYID09nVOnTnH58mUA7rnnHh588EH27NmD1WolJiaG1tZW4uLi0Gq1NDU10dXVRX5+PtnZ2cTHx1NXV4dcLqe4uJiRkREcDgcFBQWEhoYSERGBRqMRwNTc3FzRuJKi22+Nwm1oaCAxMRGFQkFMTAy9vb0i+EF6nNQQMZvNKJVKcnJykMvldHZ2EhwczOuvv05VVRXJycmEhoYKBc3+/fspKytDJpPx4osvirhou91OeXk5dXV1AGRmZn5kWo303h0bG1uiGG1ubqayspLa2lq+8pWvcPXqVbFfMBgMYuiQnZ2Nx+MRvKHy8nJGRkaw2+0sW7aMgYEBoqOjhWpocnLytvXrdv3Fy+v1Mjo6KlTTf0rzR0o5/bCS7ndTU1MEBgaKoYo0kJbJZMzMzGAymfD39xdJgTabjY6ODtxuN1qtln/8x3+krq6O/Px8hoeHaWhoICwsTKxLnZ2dzM3NkZOTI/4dKam2vLxcKPLPnTtHQ0MDx48fJzk5GafTidlsJjIyksHBQZF4eGsi463199L8+X2l1+sJDw+nvb19SVy7ZG2G31mkpZLA+2az+SOfV3pMeHg4k5OTIv0tLy+P0dFRzp07R0FBAXNzc4SFhaHVagWjqaKigvHxcRFKk5CQwP79+4mPj0er1Qq480svvcT8/Dxf/vKXaW9vZ35+nnXr1pGTk0NzczPPPvssBw4c4Pjx4xw5coQvf/nLaLVa3nzzTQICAkhISKC2tha5XE5lZaUAhScnJ1NYWMj4+DhNTU1UVVURGhoqnANmsxk/Pz927NiBv78/Xq+X9vZ2goKCPsBt/XuqjyMFTAY8D7T7fL6f/fk/0v/d5fP5hC82KChIpLJMTk4SHh4uDiQjIyNotVrUarXwKZ4/f56hoSHi4+PFgX5gYAC73Y5er+fEiRPY7XZ++MMfsnr1ap577jnS09NpbGwkKSlJcBokSabNZkMmkwkVRnx8PA6Hg+vXr5OamopOp6Ojo4Pw8HAKCgro6upifHxcNK4iIyN56qmn0Ol0tLe3U1tby+uvv052djZbtmxBLpdz4MABjh07htfrBW5O7z0ezwdgyxs3bqSjo4NPfOITVFdXc/jwYbKzs/ntb39LXFwci4uLPPbYY0RGRgomBdxkO4yOjhISEsKVK1eQyWSsXLnyI9U+0oHk1rLb7ZhMJpxOJ2FhYVRUVCzhXLhcLqxWKy0tLYL3kJaWhl6vx8/Pjxs3bpCRkSHkuJOTkzQ0NLB8+XI6OzvJyMjA6/USEhLCzMwM/v7+nD17FpfLRWpqKsXFxQwMDDA6OkpMTAznz58XTSidTofH42H58uWMjY2xfPly/Pz8qK2t5de//jXT09PcddddrFy5UvB8pIZJZ2cnd911F3FxcXi9Xv7zP/9TAKil69bS0sKWLVsYHBzEarVy3333MTs7y7vvvoter8fpdPLwww9jt9upra0Vh8udO3dy/vx5qqurqaysFAfx2dlZenp6+PSnP01YWBhqtZq5uTlhA5OSZOB36UxSCp3H40GtVlNXV0diYiILCwv4fD5ho5mamhIbAelnlqLhXS6XULGp1WrS09M5cuQIFRUVglkhNeaka2qxWNBoNPj7+6NUKgUcfH5+HqPRSGVl5Ye+h6TmwfsjxG/XX6/8/f1RqVQ4HI4PRJbD77hOEtslNDSU6elpdDod09PTaDQaMSVzOp2o1WomJycxGAxLVG0SF0UCYkZGRnLmzBkCAgKQy+VMTU2JxuL8/DxRUVFCni81rpOTk7HZbEvk9QMDA+Tn59PX10dqaipGo5GsrCz6+voYGBhgw4YNTE9PCyvi1NSUYI5J652UADM9Pc3i4iIpKSkiCjUmJgaHwyGsXu8vrVYrbKFJSUmCxSBZtfz9/RkZGcFmswlQvsTo8vf3x+PxCLaLn58fDQ0NIkjg1vW1urpaNOu8Xi8KhYKGhgaKi4uZmJjg6tWrIj7eaDQSFhYmFIZpaWncuHGD9957j/LycqqqqmhoaMDhcLB582aampo4d+6cYE9ISp+hoSEAHnnkEbq7u7ly5QpZWVl0dHQsia09fPgwZ86cWQL8lSLGJTWiZCe4dOnSEsiztPGOiYlZkojyx5Tb7RapkVKVl5fjcDiQy+X09PSI70vcPbjJZPj85z/PwMAAvb29rF+/nsXFRfr7+zEYDFitVvr6+sjPzyc6OpqoqCihmNXr9SQkJPDjH/+Yu+++WzRsNBoNfX19TExMLFE7dnZ2Lmn+TE1N0dXVRUxMDPHx8TQ1NSGTyYiIiCAuLm7J/dZkMtHa2spdd92F3W7HbrcLnmFLSwtxcXFcvnxZ2MheeOEFJicnxQBGqtdee000o6TmD0BjYyP5+fnEx8eL1/r9ZbFYyMvLw2azkZCQQHV1NY8++ih+fn68++67+Pn5ERsbS2RkJGlpaZhMJmQyGTKZTCgKkpOTRXR9dna2YOeFhoYK+8uHfbZu1+36OGtmZgan0yn4bH+KWmFqako0cm4dAEh4hvn5eREgIvEYHQ4Hfn5+opE/ODhISUkJc3NzLCws4PV66e/vZ3R0lJycHMLDw7l+/To5OTlC7SqTycS+bGZmRgQcmEwmwaqTgj78/Py4du0aZ86cETy0p59+msuXL9PT04PBYBBcur/X+kPKJcn10Nvby9TUlFCxSwnP769bmz/wwRh3qWJiYti2bRtnz54lOjqa9957T8THp6enExcXR01NDXl5eajVag4cOEBoaCgKhYKMjAzefPNNLly4wMTEhODt6HQ6Xn31Ve666y6USiVDQ0N897vfBW4KHb761a+K1K+CggK0Wi1nz54lPDycvXv38oMf/IDCwkJ2796Nz+fjjTfeICAggJUrV7J3715SUlK444476OnpYX5+nm3btolhQUNDA5WVlQQFBXH+/HkSEhIwGo3odDrWr18vPgctLS0EBwf/XTd/4ONRAK0GHgGaZTKZpEX7f30+3wf1t7frI8vr9QqmSEREhAAkSiR/KUGjv78fn88nprxqtZqWlhauXr1KcHAwKpUKr9fL7Oys6KQrlUreeustysrKSExMpL+/n8cee4zNmzfT399PVVUVGo0Gl8uF1+tFr9djNBpFpGlpaSmzs7N0dXXR0dEhmkCLi4ssX76ciYkJmpqacDqdZGZmikj1mJgYLl68iMViobOzE5vNxre//W2USiUnT56ku7tbNLG+9KUv8fOf/3zJJvrWcrvdzM/Pc/LkSdRqNWNjYxQVFZGQkMCqVatwu91iwyldT0mW7XK5MJlMpKamfmBDdmvDzc/PD5lMJlgX4+PjeL1eBgcHSU9PRyaT4fF48Pf3F005QFhB1q9fz+joKCUlJeL1qquro6ioSEzLjUYjHR0dFBQUUFdXJzyvDodDTPCl17iqqgqTycQ777xDcnIyN27cQCaTiYniihUr0Ov1Qu1TUlLC4uIijY2NIsY4MjJSWKWGhoa4ePEiKpWK0tJSHnjgAVwuF9euXePChQts2LABl8vF3NwcL7/8MtPT06SmpgpAbEpKCu3t7cTHx7O4uEhDQwP5+fm0tbWh1WrJysoSySt79+5FqVSKZC9JFpyVlcUdd9xBRESEmKT6fD7MZjNarRadTiciqKVkJI1Gw8TEBAsLC8zPzwt5fkxMDDMzM4yNjREWFoZcLqepqYnk5GQxoTp06BDr16+nu7sblUpFaGioUCEtLi4KGLq/vz+dnZ3Mzs6KA4ukwqirqyMjIwOlUklISAgul+v/Y++8w9ss7/X/kS3LWpZtWd52vORY8YyT2InjbCCTbCBAAg2rJaeMlvYcymkLV8lp6Til9NCWwwohBQokkLAyyN52lveO97YsW7ItXoLsMwAAIABJREFUybJk6fdHrvdpHEbLOe3vdOT+i8uYEL163+d9nvt7D6ZMmfKFQcOSSu7PrSG/jr8OQkJC6Orq+lwCaGBgQDRASZtSt9stnlObzUZERIQgBKX7Tgrd7+npITo6ms7OThEMLVkWc3NzOXr0KF1dXeh0Ourr6zEajWi1WhHULjWYSC1zISEhdHR0MDo6KnJ4pP927ty5Ygp7dY20pFAKDw8XG39JIi8RSlKmi7TutbW1odPpRDV3UFAQvb29Ygon2XMke6qU3SOt062trYJglxrSxsfHSU9Px2w2Y7PZBIEv2WIlUmv27Nns3r2b0tJSsrKyUCqVJCUlMWPGDPbt2ydyAEpLS7nhhhswm82CCOrt7eXAgQM8+OCDrFy5kmXLlvGb3/wGs9lMbm4uubm5NDc3U1RUhMPh4JNPPmHJkiUMDAzQ0tIiiN6r8fvf/178s2QjuBZXkz9wpSq+oqJiAvECfOF7S2qw/Cq4toHm6aefZvfu3VRWVop8uWuxYcMG5s2bR2lpKUePHuWmm26iqqqK06dPM3/+fBGsP3v2bIxGIz09PZSUlDB58mTCwsI4fvw4XV1dFBYWMnfuXNGE1dzcTF9fH7NmzQKuHP4uX75MfHw8ISEh1NfXi2uUkpIiFFAhISGMjY0RHx8/4RpJuUNr1qyhra1NNGS1tLSQnJxMWloaFy9epKSkBIvFgsVi+dygUUAMjSQsWLCAY8eOMT4+TmVlpbiO2dnZgriTEBMTQ2VlpbDVJyYmsnv3bh599FHefvtt1q5dS1tbmwjRnjJlimiBaWpqEoHv0s+kNlXp+7Hb7eIgdB3X8deAx+MRweTBwcHC0vxV4Ha7P5cwstlsNDQ0oFAo8Pf3Fy2HKpVKqDqrqqrQ6/WkpKTQ09PD6OgoXV1dIufNz8+PrKwsTp8+DVxR3zidTtra2oiOjiYjI4OgoCCRBxceHk53dzeXL19mYGCAmpoaBgYGOHfuHAEBATz77LP87ne/o7Ozk2PHjqHX67+U+FGpVH/3ba3Su/hPKZcGBgYYGBj4zM8/j/z5U9BoNNx5552kpaXxi1/8gp07dwqC/9577xVZsG1tbTQ1NTF9+nTKysrYs2cPRqORTZs2cc8991BeXs7777+P0Whk//79FBYW0tfXR319PQUFBfj5+fHCCy+IWI/777+fsLAwtm3bhs1m45577hHxEjfeeCMGg4G33nqLpUuXigFaZWUl6enpTJ48mVdeeYXs7GyWLFnCuXPnsNvt3HDDDYSHh5OUlMTOnTtFsY/UHNzR0UFUVBSFhYUAIn8uMjISrVb7D5/x+ZdoATsFXK+9+V9AOgBLhIuUQ3H1wjw4OEhPT49QR8AVu1d9fT1erxej0Uh5eTl5eXkoFAp6e3ux2WyiTWTBggXCnnDixAlWr16N1Wpl2bJlYnLd3NzM0aNHAbjnnnsoKiri3LlzLFu2jKKiInQ6HePj44yPj7Nu3Trkcjk7d+4U0+obbrgBq9XK+fPnqauro62tjfDwcIaGhpg1axZGoxGr1crhw4cZHBwkMzNTVMJKLS5XIzk5maamJuBK9o9kN7Pb7eTn57Ns2TKqqqom1Ijb7XZaWlpE205MTAw6nQ6v1zthwiFNGGQymVDqwBW1jxQ0J9VOBgYGUl9fLyxwcIUsMplMDA4OIpPJCA0NxWq1EhwcLA5olZWV5OXliT+7srKShoYGFi9ejM1mE+0+Go2GixcvChuFTCYjJSWFmpoaLl26hEKhoKamhttvv53h4WFqamp47LHHGB8fx2w209XVhclkoq6ujrKyMpqbmykrK8NkMhEQEIDT6eTEiRMsW7aM1NRUMV19/fXXGR4exuFw4PV6KS4upqamRizIGRkZyOVy9u/fT2JiIjt37kSn01FTU0N2djbh4eG0tbWRlpZGTU0N3d3deL1e1Go1BQUFIldJau+ZPXu2aLiRDqSXL1+mq6uLmTNn4na7xfWIjIz83AlqTU0N6enpnDhxQuQFDQ4O4nA4mDlzJv/1X//FrbfeSlVVlQgClUJLz5w5Q3Z2Ni6Xi+LiYubPny82NnDFijE+Ps6ZM2fIyMgQGyqFQkFubq5QIA0ODhIYGCgIrGtx7TTtOv7vEBkZ+Zl10+v1IpPJRCaJTCYTk07pO5VyfYaGhoTdR7JGwh9zEaQsLEntExAQwMDAAFOnThVNiCqViurqakwmE2FhYSiVSmpqali4cCEXLlzg3LlzfPOb30Qmk1FRUYFcLkepVNLQ0EBiYiJyuRybzYZCoSAgIIC0tLQJGzuDwfCZBhCdTodaraarq2vCvSh9hpCQENrb29FqtXg8HhF8fjWp6fV6yczMFOtZV1cXiYmJ9Pf3C3LT5/MJG0BISIg4gLjdblH9K5Fo3d3dbN68mQsXLnD69GmR+WWxWPD398doNIrigtjYWIaGhigpKaGhoUHUD8fExLB161aam5s5f/68yFX72te+JqbHUn7B4OCgyOF59913J1g4/xS0Wq2wX1997T6PKJLUY8BnGr/+t8jIyODJJ58E/kg+XYvNmzeTn5/Prl27MBqN5OXl0djYSHFxsSDaMjMzSU5OFkR3eHg406ZN4+zZs5SXl4s2upkzZ4q8D4/HQ1VVFWvXrgWurI9SFs/o6CgtLS3ivWc0GgU56na7xZ4ErhwmnU6nCJG96aabROaW9B5OT0/n5MmTmEwmenp6yM7OFmv2pEmTBHE5NDQklD3Dw8MTrsOxY8fEP19NokmKJPjjoVDKSamsrMRqtYqsuxUrVhAREUFUVBRFRUUEBwfT1dWF1+slMjKSyspK/Pz8UCgU1NXVYTQaUSqVtLS0kJSUJNZ+STl3Hdfx14DVasXtdk+odrdarV9J/dPf3/+ZYH8JUvmBNJSDK+ptafArWemllsawsDCRgZWdnc2hQ4cwmUzU19djMpnIz88X7Ux33303Go2G+vp60bBZXFxMe3s7IyMjYu0KCAggOjoatVrNhQsXeOihh4iMjBQtfNLQQxpOXL58mUWLFlFdXc3AwABxcXHk5eV9ZQXm3xL+1D7ylltuoa2tbYICcu7cuSxatEgEY39evEZUVBR6vZ6WlhYRlA9XzlybN29mx44dvPzyy2RkZNDf3y+cHJIyemhoSAzyW1tbiYiI4Fe/+hX33HMPFRUVvPbaa2RlZREdHc37779Pbm6uUGuFhYXhcDjYtGkTcMXp8q1vfYuqqio++OADFAoF999/Px9//DEbN24UzV4VFRUsX76cpKQknnnmGfR6PevWraOpqYmPP/6YKVOmcMstt3DgwAEGBgZYt24dqamphIeHs2/fPgoKCkQRTFdXFxqNhqSkJKZPny4+f3l5OYmJibhcLqGg/kfGdY/C3wC6urqEqkWpVE6oU3S73WITn5KSgsVi4eLFi9jtdjIzM4mOjiY6Ohqr1cratWsZGhqis7OThoYGKisrSUxMJC4uDqfTSXNzM08++SS//e1vMZvNjI2N0dzcTHR0NB9//LGQXDscDl588UVuvPFG4uLieOKJJ5gyZQrDw8MkJyeTn5/P/v37RavT/fffj0aj4dlnn6W3t5f8/Hwx+QsNDeXee+9FpVLx4YcfcunSJXJzc8Uk4KOPPhJ5EBLhI22+r53wpaenc/jwYb7zne9gtVo5ffo0ISEhREVFoVQqqa+v5/LlyxQWFjJt2jRGR0dxOBzU1NSQkZEhav/0ej0ymUxYgvr6+ujv70cmkxEUFIRKpWJkZERYjKRwbYVCIb4br9dLd3c3er0epVKJy+VifHxcqA2kMDspfLS4uBiXy8XatWtpb29HJpOhUCiwWq0cPXqUrKwsBgcHqa6uFtaJsrIy0WQQGhpKUFAQ9fX1zJ8/n6amJmFL83g8HDt2jMbGRsxmMxUVFZhMJrxeLyEhIVy8eJGCggJ27dpFVVUV9913n2jfunTpEiqVio0bN/LWW2/R39/P8uXLWbhwIZMmTaK6uprNmzeLDJ7KykomT54spjfl5eW8+uqrREdHs2zZMubOnUtLSwtxcXEi/2jevHnExsbS3d2NUqkULzVJeZWbm0tjYyMKhYKkpKTPsO5ut1uEwwYHB+NwONBqteLAYbPZqK6uFg1pGRkZHDp0iJCQEJKTk2lsbGTKlCniGs2ePZudO3cyffp0Ojo6BBlgsViYM2eOqCGWci+8Xi8ajQa32y080H19fdenu38H8Pf3R61WMzIyIl7okgJMsqtGREQIS5ekxpGCmv38/IRiR6FQMHnyZM6fP09CQgIGg4Fz586RmZmJ0+lkYGCAjIwM3nvvPQIDAzEYDFRXV4v7+WpyRaFQiPaxzs5O+vr6WLFiBe+88w4BAQHEx8dz+PBhvva1r2EwGKipqSEyMpKgoCDGx8dFhkp4eDh+fn4iK+xqkkMulxMTE0NdXR2Dg4PCstPZ2SnCp+VyOVqtloiICGprawVRJjURSlY56Vnz+XxoNBr6+vowGAycP3+eqVOnMjw8PGH6LK2VkZGRDA0NYbPZhDI1JSUFm81GUlISly5dIisri7y8PN566y0WLFjAqVOnsFgs4l3W0dFBQ0MD/v7+XLx4kfz8fBQKBXK5nMTERFpaWli6dCk5OTkT1CJX173DlQPS1ZACgT8P15I/8Mf16lpcrf75S5I/wARi71ryJzk5maVLl3Ls2DG2b9/OypUrmT59OnV1dbz11ltoNBoWL17MDTfcQGxsLNXV1TidTrKzs4mLi+P06dNUVlYik8nIy8sjKSkJk8mE3W7nwoULKBQKZs2aRXNzM62trURHR5OUlERQUBBBQUHYbDbsdjsJCQm0t7eTmpoqSEtJci+1bTqdTvGdO51OUSQgZQVJ4ec9PT1MmjQJq9VKRUUFvb29bNq0ifLyclpbW+nv7/+MrSswMHBCvsW1uPo+SE9P5+LFi9TW1nL8+HESExPFfTtlyhReffVVHnvsMVpbW7HZbFy4cIEpU6bQ3NxMbGwsBw4cYMGCBYIIMxgMNDQ0EBMTI57vtra260231/FXgdvtxmKxTCBm4Mp6JVm0/hxI5QVfZFNvb28nLCxswv9DCs5XKpWkpqbS19fH2NgYQ0NDhIeHYzQauXz5MrW1tZjNZhISEujr62N0dJSnn36amJgY9Ho9RUVFWCwWtFqtCAWWyWS8/PLLIotF2vtLtfAulwuNRoPL5aKhoUH8v3p7e4UKSK1Wc/78eQYHB4mNjUWhUPxdkz9/Dnbt2gXATTfdJIbcR44cmaBQvZr8kaI8amtr6enpAZhglXW73Tz//POkpKSg0+mYP38+8fHx9Pf3i3NScHAwu3fvFmeV7du3M2PGDDQaDdu2bcNoNJKQkIDVaqWoqIjIyEiRJxoeHs6DDz5If38/KpWKLVu24O/vz8mTJ7lw4QJOp5P169czPDzMQw89hFwu58MPP8RkMrFixQo8Hg/f+MY3ePzxx9FoNBQXFwsL4Z133sk777xDR0cHjz/+uLgHjh49ytSpU3E6nYSEhPDJJ59gMBiYMWMGGRkZ4tpILcvDw8MTiNV/ZFwngP6PUVNTQ3BwMP7+/p9h7y0Wi2DpXS4X77//PnK5XFTPtra2iqp2KXitoaGBffv2kZeXx4MPPig23c3NzZw9e5a33nqLM2fOMGvWLJKTk8UmR0rZDw0N5dZbbyUkJITXXnuNiooKsrKyKCgoYGRkhIqKCsrLy+no6ODuu+9m/vz5bNu2DafTyYoVK5g5cybl5eWcOnWKRYsWMX/+fE6cOCFY4JtvvpmysjIsFgt79+7l3nvvJSQkhBMnThAYGEhTUxM33ngje/bs+cymrre3lyVLlgjpn+QpPnLkCOnp6VRWVpKcnIzBYBABwnV1dcTExFBbW0t0dDSxsbF0dXWRlpZGY2Mj/v7+aLVa0tPTRbh1T08PcrmciIiICWTc6OiosEsMDg4SHR0tpuMDAwNi0ejp6cFgMGC1Wunp6aGxsRG1Ws3cuXOprKwkNDQUpVLJkSNHREXhyZMn8fl8ZGRkiHDT1NRUxsfHCQsLo6ysTLwYf/vb3xIZGYlCocBsNouA1xtuuIHy8nIWLFiARqPh5MmTYvGWWrIeeOABxsbGKCkpwePxUFhYSGVlJevXr2fhwoWMjY0xffp0cnJy2LdvHytXrsRut/P888+L9pQ1a9bQ2trKhQsXsFqtzJgxg8HBQSIjI+nv7yc9PV1kJphMJgwGA263m6SkJCorKxkaGqKnp0d4zP38/ESgsnQ4vRpWq1W0TMTExFBSUkJoaKg4FI+NjYm6TymUs7u7W1gcDQYD7777rpig9/b20tHRQVJSEg6Hg6CgIORyOWFhYfT29pKQkIBer+fcuXNEREQwNjaGx+NBo9GIAF+9Xi+a0q6F1+v9XGXQdfzfQKfTiYmPBKfTib+/v/iexsbGRM6T1WqdECLd0NDA2NgY4eHhQjXjdrtFJXtwcLAgjqRshJqaGlJSUujo6CA0NJSWlhbUajU2mw21Wk1QUJCog5caJ6S8A71eL9opgoOD6enpISwsDJlMhsPhQKfTodVq8fPzE5M4ycL7eZBIaiksMyoqSqiizGYzAQEBBAYGkpGRQVdXF7GxsfT39+N2uzlz5owIuJbWvZGREUZHR2loaKCjo4OUlJTPkCNX59YpFArCw8NRq9U0NTUxOjpKXFycILqbmprEwELKbpEq1fV6PatWrUKhULBixQqsVivDw8PCfit95tjY2M+teJeyfT4PEvnzp6wCEln4t4ampiZee+011Go1Dz30EFFRUTidTp599lkiIiJ46qmnhE22ra2NrKwsMjMzRQ5SfX09fn5+TJs2DblcTmpqKmfOnMHn8zE8PEx2djaAeC/19fWRmJjI6OioINP8/f1RqVTY7XZaW1tRKpUMDQ0xNjaGWq0WmVpS45ukppFy3+RyOe+99x5yuZxp06Zx6NAhfv3rX5OUlITNZuPrX/863d3dFBQUMH36dH70ox8BMHXqVNF+82Xkz7WQ1GFSjlJnZ6cggGpqapg9ezaDg4NERESwaNEiIiIisFqtjI+P09nZKWzQ0dHRQpkkTcbhjy1tV7fhXcd1/CUwMDCA1+udoGaVYLfbv7L654vyqaRBnaR2HRkZEcPhqws9QkNDCQ4OZv78+SQnJ7N9+3ZGRkbIzs6mv79fqPyam5tZsmQJbrebgYEBsR7ZbDZ+/etfk5ycLM4Pvb29orV3dHSUmJgYjh07xrRp09BqtRw5cgSDwSDs+VI2UUdHh8gtstvtoqHxnwUHDx6cQJxJWLRokThvwZX1+tKlS8AVwszhcNDe3k5aWpoYekvW67CwMLq6ujh48CAJCQksW7aMl19+WWSsvf/+++j1elQqFXV1dYIY9Hq9eDwe3nnnHeLj48U75oUXXhBk/MqVK1m1ahUnT57kk08+wePxkJGRQXZ2thA6mM1mduzYwYMPPkhiYiKlpaWcPXuW119/nf3799PT04Ofnx+FhYWkp6fz05/+lODgYLZu3YrBYBA5ellZWZjNZiZNmsQrr7yCyWQiLi5uQgFQeXk5ycnJuFwukdX6z4DrBND/Efr7+0UuzbXMvcvloru7W0yeq6ursdvtTJkyhZCQEAwGAwMDA8THx1NWVoZCoSAmJoZXXnmFgIAAHn30UcbGxqirqyMsLAy73c727du57777MBgMrF+/HqfTSXV1tQiWlqw1ubm5nDt3joqKCpqamkhKShI1tx0dHURERBAYGEhKSgoymYyTJ0+yePFiIQHds2cPN954I7GxsRw7doxPPvmErKwsNmzYQH9/P6dOnaKmpob8/HzefPNNzp49S0VFBd/61rc4deoUp0+fZs+ePcBnJ65hYWGiPWrWrFnU1tYKn7LL5RLBchqNRgScTp48mdTUVIKCgtBqtXR0dOByuWhubiYgIACXyyXq6SVVjjTlHh4eJjw8XJA8SqVShGJLrWtwpVFEepn29fUREhKCzWYTRJJGoyElJYXy8nJiYmK4fPkyg4ODhIeHY7FYCAgIEBJz6fsPCgoS6oP29nYMBgNGo5F//dd/JTw8nJaWFgYHBxkeHmb+/Pls3ryZp556ivDwcPbs2YNKpSI5OZljx44xffp0Qby8++676PV6UlNTuXDhAm+99RaZmZn86Ec/4tChQ6xfv17kEy1atIiioiJ+8pOfYDAYuPHGG9HpdBQVFdHU1MTChQsJDw8XYZldXV289957hISEcPPNN4vDQnBwMHK5XBBs9fX1BAQEkJKSQmJi4oT7PygoCKfTiUKhmECiSPkk4+Pj9PX1kZ+fT3l5uWhGCg4OprW1lZycHIqLi0lNTRWbDLVazaVLl1Cr1cK+kJaWhp+fH5MmTaKrqwuLxUJ8fDz79u1j1apVjI+PExwcTH19PcnJyYKsUqlUuFwuIiIiGB4e/lwCSLpHr+NvB9HR0fT09IjMHGltufp7kuxMV8uuvV4vY2NjxMXFYbFYGBkZEZseKWy5q6tLPP89PT2Eh4dTUVEhyHuVSoVarcbtdmM2m8UhWZqSScSRxWJBr9czODjIpEmTRI5YSkoKJ0+eJCoqCo/HQ0xMDCMjI0RHRzM6OsrAwIB4xr6IlJTy4Hp7e0Uuj8ViEYqg6OhoEXxbU1MjwpzhCgEiqaMk8lqaxjY1NYlQ6GsPFJK9tqenR+QC1dTUoNfrCQwMZPfu3QQHB5OdnY3T6WT27NmEhYWRkZEhJr8LFiygo6NDtKkFBATg8/nIzMwkNDRUKBRramq44447xLN84MAB4Iuzfa7Gn8qJ+Fsjf6Q2lpycHEFA9Pb20tDQID73nDlzRO5eRkYGOTk56HQ6ysrKBHlvNBpZuHChCOx+7733mDp1Ki6Xi6ioKIKCgkQu1vDwsLBwKxQKQVxK1ovo6Gjkcjn9/f34+fmhVqtFo4xEUPb394tnzGAwiI3/ypUrKS4u5gc/+IEg3VeuXInNZqOzs5O33npL5PCtWLGCs2fPCvJnzpw5gpy5uvHmT0FSEDzxxBNs27ZNZHpFRUVhMBhITk6mra2NwMBA1Go1R48eZfr06fT09JCUlITRaBQNM9KQSFKparXaLyyZuI7r+KpwuVyiCe/zcgel6IE/Fz6f7wuHVE6nUzRSut1uMbC02WzExMRw/PhxPB6PyIHs7+8nIyOD7du3097ezsKFCzl//jwqlYrp06ezbds2Zs6cSVNTE/v37yc1NVVkurW1tfHv//7v1NTUUFhYyB/+8AdUKhUfffSRyCuVFDwSoTN79mzR9tjf309PTw/Dw8PMnj2bgIAADh48KNSFf06r8N8jpL2nz+eb8BmvJn8kK/KRI0fEz2QymVD9REZGkpCQQGBgoFDXzpw5E7VaTUBAgAj3Hh8fZ9OmTezbt4+HHnqIG2+8keeee47ly5dTU1NDVVUVfX19zJ8/n7a2NhHYXF1djVKpZMaMGZSUlPC9730PuNLQ+M1vfpPOzk4+/PBDPvroI+bMmUN8fDx6vZ7FixfT0tLCJ598QlFREb/61a8ICgpi27ZtLF68mO985zts27ZNZEbl5eUxODjID3/4Q5YtW8bXvvY1Mahqb2/HZDLR29tLXFwcL730EpMmTRJOAcmtIeWG+vv74+/v/4XZnv+IuE4A/X+EFPQsHTKuzVyAK5vN+vp6ZDIZSqWSwMBAAgMDiYmJETLj3t5ehoaG6OjoEOHBhw8fZv78+URHR4tgXKlN4+TJk/zyl7/E5/Px6aefkpKSgslkIiIiAoPBwNtvv83SpUuxWq2cO3dOtEKNjIygUCj4+te/TnFxMQUFBdTW1jJt2jQyMjLQ6/WUlJQQEhJCZ2cnISEhrF27lpdeeon+/n5WrlyJx+PB7XZTVlYmCIuVK1cKC9fGjRupqKgQ6h/44wZXSqrPycmhrKyM06dP88QTT1BUVMQTTzwh1CoDAwMoFAomTZpEY2OjYKDj4uJwuVyUlJSIZjO5XC6m61OnTiU+Ph673S6UND6fTyTnO51OXC4XcrkcvV4v/MppaWl0dXURExPD8PAwKpVKbH49Ho9oMQgICMDhcIjDo0ql4vDhw6SlpZGZmUlHRweVlZWMjIyQmZmJw+EQjWMqlQqDwUBGRganTp0iIiKCLVu2kJuby9jYmAh2feSRR/D39+e2225j6tSplJeXk5uby7Rp07h06RJWq5Xf/OY32O12Jk2aRGdnJ3FxcezevRuAO+64g+DgYPbs2cOyZctwOp2cOnWK3t5ennrqKZGFsm7dOlpbW4WiISEhQYREezweTpw4QXl5OXfeeaeY4FRVVZGZmcng4CB9fX20t7cTERFBXl4e/v7+Ilzzauh0OvGMGAwGhoaG6O3tpba2lpkzZyKTydDr9SLw/NKlS8THx1NXVycURkeOHGH9+vWcPXuW6dOno9PpmDp1KjabjcTERC5evMiUKVMYGxtDpVLR2dmJTqdDr9dTWlrKT3/6U2pra4mMjKSiokI8D1J9PXx5zo90yLmOvx3IZDK0Wq0IRr76OxoeHiYoKEjUsttsNqFeaW1tJSEhAafTKX5PsocNDw+j1WqxWq1COixZCgMCAoR194477mDXrl309/cTFBREaGgoVVVVLFq0iLCwMD7++GMCAwMF4a/VasUaGBoaOsEOK23cnU6nUNX09PSI6vixsbHPEEBX34vS7w0NDREYGMjw8DAxMTFC+QNXQiCvlkBLxI7UmCYF50tWz48//pjVq1fT3d0tNlF6vV68x+RyucgcGBoaIjY2lsTERBwOB9OmTRNKlPj4eLFxi4iIQKfT4Xa7KS0txefzUVBQwIcffsi8efOIi4tj165drF+/HrlcTlxcHPv37yc5OZnR0VEWLlwo8uz+kTK5pk+fLlQsZWVlLFmyBKvVKpRgGzdu5MiRI0yaNEmE7UdFRTEwMEBTU5MY7EjhmK2trRiNRtGC0tnZSV1dHTfeeKMgJKWKaWki39vbi8FgwG63i8p4yaqXmppKWFgYPT3sG8djAAAgAElEQVQ9xMfHY7PZxEFNo9GgVCo5c+YM0dHRrF27lqNHj/Lwww9TX1/P1KlTWb58ORaLhfLycoaGhnjnnXeIiIgQhQUdHR3iMLxlyxZ+/OMfT7g+V+cxfREiIyOFAuiVV14Rtr277rpL1MoPDw8L+0t/fz8KhYLm5mbRIOlwOLBarRNyfqSWzr81wvA6/n5hsViQyWRfaklxuVxfKd9Megd+3p/T2NgoAv0Bka0ZGRnJ0aNHmTdvHg6Hg5CQEGHB2blzJyUlJcTExNDZ2UlZWRnJyck8//zzokTg9OnThIWFMTg4yIkTJ+jp6RF5oSkpKbz99tvCyhkVFUVDQ4OwWuv1eh566CHa29txOBy8//77tLe3k5WVRXJyMp9++ikmk4nc3FwOHjzI3Llzv7AG/h8BUmTGl+FqK3JhYaFoY5PI+VOnTtHe3k5ISAhbtmwR9u7R0VH27t0r2qU7Ozv53ve+x5o1awS5JkVRnDlzhrvvvpve3l76+/vRarVCPDBjxgzcbjdPP/20OEfecsst5ObmUl5ezgcffIDZbGblypXExcUxc+ZMfD4fe/fu5cUXX+Tmm2/m4MGDfPTRR9TU1LB161aOHz/OSy+9RH5+Pj6fj7y8PHbv3k1raysPPPAAt9xyi8iBlZwEUmPdzp07CQoKIi8vj8zMTEF+SuSPVqsVObz/TLhOAP1/gCR99PPzIzIyUvhfryZ/BgYGRGuVv7+/aCLq6+sjNTWVwMBAEe4sZd9I0zev1ytatyTSwWKxiDC0u+66C7PZLA4qeXl57N27VxAHK1asoL6+XlStv/jiiyiVSubOnUtQUBCdnZ3ceOONFBUV8fDDD4s8lKNHj2I0GoWk8LnnnmPSpEmkpqai1+vZtWsXsbGxXL58GT8/P+bNm0diYiJNTU2sW7eO5ORkESIXGhoqMjqkAGS9Xs/AwADJyclC3i+1N8XGxhIQEMCsWbMYGBgQ9qT4+HgiIyMJDAxkaGhIbAbHx8cJCAggMjJStHNUV1cL60ZQUBBhYWGiRc1sNpOWliY+68DAAG1tbaI9yOPxCOLKaDQKm0hISAgejweLxUJvb6+ocpZIsEWLFomg2K1btzJnzhycTidhYWE4nU6sVitZWVmUlZVRX18vSJD6+npWr17N+fPn6ejoYNmyZRQUFNDe3s7WrVvJysrCbrezePFilixZwooVK0Q+iFKp5O6776auro7Nmzfz29/+ltmzZ7NmzRpqamrYuXMnM2fOFHWd0svTz8+PW265hXPnzrFjxw7S0tLIy8ujtbWVu+66i+zsbKqqqnjvvfcYGRnBaDSiVqvFBsJut/Ppp58KVcL69etRKpVotVoOHDiARqNBp9OJ8EwJTqeTkZERfD4fQUFByGQy0tLSUCqVVFZWYjQaOXv2LIWFhTz55JPI5XIxhTh+/Lg4/Fy4cAGtVivac6S2vJGRETZt2kRXV5dQhHR0dGAwGNBqtZhMJo4fP45Op6Ozs5P58+eLgy1csQJKh9zr+PtBUFAQzc3NonI6Li4OuPJ9Skq//v5+oqKi8Hq9WCwWQfr6+fkJNZukaLh06RJLly4VLXcAHR0dohJVqteVCIqLFy+ybt06goOD6e3tZXh4mLi4OAICAmhubiYxMRGTycShQ4eYMWOG2DAHBQWJOntJrXL18xIeHi7at+Ry+WcIyGvJD6l5pa+vD7fbTWBg4ISwbIPBQG9vr/icNptNKIyk8GeJfPLz8xMZdFK+lxQefPToUdGQKIXphoaG0tHRIayvLpdL5Ct1d3dTXV3NiRMnmDJlCmFhYaId6vz585jNZmHL9fl8LF68mPHxcVHTnZeXJ6bQCoVCrAelpaV/khT4S0PKJvpLYt68eZSVlYn34vr16zGbzaSmpvLGG29w1113UVlZyZo1a9i0aZOwq1ZWVoqcDK1WS0FBgWhDnDVrFuPj43g8Hux2uyC6R0dHSUxMpKurS7zzvF4vg4ODhISEMDIyQnBwsHjXKRQKUlJScDgcuN1uwsPDaWpqwmq1kpCQQHh4OOXl5eh0OtauXcvevXu5//77aW9vZ9KkSdx8880EBASIJqGDBw/S0tJCQUEBISEh1NbWYrFYyM/Px+PxUFdXx49//GOR47Rq1So6OzsFOfZluLo5SCpPkFQ7Go1GvPMldZ/H4yE6OprS0lLuv/9+sS+TVE+AyNiCz7aTXcd1fFVINku9Xv+lzV5fFuT8eZBy7a4dUI2NjdHb24tOp8NsNguXgaQC0uv1zJ8/n6CgIC5evEhcXByffPIJ+/fvR6lU8s1vfpO+vj5sNhuFhYUMDQ0RExOD1+uloqKCqKgojh49yunTp5HJZCQlJZGamiry3eAKAZWbm8vw8LBQ67a2tuJyuXjhhRcIDAwkLi6OqKgoMjIyuHjxIjU1NaJs5L//+7+56aabxCD5HxnXvl+kNk6pfdDf35+lS5dSUFCAz+dDqVTS2trK/v37OXXqFJmZmaxatYqenh5qa2uZN2+eyHVdunSpKNMpKCjg+9//viDyFQoFJ0+eJDQ0lBUrVtDZ2YlMJqOhoUHESuh0Ok6ePElwcDCNjY0kJCTw3HPP0dLSwqFDhzhw4ABr165FpVKRmprKggULOHz4MP/xH/8BwB/+8Ae0Wi0//OEPWbduHXfccQcvvvgi9fX1LFmyhPHxcWJiYvjxj39Meno6Tz/9NLNnzxYNplL5UEBAgDg3trW18e1vf5uEhARxzSoqKkhMTCQoKIju7u5/mtyfq3GdAPorQkpLv7rRa2BgALVaLTbLFosFr9fL8PCwyHtRKBRCbi9J0+RyOefOnaOpqYn8/HwuXLjAwMCACFAsLCzE6XRy8eJFmpqa0Ov1OBwOIXVrb28XG/9HHnmErKwsnn32WW6//XYmT55MZ2cnu3fv5uLFi6Snp5OUlMTo6CizZs2ivb2dyspKHn74YWprayktLWVsbIyIiAjee+89UQ957733YrFY8Pl82O12MjIy0Gg05ObmEh8fL/JzNm3aRFZWlgj5jIuLo7q6WrwUpA2apLaQ1Crz5s3DZDKRnJzMyMgICQkJNDY2UlhYSElJCa2trULKrVKp8Pf3JyoqiuDgYMbGxsjNzcXn84k6WoPBQF1dHSEhIURGRmKz2YiKisLtdgtFjjQJGR0dxeVyMXv2bPH9hoaGMjo6KoLrtFotSqUSj8dDaWkp8+bNExavxsZGFixYQHh4OD09Pbz++uvk5+dTUlLCunXr+PjjjwkKCgIQi/KcOXNETlFSUhJ79uxh3759PPzww7S2tnL48GGOHTtGamoqVquV2NhY7HY7K1asAK681L1eLytWrKC9vR2NRsPOnTt55plnxAHAYDDw05/+lEmTJvGHP/yBN998k40bNxISEoLD4eC1115j0qRJPPPMM/T19ZGSkkJ+fj5PP/20sGGEhoayZMkSsrOz0ev1FBcXI5PJaG5uFkSO0WikuLgYn89HaWmpuM+lhi5JHSCpcjwej5hSNTQ0sGzZMgYGBkSDjdlspqysDH9/f9LT08VmXMqcaGxsFPay+vp6RkdHCQoKwmw2C1JRqiSeOXMm7e3tFBcXM3v2bPH36e7uxmq1Eh4ePmGTNTIygsFg+FyrzXX8bSMqKorW1laioqI+Q5JIyr+oqCj8/Pzw+XxCNaTVakVtvM/nE3J8af3wer1C9ScdIKV7zmq1kpOTIzLUbrnlFnp7e8WanJycTFdXl5h+Njc309/fz5IlS2hoaCA/Px+bzYZWqxWS72tJnaioKEpKSsjKyvrSfAcJ/v7+REdHMzg4KFr9JFtYWFiYsHhZrVYROno1+vv7xTtGo9EIUjwyMlIcitVqNfHx8TQ0NNDZ2UlUVJQgqCorK6mtreW9995j8uTJBAcHc+TIEaKiovj+978v6r8PHTpETEwM6enpBAQEEBsbS2VlJY888gjLly/H5/PR2NhIX18fM2bMICcnh9LSUmFlu+OOO1i2bBlNTU1s27ZNkFrX1rOHh4eTnJxMcXHxV7qfJKXWtfhLkT9yuVwoYU+ePIlSqRQk4KRJk4iNjeX9999nxYoVlJSUsGXLFgoLCzl27BhJSUlYLBacTifR0dH09fXR2NgosvoOHDggig9GR0fp6ekhODiY+Ph4FAoFxcXFuN1uUlNTMZvNhIWFoVar8Xq9gniRyCKPxyP2HV6vl5KSEnQ6HXFxceIAOW/ePM6ePcttt90mrGXSvsXhcIjWt7NnzxIXF8fGjRu5ePEiQUFBzJo1i127dlFUVCQsl06nk/vuu4+2tjYOHjz4lSufpcYxl8sl3h9er5fo6GhhU5dIS0kZodFoaG5uFgoIQBRAqFQqYQG/juv4n0JqAf68rJ+r4fV68Xq9Xxjk/Hno7+//TFaQx+Ohu7sbm80mhnhut5va2lq6urpYunQpCoVCPKMAH3/8MQMDAxQUFLBhwwb0ej2///3vhU3fZrORk5MjCkmOHTvG6dOnWblyJX5+fuTm5nL8+HHx3KWnp2MwGEQ7ZGFhITqdjqysLI4fP86ZM2cwmUy0tLSINTo4OFg4FSQS++DBg1/xav99Qnq/SDlkV6sO77rrLtHgZjabUSgUPPDAA+Lf33nnnYSFhTE0NCQq07ds2UJkZKQg02644QbWrFlDUFCQUAcPDQ1x+fJlDAYD4+PjwrFw+PBhOjs7cTqdlJeXs3z5cpqamoRTQ8pC/fnPf05QUBC/+MUvaGhowGQykZGRwdatWzly5AiPPvooc+fOpba2llOnTvHUU0+hUqn47ne/i0qlYv369ajVakpLS/noo4+47bbb2LBhA6GhoSIfS2pSdrlc1NTUIJPJ2LdvH7/4xS8mrMuVlZUkJCSg0+k+0978z4TrBNBfAVK1tlKpnLDYSv55qQ5V2ny1tbWhVCrJzc0VTKvBYKCtrQ1/f3+Cg4M5cOAAERERIlRNmpimpaVx55138pOf/ASZTEZqaioqlYozZ84I25ifnx+rVq1i27ZtDA4Ocvvtt/PSSy+RlZVFSUkJly9fRqPRMDY2RmZmpsgXSExMxGaziWnvq6++Sl5eHnl5eVRUVODz+Zg8eTKxsbH4fD5CQ0OxWCx8+umnbN68mdjYWGGbaGlpYcGCBeh0OhH66XA42LFjBykpKRgMBnJycvjlL39Jfn7+hFpDCSdOnOCee+7h3LlzPPHEEwQGBorQstLSUqxWK0lJSUI9JYUPV1VViReaNG3OyMgQBJrT6SQmJgafzyc+lzTp9Hg82Gw2XC4XcXFxon5Z8hh7vV6amprIyckRIcEVFRVCtdXW1iYOCO3t7bz55pucO3dOXFtpo52VlSUC01577TV8Ph+7du0SC5nZbOaBBx7AarXy/vvvi+pzyQsdGBjI4OAge/bsISYmBpVKhUwm46abbuLSpUtMmTKFEydOEBoaSkNDA3K5nKamJkJDQ8XfyeFwCCvgvn37xOQ3LS2Njz76iJycHHbs2CGm7M3NzWzfvp2pU6cil8s5ePAg6enpQkkRHh7O6tWrCQsLo62tTTwTM2fOpLW1lblz59LR0UFfXx92ux273S6IFpvNxtjYmPCLNzU1MT4+TlZWFmNjY0ybNo3GxkZUKhVwJdOhpqYGj8cjDnKSxVI6LFdUVBAfH4/VasXf35+wsDBh5dHpdJw9e5ZvfetbYlNVVFSE0WgUh+nBwUFxSP4y/DO+SP6eIAUwR0ZGYrfbUavVmM1mcaiU1iy4YodSKBRC/dXb20taWhptbW3ExMTQ399PSkqKUF7q9XqRA3Tp0iXRaCgR4AMDAyJsEf7YDCbdW3V1dRMswhcvXmT69OnCenYt8WO328VBND4+nq6urq/kYZeUl2VlZSQkJBAQEMDQ0BA6nU4og3w+nyDlJVWhpDZSqVQ0NjYSEBAgmv8kclej0RAZGYnX6+Xw4cP4+/vj8Xhob2/H7XaTnZ1Nbm4u9fX19PX1ERkZiVKppLa2lilTplBbW4vJZBIH9M7OThobG4mPjyc/P1/kupWXl2M0Gvnkk084ceIE/v7+wrq6e/duQWLMnj2bY8eOfWHD1//EunMt+fNlzWJ/DjQaDTk5OZw5cwZAkD9whfRzOp3ceuutvPfeewwNDdHe3o5erycxMZHNmzdz8eJF3njjDbFhDwwMRKPRUFpaip+fHxs2bCAhIUGEXup0Otra2mhsbCQlJYW4uDh6eno4c+YMSUlJKJVK6urqyM7ORqPRCKt3ZGSkaEGUQvql4P/Q0FBUKhVmsxmXy8WMGTO4cOECP/jBD2hqaqKuro5bbrkFl8slVGdvvvkmVquV6Ohokdnn5+fHlClTOHPmDCdPnuSmm25i3759REREcPvtt+PxePjggw/EMMfpdLJmzRqio6N54YUXvvAah4aGYjKZaGtro7a2locffpiamhp0Oh3BwcHioJOWlib+HpcuXeK+++4Tz9fVAwGLxSKsX9Jzcx3X8VUhESwGg+HPInUkReSfC7fb/Zk/1+v1UlVVhU6nE3vWnp4eOjs7aW9v54477hDZMW63G7fbjcPhEFbJjRs34vF42LNnD5WVlYIcXbp0Kb///e9ZuHAhXV1dqNVqHn/8cSorK8nLy2P79u1s3LiRtrY2jEYjM2bM4Oc//zlz586lq6uL7u5u+vv7+fjjj1mwYAG33HILe/bsoaGhgXnz5lFVVSWGHZKlOTIy8jNNj//okHLPtm7dKspkpDXq9OnT1NXVid+dOnUqaWlp2O12lEolbrebDRs2APBv//Zv9PX1UVhYyLx58wgPD6esrEwQ4NIAx2g04vF4KC4u5uzZsyiVSkwmk6hv37BhA88//zwLFy7kX/7lX8Tw+4UXXuAHP/gBXq8Xq9XKokWLuHz5MrfddhsBAQG89NJLuN1uDh8+jMFg4Lvf/S5Op5M77riDJUuWsGTJEjo6Ovjwww8xGAz85Cc/Yfr06Xg8HlGAJJUNWK1WAgMDRWvkr371qwmV7pWVlUyaNAmdTieiRv5ZSfvrBNBfGFL+izQFloIPh4aGsFqtREVFidrdtrY2+vv7SUhIQK1Wi2q8jIwMOjs7UavV1NfXU1FRQUFBgZgCu1wuzGYzGo2GwcFBtm7dysqVKzEajRw8eJDz589z9913k56eTkdHB52dnaLRC+DQoUOivn3Hjh2CjJo3bx4333wz7e3tdHd3s2PHDo4dO8aSJUv49re/TXZ2Nm+++SYajYbJkyejVqvRarU4HA7hiTeZTCxZsoTGxkaqq6vFAeOee+4RhxcpWLWmpobHH38cuVxOc3MzoaGhRERETJg2S3J3CR999JHIhTh9+jRGo5G6ujp6enoYGBhgxYoVGI1GsTkdHh5m2rRpIkdDqjUuLy/HZDKJQNO+vj4hY5cWqaamJuRyubDfSRPClpYWZDKZ8DzPnz9fZCH5fD5hM6uoqMBoNApPqmT50Ol05Ofn88YbbxAZGcnUqVPRarX09PSwfft2cVCUAtsAnnjiCd59990JNccrV64kJSWF7du3ExMTw6effkpBQQFnz54FrmQdvPDCC6xbtw6r1cptt93GkiVLxLVfvnw5mzdvJj4+nsDAQPLy8jh16tSEA9Lw8DBms5nIyEjOnDnD9OnTGRkZ4a233gLgG9/4BqGhoRgMBvz9/RkcHCQhIUGovqKjo3G5XCIMFxBND+Xl5fj7+4vDsZTDEhwczMDAAA6Hg66uLhYvXiyuT2hoKGazWTwvOp2O5uZm8vLyqK2tRafToVarKSsrE7YY6fAuqTOio6NpbGwUTUpms1mQAnFxcUJ6XVFRwfr168UBWyIDv8z6NTQ0JMiD6/jbg1qtJjAwkMrKSuLi4rDb7URERGC325HJZKIZIygoSGQSBAQEiI2GRHRLE6wzZ87Q1tZGSkoKTU1NmEwmUVNrNpspKSkhJSUFlUpFeno6bW1tvPTSS0RERIgKbLhyiNZqtVgsFpKSkigtLWXhwoUYjUbOnz8v1H0ymYyxsTGxvjmdTmHLCgsLw+PxMDw8LJrG4E8TkgEBAUyZMgWLxYK/vz9Op5OAgADxvEqqGX9/f2HtlDZMEvEjPZdjY2PConx1HtumTZsEwZKUlCRsCH19fbhcLhHmKL0P/fz8WLBgAUePHiUsLAytVovBYCAiIoLk5GQyMzOJiIhAqVTS39/PBx98gM/nY/ny5WzatIlz586xb98+Nm7cSGVlJTabjYaGBqZOncrQ0BCtra2Mj4+Tk5NDdnY2WVlZHDhwgMOHDxMXF8fg4CBarZahoSFWr15NVVXVZ2rYk5KSsFqtE+xl/1Pyx2AwcPPNN9Pb20tRUdHn/o5MJmPLli28+eabeL1eduzYQWhoKE8++SQOh4P9+/djNpuZP38+DocDj8cjFI+FhYWkpKTQ1dUlBhdOp5NLly6h0WiYN28ecrlc2EBmzZpFR0cHPT09zJ07l4GBAdGceLXysbu7m7a2NlQqFUajkaCgIFEuER8fT1NTE59++ilnzpzhwoULJCQkMGPGDA4cOMCaNWt4++23cTqdTJ48Gb1ej91uZ/bs2bS0tHD06FE0Gg0mk4mmpiba2trYsmULNpuNN954Q+wLVCoVq1atErYZqe2zs7MTuFL93tLSIoYkMTExdHd3Y7fbWbRoEePj48yYMYORkRFSU1MpLi7G6XSKA0JxcTGLFi3CYrHgcrkm5P5IxLHZbBYK4Ou4jq8KSVn6p1Q/EiQy56sMmwYGBiYMpK9eE/v7+7HZbMJ+r1QqWbRoETKZTBQAeL1e1Go1nZ2ddHZ2kpmZicfjYf/+/Rw7dgyZTIbVaiUyMpLq6moyMzPFQHTv3r0i2Lm4uJhnn32WS5cu0dLSQmRkJA8//DB33HEH7e3tImS6sLCQxYsXc+rUKSoqKpgyZYqIeJBI6FmzZol3VXBwMP/5n/9Jc3PzV77+XwYpI+9/A2lfcTWuzqaLiIggKytLtDN+Vfzwhz8EEFEdV+/hCwsLycvLw2Qyiffuc889R19fH4899pgY/CxdupTZs2dTXV1NaWkpISEhBAYGYrFYSE5Oxu12097eztmzZ7lw4QL3338/9957LwDf+973OHXqFM8//zyPPvooNpsNk8nEI488wpw5c/jZz35GW1sbkydPJiEhgddee439+/ezefNmYcNVq9WYTCaysrIoLS3lscce45lnniE7O5vf/OY3OBwOFi1axPr16zEYDLhcLuHiGB8fp6enR5RnvPTSS8yfP5+NGzcK8sfn81FVVUV8fLxobbRYLP+U1i8J1wmgvzAkS4yEsbExOjo6hHrB6XRit9s5efIkkydPJjw8HIfDQWNjI6Ghofh8PlpaWkTN8IkTJ4iKihJ2gdLSUgIDA8nMzEShUFBUVMSjjz7K+Pg4u3btwmQysWzZMhoaGjh8+DCRkZH09vZy5swZ1q9fL0KKCwsLOXv2LPX19WzZsoXly5eLADCHw8HPf/5zAGEXevXVV6msrGTWrFlkZ2czMDBAZ2cncrmczMxMEhMT8Xq9JCUl0d7eTlhYGEqlkoKCAgwGg3ipWCwWiouLkcvlzJ8/n56eHqHAycvLY2RkhJqaGnH9rp1YDAwMsGjRIpHZk56ezurVq7Hb7SKgVJoCeDweYblra2sjPT1dHEhycnKwWCxC0mqxWLDZbMTGxjI+Pk5ISAhz584VExK1Wk1lZaXw2o6Pj1NVVYVKpaKoqAilUkl1dTWRkZG0trai1WrR6XRUVVVRXl7OlClTOH36NHq9nsLCQnbt2iUCWfft24fJZOLkyZOUl5cLm9jDDz9MY2Mj3d3dVFVVCfURwObNm9FoNHzwwQeiAesb3/gGu3btYsOGDcIq0dDQILIVent7Wbt27WemJBKpdPz48Qk/j4qKYnh4GH9/f4aGhigsLOS1117D6XSyevVqMjMzRSCuy+Vi9erV9Pf3C+tZXV0dZrMZvV6PTCab0KgmtadIgZ9ut1uE5/b29ooqyNbWVqZPn057e7vISgoICKClpQWFQiEOyFJzXkJCAhqNBq1Wi8/nw8/Pj8uXL+Pz+TCZTOKwIQUebtiwgb1796JSqUTzkUajwWKxYLFYRD391fiyTZfL5RIvl+v424Nk6TIajdTX1xMdHf25GTlDQ0MEBweLwEWJJJaUPh6Ph7CwMIKDg/H5fBw8eFCs3zabDblcjlqtZvLkyXR0dIi6bL1eLzzyt956KwqFgnnz5vHss89is9lQqVTk5+dz9OhRYmNjmTp1KseOHSM5OZmGhgYKCgrElBgmWsGk5yc6OprLly+Tk5PzZ1+XwMBAgoKCRO5WQ0MDCQkJBAcHo9frxUE3IiKC3t5eEQwcHByM3W4Hrgw/1Gq1CH6XyWTid6qrq4Uq0GKxiBYplUpFbm4uDQ0NdHd3ExAQwNjYGE1NTbhcLtLT0+nr6xNEcUBAAOfOnaOmpobu7m7mzJnD4OAgM2bMQK/X09DQwMsvv4zBYBAZNmFhYRiNRu6++26OHTvG1KlTaW5uRq1W8/TTTzNr1iwGBwdFdtPly5dxuVzExsYyODjI22+//bnXTDpoXB08LJGGXwaTyYRer6eoqEiEemdnZ3P+/HmqqqqESnVsbIxVq1aJ6mS32y3aXeLi4oiNjWXJkiUcOHCAvr4+lEolkydPxuFw0NzcTFpaGiEhIeTn5xMcHCwaqkZHR9FoNNjtduLi4vD5fLhcrgl2L2m4Mm/ePOrr64mLiyM+Pn7C56iurubs2bNERkYSHBxMREQEZWVlGAwGBgcHKSoqorS0lKamJlQqFRs3bqS4uBidTsfg4CC/+93viIiIYGxsTNzXe/fu5ciRI6SlpQmVzfDwMHPnzkWj0bBjxw6sVis6nY5Vq1YRHh5OUlISarWa/fv3ExISQn19Pbm5uYIAWr58OefPnycxMZHXX39d3IMSkVhbW8uyZcsYGxujtLRUWPZtNpuo15aaPWNiYsT6b7fbUSgUImtJIkyv4zq+KkZHR7+SmudaMudPwc8X0ywAACAASURBVOVyiSwhl8vF4OAgNpuN6dOnU1FRIbI1x8bGiIqKwuFwCOVzfX29aMTdu3cvcrmc1atX09XVRV9fH/v27SMuLo7S0lLS0tJYs2YNJSUlHDlyhOrqanp7e/nZz37GnDlzOH36tGgcbGtrE/XyOTk5opxj3bp1dHZ2cvLkSd58803CwsJITU3Fz8+PRYsWiXyikpISbr75ZmFD3rdv31+c/AH+1+QPXFF3ZWdno1arBcF/9bu7r6+Pc+fOMTw8LH72ebXuEpRKJWvWrMHhcDA6OkpfXx86nY5Dhw4BsH79elauXIlW+//Ye/O4Nst0//+dsAVCgBAgQFjCvpeWUoptKd20tdVWnbHWfZxNPeromRn9OY6zOs720qMzc3Sc0dE6rbVqF1uXbra1dKELlE32fQ2QELJAFkLI94/63Ke41vM7s53j9VcLyRMCT57nvq/r83l/QomLi6OmpoaBgQF27drFxMSEQH8EBASIoJSL93+5ubn09/eLobzVauUPf/gD/v7+lJWVcfjwYb7+9a/zi1/8AqvVyq9//WtiYmJEQ+jMmTNs3ryZZ599lgMHDqBQKFi2bBljY2M8/vjjGAwGfv3rX+Pz+aisrGTNmjXY7Xbmz5/PAw88wOjoKAcOHBAJ0StXrmTZsmUUFxcTGhoqnDH19fVMTk5itVqZO3cutbW17N+/n3vuuYfIyEhxDs/MzNDS0kJiYqIQGFyc3vx/tb5sAP2NSrINSWBgSTUwOTlJUFAQa9asEbycqakpcnNz8fPzE5uLkZERent72bBhA1NTU5w7d05YACR2UGxsLIsXL2br1q0iYePFF18UKhibzcbRo0cpLi4WssmGhgbuvvtuWltb8Xg8PPLII/j5+eFyuaiqquKdd95Br9fz0EMPodVqOXbsGHv37iUjI4OFCxdis9k4cOAAS5cu5dZbbxUpSgkJCcLKY7fbSUlJ4cYbb2R8fByLxcLo6Cgmk4nR0VF0Oh1XXnml4A5IHvsdO3Ywd+5cIX+H/yLef+UrX2Hnzp0iRtzhcFBaWorJZKK5uZmZmRmSkpKE/UJ6bmho6CxWgVwuZ3JyUkzOfT4fAwMD2O12sanJzc3FarXS19eHxWIhKiqK3t5e9Ho9Z86cEROByclJoqOjSU5OFvHg3d3d5Ofnk5eXR2trK8nJyYSGhnL8+HF0Oh1jY2Ps2rVLxL53dHRQVlZGZ2cnV199NT09PSQlJeF2u9m+fTtJSUnU1NRgMpnEZiwqKoqioiIeffRRbDYbd955J729vbS2tqJSqXj33XeZP38+crmcO+64g97eXvr6+picnOQrX/kKk5OTDA0NUVFRwaJFi0hOTubVV18Vv3MpmctkMnHjjTcSEBCAXC7nmWeeISQkhLKyMoaHh5k7dy52u52kpCTa2towmUyiqfnqq6+yePFiiouLmZqawt/fH7vdjtlsRiaTCch2WloacXFxghuRnJyMw+EgKCiImpoaxsfHcTqdjI+Po9Vq6evrQ6PR4HK5MBqNzMzMiE3LzMwMYWFhgmURHx8vrGNqtZrz588zf/588vLyaGpqIjg4GJPJhFqt5uTJkyxatEhMoY1GI2lpaR+LSpUaPJ+3yfuy/rkrMjJSbPQlyy0goOmSnQMuNISmp6eRy+XExsbS09MjLEZpaWlUVVUxNjaGXq8nKChIAPWzs7Npbm4mNDSUmZkZcb2RyWRCZdLZ2UlWVhYul4uJiQlMJhPZ2dnk5ubS2tpKdnY2oaGhwgopydwvjnu/GPqs0WgwGAyiiRwbG3vJCVgqlUqAHufMmUNLSwtOp/Nj8uiJiQnCwsKQy+UMDAyIz4J03ZVguhkZGcTFxaFUKnE4HMKWKx3D5XIxOTlJa2urSDyLiYnBz8+PRYsWMTw8LBLAJJaaQqGgvLwcn89HSUkJWVlZojElk8nIz89nzZo1KBQKvF4vnZ2dHDhwAJVKxY4dO+jr6+PFF18Ufz+Av/71r5/IjzEajZ9qR764LlYAXXxdkMvlIjL94ro4mj43N5eWlhampqbo7+/n5ptvRqfT8fvf/x64wGpqaWnBZDJRVFTEr371KwAxuPj5z3/OTTfdRGRkJKmpqeJc27Bhgwg+iIyMxO12i3Pw6NGj5ObmEhkZiVwuJzIykoCAAMLDw6mtraW3t5fy8nJMJhP9/f0UFhbOanrb7XaRyrl8+XJSUlLo7e3l4MGDgr108OBBRkZG0Ol0JCUloVQqMRqNNDU10dHRQWBgIMHBwdx00034fD4efvhhkfij0Wiw2+3IZDK0Wi0xMTHs2LEDp9NJamoqpaWllJSUEBsbK+7lXV1dgks4PDw8y6IVEhKC2WwWnwPJcp+UlCT4IVI0dnd3N4WFhXg8HnHfkX4/0dHRsz5zkoU7JCRERAp/WV/WFy2n0/mFlGMXq5ovtSwWi2jeBwYG4vV6iYqKorGxkZiYGHF/S0lJwWq1EhISgp+fH+fPn6e6upqlS5eK50jptyMjI2zZsgWtVoterycuLg6n08lzzz0nmqwhISH89re/pb6+njfffJO8vDz6+/vp6uqiv78fl8vFBx98QElJCZmZmWg0Gp5//nmKi4upq6ujpKSEjRs3itCGo0ePYjabBZg9JSWFnp4ezGYzQUFBLFmyhBMnTnzRP8Hfperr6z/z+xc3f2A2TH7OnDn4fD4KCgowGAy43W6OHTuGwWCY9Zwrr7ySBQsWkJiYiL+/P/39/ezYsYM333yThIQE7rnnHsLCwnA4HKSkpFBcXMz4+DhHjx5lenqajIwMAQRPTk5mamqKd999l4qKCtauXUtlZSV33XUXK1eu5Ec/+hGPPvooHR0dXHfddWg0GsbGxnjxxRfZsGEDixcvprm5mfvuuw+DwcD+/fsF6/Waa65heHgYh8MhHApGo5HbbruNa6+9lquvvponn3yS9vZ2vvvd75KSksK8efPwer2oVCo8Hg/V1dVYrVYUCgU5OTm8/PLLaDQafvzjH4t7HVxYa0gJX1LzRxIkfBF+1v/Gkv0j4lGLi4t9VVVVf/fX/VuX1+sVsY3SNHVyclKwaMxms5DVAaJzK0W9S8yYzs5OrFYr5eXlAtAmeewbGhqYM2cOCQkJNDQ0iCnqK6+8gtfrZdOmTQwPD1NVVSV4LNXV1UxPT4tu8Pj4OG63m9tuu43x8XGOHTvGyMgIfn5+pKWlcf78eXHxkSCkAHl5eUJ1ERkZSV9fH0FBQYSEhNDe3k5SUhLHjh3jzjvvRKlUMjQ0hMViISQkhOjoaFpbW7nsssswm83i64GBgWzdupXR0VG+853v8Je//IVdu3YxOjo6i68gsRVuvPFGJicnycjIYPHixVRXV3Pfffexc+dOIiIi0Ol0lJeXi6mx1Ck+ffo0SqVSTD/hgkJoenoak8mEXq8XdrPBwUGUSiVOp5OhoSGxMPb39xfpA1lZWYK3NDMzw5tvvklERAQymYzW1lbkcjnT09OioSfZJmQyGd/4xjd48803OXfuHKdOnWLhwoW4XC7i4uKEMsZiseD1elm6dClbt26lpqYGgB/+8Ic8++yzYtNRXFyM0+mksbGR8vJy3G63mDBs2rSJqKgooqKimJ6eZseOHcJm0t3dLS7Yn1TR0dEUFRURGhrKzp07gQuWh1WrVokFseTPnp6eJisri6VLl9Lc3Exvby9Llixh27ZtjI+Ps2bNGtRqNQaDgfz8fNLS0oiJiaG3t1cAxD0eD+Pj4yLhpbi4GJ1Ox5/+9CdWrFghFuJwYcFUV1dHcHAwjY2N3HLLLRw5coTo6GhsNhs2mw2FQiGUCQ0NDSLNLi8vD5VKRVhYGHa7XSRL/PjHP+axxx4jJydHnDu7du3i3nvvJTU1FfgvToiUcvZJ04NP+/oXKZlMVu3z+Yr/fx1k9vHWAL8D/IAXfD7frz/y/SDgr8B8YAy4wefz9Xz4vR8A3wC8wHd8Pt+BzzqmTCZLAbYDkcB54Fafzzf1Wa/xafW3uk9If6MjR46Qn5+P1+sVMmCp2SBZbd1uNzExMUL909vbKxoRMzMzRERE0N7eTnt7u2gYVldXs3LlSmQyGUePHuXEiRPceuut9PX1ieva6dOnWb9+PSqVisTERF544QUKCwsFY8ftdjM4OMimTZs4evQoMzMzhIaGCqaW1Azy+Xwfgz5LyUwOh0NMy75IYp3BYBDT5eHhYRE1n5CQMMtLf3FNTEwItoDUhHW73fT395OdnS2avpKdtqWlhfj4eCIjI4VN2u12i/ufWq0W12O1Ws3p06dJTEykr69PWGY7OzsZGRmhsLAQq9XK9PS02NBXV1ejVCrp7e0lNTUVf39/YmJicDgcTE5OUltbS1hYGO+///5//0T6SF2K+kcqjUaDw+Fgx44drFu3Dq1WS1paGosXLxYg1DfffHPWczZt2iTUSGvXruX48eMUFxeTkZGBWq0W6ZtFRUU8//zzZGdnM2fOHMGmMplMdHV1kZubS35+Ph6Ph7Nnz1JWVobRaKSjo4P4+Himpqaw2WzieFLZbDZ6enro6upCp9ORkZHB6Ogohw4dIjExEZvNxqFDhxgaGqKgoEDA9Kenp9m2bZtQLUgR7hMTE7zwwguYTCYWLFiA1WpFpVIxMjIiGohvv/02NpuNhQsXotVqKSwsJDExUWxeR0ZG8Hg8BAQEoNFoqKys5Prrryc9PZ0VK1awcOFCUlNTGRgYEEDayspKioqKSEhI4IorruDQoUPExMQIJZmkylqwYAEjIyOMjY2xevXqWQMBibMhWcj/EfXlfeJC/avvJz4tlv3TSrr2X2pdvM+Ijo6mra0NlUqFv7+/SOvyer3C7qNQKDAYDCgUCqqrqwWQ+cyZM2Lw0N/fz549e1i7di1w4fofFBTEvffeyy9/+UuMRiMvvPACubm5aDQalixZwsKFC3niiSc4ffo04+PjBAQEsHz5clpaWli9ejXR0dHo9XqhxJMSNWNjY1EqlZSVldHT04NKpcLpdFJVVUVwcDDnzp0jKiqKpqYmGhsbZ6ET/lUrOjqatLQ0kpOTOXjwoLCu2mw2ysrKmJiYIDIykvT0dNxuN6tWrRINDpVKRWVlJZs3b+bMmTOsXr2axx57DKPRyOnTp1m4cCHZ2dn09vZSV1eHwWAQzhWn00lWVhYTExNYLBbOnj2L1WplZGSEM2fOEBkZybXXXsvIyAjPPfccoaGh3HrrrchkMqEIveGGGzh79iw/+tGPiIyMpLKykurqasLDw4Wd2+VykZubK5Lmjh07RmxsLKWlpfj7+/OrX/2K+fPnc8899zA9Pc2CBQtwOp3ExsYyPDzM6dOnUavVIqX19ddf59vf/rYImggKCiIsLIzR0VG8Xi8KhWJWSqOEtfi/UJ91n/i/3f76Hyq73Y7T6UQul4sLudvtxmaziYWFpPiQymaz4fF4SEpKAhDx7pIs7aqrrmJwcFBYeNLS0gSDxW63895775GTk0N4eDibN2/G5XLxla98RXjdY2Ji6O7uJjg4mNDQUPbs2UNwcDBLliyhqamJ9evX88wzz9DS0sKqVau45pprePfdd2lqakKhUFBZWcm6detQq9UUFBSgUChIS0sjPT0du91OU1MTWVlZ2O123G43Wq0Wh8PBE088wdjYGOfPnyc7O5v09HQ6Ozs5efKkUOycPXuW9PR0Tp8+zZtvvonX62XFihUcOXKEyspKBgYGZv1+pQ89XJieqtVqoqOjee2117jsssvEBFlazJ86dYqAgABhyejv7ycsLIysrCyh3rDZbEKCKkWESx14h8MhmlSJiYmcP3+egoIC6uvr6e3tJTIykpycHKKiohgdHaWyshKTySRsH3q9nqeffpoFCxaIhltJSYmwSPzmN79hz549zJs3T/zuIiMj8Xg8HDhwgI0bN1JVVYXVaqWpqUnEZP7bv/0bf/nLXxgfH0ev15OSkoLdbqe3t5cHHniAM2fOcPr0aVJSUrj22muFIuG3v/0tnZ2dhIeHk5ycLGSyn9T8kSaunZ2ddHd309bWhkwmY8OGDSxfvhy3280777yDz+dj2bJlTE5Osnr1arZv305raytxcXGEhITw9ttvi585MjKSnp4e8vLyGBsbE1ypiIgInE4nMzMzWK1WAXqVNo2bN28WsLrh4WFGR0dJTk6mubkZf39/CgsLOXHihEi5kXhFcXFxIpUmMTERl8uFy+UiMDCQjIwM6urqSExMxM/PT0RhSxuImZkZHA4He/bsYdOmTeIzK4FxjUYjLpfrU0Gf/2wAaJlM5gc8A1wODADnZDLZXp/P13TRw74BjPt8vnSZTLYJ+A1wg0wmywU2AXlAPPCeTCbL/PA5n3bM3wBP+Xy+7TKZ7LkPj/3HT3uNv+27/+SSos0zMjIYHx8XzVf4L1++QqEQNjCr1QpcsPo0NTWhVCoFANrlchEVFcX27dtZs2aNiKGWyWR4PB7CwsJQKpUMDw9TWlrKk08+SWhoKEqlkunpaSwWC5mZmeK6JKkO8vPzGRoaYmZmhhUrVghbk6Rak0DMnzQJlq5DdrtdWK2+SMXGxoqJmUajEX7+pqYmIiMjiYmJ+ZgyLjQ0VCzsRkdHsdlsZGVliQY5ICZyCoWC0tJSQkNDaW9vJyQkhKmpKXJyckhJSSE9PV3YT/v6+tDr9YyMjHD99ddTV1eHzWYT6X8S96ugoEBMtqVpd0lJCdXV1RQVFQm7bXd3Nw6Hg7S0NJHsGBoayqJFi5iammJsbIy6ujrGxsYYHx+nqKjoE5NlMjIy0Gg0otkusaVyc3OpqamhsLBQqB7b2trQ6XR4PB7kcjl6vZ7GxkacTiebNm0CLjSPiouL2bt3L5OTk7NUsIGBgcyfP3+WFS08PJxbb71VxCb7fD70ej1RUVHs37+f+fPnMzw8PKsBZrVaxaRdgnr7fD6ampqQyWTC8ubxeMSmsKOjQ2wIrVYrGo2Ga665hvPnzwuGXVRUFDt27GBkZIT8/HwiIiLweDxoNBr27dsnFE86nY7vf//7+Hw+XnrpJQICApiZmSEmJoaoqCiUSiVHjx6ltLSUpqYmzp07R1FRkbBNL126lMnJSerr6+nq6sJut7Nw4ULq6upoamrizjvvJDo6WgzcoqOjKS0tZc+ePSQkJGCz2YQaKzMzEz8/P2G1lyxcBoOBlJQUkU7p8XgIDg4mLS0Ns9lMVFQUFouFmZkZAdj+31Bf3if+MTUzM/OF1gxSc/JSy+1209HRIZqX9fX1pKSkCOWrZHHv6uoS+xUpcEBSwUZERHDixAlMJhOLFy+msbGRw4cPc+WVV9LX14dSqeTll1/GYDDw6KOPCrh7Tk4O69evJzMzE5PJxIMPPkhXV5dAEAQHB1NbW8vGjRsFn0ba2Ev33U2bNhEXF0d/f79wQAwNDSGXywWbzWazUVVVxeDg4N+1+ZOUlMRll13G+++/T1ZWFqdPn2blypXs27fvM59XUFDAsmXLsNlsjI6OMjQ0JBSGkmq2traWI0eOUF9fz3e/+120Wi09PT1kZGQIMYDkpsjIyCA0NBSj0ci+ffvYv38/brebe++9l127dtHT08OePXvIycnh5ptvpquri/fffx9/f3/BSw0JCSE1NVUo6/v7+6mqqqKtrY2BgQFKSkpYsWIF2dnZPPLIIwAsX76cwsJCpqam2L17N1FRUdx2220UFxezYcMGOjo62Lx5s7h+SqltBoOB5cuXc+TIEWE7vOKKK4iJieHgwYMcPnyYH/zgByxYsIDAwED0ej0+n4+4uDhaWlqorKyktLRUNIImJyf5zW9+g91uR6PRMD4+TmBgIMPDw4LFezGWZXh4WLAX/6/Xlw2g/2b5fD4BtZSgzlJJagaNRsPw8DARERGzJJ6SnF2SKQ8NDdHR0YHZbEav15Odnc3+/fvp7Oxk3rx5JCUlic6txJeQwNE33HADxcXFPProo+ICaLFYWLRoEdHR0VitVg4dOsSDDz5IXV0dzc3NfP/73+eVV17B4/GQmprK7373O373u9+Jny89PR2ZTMYHH3yAWq3G7XaLzcDLL7/M2NgYc+bM4fjx43g8HiwWCwsWLCA+Pp4tW7YQHByM2WwWyp7c3FyysrLYu3cvBoOBwMBAuru7cblcLF++nN7eXkZGRmhubhbpWxdzai6+qHd0dAg7gdQ57unpEZ3gefPmUVpailwuF4Cva665BqPRSFRUFDabTXCUkpOTSUlJITAwUICAOzo6CAkJweVyUVRUJBZ6VVVVFBcXi/Suvr4+2traaGxsFNG3hw8fRqPR8Nprr5Gamsrk5CQGgwGj0ci2bduYP38+TU1NOJ1OioqKiIqK4sEHHyQzM1NwJE6ePMlTTz1FXl4eWq2W2tpa7r77bv74xz/y7LPPsnLlSoaHh+np6WHu3LlUVlYSGRnJn//8ZwGZi46OZmRkhN///vezUmSsVuvnylDXr1/PsWPHSEtLY8GCBSxevBiDwYDX62Xnzp1UV1dz9913o1ar8Xq9tLW1cf/993PFFVcIf/bJkyfR6XQsWrQIjUbD0NAQSqUSlUolFugKhYKUlBRkMhltbW0kJiYSGhpKW1sbeXl5ouE4b948du/ezcaNG6muriYwMBCz2czU1JQAFkpJdZKtS7IODA0NiUhhl8vFwMAAk5OTBAQEiNhQlUpFXV0dy5cvx+v10t7eTmpqqgABXxz16+fnh1KpFH74j5YEDP4nqxKgw+fzdQHIZLLtwAbg4oX9BuCnH/57B/Cfsgur0g3Adp/P5wa6ZTJZx4fH45OOKZPJmoEVwE0fPublD4/7x097Dd8/QIIaFBQkPPNDQ0OkpqZiNps/ppKRuClTU1NikR4SEiLgmzKZjNDQUOx2u7CRSMozs9lMYmKiYE4NDQ2RmJiITCYjLCwMnU7HW2+9xXe+8x3MZrOwPkpg5OjoaHp7e5mensbPz08sikdHR0XikRTpGxgYiNvtntWUlOLnJycnRRLZp6l3PloSr0uaTCuVSiwWC3q9XigmfT6fsF1dXAqFAoVCQUBAAI2NjQJKDNDY2AhcUL9cDId3u92kpqZiMpkwGAzI5XI0Gg1BQUFisCJdOyUVa1JSEgaDgfXr1xMUFCQUW5KlKT8/H39/f8LDw7Hb7dTW1uLxeJiZmUGj0aBSqUhKSiIrK4unn36akydPikbeihUrOHPmDDfccAMxMTEUFRVhNBp59dVXKS4uprKyUqi+pJKuF5JSs66ubhYbSOLRwIWJv9QUk35/0dHRwvYFF+xjpaWlnDp1ijlz5lBdXU1mZiZ5eXlMT09z5ZVXcvbsWSYmJqioqOCGG24QrMCzZ88SFRVFWVmZSGtzOp1otVr8/Pyora0lNjYWs9mMv7+/uDdKMvx58+YJe3JjYyM6nU4kZ7lcLp588kkiIyOJjIxk9+7dTE5OEhsby/Lly0XT5NixY7S0tDAzM0N+fj6lpaXk5uZy6NAhRkZGcLlcNDU1sW7dOoKDgxkYGKCjowOv18uhQ4eIjY1l1apVlJWVsXr1aoaHh+no6KC7uxuFQsH8+fOpra2lpqaGkpISysvL0ev14r2dP3+e0dFRSkpKeO+99zh+/DhJSUnic24wGFi6dClOp5OjR4/y1ltv8ctf/hK9Xs91112Hz+cTlrbi4mLkcrmw60tDhkv9PP2L1Jf3iX9AfVS9+Xl1qclfPp9PBJvExMQQHBxMU1MT6enpTExM4HA40Ol0ArEwNTUlUgFNJhN9fX20trZy1VVX0dHRQWJiIh6Ph9OnT1NVVSVSwWJiYnj11VcxGo3cfPPNyOVywXwrKSnhT3/6k9j0e71ecnNzCQsLIy8vD5fLxW233YZSqcRgMOB0OiksLKS5uZm8vDy+9rWvCeVoQkIC+/bto6uri0WLFmG1WmlsbKSmpoasrCx27doleF7/kyVxeNavX89bb701y07d19cnUrikhvq+fftE6mFoaKhYZwYHB4uBSH9/P0eOHKGtrY3MzEzmz59PVFQUNTU1vPvuu1gsFgICAli9ejXFxcUMDQ3R3t5OVFQUbW1tKBQKioqKSE9PJzw8nIGBAWpqamhtbSUgIICf//znlJWVceDAAd544w0UCgXr1q3DYrFw4sQJlEolCQkJeDwe2tvbCQ8PJzU1lZGREVpbW+nq6qKzs5OhoSHi4uLIy8vD7XZTWVnJX//6VzQajVBs1dfX097eTlFREfPnz2fNmjWYTCYqKio4ceIEK1euZHR0FIfDQXt7O/PmzUOj0XD06FHCw8ORy+UUFhbS3d3NU089hUqlYvfu3SIwR2Jy+vv7s3//fsbHx1m7di0HDx6koaGBK664gssuu4yJiQl0Op3YXzqdTsEnlAZPgFClflkX6ssG0BcsKQIRmAW1lcrr9WI0GgkODsZqtX6M6i/xSYKDg3E6nfT19WE0GjEYDOTk5JCZmUlFRQVer5d169YJj+z4+DjNzc2kpqaSkZEhYlEfeeQRNmzYQFVVFQcOHGDFihWsXLmS3t5etm/fTnt7O4sWLUKhULB+/XqysrLYvHkzd955Jx6PhxMnTgj1TXJyMmlpaZw4cUIAN3U6HVFRUahUKp599lk2btxIaGgoL7/8soBaJycnc/78eQIDA8nMzBQx24WFhaSmpuLn54fP5xNT1r179zIxMSESt9RqNQsXLiQ9PZ3a2lra29upqKgQvzOpWzs0NMSyZcuoqqrihhtuELH1AwMD9Pb2CpBwVVUVCQkJBAcHExgYiMPhEDdE6UZns9mEBWhsbEzwGq666irRbHO5XBw/fpygoCDKysrQarUClvkf//EfwmI2PT1NeHi4iCb/xje+QUxMDP39/WzdulW8D7vdjlarZfXq1YSHh4t0ocjISA4fPozX6yUtLY25c+eyfPly/Pz8eOqpp6isrCQgIIDLL79cqKO+9a1vsWvXLgF3vphpcfbs2c/lVny01Go1hYWFvPPOO+I9fvDBB+LvlpCQQHp6OhEREUKFWRuU1wAAIABJREFUpFKpWLt2LW+//TZyuRyTySRo/BqNhomJCV577TVKSkpEag8gpqpjY2P4+/sLiHRfXx9hYWHMmzcPg8EgWBTSxDUsLIze3l7BATl48KCY/Hd0dIgLvmT9SkxM5N1332X58uVs27aNVatWiXj5sbExoqOjMZlMjI+PU1paSnNzM8uXL//ERBfJzvlZrAebzfbPCJXTAf0X/X8AWPhpj/H5fNMymcwKaD78+umPPFf34b8/6ZgawOLz+aY/4fGf9hqmi46DTCb7NvBtQKgj/xZltVpJTEwkPj4es9mMRqNhampKgDLhQqNIirgODw/HYrEQHx9PS0uLAMNKKp+EhAROnDghmg+S3TcmJobY2Fj27NlDZmYmDQ0NXH/99Zw7d47x8XG8Xq9oZktyfAlCHh4eTlBQEEajkfDwcEJCQggODhZpYFJ0enh4+CdaDxMTEzlw4ADp6enimnypaiApMc9qtYr3LiVHSdHuRqPxM6fRMTEx+Hw+KioqmJmZYWZmRkxxpVQZSdYuRflK7ILW1lZsNhs6nY7IyEhsNhsOh0MA5iWulxQXX1lZSXR0NAkJCSIprbOzE6/Xi0ajQa/XMzExQUdHB35+fkKNODw8zNVXX01lZSUhISGsXbsWn89HVFQUg4ODAiCfmppKXl4eSqWSFStWkJKSwuHDhzGbzdx3332MjY2xY8cOALFAv7hBdHFJzZ+kpCSxgZCUYwsWLEClUhEZGSmOp9PpqKqq4tvf/jZPPPEEq1evRqlU0tHRweDgIAMDA/h8Pn7605+SkJDALbfcQkZGBgkJCZw7d46QkBCcTidHjhwRqlSj0ch7772HRqNh7dq1eL1ePB4PiYmJWK1WKioqiI+P5+qrr2Z4eBi5XE5FRQW9vb24XC6h8NRoNCxbtgyTyURDQwPNzc2iCbZo0SLKy8uJjY3ljTfe4Ny5c5jNZmZmZsjNzSUvL4+goCAxsfZ6vTidTsrKyrjuuuu47LLLGBwcpL6+XiSNrV27lpqaGl577TW+973vYbPZiI2NJS4uDofDQWxsLPX19SK+vaCggA8++IC4uDiRQmMymSgtLcXtdtPW1sbChQtpa2tjcHCQjRs3kpyczP79+xkaGmLOnDmzUr+kzfD/suYPfHmf+IfVpSqAJNbb5z3earUKqLQEKjcajXg8HmFR1ev1wgbj8XiE2md0dJSdO3eSl5dHUlISNpuNgYEBUlNTqa2tRaVSzcJHvPjii7jdbr75zW+KNN/p6Wnq6uqoq6vj8ssvx2w2k5mZKfiPSqWS1atXMzMzQ1paGhaLhZKSEoaGhoiMjMTlcrF48WIOHTpEUFAQ/f39ZGRkYDabiY2NxWKxkJ+fT1dXFykpKajValQq1ayE3P9uScMSqWJjY7HZbOzdu/cTH19WVobBYBAKq0OHDiHZEaXjxMbGYjKZUKlUhIeHk5l5QRw3PT0tBjiSCl2r1bJ48WKUSqVQyGu1WvLy8oSrISEhQVilW1tbUavVBAUFsWHDBkJDQ+np6WHv3r0iPEWyS3u9XsLCwkQaVlRUFMnJyQBs3bqV5uZmMjIyOHfunIBWazQadu7cSUdHBwBf/epXhavhxIkTWK1Wrrrqqlk4ESnI5pprrqGrqwuXy8X4+DhZWVl0dXWRlJREVFSUgDS/9dZbNDQ0cM0113D99ddjsViYO3eucM1YLBZ27txJTk4Oqamp/PnPf8br9fLAAw+gUCiYmppCq9UyPDzM1NSUOIccDses5o/T6UQmk32Z1HhRfdkAusQymUzMzMwQHBz8qR14yW6kUCgIDg6edaJJG+PY2Fj8/PxEbPno6ChOp5P169fT2trKtm3bCAoKIjU1lZaWFgYHB8nOziYrK4vIyEgsFgsdHR0MDQ3xwAMPCOaMzWZjxYoVeDwetm3bRkBAAJmZmcI20N/fz5kzZxgcHESr1fL0008jk8lob28XU4De3l4mJia4/PLLMRgMQmb/xhtvUFNTQ3h4OAcOHBCwX7gADM7JyWHt2rVCOigxd6666iqcTidGo5GJiQmef/55XC4XCxYs4Nprr0WtVjM4OIjVaqWzs5OAgADReLm4Lqbwv/XWWwBs2bIFp9OJUqkkICCA0dFR6uvrGRoa4uTJk8LiU1hYyODgIH19faxYsULAo1taWkhOTkatVotNRm9vL++++y6dnZ1oNBoCAwNJSUlhbGyM7du309PTQ1ZWFlNTUyxcuBC32012djZqtZp33nlHNB7GxsaYmppi69atxMTEkJSUxNKlS7FYLFx11VUYDAaxsbRYLJw6dYqsrCzGx8fFOfPiiy+i0+nE1CYjI4Ouri4x4Xj++ednnVtSXWxZ+azS6/UkJSUxMDBAV1cXGRkZIjlo4cKF4kJeUFDA6Ogo3d3dAi4rWeY2bdrEwMAAxcXFLFy4kHXr1vHb3/6W7373uxiNRgIDA1m0aBGpqakCsmq1WoVVcnh4mM7OTpKSkkQkc1NTk2iy+Pn5cfjwYWHzCwsLo6mpCZfLhcfj4fjx42zYsAGHw0FHRwe1tbUsXLiQxMREqqurcTqdpKSk4HA48Hg8ZGdnc/r0aUJDQ1GpVDgcDqFUuPHGG0X8pt1uRy6Xk5CQID7X0jUgJydnVhrbv0B90mrxo9PUT3vMp339k3b9n/X4S/058Pl8fwb+DBfYDp/wnP+RklQzWq1WwMclxeDF9qqIiAj6+vqIiooSSiDpfLh4Grhu3Tq+973v8fzzz9Pd3Y1MJmNwcFCoISMiIggMDCQpKYn6+nrCw8PR6/VUVFSwcuVK0bx2uVyEhYURHBwspn0ul4vExESxuI6MjMTr9Ypkwvz8/E99n3l5ebS3t6PT6USi38VNrs8qpVLJ+Pg4DoeDiIgIoRiRoNmXyq2Qfr6enh7OnTuHn58fY2NjOJ1O3G43SUlJeDweAgMDBZdCJpPhdDrp7OykqqpKLPwTEhKor6+np6cHtVpNVlaWsDhJykgpsj4xMZHm5mba2tqEwlNqhhiNRubMmSOsfCtXrkSv19Pb24vD4aC3txetVovL5WLv3r0MDg6KyOOP1s9+9rNZ/5fCDT4a+yullMCFa5tGoyE4OJihoSGWL1+O0+kUbDbpPpCens7JkycBOHfuHDExMURGRpKUlIRKpeKOO+7gpZdeYvfu3fzgBz8Qja3x8XEGBgaQyWT09vZit9u57rrr8PPzw2QyYTQayc7OZu7cuTidTvz9/dmyZQsLFiwgPDycdevW4efnJzg7kp1s9+7dpKenEx0dzaJFi/B6vbz22muMj4+LocOaNWtYvXo1VqsVs9nM73//e8HTu/baa/F6vQQGBtLU1ERTU5NQZCYnJ/O9732PoqIiBgcHBeQzMDCQFStW0NbWxltvvcWGDRsoKSmhsLCQ06dPC4W10+lkYGBAAJylMANAqONuueUWnn/+eSIiIti2bRt33XUXtbW1woo8d+5cocguKioiJCREbLjb29vJyspCpVJd0nn/L1Zf3if+ziXxzS61Po8v6HK5sFqthIWFCdit1DSfmpoSfLnw8HCmpqbEOksCCff09NDa2srll1/OyMgI8+bNo7GxkejoaGprawXX8oEHHmD79u1UVFRQX1/P/fffL1SH0j0GLgQkpKSksGTJEg4fPozdbicmJoaHH36YqakpAgICcDqd5Obmsn37dnJzc2lsbGTBggUMDg5SVFSE1+ulvLxcNHEHBgbo7OwkLS1NpAkePnyYxYsXs23bNqKiov7b67Pg4OBZzR+AwsJC3nvvPVJSUggLCxMJy729vTz00EOEhIQIXlJ6ejolJSW0tbUJhbzURAkKCuKll14iNzeXoaEhRkZGuOuuu5iZmeHcuXO8/fbb3HjjjaSkpKBSqUhNTRV2OY/HI/YWH3zwAUNDQ0xPT6PT6QgNDRX7ylOnTgnGprQmttvtdHZ2ikF8QEAAk5OT4np6//33ExkZyfXXX4/b7ebEiRPo9XrKysr4xS9+IfZeN910EwkJCZhMJlpbW2lra6OwsJCf/OQnKJVKWltbqa2tFY2e2NhYjh8/LoQKq1atwmKxoFKpMBqNKJVKIQYYHBzkpz/9KVFRUURERJCYmCgYPh0dHezbt481a9bQ2dnJzp07KSoqYuPGjZhMJhQKhWDQSuur4eHhWZ8BqSSO0pf1X/VlA+gzyu12i820RqP5TPK+1FWNjY2d1XUERAdUp9MxOTlJb28vERERDAwMMDAwQFpaGkePHiUiIoLMzEzCw8MJDQ1lcnKS8vJyBgcH6e7uxmKx4HQ6efrpp+nr66O0tJTp6Wl++MMfcuONNwrJuVqtFjHx//mf/8mSJUswGAxkZ2dz5513MjAwQEBAAAMDA6xZs4YdO3ZQXFyMz+ejqKiI1NRU4uPjMRqNHDp0SIBzJyYm6O7u5oYbbmB0dJSGhgYBQHa5XOh0OgICAujv7+fqq6+msbGR0dFRzGYzoaGhJCUlodPp6O3t5S9/+QuhoaE0NzfT398vrFQDAwPCWndxSbG4UlksFgIDA6mqqmJycpKsrCxWrFjB7bffzre//W3gQje/qqpKgH1HRkaoq6tj3759pKamUlVVJRb5HR0dBAQEMDQ0RGZmpmC9SEC61NRUMjMzqaurw8/Pjw8++IDbb7+dAwcOYLFYOHnyJCEhIaKpBReShpYtW4ZCoWB6epqBgQEqKyt5+eWXGR0dJTY2lpCQEJRKpZCNNjQ0ADB//nzOnDkDILrvl1LS+RoUFERERISQpkolSVoliHdPTw9wYQItNSklD3N6ejpGo5HU1FSysrIwm820tLRQXl4umj/R0dECAHrmzBn++Mc/kpCQMKsr7+fnh9frpampSUys+/r6yMnJEVMmjUZDe3u7mEadP3+e2tpabrrpJhwOB8PDw5SUlBARESHUEH5+fsITL0FNIyMjUSgUyGQysfiZmJgQPCgJFGu1WikrK2P37t2o1WpGR0fJyMhgbGyMoaEhkpKSxA1EWngZjcZ/OsbPJdQAcHF+cwLw0VxT6TEDMpnMHwgHzJ/z3E/6ugmIkMlk/h9Ody9+/Ke9xj+k0tLSaG1tJTc3l/j4eJHyJ0mEJWm+FI8u8X6k809qPk9MTDA9PS0AjI2NjRQUFHDgwAEWL15MU1MTbrebkpISjEYjGo0GuVwurLySclFiVEnWV6nZbzAY0Ol0vPfee6jVagIDA7HZbGi1WkJCQqiqqqK7u5u4uDjBqbq4JE6JlAIl2cYuNUVGrVaL5BgpIa+7u5uIiIhLStCQUiulyVtRURFqtRqtVotGo8Fms9Hf3y+SJIODg1GpVGKTHR0djdfrFY+Znp5meHiYlJQUoqKiaGlpYWxsDI1GI/5e4+PjjIyMUFVVhc1m44477qC4uFgs7qXjOJ1O/Pz8SElJwd/fn8nJSTIzM0UjfmJigtOnTzNv3jy6urpE+EJ6ejodHR28/fbbwkZss9mYM2eOAIgrFIpZ6s/Y2NhZaWqSnbSmpkbAVoOCgujq6kImk4km3WOPPcaePXtISUkhMzNTNH4kO9Qrr7xCcnIyJSUl+Pv7MzY2RkdHByqViqCgIGJjY6mursZisdDS0kJcXJxQNBkMBjQaDSdOnKC5uZk77rgDk8lEcHAwDQ0NGAwGAgICqKio4Pz58wAUFRWxePFi/Pz8+PnPf47D4RD3u1WrVnHTTTcJC9jQ0BB9fX10dXVx5ZVXCitXQ0MDPp9PPC8vL4+bbrpJ8Eiqq6txu90oFArmzJkj1EqrVq3ijjvuEM2j06dPU1JSwuDgIHa7nZCQEN555x2++c1v0tzcjFqt5vDhw2IqDhc2UNJnf968eeI+fOrUKR588EHq6+vJysrC5/Mhl8tJTLxwmevu7kalUs1KF/tfVl/eJ/7ONT09fcmW8Yuvo5/2fbPZ/LEN7tDQEFFRUaSmptLX14dMJpvFkWtsbESj0QjVaXx8PGlpaXR3d1NVVYVcLicpKYkDBw7g8/m4/fbbqays5NFHHwUuXJ8kh4IUqNDT04NWq+VrX/sax48fFwr95cuXc/vtt+Pn58ezzz7L0qVLCQkJ4f3336e8vJz6+nrmzJmD1+tFr9eTl5dHY2OjuPe4XC60Wi1dXV3U19fj8XgoLS3Fz88Ps9n8MXboFy3JlREaGkpQUJBQ9998881s3rxZ8CdTUlKwWCyo1WpaWlpYvnw5p06d4pVXXsFoNNLc3ExJSYm45oaEhNDU1IRcLufFF1+koKCAwcFBTp48iclkIjQ0lIceeojk5GSx1jh+/Dj5+fmChSddiyXVjrQmDg0NJTc3F6VSKVSJcrmc4eFhnE6nCOyx2+1MTEwQERFBTU0NDz30EGFhYfz2t7+lqqqKN954g7CwMFauXMl7773Hq6++ikKh4Ktf/Sp6vZ6IiAiqq6upq6tDo9Hwgx/8gIKCAoxGI0eOHKG/v18MlaVGvdfr5Z577hFDDgnBIQ2eDx06hEaj4ac//anYs0pr9ampKY4dO0ZfXx9r1qzh+PHjIvCloKCA4eFhMayrqqoSLKORkRFiY2M/9jmRmmRf1uz6sgH0CSWBECX/7OfV9PQ09fX1ZGdnf8wiYrfbxWa4qqoKt9tNXFwcBw8eJDc3l5ycHKG8qa+vJzExUURa63Q6ETeakZFBf38/L7zwAlqtll/+8pds27aNuro6fvKTn9Da2kpgYKCIQty+fTvHjx9nxYoV9PT0UFZWxpw5c5DL5chkMuRyOc3NzRw7dkxcOPLz8wkNDaWuro6zZ8/S3t5OaWkpg4ODQvIN8Mwzz7By5Uq+/vWvi81AdnY2U1NTwuYkLfykD7TUGZZUVKmpqSLePCEhgcHBQRwOxyc2f4BZzR+4kOwUHR0tOuOtra20trZSX1+PyWQiLi6O5cuXk5GRQXx8PElJSYyMjJCYmEhISIiQx1ZVVaHRaMjOzsZsNlNeXo5Op2NkZITw8HDS09M5f/48drsdf39/li1bhp+fH6+//jqvvvoqRUVF4iaelZVFTU0Ner2enp4e1qxZQ0lJCY2NjSKtraKigoSEBFatWoVWqyU/P5/R0VGeeeYZgoODufXWW2lubuajqRY6nW4WR+Lzyu12f6z5Axfk0j09PWJBHxQURGJiIhaLRcRrSmUwGJicnKSxsVH8/desWSPUUFLNnz8flUpFUVGRsHVJjReJPzE9PY3ZbBaLfyntRaFQkJGRITbSKSkpIsln2bJlyGQyIRnt6enBbrezZMkSOjs7GRwcJC0tDT8/P+RyubBgWSwWkpOT2bJlC3fffbdoVCkUCt555x0ef/xxenp6mJycZGZmRjQIpdc2m80i+UuqmZmZLxy9+k9S54CMD1NXBrkA67zpI4/ZC9wOVAJfBY74fD6fTCbbC2yTyWT/wQW4ZwZwlgtT2o8d88PnHP3wGNs/POaez3qNv9F7/tzy8/NDJpMxPT1NUFAQExMTYtHw0SQnjUZDZ2cn09PTJCUlERsbi9VqJTg4mLi4OI4dO0Zubi7Jycn4+fmJZo4EIJQUa5KisLe3l7i4OOLi4ujq6qKnp4e0tDRhU8zIyODUqVNs2LCBN954g1tuuQW3201ycjImk4nExEQmJydRKpUUFhYKHpkEsr64ZDIZarWaoaEhtFqtUPOlpaVdcjNT4mlJ9rTc3Fxqa2vJzc39XDm1RqPBZDJhtVoJCgpicnKSmpoaFi9eLCa1SqWS/Px8AgICMBqNqNVq8feREgzlcjkBAQFYLBbCw8MZHBzk1KlTOJ1OHA4HWq2WjIwMQkJCsNlsBAUFsWrVKqKjo6murqanp4eUlBTkcjnp6emEhYWJONympiY6OztJSEgQ09Xw8HBiY2NpbW3lwIEDzJs3TyQz7tu3j8svv5w77rhDwJsbGxt57733aGho4N///d/p6OjA4/EAiGnuxcqRqakpcT1/4IEHyM3NJSIigi1btqDT6YiNjaWoqIjs7GyeeOIJFi5cyPHjx5mYmGDRokUMDQ2hUql45ZVX2LJlC6mpqcKu5vF40Ol02Gw2TCYT58+fJz4+Hr1eT1tbG6mpqfh8PqqqqpienmbRokVotVrMZjNhYWF88MEHOBwOdu3aRU1NDfHx8YSEhDBv3jyWLl3KAw88INRFkn3jvvvuY2Zmhrq6Og4dOiRYQ8XFxaSnpxMXF0ddXR1Op1Mkd82fP5877riD3NxcDAYD7e3twsYVGxuLy+Wivr6eoqIiNm3aJM61mZkZenp6BGdvamqKqKgoqqurxfseGxtjenqa8+fPCyUYXGAzJScnMzExgVarJSwsjNbWVh5++GGioqLYu3cvJSUlAtQeGxvLxMQEDQ0NrF+//pI+L/+i9eV94u9Y0vX7Uuvz2D8mk+ljG1wpGTEhIQGv1ys23yMjI+I+Eh8fT0BAAK2trej1ekJCQgRjcXh4mMsvv5zOzk527drFr3/9a2pra3n88ccB2LVrF21tbYLRKQ1vV65cyeHDh6msrBT3wLy8POLi4mhvb8fPz497770XuACfXrZsGQaDgWXLlolBRnd3Ny0tLbPi5KOjowWv0WazkZOTQ3t7O4cOHRLK+KysLFpbW7/Q3wIgLi6O6OhozGYzc+fOpb29nZGREeHQuOaaa9Bqtbz11lvs2bMHhULBddddh06n47777hODIunnGhoaIjc3F5VKhcFgID09nXnz5vHVr36V8+fPs3HjRnEvnZqaIi4ujra2NoEZyM/Px+fzodPp8Hq9OBwOnE6nUMVGR0czf/584TRRq9Vi7zYyMkJSUhJ6vR6z2Yzdbqe5uZn29na2bdvG+vXr2bJlC6+88gpbt26lq6uLnJwcqqur2bVrF3CBBRofH09eXh61tbW88cYbaDQabr/9dpYuXYrNZuP06dO0trYSEREh9mLV1dWMjIxQUFDA7bffTl1dHa2trcTHxzM4OCj4qo2NjWRlZbFx40bxPqS98fDwMJWVlYSFhQmL2MzMDD/60Y8ICAgQe0aLxUJXVxfz58/HZDIhk8k+scljs9kIDQ39QvD0/yv1ZQPow5LAzYCQ619KSRvn+Ph4HA7HLNm3xWIRfJmuri7ha3zzzTe54oorUKvVdHR0CIjikiVLmJqaoqGhQXyohoaG0Ov1OBwOHn/8ccrLy7nxxhvZvHkzJpOJNWvW4PP5WLFiBU899RT5+fk89dRTzJkzh6eeegqNRsOePXtoa2vjySef/MT3MDExgdFo5IMPPqCvr09sdBQKhQBTajQaysvLWbRoEXK5nJ6eHv70pz8RGRmJVqvlxRdfFO9dmqj6+/sTHx+P2+2ms7OTrVu3CulnZGSkgGePjY3h8/nIyclh5cqVqNVqcZORSlKRSJWRkSEk2hIE9PXXX+f+++9Hp7tgJ5+ZmRFw6fb2dmpqali1ahUul4vdu3cTFhZGdna2WKzX19dz9uxZLrvsMkJCQkhOTmbr1q2CESNNCrdt24bX66WsrIy//vWv4mfq779gd5do/W1tbbS1tXHzzTfz+uuvMzg4yJw5czh8+DC9vb3MnTuXp556atb7/Cg3YsGCBZw7d+5jzR9pOvJJpVQqRWPso3Vx4wb+KyXi4oqPj6e8vJy3336b1atXc+DAAVatWkVcXJyQcebk5PDNb34Th8Mh0iTa2trQaDQcPHhQRDj/7Gc/E+eCBISWNjBKpVLI9Kempuju7haANrfbzbx58xgeHiYpKQmHwyHsE3K5XGw8QkJCcLvdgimiVCppamoiOjpaTNwlbohk4fP5fKjVaiYnJ+nr62Pp0qXIZDJhcZHsYtI5JJPJRCrSp9U/6xr1Q47CvcABLkTxvujz+RplMtnPgSqfz7cX+Auw5UN4p5kLC3U+fNzrXACBTgP3+Hw+L8AnHfPDl/z/gO0ymewXQM2Hx+bTXuMfWVFRUYyNjaFUKvHz86O3t5eMjAyRyiHVxawus9ks+G4Oh4Po6Gji4+OpqKhg1apVDAwMUF5eTkVFBe3t7SQmJpKRkcFdd91FcXEx5eXlvPTSS+zbt49HHnmE3/3ud2i1WhoaGlCpVAIWLTVjZ2Zm2L59O3q9nrCwMLq7u8nJyRFR2UFBQYSHh6PT6Th+/DjLli2bBYOWzsvY2FhGR0eJi4tjbGyMxsbGz7SOfbQkNV9sbCxyuVxEgKtUqs+0MUhWJ8nPr1QqhYJGalg5HA6R4hcTE4PJZBJKvYqKCvz9/YmIiMBmsyGXy8WiV/p7SMDs/fv3MzIyQm5urrDxFhcXC+Cz0WjE5/OJ9Ee9Xk9kZKSQtkv3GJPJhEaj4fjx4wJaWldXR3d3N4WFhaJpVFtbS3R0NHv37uU73/mO+F0/99xzwvIKzLIQSXXLLbcgk8mIiYlh2bJlDA4O8u677xIaGsrMzAwDAwPo9Xr+8Ic/UF1djVarJTo6GrVajclkYteuXchkMn71q18JFc709DQKhYK4uDh6e3uxWq10dXVx77330t7ejsViISQkhI6ODpxOJxs2bCAuLo6jR4+KFLdDhw5RX19PTU0NQUFBIpXmW9/6Fg8//DCPPfaY4GTk5+fzhz/8gYCAAM6cOSO4FJKKdf369QQGBtLT04PBYKCzsxOHw0FBQQF33nmnaNi98847BAQEiNfyeDwMDAyQmZnJVVddNUs5BQiuhUajYWRkRNgTOzs7KS4uxm63c+bMGbKysujo6KC5uZmcnByam5spKyujsbGRxMREYX1ZsmQJ8fHxnDx5krKyMlwuF21tbSxduhSFQsHRo0dZuXLlJX9W/hXry/vE37eke8el1mepf6Tvf3SDOzw8LFJML46Olyz4ExMTqFQqhoeHRbDM6OgoZ86cwel0otfraW5u5pVXXuGhhx7C6XQKoP4999zD2NgYO3fuFOqPjIwMkb7U1tZGeXk5W7duFaoNjUZDQUEBzc3NdHV1CUi/1WplwYIFhISEMD4+zvnz58nPzxdJinv37sVut4thhhTq4Xa7iY6OFu6F6urqWbiIL1IGg0FcD8wKVE3NAAAgAElEQVRmMyMjI5SUlKDT6USITEBAALt37yY7O5uWlhZcLhd2u10kXEmN9uTkZOLj44XLQyaTkZ2dTXx8PAqFQtxHJV6qQqGgp6cHj8cjhqOhoaEMDAzw3HPPoVQqUavV+Pv7ExAQwBVXXIFKpWJqagqVSkVAQABNTU3i3ldQUEBPTw+H/x97Zx7eVnmm71vWZtmyLNvyIsn7HjuOlyR2VrKTBUgatrCWAi0tGWg7VykUfi2l0M4Mubp3urEMhZKSsCRASEhCYrI6m+Mldryv8i7Zki3ZlmTJ0u+PXOebJAQInc41nWne/zBBOEfnnO/73vd57ufgQTFwkSy/u3fvpqKigh/96EecP39eJJD+8Y9/RKVSMWvWLGbMmMGNN95IbW0tf/nLX+ju7mblypVs2rRJsAePHj1KaGioSGVTq9V0dnYil8t57rnnCAaDHD58mMjISKHYNJlMqFQq3nrrLdavX89tt91GTk6O4BOq1Wra2tqora0lLi6OlpYWfD4fKSkprF+/XiROJyQk0N3dzdTUFPn5+QwODhIbG3tFRbI0gLtau/o/Wsn+Jw4uc+bMCV6ucPifKgmYJjUlvkgNDQ0JXsOVKhgMinhxk8nEwYMHhd1HAl+Gh4cTFhZGd3c3ERERgl0wPDyM0+kUcY3f+MY3WLZsmYBPut1uxsbGyMzMJCwsjIMHD4r/75e//GVxKO7p6WF4ePiKkd9SKZVKfD4fRUVFZGZmMnv2bKES0el0VFZWCoaN0WhkbGyM0NBQCgoKhPJmzpw5IglrcHCQBQsWEBERIYCfRUVFyGQyYbOKiYkhJydHNI0kQGRlZeUlm+fPqhkzZqDVarFYLMTGxtLR0cHXv/51sYGTEmm6uroYGhpCo9EwODgoNsmXJ2LNmTNHbO4/r6RrBhemB5LNQkr2ksvlwv7x7rvv0tTUREFBgdh8SxUREYHL5frCCh+pZDIZGzduxG6309bW9oVksGFhYeTl5YmJ7IoVKxgYGBDsBfhPWaxKpcJsNqPT6YiPj2dgYEBMqaOiogSjRK/XYzAYCAkJYWBggIULFxIMBmlqamJ4eJi4uDgKCwtFOpDUXLFYLKIp6PP5qKysZOnSpRw+fJjFixdz5swZTp06RXp6Ops2beKJJ55g7ty5xMbG4vP5aG9vZ2RkhOLiYux2Ow0NDVRVVbF06VK6urpEmkJtbS2333674Kps3bqVRYsWodVqMZvNuN1uDh06JKI3pUSmxsZG8vLyRMz05VYAKUnnb2ERk8lkZ4PB4Jz/8gf9L6//7nVCYnUlJCRgs9kE2ywYDNLW1nYJQ8ThcNDZ2UlSUpJInJOsnYmJiSJWtbu7W8SXbt++neuvv57MzEzeeecdkUzY3t4umv7h4eHMmjWLjz/+GIfDIf65v7+fzMxMPB4PFotFbKB7e3u5+eab8Xg8ItFKUnWqVCqOHj1KcXGxaMpczI2YmJgQ6paJiQmamprIycm5aqCt2+3G4/GIz5a89lLYwafd+9JBxO/3MzY2JlQ9drsdpVIpktOkvYhMJiMmJkY0wXQ6nUiukf7c+Pg4Xq9XbMInJiaE5SkQCNDf309WVhZ1dXUimCEqKkrw+SRFqsPhEKoZmUyGQqFg3759yGQyhoeHaWxsJCYmRtjF5s+fT2VlJRs2bKCzs5PMzEx+85vf4PP5GBgYIDs7G4/HQ2JioohyX7p0KSkpKdTX1/PYY49x5513snnzZvR6PXv27CE1NZUbb7wRh8OBx+OhsbERv9/PwMAALS0tQil56623kpiYSGJiIjt27OC3v/2tsLn6/X76+vpYu3YtNTU1ghGhUqn4+OOPRZLcypUrCQsL48SJEyQkJNDY2EhfX5/g+x06dAiTyURmZiYlJSXMmzeP73znOxw9elSkc2ZkZPD000+j0Wg4duwYLpcLi8Ui9iAbNmwgPj6ehoYGjh07Ju6DkpISNm3aRE5ODnq9noaGBmpra5kzZw7h4eHIZDKhIC4tLb3iNNfv9/Pxxx9TWFhIf3+/aGxmZGTwhz/8QVzn3bt3s379en7/+9+Lgx3A008/zWuvvca6detE6MC8efMEV0Qul2MwGDhw4ACPP/44jY2NxMfHM3fu3L87+++1deJC/T2dJ66mfD6fUMZfTdlsNqKjoz9VgTw9PY3D4fgEeuLcuXPC8hkVFcXo6Kiwsg8MDJCcnMz4+Dijo6PCUlxVVUV3d7ewKUkcGrVaTWJiIs888wzz588Xh/Hy8nLuvvtuKisrWbVqFSEhIVRUVJCfn09XVxdWq5VHH32UmTNnCtuzwWDg1VdfFe8yk8mEVqsVzQKfz4dWqxXvm/LyckJDQ0lOTsZqtQp2kNvtJicnh56eHl599VVh5/9r9tFGo1G8J0JCQpgxYwY6nY7e3l7Kysro6+vD4/FQU1Mj+IFz584lLi6OsrIyJiYmuOOOO1AoFLhcLkZGRujr6xNpZ52dnSLlePPmzahUKk6ePInD4aCvr4+oqChiYmIEl1JqdsXGxooBibQPhwtKfq1Wy/HjxxkaGiI7O5vQ0FD6+/vp7e1Fo9GI5K2MjAxuvvlmqqur2bZtGyMjI9TV1VFcXMxHH32ERqMhOzubtLQ0Hn74YaEEGhoaEt+5NJyqqqrCYrFgNpupq6sTAPaenh4KCwu55ZZbOHXqFC6Xi0AgQFNTEwaDgbCwMMbGxti7dy/f/e53Wb9+PTqdTgxwRkZGGB0d5fz58wSDQQYGBtDpdMycOZPZs2czODhIREQECoWCrq4uoqOjUSgUYg/0aTUwMHBFZfQ/Un3WOvEPqQCSEkxkMpkgs3+RmpqaEoBDadNy+eZAar7k5eXhcrmoq6tj7ty5JCQkEBoailqtFrK53t5eZsyYwcTEhNjs9vb2iobCkSNH+Od//md0Op0gpi9evJjo6GgxXZMqIyOD1157jZKSEoqLi2lvbyciIoK4uDjhX+3s7EStVlNYWEh+fj4qlYrGxkaOHDmC2+0W6SNwYfL72GOPCfl4V1eXsMi1tLSIaMezZ8+Snp7OV7/6VXFgNpvNgrHR3NzM1NQUCoVCQIenp6epq6sTjaGCggIBkjtw4MDnfg9Op1MsBpKF7MiRI2RlZYmu+OjoKLNmzUKr1aJQKCgpKaGmpga5XM6NN96Iy+USC4/UzEtLS+Ps2bOXxM9fXlLzB7jk+peVlbF792527NjxiUaWNBkF2Lhxo5hswH/GBEsLtFTSInh5SQ2oYDAoZJtftIqKijh16hQzZ84kOjoav99PeXk5s2bNorS0lPDwcCorKzl//jyLFi2iqamJ2tpa4UPOyMhAoVDg9/vZunUrZrMZuVxOQUEBlZWVBAIBDhw4gNPppLCwkFmzZhEXFyemJhKE3Ol0UlRUJOSkGo0GhUKB3W6nr68Pu91OSEgIsbGxAuSck5ODzWbDbDbj9/vp6uoiJSVFsLOkVD1JTRATE0N9fb1Qi8lkMsbHxzl//jybN2+mpaVFWNckWKxUfr9fTBfsdvsnNlrw+RO6a/X3V9HR0dhsNvG8paam0tnZSVZWlrCFSc2RqKgoqqurBRNEo9GgVCpRKpXY7XYcDgeFhYUiIj09PZ3Y2Fj27t3LzTffLKLL/+Vf/oWbbrqJP/3pTyQkJOD3+6mrq2PmzJkcOnSIxMREzp8/j9PpJC8vj97eXuLi4ujq6iI3N1co1FJSUgSbx+Vyicj22NhYmpubiYuLuyS9CC4oA6U0mPDwcGbPnk1ra6uIff+8dVCj0TA1NSVYQ9HR0YyPj5OQkMDg4KBosFxck5OTaDQaZDIZIyMj4lCvUCgEQDMrKwuNRoPL5cLj8TA9PU1TU5NoCHV2dpKSkkJCQoIA/EoTPakBBogEQAlSLZfLBXTY6/WiVquZnJzk3LlzxMTECI6DpNxtaWlhfHycoaEhEV9bXFzM+Pg4SqVSvHfGxsZobW3l9ddfJy8vD4PBwMqVKzl79iyLFy9my5Yt3HPPPVRUVLBs2TIcDgepqaksWrRIvFekZLfw8HCeeuop1Go17777Lp2dnbz33nukp6fj8XhYs2aNSIRbtGgRZrOZF198keXLl1NXV0dcXJxgWU1OTgqGldvtZs+ePYyPj7N27VpKSkoYHBzE5XLhcrmYnJzEbrezdetW3G43H3zwATNnzuThhx8WCuhTp07xzW9+U3yXERERvPTSSwQCAY4dOybYeeXl5cAFEHpqaioDAwOcOnWK2tpaAL70pS8JtWZMTIxQABQWFjJjxgyioqLw+Xyo1Wrmz58vkmmuVJ2dnaSmporEyUAgQGxsLG1tbcKyV11dzdq1a9myZQsrVqzgvffeE+quDRs28Oyzzwq1d0ZGhngeoqOjCQaDwmrY19eH2WxGrVZfe7dfq79ZORyOL6RICAaDn2k/lxJNL67W1laysrIYGBggLi7uEkWry+VienqaqakpbDYbxcXF2Gw2zp07h9frJTw8nIiICDEItVqtPPLII/zwhz9kenqaffv2ARdS/r797W9z6NAhvvOd77Br1y7MZjORkZG0trYKW9KXvvQl3njjDcHYO3HiBDKZjLy8PDH0Gx8fJxgM0tHRgUajEWpJCQeQm5tLT08PSqVS2K+l5E2fzycUuZeD96+20tPTMRgMAsxdWloqhgD19fWsX7+e4eFhTCYTQ0NDLF26lNTUVLRaLVVVVZSWlnLkyBExzJdU+Pv27WPJkiVCJSSTyfjVr36Fy+UiIiKChQsXsnz5clwuFyqVitTUVPr6+gTTSbJFSecjSbH10Ucf4fF4KCwsJD4+np6eHpxOp3ivdXd3k5GRwWOPPcbp06d58MEHmZiYoLm5mcLCQoLBIB999BHLly9HpVLxxBNPUFVVxde//nWxjv+///f/WLBgAW1tbTQ0NHDixAny8vJwOp2Mjo6SlpYmYug3b94MQHl5OQqFgp6eHtxuNzExMcycOZPt27djs9l4+eWXmT17trBuazQarFarGLZIaWlpaWkUFBRgNpvp7e0VaWySld3tdhMREfGZFvShoaH/y8y2v0n9QzWApCmiJL2+eFH3+XxXPGhLdfF0Uupiy2QyoqOjL5FeBgIB6uvriYyMJD09nVOnThEfH8+MGTPIyMjA7XbT09Mj+CgZGRnk5uaK6HiHw0F7e7vYjEsy9I8++ohdu3ZhMBi47777OH/+PH19fSxbtkwkn6xYsUIcOHQ6HXv37kWpVAppJ1zYQMEFi82V4sIv9s+Gh4eTnp7OyZMnef755xkfH+fmm2/mrrvu4vjx4wIyVllZydjYGDt37uTAgQOYzWaRyuFwOAgEAni9XiIiIgTPQS6XMzExITbgV+LVfF719fUJnoNkz1m4cCFjY2OcOnWKzMxMAWqTODcWi4Vbb71VRCzX1dXR1tZGe3u7sHCZTKbP3fAlJibS29srwNbp6ens3LmTXbt2fYIhcnFJ8tGdO3d+4t/J5fJPMJA+7Z68uAF1pSotLf3cKPiKigoee+wxQkJCaG9vZ/v27cCFw1l5eTkdHR3ExcWxePFiVCoVRqNRJBdERUWh0+mETHjDhg0MDQ0xOjrKD3/4Q9avX8/atWvp6+sTEcP79+/n9ttvJzk5GaPRyNmzZ4mIiCA/P5/u7m7xHQ4MDIipdnp6ugC26nQ6wsPD6ezsxGazUVBQQGRkJJWVlSiVSsxmMz09PWLxTU1Nxe/34/V6sVqtTE9PExISInzIkZGRWK1WMWEJBoM0NjaSnZ1NRESEsH9JB0WpLr83fD7fVQFxr9XfV0mRusFgUMirJWVNWloadXV1zJo1S/z5pKQkenp6MBgMojFktVqRyWSkpaXh8XgoKiqiu7tb+PhzcnJoaWlBqVTS0dFBSkqKsOoUFBTwy1/+kkceeYTOzk7i4uJE7HpKSgq1tbWMj49jNBrxeDyEh4fjcrloaWkhMTGRyMhIIYNXKpVoNBpUKhUqlYru7m4aGhou2RBLk2CJkQYXrLROpxO73Y7H4xFWzU+ryMhIsdGMiorC7/cTDAYxGo3Y7Xbcbvclz4oU0+1wONDr9UxPT2O32y+5dr29vYKhIHFyJLvC9PQ0IyMjjIyM0NHRgVKpxGQyYTKZPmF5CA8PF0oSmUyG1+sVjfXp6WkiIiLQ6XRkZGSId5IE7w8JCSEYDFJYWIhOp6OlpYXw8HBiY2PFJnTGjBlUV1czPj6OxWLh0Ucf5Y477uAPf/gDdXV1ZGZmEhcXx09/+lPR5J4zZw5arZZ7772XF154QcjsCwsLGR8fFyDv/v5+zp07RzAYZPXq1URHR5OXl0dVVZUIoAgEAhw9epTVq1dTWFgomhpz5swRNjG73c7x48fx+/3k5uaSnZ1NfHy8CDUYHx+nvr6enTt3cvjwYZHm+cwzzwhFlcVi4fnnnxfcvZycHJ577jkCgQCHDh0SrAdJQbtmzRpmzJjBwMAAx44dE42fu+++m9LSUjGllRJLY2NjBbzZbDYzMjJCSUkJs2fP/sx1d3BwUDTxwsPD6enpobi4WKTSBAIBTp06xdKlS9m3bx8qlYpDhw6hVqvxer3cd999/PjHPyY6OppAIEBZWRltbW2MjY1x//3388YbbzBnzhxxj0qBApIq9WqBvdfqWn1aSTDnq63h4eGrciZc/NwEg0EReT01NXWJwlOylyYkJNDZ2UlpaSmAGOZOTExgNBppb29ncHCQkJAQbrjhBn7729+KwYLH48FoNLJkyRKamppITEwUgxSlUklOTg4VFRWkpaVRVFTEtm3biI6Opr29Hblczrp16zh+/DgmkwmPx4NGoxGpWRI+QqVSiVQwnU4n1qWRkRHUarXgmWo0Gs6cOcM//dM/sW/fPtLT0/8qBpDNZhMcPWlQeMMNN/DAAw/g8XhYtmwZ58+fZ3h4mCVLltDQ0IDP5yM5OZmkpCQCgQDBYJCMjAxWrFiBy+WiurqaVatWYbFYKC8vJywsjPj4eG6//XYxsJmcnMRisZCcnExUVJRgMbW1tYk9gslkQqFQYLFY2L59Oz6fj5KSEkJDQ+nt7cXpdAoFrEajwefzMX/+fDo6OvjWt75FZ2cn4+PjQhTwwgsvkJqayqOPPkpGRgbt7e187WtfIzQ0lLKyMuLj47n//vtxuVycOXOGffv2idCFN998k9mzZzNnzhyGhoZQKBQ8+OCDNDY2iqH0mTNnRKCRTCbjhRdeYMmSJTz44IPExcWJUCBpb2KxWDh9+jR+v5/s7Gz0ej15eXkCVi4ptL1eL3q9XjCTPqsGBgaIjo6+apTLP2r9Q5xaBgcHBetBAq9dHhV4cVPnaksCXErd976+PmEFqaqqEmTzpKQkNBoNo6OjOBwOsfGTJP1NTU3o9XomJibo7++nsLCQqqoqfv/734tNVnJyMvfdd59Iq9q0aRNqtZqzZ89SUFCATCajoqKCgwcP0tzcLLroEvPG5/ORnZ0toq7hgtpEmrpeXDKZjHvvvVckzJw4cYL09HSUSiU7duxgx44dhISEkJeXR0dHBzk5OYJF5HK5cDgceL1ecRAYHR1lYmICrVYrIGZRUVHIZDIRM7tmzRrcbjeHDx++qmtvNpsJBAJERERcAqh+8803WbRo0SXSc7jwfdvtdm666SbKy8vFZvFKdbmP2GAwiM2zVJLVymKxMDAwwIkTJ4BLpaRXKglWd6WKiIj4zCbk1VZiYuKnNn+ys7NF2o1Wq2XXrl00NzeTkJAgQH2Sv3bz5s28/fbbHDlyhPz8fO644w4mJiaor6+nqqoKj8cjFo20tDTCwsJQqVSsWrWK+Ph4ysvLcTqdaDQaPB4PJSUlOJ1OwVtJS0tDr9fjcDjw+/1YrVZxuJZA3Lm5uXR3dyOXy3E6nQQCAbRaLT09Pdx22210dHRgMBjo7+8nOjqaxsZG9Ho9hYWF1NbWMn/+fKxWKz6fj8HBQTIyMsT0vaOjgxtvvBGLxUJ2drZISpIYUtKz/XnpX190onet/r4qJiYGh8OBw+EQwF7pMH8xO0Gv1wuVBSAaitPT02RmZmK1WoV1Z/bs2fT29tLX18d9993H66+/jlKpJCMjg9OnT4vEJ4kPdsMNNwj5vKRMTE1NFYd5lUpFX1+fsK5KEFGpYSQl/kmH/ezsbMHZuhhg3tXVJeKyk5OThX3MbDaLeFapGX/5kEQqCZ4sPR9S8oakPJEAxX19feh0Ovr7+4X9QLLYyGQytFotU1NTTExMXDLBHhsbE80HSfl38fPlcDhobW295GB0uUVCYktER0cLta7EoJmenkar1RIREcHGjRvFu721tZXU1FRKSkowmUx0dnbidruZmppieHiYrKwsUlNTmT9/Pq2trbS3t2Oz2TAajcTFxYnElb6+PsbGxoS8PyUlRUCmpZTB3bt389Of/vQSYPOGDRvQ6/UcO3YMu90u7r/i4mIiIyNF81qtVnPw4EGKioqYM2eOaIzt27dPsOpKS0sFn0GCQQ8MDFBXV8e5c+dobGxk/vz5AmquVqvx+/384Ac/ENdwyZIl3H333SgUCpHqVVtbS0dHh/j3c+fOZWBggI8//lgw2jZv3szixYux2+1YLBby8/Pp7+/H6/WKQIbh4WGKiorIyMggOztbJNTBhb3Y5fYYSXXscDjIyMgQaV7j4+NYrVb6+/vFxFmyX+fm5gob3sKFCxkfH6enpwe/38/tt9/OsWPHqK+v59lnn6W/v19YacLDw4mLi8NsNgsLgXRgu1bX6r9SF58Xrqamp6c/c7gkMTUvLuletdvtn2jmNzc3M2PGDPbv38+dd95JMBikpaVF7J3CwsIYHh7m+PHjaLVaMjMzOXDgAL29vRQVFTE4OEhBQQEWiwWAhoYGsrOz6e3tZdasWXR2dgqWo9frpaioiIaGBuRyOVqtloULF/Lhhx+yePFi+vv7SUtLEylfHR0dwgoWDAZpbm4Wg7pTp05RVlaG1Wpl5syZIh3S7/czOTlJSEjIJYO4vLy8q0I5wAXl79y5c+nt7eWJJ57g6NGjFBUVCaaR9J5JSkrC6/USExPDjBkziIyMRKFQiIaxBKKXVJlz5syhqamJmpoaMjMzMZlMmM1m7HY7kZGR5OfnExkZid1up6uri9bWViIjIzl9+jSLFy/GbDYzPDxMRUWFYLItXbpUBJVI7gkpDWxoaIiioiKGhobYt28fH3zwAdHR0eTm5mIwGHj55ZfRaDRs2bIFs9nM7t27efnll0UojUwmY+3ataSnp1NTU8PRo0eJiIhgzpw5/Ou//it5eXncd999lJaW8tZbb5Gfn09aWppgsu3ZsweFQkF8fDyzZs2isrISh8PBQw89xKZNmwgEArS2tpKYmIjX6xXcpp07dzJnzhwWLFggAoKkYYR0P05PT4sh12dZ1qU1Lz4+/tpQ9irqH+IKSakSf+uSpsfT09NYrVZaWlro7+9HoVAwc+ZMIiMjMRqNyOVysUmRogzdbjdnz56lp6dHpKyUl5fj8Xj4+c9/TlNTE9dddx1z586lsLBQWJrS09OpqqqioqKC7u5unn76aWJjY9FoNLz44osUFRWJjRhcaJScO3cOh8PxicaEpDbRarViow5QUFBAT08P2dnZYsGQeBeHDx/mgQceEDGMcXFxYsMlRSFrNBqhZnE6nUKyL8k2ly1bRm5uroBU2u12kpKSaG9vp6mp6arUQNJk9+Lmj1SXN3+kl2QgEOCtt976Yl8yn2wWXl6fZgf7ovW3aP4An8kBcjqdREdHC3DaTTfdxPe//30OHz7MsWPHKC0tpbe3l+XLl9PQ0MDGjRuZmpoiGAyyf/9+Kisruemmm3j88cdxOBz84he/QC6Xi2hOh8PBunXrxAEtMTGRu+++G7VazdDQEEqlUmzevV4vtbW1qNVqfD4fc+fOBS5Y5SRgdEREBPX19ej1epKSkoRKp7i4WCh0rFargKdKG5qlS5fy4YcfCktMSEgINpuN1atX43a7CQsLY3JykujoaEZGRpienkYul38i6ndqagqfz3dNSvp/tFQqlYAtwwUVidvtFrJ7pVIpmi2RkZGMjIwILpTdbic7O5ujR48SHx8vLFFqtRqLxSIk7w0NDaxfv57f/e53LFiwQCgR29vbKS0tRafTCVuqFJUql8sZGhoiKyuLhIQEvvOd77B27VrBiDt27JgIEpDUODKZTPw9QkJCMJvN1NTUkJqaKho5sbGxBINBrFYrXq+XsLAwAoGASJCSYsijoqKEEjU6OvqK6geJlyU92waDAZVKhUKhYGBggPDwcEwmE4ODgyLi++LSaDTifVRXVyfWaJ1O95l2NAmIOT09jV6vF3L5QCBAIBDA4XCI31elUmEwGJiYmBCHovHxcWbMmIHT6cRmszE9PU16ejozZswQSTM2m43JyUm8Xi9er5fMzEwMBgMGg4EPPviAgYEBEamcnp4uIpOl5vSJEyfIysoiLy+PBx54QECwpTSplStXcvDgQex2O4ODg0JtKwG6Jb6dVqslISGBo0eP8sgjj+B2uzEYDHR3dzM0NER1dbVYl+fOnUtJSQmHDx9mdHQUp9PJ+Pg4nZ2ddHR0YLFYhP11ZGSE9PR00tPTGR4eFrHOALfeeit33nknra2tvPfee4SFhQnIs0qlYvXq1eTn52Oz2Th48CDV1dUAfO9732P+/PkEg0Fqa2vFut7U1ER0dLRgUzU3N5OVlSWs2VJJcv7LVbCTk5MEAgFhmxgbG0OlUiGXyxkfH6e6ulok8Ehqvt7eXvHOjoyMpK2tjbS0NCorK/nVr35FT08P7e3tLFu2TAQhGAwGMjMzKS8vp7CwUKTJwSdVn9fqWv01dSVY86eVZOf8rBobG7ukoSThLaKjozEajZfsXbu6ukhOTqanp4f8/HympqaEUuL06dOMj4/j8XhEumpKSgpbt24lLy+PPXv2cP/995OQkCCSGOVyOT09PUJ1IzWdHQ4HU1NTXH/99URHR5OZmcnQ0BAjIyOCddrY2MjChQsxmUwCzB8aGuSRV34AACAASURBVIpCoWB0dJSuri6CwSBpaWnExsbS3t6OSqVCr9eLg30wGBSDhcTERAARjCIxLKVBwGdVSEgIbW1tZGRk0NbWJlLThoeHRUKzdM6RyWRiyC9hLWQyGWFhYej1eoxGI++9956wCs+YMYObb76Z3t5ekYYZFxeHXq/H4/Fgs9lwOBwYjUbi4+MZGhrCZDLR2NjIm2++iVwuJycnh+XLlzM6OkpbWxtnzpwRoSQej4f58+fj8/mERVfaP5tMJtLS0mhra+PYsWM89dRTxMbG8uabb4qwiW9/+9vYbDbi4+O5/vrrRapac3Mz6enp/OpXvyIQCPDYY4+xevVqamtr+fd//3ceeOABodBpbm7m/PnzxMXFYTAYMJlMnD59GoVCwcMPPyx4UH6/n+npaaEs27ZtG1arlYceeoj4+Hi8Xi/p6enY7XbxPocL738pufmznh3ps6/GwXGtLtQ/RAPov7NGRkbo6urC4/Gg1WpZtmyZOERIjJuqqioaGxvJzc1lzpw59Pb24vP5kMvlFBYWMjY2xtmzZ1m3bh1+v5/MzEwyMzM5cuSIiMYdGhoiKiqKFStWkJGRISj7FouFhoYG9u/fLyId09LSxATx1VdfveLvrVKpWLBgAV6vF7/fz5kzZzCZTNx2221otVra29tJSUlhyZIlqNVqPv74YxobG3niiScElFqn01FXV0dYWJhIZpHo9HK5nPz8fFpaWtDpdMjlcrxeLx0dHQJ0qdfrsVgsNDY2EhcXR39/P2VlZWRnZ1NXVye8xp9VarUatVotXhZXqi8qu72aSklJobu7+wv/dyEhIWRkZAiPszSBvzjh7L+zJicniYqK4ktf+hItLS3U1tayfft2ET384YcfsmbNGiGb12g0hISEUFNTg8Fg4N577yUkJIQdO3YQGRnJxo0bGRsb44MPPmDNmjViAi0taGFhYSKha2BgAIPBIBo9tbW1mEwmsVjChQ3M4OAgqampIuEoJCRERLlHRkZis9lE5LxOp2N0dJTk5GTOnz9PQUEB7777LhEREZw7d47w8HAMBgNTU1OMjo6KeG6v18v09DQajQaDwUAgEKCxsVEoGSR1h3QI+DSvsaSCulb/O0u6n/R6PZ2dncTGxgoWUEREBHq9nv7+fqFu0+v1NDU1YTQaiYyMxOFwEBERITYpExMTLFy4kMHBQSwWC0lJSXR1dWEwGCguLiYkJASHw0FaWho2m42QkBAKCgpQq9W8/PLLQtERGRmJUqnEYDAwOTnJLbfcwoEDB9BqtZckh6Smpgq1TGxsLFarVdi0dDqdgMtfbJmSyWQC5C5ZmC9WN7jdbux2OxkZGUI9I6lmJIZNMBgkLCyMxYsXMzQ0RDAYFIoeyX4FUFlZSXx8/BWb6MFgEK/Xi81mEw3hqwWjSmpJqSkgATQlK53P5xMpkNLfRXpOh4eHqaysxGw2C47BwMAAHo+HiooKkdwpJZg1NjZSWFjIxx9/zOLFizEajSgUCpYsWcKHH37I6Ogoy5cvx2KxCLjrM888w7Zt24ALihZpk/3WW29x6tQphoaGKCsro7CwkIKCAmGl02g02O121Go1FRUVIvVmfHycxsZGLBYLkZGReDweZs+ejdfrZWxsjNTUVAKBABUVFYLBJ6mNJFiy0WikqqqKs2fP8qMf/YhDhw7xy1/+UlzTp556ioKCAo4ePcqOHTvo6urCbrfT2NiITqdj06ZNQuG6d+9eMWH/8Y9/zIIFCxgeHqa1tZXh4WHUarW4z1etWoXRaBRWhPnz55ORkXFV3/P09LS4B6VBmcTuSkhIoLq6WtiJ7XY7ixcvFmuJlMYpDSP8fj9lZWXodDpeeOEFvvrVr3L8+HFxoJPCCmw2G7fccouwXV6ra/W3qLGxMXQ63VX/eb/f/7m2w8v3tVarFYVCQXR0tLDCSj8PBoNCHVpfX8/o6KjY3x06dIjY2FjS09MpKyujurqamJgY3nnnHYxGI2VlZUxPTwvOlgTuVSgUuN1u1q9fLw79fr+f0tJSIiIiRGhMe3s7xcXFvPPOOyQlJfHoo48SGhpKc3Oz4NqZzWaio6OZmpoSdinJziZdi4v3WtIQQFJ9SCVFjsOFoJiTJ09+5jWcmJjAarWSmZnJ9PS04MNJZ7E1a9Zw/vx5DAYDFouFvXv3Crbq3XffjVKppLm5WQxONmzYQFJSEjqdTiiAZs2aRVFREWNjY/T09IjwoaSkJAoLC2lsbEQulwuez9DQEIWFhTQ3N9Pe3i5Um9JQdvny5YSFhWE0GrHZbLz99tvs3LmTpUuXkp+fL1S/kmPkySef5ODBg3z44YfccccdPPTQQ3g8HqqqqrjvvvtQKpWcO3eOyspKkdr82muvsWnTJu644w6SkpL43ve+x4IFC/j5z3/OmTNnGB8f589//rNIepbW4NOnT6PRaHjkkUdEOrYEcJbJZBw/fpz9+/dTXFzM/fffj1wux+/3k5GRwdDQkAjG0Wq1Qs1zeRLk5TU1NcXIyIhQ71+rq6trDaC/siYnJ+nv76erqwu9Xi/gthJjR6VSMTk5Kawud9xxB5WVlZw7dw6tVitSOvx+P7GxsXz729/mxIkTNDU14fP5OHbsGAqFgvDwcAoKCjAajXi9Xnp7eykoKCA+Ph6lUsmJEyewWq0MDAwwMTGB0+nEaDRSWFhIRUWFmBhPTExgs9lQqVRMTU2J2O3ly5fT19cnYI/x8fFERUWRkJCAVqvF4/FQWVlJcnIyKSkp2O12cQjq7+8nOTmZ3t5eQaifmJhAqVQKAvz69euRy+UircVgMAi4ss/nw+fzMXPmTLKzs9m/fz/vv//+F/oepAntlUqtVgulByBsEn+L+muaP4CQQV78z3/riomJQaPR0Nvbe0mjqrS0FLvdzm233cazzz5LaGgoHo+HjIwMBgcHGR4eZnx8nIaGBpKSkrjuuuvYvn07AwMDFBQUsG7dOgKBABaLhbi4OKqrq9HpdASDQb73ve8RHR0tEsDMZjNhYWH09vYSHR1NTU0NCoVCTIc6OztJTExk5syZl3TrHQ4HCoUCr9dLZGQk/f39GAwG3G434+PjdHV1MXPmTEJDQ7HZbExMTDBv3jyqqqoIBoNC7SclCTU2NhIdHU1/fz+pqano9Xo6OjpYvHgxBw4cIC0tDaPRKKKqpU3TyMgIcXFxgp31aeV0Oq9ZA/4PlASBlyT6UqKd3+8XkGOFQsHIyAhRUVF4vV5GR0eJi4sjJSWFgYEBkXSRkZFBTU0NBQUFjI6OMjo6il6vJysrizNnzrBq1Sq2bNlCfHy8gOFKrLbp6WmSk5MZGBhArVbz0ksv8dhjj4l1RjqUBoNBMXjIyMgQ4GO4oKSQ4PIymYzExET6+vpISEi4xCaVkJAgJokXl0ajEbBLrVYr7m9JzanRaC45yJhMJgHvlGzF6enpgtMiNVI+bSpntVoFl0v6/KspnU5Ha2sroaGhYgghWa0tFgsGgwGj0YjRaBRTZenvs2bNGnGokCDYgFBdORwOrFarCEjIy8sjKioKpVLJ0NAQAwMDTE9P8+6777Jq1SpmzZqFTqfj6NGjLFu2TDRfli9fzvnz5xkZGcHv9/P2229zyy23kJiYSExMjJDMNzQ0kJaWxpEjRxgYGCA+Pp6KigqR5KLT6Th48CBr164lMzOTyclJ3n77bZYsWSIk96dOnWL//v0sXboUp9MpLBwul0twLaKjo5mYmODxxx8X1/EnP/kJBoOBtrY29u7di8vl4v3338fv96PX6/na174mEjRff/110cz75S9/yYIFCzh//jy1tbW4XC5GR0eFwuq2224TFhAJNivtez6tJLWdVNJeQSaTERISQmRkJBaLBYVCQX9/v9iHpaenExoaSkNDg7j3i4qKOH78uAj76OvrY/PmzezcuVOwOyT1p2TbOH78OM8//7w4WF78vFwD/V+r/0pJe5qrKUnV+VnldrsvaYj4fD4mJydRqVTi51IKr9PpZGpqSiRLymQykQj53nvv0dHRQXFxMXl5eVRXV5OcnMyrr77KunXraG9vx+fzsXbtWv7t3/6N3t5eMXi48847OXPmjADMS79zSUkJaWlpwhZ98uRJMbjLzc2ltraWmJgY8vLycDgcaLVa1Gq1aOZcHLRhtVoJDQ39RPNscnISv99PeHg47e3t4ufSWixdi8+q6667DovFQkpKCmlpaaxYsYLIyEi2bdtGIBCgq6uLmpoampqaaGtrIzc3V8SkS42Z/Px8srOzaWpqIiIigrKyMvr7+2lvb6eoqIjExETcbjfd3d3iuicmJhIbG0tdXR3V1dUolUqmp6eF1UlyjqSnp/PSSy+RmJjIhg0beOqpp8QZq6uri6effpojR46wYcMGvvzlLzM8PExaWhoVFRUcO3aMe+65h5CQEJ555hk2btzI1q1bAdi1axc333wzzz33HI2Njezfv59z584RGhrK4cOHSUxM5MUXX2TJkiW8+uqrvPTSS2zZsoWBgQHee+89mpubOXz4MPn5+TQ0NHDPPffgcrkIBoMsXbqUe+65R5w5JfVtaGgoJ0+eZM+ePVx33XWsWLFCNKoMBoMYHMCFwXhfXx/p6emf+x263W5cLtc/fNrXX1PXGkB/RbW1tTE4OIhcLiclJYWTJ0+yaNEi4MJmODw8nL6+PhwOB/Hx8TQ3N9PR0cHcuXNJTk7G4/GgUqlEukhtbS1bt27l4MGDGI1GcnJyiI6Opru7G7PZzPT0NGq1mpaWFpKTkwkPD0er1eL1elm8eDHDw8NCCZGYmEhzc7OI+JXgy8FgkIKCAhGNGxoaSk5OjpBa7tq1i/Xr11NQUIDX6yUxMZGBgQEcDgfXX389J06cIBgMChk9XIBDwgV4sWTxio2Nxel00traysaNG+nq6iI2NlZEpUtU/zfffJOwsDDGx8cZGRm5JFb9i1ZOTg7Nzc1kZmaSkZHBwoULefHFFwkJCWHp0qWcPn2aQCDwV8Hh/jeWTqcTjciLG1USF+jZZ58FEJaF9vZ25syZw9KlS7FYLILb8/777/Pggw9SWFjI6dOncblc5Ofno1QqxXceGxvLsmXLBKNHJpOJmOmDBw8SFhZGa2srfr+fZcuWodVqOXLkCLm5ueh0OhoaGi7ZyNhsNvr6+ggJCSE3N5eWlhbCwsJEFLJkR4mKisJqtYqG6Ntvv01xcbFQ5HR3d5OdnS0asGazmaqqKqKjowU4LyoqSkzsp6amsNvtzJw5E7VafUlKgcTI+luryK7V31fp9Xr6+vqIjY0lJSUFh8PB9PS0eH8BQsFTU1MjNivJycmiYShNKUdHRwkPD8fpdLJ69WqOHj0q0i/KysooKyujoqKC8+fPk5CQgNlsZuPGjbz11lvk5eWJ4UBKSgpdXV2Eh4eTlZXF7373O9avX094eLiwW9XV1QmIuQTKhEsPrGazmf7+fuLi4oSEXppYXumwIZPJSEhIYGxsTETJ63Q6wf+R7JzSpDkjI4Pa2lqRwifZuTQaDTExMQwODhIZGXlJup5UWq0Wl8slGrWhoaGfetC+mFknk8nEM+5yuUSKjQSZBwQ/ICoqivnz51/CBbDb7SJ8ITw8HJ/PJ5hOTU1NFBUVERISwvr160lLS0Oj0XDkyBHB8nn11VcZHR1lbGyMQ4cOYTab2b9/v2D47dq1C5PJxPr164mMjKS4uJg//elPFBcXo1AoOHfuHPPnz2diYgK3243VaiUtLY1AIMCTTz7JypUrRYCDy+WirKwMp9PJ1q1b0el03Hvvvfj9furr63n33Xfx+XxoNBo6OzuZN28e9fX1WCwWiouLGRwcvCTdMykpiUceeQSbzcbg4CCNjY1MTU2xa9cukV75la98RTRc9u3bJ1Ruv/71ryktLaW5uZmKigoRXy9FJi9atAilUsng4CAdHR0i3fNi+Pin1eTk5CXNOJVKRVNTEyUlJbhcLgEgV6lUgmeYmppKdXW1sABI905NTY0IezAYDIJZWFdXx5YtWzhz5oyAlpvNZl566SWWLl2KSqXC4/EI+00wGBRW4SslQF6ra/V5dXmz5vNqamrqcxtA4+Pjl9i/hoaGmJycJD8/X/xseHhYDJz1ej1ut1ucHWJjY3njjTeorKxk3rx5rFq1it27dxMMBhkaGhINdafTya233spzzz0nQPMGg4GEhASqqqqIiIjg6NGjJCYmkp2dzejoKLm5uYyOjvLxxx/T1taG0+kkNjaW22+/ne7ubjIzM0Vyl3S+gQtMTbVaLVSjfr9f2ISv9PeXGujvvPOO+HkwGCQpKYnm5ubPTQXr7+9HpVIxOjpKQ0MDx48fF80YiQs5PT2N0WjE7/eL/eLk5CSlpaUkJiZy8OBBLBYLISEhpKSk4HQ6UalUxMfH4/f7OXjwIPCfa3BUVBRut5uXXnpJ4EFUKhUjIyOUlpYSFRXFmTNnaGtrIz8/n1//+tfiOg0MDHD+/Hl2795NR0cHS5Ys4atf/SoulwudTkd7ezu/+93vmDVrFvPmzaOyspINGzawbds26urqOHXqFAUFBfzmN79heHiYt99+m7/85S9kZmbS0tLC6OgomzZtYuPGjdTW1vKtb32L5cuX8+Mf/5jKykqCwSB79uwR59zk5GQeeughmpubGR0d5YYbbmDBggU0NjZit9sxmUwUFBQwNjbGH//4R+x2O9/97ndxOByEhISgVCpRqVTCwSEpsdVqNbm5uZ/zlCBsi9eGsH9dXWsAfYFyu93CEpKZmUloaCher5e7776bI0eOCDXDwYMH8fl8IsJv48aNyOVygsGgOAxLEkMJCO33+yksLBQAXY/Hwze+8Q20Wi2NjY3U1tYSGxvLwMCAmG52dHSwZcsWoSL6wQ9+QF5eHq+88gpjY2OXxI5LpVKpuPHGGwUE9M4778Rms9Hb20tUVBSHDh3i5z//+RUPu5ItKCcnB7fbTSAQwGq1kpCQgMvlIi8vD51OJ2Smkuf1xIkT1NTUMDU1JWxi0mHe5XKhVqtFFPCZM2e+8PciNXba2tpoa2tj3759FBcXMzAwwJtvvklKSgrBYJCsrCw8Ho9I+/q0kpQx8fHxxMbGUl9f/4V/p//Jkpo/n1YhISEEAgEmJyfJzMwUSTRhYWGkp6fT1NSE2WzmoYceor6+nrfffpvMzEwmJiZoaWkhIiKCoaEhli9fjt/vF75r6bOtVisej4eUlBThn3a5XOKQc/vttwtmiCRhlewzcOGQ5/f7GRkZobKyEqfTyfT0NAUFBYLVkJSURGdnp1isOzs7ufHGG8Vhtra2luLiYjo6Opg5cyYnT54UC29kZKRQwmm1WpKTk9m2bRtFRUUAhIWF4fP5xAZLUphJSg6pLo4Jv1b/e0tqTEuQerhgDZPiXC8uKUFISj5JT0/H6XQSGhpKTU0NcXFxVFZWCt97SEiI+AypGSIlW2zevJlnn32WEydOkJCQwKJFi7jlllvYsWMHixcvZnR0lFtvvZUzZ84wOTlJc3Mzd955Jw0NDaxYsYJt27bx+OOPo1QqOX36NCUlJSQnJ4um1eW2K5PJJGyYkrVAo9EI1o20Cb+4IiMj8fl8DAwMEBMTg0qlIiwsTDwjFwOjCwoKOHLkCLNnz77kM2QymVDhXHywliosLAyr1SosAxerkvx+v4i2hQvNotjYWDweD1arlcbGRkZHRwXPKzU1FZ1OR0JCghhUxMbGiqaANC0ERPy43W4X4QynTp0iIyODjIwMJiYmKC8vF00v6T4ZGRkhIiKCWbNmYTQaxTtheHhYcB2cTiebN29m1qxZaDQaJiYmkMvlormclJRER0cH8+fPF2yOjz76iO3btxMTE0NJSQkTExNUV1fjcDi49957hXX8+uuvx+128+abbxIIBNBoNAwNDbFo0SLOnTtHQ0MDDoeDVatW8corr1ySOCkBP2NjYxkcHGRwcJCzZ8/S2tpKMBhk5syZwlpWU1NDXV2dsEX8+te/JjMzk+HhYU6fPs3g4KBodGq1Wh5//HGSkpKoqalheHiYBQsWoNfrCQ8PF9yQq+WfSEESFouF2bNno9FoOHbsGHFxcQSDQerr60lISCA3N5c9e/bgdDpRKpUcPnyYrKwsAJ588km+//3vs2DBAnw+H8FgkJqaGh5++GERGS0l/f35z39mxYoVpKSkCEu5UqlEr9djs9nQ6XTXUsCu1V9dLpfrqg+p0rPyRcrj8Qi+jPSus9lsyOVy8YxK55H6+nqysrJ4//33aW5uZt68eSQmJlJbWyssllJa8aJFi7BarWzdulW8M775zW9SWVlJd3c3KSkp7Nq1izVr1pCYmMhbb73Fgw8+SHt7O21tbULRd8MNN5Cdnc3k5CQJCQliDWlqahJNVYmfKTWJpUaUlBR4JeC1xChNSkq65OcSB1NKJPy0cjqdpKSkCIjyxMQEc+fOFXbiWbNmERUVhVqtZnx8nISEBKFwrKioYOvWrYSHh3PjjTfS1dXFmTNnBOfPYDBgtVpZsmQJKpWK06dPC+vyuXPnWLZsGadPnyY/P5+kpCRcLhf79+9namqKDRs2cNddd4lwH4fDQXV1NW1tbUJNKTXVQ0JC6O/v55VXXhEcM41GQ0lJCaWlpfT393Ps2DHS09O56667mJqaYt++ffzwhz8kPj6e0dFRXnvtNdavX899991HIBDgzJkzhIaG8pOf/ASNRiPOcB9++CF5eXm0tbXxs5/9jOHhYaqqqlAqlXzta18jJCSEw4cPk5KSwoIFCwgGg9TV1fHCCy9QWFjIunXrhPVNCh4YHx8XSXBVVVVkZWVd1f0/NjZGIBC41pT/L9S1BtBVlNfrxeFwCMimxOWR2DYdHR2sWrUKgNbWVpKSkoiKihING6lBMTIyQmhoKOHh4eLzgsEglZWVXHfddUxMTDA1NYVCoRCKmtraWuLi4li1ahW7du0S3fwjR47w2muv8ZWvfAWfz8eiRYtQqVRs2bKF7u5umpubL0n9KigoICcnh+LiYl5//XXa29uZmpri3XffpaurC6VSybx589Dr9axbt05sfAYHB8nPz8fn84lYSanxJTXCJHCl1WqlqamJ7Oxs3nvvPSYmJlAoFERGRjJr1iwxtZa4GWazGb1ej1wuR6PRfG5j5vNKqVQKIJ3UBHG73SJS8eIUr88qacI8NDT0N7OMfV5dDazui9TliW8SJFYCwkpMk4iICN59910WLVpEeno6er2ee++9l/7+fvbv349SqSQ3N5fBwUEBxE1MTKSoqEg0iiRlgEKhQK1WYzQaUalUgm+UnJzMuXPnBLDO6/WSl5d3iRogPDwcuVxOb28vGo2GmpoaBgcH8fv9REdHiyQ9m80mLDfj4+Po9XoCgQA6nQ6/3y+mZk1NTRQUFJCWlibuh4ceekgogySfswR+7erqYuXKlYyMjAh+ltVqvUQdcbkn3+12f6FEj2v191lhYWHYbDa0Wi0mk4n+/n5MJhOJiYl0d3df8h1frEyJi4sTqjcpCcVkMnH+/HmhRoiLi6Ozs5PQ0FAmJiZYvnw5R44cERGwixYt4q233uL73/8+FRUVpKen861vfYuf/exnLFiwgL179/LlL3+Zd955B71ez8mTJ/H5fLS0tLB69WpeeuklvvGNb5Cfn8+2bdu47rrrSExM/FQmmtFoZHBw8JKI1JiYGJF2dKWSJOnDw8MoFArR8FAqlYLTIMWMG41GMRy4fBMnWdgkJs3FzYCLm3AhISE0NzeLZC/p+jscDurq6oT0X3p/5eTkIJfLsVgsglsk2fMA8fsBYvDQ29srIoYlLlp8fDwLFy6koaGB6elp+vv7Bfy5q6uL+Ph45s+fT2RkJLW1tbS2tgo7oJRq89hjj4lJr1wux2QyMWvWLIaGhti7dy9yuZz6+nrcbjf19fWcPHmSnp4eQkNDycrKYu7cuWzfvp36+npWrlxJTEwMaWlpQq3p9/vZt28fzc3NwmYRHx/P0aNH+Y//+A/S0tKQy+UcPnxYJGqmpaVxyy23EBMTw86dOxkbG6O7u1uAmgEyMjJYsmQJERERlJeXi+FRXFwcP/vZz0hOTsZms3H+/Hn6+/tFull+fj55eXmUlJRQXV3NyMgIGRkZmM1mYfWSOIOfx3GQSopGdjqdFBUVCQi1BGvWarUYDAZSU1MJDw/nlVdeISIigrlz51JWVsaOHTvIzc3F5XIRFhZGc3MzRqNR2F9MJhNut5t33nmHlStX0tvby+DgIHfddRfDw8NCNSA1KmUy2TWr77X6q0uyll9tTU1Nfe6zMj4+fslwQtrvS3tXaT07d+6csGtlZWUJsPSxY8cYHx9n3rx5BINBqqqqSE1Nxe1209TUxPLly2lvbxcsr/Lycp544gmWLFmCy+XCZrPR2tqKyWRi0aJFmEwm6urqRKMkPT0drVZLUlISv/jFL3j++ecFD0jif01MTGAymdBoNDQ0NBAMBi9RL0lr0sTEhLBXS2vK8PCwSBaOiIhgZGSEtLQ0Ojs7USgUYpj4ea4CmUxGXFwc7e3tjIyMkJqaitPpJDExEblcjk6nY2RkhOuuu04gLs6ePStAxgsXLiQnJ4fy8nLmzJmDTqejubmZJUuWkJKSwuDgIC0tLfT09BAeHs6pU6cEm+/QoUOUlZXR1NTEmTNnyM7O5oknniA0NJTW1lYxDLfZbBw7dgyNRsO8efPIz8/njTfeEHvejo4O+vr6iIuLo6ioiJUrV+L1emlpaWFoaAi3283s2bNJTExk165d/PSnPyU0NJTMzExOnjzJwoULefLJJzEajdTW1hIZGUlRURGlpaVUV1dz+vRpXn/9dWF3nzt3LqtXr6aqqoqRkRFUKhXr169nenoal8vF3LlzCQsLY3R0VHCHVq1aRVFREXq9HpVKJd6pkv3a4/FQXV3N7Nmzr+pZsdvtV0yLvFZfrK41gD6jpqamhNw4MjKSnp4ecfNKap+xsTFCQ0PFNFICCkoHSaPRiMlkEsC0We40RgAAIABJREFUkZERzp07R2xsLFFRUTQ0NFBQUEBraysJCQmCbaLX6zlw4ACZmZn4/X727t0LXPDEq9VqwsPDOXjwIFarFZlMhsfjYceOHXR0dAjuQktLCyUlJWzYsIHh4WFee+019uzZc4kssr29ndDQUNLT07HZbBw6dEhEIWdkZKBUKtmzZ494ybvdbrGxHRoa4sSJE4SEhNDT00NMTAwul4vu7m5WrVpFdnY2NpsNt9uNQqHg+uuvx+v1snv3buEXdTgcgrnxX1Xa+Hw+xsbGuPPOOzGbzYI/09vbK1IE/H4/dXV1wj4xOTkpUmI8Hs+n2nwkm9l/V31a80cCon3RamlpQalUUlhYSGVlJaOjoyItR6oFCxawePFi1q1bh8/no7y8nKysLE6cOMHY2Bjf/OY38Xq9lJeXi4hjtVqNTqejq6uLyMhIkfQjfbbEWwgNDRX3qTSFyc/PR6PRkJycLH6H0dFRbDabSNPr6OggNjaWhQsX0tTUhEqloquri7i4OFpbW1EqlUxOTgpWT0xMDNXV1aSnp2M0Gjly5AgLFiygra2NRYsWiWbO4OAgERERIhq1oqICpVJJVlaW8IBLYFH4zw2WdL9fq3+MiomJob6+HpPJRHR0tEg4urykFDCr1Up8fDwxMTF0dnaK5zghIUGsG8H/z96ZR7ddn+n+I2uzLEuW9122432JN7KvEEyaEBJCEigQSlsKDIUznZneaadlbu+UM/TclrntbTtdBpi2TKFQtqSEkkD2EMdL4jiOHdvxvsS2bFmWZcu2JMuS7h+Z3zsJBAgznc5y85zD4WRzYkm/7/K8zxIKkZmZSUNDA5WVlXi9XgoKCnjxxRcJhUL8zd/8DT/60Y/YuXMn2dnZnDp1invvvZef//znUvs6PT1NWVkZ7777LgUFBRgMBjQaDcFgUFpdduzYwYEDB+js7MRoNIp92Gg0XkW2KplGymRT+X6urLy/FpRAapvNJjlb8C+HaKXNamhoiOTk5KvWGgXh4eEkJSVJsLYyBZyfn5f6YkVlpWQ4nDp1itHRUcxmM1arVapgo6Oj5aI0MzNDeHg4nZ2dLF68GEAuKl6vl7i4OFH6KIUN+fn5GAwGIiIimJ6epq+vT37Pjh07JDzUbDZz5513cvr0abq6uiS0MjMzUzKPlL09Pj4enU7H+Pg4+fn5eL1emVJeunQJrVbL0aNHxYpWVlbGxMQEVqtVgvbz8vJobW0VxVBUVBS1tbUcPnyYsrIytm3bhtvt5uabb+b48eO8/vrr9Pb2Mj4+flWDVnl5OTt37sTj8TA4OCitb1cqgnJycrjjjjsYHh5m//79krmzfv16nnjiCeDyvtrR0SHNWTk5Oaxbt04IoL6+PhoaGkQVHRERcdUhfmJi4kM5U9eC0uJ4/PhxEhISWLt2LQA1NTW4XC4uXLjAjh076OjokDrlF198kfDwcEpKSrDZbDL48Xq9nD59WoJEH3jgAUZGRsjOziYlJYXnn39echU7Ojq48847mZubkzPOlXadG9k/N/Bvwaepfr/eoOi5uTkhJJWgXEVlZLfbMZvNDAwMoNVqyc7OprW1Fa/Xi8FgYM+ePSxdulSygc6dO0d+fj5dXV2MjY1x2223MT09TWZmJkePHgXggQceIBgMEhsby8GDB6WN9ZFHHqG/v1+yLC9evMiiRYvweDxYLBZ+/OMfSz5kWFgYU1NTMkRzu92iqAkGgyQlJcnAzeFwEBsbS1hYmDQfwuW9xuVyMT8/T3FxMefOnSMsLIyTJ09y++2389Of/pTi4uJPVP4oiIiIICoqivn5eXw+H8FgkOnpadatW8eZM2fEzVBXVyflJBUVFQCsXr0al8slxL5CrimExttvv43b7cbn85GamsqhQ4coKChAq9Vy/Phx0tLS6OnpYevWrczNzcn9pb+/n8HBQRobG+nu7sZgMLB582ZSUlI4fPgw3//+90lLS6OhoQGj0Uhrayvr1q3j/vvvl1KFW2+9lfLycgwGA8FgkKamJp566ikhd86ePUsgEODrX/86KSkpLCwsYLfbWbFihTg8fvOb3/D222/T29vLzTffjMvl4s/+7M/weDzs37+fyclJbr75Zj7zmc/IMKWkpIRAIEB7ezv/9E//xMLCAo8//jhWqxWtVsv8/DyBQACn00lUVBSJiYn09/fj9/s/pBz+KDgcDrFt38C/DTcIoGtgYWEBh8MhPk4FSsW5skAHAgFpYAkGgxQVFREXF/ehw8LMzAyDg4NiQ7rtttukkUitVos1KSoqimPHjjE3N4dWq2VwcJCuri6Gh4cpLS3lzJkzmEwm3nzzTbZu3cqzzz6LTqfj2LFjOBwOsS9cic7OTn784x8TDAYpKCigu7ub0tJSIiIiGB0dpa2tjWXLllFdXS2LeG9vL3BZRqnYX06ePClT7C1btohMVa/X09/fz/Lly4mMjKSoqAi73Y7T6eTw4cOYzWY5gL700kuoVCrMZrPkZUxMTIg9TvF8Xrx48VO/Z9nZ2fT09DA5Ockrr7zykb8vLy8PgIceeojGxkba2to+seZdqa79Y2LFihUMDw//q1VRSjinomBSPmdGo5HS0lLWrl1LW1sbJ06c4OzZs9LI1tbWxvbt2zGZTDzzzDPMzc2xa9cuTCYTdXV10iqwc+dObrrpJrFQJCUlkZGRwezsrKh/tFotra2tREdHk5GRQXR0NGq1+qpLislkkoO/yWQiMjISh8OBVqvFbDYzPDws9c5DQ0PccccdtLa2YjAY5Pk5dOgQt912m5CzdrsdvV5PZmYmFy9exGg0YjabpUJYkY76fD7JOVlYWAAuP+MKMZiQkHDNZwo+faPHDfzXgV6vlyyp9PR0Ll26dJXEXCFTFNLe4/EwPz8vTXSKn17JUYuNjWV6ehqNRoPZbCYvL09sSSkpKdTX13PHHXfwd3/3dzz//POYzWY2btzIs88+y/79+8nJyWHx4sWiINq7d68oUbZu3crBgwdxOp2sX7+e++67j9nZWdra2ggLC6O9vZ2BgQH0er3sS0ogs1K7qnyOZ2dn6e3txWQyyff6wb1MCcZtaWkREsNgMBAIBKTGV2nV8vv92O12af27kjCKjIxkZmZGBgHz8/OMj49LVfnc3NxV9biKfejK3CFln1ZqhJVQ30OHDknbn1K5Oz4+jtFoFPtBeHg48/PzYjGbmJiQfIdAIMDJkyfl98XGxqLValm2bJkQU9HR0dIUpqy1IyMjZGVlSd6Rsn9OT08zNjZGU1MTy5cvZ8uWLZw7d04O+ZOTk9x33314PB5mZ2dZtGgRTU1NLCwssHfvXhITE3nwwQfp7OyUfcFut/Otb31L1GBKkLHdbic9PZ2VK1cSHR1NX18fOp0Om83GSy+9BFwmfaanpykuLiYmJuaqJrB7772XTZs2SXvd7OwsfX19DA0NUVhYyNatW6XRrru7m+bmZrEcKCTblZfT0dFRIdU/CYODg9TU1LBmzRoZElRXV9PS0kIwGOSee+7hwIEDLFu2DJfLJUHpJpMJh8MhWSBqtVqqqysrK/nCF74gqj69Xk9XVxd+v1+awRYvXix5Q2FhYYyOjgr5BJcvHIWFhdf1PdzADVwL10sgKveA6/16Ho8Hl8sl5+6xsTGioqKYmZnh4sWLbNmyBUAyeGpra0lLS5N8utOnT7N9+3b27NmDy+VixYoVaLVa6urqGBoaori4mOzsbC5cuEBsbCzPP/88RUVFvPLKK5ILo5zf3G43f/EXf8G5c+fYtGkTR44cYfXq1ahUKnQ6nSho4F8q7n0+H11dXZSVlQnZc/HiRSGMr2zwDYVC2Gw2LBaLEP96vZ7R0VHm5uYkCFrJwLse9PX1ERMTI2S2khX54osv4vf7eeyxx7BYLHR1dZGVlSWZqllZWezdu5f09HS++MUv4na7ee2114iLi5Pcn7KyMjQaDfX19VgsFlHE+P1+aeGy2+3U1NQIsVVTU8Po6CiJiYlYrVZ27txJdHQ0Bw4c4PTp0+h0OlGva7VaJicn+b//9/8yOTkp7WtWq5X9+/czPDzM0aNH6e3tJTk5mdzcXMkEvfnmm8nNzaWgoICioiKGh4fJzs5Go9FQV1fHO++8Q21tLUVFRSxfvpzc3FyWL1/O+++/j0qlIjw8nK9+9atotVrOnTtHcXExer2egYEBTp8+TV1dHUuXLmX16tVXKamU87/VakWj0YjS93oJUuXzfaN59w+DGwTQFVAybTQazVWHlvn5eS5evEhCQoL40qenp4mIiJBJr1qtvuYirzC6+fn5mEwmbDYb3d3d0jpTVFREY2MjOp2OkZERKioqiIyMpK+vj8985jOEhYXJVFI5gO7YsUM8/v39/VRWVjI1NUVvby8jIyNs3LiRgYEBHn74YZGDj4yM0NHRQVlZGZmZmURERLBu3ToaGhrQarXcfffdNDY2kp+fT3l5OYmJiXg8HkpKSuTSPzo6SmtrK4cPH2ZqaopNmzaRkJBAamoq2dnZ4ie1Wq2yKSgKqm3btkkGhtFoFGWGzWaTnB2dTsehQ4c+RABZrVYGBwev+jmj0cgTTzzBz372M2ZmZtDr9axbt46cnBxRNdXU1OB2u8nMzGR8fJzw8HAKCwvJyckRGee1bGFXNocBV2VQ/LHwSdWVAEVFRbS1tUn1JsDdd9/N66+/Tk1NDfAvyiKl9l05OH/1q1+luLiY9vZ2kd3+7Gc/o6mpidbWVvx+Pxs2bGDJkiXY7XY5HNx66620tLTgdDrp6OigvLyc8PBwJicnZaKvKIU6OzspKChgbGxMQqI1Gg3x8fHSBjYxMUF6erpcrGZnZ0V6Pzk5ycjICEuWLEGr1bKwsEB7e7s0RszOzlJSUiI188qlrK6ujszMTCF7lLrMiYkJCgsLsdlsqNVqLBYLer2ejo4OuSxOTk5SXFz8ie1f8/Pzn9qnfwP/eREVFSUZT4pCJjMzk7y8PI4ePXoVAWQ0GiUY2WAwyEQKLtuc5ubmSE1NFQJEyVQZGRnh3Xffpby8HLfbzS233EJERIQED69YsYJHHnmEb33rWxw8eJDPfe5z7N27l2eeeYbbb7+dtWvX0tLSwl/91V/xk5/8BL/fj8ViYf369QwMDEgLiUIszczMsGHDBpKSksQSptiYQ6GQVNIq9fYqlUqsA6mpqYSFhcnhOzo6+qoAZSWLZW5ujomJCWkGVP4ep9MprVlHjhwhMjISg8EgbU7K13a5XKhUKoxGIwsLC3g8HjIyMkhISCA9PZ2RkRGMRqMEbyrBzQqUlhulOthisQhZpCikpqamiIuLw+fzycFRrVYTCAS4cOGChMorod+KUtXj8ZCamio5TzExMRgMBo4fP85jjz0GwJEjR7jpppuIiIhg6dKlomw6f/68WAKfeOIJysrKmJ2dRa/X43A4uHTpElu2bCEQCNDS0sLp06cZHx/nN7/5jQyVlPDQ3bt3k5mZSXh4OD/60Y/ke4+Pjyc8PJzNmzdTW1uLSqWiqqpK1tHp6Wl6enqEqIyMjCQjI4PNmzdLo5eCP/mTP5EzgM/n48KFC8zOztLe3o7JZOLee+/FZDJRUVFBX18fZ8+eJS8vj8zMTAnTV5QOimJyamoKk8n0ibk/it3u+PHjbN68WWyFx48f5ze/+Q233347ycnJHD9+nLvuuouBgQFRCOzdu5fk5GRKS0t57rnnJDRduWg++OCDnDlzBp/Ph9lsJisri7q6OilKqKiokMl0Tk4O586dIy0tTUje6elpeaZu4AY+LZR18HqgfNY+CcrwSRmKWa1WPB4PU1NTWK1WVCoVdXV1rFq1SuxQKpWK6upqiaZITEykoaEBvV7Pvn37SE5OJjw8nJSUFPr6+oRIXrJkCTabjerqau6++25WrVpFQ0MDJSUl9Pb2EhYWJiqZzMxMiouLOXz4MPv27aOyspLk5GTm5uYkLHlhYQG32y1tV2fPnqWiokLWiFAoJHePubk5yVi8suF4YmJCnm+Px0NLSwu9vb1kZmYCSJ5qZGQkp06d+sTX02w2o9PpGB0d5cSJE2RnZ5Ofn09zczO9vb3ExMTInUwJ53a73axbt46RkRF++ctfEhUVRXp6OllZWXi9XkwmE7W1tRKmXVtby/r161m/fj2ZmZlig87IyKC6upqenh56e3tl2DM/P098fDynTp1i3759xMfHMzw8LIMNi8VCYmIiVVVVxMTEkJ2dzcLCAvv372d8fJypqSkOHz7MrbfeSmFhIW63m/n5eWJjY8nNzeXOO++kqKiI1tZWZmZmSElJobu7m4mJCX784x+j0WjYtGmTKI+VYoTY2FhiYmK488476ezsRK/XU1ZWht1up7u7m8HBQUZGRti6dStFRUUEg0ESExMZHh5mfn5ehAgul0tI+ev5zMNlpVt8fPyNLLY/IG4QQP8Mt9vN7OwsiYmJH9rsdTodpaWl0hRkNptJS0sT6boSWnsllHpRs9lMSkoKTqdTwkK9Xi8ajYa9e/cyNDSETqcjJyeHW2+9Fb1ej8vlIicnR9q64PJCl5eXR1JSEnfeeSdtbW385V/+5VW2qa9//eusWbOGffv2yaXd4XCwfv16BgcHefzxx6mpqaG9vZ3FixfLZO3s2bPcc889pKeno9PpGBgYoKWlRWSMw8PD8jBnZ2fzwx/+EJ/PR3NzsxBDStNZWVkZJSUlmEwmTCaTXIz8fr/kDintAufOnWN+fl7sSnv27GF6eprCwkL6+vrEz/xB8gcubwjPPPOM/LitrQ24PK3bvXs3ZrOZ2dlZXC4Xd9xxh+RF1NfX4/V6PzJsWglFvR6UlJT8hwREf+ELX+CFF16Q7zk6OpoHHniAX/ziF3R0dGC1WklISGDNmjXU1dXR29t7VQMMXJ6cVFdXA3DHHXfw85//nF27dlFWVsbGjRuprKzk4sWLeDweydEBeP/992W6HBkZyeHDh6moqCA1NZWkpCT0er1MHoqLiyXPSpHFKtNwZYrT1taGVqsVNZnSuqCEkqekpKDVajEajQwODqJSqdBoNBL4vWnTJgkpVZ5bZfqgSIeV8EAlcBwuk0tarRar1SokqN/vFzuIyWRiYWHhKvvXjUvAf1/odDohS5XKaL/fL0GwH1QBweWMEGVg4Pf7SUpKIhgMUlNTw7p16xgaGiIvL4/+/n45pCmWx8nJSaanp0lPT5eDdigUoq6ujhdffJFvf/vb2O12du7cyTe+8Q1Onz6NSqXC6XRyyy23sGvXLnp6eoiKiuLkyZNs2rSJo0ePUlZWRnl5OXNzc/T390tgZEZGBnD5cDw8PCxrnNVqZXp6WqzE6enpcthTVEpKeUEgEBCFj2LBVLz+VqtVCCnl15qamsSqNj4+TmxsLIAo+oLBIPPz81dlxfl8Purr60lNTSUiIoKsrCympqYIBAISFHkloaDkL01PTxMbG8vMzAyzs7OSq6MQvV6vV4Y0c3NzNDc3o9FoKC0tFVuCknNjNptRqVRMTEwImaTkf4VCIeLi4rDZbKSmppKQkEBraystLS1YLBYOHjxIZmYmlZWVfPaznxV76y9+8Quxhs3MzGAymdDpdBIi/cILL6BWqyUQW7Fhp6en09raynPPPXfVsGL16tWkpKRgsVjo6OhgzZo1omQNhUK88847AOTm5pKUlERycjJr1qyhs7OTX/7ylzidTqxWK9u2bSM5ORmr1crQ0BC9vb0yAElLS+Oee+4RtWVERATNzc1kZ2djtVrFOqFccq8M9/b5fPj9/k8kycfGxhgfHycQCIgyuauri6NHj/Luu+/yzDPP4Pf7aW5u5tZbb6W7u1vC+b/3ve+RnZ0t1cUbNmzg5Zdf5p577uG1117j3nvvxePxcP78eXJyclizZg2vvvoqubm5TE9PExkZSWVlJc3Nzaxfv562tjaKi4vFBgeXFUxZWVmfbjG5gRv4Z3wwN/Dj4PF4PtaCq0Cpkx8ZGRHVdHNzMwUFBajVag4cOMDmzZtxOp34fD76+vqkrfCOO+6gpaWFtrY28vLy2LNnjxAaDz30EH6/n1deeQWDwcD27dsZHR0lGAxSXV3ND37wA+rr67lw4QLZ2dk89thjfP7zn5ez9oYNG9DpdAwPD7N9+3b6+vpISUkR23NpaSn9/f00NjZSUFDAwYMH2bBhg5yxlOINRT3Y3NxMf38/DoeD9PR0zGazEL9qtRq1Wi3ZmYFAQNYoZf0uLi6+LgJIpVIxMDDA5s2bqays5LnnnmPDhg2ynlmtVk6cOCF7y6JFi2htbZVBTmZmJhkZGaSmpvLWW2+RnJzM6dOnqa+vx+/3s379enbv3i0xA0NDQ4SFhfGP//iPBINB8vLyWLx4MUuXLhWVcHt7O88//zwGg4H169dL5pDVapX82M9+9rMSX+FwODh27JgUrSQnJ7N48WJpJ5uenub2229n27ZtlJSUMDAwQG1tLXFxcdL6++qrr1JTU8PGjRulyEDJDhocHCQYDHLbbbeJNV4ZEin24+7ubgKBAFVVVSQnJ6PX64mIiGB4eFhswNHR0YyNjUlb5/UoeYLBoJBF11sicAPXB9V/RLXxkiVLQg0NDX/0v/daUJLmjUbjRzKRgUBAbCnXqiNUEAwGZToZGxuLRqPB5XKJt9ThcGAyma6qnI2NjWXPnj2UlpYyOjpKYWEh58+fx2g0SrVve3s7paWltLa2Mjg4yNDQEOPj44yMjPD73/8etVrN7t27+d3vfofBYOBLX/oSy5YtQ61Wc/DgQSwWC9XV1SQmJjIzM0NpaakEk46OjtLV1cXMzAxWq5X8/HwSEhKIiooiOjqahYUFOfgnJiai0+nw+/1ij1MWW+W/K+vclelsKBTC6/Wi1WqZmpri5MmTJCcnk5SUxNtvv81tt93G6OgocXFxTE5Osm/fPgYGBjCZTHR2dlJcXHxV09TH4Vpqof/OqKqqor29neHhYQCWLl3K9PQ0g4ODYl+65ZZbhHl/4403WLlyJbt27aKxsZHm5maOHz8OQGlpKVu2bMHj8bCwsEBqaioul4v4+HiWLl1KX1+fTC8uXrzIzp07ycvLIzw8HLfbzaVLl+jq6iIiIoKqqiq5PLa1tREfHy95FgoRBEgIXDAYZHh4mDfffJP09HSKiooYGhqSi4rL5eLgwYNkZWWxefNmmpqaaGpqkinJn/7pnzIzM0NdXZ204OzcuZO6ujppL4qMjGTz5s2cOXOGc+fOUVFRwec//3l+9rOfsXTpUubn5+X/CQkJOByOqxoGFNXHxMSEhJf/e0ClUp0NhUJL/l2++H8h/LH3CeX9BbDb7TKNBDhx4gT5+fnExcUJoaHRaBgYGKCsrIwjR45QVVWF3W7n+PHj3H333Zw9e5a0tDT6+/spLCxkcHAQg8GAx+Ohp6cHs9lMTU2NTEqnpqYYHh7mgQce4M/+7M+wWq1YLBYmJyf567/+a2677TZSUlKoqakhMzOTkpIS8vPziYyMxGazsXbtWnp7e3G73eTn50sA7uTkJCUlJeTm5hIKhUSBozTtKdZfi8XC6Oio2LLCwsJITk4W9c3s7CwTExOyx6lUKjweD36/n+TkZJGkA3JBUaw8inw/MTFRnhtlTzGZTAQCAdRqNR6PRwgzRcHn8/kICwsjMTFRpunKuUWxfEZHR+N0OomIiJBwdoVoiYuLk0FEU1MTfr+f+Ph44uLiUKvVxMbGMjExgcvlEpXgiRMnKCoqIjY2VjIp4uLieOqppygrK2N0dBSPx4PNZqOgoIBQKITBYBDVV2dnJ9HR0XR1dVFVVUV9fb20YtntdoaGhjh06BDFxcX85je/4YEHHqCzs5OoqCiZwH8wyFur1cpnUAndn56elsZR5b1W1ExwmQCqqqqis7NTFEWLFi3i8ccfZ/Xq1QwNDdHR0UF7eztqtRqdTkdqaioFBQUkJSXJhcTtdhMdHU1sbCwmk4lQKCSv75X5Ugo+LlRceb6UkPTZ2VlRRWdmZnLo0CEuXbrEn/7pn2Kz2ejt7aWwsJDx8XEJqa6vr8doNEreSVtbG+fPn+fzn/+87HEZGRnExsbyxhtv8Pjjj4vyTa/Xc/jwYUpLS1m+fLmEyC5fvlzsjMpz39raelUw7X8m3NgnLuM/033iSiiE7fU0hc7MzIgS8pOgkPWKbd7lchEMBklJSeHEiROUlZURHR2NzWYTIryxsZE77rhD7iNKkczvfvc7tFotTz/9NBMTE7jdbvr7+5mYmKCkpISsrCxWr17Nr3/9axwOhxQIKAU3jY2NbNq0iePHj7N79276+/vFlWAwGIiJiaGgoIDx8XFyc3M5ePAgEREREuKuNFAGg0FcLpcEx8NlRZTb7cZut1NYWHgVWaC0dClDk9/+9rcUFBTQ0NAg7okry2A+DgkJCTz00EMsLCzw5ptv8uUvf5moqChOnTolmXM6nU6U7Pfccw9+v18Uj0oQc1dXF16vl8bGRrKzs1m7di3Z2dl0d3dz5MgRtFotFy5cYGFhAaPRyOc//3lZR5VsvNOnT/Pd736X6OhoyQtShsyrVq2ivLyckpISGUyMj4/z2muvodfriY+PJykpCb/fz759+5ibm2PVqlVYrVbWrl1LVlYWDoeDc+fOodfrsVgsREZGcvLkSX71q1+xdOlSqW6/9dZbSUlJYXh4mEAgQElJCenp6czMzIjiSyF3qqurZdBSUVGBRqMhLi5OzvQzMzMUFxeLxVnJe7qe87Oyn6akpNwYwP4r8XH7xP/XCiBFVpiYmHhNZjEUCmG32+Xw+VGYn58XKbsijR8YGGB2dhaTySTTSSWccnx8HJfLJdOuLVu2YLfbycnJkYOnklfy9ttvk5KSQmdnJ21tbZjNZs6fP8/vf/97UlJSuOeee1i0aBFLlizh0UcfJTw8nImJCdra2vg//+f/yKJfUFDAkiWXPwMHDx7k/Pnz5Ofns2TJEh588EG6u7sloV+R5SmXX6X5SafT0dzcTExMDCaTSQ7jgUCA6enNsWvxAAAgAElEQVRpFhYWriJ/wsLCyMvLY3R0lIiICMlgUDIcjEYjer2elpYWwsLC+MEPfkBXV5e8rkot5EeRblFRUczOzmI2m1m0aBENDQ3CNCcnJ9Pe3s7c3Jw0vSgqrSVLlqAcGJSQ1o9qzfkoKGqVfw/Ex8dfZXP4INLS0sjNzeXYsWO0trZis9kkLPpKZdMtt9zCXXfdhdfr5Ve/+hVms5mCggIqKyv57W9/S0dHh0w7y8rKePrpp/lf/+t/sWLFCtrb20lOTpYN5Ne//jXp6enYbDZ27NhBWVkZKpVKci4iIyOZnZ1l7dq1xMTEMD09jcfjwev1YrVa5TkYGxtDr9fLlGd8fJyJiQn8fr9cXoqKioDLB4DJyUkSExNl04mOjpYGm8zMTNRqNQ6Hg7S0NLk4FBYWcvHiRcbHx+np6SElJYWKigouXryI2+1mdHSU7OxswsLC6O/vJz09HY1Gg91ulwsa/MslE65u3QgGgzeCof+bQgl8VavVIlkOCwsjJydHCI5AICCTM8VKlZSUxNjYGCqVSqTVVqtVpl1KQKKiEFFyU/bv34/L5cLpdFJUVMTExARHjx5lw4YNPPzww3i9Xnbs2MGXv/xljh8/zpYtW1ixYgWtra1MTU3xxhtvsH37diE/FTumUqtuMpnw+XwMDw/T399PVlYWqampJCcnizoPEGuzUs+rUqkYHR3lzJkzOJ1OCgsLKSsrk1ICRYL/cRkvhYWFHwr/HR0dxWKxXHWYn5+fF/WV0WjEarWi1+spLCyUfTUQCAhZFRYWRn5+PgsLC0xNTeH1etHpdBQVFclQRckIUibInZ2dqFQqysrKiIqK+lDLzsTEhKw1SoaG3++XPc5ut3PixAn27NnD1NSUfC2LxXJVi5zb7RYSaXZ2lhUrVlBbW0tJSQnz8/OcOXMGt9vNuXPnpGWysrKSbdu28dnPfvaaJQSbN2/GbDZz4cIFKXyYnJwUMuatt96S3xsTE0MoFCI8PJw/+ZM/4a233uLnP/+5/Povf/lLcnNz5b11u900NzeLzF+r1ZKRkUEwGBQ7pNfrJSEhgfn5eVHyKgOz2dlZ+SwoGBsbIy4u7pp7mMPhYGRkRC4J/f39uFwuKioqUKvV/PSnPyUnJ4dHH31U7ATp6en09vaSlJTEK6+8Qk9PDxUVFYyOjpKens4//MM/ALBr1y4aGhr4u7/7O37961/T3NxMXl6etFsqKu+BgQG2bt0quYw+n4+CggJ0Op0QkXBZFX49l/cbuIFr4cosrE+C4j74JDidTrRarVi7FOu9VqulqalJLJler5f6+no592zcuFHOWMqlv7a2lqqqKtxuN0NDQ1INv3z5ct577z2Sk5P5zne+w3e+8x2mp6d5/fXXeeihh1i2bBkvvfQSnZ2dJCUlUVxczJkzZ2hqaiI2NpbCwkImJyfl3GexWCSEOjIyUkgkr9dLWFgYUVFRjI2NiYI2Pj4el8slra5qtRqv1yuNZPPz8xiNRlGodnV14fF4qK2tlczMhYUFIf2vhStbd+fm5ti7dy8VFRUSkKzc1WZmZnjwwQflXqaojRS719DQECdOnGBgYEAsSps2bUKr1RIWFsbRo0e5dOkSqampxMfHs2HDBgKBAMFgEL/fL6Uox44d4+tf/zpxcXHceeedqFQqmpubCYVCbNu2jaVLl1JeXs7MzAx5eXm8/vrrHDlyBL1eT3Z2tij1f/e732G329myZQtGo5FVq1ZRVlYm5TxjY2MsXrxYCoz+4R/+gUAgQOY/Nyru3r1bwrqV5kslN8/hcBATE8OaNWsYHx/njTfewOfzkZeXh0qlYvHixaKEdrvddHV1ERkZKQMTpXX0SpLv4+D1ej9ECt7AHxZ/EAJIpVJtAn4EqIF/DIVC3/1DfN1/T9jtdsLDwz9ySuVwOCRY8aOYR+Xwo1gFAAYGBpiZmSEzM5PIyEhCoRAZGRki/Z+ampILsEajITMzE7/fz8DAACqVSpLRbTYbYWFh7Ny5E7PZTFNTE2NjY3zta18jIyODF154gYSEBBISErhw4QLf+ta32L17t9jS1Go1mzZtIjo6mlOnTpGZmcnJkydFOVFQUEBOTg55eXm4XC5p0rBYLJKJEBYWJjXb7e3tXLx4kZKSEvFzKq9LREQEKSkpkhGhqH6Uqa8ixR8fHycYDNLR0SF/VrEDXbp0iS9+8YvU19fz1ltvSR0zXA6g/iAsFouQPE6nk7S0NJEunjt3Tv4s8CFy58pp0b+2ev3fi/z5YEiygrCwMLZv305lZSUvvPACx44dY/Xq1YSFhWGz2aQp7K677mJmZoa5uTkyMzNJSkpiz549lJSUEB8fT25uLk1NTdTV1REZGYnH42HXrl309/fz4IMPctddd3HzzTezcuVKvF4vx44dIxAI8NBDD8nU2eVy8f7771NUVEReXh5arZb29na55IyNjUk1/PT0NFNTU3g8Hkwm01XByQoZo1wS4+PjZZqsXI6UDfK9994jIyMDjUYjgbOpqak0NzeTkpLC/Py82Lv8fj+xsbFMTk7KdCw7O5va2lqCwSAajQan00lZWRldXV1ERUWhVquJiYlhcnLymhWsiqrg01a63sB/HShKkLi4OGJjY7Hb7YyPj5OYmCiftdLSUhkMOJ1O9Ho98/PzZGdni6osPDycAwcOiGy9t7dXDrgVFRU4HA5piVq7di1jY2OMjo7i8/nw+Xw4HA6++tWv8tOf/lRk/Wq1mi1btnDixAnWrVvHTTfdhMlk4vTp0/zud7/jiSeeYHR0VJ7H8+fPC/mttFkqF3yPxyPZbHCZ9FJCIq+EEsoP0N/fz/nz5yWcMj4+HofDIVPKa+Fa65jFYqGvr0+IJrhsv7syBFJpJNNqtVf9fGJiInNzc0xNTXHo0KGr1hTlPTGbzbLPKM2Hk5OTrFq16qqvpYSWKnk7fX19zMzMkJiYKHl5Op1O6olVKhUVFRXs2rWLqqoqamtrmZ6eZvny5aKGvXTpEhaLhZycHOrr61myZAldXV309fWxsLDAwsICc3NzEj5cWVnJ3Nwcx44d45577pF/mxKQDZebEx0OB16vl9bWVsrKyhgaGmJ+fp7u7m4hX5SQ0ezsbCoqKnjuueckL2jnzp188YtfJDIykoMHD3LmzBlRNBcXF7N9+3Y54Gs0GkKhELfffjttbW0EAgFiYmLk1/V6PWlpaR/5DCntQVcSJwsLCzidTnp6ejAYDCxevBiLxcLw8DAqlYoVK1Zw4sQJjh07RlVVFYmJibS3tzM5OSmW+KSkJF577TVGR0fZvXs3nZ2dVFdX09TUBMBjjz1GU1MTu3bt4uLFi9TV1fGVr3yFlpYWSkpKxEZy4sQJtm3bxoEDB7j99tvlAq1WqzGZTNLapuRb3WiauYF/Dfx+/1WZaR+H2dnZ6/6ceTwedDodwWAQr9crwfc2m42IiAgy/7nGvKOjg4yMDObm5sjPz0elUjE2NkZ6ejovv/wyXq+XpKQk8vPz8fv9NDY2YjAYWLJkCcPDwwwPD9PX18d9993H8ePHWbdunTxLLpeLyspKTpw4IfeH4eFhrFaruBbGx8flXPXGG2+wceNG2traJAM0OTlZ1mMlb08hYBU7rVqtZmRkRAaKgUCAhYUFNBoNXq+XU6dOkZWVxcGDB1m0aBEVFRW8/PLLaDQajEajZGReC0oOKCAtZL/97W/55je/ycTEBAUFBUxNTbFs2TKGh4dJSUnB7XazZMkSRkdHOXXqFMPDwxgMBiGulPc7IyOD9PR09uzZg1arJSUlhZtvvllUpLOzs2i1Wux2O2fOnOGtt94iEAiwY8cO5ubm6OzsZHp6mnvvvVcyWZVCle7ubl5++WX8fj+ZmZlkZWURGRnJs88+y7vvvsvtt99Oamqq3OWMRiMDAwOi6lWUOS+88AKNjY3Ex8djNpv55je/STAYpLOzE7VaLWcepdQoMTFRVPF79+5lbGyM5cuXC0ETExMjalqn00lraysFBQUYjUZGR0eJjIzE5/N9rCr0g8/E3NzcdRcI3MC/Dv9mAkilUqmBnwK3AUPAGZVKtS8UCl37yfsPhpKaHx8ff80FWpFIKhaua0EJz4yIiCAyMlKag1wuFzExMTJtUgIvlcVwZmYGi8WC3+/HbDaj1WqFMFJyTjQaDWfPniUpKQmtVotarebs2bO8+eabvPPOOzz99NMEg0EGBwd59913iY6Oxmw28/d///eMjY1RUFBAS0uLTHPvuOMOiouL6e7upq6ujuXLl/OFL3xBGk56e3tl4bZardhsNoxGI+3t7dKUpFxAbrnlFrRaLenp6Xi9XpkoOJ1OnE6nXCyU73FiYkJqwY1Go1gGlMVCYcELCwtF5aFMM68kcK4Fl8uFy+WSHzc3N9Pc3PyJ739GRoZI9n0+HydOnPjEP/PHRCAQAC6rfIaGhuTnn3rqKSYnJ2lqapIA4ujoaH7/+98D8LWvfY0333yTubk5xsbG2Lx5M52dnfzgBz8gLy+PkpISvv71r8vXe+CBBzAajZw8eZL6+npuu+02ioqKyMrKorGxkZKSEsrKykhISJAGnbCwMMLDw8nKyiIuLo5QKMTIyAjz8/NUVFRIs0NiYqLUOsPlC96VkzCfz8fk5CTh4eGEhYWh1+uJjY2lrq5OJuIJCQnShDMzMyPtQwUFBVy8eFHsHlFRUcTGxsqlz+FwsHLlSg4cOEB2djZJSUk4HA4mJyclg2Vqaor4+HghHv1+v4RAK/bGjzrAKQTBDfz3w5Whx1dCIQCUS7YSwBgKhejs7CQsLIyYmBj8fj9qtRq3241OpyM8PByDwUBJSQl1dXVUVVVhsVjkANva2kpqairh4eEsX76cS5cuySHdZrNx8803895772E0GqmpqeGZZ54hJSVFMoJ8Ph8rV66UgNxFixYxPDxMfn4+ixcvZmhoiJiYGJKSkggEAqSlpXH27FkuXbpEf38/S5Yskcy7sbEx3G63TE1NJtNVKh0l58But2O326WaXsn1uRbm5uYYHx8XuwIgQfyTk5My/b0WlCw2g8HA8PAw09PTYgnQ6XQSzGm32/H5fMTFxZGWlobX68XtdjM9PY3ZbL7KgnBlCLTyPSokdXx8vLz+SlhqSUmJkGCK/cFms/Huu+8SGxsrr5ei+hobG+PYsWMSnNzR0cGxY8dwOp1SSvC3f/u3HDp0SAYxH4TJZOL+++/n2WefBaCyspK33npLDsJKvbFiz1Y+k1u2bKGzs5MzZ86ICvS2227jy1/+Mjqdjr6+PjmPGAwGtm3bhtls5ty5c9TW1rJs2TJRCYyNjbFv3z42b94sRIjSmPhR8Hg8uN1uwsPDrwpuHRgYkDPE4sWLpeVxeHgYo9FIWloa+/fvp76+Xurt33//fSwWi1wW3W43x44dw2w2k52djV6v5xvf+Ia8DhUVFdKcWlxczDPPPMO6detobGwkOTmZYDDIpk2beOqpp7j11lvxer2UlZXJ5UVp/3K73SQmJrKwsCBKVWU/voEb+DSYnJy8bvWPQjx/EkKhEA6Hg9LSUhobGykvL0etVtPd3U18fDxpaWmMj4+L/XJwcJDMzEwsFgtHjhyhpKSEI0eO4PV68Xq9rFmzhsTERM6dOyfEhM/no7q6mszMTGJjY5mbm5NGw/Lycqqrq7nzzjtl2GA0Gjlx4gQmk4ni4mKmpqYwGo309PTI+rFq1SpGR0flDDc1NYVOp2NwcFDOflqtlunpaebm5li8eDFOp5Oamhra2trIyckhKiqK+Ph4Zmdn8Xq9mM1moqOjKS8vJysrS86BDoeD4uJixsfH2bJly4eyLxUo5I+C8vJynE4n9913HwcPHmRsbIywsDD279/Pww8/THh4OJcuXeLQoUO0traycuVK8vLyZKDv8/m4/fbb6evr4yc/+Qmpqans3r0bjUaDRqMRy5XH4yEsLIxXX31V9pT77ruPzs5Ompub6ejo4G/+5m/YunUroVCI4eFhKQZIT0+npaWFiIgIVq5cSV9fH9/5znewWCx8+9vfln1y3bp1aDQaiSoYGBjA7/cTGRlJXV0dP//5z6mqqmLNmjWi2N+/fz9Wq5WsrCxMJhNqtZrIyEjS09Ml4qG6uhqHw0F0dDRpaWlSTKRkZur1evr6+hgeHmb58uVMTU0xPz9PeHi4qKavB4qb5HqbwW7gX48/hAJoGdAdCoV6AVQq1W+BO4H/dASQw+FArVZfk4V0u92y2F1LAXAloqKi5OCqEB16vR6NRsO5c+eIjo4mIiKC+Ph4wsLCUKlUUour1KVeunQJh8OB2WxGrVaj1+txOp3i7VQaTXp7e3n55ZcZHx/nS1/6EtnZ2RQWFrKwsMAtt9wiSo/o6GhJdF+2bBlVVVVcunRJ1EBRUVHs3r1bLtMlJSU0NDSwevVqxsfHcTgcDA0NSW27Iit0uVz09/ejVqupqakR2b1SlWwwGNBqtRLAZrFYCAsLk8YNtVot9jpl6utwOAgLC8PhcJCbm0tnZ6e8HitXrqS2tvYjX3vF6lRWVsaDDz7I//gf/0N+TVGClJaW4vV66enpYe3atajVal599VXgMnH03nvvsXTp0o8Mgr4efJJN69+CjIwMpqamePrpp/mf//N/Ul5eTn19PaFQiJMnT4qiqaamhqysLHmdR0ZG2LBhAyMjI5LLkZ+fz/T0ND/5yU8ASE9P56abbpJLz1133UVnZydms5mFhQV8Ph9VVVU0NzeTmppKfn4+2dnZzM7OUl5eDiBEX3d3t1yU5ufnKSgoYHZ2Vip1lQPQleGko6Oj6PV6DAYDly5dYtGiRaJYUi6firfYZrOxefNmtFotBoNBDhBms1meFYV0VS6ZSivR6OgoBQUFrFy5kp6eHrFc6nQ6UW6kp6czNTUlSiSFGASEJL4WbiiA/v+B8pwnJCRgtVppbm6+qoJWOfS2t7eLPTEqKoqioiJaWlqwWq1kZmZy4cIFfD6fDAZKS0t57bXXSE5OFvJ8+/btotLMyMggLy8Pu90uU7gf/vCH/PCHP+TVV1/lxRdfZOvWrSwsLMjFPjs7WxoUExISKC0tZXh4mNHRUZxOJzqdTqaJc3Nz1NTUiMUmPT1d7EVwmYD3+XySmZKQkIDJZCIxMRGLxUJ7ezu5ubmyBirkypVkjyLnvxaio6NxuVy0traKlP9K2Gw2Ll68iFarJSkpiaioKFJSUkhMTBSln/L+KIqZYDCIx+ORPIz09HTZe+Li4hgbG5ODaiAQkDrwpqYmBgcHWbFiBZWVlXg8HpH7Kw1j1dXVvPPOO5SVlTEzM4NOp0Oj0YgF4aWXXuLXv/41VVVVmM1mNmzYwNTUlJA827Zt4+jRo3zta1/70Gvx5JNPUl9fz7Fjx1CpVFcpVN944w08Hs+HVKwul4uHHnqIiIgI/v7v/5733ntP9tXvfe975OXlUV9fT0tLC0ajkbm5OQKBAOvWrSMmJobq6mrGx8cpKytj9erVEiSqvP8JCQm8+OKLZGRkkJ2dTWpq6jX3O+XfFh4eLiHeHR0dV7WyKf93uVyMjY0RERGB0+nEZrPxzjvvYDAYKC4upqenh9nZWfLz87Hb7aIImJqaknNUTEwMW7ZsYceOHVIqEQwGcbvd3HPPPQSDQRoaGigtLaW0tBS/389dd93Fr371Kzk7dXZ2kp6eTldXF0VFRWJxV9RUyuUpOztbLO03cAPXi0+Tq3rlueeTcOHCBUpKSmhqaqKsrAy1Wk1LSwuxsbFERUXhdDpRqVSkpqZKyYWSBzY7O0t4eDjz8/O8/vrrPPnkk5SXl3Po0CHWrl0rYdCKqsVisQghU1JSQktLCyqVioKCAqkvVwL6Z2ZmxAZ98eJFBgcHWbVqlTQtKgMPJfNHsRcFg0HS09NxuVzY7XYMBgMmk4muri5R1SYlJWE0Gunu7hbyPzIyEqvVSmNjI16vVyrMJyYmhLywWq0fe4+4UmUJl8/FZWVl/NM//ROtra3s2rULr9fL+fPn+e53v8vKlStRqVTcf//9fOYzn+Hs2bOMj4+zsLDAoUOHWFhYYHR0lNWrV/PUU08JmeZwOMjMzKS3txeNRsP7779PX18f+fn5JCcnMzAwwMsvv0xsbCz33nsvf/7nf87IyAg/+9nPCAaDaLVazGYzPT09tLW1sXXrVhoaGvirv/orkpOTefvttxkYGBALWEZGhgw2Wltb6erqIjMzk7a2Nvbs2UNFRQV/8Rd/QXR0NIFAgH379pGXl8fnPvc5urq6RPiwaNEiALFRKwPWuLg4IiMj0el05OXlSYMYwOnTpzEYDCxbtkwGpZOTkxiNxutWuCmW74/L2r2BPxz+EARQKnDpih8PAcs/+JtUKtWjwKOABEP+seDz+XA6ncTFxX1Irj43Nyde7+th4RUEg0HGxsak1UpRDKxZs4ZQKCQy4lAoJESMonJpbm6WJiyF7BkbG5PaVMWrfvDgQUl712g0RERESF6NwWAgKytLPMFKromSD6BI6C5duiQ2nPHxccrLy+nq6uJ73/seW7du5dy5c1K/qyhxZmZmOHLkCOHh4UxNTbF06VIJjruSsIqKisJgMHyiT/7K5hj4F7Ktrq4Oq9WK2+2mqqoKm82Gz+f72IVbOaCeP3/+KvIHLl9a1Go1CwsLQo58cAKgWL7+LeQPXNve8Gnxwbp5gEcffZSqqiqeffZZqXJXVD9XyllTU1OFiU9ISKCwsJCioiJR8xw/fhyLxUJtba2EQT/11FMUFhZy5swZ2tvbOXPmDDfddBOLFi3i/vvvJzU1lXfffZeamhpMJhOpqank5uaiUqkkWFmpjQ4EAixfvlymDlfmYFzrOZqYmGBhYYGEhAQhQ5VsD4vFwvj4OG63W8LCMzIyJGclNzeXoaEhCgoKMJlMOJ1ODAYDY2NjeL1eUlNTmZiYkKyK4eFhMjIy6Orq4u6772Z4eFhahxobG1m6dCkdHR2S5ZGSksLg4CBut/sj1yaVSvWpZN038F8Tyvqh0WhEznzlgV5Zn5UMtPHxcbxeL4mJiURGRvL73/+eZcuWERERgdfrxePx0NfXJ1k8ycnJtLS0iNxeUYOePXuW8vJy8vLy0Ov1dHV1kZCQwNKlS7HZbHzjG9/gf//v/81LL73Eo48+yi9/+UtWrFhBfHw8OTk5JCQkUF1dzfr16xkbG2NwcJDOzk6MRqO0R9psNtkfFDJgbGyMiYkJaUVSVB5Wq1U+6z6fD7vdLvkKbrdb9hwl50IJd1cII2U9+Lh1UqVSkZ2dTW9vrxQGKGratLQ08vLyUKvV17SYBQIBbDYbc3NzojqZmpqS/DrFEqbYkRV7p5INlpiYKJY3vV5PXl4epaWlDA4O0tbWxvz8PB0dHZSUlKDT6SgpKZFci1AoRHNzM6dOncJms6FSqSgsLBTypq2tTdo9FSgEvJInqNFoyM/P5/Dhw/T09GCz2VizZg3z8/PU1dXJn1PWbgVarZbMzExmZmbYt2+fEBRlZWV88YtfxOVyMTk5SUtLC5cuXZLwzTVr1qBWq4Vc2rJlC/n5+aLg9Pl8pKeny6Hd7XZTXl6OzWYjLi4Oj8eDwWBAr9fLkGh6epqoqCisVqsUYKhUKrKysvB4PNJqpBQEKO+b3W5ncnJSih8SEhI4ceKEBL2OjIxIDpyiVhsdHWV2dpYnn3ySxx9/XAoC0tPTSU5OJiUlhUWLFnH06FEAKioq8Pv9bNy4kbGxMc6fP883v/lNhoaGpJAgMTFRSgYCgYCcY5TnfWZm5oba8wY+NT5YHvFxuLL16uOgtA+PjIxIfpsSRB8ZGSnBwhqNRkoBQqEQLpdLzk5NTU2cPXuWTZs2oVKpGBwcZNmyZczPzzM/P8/Zs2clx1EhdVUqFf39/SwsLPDYY49JeYyiwD59+jQPPvggf/3Xfy3156FQiMLCQuLi4mhtbRXCXimKsVqtOJ1OSktLZd9ISUnB7/cTDAZZWFggKioKh8OB0+kkMjKS6OhosZQpyn8lLkGJY3j//fclrmJ8fByn0/mRr+ctt9zC22+/LT9+/vnnufvuu+nu7iYnJ4dXXnmF5cuX841vfIPBwUFKSkoICwujqakJj8fDyZMnOXnyJCMjI2zcuJEnn3xSHBVms5mwsDB6enrke5iZmeH06dOUlZWRn5/P6dOnOXnyJE888QT5+flUVVXR0NDAj3/8YxoaGsjJyZH7W1ZWlgxhX3vtNVatWsXLL7+M3W6nvr6e/Px8LBaLNPG2tbXx2muvyfn5Bz/4AWVlZXzuc5+TUp+33nqLjRs38vTTT9Pb28vQ0BCLFi1iYWFB1kPlHqnkIZrNZiGX9Ho9oVCIpKQkucsp6/f09DRJSUmSiXTlPvhxUIQUN3LX/nj4Q9xmrjUO/xAFHgqFngOeg8up/X+Av/e6oBzgP6j68fl8uFwuDAbDpyJ+QqEQHR0dcpmNi4v7SHYzFApx8eJFURWdP39ebCxxcXESjHv06FHCw8MpKiqSw2xTUxNGo1HkjtnZ2cJa9/X1ceDAAW699VZCoRB+vx+v1ysV2ooKYu/evTzyyCPitw8Ggxw8eBCbzUZpaSlnzpzB5XKxdu1a1q5dK40zMTExVFVVodVqGRsbIzs7m4SEBKkT/DSYmZmht7eXqakpUWh4PB4OHjxIU1MTOTk5oui5ePGiHOA+Ch83kbv//vsxGo3s27cPuEwIKVYqjUYjIdD/nvg0f8+V5M+yZctYtmwZU1NTPPHEE1ddnBQFQEpKisgsv/SlL6HT6Vi7di2PPPIIBw8epLy8nHfffRe9Xk9TUxPBYJCIiAieeeYZqYasr6+np6eHxMREHnvsMSYnJ9m4cSOtra00NDQQFRVFYWEhY2Nj0kzhcrno7OwUu15ra6vIWSMiInC73VL7+EG43W5sNhv5+fkMDw/T1tZGcnIyycnJdHR0SOOYYuvIzs4WktNisQg5GRYWhk6nY25ujmAwKBXa+/fvp7S0FKfTycLCghy8hvnOX5QAACAASURBVIaGSEpKYmpqCqvVitfrJSoqitraWoqLixkbGxMLo7LpREZGfiTBoxymbshS/3sjJiZG2sAUm2pMTAwTExPExsaSlZUlWUAKlDYWv99PUVERoVCIU6dOkZaWJgo85bK/evVq0tLS8Pl8QoAWFhbS0dFBa2srJSUl0qZotVp5+OGHeeSRR7jlllu46aab2Ldvn1hnnnzySb7whS/IxVypdM/JySE+Pl7KCM6ePUtcXJyofRQbTVtbGz6fD5PJJBNYu90uyplAIIBKpUKn05Geni7frxLyq6jwxsbG0Gg0MrWbnp6mu7ubuLg4Cf+/shFSQSAQoL+/X9a3goICabVaWFggGAwSHh4u64Hf78fpdEqDpvLeKFYC5TLh8XhwOp0iVw8LC6Ovr09y4/Ly8kTtolarZQ9VJrpWq5WYmBiWL1/OihUrAGhsbKS6ulrWxI6ODtnLlDXO4/GwYcMG9Ho9Fy5c+NBeVVpayuLFi6mvr2diYoKhoSE+85nPEAgEPjKrQkFSUhIlJSUcPnyYrq4uVCoVJSUlFBUVsWjRIrKysggEAjidTi5cuEBlZSWbN2+mv78fq9VKS0sL4eHhbN++nUWLFhEIBBgdHaW7u5uCggL5nI6OjhIdHS11vcpnVVkXu7q6CA8PF8XP9PS0ZPko+RLK6z43N0dLS4sEwQJ0dHQwODhIUlKSXARPnTpFUVERNpuNFStWEAwGiYqKoqOjg+9///tCnAaDQb761a/icrk4fvw4+fn55OfnS2nGqVOn+P73v8/27dtRq9Xk5uaSm5vLV77yFf78z/9czi6ZmZlMTU3JRDsmJuaqCm6lnew/oiH3Bv7rQylA+SR4PJ5rnpk+CKU5aWpqioSEBBITE4W0DwQC6PV6TCYTwWBQQpZzc3N55513sFqtJCUlcfbsWTo6Oli8eLFY95WGR6W6/MyZM0RGRmIymXA4HBJqf+HCBb7yla9IKHBNTQ0rVqxgx44dPPzww8TGxnLffffR399PX18fd955p0RfxMTEcOzYMVElGQwGacUEhHRS7heNjY2yb8zMzIjFWMl0U1ofOzo6JFxayWK12+3yteDjczqvJH/g8l705ptvsmbNGgYGBli7di2VlZU0NDQQCoU4cOAA8fHx9Pf3S5DyX/7lX7Jq1SrOnj3L8PCw2L9Pnjwpe1Z6ejq1tbXodDry8/P57W9/SygUIiUlhW9/+9uSBTswMEBERASNjY0yfDGZTBgMBmmy3bRpE2azWVrdDAYD69atk8/H+fPn+cUvfiGW1vfe+3/svWl829WZ9v+VZNmWbMuWbXmV93i34zWLyQ4JSUkghCUNMAUKlLbTaaGf6bT/lvbztHSmfdqZzpSZUsoUKFO2DhAIECBAErJv3hLvsR0vkhdZlmXZ1mZJlv4v3HPqJCyBQoc+k/uVcYwkW/r9zjn3fV3f6y2WLVvGypUrgfmzcH9/P0uWLOHhhx9mdnaWrq4udDodXq9X2tPtdjtzc3PMzs7idDpRKpXk5uYSFhZGZGQkfr9fKmnHxsbo7OykpqYGl8tFREQEarVaxrZfqlpehFZcqhrucn0y9Uk0gIaAjAX/bQQ+GODyFygR06fX68/z/YvoWwFu/Kjl8/nIzc390K5mIBCgubmZrKws9u/fT1xcHBUVFUREREi2zuzsLG63m82bN6NWq/F6vZhMJrxeL6mpqahUKhYvXizjcYPBIIODg0xOTpKYmMjRo0epra0lJyeHqKgouru7GRgYkByEHTt2cPjwYSoqKiTnJC8vj9tvv11uskZGRujp6aGnp0cezHU6HdHR0fh8Pubm5jCbzRcpVUSJTZJ4TofDIdUdIulLwMSmpqakYqikpERKMF977TUpZ/0oVVxcLFOfYD6qWcShGwwGsrKy8Pl8TExMXDRJ/bTq4zaZvF4v+/fvx+v1Mj4+zqJFi+jt7QXmG0BZWVmYTCaqq6u56aabOHr0KIFAgMHBQaku27NnDzAPuQ4PD+e2227jyiuvxO128/jjj/P1r3+d2tpaDAYDpaWl9Pf3y6aeVquVoNS2tjaKi4s5ffq0jNtdtWoVycnJHD58GJ1OJ2XCkZGRWCwWJicnz2NECM6P4Kp0dnaSlZUlD4MOh0M2UGFeUTUwMEB2djYAzc3N5OTkAPPNnPT0dBQKBZ2dnVKiKvhAQkFktVqJj4/n6NGjFBUVMTY2JkFyHo9H+pFFWt/k5KQ82MTExMjX7vP53lN1cPlA8L+z1Gr1ede1UO4JiLFCoUCj0TAzM0NKSopMXQwPD+fIkSNkZWXJz5yIFB8ZGWHJkiWcOnUKnU5HVVUV3d3dZGZm0tfXh9FopKOjg9WrV7Nlyxaampq49tpr8Xq9vPjii9TW1lJVVUV7ezuLFi1i6dKluFwujhw5QkZGBllZWTIaNjMzk/HxcXw+HydPnqShoYErrriC4uJioqOj6evrk81QoZKD+abDokWLmJ2dPQ9cuWjRIlQqlWyGJiYm4vP5sNvtcmM4MzODVqvFarXKtSMnJwe/38/Q0JBcHxZOysXEdmFAgLCb+nw++fcT16bJZJIT9EAggM1mk9doQkKChJ8uLI/HI5Udg4ODjI+Po1KpMBqNpKWl0dTURHl5OWFhYbz55puYTCasViuvvvoqx44dk/e8c+fOceONN5KbmyttfHa7naeeegpAqoJLSkqkDaO8vJydO3eyadMmWltbOXfunLTsvV+tWrWKw4cPY7FYsFgspKamolQqufbaa1myZAkWiwW1Ws2bb75JTU2NtPO1tLSQnZ0tm1+33347OTk5hEIhxsbGZJOzqKhIHhpjYmIk0FTYdjs6OigpKaG/v182YoQCSbDoRHNwdHRUNuJFQlBaWhput5vm5mZmZ2elZbi9vR2FQoFOp5OHjCuvvJKhoSGSkpL41a9+xRNPPMEtt9xCYWEh/f39pKen09bWxn//93+TmZnJLbfcgtPpJDo6mgMHDvDuu++SnJzM+vXrefbZZ/nud7/LN7/5TZYtW0Z8fLzc8yQlJdHc3ExCQgIpKSlSySfKarVSUVHxqVm8L9f/uzU1NXVe0MUHlUgg/qAKBAIyPVWoEIVl3e/3y3ui2+0mISEBr9eL2+1GqVSyatUqyX/p7u6WNqnc3FxefPFFVqxYIbEMDodD2vOLiopwOBz09fXJYXFRURGDg4O89tprEky/YsUKZmdnUavV5Ofno9FoaGlp4atf/SoWi4WTJ0+i1+tZuXKltIGJfWNjYyNDQ0PMzc3JlCez2Uxtba1sRCy0Fwtel/j6zJkzKJVKWlpamJqa4siRI1gsFtkgqqyslGrX96orrrhCKuxvueUWnnvuOdauXcuVV15JbGwse/fulTy+F154gQceeIADBw5QVVVFSkqKTKkcHh7muuuu40c/+hHT09OUl5dTXFzMyZMn2b17NxkZGURERNDS0kIgEGDHjh2Mj4+Tl5dHeXk56enpjI2N8dJLLxEREcGyZcskBLq5uZmCggK2b98u4+JFEvTy5cslt6+/v18C/GNjY6VKvqqqSqrh+/v7WbRoEd///vclv+7kyZOkpKQwOztLZWUlDocDtVqN2WwmLCxM3r8Xlni//H4//f39WK1WysvL8Xg8pKamyuHLR0nuGh0dJSEh4ZKVQpfrk6tPogFUD+QrFIocYBjYAdz6CTzuxy7RhFio+hGScEE4/7h1qR373t5eTp06xTvvvMPmzZsJDw/H4XCg1+vPS8sSYDMxRRNTT4/HI2+Ugh2kUCjQ6/UyUj4yMpJgMEh7ezspKSkMDAzgdrtlfGtPTw9btmyR0OrR0VGqq6vl5ltM9qqqqlAqlVgsFrq7u6WPU6vVotfrOXfunOzEL2Q8+P1+KccUhPlFixaddyGLn1Wr1dIGJpRRAsqbmJjIunXrOHHiBKWlpTQ1NV2S0qizsxN4bzuXkIf39PSg1+tlc6K/v/9DH/dSS9hBLrXy8vI4d+7cRd+/9tprOXPmDFlZWTLxTKVSodVqqays5KqrruK3v/0tRUVFmEwmdu/eLSMXhURXVHx8PGlpaSxevJglS5YwNTVFXl4eGzduxO1209HRwec//3k6OjqIjIwkIyPjvCQDMc02Go0y9SA/P58nn3ySQCDA2rVrycvLk/HIMH/YEWwoIVMWgFjRCBLcqoW8D3HIACR/RDRrXS4X4eHhEoQXGRlJfHy8tH0kJCTQ29sr4c1nz57l+PHj3HjjjQSDQbKzs+X1kJuby7Fjx1i2bBkej4fBwUFyc3OJiorC4/GgVqul1QGQkGhRoiF0mQfxv6+ESlPwpkTKU0NDA9XV1URFRclGo/CuC7h9KBQiNjaW+Ph4ZmZmCAsLY8+ePaxatYqCggJ5EF+0aBHJycnStikmvH19faxdu5arrrqKrq4udu3axT333MMvfvELwsLCOHr0KDfffDPh4eH84Ac/oK6ujtWrV0srZHx8PDExMVRVVWE2m5mZmSEQCNDa2sqLL76I2+1Gr9ezdetW0tPTiYqKkqmNIyMjDA8Pc/ToUdLT08/7XRwOB263m0AggN/vPw/kPD09LSeF4jr3+XxMT0/T19dHRESEtK+KRo5Qhgp1jVD3iM274FpMT0/j9XplsIAAc8Of4NIXloiYFwokobANDw9n2bJldHZ28l//9V8sX76cxMREnn32WcrKyujq6kKlUlFYWMjJkyfx+/1y0vqDH/yAPXv2MDk5yalTp84LElAqlVRXV3P//ffz2GOP0dXVRWdnp+QvxcXFsWvXrg/8vC1cU8R6cPPNN9PU1ER1dTVOp5Orr75aJnNmZ2dz7bXXMjc3R319PUajkYqKCtRqNXV1dWRkZBAXFyfZaPHx8ZSUlOD1eqVCWafT4Xa75eExISEBhULB0NAQgUCAwsJCfD4fDQ0NOBwOmTIzMzNDb28vbrcbg8FAQkICERERlJeXS3vG1NQUycnJEqTa2tqK0WhEq9Vy+PBhsrOziYiIYGhoCLfbzVNPPUVXVxf333+/ZL8tWbKE3/72t+zbt4+lS5dy//3309LSQmJiIq+88gp79uzhxhtvJDs7mz179nD77bfzxhtvMDAwwP3334/X65WMPKfTSVhYGHl5ecD5lp2FQ4jLdbk+as3Ozr4v2P7Cn7uUs8To6CgqlYr09HSpyhkYGCAiIgKPx0NGRgaTk5MkJyfLJn5YWBhJSUlYrVampqY4fPgw69atw2azkZmZidPpJC8vT97DBaJC7DdtNhsDAwMsXbqU119/nYcffpjR0VHGxsYwm81UVlayfPlyvvvd77J582YZftDf3095eTkHDx48Dwgv1JYKhYLTp0/T0dGBWq1mzZo16PV62UwoKysjNjZWrgti/dDpdJJJ4/F4ZLPDaDQSERHBzp07qaur4+WXX6akpIRgMEh5efkHhsKI5g/8KZY8MzOTn/3sZ9ICp9VqOX36NBs2bGBycpI1a9Zgt9vR6/WSf/Twww8zMDDAHXfcQSgU4umnn8Zut7NlyxbuvfdefvOb3xAfH8+OHTtIS0vjzJkzVFVVUVRUxNDQELt372ZkZITExEQsFgtdXV1y3f7pT3/KxMQEwWCQvr4+4uPjueGGG6R6WKlUcvjwYdnwEZ87sQa7XC7Jx7z33nspKCjA5XKxe/duHA4Hy5cvJykpiaioKEZGRrDb7SiVSmpra+WeV6hjA4GAVHIKZtPs7CzZ2dmo1WoSEhKYmppibm7uks/XYm+fkpJyGa3wP1SKT2KqrVAorgF+yXwM/BOhUOifPujna2trQwtBh59Uzc3NycSthVIyAbD6oEj3T+r5jxw5QmNjIwaDgauuuorU1NT3fE6n0ylfr8PhQKfTYbVa5UE4KytL8hD0ej0ul0uqHSIiIqTsXXh5jx49Sk9PD2vWrGFoaIihoSFqa2sljFen0zE2NgbM++MNBgMWi0XGvi4sIbUXthtBuRfpGKIEZA4478b9YWW32+XjWCwW+vr6SE1N5dChQ5hMJvbu3XtJj3PNNdfwxhtvAPMHAMEH+iRLpVKhUCj+bPvYe/F+EhISZOME5ps3wlvtdrtJTEyUTZItW7Zw5swZyVL4xje+weHDh2lubr7oue677z4ZxzsxMUFNTQ2///3vSUxMJCMjQ7JDjh07RkVFBfHx8VRWVnLu3DkmJibo7u4mNzeXiooKDhw4gM/nIz4+nurqapk8Mz09LRuWycnJWCwWenp60Ol0pKenExERwblz54iPj2dubo7w8PDzYqdh/rosLi6WQPBDhw5J7/gzzzzD8uXLmZ2d5dChQxJ0XVhYyNtvv01WVhY2mw2Xy4XBYCA1NZVHHnmEtWvXcvDgQQlhT05OZvny5bz55pvk5uYyNTXF2NgYW7duJS0tjRMnTrBixQo6OjrYunWrfF0LG0Dj4+MyWvQvMaVQKBSNoVCo9lN/os94fVrrxIeVaNaINcRqtZKUlMTY2Jjc3NhsNgKBAEqlkrNnz0qmzPj4OEqlkri4OM6ePSs3UcnJyUxNTTE5OYnf75f21MTERBwOB0qlkpdeeonMzEyuu+46GhsbMZlMAFx99dWcPHmS8PBwmpqaJONMxMfPzMzImFmdTse6desYHR2lsrKS+Ph4wsLCSEtLw2AwyKaNVqvl7NmzjI6O0tDQwOTkJLW1tahUKvR6vWTbieslPDxcbvC0Wi0xMTFER0eTkJAgrdSxsbHU1NSg0Wior6+XKVzCniVg7zA//BAJS8IKJ9aiYDCIUqmUa0tcXJxMyRS2vK6uLrKysuS/i+syGAwyMTEh3yOxkRfqImHNEIOTvr4+JiYm6OnpQaVSUVxcTHFxMSMjI5w5c4ZgMIhOp2NwcBCLxUJ5eTmHDh2SwGCDwcDq1aspLi4mGAxKvs3ExAQHDhygvLz8kpStYiorYunFa12xYgUmk4l77rmHYDAoN/zp6ekUFxeTn5/PwYMHaWxs5POf/7yMTE5OTqakpISoqCicTienT58mKSlJwr7Hx8eZnp6Wh64Ly+v1MjU1hc1mY25ujpSUFFQqFXFxcezcuZPi4mIiIiKkslg0VQQvQqSNnT17lvDwcBQKBV1dXUxMTFBXV4fD4aCrq4tNmzbJpB+hMnrppZeoqakhPj6e4uJiDh48yOuvv05nZycZGRn88pe/5IUXXiAhIYHXXnuN7u5ufv3rX9PT08PMzAzDw8PceeednDx5ErVaTVlZGWFhYWRlZUlOUEVFBS6Xi5qaGmw2m0yA7O7uprS0FLh4Hfis1eV1Yr7+p9aJC0tgGC6lAbRwLXm/GhkZIRAISFWp2H9rtVoCgYAMCRAMRAHdt1qtGAwGTp48SVtbm1RXZGRk0NbWRlhYGNnZ2XIN2L9/PzabjYqKCnw+n1SMilCQO++8E6fTyTe/+U0CgQBf//rXmZ2d5de//jWbN2+WTM/m5mYZCCIGrhs3biQrK0umOo6Pj9Pa2kpFRYVkBkVGRrJo0aKLzkkWi4WhoSEcDgc9PT0UFRURDAbp6ekhFApRWlrK6dOnue+++6iqqsJkMrFt2zZef/11EhMTL9lRoNFo8Hg83HzzzXR3d7NkyRKZfvXaa6+Rk5Mj751arZY9e/ZQX1+P0+lkw4YN5OTk8NJLLxEMBiktLcXr9fL222+TmJjIrbfeitFoZN++feTl5VFTUyMVklNTU3Iob7VaZRBLeXk5Y2Nj0kbmcrnIysqSCiqxN5mZmeG5554jPz+fjIwMybns7u4mPz+f3Nxcamtryc3NxWaz0dXVxcmTJ9m8eTNVVVU4nU66urpQKpUYDAbS0tLkeyKSvcQQJikpSSJBxDolEn9VKhU2m01aES+lBMNPKPsv16dXH7ROfCJtt1Ao9AbwxifxWB+3xHRQ3HhEZKLweatUqk/tue12O+Pj41KpcM8993yoDFR4VpOSkoiOjqa3t1emaRUXF0uegohl1Wq1Ml77zJkzhEIh7HY7IyMjREZGUlRUhMFgYG5ujptuuklu8gXfoaenh8LCQpnm4XA4PjDWNS0tTUbUi0hvwQr4uBesmFCIBBjh+/V4PKhUKg4dOnRJVq0vfelLvPHGG7L5A/OLb01NDaOjo9TU1Fzk8f249UnEwBYWFnL27Flg/rBTWlpKW1ubPKjk5eWh1WrlgqVQKFi6dClNTU1s2rSJPXv20N3dzbJly/jiF7/IY489xhtvvCEtYgDbt2/HZDJJqGxDQwNbtmzBbDbT09PDj3/8Y/n59Pl8pKamSih6bW0tzc3NcmojVGh9fX3ExMRQVFSEzWaTTT4hzRWTn76+PoaHhzEYDBJWHRYWJiGrcXFxTE1NXQRGVCgUcuMiWF2COeRyuaQlQzSQxKIzMjLCsmXLqK+vZ/HixTJ6NCYmhsHBQSIiIlCpVNILfu7cOVJSUvB6vSQkJNDa2iqbVrOzs1IB9X4lGoCXJar/OyomJobx8fGL/OiCiRATEyNTpYSN8e2332ZkZITo6Ghqa2tlg1soVDQajVTCwDzzy2q1Sg7LunXruOuuu3j88cd5/vnnSUlJoa6ujr1797J3714KCgro7u6mtraW6elpKd/W6/UUFBTgdrtpamrCbrdjNptZvXo1paWlREZGEhUVJe+z4pAu4OoFBQVUV1ej0Wiw2+2yASFebzAYZNmyZTJGPCkpifDwcLlWiSGAz+fD4/HQ1tYm1TyCKZSVlUUwGESv10tenlACimbwhbHzC8vv92O1WmltbZWpZ+Pj4zKKvr29ndHRUfk4MTExko0hDh4iJjgYDNLR0UFfX5+EVy9btoy0tDS+973vybTIv/3bv0WlUrFq1SoOHDgg4clDQ0OsXr2azs5O7r33XjQaDXq9XgY27Nq1i9jYWKkWvPAQIhIyZ2dn8Xg8pKSkYLFY5FoASPVMREQEf/M3f8OZM2c4deoUZWVldHZ2cuedd3Lbbbfxq1/9iqamJqqqqrjiiitYvnw5IyMjrFixgt7eXrxeL0ePHpVxvgLmHB0dLZ/jwsOq1+tlaGiIYDAo7W5RUVHyni/sUeLvJ9ZH8X7GxsYSERHByMgIXV1dpKWlMTs7S0dHB0lJSWzcuJGenh7sdjvFxcV0dnaSnp6O3W5ncnKS119/nVWrVhEVFYXBYKC+vp7Dhw9z5swZUlNT+Yd/+AeOHz+O2WzGYDBgNpv5+c9/js1m49133yU+Pp6f/exn7Nq1S8LIxeffaDTS3t4uQy0iIyMJBALnWQpFU1E0IS/X5brUmp6eviSgs8/n+9C9hM1mw+12s2jRIhk0INR7IslYrD+jo6PnoS7i4uI4efIkDoeDzMxMwsPDmZ6eJiIiApvNRnFxMRkZGRw7dozk5GQmJyellUur1dLb20tVVRUPPvggjz/+OGFhYbz77rs4HA4eeOABxsbGKCkp4cSJE6xatQqLxcIzzzxDbW0t69evx+12S4XLqlWr5O909OhRUlNT2bJlCxqNhkcffZTCwkI+97nPyTOF3+/HZDIxMTGB2WwmNjZWuhJEupcAVMfHx3Ps2DE2b96M1WrF5/PR3NzM6Ogoqamp8v7yYTU3N0dOTg719fUSw6HRaCRv9brrrsNoNHL27FlOnz5NUVER27dvp7m5WTJzvva1rzE0NMSRI0fQarU89NBD6HQ64uLiOHbsGN/61rc4ceIE9fX15OTkEAgEuOKKK4iMjGRwcFDek/R6PQqFglWrVnH8+HHi4+MpLS2VqkyVSsXw8DD79++ns7OT2267TWIcBgYGSElJ4b777iM7O5v+/n7CwsKor6/HarUSGxvLT3/6Uzo6Ojh16hRxcXEUFhYSHR2N2+2WbD3hIhkZGSEqKorExEQmJiZQKBSSxZeWlibPqBaLRa4Vl1I+nw+bzYbRaLykn79cn1791euuRLR0TEwMSUlJcvMZCoVkDPunUSI9TGyMfD4fJSUlH3iQFDU9PS03WL29vUxPT1NdXU0wGJTdemFZU6vVUt556tQpPB4PZ8+eJT4+Xkryc3JyJEG9tLRUWrx0Oh0Oh4OWlhZWrVolL9jU1FTcbre0vajVaoLBIBaL5TxLV2ZmptwQZWdnEwwGP1bzZ3JyUibrJCUl4XK50Gg07Nq1i7y8PDkh/Pu//3v+4z/+Q3J8LizRqf/tb3970b8J7kVjYyNWq/Ujv8aPUkIG+X4lpvCvvPIKMA++zMnJkTLXhVNe4CJb2IYNG9i3bx/btm3jwIEDbNu2jeXLlzM+Ps6DDz4ofy4hIYG8vDzWrVsnm2Hr1q2jsLCQtLQ09Ho93d3dREZGykXCZrNRU1MjG3FKpZLjx49LvkRycjJ9fX3SEiYmWhqNBpvNJqWe4hoTCUgJCQnodDp6enpYvHjxeRYxeG9+TmxsLB6PR1oDBcdHWMlECt3CiNOYmBiZ6CNg0AqFgtHRUcLDw7HZbERGRjI0NMTNN99MW1sbWq2Wjo4OamtrGR0dlVPdrq4uCgsL8Xg8cvGanZ29aHN2mf3zv7uEJVfYvcSUS1iVlEolNTU1xMXF0dHRwe7du6VltqCgAJPJhF6vl2BZwaebm5sjMzNTbuoAcnNzKS0tpbW1VQLOIyMjefvtt3G5XCxevJiysjL+7u/+jhMnTvDuu+/yzjvvEAqFuO+++zh27BjHjx/nlVde4amnnuLxxx9HpVJRV1dHVlaW5K4JoKbX65XKGmEJczgcMpnF6/USDAYpLCwkEAjgcDgkXFPEZU9OTsrrX1iIxDQ8PDycAwcO4Ha75aZRNH6E5UiU+L643sRaIxrDAhYtJOgTExPS4lldXc3c3BzT09MolUrCwsJkMopQyTocDqanp6moqODKK6+kubmZZ555hn379jE5OUlBQQHl5eWsXr2avXv30tXVxZEjR2TjuqKigoqKCrKzsxkbGyMiIgKz2SwbUKdOnQL+lDR5YWVlZTE4OCh5FsPDw1gsFmB+SLBixQqeeOIJcnNz2bZtG++88w5nzpyR/KXi4mK+9KUv8dhjj2GxWNiwYQMrCpIb4gAAIABJREFUVqyQr3NsbIzCwkI0Go1c2z/3uc9hNptRKBSoVCqio6PlcGrhWm6xWGTTSdizAJmOJfY1IqE0NTWV7u5uiouLmZubw2azkZqaKt9vj8cjmSODg4NS6Xn27FmamprIycmR68/Y2BiBQID6+nrS09MJBAKUlZVhtVp56KGHJHT8gQceIC8vj+eff57U1FROnTrFvffey5kzZ1Cr1aSkpHDnnXfS2dlJS0sLd999N+3t7ZI7Mjc3h8/nIyMjQ7IRxSBKWGdEAo3dbpfX8OW6XB9WH2VvLCxb71eC+SOUaDMzM3R1dVFSUoJGoyEYDOJ0OmVjZyHqwu/3MzAwIBWbxcXFMtmypaVFxqg7HA4KCgo4ceIEGo0Gg8Eg7+W5ubk4nU7uvPNOGaDxxBNP8PWvfx2z2UxkZCQvvvgiW7Zs4YorrqCzs5OvfvWr5ObmcurUKbZu3SqVJOKabm9vJzs7m9zcXM6dO4fdbmfz5s2MjIzIwBuhLomJiZEOCb/fz/Lly8nIyCA8PJxAIMDo6Cgul0uiMc6dOydVQZs3b2Z4eBi1Wi1Zdh9WPp9PYjUaGxsxm82UlJRIlUwgEOCFF16gvLycNWvWMDw8zPHjx4mOjiY3Nxer1coTTzxBZGQkK1eupK6uDq1Wi0ajobGxkaKiIvbv34/H4yEzMxOtVsv1119Pf38/arVaqvxXr16NQqGgsbGRw4cPk5WVJdMlDQYD/f39tLe3Mz09TUlJCdXV1TKVd3Z2lm3btsnBZltbG7W1tXR1deH3+6mrq8PpdHLgwAEKCgpkEqJwe2i1WtRqtVT3m0wmObwS98jGxkaio6PJz88nIiJCBgkIdeillEiPvJAtdLn+Z+qvugHkdDpxOp2kpKTIzWBkZOQldeE/TomUDb/fj8fjkZG3ERERpKamfqgFKhQK0dHRgVarldH0BoOBFStWyMg8tVp9HvRyYmKCY8eOSdXC7Owsa9askayIYDCIyWRCp9NRXFws41fVajUOh4Px8XHKysouSioLBoOoVCrq6+vlopCcnPy+F6YAel5qRJ+AQsN8w0SpVLJ//34Z6zgwMMDixYs5dOgQycnJjI2NcfbsWUZG/sQPX6icAeRNJjY29qJNttlsllP31NRUaZX6NEqkQb0fJHJ6eppXXnmF3Nxc+vr6uPLKK2W6WWtrKzU1NXLyu7BUKhVpaWns2rWLbdu2SWUUwHe+8x35c2VlZXg8HtasWQPAiRMnsFgsXH/99axYsYKSkhKampo4c+YMKSkpZGRk4HK50Gq1lJaWYjKZUCgUTE5O0tzcjMFg4KabbpJpBFdffTXj4+OEh4dLjo84gHV3d5Odnc309DRqtZrExEScTieNjY3o9XrWrFkjp/EfVmKTAvOKOCG1nZmZwWQyYbPZJChdpEiIyfno6Ci9vb3U1NRgtVoZHR0lMzOTEydOUFBQIDf+LpdLfmbdbrdMQhKbe8G+KigokO/dZ1n2f7n+MiUaEaKRbrFY0Gg0UlGi1WpJTExkfHxcWotFmmFSUhJTU1PU19cTFhaGVqtlaGiInJwcdDodfr9f3p9nZ2eJioqSyV9zc3OoVCoSEhKoqKhg586dVFdXs2PHDnp6erj//vv5yU9+QnR0NElJSdx22204HA4GBgb40Y9+xJ133kl+fj6Tk5M4HA6++MUv8qMf/YiGhgZKSkpYtWqVBOSLJo3NZsNisVBWVsbo6CixsbGkp6fT3d2NwWCQzddgMEheXp7kIQ0ODpKZmcmyZcuYnp5mYmKCpKQkgsEgoVAIn88nmWuJiYmyMZ+cnExsbKxUELlcLqkAhPlrcHZ2VnKAVCoVsbGx8n4bFxdHUlISJSUlMlJdpVLJFBaPx0Nvby+9vb288sorREdHk5qaKpMLR0dHOX78OK2trahUKtasWYPBYODgwYM0NDRw+PBhSktLJd9g27ZtPPXUU6xfv56UlBROnz7N2bNnefXVV5mZmSE2NlY2f2CeJQHzG/qnn35afn9wcFB+LRp+gi2m0+lIS0vj6quvlg0rsX7eeOONmEwmbr/9dm677Ta2bdvG2rVrycrKwm63s2TJEnkwfO211ygqKiI5OVne9ycmJkhJSZFNHIvFQkJCAjabDY/HI9XA5eXlF10H4nApINuCryg+Q1arVSqr6uvr2b9/P2vWrKGiooKenh7Ja3M4HMTGxkqQamZmJhMTEzgcDnJycrjnnnuoqqpi69atFBcXs3//fh544AHCw8Opq6vj29/+NrGxsfzgBz+QB5Py8nIGBwcpLCxkZmaGa665BrPZTHd3N3fddRf79u1j+/btOBwOaZVbt24d3d3dZGVlyYOTSFFduLcR1/7lulyXUjab7ZL2DX6//wN5J6FQSCo9Yf7AvHfvXj73uc/JQ7fgywne1sIymUzEx8fT09OD0WiU1trc3FxeeeUV7HY7lZWVFBYWYrFYOHr0qExFjYqKknydhoYGbr/9dvx+Pz/72c/YtGkTvb29aLVaqaK87bbbWLRoEfX19Sxfvhy73S7tTFu2bGF0dJSOjg4cDgcrVqzAYrHQ0dEh1Zti6DwwMEB0dDRLliwhLS2NqKgo9Ho9Q0NDuFwuCRsWZyKVSkVlZSVDQ0MMDw8THh5OVlYWPT09PPvss3KYealVXFyM0Wjk1ltvJRAI8NZbb/Hmm2/K85der5e2VYvFIgMbDh06xEMPPURqaiobNmxgy5Yt1NTUMDs7y86dO+np6SE6OprZ2VlycnLIycnB7XYzNTXFyMgIvb29jI+P841vfAOFQsG+ffskc++qq64iLCyM5ORkBgYGOHjwoHzPhVugqKgIv99PdnY2V1xxhXR2iKb80aNHiYuLIyEhAZfLJQMdVCqV5F7qdDoSExPlvW98fByTyURiYiLh4eHo9XpmZ2fZv38/RUVFkpckANsfBfbsdDrlwPhyfTbqE2EAfdT6JDy7FotFJgwBn6rNSyhYvF4v4eHh8gYsKPyX2hQBpEUmEAhQXFxMVFQUw8PDsrkzMzMjSfc9PT14PB5iYmLIyckhNTWV8fFxsrKy5HOKRJmcnBw8Hg8ul0suMG63m/z8fBQKBa2traSkpEgYppBGi277pfg3Z2ZmJJxYUOnfi7vT19cnJYeilEolqampjI6Oyhhd8bufOHGCK6+8EqvVyq9//WucTqf8PRaydwS5v7q6mqamJr761a/yyCOPXPLf/rNQomEoDpJik5+QkCBtAMLuBPPRwRkZGezfv58HH3yQ73znOwSDQWpqalCpVFxzzTXY7XZuvPFGOXm96667ePLJJ/F6vdTV1eHz+TAYDFRVVfHGG28wPDyM0WgkKyuLPXv2sHLlSqqqqvB4POj1euLi4ti7d6/cLOv1eqanpyXPB5CqNGGjEkBpQKYGCcUZnA/aXFiCs9DS0oLZbKampob6+nr6+vq49dZb+c1vfsPMzAyLFy+WE+r4+HjUajVHjx6lrKxM8rHMZjN9fX0YDAY0Gg1lZWVER0czMjLCyMgIq1ev5vTp0yxevJjq6moaGxvJzc1ldnaWsrIyeaC/cCMnDp5/qcbQJ8V2UCgU8cB/A9nAALA9FApdFIuhUCjuAL7/x//8x1Ao9F9//H4N8CSgYd7ie18oFAq93+Mq5k9MDwHXAG7gzlAo1PTHx5oDhB/GFAqFrvuw1/8/yXYIhUKMj48TCoVISkqScd8qleo80KHgLQio/uTkJG63m5ycHNra2mQjXMDZYf76EFZcQCrUhDrm3Xffpa6uDovFQnR0NK2traSmpqLRaJienubxxx8nISGBLVu2SNB5f38/09PTEvzv9/uZmZlh79699PX1kZubi06nY+nSpTJhsqCggJKSEpkeIqaoYWFhmM1mNBqNnCiKaPDh4WFMJhORkZFkZ2fj9XqltTQqKoq4uDi0Wi1zc3NkZWWdl27p8/mwWCxYrVacTicxMTEkJyej0+lk9DzMKygF306v18t1PRQKMTU1hdvtpre3V1qexWuyWCyoVCrJuBDsodnZWebm5jh9+rRsLM/NzckUtsjISI4dOya5Rjqdjq1bt8rkqbfeeguLxSKVtMePHycQCGA0GnG73ZIvVFdXx8jICJs2beLRRx9938/W1772NY4dO8bAwIBUAl911VW8/fbbDA0NsXLlSvLy8sjMzKSxsRGfz8eaNWsIBoPExMQQFhZGW1sbDz/8MGFhYYyNjdHf3y+VtXl5eZw5cwar1UpxcTHh4eF0dHSQlpZGMBgEkLbZrKws2VB5vzKbzYyMjKDRaDAajfK+rlarUSqV2O12hoaG0Gg0Mnnm5MmTDA4OSiD14OAgr776KuvXr5d7l5SUFH73u9/x1FNPcccdd3DFFVfIBJ7du3fLz+mOHTtQKBT87Gc/o6qqSsL7hSU+Li5OJqfa7XZ5/eXm5jI9Pc3KlStpbW1Fp9NhMBgwGo0MDAyQlpaGWq1mamoKhUJx3sHks87/gcvrhKjPAgNI4Bz+3J8bGRlBrVbLz95bb70luYqxsbGcO3eOpKSk97TPCGWksN7a7Xays7MZHh4mGAzS2dlJbm4ukZGRrFq1itdff13u0//zP/+T1atXMzg4SFlZGUqlkpycHJKTk/nKV77CH/7wBxoaGqivrycmJoazZ8+yfft2tFotDz/8MKtWrSIzM1MmT87NzREKhWhubmbHjh2cOHECo9HIzp076ezspKqqSkbOCz7phg0bUKlUREREEB0dLZOPOzo6SE5ORq/X09PTwy9/+Utuv/12zp07x7PPPkt5eTmdnZ20t7dzzTXXoFAoqKmpOU8t/2H15S9/Gb/fz65du6T6z+v1cv3110t0RlZWFi0tLTz44IM4HA6WLl3KPffcw7Jly1i8eDEWi4Xnn3+el19+mdzcXFavXk1JSQmjo6OSyyZCTM6ePcvixYupqamho6ODZ555Bo1Gw/r168nKypJK3P7+fqlsF0mbokGTmprKtm3b5H5bNM8OHDhAIBAgKyuLxMREeTYUIOdz584RExNDamqqbCDa7Xba29tlupk4CzocDk6cOMHKlSvlfVucUd9rP/9+JYIYPmytuVyffH3QOvFX1wByu9309fXJTuilANc+TrlcLgl6FNNPtVqNz+fD6XTKNC5RYlp5oYR94dcCRh0bGytlc8PDw8TExNDU1CQ3c2FhYXKqKeJphR0mJSXlPFub1WqVXXCNRkNkZCRut1se+sUkKz4+XlrKRMLHwhLTaGEfe79auIBFR0fj9/ulJUD8nuHh4R/IQGpoaJBeWr1ej9lsxuPxoNFo+Od//meplhEKGlGiMZKRkSEVPkuXLpUeYb/fT2VlpbwBfhZKTHgVCoWcul74b+9VcXFxFBQUUFNTQ1tbm4y7FHXbbbeRn5/P+vXrgfkbuEhIaWlpkdBit9vNli1baG5ulguLsKS0tLRw++23c/jwYQkMT05OZmhoiIiICJRKJX6/X0avFxQUnHfwdbvdkody4cZGTIbF4e3DGkCvvvoqcXFx1NTUsHv3bnw+H5s2beInP/kJeXl5hEIhNm7cyLvvvivlsH6/n/T0dMLCwqQNo7Ozk8TERDZu3MjExARlZWXU19fjdrspKyujv7+furo6wsPD8Xq9lJaWMjw8TGlp6fs2gMxmM3q9/iM1ev+c+gQ39j8H7KFQ6P8qFIr/D9CHQqHvXPAz8UADUAuEgEag5o8b9VPAfcAJ5jf2/x4Khd58v8f9YxjA15nf2C8DHgqFQsv++DzOUCj0kf6An4WNvWgEiRCBYDAo0+fS0tJQKBQSIitqZmaGgYEBVCqVZJl0dXXhdrspLS1lYmKC2NhYbDYbWq2W+Ph4fD4fPp8Pl8vF0aNHMRqNDA8Ps3jxYjkFra6uxuPxcOTIEWZnZ+np6aGrq4uVK1eydu1aOjs7eeyxx2hvbyc+Pp4777xTXoN9fX20tbVx7tw57r//fsk+iYiIICoqirm5OWJiYigtLSU8PJywsDCmpqZob2+XU0SlUimvd3Hwh/n7slKplEye4eFhqarw+/1ER0dLK/HC9VBExoopqc/nY2hoCJ/Pd97PxcfHEwqFJN9LqFkFqDMUCsnXL+DDwWCQubk5+vr62LVrl5yMZ2ZmygSTQ4cOUVlZSW5uroR4WywWRkZGcLlc9PT0MDc3Jw9OfX195zXny8vLqa2tRafTcfjwYWk5EOv1wrULoKioiNnZWa699lr0ej0vvfQSoVCItrY2GcdbUlLCP/3TP/Hkk0/S09NDXl4et956K6dOnWJ4eBiXy0VBQQETExN84xvfkGlxOTk5pKens2vXLurq6mQDrr+/X3IAbTYby5cvx+FwMDw8TCgUIisrC4VCIS0LohQKBU6nE6vVKq10C1XEs7OzWCwWpqammJiYID8/n5SUFFpaWhgfH6e9vZ3a2lo0Gg179+5laGiIpUuXkp+fz9zcHG63m927d/Pcc8+xfft2rr32WhITE9m/fz/Nzc3ExMTQ2dnJDTfcgMPh4OWXX2bt2rUkJCSwd+9eiouLSUtLk+l0JpOJuro6HnvsMb797W/j8XgwmUxs2bJFhmJs2LBB2uLF3kytVqPRaC5iIv4vawBdXif+jLLb7cTExHyoA0BYaN/v4CxAuuKM4PP5eO6559i4cSPT09NSpblwsLbwNahUKgYHB+Uwsauri23btvH0008zMzPD9ddfT29vL0ajUQ7ChEp17969tLW1sX79etLT08nJySEUCrFv3z6cTifXXXcdoVCIqKgo/vVf/xWz2cwDDzxAR0cHJ0+e5Fvf+hYOh0MmHXd1dUlwv1B0mkwmVq9eLXEQKpWKsrIy2tvbpXUV5u89Y2NjUgUqOHLR0dE4nU5eeOEFmYYpGitms5lTp06RmZlJf38/GzdupLm5+TxO5oeVQCqcOnWK+Ph4fv7zn5OVlcW5c+d4+eWXeeutt0hJSeGOO+5g7dq1LF++XCp6XnnlFXbt2kVBQQE33HADFRUVDA8P09raSlxcnDwfrlixQu5hA4EAr7/+OkNDQ2zevJkrrriCzMxMhoaGzrtvj4yM0NbWBsyvn6tXr2b16tUkJCRIe+zs7KwMNCgoKJAR7gvVjefOnZMDAqVSyczMDFarlaGhIWJiYiguLpbvgd/vp62tDZfLxYoVK+SZcHJyEqVS+ZHO3Xa7HbVafcmA6Mv1ydanDoH+S5VITxG+1k+jhIRceOCFt9dqtUoKu2isXBhjLTztF5awrqSkpMgobJiPJK+vr8fj8cgDeGlpKWq1GrvdLjfN4+PjEry1sJxOJ4ODg6SlpcnurlBpvNff54NkkcIj/35/VwGdFolgERERcor7YcDrhTU+Pi4l28LyMDExwdDQEPv27TvPupWYmCg30QtTtBaCmTs6OnA6nRiNRtra2j40QSwjIwOj0cjx48cv+TV/nEpOTiYQCJCQkEB3d/dFnxfgA2PFxWJaX19PQ0OD3Hx/+ctfxul0UlBQIJs/LS0tKJVKrFYr7e3txMTEcOLECbZv387U1BSNjY2sX78erVaLSqXCarVy4MABbrrpJhn76Ha7CYVCDA0NYTQasdls0kst0glSUlLkZxnmFTHR0dG4XK6LLIYCTig+cx/WaBZwV5fLJWOsAQkhh/mGmUqlIiYmRtoeW1paWLt2LWq1GrPZTFZWFqOjo2RkZNDT00N4eDhWq5XMzEz8fj9TU1MkJCTg8/nOgygC57GARAWDQVwul1Q3/ZXVVmDtH7/+L+AA8J0LfmYj8E4oFLIDKBSKd4BNCoXiAKALhULH//j93wPXA29+wONuBX4fmn+zTygUijiFQpEaCoUuzRP4GSwBPl6oCBLpK5OTk8zNzV0ErhfKFrVazeHDh1mzZo2c2DqdTux2O2FhYRQXF9PR0UEoFGJmZgaDwUBMTAxLly6V8eWHDx8mEAiwZs0amQgiond37dqFTqejubmZp59+mq985St8+9vfpqOjg9/97ne8+eabcqO5evVqVq1aRUlJCQ8//DBr164lOzsbi8WC0Whk0aJFqFQqOjs7JewxPj5eRmI3NzezdetWaRkSjD2DwSDTXcRAJiEh4bxDjsvlwmQyXXQP0Gq1crChUCiIiIigsrLyPFvDQjZdZWWlPGQNDw8zMTEhk88yMzM5duwYbW1tkr0masOGDdTV1aFUKnG5XBLEbzAYWLlyJd3d3TQ0NNDb24vP5yMqKgqTyURMTIxUuIp1aNGiRRgMBnJycjAajbz44ot0dXUBSM6b2KfExcURCARISkoiNTVVyu0DgQDPPPMMRUVFREVFkZOTQ2RkJMePH+fo0aN873vf44477mD9+vXs27cPj8dDQkICS5YsYXJykrNnz9LZ2ck//uM/8oUvfIHk5GQ0Go08YM3MzBAXF4dCoaCgoEDyOGJiYvD7/ZSVlUlum0hicTqdjI6OysGJsNqKBNGJiQmcTidKpRKfz8fMzAypqal4vV4WLVpEY2OjVLR5vV6uuuoqYmNjeeyxx3A4HKxevZqoqCgcDgd2u536+npeeuklvvGNb3DbbbcxMzPD22+/TX9/P8nJyRw8eJBrr72W5uZmhoeHWb9+PWq1mjfeeIOioiKqq6tRKpU4HA5GRkYoKSnhV7/6FT/84Q+ZnJyU19GZM2eYmprixhtvJDIyEpvNRkpKitxTCTbewgbu1NTUpxoa8hmsy+vEn1ELQeIfVBMTE+9rf3E6najVamZnZ+UevqmpidzcXBITEzl37tx5EP2FJbiHFouFxMRE/H4/er2e5ORkfv/73xMdHU1RURGRkZFoNBoCgQAulwu3283c3BxpaWnyGurr62PNmjXYbDY6OzuZmZmR16fT6WTRokVcf/31/OEPf+CFF16gpKSE6667DrvdTkFBAadPn0an03H33XczNjbGiRMnSElJob+/nw0bNpCfn09MTIxUvdpsNq666irJ0zOZTOetF5OTk/T398tzjtPpxGazcfjwYUwmE83Nzdx111309vYyOTkpU6smJia45ZZb+PGPfwy8dwrvhfXFL36RPXv2EBMTw/e+9z2effZZxsbG6O7u5gtf+ALHjx/H6XSSmJhIZmYmBw4cYP/+/XR0dLB8+XIefPBBuXdubGxkamoKpVJJIBAgMzOT8vJyfv/731NWVsbp06fZs2cPlZWV/PCHP6Sqqorm5mZOnjyJSqVibGyM1157jcnJSaKioigqKiI+Pp6NGzdKparVakWpVNLa2kpUVBSRkZGsWLFC7jUEpsFms2G321m8eDFut1sOA7xeL4mJiXIgCvNr9dTUFENDQ6SlpVFVVSX/PlarlaioqPf8DL5fiX3BR/l/Ltdfrv6qGkBqtZpFixZ9ao8vgF9JSUlSTj45OUl4eDiJiYnExsbKxtCl1PT0tCSqi+aKgOP6/X7cbjdr166VFgLx/GKz5vP5mJiYkKDmhRUKhWhoaCAlJYWIiIjzvJgfd/Mi/j+/338R5FhMYhMSEqTt4aPW7OwsSqWS2dlZ1q5dy/PPP49Wq8VsNhMREUFRUZE8uAPnHSLcbrdUzIjJc15engQou91uli9fTm9v70WNloVlNps/Nh9o4fN9UAnAJ3BeusuFJRa993oOnU5HZWUlzz//PIBUowmWT1hYGLt376ampobIyEjOnDkjP1vPPfccX/rSl5ibm6OoqIjy8nL0ej0NDQ2yUZmbmyvfTxGdHB4eTkREBFNTUzQ1NZGWlkZJSQnj4+M0NDQwMjIiwc1JSUnSauhyud5T1iwmNtHR0fK9+7CNkkKhwO12ExUVxalTp8jJyZFNNI/HQ3d3N9HR0UxNTbFy5UqOHz8uQekWi4WKigrJMXE4HPL6EX9nEdFtNpuZm5vD5XLJTdnMzMxFv4eAZf+VVrLYVIdCoVGFQvFe2vN0YOEFMfTH76X/8esLv/9Bj/t+jzUKRCoUigYgAPzfUCi0671esEKhuBe4F/7EUvks1IWNIJvNRmFhoWT5tLW1ERERQVxcHImJiTK1JC8vj6GhIRkFn56eTkZGBq2trezbt4+UlBSSk5PJyspiZGREsnCE7Wd8fJx33nmHN998k+TkZFasWCFT8m666SZiYmL4zW9+w8qVK/m3f/s3UlJSKCws5NZbb+WXv/wlJSUlrF27VsKR3W63BHcODw/L+NgjR45gt9uJi4tjw4YN6PV6nE4nkZGROBwOwsLCeOihh1AoFGzatEnaioQ9MzExUVqMRJNFVEJCghxm2O328+55QtnjdrsJDw8nNjb2PP5KIBBAq9XKZsqxY8cIBAKYTCZOnTol7WAzMzMkJiaybNkyfvCDH1BeXi4hl4cPH8btdmMwGNDr9VKRJWTvQ0NDFBUV0drailKp5ODBg3LQAfMNpB07dvDss8+yb98+NBoNBw8eRKvVUlVVJRs/gncUFhbG7bffTlpaGr/4xS8ks6++vp729naWLl3Kfffdx8svv4zf78dsNpObm8vQ0BA/+clPOHLkCI888gjbtm2jpqaG2tpagsEgzz77LKtWraK7u5ubbroJr9eLVquV/D8BmFapVJLzEwgEmJubw2QykZuby8zMDGazWcLAhT08NTWV7OxsmczodrtJSkqSHEGREjc6OiqHAocOHSIxMRGz2Ux0dDQmk4n8/HyWLl3KoUOH2LlzJ0uWLGHFihXMzs4SFxfHa6+9hkKhYHh4mH//939Hr9djsVjo6uqSqTNPPvkkd999N2fPnpUAVI1GQ0NDA9nZ2WzduhWA3t5e5ubmmJyc5Pjx43zlK18hKipKDs/eeustcnJyuPrqq9FqtbLZBfMHE3Gtjo2NoVQqmZqakqEEFyYA/j9el9eJj1liP/ZhNTc3976BNOIskJSUxPj4+HkMsA0bNtDZ2Ul1dTUmk4mBgQFycnLOC6qIjIxkZGRE3rPi4+MZGBggEAjQ29vLNddcQ2xsLAaDgeHhYTo6OmSqlUhGFYON0dFRenp66Ovrw+l0csMNNxAWFkYwGCQ+Ph594oz4AAAgAElEQVSLxYLb7SYjI4PY2Fi5JzSbzfK+k5+fL9V8AnWwY8cOioqKsFgseL1exsbG8Pv9MsAG5htZAwMDcgAQFRVFKBRixYoVqNVqsrOzGR0d5eTJk7IRf9111zE3N0dlZSU2m438/HwaGhro6Og474zyQc0fATb+wx/+wNDQ/Ef5u9/9LkajkS9/+cvcdNNNREdH093dTWZmJvv37+eHP/whCoWCz33uc9x7772YTCY8Hg/t7e1otVoiIiKYnp4mNzeXoqIiOjs7eeGFF3C5XDzxxBNUVFTw6KOPkpGRwWuvvUZDQ4McRg4ODjI2NobRaJTcwI0bN5KRkYFarcZqtUq2ksFgIDMzE7VaTV5eHhEREdjtdgKBgOTUZmdnS0UrIN0hC0OSxGBX/J3y8/PlvjcUCklG7UdJwv2o6WCX6y9ff1UNoE+znE6n7JwDEhCo0+nQarUf6RDocrmYmZlBp9PJZpKAaolSq9WS8g/zUzOPxyNvWiLl6L1UO6FQiP7+foxGI3l5eX8WrFBMAuBPlrWwsLAPbPCEhYVd0mH+wrLb7aSmpvLSSy9htVplnKR4vtOnT/Pqq68C8zf/wsJCmW5VU1NDUlISY2NjtLW18fnPf55Dhw5x99138/jjj9PX13eR5H5hRUZGviev6KPUpTR/gItSzOLj42XTamFd2PwRz7Fp0ybcbrds/sC81S09PZ1NmzYRCARwu9185zvf4dFHH8VkMrFz507Wr1+P3W7n//yf/4PRaMRoNBIdHU1vby979+6lurqa7u5uysrKCAQCREREMDExwfDwsPyct7a2kpeXR2VlpUyPEDHqbrdbgqovpUScdnR0tLS8vNfn6kLLpNfrxeVy0dLSgs1mk5aKhIQEaZ8UjVK1Wi0brcJSWVlZKZMBBwcHSUpKkrYQMeE3m81kZ2dLSXZcXJyMNr7wPfosxwErFIq9wHtFDz5wqQ/xHt8LfcD3P85jAWSGQqERhUKRC+xXKBStoVDoogsqFAr9J/CfMC/t/5Dn+4uXaAQZDAba2trk12VlZXi9XhwOh7QhWq1WGfmdkJDAzMzMeWlTMJ9E9/LLL7N06VIWLVpEenq65MSdPHmS6OhoduzYwbFjx2TMbExMDHl5eahUKlpaWrj55pvxeDzU1dWxe/du3n77bV566SWWLVvGzp07aWlpIT8/n9LSUjZu3Ijb7cbr9XLy5ElSU1NpamoiKyuLq6++GpPJxL/8y79IcLKAB3u9XjZs2EBkZCRHjx4lKSmJ5ORkIiMj6ejoQKPR4PV6iYuLk40lYWMYHx/H5/Ph9/uJiYlBpVLJa15wbaKiovD7/TQ0NNDX18fw8DBjY2OyYTQyMiITYQT0evv27QwODrJp0ybJJPN6vRgMBs6cOSOv/eXLlxMWFsazzz7L8PAweXl5nD59Gq/XK5kMer0el8vF6tWrufbaa+VB6dixY7Jxvm/fPvR6PVVVVbz77ruoVCqOHj0KgF6vJxQKcccdd3DmzBmqq6slYLijo4Ps7Gw2bNiA0Wjk5Zdfxmg0kpqaisViIRAIsGrVKrxeL+Pj43z5y1+WdhCfzyd5OOIguG7dOvLy8njllVdkEEZ4eLjkK0RFRckGn+ByCDuBOAyItFExEOjo6JBDKoPBgE6nQ6PRkJqaKu3rGo2GoqIiurq6GB0dpaSkBKVSKRt469ato7GxkW9/+9sSKi34FElJSTI2+sSJE1xzzTUUFRUxMDCA1WqlqamJUCjEI488wve//32ppHI6nWzevJlXX32VgoICGXwgUoIEj6qqqorc3Fz6+/spLS3l1KlThIeHU1NTQ3JysuTeibLb7eTm5ko72NjYGDqd7lNDCvxP1+V14tOp9xt+XVg2m+191T/j4+NyT6VQKGSDtri4WDahNRoN+fn5tLa2Mjo6KvlVgByw9fb2UlJSQjAYlKDhjIwMIiIi5HOLfZHRaOTtt99Gr9eTk5ODVqulq6uL66+/nnfeeQedTieVchkZGRw/fpxbbrlFJokJxX1qaiotLS243W6qq6tZsmTJ/8/eu0fHXdf5/4+5X5JMZnKbmdzv9yZp0zTpnV4IlAJFwAKuIIKKi6vHXY6HRVdX9+tx5eeuq4uuekRYFgpoy61cCrTQC23T9N4mzf2eyWVmksw1mfvM74/6eW8L5VKXVVz7OscD1EyS6cy8L6/X8/l4olAo+Pd//3c0Go1YryWWj6SikYYGkr1ZGjasXr2ayclJwuEwVVVVuFwuHA4H2dnZ6PV6RkdHWbVqFUajEY1Gc5GdPzU1VQTB3H777R+58eD3+zl16pT4b6PRyLPPPotcLqegoICenh4RXf7www9jsVi4//77yc7Opr+/nzfeeIOCggIqKyvxer0cP36cSCTCxo0bCQQCbNu2jbNnzwpLamtrKwaDgampKfbu3UtBQQGxWIyenh5GRkaQy+VUVVWRnp5OS0sLNTU1BINBcS7weDxkZGSwbNky8e8WiwW73c709LRoBKpUKtRqNTabTaR8SbHu0llb+vuS9mOJvyfZtSKRiPj7/6j3TKlhlJWVddl3xCv1x60rDSAQkYIS7HZhYUGwcC7njR8IBARcUbow2+32D70wS1Msq9VKLBYTvvtLTaEkG4JSqbysyUcikcDtdguJt7QA6PX6y1bzpKWlYbfbL4vmPjc3h06nE1G1W7ZsobOzk5GREZ555hm+8Y1vMD8/z6JFi3jnnXcoLi6mu7sbOK8ECofDjI6O0tXVBZxPvkpKSmJoaAiFQsHSpUtpb28XUfFwfiHPzMwkEAiIzv6foi5s/lyoDrqwbrvtNpKTk8nMzOSHP/whANdeey2nT5/G6XSysLDA1q1bBVCzv7+fz3/+85w9e5bMzEw+85nPkJuby5133smePXvw+/3Mzs6KJkprayvRaJTKykqKi4vp6uoSPKtYLCYggRs2bKCnp4eioiK6u7sFEC8Wi4kUpMt53lLjVAJFX6okyPrY2Bj5+fkCWpucnEx+fj7T09M0NTWJ38Xj8ZCSksLAwAAlJSXMz89z7tw5cQn3+XzCMhkIBC6Kp9doNASDQRFzLW18SqXyImvhn0slEomN7/f/yWQyuyStl8lkVsBxiS+z8d8yfYBczkv1bb//9wv/XIroe7/vawPyLvWYRCIh/XPo97aBxcBH66h+Aksmk5Gbm0skEhFWyaysLCwWC1lZWczMzAgJu8/nQ6fTCVaOBHeWpPn5+fmiSWu1WqmpqaGhoYH6+nrGx8c5fvw4LpeL6upqkpKScDqdHDlyBKVSKRo63d3dLFu2jHvvvZdrr72W7u5uHn74YQD6+/txu93o9XomJyexWCzodDrC4TBtbW0sWbIEn8/HoUOHSE5O5qGHHhLJZe+88w6dnZ3I5XJ+9rOfUV1dTW5uruD0SEDScDhMMBhkbm6O3NxcAfKXQMEWi0XYRSVgczQaJTk5maSkJDGACYVCZGZmkpGRQU1NDSaTSfBcJEZednY2DQ0NyGQy7r//fhQKhWi2DA0N0d/fj1KpJCMjgxdffJGXX36ZoaEhWlpaRMpOPB7n6quvFjbawcFB/vVf/5U33niDPXv2cM0119DS0oLP52PlypWcPn0aOL9WSYy6hoYGYdeTkt9UKhU5OTl0d3ezaNEiPvWpT3HjjTfyyiuvkJycjNfrpbKykueffx6dTicGGS6Xi9TUVFasWIHf70ev1xMOh8V0vbKykg0bNojEnGAwiFKpZGxsTDDmpPW8oKCA+vp6Ojo6xPpmtVoZGRmhu7sbrVZLd3c31dXVAjCq1WoxGo2CL6LVaoXSMhAIoNFomJ6epq+vj6ysLEwmEwcOHBA2Zr1ez8mTJ0VaXigUoqysjBUrVjA/P8/+/ftZtmwZL7zwAg0NDaxevZqRkRFmZ2d5+umnSUpK4qWXXuLBBx/E6XQKlcLWrVt5/vnnqa2tpb6+nry8PGKxGEePHmVubk6ctTZt2sRbb70lmvs6nY7m5mZ0Oh1TU1Pk5uaKc5xkt4lEIoyNjVFaWnpZyu4/x7qyT3z89WGJXlJ9UET89PT0RedoSVEj7ScS00ViKNbW1nLy5EnUajWZmZkX/XyVSsXs7CwqlYrc3Fx27drF9ddfLxq+586dIy8vD6/XC8DOnTvZs2cPzz33HOnp6ZSWljIzM0M8HicpKYl4PC4UPJIbwWQyieF0UlISr732mmDXuFwu0VgvLi5m5cqVjI+PE41GhTLUZDKh1+uRy+XizLZ06VIikQjRaJRwOMzy5cvFz5qcnMTv9+N2u4VF32q1kp2dTXp6ugAi7969m7GxMXGX+a//+i+WLFnyoa/N8uXLcTqdIlTg29/+NtPT05w7dw6VSiUCRBwOB/X19dx3333Cdn369GnKysq48847GR0dZffu3SiVSurr64lEIrz++uvs37+f/v5+1q5dyxe+8AVxFxgdHSUlJYXm5mZOnjzJW2+9hdvtFn+XDQ0NlJWViVToQCBAV1cXFouFNWvWMD8/L8JLJOaalMgr3Q8lLqrJZEKpVIq1XQoZkslk4r5kMpnweDzo9XqxFkohNZeT9BWPx5mYmCAnJ+cTPTi9UufrL74BJH2QJA+ttKCmpqZ+5A6yRGfXarUCJCh5UT9KHKF0QPH5fMIyJk32Lqx4PC7SzrxeL3a7XdgOPqgkwLOUnvRxlMFgEJ5/qaP8fjU9PY3T6SQ/Px+z2Sym5MeOHSMnJ4f6+npmZ2eprq4W9q0LeURS7G9nZ6dIn9FoNHR0dNDU1MTmzZvFRM9gMHD69GmxUeXm5uLxeDCbzfh8PvLy8vB4PBiNRjHxePHFS6qM/1dKav5cGAO/adMmjhw5clFMMJxn+9xyyy0kJyeLA217ezu7d+/mscce45ZbbmHt2rXk5OTQ1NRENBoVFinJPhcKhVi8eDF6vZ6hoSFqampoa2sTctH9+/fT1NSExWKhoKBARP3a7XbC4TBFRUV0dXWRlZVFTk6OmCBJr/cHsX2kCFJAeKfh/PtY2gil11sul5OTkyNgo1qtFpVKJaDmkoVgdnaWyclJVq5cyblz52hqaiIej9PT08OGDRs4evQoJSUlAtQ+NTWFRqPBYrEQi8VIT0/H6XReNAWB85vdpZpb8Xj8Ix3yPqG1E/gc8MPf//OlS3zNG8APZDKZJHFsBR5KJBJzMpnMJ5PJWoB24C7gkQ/5vjuBv5HJZM9yHu7p+f3h3wQsJBKJkEwmywBWAv/fx/xc/+glNTc9Hg+hUIju7m70ej0FBQVkZWWJQ3csFsNut5OcnCxsSWq1WqRr6fV6zGazSBJ56623SEtLY9GiReTn55Ofn8/Y2Bg9PT28/vrr3HDDDVRUVDAwMMDjjz9OU1MTixYtYmJiQjCy1q5dS21tLTt37uT5558nOTmZHTt2oFAouOWWW9i8eTObN28W0b5SjPvCwgIvv/wyfX191NTUYLVa+drXvsb8/DxnzpwhkUhw4sQJtFqtaBxL0N7k5GRKS0uJRqPs3r2bUChEfn6++BxKsNT09HQMBoNQ+01PTwsuktVqZWhoSFicJYtmc3MzBQUFNDY24vF4CIfDDA0N8etf/xqbzUZHR4ewd42NjQkbwXXXXcfg4CDr1q1jYWGB5cuXMzMzg9PpZNeuXWzfvh2AzZs380//9E9otVoGBweZnp7mxz/+MQAdHR0XveZf/OIXCYfDAs78+OOPk52dTVFREVVVVVgsFqqrq3E4HCiVSg4cOIBKpcJoNHLy5EkMBgM33HADhw8fRqVS0dzcTCQSwel0iiRQST0sKW2l5Cq1Ws2pU6dYv349DQ0NAvwv8d+kcAqv10s4HBa2Xp/PR3JyMkqlEpfLJfbceDxORUUFCoUCn8/HwMAAMpmMubk5+vr6mJ+fFw0iKYTAZDKRlpYmps4ej4e5uTn0ej11dXUoFAqh2O3u7hZr8i9+8Qu2bNmC0Wjk8OHDdHR0iMcfPXqU++67D7fbzcGDB9m4cSPl5eXs37+f9PR0GhsbaWxsxG638/TTTwPnzwVGo5Fbb72VkZERBgcH2bx5M3a7ncWLF4upudlsvuh8cubMGZEOV1hY+H+++fMR6so+8QeUy+X6SOofp9N5ya9zuVwYDAZxznU6nQQCAbKzs1Gr1ULdoVAohFpcoVBc1Nw1m83I5XImJyfR6/Wkp6eL5KbCwkKRPDU7O0sikaCoqIhXXnkFh8PBpz/9aTFclM6Gvb295ObmYrFYGBwcpLe3lyeeeIL777+fwcFB4vE4vb29LCwssGPHDoLBIFu2bGFhYYHDhw+LVLHx8XH27dsnkrucTic5OTlUVlZSXV0NnE/1DYfDAtAvWZL8fr9Yh6TPuATGHh0dxWazoVKpcDqdglu0bt06nnjiCXEnmZub+1AeKEBbWxuLFy/m6quvxmKxMDQ0hEajESy89PR0PvWpT5Gdnc1zzz3H0aNHqaqqYtmyZWRmZhKJRNi2bRvhcJjy8nJisRjbt29namoKhUJBRUUF99xzj7AbS2odiR/3xhtvkJGRQVNTE2q1mubmZmpqakhNTcXn8+Hz+RgbGwNg/fr1yGQywQsMBoN0dHQIoLbD4RCKTSmt1GAwCEardL+UQnq8Xi8KhUK8RyRVKJw/01yYdvpRSlILXdhsv1Kf7Pqzvdl8HCXFRycSCRQKBTKZDJVK9ZHj7WKxGE6nE5VKJRo/iUSCqakpTCaTuFBKh7pL1cTEBBaLhc7OTpKSkkhOTiYWi31oU0X6YAeDQRwOBzKZ7JKPkcBdH3f8nqQGicfjYtFNTU29COAp1fz8PKmpqUxMTDAxMYHH4xFWnrS0NFavXo3VamV8fJzS0lLm5ubE1wNUVVURj8cpLS0VFoKysjLRUPrJT37C2rVrKSkpYd++fQBC6SQtbCtWrKCyspJdu3YJewbAiy++SFVVlVAbXW6ZzWYho3w/q9eFJS3M09PTrFixgueff57+/n6eeOIJHn30UQABZC0sLKSjowOPx8MNN9zAAw88IKYc9957L8XFxRQVFbFu3Tp6e3sxm80Eg0FMJhN2u52dO3fy9a9/HaVSSTQaxev10tHRIXzmbrcbq9Uq0sncbjc+n4/U1FQikQharZb+/n6qq6vF+1ey4Unvd0mV80ElXW4utHpJSXTSn0mfv/HxccH0GRoaEpBw6cCu1+ux2+1CgZaSkkIgEMDr9YqoyYKCAiGDViqVzM7OkpOTg8vlYsmSJTgcDhQKBWlpaeJgdCmQtfT8KisrL+Md8YmqHwK/k8lk9wJjwKcBZDLZUuDLiUTiC78/wP8/4NjvH/NPEugT+Gv+O9531+//977fl/MJMNcBA5yP9/387/+8CviVTCaLA3LOsx26/hee75+kJNtIVlYWfr+f7u5u4vE4BQUFWCwW6urq2Lt3L263m7KyMvR6PTKZDLlcLpgHUoS1ZLmamZnh4MGDGAwGoRLS6XQsWrSIvXv3iov+1q1b2bt3r4jZLSoqEgDfcDjMxo0bSSQSjIyMMDc3x6ZNm9i1axe/+93v0Gq1tLS0MD8/T25urpgol5eXs3jxYmw2GwaDgW984xsYjUaSk5NFs1lSWS4sLOByuejq6hLJV1Ja2MLCAnv27CEjI0M07rVarRgGKBQKTp06RVJSElVVVWLaCqDRaAQzb2Jigp/+9KeiYQ7n979AIEBLSwtVVVXU1tYyPT2NxWLhhhtuEHyJvr4+QqGQSPbatm2bSGZZvnw53/ve95idneXQoUNs376d3t5eNm3aJBSjkhVi+fLlqFQq1q9fj1qt5tvf/jZKpZLi4mLuvPNOent7qaqqAs43sycmJjCZTOLyMjk5SW9vL1dddRUej4fMzEwqKysZHx8nLS2NnJwcjhw5QkVFBT09PcRiMVQqFSqViqqqKl599VWheurp6RGMC4vFQiQSYd26dTgcDg4ePMjbb79NQ0ODSEtMSkoiGo2KlE9JgSaFVkh7XyKRIB6PE41GiUQi5OfnY7VahXK3vr4ek8lEe3s7Z86cob+/H5VKRX5+PqtWrRKX3MbGRsbHxxkYGKC3t5eioiJOnDjB17/+dWw2Gy6Xi7m5ObKzszl37hx9fX2sWbOGYDCIzWbj5ptvJicnh927d9PV1cU//uM/smjRIkZGRjh+/LhgRaWnp9Pc3IzT6eTUqVM0NzcLu6XZbKanp4f09PSLhhCnTp0SUfZer/eyooz/D9eVfeIyK3FB2u+HfR3wnnO5FLohNR/n5ubEEDMWixEOh9HpdBfZvHw+HykpKajVakpLS5mamhK29kAgwIoVK+js7CQjI4N9+/Zxzz334HQ6qampEUmWXq+X0dFRKisr2bx5M+fOnROKvldffZXvfOc7HD58WAybCwoKmJiYYMmSJZw8eVLcbaLRKDfddBPNzc10dXWxdOlSOjo6yM3NFYlhExMTaDQaWltbSUpKEo0u6ey9sLBAIBCgsrJS8BqlYbXP5xMDeAn0brfbxXnt7bffpqenR/Difvvb3172ayiBoWUyGRs3buTcuXM88sgjxGIxli5dyq9+9StSUlI4cOAAv/zlL8nOzuZv//Zv8fl8yGQynnnmGQYGBli9ejXJyclMTU2JQYSkPs/Pz6e3t5eMjAwqKysJBoP88Ic/ZGFhgcWLF/PXf/3X+Hw+srOzRZhJIpFgdnZW3O0qKyvR6/Vifdbr9Zw+fZq0tDShBpW4ZRJjVafTifPs7OysUNtKCXEymQyz2SwUO1arVSh2JPvx5dhhJfv75aiFrtSfvv7sYuA/rpJgiFIahkRM/ygWF8k7KZfL39PZt9vt4nAvlVqtvkg1IZXUPAoEAqKT/4fWhY2YtLQ0lErlHwTu+p+U2+0mHA5ftHhIl/B4PE4wGGRoaAiXy0VBQQEnTpzgxIkTFBQUsHfvXlJSUjh06BAjIyOsWLGCw4cPA7Bq1SpCoRApKSnie+t0OgE86+rqory8nHA4TF1dHT/4wQ/E4r527Vr2799/0e8pNWHeXbW1tSJuERCbntTkkexbeXl5zM/PX7LZc2FTY9WqVRw8ePCin6fRaPjyl78spjuhUIh33nmHWCzG1NQU5eXlHD58mFWrVjE1NcXw8DDxeJzW1lZuvfVWOjo6qKuro6SkBIfDIXgHcrmc3NxckXQj+cKtVivxeJwDBw6I2Mq+vj6SkpIEOE5iQej1emEx0Ov1RCIRcnNz0ev1IuZ9cnJSTBmA98S/w3krpN/vF1G6kr3qUoftYDDI6Ogovb29mEwmOjs7qaqqQq1WMzw8zMLCApOTk6xbtw6Xy0VycjJPPvkkdXV1xGIxcnNzWbRoEddeey1LlizBbDbT2trKW2+9RWlpKSqVir6+PtFYvPnmm+no6MBsNlNdXc3s7CxVVVV4vV7RRL3weUxNTVFcXPzhb/6PsWQfU7zvn3t9EvaJP7QSiQRjY2MiVW9iYoKWlhb6+/sZHx+npKSEgoICAZ8dHx/H6XSybNmyixqRc3NzdHd3o9FoRNqVw+EgGo3i8XjweDxCZbpz504RlKDValEoFDidTlJTUzlz5gx1dXV85zvfQS6Xc88992Cz2ZidnUWn01FTU4PRaBQNVL/fTygUYmRkhLGxMWG1ldYJSZUkfa4NBgORSIS2tjbGx8eF8iSRSKBWq/H7/Xg8HhwOx0XK1oKCAhwOB5FIhJycHGQymVC/1NbWkpSURFlZGWlpaYITJAE2e3p6yMvLEwDOwcFB+vv70Wg0KJVKAYauqqpiYGAAj8dDYWEhsViMT3/60xw7doyJiQnGxsaYmZmhp6eHUChEfX09+fn5eDweHnzwQebn5xkdHaWtrY2UlBTWrFmDzWZj0aJF2O12ent7gfP7/OrVqzGbzdhsNo4ePcpLL73El7/8ZRwOB4sWLRKQ4qSkJGGbUqlUVFZWMjQ0RFJSEuFwmLvvvpv29nYx9ZZk+jk5OQSDQZKSknjmmWdobm5GpVJRVFRERkaGsLdNTk5SWVkpXl/JLl1UVITJZBKx5zKZDJfLxfT0tLiQhkIhcnJy0Ol0YkCWkpLC2bNn6e/vJxqNUlZWhsfjoby8HJ1Ox/j4OPPz81RUVADnB1s9PT0olUrUajW1tbXs3r2blpYW/H4/bW1tdHR0MDQ0REpKCqtWrWJiYoK0tDTy8vIEg2PXrl3I5XL27t1LKBTilVdeoba2lvz8fIxGI1arlcnJSWZmZli5ciV2u52lS5cyNjaGyWQiNzeX+fl5Zmdn8fl8pKenY7FY/mRr+8dZV/aJ8/Wn2CecTifp6ekfemaXAlMuPPtL0ebSEM3r9TI2NkZNTY2w+QQCgYuYVdL3uvCsNT09zcDAgIjlzsvLw2azYbfbGRwcpKKignA4LII8zGYzTzzxBHfffTcvv/wydXV1+Hw+Xn75ZQwGA729vdTW1lJeXk5xcTGvvfYaCoWClpYWDAYDBw8eJD09nT179nDvvfcKpeq2bdtYsWIFTU1NFBQUsHv3bjQaDZ///OdRKpUcOXKExsZGjEaj2Nvm5+fp6OgQtthAICAGv2lpaWi1WkKhEKFQiEceeQSLxUJqaiqdnZ0YjUZ8Ph+5ubmCZ/TP//zPLF68mOeeew6AjRs3fqACqLi4mKVLl5Kdnc2yZcv43e9+J9Q1W7ZsobS0lBdeeAGlUklpaam4n506dUrsu9XV1dTW1orUwba2NjHsvpB7uWTJEiYnJ3nxxRcxm81ce+21QpWVm5vLxo0bSU9PZ25uTtwVZmdn0Wq15OTkCH7p+Pi4cDNYrVYmJiZISUkhOzsbn89HLBYTbKRL3Qelwad0xpVsfRe6VKQG3+WAm+fn5wkEAlea6Z/Q+qB94i9WAbSwsEBVVZVYmCXg84eV0+kU0rhLKXQ+qmTO5XKxsLBAamrqR7KJfVjJ5XLxs6emprDb7ZSVlf3Rmj+AUBlJnetEIiFiJuE8FDgzM1M0BsbGxti0aZOAp2k0GsrKyvjud79LQ0ODaAAdPHiQ8vJyjh07Rika5iQAACAASURBVG5uLs3NzZw9e5ZYLEZ9fT16vZ79+/ezZMkSpqen2bhxI1u2bOH48eOkp6eLBVLi3EhpLVJKlVQXNn8ATp48CSAUPpIi6f1SxCRZpVQHDx4E/ju2/vvf/z5vv/02jz32GD6fTzSpLnyc9J6SHvuZz3yGa665Bo/Hw8GDB/mrv/orRkZGGBkZIT09nSeeeAKlUklzc7OwkJWWlpKamipksAsLC2JS1NPTw+LFi8nKyiIrKwubzSbA0DMzM1itVrRaLeFwmIyMDDGhktJh0tLSxO8oNfd8Pt9FgG2tVotaraa4uFhsJNJm9O6SrJcmk0mA8G655RZOnz4t/MtSYoTdbhebmTSR1ul0YrNsa2sTAFKbzUZJSQklJSW0t7ej0WjQaDQMDw8Lu4rT6SQ3N1eo1t7dDPf7/QKGd6Wu1OWUTCajoKCA/Px8odY4dOiQgAi73W66urpEZLwEZm9vbyczM1Mw4NLS0li5ciUul4uBgQHeeecdsrKykMvlaLVakRwzMzPD1q1bsdvtDA0N0dXVRWVlJbFYjImJCZKTk3n99dd54IEHcDqdPPbYY5hMJjZv3kwwGGTv3r14PB5x+JOUOlIEbX5+PufOnePo0aNEo1Geeuopcbm+kK9msVgusi9LqkRpArxkyRJWr17NwsICGo0GnU5HUVHRRY0RqcEsxXTPzc3hcrkYHR0lLS2NQ4cOMTY2xuDgoDh8hsNhli1bRkVFBRkZGSQlJQkL1tTUFLW1tWJyum/fPo4ePSpswAqFgttuuw2ZTMZtt91GXl4eer2ewcFBdDode/bsIRaLsXLlStasWcOuXbuQyWTs3r2bVatWUVpaSnl5Of/5n//JoUOHRER6cXExX/rSl4TMPisri1gsJhpiq1at4uTJk/T19YmpcWFhIb/5zW9E0mNSUhJr167lJz/5CRs3bhR7UHNzM3fddReHDh2itrZWJFxJFwBprTObzSQSCSwWC0qlUsBHJW5aRkYGmZmZlJWVMTMzIzgbEpRZUlwmJSUhl8uFevb48eO0tLRgt9sFlLykpAS328327dux2+0UFxeLEIyjR49y8803s3//fgYGBjhz5gynT59Gr9fz1a9+le3bt7NkyRKsViu//OUvaW5u5oknnqCnp0dMux999FGWLl1KSUmJSPoaHBxEJpPR2NjIzMwMRUVFTE1NUVhYyNzcHHa7XShH1Wo1FotFAF2vrO1X6g+tRCLxoc0fSSX07nvChWl0kv2qvr5esIIkwPq7SwqmkRrr8XicSCRCdXU1p0+fJj09nfn5eQHWl9ZwrVZLZmYme/fuZcmSJSQSCTweDzqdjrfffpvk5GSWLVtGfn6+OHMXFBRQXFzMo48+yje+8Q0ef/xxkcL1zW9+U/BvlEolcrmcYDBIaWkpExMThEIhEZuekpKCwWDgzJkzqNVqcVZLJBKUlZXhcrnQ6/WUlJRgMBgYGBhg9+7dXNjQW7ZsGYWFhZSWlgpotcQW6uvrIxwOYzKZGBgYEI95Pz5qa2srb775JsuWLaOtrY01a9bw7W9/m/vvvx+DwcC+fft4/fXXaWlp4ZZbbkGpVIq1SqPRUFpaik6nEyp2m82Gw+Fg+/btGI1GWltbycjIYHp6Grlcjs1m4+c//znNzc383d/9HX19fULpeccddwjOUyAQEHugxJSTLGZHjhxBLpdTXl5OUVERNpsNj8fDokWLcDgcIshEoVBc5AjJysoS5/ZIJHLRnXVhYQG/3y/unpIrwWKxXFaKtMTbvNL8+fOsv9gG0IWNmo8Cc5M+RBkZGf9jJoh0MJHUFx9n+Xw+VCoVDQ0N+P1+HA7HRQkhf4ySLhBSZKzD4SAlJeU96qqFhQVSUlIEUG5sbAyHw8FVV10FIFQ+brebtLQ0VqxYQSgUwmazoVQq6e7upqCgQMi+6+vraWpqoq2tDYPBgFqt5sc//jEGg4ENGzaISPT5+XmcTucHykaNRiNut/uynveFzZ931+LFi/mHf/iH9zz/dz8uKSmJ+vp6+vv7qaysJDU1lZ/97Gfk5eVRWFjIz3/+c8rLy7FYLJw+fZqSkhJWrlyJ0+nEYrFgNBoJBoMcOXKE1NRU0YSpr6+ns7NTPNbr9Yp0AOmQbjQaUSgUKJVKkQTgcrmIRCLE43HUajVarRaXy8XExAR6vV68ru8GiUvKAzg/aXg/9pTE3pmZmUGhUAhr2PDwMPn5+czOzgoP/YkTJ/B4PBQVFeH3+/F6vZjNZs6ePSsahBqNBofDQVFREWNjYyxZsgSdTofH4xHWMDi/4Wm1WmQymYhy/aCo0Ct1pf6QkhpB8/PznDx5UkwHJfinx+NhdHQUvV5PamoqVVVVKJVK5ufnRTIknFcONjU14fF4GBkZweVyoVKpCAaDIq2rs7OTSCRCSUkJGzZs4O233yYSiYhmQmpqKjt37sRkMrF8+XIGBgb46le/KvgHarWagYEB8dlrbGwkLS2Nc+fOEQqFkMvl1NXVsXjxYmZnZ0Wkr1qtFjam7u5uYQ+W1m6/3y8+3/F4nJMnT2IymQS4WOIlKJVKkcYncb2Gh4cZGxsTkng4P0ioqalBr9ezcuVKLBYLq1atEqlewWBQKPok+fvbb78tmDq333478Xhc8OdycnLIy8sjJyeH6upqKisr2bZtm7jgLVu2TBz0T5w4wZo1a0T6l3SZam9vJxwOU1hYyNKlS4Wd9eTJk0SjUZYsWUIsFmNwcFAkwx0+fFhEOkvA0aqqKlpaWti3bx9ZWVkEg0EUCoVIy1QoFHR3d1NZWUk8Hker1Yr97K233qKsrIyJiQl8Ph9ut5uJiQnKy8ux2WyMjIyISXpubi5VVVU4nU58Pp8AmcfjcTGFTklJYWJiQqhsw+EwRqORG2+8kfr6epxOJxqNhkAgQEpKCgcPHuTJJ59k5cqVrF27FrfbzejoqGC77d69m9dff128prW1tTz88MO8+eab1NfX43A4eOaZZ/jyl7/MQw89xP79+3E4HCQnJ/P2229TWVlJYWEhLpdLqHGzs7MxmUyMj4+Tl5eHUqkkGAwyMzODSqUiFouJIAiTycTc3ByxWIy8vLz3HUpcqSv1QeX1ej/SsPhSqaeSIgi4aCAnJe1JZ5JLNZeMRqNIq3O5XCgUClavXi2a2ENDQ8hkMoLBoFBoLl++HJvNJhqmwWAQnU7H0NAQ0WiUaDTKyZMnufrqq/nd737HZz7zGUKhEC+++CKFhYWUl5fz8ssvY7VaxUBOgkrb7Xb27NnDDTfcwFtvvcUjjzzCmjVr0Ov17Nq1SwzqzGYzOTk5aDQaTCYTNpuNYDAozvsLCwtEo1HBVFqzZg0bNmxgeHiY0tJSBgcHGR8fJyMjg5SUFGZmZujq6iKRSBAIBHjnnXdERLtUjz322CVfk4GBATZv3syzzz5Lfn4+ra2trF69mh07dmAwGDAajXzhC19geHhYICsKCwtJTk4mFArhcDgoLi4We/Ts7Czj4+Ncf/31LF++nHA4zK9+9Sump6fFQGHt2rUMDg7S1tZGUlISd999N3q9XjAyLRYLk5OTaLVa4vG4GJifOHGCaDRKTU2NAHxLe4HL5RLnYplMJlRUGo1GqMSkPzOZTBfdM6WmjfR1wWBQrKmXUy6XC7lcLuDSV+rPr/5iG0AX1gfB3NxuN8FgkLS0tI+tWaNUKgUv4OMsSUIodWOlpJlwOCx8t++Wo/5vlQSdlKZsXq8Xn89HIpEQh9aMjAzcbjfDw8PChjQxMSEm54FAgLVr1xIMBunt7UUul9Pa2ioOyq2trWzZsoUf/ehHvPnmm9TW1qJUKhkaGmL16tXI5XJ+8IMfcODAAWpra7HZbCgUCvx+/3vUPu8ut9tNXV0dZ8+evezn/m4lEHBRzCQgNpG+vj7gfIOotbWV7Oxs+vr6WLduHbfeeiu7du0S0cYrV65kyZIlwnooSYL7+vpEap3k8y4sLKSurk404N544w1MJhMmk4nBwUGysrLExjY8PEx6erqIVpeUPVIanbTZSODqUChERUXFRwaKS8yLS9Xo6CiFhYXs27ePz372sxw7dh4xEI/H8fl8yOVyfD6fiKIOBAKkpqYyOzsLnL9gnzhxAoPBQHl5ueBcKBQK5ubmxEFKugBLl07psXC+CSVdEq7Ulfq4S1qHFy9ejEaj4dixYyJiVuJvzc3NiXhft9tNbW2tSKRMS0sTtgE4P91UKpWMjIzg9/vp6elBp9NRWloqpPXPPfccW7duJScnhzNnzuDxeLjuuuuYmJigo6NDwEbvvPNOBgYGUKlUNDU1iYSkqakpAoEA09PTIkK2vLyc0dFRocgoLi6moqKC5ORk8ftXVlZSUlJCdXU1gUCASCRCIpFAo9GgVqtxOBx4vV4ikQiRSIRwOEx/fz+zs7PMzc1x6NAh7HY70WiU8vJyrFYrZWVllJaWsnz5clJSUlAqlaJJnJqaytmzZ3n22Wfp6uoSSTIymYxFixZRVlZGZmamOMCfPXsWk8mE2WwWiV2pqalCDWSz2QiHw6SlpQkLaSAQYGBggKVLlxIKhYjH4+Jio9FosNlsrFy5EqPRyIoVKxgcHMRoNJKdnS2a7CaTiZmZGXJycojH4+Tl5dHT0yN4PFLSTTgcZsWKFRw7doxoNEp2djaTk5NoNBoOHz5Ma2srL730EiqVCoPBQHV1NR0dHVitVlwuF7FYTKTRFRQUYLPZ6OnpEa9fYWGhSHx55513RNKPpLYaGhrC5/PR1NTE/Pw8iUSC5ORkioqKaGhowGAwCHVVeno6o6OjDAwMcPz4ceLxOA888AB9fX2CcRKPxxkfH2d0dJQdO3bQ0NCAx+Ph05/+NA888ADbtm3D4XDQ1dXF9PQ0P/nJT1i5ciV79uwhGo0il8s5c+YMCwsLAvgfi8WETdFgMJCSkkIkEiEWizEyMkJDQwPT09MkJSWRlZVFOBwmFosxMzMjoOtX6kr9oRUMBj9SAygej1/UyJFUN2q1mlgsxunTp2lqahJnEoVCwfz8/Ac6AqTGv9FoFINriQMTDodFs9/r9Qob7vz8POXl5bzxxhs0NDTgdDqpqqoSybxf+MIXxHo2OjpKUVERCoWCo0ePEgwGOXToENdccw0ymUycHyUW2M0338zs7CwtLS2kp6dTUVEhMAlqtZqFhQVMJhNjY2PY7XacTidut1vYyiorK4UiMRgMEolE6Ovro62tjaKiIrFHpKamigHC2bNnmZycxGAw8PLLL9PY2EggECAUCom/p4aGBuRyuVDxS5VIJOjv78dqtfKjH/0Ir9fLO++8Q1lZGQUFBUxOTtLV1UVGRoZAhEjMyTVr1pCbm4vT6cRms3H69GkaGhpYtWoVkUiEnTt38uMf/5jrr7+ez33uc+Ls7fP50Gg0LFu2DJPJJNJtA4GAUOdK51Wr1YrT6RRnZkkFlEgkyMvLY2FhAa/XK+6rMzMzolkviRqk9K4L/+zC94/Ev5Tek5FI5LJdKFIwQHJy8mU97kp9supKA+h9yufzCT/nx62e+Sibx+XW9PS0YOO8u9RqNVlZWSQSCYaGhlAqlRQUFHzsv8OFdaG8EP4bWj05OUkwGBQpU6mpqdjtdhwOB9XV1Tz//PNUVFSIx87OzpKVlSUuF36/n9WrVzM8PIzBYOD48eOsXbtWKF9kMhmlpaUiGWXPnj0cOnRIHM5dLhd79+7l3Llz3HTTTVRWVjI/P4/RaKSxsZGbb76ZeDyOSqX6g5o/cLGix2q1MjU19Z6vSUpKEukyTU1NZGRk8PDDD1NQUEBmZiZms5m5uTmeeuopDAYDd911FydOnACgrq6OQ4cO4ff78fl8BAIBSktLUavVuFwuioqKKCgoEJNbjUbDypUrGR4eprCwUECb/X4/drudRCKB3+8XUNoL5ZzDw8Po9XqhnPJ6vR/reyeRSAhgt9RQ8ng8Aqit1Woxm81imjYxMcHMzAwNDQ1iaq3X6+nr60OtVlNYWIjD4RAyaCkpbnh4mMbGRqampoS3+sIDw6XK4/G8r5T4Sl2py62CggJGR0cpLy8nMzNTJByZzWYqKytJJBL09vbicrloa2sTaWJS6pXEIQiHw7jdbsxmM6mpqSKxQ5ooXn311dx22208++yzvPrqqyI+e2hoCJPJxOrVq8V6OTw8TEVFBXNzc4yNjXHNNdeIhsD09LSIs09LSyMYDLJ69Wrm5+dpamrC6/XS19fH2NgYarWayspKotEoTqeTp59+GqVSiV6vFw2YgYEBwd2B82lSCoVC7LFNTU3ceuutzM3NiWGBwWAQlofe3l5efPFFJicnCYVCeDweEY9sNpsF06G4uJjS0lJcLhdTU1PiwC8ljrW0tJCfn09qaipDQ0MEg0FGRkYoLCwUNuKioiKmp6eZnJwUv0txcTEqlYrq6mp6e3v59a9/TUFBARs2bCAWi4kkrOLiYjo7OwVY22QyiWbf6dOnUSqVLF68GK/Xi06nIxaLiTS27du3k5+fj81mY3x8XPDeVCoV0WiU48ePU1NTw5NPPklOTg42m41NmzYxODgommlLliwhJSVFpASp1WrGx8c5d+6cYCcpFAqsVquI/k1OTiYajdLa2orRaKS/v5/BwUFKS0u56qqrhJVXAnX7/X4ef/xxMV1etWoV2dnZHDhwQCQISbyo7u5uduzYwcqVK2lvb+ezn/0st99+O//yL/8iVMq1tbXcc889wtYVDofp7e3FYrEQjUZZtmwZcP6cc8stt2C320lPTyeRSHDy5EkBul68eLGIopcuSVKj8Aqg9Er9TysYDF4y6OTdJdlppQqFQoTDYTEIO378OI2NjWIIJTVvLRbLJeHSUrhMfn6+UD9LDKFAIEAsFqOmpobDhw8Ti8XIz89HpVJx8uRJVqxYQTQaJTMzE7vdzu7du7ntttvYuXMnVVVVpKamcuDAAWQyGQ0NDfh8PlpbW/nWt74lEvbOnTuH0WikvLxcWK2ampoEjFlqPH3ve9+joqKCaDTK6dOnWbRokdhbdDod1dXVZGZmYrPZ2LNnj9g35HI5SUlJgn905513CgD/2bNncbvdjI2N0dfXR09PD6Ojo9x4441cd911qFQqurq6cDqdfOpTnyIQCPD666+/5+8wKyuLyspKhoeHuemmmxgeHubUqVPEYjGxXyxbtgy5XM7MzAyNjY0cOnSI1NRU7rvvPs6dO8fZs2eFCuuWW27B6XTy2muvcejQIbxeL//2b/8m3h9yuVwwjnJycqipqRHncin8IZFIiEZTcXGxWPtKSkowmUz4fD4hPIjH45jNZqLRqMBSSNYvOO9kufDMfGGFw2HBKtLr9YL/k5qaelmwZ0A8/4/Cy71Sn+z6i28Azc3NXSRhkzqsycnJYoH9JFc0GsXhcGA2my/ybnq93ktecCWo2P9mScC5S5V0Ydfr9fT394sEppGREdasWUMikcDhcIimybFjx/jWt77FqVOnBEW/p6cHuVzOvn37qKurY2BggHg8TlpaGn19fdhsNh5//HEqKirIzMxk/fr1nD17Fo/HQ01NDTk5OahUKgYHB3E6nXR0dLxHsWO1WoVkXGL+NDY2iibMu8tkMlFXVyciLzUaDX6/XzwPjUZDOBxmzZo1xONxOjs7UalU3Hjjjaxbt04kckkxytnZ2YRCIW688UZaWlqA84ff9PR0FAoFWVlZbNq0idHRUfLy8lAoFMImotfrmZ6exu12s2zZMtFAq6urE6lZIyMjqFQq5ubmRAxkKBQiIyOD+fl5odySEsnm5uaQyWQfaVIgWao+SkkQUqPRKNIIOjs7KSwsxGazEYvFKCoqIhqNolKphBWjtrZWTHOdTid+v5/y8nLS09Npb28nKSlJKLFSU1MxmUyMjo6i1WpJS0tDpVJdUgknefYlf/0fk6F1pf5vlxQBDwhuidSUmJycxGw2i2ZQR0cHLpcLt9tNPB4nNzdXQBwzMzPF5TYajaLVagVLQrINdXZ2sn79eq6++mqGhoYYHh4WkPi5uTlhmy0tLRUKF4/Hw1NPPUVFRQVJSUmUl5eTkZGBy+USDJ6hoSFCoRD79u0Tk8uMjAzC4TB79uwR/LDu7m7BuJufnxfwyoaGBpqbmwkEAsKOKV1uRkZGCAQCJBIJnE4nExMTYj+WGhabN2+msbGR0dFRFAoFq1atIjU1lezsbJRKJeFwmMHBQfbt24fBYBCXf0ktc8sttwhrU2dnJ36/XxyYe3t7mZyc5M0332Tp0qVUV1ej0+lwuVxYrVaMRiP79u0Tsvprr72WtrY26urqKCgoYM2aNcD5NXN8fFzYawcGBqivr8disfDyyy8LSb/T6RTN9r6+PqqqqggEAhQVFbFx40YeeeQRli9fzujoKE6nk6amJnp6ekhKSuLWW28lHA4L9ofUNBoeHhZsC+ki0tLSItg6drud7OxskpOThRrI7/czPj4uUrJGR0dpaGjgnnvuEeu41PwfGxujvb1dJJ9KdhOlUsmhQ4fEBcflcpFIJOju7ubNN9/kpptuoq2tjWuvvZbly5fzm9/8Br/fLxI9W1payMvLY2ZmRqQbrVu3jrfffltwk9RqNa2trXi9XlJSUvB6vUxNTZGSkoLVakWpVDIzM0NaWppoDp07d47s7OwrNoUr9bGUtI59WEUiEXGxTiQSQv0H51mSTU1NTExMkJOTQzgcZmFhAbPZzPz8/Hu+VzAYFOoQSfkoJZNKgTQS5zInJ4f9+/dTX1/P9u3befDBB0lKSqKnpweLxcLo6ChJSUkcPHgQlUrFkiVLeOeddygtLeXpp58WyuqamhoOHjzIQw89xNq1a3n22Weprq6mra1NNKDGx8d5/fXXqa2tZevWraIZLSnS77vvPubm5lhYWKCsrEygIUZGRigtLcVqtYrESp1OR11dHcFgkOTkZGw2G1NTU8IGLNlpr7rqKmpra6mvr6eiooI9e/bgcrm44YYbxJn+Uuc6g8FAamoq+/bto6ioiKNHj2Kz2WhsbKSxsZGzZ89SW1vLVVddxdmzZzl37hypqals3bqVN998kz179giOmlarJTc3lyNHjtDW1obL5aKuro76+noyMzMpKCjg3Llz9PT0kJWVxa233orZbMbpdDIwMIDX6xVpXVIDbHp6mlOnTon7yfT0NE6nUwD8k5OTWVhYEOFDF74HpTuTUql8z3tTgkFLybpw3oYol8v/IPbs5OQkGRkZV87F/0fqL74BJE1NQ6EQLpcLnU73Z9H4gfPNKpvNJhoVF5YEX/tTVHJy8kVNhHeX3+/HbDZjNBpF1Hh7ezu33XYbPp+P2dnZi0DNEng4JyeH+fl5DAYDPT09bNq0Ca1Wy+joKCqVipGREVJSUjh+/Djr168XCVPXXXcd69ev54UXXuAXv/gF5eXlbNmyheuuu45f/vKXNDU1kZ2dzTPPPCPUKGNjY4yNjV30e584cYKHHnqISCRCbW0t4XCYF154AZPJxOHDh9myZYu4GO3YsYOkpCS+//3v43K56OzsJBqNYrFYsNvtLF68WLARnnrqKQEM1Gq1pKSkiJS6u+66SzQkHQ6HeO6SvF9KOpubm0OpVJJIJHC73cjlchYtWkQ0GmVwcJBgMIjf72diYoJoNIparWZwcJC8vDyGh4cpLi6mrKxMxFBKjRDJ2iGpy6TN+oNKsmxdTkmbtgQODwQCLCwsEAqFaGpqwuVyAeenXSqVinA4TEFBgUjdU6vVGAwGwuGwAL8uWrSI3t5exsbGWLp0KW63W8BAfT4fZrP5okmaxH2SPk8fFm9/pa7U5ZYk3Z+amiIrK4uUlBQyMjKYnZ0VwFqfz4fBYEAmk4lLvM/nw+PxIJfL8fv9ImJcqVSKZpDUBOjt7UWtVpORkSHUdNLnt7+/X6h/Dh8+zMqVK8Va2NHRwdNPP834+DibN28W6hiLxUJWVhZNTU2oVCoOHDggUpSSk5MFH6y6ulrYbVasWIHT6eTMmTNEo1EMBgOxWIxIJMLk5CQej4euri7cbrdoLqtUKjE1LS8vp76+XgCGx8bGiEQi+Hw+srKyuOeee9BoNAwODgKwb98+NBoNaWlpAhSv1Wqpq6sjPz+fUCjEa6+9xujoKCaTCa/XS3Z2NosWLWL//v0ClhyPx9m6datIB5UuWL/97W9ZvXo1Go2GiYkJxsfHaW1tFSqj/Px8Yblwu90i6l7ipyUSCcF3O378+EUA+/r6elJTU9mxYwd33HEHKSkpGI1GGhoayMvLw2AwYLVahXrppZdeEqwIKSVSYv3V1tbS0dHBs88+S3FxsbCrqdVqPve5z+HxeEQAAMDQ0BBer5fi4mKi0Sher5fly5cTi8Xw+/3Mz8/T29uL3W7HZrORlpbGkiVLGB0dFZZGp9NJe3s7JpOJEydOcPr0abZu3Up7eztHjx4lMzOTI0eOsG7dOqqqqpicnKSvr08Mg2pqaoTV77nnnhOv+/PPP4/f72fLli2YTCYcDocApUrWCqmZJb1PVSoV6enpIoXSarVeaf5cqY+lJEjz5ZZk7YXzF2iLxSJSW202m1gb9Ho98/PzF/0MqZEqPT4QCJCZmYnP58NoNNLd3U1JSQlerxe3201/fz9arZbf/va3GAwGwSuV+F/Nzc3s3LmT/fv385WvfIWuri6xV0gKkdHRUb773e/y4IMPinNYSUkJ0WiU7u5u9Ho9ZWVlvPzyy1RWVlJfX8/y5csFf6ivr4++vj4mJiZIJBKoVCrx/ScnJ8XzKygoIC0tDZ1OR3JyMpOTkzgcDo4dO0ZfX59IARscHKSqqoobbrgBnU6HXq/nqaeeYnBwkM9//vPEYjGGhoZIS0vjZz/72SVfAwlBcc0112C1WtmwYQORSEQMFpubm1lYWOCtt95Cq9Vy4403cubMGZ555hmuu+46Tp8+TWdnJyUlJSQlJbFt2zbOnj1Lfn4+1157LVarlcrKSgYHB9m1axd6vZ67774bi8XCzMyMgOpL9tWZmRniRuw+9gAAIABJREFU8TjJycl0dnZSXFxMfX09s7OzdHd3i7RCrVaL2+3Gbrej0+ne0+CRLGASC+jCkhhn0mOkcIY/hGObSCTEgPZyINFX6pNdf9ENIOkyKR2Q/lwaP1JFo1EKCgo+kiT1j1k6nQ6n03nJBpDf7yczM1NsWIsXL6ajo0NMBqRoWUm9JEGHTSYT5eXlvPbaa8IGodVqWb58Oa+99hp/8zd/I9Qkd9xxB9FoFIVCwc033ywOi1u2bGH9+vX85je/wel0smPHjg99LikpKUSjUcGHefXVV4U1bMWKFWRlZQmb19///d9TW1uLXC6nsbGR66+/XvAZnE4n9fX1nDx5klAoxMaNG6mqqiIYDHLXXXeRSCTIycmhtLSU5557jqmpKe644w5mZmbENLm6uprdu3ejUChYv349c3NzzM7O8swzzxAKhYTkH86n8QwNDTEzM0MwGMRoNJKXl0d2drZgc9x0000iaehSJaWlSM9Jsop9EDxTmm44nU7UarVI/3m/SiQSAgQtlUwmY2RkhIKCAoaGhlhYWCA7O1vwH9RqNcFgEL1ez8TEBB6Ph3g8TlFRESMjI8JWmJycTE9PD8uXLyc9PR2XyyXSE6T4d7vdLqbcUly99Hv9MVhZV+ovqwwGAzMzMxQWFopDoHRAltQg/f39hEIhFhYWyMrKQqfTEQqFMJvNGAwGIYVXq9VkZ2eLy7xcLic/P1/wBdrb2wXUV61WMzk5KRSGHR0dWCwW2tvbeemllygrK8NqtfKVr3yFAwcO8NOf/pTGxkauueYa3G43SqWSU6dOEQqFsNvtaLVaYWOanp5GqVReZLuRAMWNjY2Ew2Gh4pG4LhaLhauuukoo8RQKhUjilJKaPB6PYPDl5eUJa0QkEuHkyZMMDAwgk8loamqitrZWsIPC4TBVVVW4XC4OHz5Mb28vMpmMmZkZmpubSUlJwWKxEIvFcDgchMNhMaGenZ0V/JvDhw9z8OBB1q5dKw74JSUl6HQ6jh07hsfjIRAIUFJSQm9vLyaTSaTVBINBDh48SGNjI/n5+czMzAjLXmNjIwcPHhTT/xMnTlBbW0tRURFtbW1kZGSQnp5OeXk5s7OzOBwOmpqaWFhYYGBggOrqaiYnJxkZGWFmZga1Ws3c3Jy40DQ2NpKdnY3f7ycrK4sNGzaQlJTE8PCwgEOfOXOGsrIyMc2VILFFRUUi4ejIkSPMzs7i8XhEY2V+fp6uri7q6uqYmZmho6MDj8eDTCYTQNtvfvOb3H777XR3d7Nx40a+9KUvCQWaw+Hg8ccfF3bB8vJyrr32WgoKCnjuuecoKSmho6ODyclJ8vPzKS8vJ5FI4PV6aWhooKenB7VaTTQapaKiArvdztzcHI2NjSQSCTIzM4UFTKfTXWniX6mPrS4Fdf6wks6uMpmMyclJsrKyxHlIJpORlpZGW1sb69evv8j6JakijUbjRWpqj8eDxWLB4XCI5Kbq6mrGx8cJBoMsWrSI9vZ2kbg4OTkJwNGjR/nsZz/LzMwMr776Kp/73Ofo6ekhGo2Sl5dHX18fpaWluN1uXnnlFVatWsXBgwcF8yYtLY0nn3ySzZs309TUxNe+9jVSUlK48cYbUSgUhMNhiouLxToo2V8lvtepU6cwGAzk5uZiMBgwmUxYLBYikQgDAwP09vZy5swZ5ufn0Wg09PT0YDabycvLY8uWLeTm5jI4OMijjz5KQ0MDt912G83NzUxNTXH8+HF27NjxvgzHkpISWltbRUy6pHhvaWkRsOcVK1YwPT3N8PCwgEs3NDQwNTXFo48+ypo1awiHw2zbtk2wl7Zs2UJTUxPFxcWMjo7S29tLNBpl06ZN1NXVMTg4yIkTJ5DL5eh0OlJTU4nH43R1dVFWVsbs7Cx+v5+1a9cSCAQ4e/YsaWlpIl1NYgFdCkMi7T3p6envYXFKwS0ZGRnI5XJisZhI9PxD7riS5SwnJ+fKmfj/WP1FN4Ckg+1HjW7/pNWfSuHzP6n5+XmKiooYHh4mKSlJWI+uuuoq0tLShApDugwVFRXx+uuvk5GRQW9vL2+99RabNm3CYrGQnJzM8ePHRXpJWloaCoUCo9HIvffey3/8x3+QkZFBdna24MAMDg5y6623AucVVHNzc/T19b0H0iyVSqXC5/OJ/76QCyRFZgJ88Ytf5Ne//jWzs7Mi7v7QoUMiVefGG2/k+eefZ3Jykq9+9auCg5SZmYnVahVpVjt37kStVgs+xbFjx+js7CQjIwOTyURJSQkWi4Vnn32We+65R0ySJEm8dMjwer1iUpObmyusFRMTE5jNZqxW6wcqebxeL8FgUEye4PyBJSUl5X2VXbFYTPiU4bzvva+vj8zMzPdtGjmdTpxOJwsLC7jdbtL/f/bOOzju8z7zny3YvthdLBZlgUXvjQRAEGJvoihFVqEkS1axc86dHI/PkznfxUluLnPJ5DzJ3U2UnCPZmSg3ceQ4liVZtjpFSxbFToIgeiF6XwDbO4Ct9wfn9wakKFmyrZxj4/lHFEAsF8DuW57vU6xW4vG4sBFGIhGKiopE41dPT4/IKNHr9aysrDA3N0dnZydarZZ4PM709DQqlQqtVovRaGRjY0MEhqpUKhKJxA2HsC1s4V8LRqMRt9vNyMiIqAaXbLzSJLi6uhq4Pjmen5+ntLSUrKwsoTaR8nJcLhdOp5P5+XkKCwtvUH1qtVrRpujz+XC73aI50Wq1cvz4cWGXamxsRC6XEwgEyGQylJWV8dhjj9HX18ef/dmfCSIiEomgVCppaGhgdXVVWLgk8sbv9xMOh8Vk0+FwCBuZdLkJBoMsLS2h0WhYW1sT02eDwYBSqRR2OLVajcPhEOSzpAK9cuWKCHHfu3cvQ0NDWCwWcnJyhIUiFArR19eHQqGgvb0dh8OBVqulr6+P3Nxc0Q6m0+nQ6/UcOXJEDAwWFxd56qmnUKvVHDlyhLa2NoqLi7nvvvtob28Hru9hTU1NTE1NUVFRgUKhQKvVkk6nmZmZEd+X1+sVrWfSJS6VSlFdXc2pU6fIzc3F5/OJUNW6ujoCgYAI5a6qquIHP/gBO3bswOl0kpOTw+uvvy5ayQoLC7HZbFRWVnLbbbcRDoeZnJzk0qVLgvCy2Wxij5XL5WRlZbFt2zaam5t56623cLvdVFRU0NzcLBQIk5OTnDx5UmQx7dmzB51OJ+xaBoNBhIkHAgH0ej16vZ5Dhw6xtLTEbbfdRkVFBa+++ioGg4G/+Zu/4ciRIyIvo7GxkbGxMf7jf/yPPP744ywsLPCDH/xAKGl1Oh0PP/wwFy5cIJFI0NHRwcTEBENDQ9hsNpHZd+XKFZqamujs7BTNTNL+JynftrCFXyY+7nlBWu+SySRarVa8Lm9WXszOzrJv3z6hrtPpdGKdl5RCEqS8M0CsZ7W1tcD1NUlaF8PhME1NTaL0Ynh4mLvuuguj0cjIyAhPPvkkmUwGrVbLmTNniEQijI+Po9Pp+MY3vsHnP/95tFqtIDfOnz9PdnY2//N//k8mJib44Q9/SGtrKx6Ph0AggEaj4dSpU3R3d4v9Z2xsjPPnz3PgwAH27t2LTqcT5/NgMMjMzAzvvvsuZ86cwWazMTs7S2VlJSUlJZSXl/Pggw8KS3AqleL8+fPodDr27dvHF7/4Rb71rW+RTqf58pe/LNpbb74PORwOnnnmGSYmJvj93/99/vRP/5SOjg6uXr0qFPW33347iUSC7373u8zOztLe3i6Iq+985zu0tLSwsLDA//k//4fa2lp2796N1WplfX2dI0eOMD4+ztDQEHl5eeh0OkEa9ff3i7OylPUjBT43NDTg8XgoKSlBrVYzPDyM0WgUin3JzWGz2T7QBheNRsVZ9ubsnlu1fkl70M8rbojH4/h8vq38tF9T/EYTQD+PB3ILPz+kZjC4Tr7odDqSyaQIIh0cHKSqqoqNjQ0qKioARC14YWEhnZ2dfPvb36atrU1MYKXJikwmY2VlReRk/NM//RNdXV2CjMjLy2NgYIClpSXMZjMDAwOiXaSpqYmioiKOHj0qwtFOnjwJIDJyHnjgAd58800KCwu5fPky/+2//TcmJibYt28fsViM8+fP87//9/9menoahUIh7Bx33XUX09PT6PV6otEo//k//2eWlpZ44oknyMvLY3R0FLlczsjICDMzM9hsNsxmMz/5yU9oaGjAYrFw991309TURCKRoKioCJ/PR3Z2Nt///veRyWTs2bNHWDEkwsbhcIjaXqkhRcrO+Sj/rjRxl/IrPglcLtcN7ym1Wi2aDG4FyXogZWRIRJBkY9FqtaIudGNjA71ezz/8wz/w7W9/W1xWpfazc+fO8fjjjzM1NUU4HKaiogKVSoVOp2NmZkZ4q6UQcpPJJKZzmyEd3DY2Nj5xON4WtvBxUFFRIaxFo6OjwL9kjkWjUdH2lZubi1qtFlYryQIbCAQ4e/asCLVcW1vD6XTi8/mEFDwrK0u8tiVbFFzPMevq6hJtewaDQZAFBoMBi8VCSUkJWq1WBHguLCyIVhW/3y9CPaXK4tzcXDY2NgiFQuTm5lJeXk4kEiGdTgsLkpSrZTKZ2L9/v1DbRaNRYXtQKpXs3LlT2FgjkQg+n4+ZmRn8fj8bGxvs2LGDVCpFMpnE6/VSU1MDILJfLBYLVquVxsZGPB6PUID4fD5qamqETUEul7O4uIjb7RbqlWg0ikKh4Pjx48JOpNPpyM3NFZlFEuF+4cIF1tfX0Wg0RCIR7Ha7uIRJtcdSq4xMJqO7u5tEIsHQ0BA6nY6WlhZWVlaorq6mpqaGrq4uYVcqKipieXlZWEcGBgaEQmnbtm0sLi5y5MgRofocGhoSWXqSAkkixd59910OHDhAJpNBoVDgdDq5dOkS4XBYTKH7+vq4du0awWBQlAK0tbVx8OBBioqKGBwcJCsrS+QxnT17lrNnz5LJZDh48KAoLQgGg/yP//E/eOSRR7jnnns4ffo009PT3H///chkMr773e+K5/DMM89QW1vLiRMnxOvk7NmzHD9+HI1GwyuvvML27dspLy9nYmJCVEhLBJVcLufo0aNkMhmCwSAKhUI020lNkFs5FVv4ZeLnHRYtLy9js9k+QP5I62U8HsfhcNDb20t5eTnRaFQQOxLW19dRKBTiMWQymciQkVTUg4ODHDlyRDQR1tXV4ff7UalUxONxlpaWmJ6eprW1lTfeeIPOzk4qKyt5+eWXeeKJJ3j11Ve54447aG1tFSqV/v5+pqamuP/++5mcnORHP/oRDoeDgwcPcubMGdra2gCEVez06dPinC/FPIyMjNygAB0bGxOE/r333svo6Chf/OIXhToqGAwyMDAg7M6XL1/m3//7f09WVhZvvvkmf/Inf8Lk5CTnzp1j7969vPvuuygUCh588EGys7NZWVmhpKSEkZERurq6uHr1Kr//+7+P1WpleHiYvXv3IpfLKSoq4r//9/9OMBjE4XBw++23s7q6ysTEBOl0mu7ubs6dO8f+/fv52te+RlZWFgsLCywvL1NcXMxPf/pTbrvtNgKBgAhFliIEpOy+RCIhAvwlxWcikRBh91qtlm3btol9/8MECVKI861sYLdq/YrFYgSDQaxW68+9DsZiMSKRyL85Z8wWPj5+owmgLfzrIhaLodfrb/BSBwIBFhcXOXr0KIODg8K+EAgEgOsKoJMnT1JWViZyYCTbRFZWFnNzczQ0NGAwGCgsLMRgMNDX10dnZyf19fX09PQwOjpKTk4OLpdLNNLk5+djt9vZv3+/sJ719PSIw3ZjYyPt7e1MTU2xuLjI6Ogod955Jz09PRw6dIi1tTXy8/OFlL+2tpa3336bnJwc1Go12dnZ2Gw2pqamKCsrY3p6WtTYtre3C+Jr165don7YYDCQnZ3N6Ogofr+fK1euCFJqamqKwsJCFhYWMJlMqFQqHnnkEdLptGirq6urExk+y8vLZGdni7plmUzGtm3bPvA7kdp0JPy8rXe3IlN+FjY2NkQekSQhXlxcxOl0Ul5eTkFBAYFAAJvNxpUrV7jzzjspKyujpqaGl19+mTfffFPUKT/yyCM31E5LtjspVNpoNLK+vi4OUgaDgUAgcIPCaTNCoRDFxcWf+OewhS18HMhkMgoKCkTry/LyspDrFxcXYzKZ8Pl8JJNJ8vLyUKlUzM7Okk6nyc3NpaioCL/fT3d3NwDV1dWoVCrRyCWpIeC6QkciQuRyOTt27BAHdq/XSzwex2g0EolEGB0dFZYsKS9LqVTy4x//WExxJYm8NLFWKpVC5i6Xyzlx4gQymYxMJkM8HicSiZBIJLDZbCgUCkZGRkQrjpRvEwqFSKVSDAwMYDQaMZlMotVx27ZtWCwW9Hq9eG5SuP7s7CwVFRViqup2u8UUXSJ6/H4/o6OjohlHIhOKioro7e1FoVDQ1NSE1+tl586dqFQqMfH0eDwEg0EqKirw+XwiP0EK8ZQsbFLumUKhYHJyknA4TH19vSBz7HY7Op0OuVzO5OSkyCvq6elhZmaGyspKfD4fPp8Pi8UigkkDgQANDQ1isqvT6SgsLOSFF14QStq2tjY6OjpE6LXUoKVQKCgoKOCdd96hsrKSeDxOb28vLS0t1NTU4Ha7MZvNYogQCoWEpcDj8bC4uCiGKH19fSLDo7Kykq985Ss4HA7W19dxOp288MILvPrqq3zuc59DqVTy93//9xw6dIiioiK0Wi3/8A//QCgUYseOHTz55JNoNBph+bpy5Qp6vZ5HH30Uu93On//5n1NcXCxCtaX9bWBgQGRn7dq1C7lcLtRWFotFWOH9fv/WpWULv1RsHl5+EqysrFBbW/sBmw4gzpButxuNRiPiKG5lWwwEAje8picnJ0Why+joqFiz3G43BQUFBINBwuEwsVgMq9WKWq3m9OnT7Nu3T6iym5ubGR4eFu/Jp59+Gp/Px2uvvcYdd9wh1sOWlhbm5uZEnlkoFKKnpwe1Ws1bb71FSUkJBoOB3t5etm/fzsLCAm1tbcKCmZeXx9zcnMjhaW1tZWNjQ6hZ7rzzTqF0GRoaEjYwl8vF+vo6TU1N/PCHP0Sn04k6+OHhYREIv2vXLjKZDOXl5TzzzDPiLnHHHXcwNjbGxsYG6XQaq9XKtm3buHz5siCQDAYDWVlZVFdXE4lE0Gq1nDhxgvX1dWpqatixYwdKpVIo4p1OJ01NTTQ1NYl9sKioSAw5V1ZW8Hq9woJqt9vFWVzKGwqHw0QiEVpaWkS+j06nuyXxsznf7cOavTaTQplMhpWVFbFP/LwIh8PE4/FPPATewr8tbBFAW/hUILH90sRC2kClS0dubi4rKysoFAqmp6dv2LyWlpZEG4FWqxXhYxsbG+h0OpqamsQU9OzZs2KiIAWILi8vi3r0kpISJiYm+MxnPsNjjz1GMBikvLycXbt28fLLLwtCKBQK0dnZiUajERPUjY0NjEYjMpmMhoYGAoEA3d3d5OTkiLrKgwcP8uqrrxIKhSgsLESn09HR0UFRURHz8/PU1tZy5coVTCYTb731FocPH2bnzp0oFArS6TSvvvoqa2tryGQy+vr6eP/990mn03zpS18Sk1un08nhw4dFQ4TT6RSXi+npaRE2KjUMjYyMUFBQIC51gCBnMpkMPp9PZN2oVKpfeJGXJtE/T7ucJN2XIGX61NbWYjAYiMfjYvp87do1Kisrhd1k7969grySKuzz8vKw2WwEAgGi0Sg7duxgeHhY5ApVVlYKhZPL5fqADU4mk4mWmS1s4V8DMpkMu90uyMjFxUUWFxeB68HOer1eNEZJeUBLS0tkZ2dTW1tLLBZjaWmJVColWkMymYwgkiRZuRTuDtez2KR686ysLNHsolAohCpHstJI4cUymYx4PC4IVGnqODs7K9bmcDiM1WpFo9GIw7pk75qYmCCZTBKNRiksLKS0tJRUKiXC+yVbphSEX1paikKhIBKJMD8/z9zcHNFolNzcXGpqaggGg8JKK/18GhoaBPl04cIFVlZWsFgs5OXl0dbWJh7P7/fT19eHTCYTFej5+fk0NDQwMTEB/ItKNRaLCWJdQk5ODv39/WLiK4Um5+XliVDs/Px8cREoLCzk9OnTrKys0NLSQl5eHlNTU9hsNqFy3djYwOVyYbVamZycxGg0kk6nef755zl+/DgWiwWPx4PRaKSuro50Oi3yO6R2loqKChEc3dfXR1lZGalUilAoRHNzMw6HA5fLxfT0tLDc5ebmYjQaycrKQqPRsLS0hFqtFlPkwcFBamtrqampwW63U1hYiEqlYmBggIsXL+L1epmYmOCuu+6iuLiYsrIyEZat0Wj43ve+RygU4t577+Wuu+4iEolw7tw5ESZdXFwsBhlPP/00x48fp7m5WViv9Xo958+fFxXGu3fvJicnh8nJSQoKCm5QmHq93i3r1xZ+6VhfX//E+T8rKyvk5OTcUoERCATEoC07O5v+/n4cDgd5eXn09vYKqyp88DW9tLSE3W5HJpOxtLSEy+XCZDJRU1MjQvXz8vIoKCjg7bff5ujRo6I4wOFwMDs7K/aa6upq/vmf/5knnnhCkEhvvfUWhw4dEm28VVVVjIyMkEql2LdvH3q9nosXLxIOhzlw4IBo9friF7/I8PAwTzzxhCinkQj9pqYm/H4/CwsLzM7OkpOTQ1NTE1lZWQQCAXp7e4nH4xgMBmZnZ8nOzsbn82EwGFCr1WK/kNQ/x48fZ//+/dTU1PDGG29w7tw5vvGNb4gzfltbG5cvX2bbtm0cPHgQl8vF6OgoTz/9NBsbG1RWVtLc3MwDDzzAwsIC58+f5/Lly9jtdurq6rh06RLl5eVYrVZSqRSjo6PY7XaOHz9ORUUFXq8XpVIp9qiZmRm8Xi+FhYXU19djNBpxOp2MjY1hMpmIRCKkUinkcjnl5eX4/X5WV1exWCwfOjh1u90i13Oz+iyVSonst82kkKSSLSgo+IWiDaTh+1Z+2q8/tgigLXwqkA6r0qYZi8XIyckRqo9IJEIymcRkMhGPx5HL5QwMDLBnzx7m5uZEvaQUfJqTk8P7779Pfn4+/f391NTUMDY2Jja7t99+m46ODlZWVnjsscfQarWcO3dOKGqefvpprl27xrZt28Q0tqOjg0QiQXt7O21tbRQVFbFr1y5xsJbL5SgUCgYHB7l48SIdHR14vV7m5+fR6/Wo1WouX75MQUEBRUVFIvE/k8nQ09PDwsICZ86cwW63o1AoePLJJ9Hr9eKCc/LkSUGGSZvvU089JS4q0sFYmigYjUaWl5c5dOgQWVlZouLYarUSDodZXFwkEAjQ1NQkquAlckWylQCiSv6XgUQicUPF6WZ8nNYMieAJBoOUlZWxvr4uJM1yuVwoC6SDwsrKClarVWRBzM7OAlBUVIRSqWRxcZHc3FzMZjMTExM0NjaKyb/H46G2tlZsuB9WA7+xsfFzkVlb2MIvA8XFxUJ9Njc3x/z8PDKZjNLSUuRyuQh1l4LydTqdsGC53W4WFhZENbxCoaCkpESQIul0mrGxMfLy8jAYDOJyUlBQINY0mUxGLBZjbm5OKI5uXi8ymQwLCwuo1Wra2tqEctDn85FOp1lfXycUCpHJZDCZTGg0GhobG8XXxmIxkd3Q0NCAQqEgFAqJ8Gun0ylayAwGgwjBLywsFJPXwsJCysvLcTgcOJ1OJicncbvdwlLU2dmJ2+1menqaeDwumhi1Wq1Q2aTTaWw2G8899xz79+/H7/eLy5Zk6TKbzahUKlwul7C82Ww2KioqWF5eFuqmQCBAIpGgsLCQxcVF/H4/ubm51NXVYbfb2bVrF08//TR9fX1s376dZDKJ3W6nv7+fnp4e7rnnHkwmEysrK5jNZnJzc9Hr9ezfv58f/vCH3H333ajVauLxOIcPH2ZxcZH5+Xny8vIoLi5GJpOh0WgIh8MoFAruu+8+Lly4QGlpqaivX1xcpLq6WlQJW61Wkskk4XCY1dVVBgYGxGOUl5fT2NjI7bffjtVqpby8XORxPPvsswSDQaE0e+CBB8QlU7r8hUIhBgcHicfj/M7v/A4HDx7k1KlTbGxscOeddzI0NERPTw8FBQXs37+fUCjEoUOHRDislHslWaOl/D6bzcbVq1dpaWm5gcCXco62rF9b+P8Nl8tFVVUVoVDolp+X1nC4TuiUlZWxuroqgo8XFhaEjR8Qr+lEIoHf76epqYm5uTkGBgZobW3FYrGwvLwsClIKCgpEcPrVq1fRarXU1dXR09ODRqMRVuHvfe97VFVV8dBDDzE+Ps43v/lNvvrVrzI4OIhSqeT48eOo1WpWVlYEmeN0OikrK+P06dN4vV7KysoIBoNUVVWhUCjo7u4WauySkhIUCgW9vb1EIhGKi4v5yle+gsfjob+/H5fLxdzcHG63Www4q6urycvLY+/evUQiEd5++23RwvWnf/qnhMNhGhsbeeeddzh9+jRWq5WdO3dy3333iZbBvr4+6uvricfjvPfeeyiVSiKRCMeOHWNtbY2FhQVcLhdf/epXhYNg7969rKys0N7ezu/8zu+I/Uej0fDlL3+ZjY0NbDYbk5OT6HQ6LBYLQ0NDrK+vU15eTltbmxggnjx5UhQ0ZDIZEokEFouFZDJJIBD4AKmzGRKRc3NbVyaTwe12f6AGfn19Hb/fj9ls/sQq/Jvh9XpRqVRbA9DfEGwRQFv4VLB5cZMUFVK4sxReqtFo0Ol0gqwwm81C0bG4uMihQ4eIRqM0NDSISnDJsnTnnXcK721tbS11dXUsLy+zsrLC6uoqgUCAYDDI/v37+d3f/V2MRiP33HMPw8PDvPjiiyJP4fDhw0xNTWG1WgkEAiKweWVlRbSK5ObmCl90aWkpmUwGl8vFvffeK3zKpaWlmEwmCgsLycrKYnh4GIvFQm1tLQ6Hg66uLnQ6HUNDQ0xOTnLhwgUefPBBamtrUavVlJaWig2qoKCAmZmZG8gQSZ5fX18v8kMA8Wej0UhJSYk4kAeDQZEZsrmd5xfB+vrKRFIZAAAgAElEQVS6UA1IyMrK+lAb1c9qzZDJZMzMzLBt2zaGhoYE6SJtorFYTFRZr62t8f7773Ps2DFmZ2fR6XQEAgFCoRBms1nklUxMTGAymYS0emlpSfxupMf2+/3U1dV9ZJvZFrbwq4DS0lLx59nZWZGXU15ejlqtFvL2qqoqIaOXFDNarZZkMsnS0hIWiwWTyURpaenHmg7qdDqx1kikSnZ29g3EaCaTEeuK1BhosVgIBoNoNBo0Go3IaJE+JtXbS0S4FIIsVcWr1Wp0Oh1tbW0YjUZxAQKE/SCRSODz+VheXsbtdtPV1SUIcqnBSrKIORwOQXjYbDahFIUbJ+szMzP89m//9gfWBImgNplM5OXlicHG/Pw8sVhMqEwLCgqYnJwkHo/z/vvvi2wi6WAeDAapq6vjzjvvFN/3ysoKkUiE6upqsrKyyM7OJi8vj+HhYZLJJHfffTd1dXW89NJL/Kf/9J+Ix+NcvHiRhoYGurq6AERLj1KpFIohnU6H1+vl/fffJxgMcu3aNUpKSnjuuef47d/+bfLz89Hr9Vy9ehWlUklXVxfJZBKz2Ux9fT0ajUaQbs3NzYRCIebn5zlx4gRPP/00cD1Lqrm5mUuXLgmF5rFjxxgdHSWdTnPmzBlaW1uxWq089thjKBQKnnrqKW6//Xaqq6t56aWXWF9fZ/fu3bS2tuJyuQiFQlRWVgrroWRJzM7OZnJykoceegidTkdfXx87d+78wOt4y/q1hV8FSIocKWvwZmzOJoPrmXBSeYXUbFhRUcHCwgJKpfKG89Xs7Czl5eWk02mGh4cpKSkhlUoJm7/JZBJEikR2+3w+0UBbW1tLWVkZo6OjXL58mYaGBtRqNQqFgosXL1JUVMTc3Bx79uzh7/7u72hra8PtdjM0NMQdd9yBVqslHA6zbds27rjjDpFJ5/V6eeaZZygtLaW2tpZwOMzc3BxWqxWz2UxDQwNwfW/653/+Z9xut7A/KRQK7HY7nZ2dFBQUoFarOXHiBGNjYyIntKGhgf379wvyZn5+nlAoxPHjx4X1VVKu5uTk0N7ezokTJzh16hSdnZ3odDrREKjRaNBqtRQUFNDR0cH8/DwFBQXs2bMHi8XCxYsXuXr1KrfddhvJZJLGxkb6+/tFI2JlZSUjIyOsrKzQ2NhIQUEB6XSaa9eu4XQ60ev1tLa2imGiVO5wM3FzM6Sa9lsROVLL483B0Kurq2RlZf1S8mxdLpdY97fwm4EtAmgLnzokr3M0GhU5LFII7/DwsKhzNZvNaDQaMe2QLh92u51kMonNZqOsrExUjGs0GhKJBDMzM5jNZpRKJbOzs3R3d/PVr34VtVotPLROpxOTyYTdbqe0tJS5uTk0Go2wQkkTxu3bt4vpc35+PlevXqW0tFSQDbOzs3zpS1/iJz/5CdeuXSOTyfDAAw/Q2tqKRqNhamqKN998k7feeovS0lIOHTok/LihUIi6ujouX77M3/3d3+Hz+WhubiadTjM1NcXx48dFE01/fz8NDQ3Cu6xSqcjJycHr9QobhVqtxmw243K5mJ2dxel0YjQaSaVS7Nq16xeSgUqbKSDUA1Ko8yfBz3oOExMTHDx4kNzcXKanp4UNZWJiAr/fT3l5OWfOnCE/P59//Md/5O677xaT5mg0yqVLl8TE2uv1Eo1GKS4uFraKmZkZ9u/ff4OFI51Oi1DUWz1fKex1C1v4VUJZWRlwfV2UCGJJKej1eoWdy2Kx0NDQQDgcJhqNsnPnTtbX1wkEApw+fZpMJkNJSQmVlZU/89+UyWSC5AkGg4RCIbKysjCbzYRCIWHzlSxMkh13c1ipNOnWarUibFnK8rFYLFRUVHwgIFUmkyGXy8nNzRXB8FLrmDTplsvlmM1mUqkU+fn55Ofni/e03W4XbWqblTubkU6nhRX3w5BOp8UeAdetzVKroVwux2q1cuHCBWFhbm1tJZVKUVpaisfjQS6XMzw8TE1NDVevXqWyspKKigrOnj1LeXk5LS0tfPvb38br9bJjxw40Gg2f+cxncDqdfOc732Hnzp10dHTwgx/8gMLCQpLJJAsLCxgMBnJycvD5fDQ2NgobnrRHSdlNhYWFInR8165dPPvss6LOvby8HI/Hw44dO0TTi06nE/loXq+X1157jVAoxNWrV5mcnOS+++6jvLwcuVzOG2+8gdFo5I//+I8ZHR3l3LlzhMNhioqK+PrXv87zzz9PU1MTp06dIpPJ8IUvfIGZmRnm5uaor68nlUrR2NiI0+kkEAiQk5ODRqMRlc/d3d2iceyxxx4jHo+zvLwsJu2b4fV6P7Fl4aN+71vYgoTN1tmfBbfbTXZ2NpFIhHg8/gECKJPJiCyYzVCpVJSXlwMIJac09CwsLEQmkxEIBEQw/alTp7BYLLS1tTE4OIjb7RbqnKKiIl555RUOHDjAxMQE27dv58c//jGrq6tUVlaKqvcjR46IkOilpSXg+hrvcrl49913yc/PJxQKYTKZePzxxzEYDCgUCvx+v1BaX7lyheXlZZLJJIcPH8ZsNos9KBqNYrVa8Xg8nDt3TpDOErHv9XppaWnBbrdjsVi4fPkyvb29uN1ujh07xvj4uMgJkpSkKpUKh8NBQUGBKFq5cOGCsNTG43FeeuklRkdHcTgc/Nf/+l+xWq0UFxezurrK8vKysJhJ6ti77rqL2dlZJiYmKCsrY+/evZjNZqLRKBaLhddff52ysjJ27tzJ1atX6evrY9euXWg0GsbHx/F6vQQCAdFgFovFSKfTIhfTaDSi1+s/9DUjRRrcqqZdyh6yWCw3vGZCoRDRaJT8/Pxf+KyaTqeFXXFL+f6bhS0CaAufKiSZuIRwOCzUG0qlkkuXLlFfXy8aEfx+vzjcaTQa8XGXy4VGo6G8vJyRkRGRQRGNRvH5fCJnYXp6mieffJLm5ma8Xi9ms5mWlhZOnz5Nbm4uJSUlnDhxAr1ej8lkYnl5GZVKRVdXF42NjVy5coU9e/Zw8OBB8Vyrq6sxmUw899xz7Nixg5mZGTQaDXfccQeZTIZIJMJf//Vfo1KpGBkZYWxsjPvuu4+mpibsdjuDg4OibnJpaYmWlhZSqRRqtVpI5KVQ1P7+fmw2G3l5eSwsLJCbm0sikWBsbEwQPqlUCq/XS35+PrOzs+Tn56NUKsnNzRVT9k8CyXqxGZ+0BSyZTBIKhQS5AtcP5R+2OWUyGbxeLy6XS2RuBINBSkpKiMViguTLZDJYrVYKCwtRKBTcf//9N8iqtVotDodDXPwkaa4U0CpVVCeTSUFiqVSqjwyt9nq9H2jh2MIWflUgTYgBQQjEYjE0Go0IuwfEgTIYDJJIJLDb7YIMWFhY4NSpUwDCDnur92omk8Hv999AgkSjUZaWlrBarXi9XjQaDfF4/IY8MSlrTFoLpP/W1tbeUl4uNX9JFwO4nnUwMzODUqmkuLhY2EBLSkpuCKqPxWI3KKXW19dFILCUUyRlod38b8K/BElv/piEwsJClpaWxMHcYDAQDAbF9ylV3peVlVFXVyfC+n/6058Kcqu0tJREIsFbb71FdXU1q6urIhOuoKAAu93OoUOHOHXqFHNzc8jlcu6880527NjB66+/LqbiyWQSt9vNnj17+Kd/+ic6Ozs5d+4chw8fFg0/CoWC9vZ2qqqqMJlM5OTksLa2xo9+9CPRmpmdnY1SqWR8fJyioiJcLheNjY1MT08LtZNUGT85Ocny8jL19fV8/vOfp76+nvPnz/Od73yHO+64g7W1NV577TURst/a2orP5+PrX/867e3t/PSnP6WpqYnm5mYymQyf+cxnePHFF9nY2GD79u2sra3h8/lEILrD4RAXQYPBQCKR4IEHHiAej5PJZISaS0IwGBQNkbcK2v0w+Hy+LZvDFj4WNttCPwputxuDwSCaAT/s73zUucpms7G8vCysU2q1mqtXr2K32/F6vaKZy2g0YrfbRaiw9L7LycmhpKREFGu0trZy/vx5YUM9ffq0CC6W7KPd3d2UlpayurrKo48+SjweZ2RkhP7+fuLxODU1NeTn51NYWMjFixeJxWJEo1Gam5tpbm5GpVKJGIKlpSURFr19+3a6urp48803hUrGZrMRDodJJpM4HA6Gh4e5ePEia2trlJaWkp2djcPh4Jvf/CZlZWX4fD6+8IUvkJ+fz/nz5/H5fILM8fv92O12tFot77zzDpcvXyYajfIHf/AHWK1WdDqdIFCee+45Ojs72djYoKamhqNHj2IwGHj99dcJh8Ps3buXbdu2iaw6vV5PdnY2i4uLlJSUCEJu7969zM/PMzU1JX5fCwsLaLVaURyi0+mQyWRUVVV95JqUSqVwu92o1eoPED+b6943n+elyAWpPOEXgTRglzIIt/Cbhy0CaAufKj6sTnthYYHGxkYmJiY4duwY58+fF0HCUhONxWIRm6nVaiUUCokWmkQiIaqMrVarkP4/+uijpNNpKisrRROCZKUaGRkhNzeXpqYmIWXNz8/nypUr7Ny5k6ysLCE9l3JmbDYbyWSSr3/96/zRH/0RS0tLbN++HbvdzsTEBNXV1YRCIW6//XYGBgYoKiri0UcfFd/L5OQkra2trK+vc+7cOW6//XZmZmY4ceIEFRUV7NmzB4VCQSKRoKenh46ODlFpu3v3bpHL4Pf7BSmRnZ1NTU2NYOv9fj/hcJjS0tIP5B9IAaCpVOpDp1hGoxGlUikm8/AvtZ7w4Vk5mz+nUChE6Otm3Dx1l+Dz+bBardTU1GCxWJDJZLhcLkEATk5OinYJqW5aUkM5nU7hl08mk+Tk5IjfhRRim5+fTyKRQKfTkclkRJC4NJWTKuRvhk6nIxKJbCmAtvBvAkqlUkyOpUDkSCSCXq8XSkFAHNAlpUVJSQklJSXA9cPm2bNnRWaX1AQlKSRycnLE+1omk6FWq4WUXS6X43A4PmANlcvl1NTUfOB9FAwGb7BZSeRzMBgkmUwik8nEGh8KhWhvb79hTbvVofpm21Y4HBZKxbW1NfLy8j70Qgb/EvYsNXBJa6ZkQS0sLMTpdKJUKkUjjNSSJuUVqdVqysvL0Wq1Yn8ZGBhgYWEBvV6PSqWisrKSjo4OlEoler2ew4cPc+XKFWw2G++99x6PP/448/Pz/NVf/ZXIKjt06BC5ubni+a+trTE7O8uDDz6Ix+MhGo1y8eJFNBoNe/fupaCggPn5ebq7u+nu7sbv91NVVcVtt91GKpUiFovx+uuv8+STTwoyfX19nVgsRktLC9PT00J9OT8/zx133MGDDz5IfX09fr+f//t//y/f+MY3qKio4Lvf/S4PPfQQarWa5eVloSiamJjg+PHjIhB2+/bt6HQ65ufn+V//63+Rl5fHb/3Wb5FOp+np6RHT9Ewmw8mTJ7l8+TJ1dXUUFxeLocba2toNWVRer5dUKkV2dvYtzxcfBWmf27I6bOHjIJVKfUCheDPcbjd6vR6tVksqlRKq6c2Q1tMPO1tI55H8/HyGh4fZvn07cN1u2dXVhcViYWRkhKWlJfLz87HZbPT397N7924CgQBra2sii6y5uRmPx0MkEmHHjh385Cc/obS0lLy8PEpLSxkbG2N8fJxEIiEy0QwGAydPnuTgwYO0t7fz3nvvYTQaGRgYEHk8tbW1JBIJduzYIZq9cnNz8fl8OBwOAoGAaLl66aWXiEaj3HXXXYTDYTwej2hw9Pl8zM7OioayyspKZmdnmZ6eRq/X8+/+3b8jLy+PnTt3MjU1xeTkJBaLhdXVVXp6ejh48CBXr16lt7eXvLw82tvb+Q//4T8wOTnJn/zJn9DS0sL+/fuFev8P//AP8fv9IqPujTfewOFw8PDDDwsiOCcnh8uXL1NRUYHL5RIW3aamJiorK4lGoyLUWalUsrq6ysLCAhUVFWi1WkFGf1S+jwRpSHMz8bOxsUEgELhlK5jH4wH4pdi9PB6PIOR+EafAFv5tY4sA2sKnBrPZLJqZbkY8HmdtbU0EQEve3aysLGFnkLICOjs7CQaDGI1G5ubmsNvtvPPOO6Ji1uv1UlVVhV6vJycnh+npafr7+1lfXxetYhqNBq/Xy+LiIg899BByuZyhoSF6e3vR6/UsLi6iUqk4f/4827ZtI5lMMjIyQlZWFn/xF3/Bl770JfLz8+nt7WVwcBCv1ysqxw8cOMDc3BxOp5O2tjY8Hg9lZWXo9XqMRiMLCws4nU527txJKBSipaWFzs5O0uk0TqeT5uZm+vv7RfidUqmku7ubU6dOkZeXx/bt2z+QpxMOhwmHwwSDQebn53E4HGIqIS3oks1Jmvh+2EIfiUTQ6XQ3NE982kin07jd7hvqK1dXVxkcHKSsrIw9e/awvr6Ow+HA7Xazvr4uaqOlgEGtVsuFCxf4vd/7PYqKijAajUxPTwvlkEQ+ZTIZZmdnKS4uFgc5qfr6ZkSj0Y+U625hC7+q0Gg0QgkTiUTw+Xz4/X5MJhPz8/OijUuawG6+iEgZDZJyR/q8xWJBqVQKS6UUSr8Z4XD4hmwdidS5+e/F43HW19eFVSmRSIj3oFarxWazCbJHal78edajW33NzR9LpVIoFIobMn6kTCBpqh6LxdDr9cRiMRG6LbVtLSwsYLVahfJF+pxExgM0NjYSDAaFlW3//v08//zz7Nq1i5ycHOx2u1CwtrW1MTQ0xG233cZDDz3E0NAQ+/btY21tjYGBAQ4ePMj4+Di5ubnMzMzwN3/zNzidTn73d38XvV5PTU0NLpeLt956i7y8PFZXV3niiSeYnp5mdnZWtMrV19dTV1eH0+nklVdeoa2tjXA4zMbGBkqlkkwmQzwep6mpic997nNMTk4yMzPD97//ff76r/+aTCbD0aNH+S//5b9gt9tZWFigv7+fY8eOEYvFePHFF2lsbGRtbY0vf/nLWCwWfD4fFy9eZHJykubmZioqKhgaGsJsNvPoo48yOjqK3+9namqK0dFR2traKCkpIZPJUFlZicfjESSkdHHabDP8JEgkEkQikY/M4tjCFj4JPB4Per1eEIrBYFBEHGzGz1L/SFazcDiMw+EQjxMMBrHb7UxPT9PQ0EB9fT0//vGPRVOjQqEQih9AKHQkZWJvby+pVIqhoSE6OjpEg6RKpWJqaorGxkaRWfPee++h1WrJycmhqqoKs9nMgQMHeO211zh69CglJSW8+eabGI1GxsbGGBwcpK2tjcnJSbq6ulhbW2N8fJwdO3ZQX1/PtWvX+MEPfkBubi7z8/Ok02m0Wi2NjY1iuCflXB44cIDt27cTi8WYmpqiv7+fkydPAoig5qWlJZaWlnjppZcoLCzE5XIJ5f83v/lN0uk0X/va1zh69CjLy8toNBqOHTvGxMQE3/rWtygpKeHhhx/mrrvuQqVSieZcv9/PO++8g8lkYnV1VTQdNjQ0EAqFhLo1kUiIkP26ujoymQzr6+vI5fKPlT8mBTzbbLYbhqVSs9fm4YoEqbEzNzf3E6kcbwUpS+hWxQ5b+M3DFgG0hU8NWVlZJJNJ8f9SpksgEMDj8RAOhyksLBRSzrm5Oebm5lCpVJjNZpaWlnA6nXR2dvL888/T0tLCe++9h9Vq5fbbb7/BIy1JycPhMGfPnuWee+5hfHxcBGvG43HeeOMN/uzP/gyXy0UqlSKdTgurQE5ODrFYjCeeeILx8XH6+vqYn5/n2rVr3HfffZSUlBAOh6mtrRUWJOnPL774Il6vVzSISRNVaYosk8m499576e7uJpVKYTabReifyWTi2WefFWRIf38/VquV7OxsysrKRPUyfPASIwWhbt++XdT4/qphfX0dl8sllDgqlQqDwQBcvzgaDAai0SiTk5NMTk6yZ88e1Go1ExMTrK6uIpfLMRqN9Pf3YzKZBAGk0+no6ekBrstwtVotY2NjxONxJiYm8Hq9VFZWitpqSe5aUlKCWq0mFArdsrlsC1v4dYDBYBDvs0AgQCQSweVykZOTI4ImpTbCm7H5kiIdGK9duwYgsnQkQkiv1xMMBvF4PGJ9MhqNGI1GJicnRetJIpFApVKh1+tFbpG09qpUqk+s4vgoSJP3zVawm+Hz+cjNzWV8fFzsSS6XS+QGbX4caZ+wWq0MDw9TWlqK2WxmZWWF4uJiNBqNIE/sdrsIzJZIt9nZWRF2WlRUxKVLl3jwwQeRy+VCxTk2NsYjjzwiqs11Oh0zMzNYrVY0Gg2f+9znmJqa4vHHH6etrY3Pf/7zlJSUcObMGf72b/8WnU7HgQMHKCgoEAUEzz77LA0NDXg8HqFOHRkZEQTdkSNH8Pl8mEwmESArtRBJuT8ej4exsTH+/u//noKCAv7yL/+S3bt3Mzc3x+LiIpOTk1RXV3P58mXGxsaoqakhnU5z5MgREWi9srJCLBZj165dRKNRUqkUhw4dIhgM0tXVRTQaZWZmBo/Hw5133onNZhMqXpfLJQokgF94Yu1yubbW/S380iA1tG5Wk91KMZRIJD5yCCdBIhuk7Jy1tTWh7GxsbMTj8eDxeMQA0WAwCKvtxMQEOp1O1KnX19fj8XiYnp7G4/HQ1NRELBajurqaxcVFMRA7ePAgL730kiD7m5qaePvtt9m/fz8ymYxwOExeXh7PPvssDocDj8fDCy+8wOjoKFVVVUxNTbFjxw7xXg0Gg3zrW98C4OGHH8bhcPD973+fqqoq6urq2LZt2w0WNumOsLGxwZtvvolCoaCsrIzGxkays7MpLi5mfn6eTCaDw+FgdHSUWCxGbW0thw4d4oUXXmB1dZWnn36awsJC9Ho9SqWSzs5Ozpw5wx/8wR+Qm5vLV77yFW677Tbxs5buD2NjY8KSJjUTLy0tkZOTg0wmo7CwUMRWJJNJSktLiUajrK2tfWwFohRXcXPt+4c1e0mvI7fbLTJEfxFI6iSp0XILW4AtAmgL/4qQmgqkkN1r166Rn59Pbm4uc3NzADidTlQqFTabDY/HQ2FhoZjE+nw+BgcHeeCBB5iammJqaoqcnBxCoRD19fUsLi4SCoXYt28fSqWSqqoq7Ha7sAE88sgjQtbvdrtpbm4mEomQSqXIyspifn5eNJVJNcpf+MIXCIfDYsKanZ1NaWkpExMTIlsoHA7T1NQkLgrl5eU3ZBVt376d8fFxMUVwu91MTU2h0Wjo7u6mrq6OiooKKioqyM7OFhWemxU/brdbKFoSiYTI3tizZ8/PNQn914LUpiZZrvr6+tDr9ej1ek6dOoXNZuPcuXPcf//9BAIB4Un2+/2sra2xsrKCz+djeHgYhUKBx+NhZWVFBCWqVCoRVJhKpXA4HBQWFjIyMiLCxY1GIxsbG0L6L03tbz6MSQGIv4pE2ha28PPCbDZjNpspKirC5/MB1y8uOp1OHHRNJtMtyRIp+2Lz4VSaVkpIJBIkEgmi0SihUIh4PC6sXDKZDIfDgUqlEoTRp2m9kVq34Ppl6qMm7jKZTBBTpaWlnD17VtjJZmdnxUQ3OzubUChEdnY26XRaWOw2NjbQarWsrKyINVv6ecRiMdRqNVqtFpPJRH19vbCXjoyMcOLECTo7OzEYDNTW1orCAYvFQiQSQalU0tjYyPDwME1NTbzwwgs8//zzFBUV0dHRwdjYGN/73veQy+V8+ctf5uLFi6ysrIipd0FBAdXV1TidTg4dOiQCXFUqlVDs9Pb20tzcjEwmw2AwEI/HSSaTnD17Fp/PRyQSEYGxv/d7v8e+ffswmUw4nU6uXbtGV1cXVVVV9Pf3s7i4KOxv9fX1LC8vc+nSJSoqKlCpVCgUCsLhMA0NDSiVShHkLRH9lZWVHDt2jHg8jlqtxm63s7i4KJRav4wWy+Xl5a2WsC18IqRSqQ+1bHm9XtRq9cdSDPt8vp+pOpPJZCIaAa7b57u7u5HL5VRUVJCVlUVxcTE/+tGPuP/++4UNdXV1FYPBgM1m4/Tp0+zcuVM8576+PhwOB3a7nY2NDRoaGtBoNCwvL4vHy8rK4nOf+xzf/e53uXjxorDaFxUVsba2JtaH0tJSgsEgr7zyCgBPPfWUKB6QGmoXFhbIysoSg73x8XHy8/N57bXXaGhoYH5+nvX1daanp0XEgFarJZPJoFQqBYElZVwajUauXbtGUVGRIND37NnD6uoqQ0NDRKNR7rvvPtRqtbBOrayscOnSJZaWljhy5Ah//Md/jNlsprKyUqhS/X4/q6urTE9PA9fX+7KyMkpKSkTjY2VlpThzptNpioqKhPL+4ypopPIFg8HwgbVHUtreitSWyl5+0fUqHA5/IqJqC79Z+NW9OW7h1wI3+6CljBeLxcLs7KyooITr3tYzZ84IwkYmk1FdXc3ExATJZPKGcNA9e/Zgs9mYn58XgXZzc3O0trYKSXssFmNoaEgw7rW1tSiVSpxOJ4WFheTk5AgrkWTRmp+fZ21tDUAE6xUVFREKhYT3WqlUsr6+zuDgIDqdDoVCQX19vagi3tjYYGRkRDD358+fJy8vj4KCAgYHB2lvb2fXrl1MTEyIlgCHwyHsG06n80MPHVIgq06nE5OOn+d3Il1SpHDkzfiwKdWtMoQ+Kh9IquXV6XTiee7YsYPJyUkWFhYIh8McPXqUoqIiSkpKmJ2dZWVlBZlMxr59++jt7UWlUpFOpzEajbS0tIhJe2NjIy+//DIPP/ywsBmUlpZy7do1kdsUCAQoLi5GLpeLS4hEPkpWl83httnZ2Wi12q1AvC38WkLK94Hr2QMejweVSiVq2iVp+IepLBKJBIFAAJlMhkwmIxgMigu71+tFr9dTVFQkiCSpEebThhQ8L5PJbmjY+VnT9s1fE4/HqaioEKT73Nwca2trwnLk8/nIzs7GYrGIA3UkEqG0tJSSkhISiQRvvvkmd999N01NTfT19VFbW4tarcZkMjE8PEx7ezutra3Mzc2RlZUlBiCrq6viApOdnU1FRQXz8/NoNBqqqqpEiHRDQwPf/OY3SSQSoibeaDSytraGx+OhpaWFYDDIwMAAo6OjbNu2jd27d5NIJFhZWRGVwaurqyjQsVsAACAASURBVDzzzDPU1dWJCmmfz4dKpcLlcmGxWJibm6Orq4t4PM7XvvY1Ojs7KSoqYnp6mr/9278lKyuLvXv34vF46O3tZe/evTz66KP4fD6Wlpaora3FZDLx4osv0tTURDgcprKyUmTjdXd343Q6KSkp4eDBg+J1JQ0HRkdHMZvNFBcX/1JeI5LSacv2sIVPAq/Xe8vmU5/Ph1qtFirLzZDJZMRiMbRarfjYx2mck97/0roVCoXQarX4/X6hYl5aWuLYsWNcu3aNjo4OZDIZBQUFhMNhYbFqbm6mq6uLwcFB3n33XcrLy2lrayMWi3HlyhVRJnLlyhVKSkpYXV3lwoULqFQqfuu3fovnnntOtNM6nU6SySSRSITt27dTW1vLwYMHMRqNfOc732H37t3E43ECgQDT09Osra1RW1vL4cOHUSgUIqA/Go1y5coVxsbGCAaDtLa2otfriUajZGVl3UCaSwNOuVwuogAWFxfx+/309vZy4MABRkZGkMlk4lwuqaFeeeUVCgsL+exnP0tzczOTk5MkEglcLhfJZJL5+Xk8Hg+BQEBY6Kqqqnj00UeFMkYiiqVhgFarJRaLEYvFPrZ1NJlM4vF4BBm/GcFgkPX1dWE33oy1tTWR0/dh6tWPA6nF12Aw/FLI8y38emKLANrCvwo21wVL+Q/r6+totVoRurs5uFea/kkXk/Pnz/OHf/iH/OM//qPIyXG5XFRVVdHX14dOp6O5uRmTyUQikaCsrEww9VJY3fj4OIWFhYJoGR8fJxQKoVar8Xg8XL16VVxg3G43o6Oj6PV6KioqSKVSVFRUEAqFOH36NEqlkqysLIxGI/v372dycpL29nbm5uaYnJwkGAxSU1OD0+kU+RrxeJx0Os358+cJBAKoVCoOHz4sDuGSNS0Wi7G6unoDubO8vMzq6ipmsxmFQoHb7cZms32gvWszNhM2N1+GJDvGp3lB23xwkjYkyTsdiUSEuksK10ulUkxMTJCTk8OuXbsYHBxkfX2dcDiMTCYjEomg1WpZXl6mo6ODjY0NSktLSSaTYoKzurrK0aNHuXDhAnK5XEznpPwRiXTzeDyCENz889rY2NiqwtzCrz3kcrk4GMbjcYLBoFC3eDweMpkMNptNkKVSw59OpyMYDALXCVOj0YhCoaC8vPz/W5ikzWZjdXX1hoP2R03uJUi5an6/H41Gc8OFLZFIUFpaeoNNTbJS2Gw2pqamUCqVLC4uYjabyc3N5fDhw0QiERYWFgDEdFdSmC4vL1NRUUFubi4HDx4kGAxy6tQpTCYTDQ0NKBQKsrKymJmZYWFhQZDzkUiERCKB1Wrlj/7oj8S6Nj8/j81mI5FI8PnPf57e3l7a2tq45557mJycZHh4WLSKORwOERYr2bxOnz6N1+ultLQUhUJBV1cXiURC1NZ/9rOfFYqdkydPistwUVER9fX1jI6OkkgkeOqpp9Dr9YyMjFBRUcH27du5evUqb7zxBh0dHXg8HmpqasjJyWFoaIiRkRHsdjv79u3D4XAwMzNDbW0tS0tLWCwW/H4/JSUlv7Qstq3Q5y38Irh5XfP7/ULl8mGIRqM3nH/0er1oJLwVUqnUDYUpmUyG8fFxLBYLZWVlQtlosVhwuVy0t7ezsLCAw+FAJpOxtLQkzkJzc3NEIhGRK3n//fdz7do12tra+Iu/+AuefPJJXn75ZfLy8oQSdPfu3YyPj2MymUQz79GjR8nNzWV5eRm3200mk2FlZYV0Oo1er+fJJ5/kxIkTqFQqenp60Gg03HvvvcJqWllZSTKZ5MKFC4RCIQoKCvjsZz9LOp0mEAgwMjIiMnEikQhGo1Hkf0ltV6Ojo0KlpFarKSoq4qWXXqK8vFysrxMTE8LC+vDDD4uSj+7ubiwWC6FQiHA4TE9PDzU1NaJxsKysjLKyshtI4aWlJWQyGW63m6ysLDY2NshkMh+b+MlkMrhcrltmAm1u9rpZjSP9bDUazS9k91pbWyMUCn3iFt8t/GZiiwDawqcKtVotLvGSnUBqmDKZTFy7do14PI5OpyOZTGI0GkV7zdramrB4tbe3E4/HaWlpIRQKCSWMJM+XVEUqlYpwOIxGoyEcDrOysoJerxeBnQaDQVipcnNzGRgYYHV1lbW1NTo7O0WtuOSnlqYYAwMD5OTkUF9fT1ZWlqiZl2rKdTodg4ODtLa2kp2djdfrFc0pUvjq+vq6kORLm6hkiRsfHxebkcFgoKqqirm5OUpKSsQm2dHRQSKRwO12U19f///z1/qxIclcpQ3J6/USiUSorq5mcHAQrVZLXV0d09PT1NXV0dPTQ1ZWFn19faKyeH5+HrfbTWNjo3ithMNhtFqtqAUdHR3l61//Oi+++CIFBQVEo1GWl5cxGAyMj4+ztrYmpNFSNfbN6impRnULW/hNgmS5heu5CJFI5AP179nZ2ajValQq1a9choqk8AuHw+I9ffPkfjMZvrGxgUqlIhaLkU6nhT1N+nsymQyz2XyDDVcKgZYUUpKqJxqNEgwGKSkpobCwkGAwiE6n4+zZs0JJaLFYBFkm7VXpdJqKigr8fj9KpZKlpSWMRiNms5m6ujrkcjkrKyuMjIwgl8uxWq1YrVbRLiYFqebm5hKLxZienmZpaQmdTicqlZubm4nH45w7d46RkRFh60qlUszMzGC32+nr6yMQCBD8f+y9aXCk13ml+Xy573tiTewoFGpB7QurWBSruEqURNJuj+TQDy22pejpcGj0R63p8ES4ezwxrWk7FOGYmXAv0z3T0+22PC1LTVNSSSQlFndStQJVQBX2NXfkvq/f/ADvFVAbUcUSLVF5IhgEEskvv0wC9773vOc9J5ORJP1XvvIVwuEwdrudpaUldDodjUaD/v5+3G43jz76KNPT0xw6dIhjx44xNzdHIBDgySefZHFxkZdffplQKMS+ffukmXepVOKFF17A5/Oxb98+6c8WDAbp7u5mbm5OPk+ogB4E6vU6uVyuNfrVwn3hdqR2qVRCr9dTLpeBDYXIzWTQzf+dw+EgHo9jMplu23SLxWLS9gDg4sWL7Nu3j/n5ealeTiaTMlhE+KiJkatgMMjBgwcpFouUSiVponz48GGCwSB6vZ5SqcQ3v/lN/vk//+d0dnbi9XpJpVKsrq7K1xV+bE8++aRs1gYCAdrb2wmFQvT391MqlTCbzUxNTZHL5Th27Bhf/vKXeeedd9BqtfzoRz/izJkzVCoV7HY7Dz/8MO3t7aTTac6ePSvHkL1eL4ODg9TrdTo7O7Hb7TSbTTlmJRrF58+f55133sFqtXLmzBn+yT/5JywvL/Pee+/x5ptvcvr0aZ544glZF+p0OpaWlpifn6dardLe3k4gEODEiRM0Gg1isRgDAwNb4tXj8bgcpbNYLNKserNfzwchmUxSrVZpa2vb0nwQKZe3S/YCZIJbR0fHfTdRqtWqbGS0DO5b2C5aBFALv1IIggZ+6bkgpK4iWlfI0o8ePSojfIXUPhAIMDIyIruZ5XIZm80m3fdXVlY4evSovP7mLotITxB+AyIuGTYW5ZWVFZxOJ2azmcHBQbloX7hwQaqQRFLZ7/zO75DP55mZmZFJBcLs8/XXXyeZTPLII48wOTmJ1WrFZrMRDodxOp3U63XW1taYmJjAbrfL1xSRoRqNBr/fT0dHB41GQ4667du3j0QiIdPOVlZWpCHfzdHHAiK55x8yxlxsePDLtJZ6vU4oFMLj8WAymYjH4wwODvLiiy/ye7/3e5RKJQwGA/V6XUaSis7QuXPneOyxx9DpdFs2OqPRyNWrV+nt7ZWH0lAoxKVLl1BVlY6ODpmm4XA4yGQy7Nmzh1QqdduNvdlstkYEWvithsVikUqJ36SkEI/Hw8TEBPv27ZOP3amYFsSO0+lkenqaZrMpja2Fwud2467CX6JarWIwGOSIQXt7O3q9nqWlJZaWligUCpjNZqrVKlevXpWHrWazSaFQwOFwsL6+TltbG/V6XRpzlkol7HY7i4uL+Hw+XC4Xg4ODRKNRqtUq09PT7Ny5k6effprXXnuNS5cu0dvbC2w0Wj7xiU+Qy+Uol8ucO3eO1dVVYrEYbW1t2O12OSY2OTlJKBRiamqKdDrN9PQ0Ho8Hi8XC8PAwly5dYseOHTKueWhoiC984Qv09vaytrbGzMwMxWJRemI88cQTBINB3nzzTbmX79y5E7/fTyaT4fr16xgMBrmXOxwOotGo3Nuq1SoHDx4knU6j0Wjuqqy4V0Sj0V87wrKF32zcPCJeLBa31GOCTBHpggJ+v59wOHyLwkPUJ6IhmEgkOHLkCI1Gg5GREUm4TExMSHXc9evXUVWVtbU1aaOQzWaJRqOkUikmJyd59tlnsVqtNJtNJiYmaDQaMlpdVVXefvttbDYbFy9e5A/+4A/o7u7GZrNx+vRpSqUSg4ODJBIJXnnlFex2u1Tl7N+/XzbovvWtb/HKK69w5coVOjo6KBaLPP/880xPT0viKhqN8vOf/5xGo8GBAwc4duwYqVRK+m16vV4ymQyLi4uy2RmPx6nVapRKJVRV5c/+7M9QVZX5+XnefPNNLBYLTz75JB0dHZJYv3btmrzH9vZ2jh8/TqPRoLu7G6/Xy8rKCsViURLTyWSSTCYjQxEE2e/z+e6pfhZhLx6PZ4vBsrCtMBqNt1XjVCoVOZoqfOvuFeI19Hp9i/hp4Z7xoQggRVH+HPgsUAXmga+oqpp+EDfWwscTIs1DbFJf/epXWVlZkeNeS0tLPPvss8zOzkrjuqGhIa5fv874+DilUon29nYymQxtbW3SaFOn01Gr1baM8JRKJeLxODabTXpfwEa3RafT4XK5CIfDjI6OStmniP8tFAp0dnaSz+fZs2cPwWCQXC7H4cOHUVWVhYUFVlZWmJ+f5/jx4zz66KNEo1EZ27mwsMDw8DBarVbOUR89elRGT4qRN9GxLpVKTE5O0t7eTltbm9wgOzo6SKVSmM1mNBqNLPjvhHq9LlMhPgiiq/+gkEqlpKnq5g1PJBBsLpyazSbT09MYjUb+7u/+jlgsRiaT4eLFizSbTTo6OlhZWeFzn/scfr8fnU7H0NAQkUiEpaUlarUaV65c4fjx47JQ0Gq1jIyMkM1m2b17N5lMRho+A9JMXBiL3g7b+dxaaOG3Ab8p5I+Ay+UinU7fIq+vVCp3XOfE4SOVSklPD+FHYzKZ5GFus6/Z3Nyc9EmyWCy8++67HDp0CKvVKtf/arXKlStXGBsb48qVK8RiMQ4ePEgoFOKNN95g//790iA6Ho9TqVS4fPmy9EMTkfC1Wo1gMCjJlKWlJXnQmZ6eZnV1lc7OTqkomp2dxefzodPp2L9/v1Q6KYpCOp3mJz/5CYFAAL/fz/T0ND6fj9HRUenbUalUiMViUul17NgxFEVhYWGBl19+mZWVFfL5PKdPn2Z4eJhsNsvf/M3fYDab2b17Ny+99BInT57E4/EwOzuL2WyWKWnHjx9ndXWVV199leHhYdl0aWtrk02izV35D4tIJNI6FLVw3xBKwQ/CZtJcQFEUzGazDLUQ64eiKFy/fl3WnICMERfPcTqdVKtVstksIyMj1Ot1ZmZmCAQCLC4uSsJYeCiurq5y48YNqXb7zne+w5NPPsnVq1fRarXEYjG++MUvsrS0hNPpxOv1UqlU+PznP8/PfvYzjh07hk6n42//9m9lmq6wZbBarVJNOD09zcDAAKFQiGq1islkYnJykieeeIK3336bq1evEovFSKVSUvV97do1TCYTPT09UjU0OTlJT0+PJNzT6TRGo5FQKIRWq5WqQZG8WC6XefHFF2W9fODAAdrb25menpZWEblcjt7eXgwGAydPngQ2mqFOpxONRsPExAQdHR1Uq1WuX78uP2fx/06n0205I2wHpVJJ1pibFYZiDEyr1d5x/RE/v99xr+28RgstfBA+rALoZeCfqapaVxTlfwP+GfCtD39bLXyckM/npemo2BSdTic6nY5isShJkpMnT9JsNmVEeyAQYHJykt7eXsLhsJyTtlqtpFIpyuUyvb29aDQaufm1t7eTSqWIxWKYTCYph4cNpr5UKklvi1dffZXe3l5Z8Pv9frLZLIcOHWJ2dpZMJoPVamV+fp56vS6TSW7cuEEkEmFsbIyHH36Yer3Om2++STgcpq2tjUajwZEjR5idncXr9eJyuaS3UUdHB/Pz83KEq1Qqkcvl0Ov1susbDodxuVzSk0LEDd9pfnwzdDqdHHG7G1RVlTJb4JYiZfPXer1+iznhZggDQNgYddgsb1ZVVaqgNh/KVFUlkUig0+lob2/nX/2rfyWVVVeuXCGVSuHxePB4PExNTWE0GllZWWHnzp0kEgmi0SivvvoqfX197N69W45HTE5OMjY2xtraGl6vF4PBIN+HGO0Qr71z584P/IxaaKGF3xyYzWbK5TKNRmNLMZ/L5e5a3It0HGEYmsvlUFVVxtlvRk9PD3q9fst4mUiHHBgYkKNzwry+WCxy5swZZmdnqVarjIyMcPHiRfL5PD6fj6WlJalaHR0dpb+/X5qjXrt2jXK5LL3ThDI2mUzi9Xqp1+tYrVbi8TgHDhxgampKpkV6vV6cTicGg4H19XWy2axUFly5coVKpcI3vvENORYtnmMwGDh+/DgajYZ8Ps8bb7xBvV6X4Q1Op5OnnnqKbDbL97//fQYGBnjssceIx+P85//8n/nsZz9LrVbj4sWLBAIBcrkcO3fuxOPx8IMf/ACfz8fJkyel6lV4uzWbzfvugt8O6XQau93+a52Q2cKvN0ST8X6gquqW0drNsFgsLCwsSLJTqE2SySQzMzOMjY1JIvv69eu43W7a29tJJpPs3r2bZrPJ+vq6VBJms1mppCsWi3zjG9/gwIEDMqVPGCXr9Xq++93vMjg4SDKZ5MKFCyQSCRYWFgiFQjz66KP09PSwsrJCe3s7MzMz0tD9Jz/5CfV6nUceeQSPx8PBgwe5ceMGqVSKN998k3q9LpXYQsl08eJFBgcHZdx8tVrl1KlT2Gw2rFYr5XKZcDhMoVAgnU7T39+Pw+GgXq8zOTlJs9nk6tWrBAIBDh48KNNe6/U68Xic4eFh6vU6tVqNvXv3SsVVPB6XibIAExMT7Nmzh3Q6zcDAgPQIUlVVqvXvBcKk2mw23zJamkgkpNLqdvVyLpcjn8/T1tZ2Xw0WVVVlU+JOr9FCC9vFh9odVVV9adO37wK/9+Fup4WPI0qlEhaLhUKhgM/n48aNG+zevRun04ler5czt1NTUzz66KOk02nphG+32ykUCiSTSdxuN9FolP7+fiqVioy2FYd8kUjTaDTIZrOk02n27dtHtVqVKS6CLU+n0/j9foaGhuR9hsNhOWPtdruZm5tjenqagwcP0tvbS7VaJR6Ps7a2xsmTJymXy/ziF79gfX0dt9vNiRMnZMy4iEaenZ3FYDAwMDCA3W5nbW2NtrY28vk8xWIRk8kki4x4PM7CwgIjIyO3vacHCeGvsx1UKhXW19fJZDIMDQ3JbnK1WkWv19+2SMrn82SzWTo7O28bcenz+WSR8Sd/8ie88cYbaDQaXC4XyWSSdDrN6uoq3//+9+V/NzY2RqPRoK+vj+7ubi5dukQ+n+fChQt4PB752a6trWGxWNDr9cTjcXkwFJ+hqqq3SHxzuRxGo3FbaR0ttNDCrxfEGIXBYODatWu3ED53K5Tr9TqA7I5PTk5iMBgIhUJ0dHRsWSscDodMBhMQ5vMWi4W9e/fy6quvsmPHDpLJJHq9nqmpKRKJBKOjo+RyOY4cOQLASy+9hN/v58iRI1gsFt577z1sNhvBYFA2SIaHh0kkEmSzWRYWFsjlcgQCAeLxOM8//zyBQIBEIsEPfvAD9Ho9hw8fZmJigpmZGcLhMGazmTNnzqDT6WTYwec//3nK5TKrq6vE43F27NiBz+fDbrfj9/tlOIBWq2V6elqmXyYSCYaHh1ldXaW7u5uvf/3rLCws8P3vfx9FUXj22WcBZGBCoVBgbGyM1dVVfvGLX3D48GGcTuct4QDVavWBeq+J8ewH5SPUQgsPEg6Hg1qthtVq3RI4IUaRNBoNHo+HZDKJoii89dZbeDwe3G43kUhE2hkoiiKJIOFz9dJLLzE0NEQ0GmVkZISRkRHp9yXq6YcffpjvfOc7DA0N8dRTT7G+vk4qleL8+fOytsvlcjgcDnQ6HU6nk8cee4xLly7x6quvkk6nqdfrHDlyRI5SDQ0NodPpeOutt9i3bx9jY2M8++yzVCqVLQSUSGmMx+MyzVZVVVm3/af/9J8olUpSxWO326U6aseOHej1eumZGYlEcLvdWK1W2YRMJBK4XC5pFaHT6fj617/+QIgSVVVlOMvNxE86naZSqeD1em9LOgvSym6337fqR0TDiwZ2Cy18WDzI9sgfAH97px8qivI14GvAB46xtPDxg6qqUtkjVBjCHyYajeLz+eQ8czqdpre3VyqHXC4Xb7zxBs899xyHDx+WXVpRSIooSdFRnJmZ4ZFHHqFUKmE0GllYWJAbCSBTtvbs2SPvL5/Pk8/nGRoaIplMksvlWF5e5umnn2ZlZUUy7/F4nKNHjzI7O0s8HufYsWMcOnRIejdoNBrK5TLVapXDhw9TLpelwZ2IHoeNA4kgThqNhlRFCQJCRHCKEbB/SBiNRvx+P9VqlVgsJjvBt+vYik3SYrHcMU5dKJRGRkZQFIWlpSXm5ubYt28f586du+N9vPDCC9LfR6SFiXS0r33ta3zve99jZGSEeDyOx+MhFApJ4+e1tTV27dq1Rd20GeVyeUtM9scBiqJ42FiT+4El4HOqqt7yy6QoypeA/+n9b/8XVVX/4/uPHwb+H8AM/Bj4H1RVVe90XUVRRoH/GzgE/Imqqn+x6TU+CfwloAX+L1VVv/2A324Lv8WoVqtSZWg0GqVvxs0oFAq3jGv4fD7ZLdZoNJhMJvx+v+xQe73eLQc1EWyw+bG2tjaSySRtbW1ypECv18swAkG+CBJa7GG9vb3Y7XZSqZRUHe3fv598Pk+hUODixYtoNBpWVlbYv38/FotFprZ95zvfoauri6GhIfn6Fy9exOl0sr6+jtFoJJPJ8N/+23+jp6eH0dFR9Ho9Fy9eZP/+/Zw5c0beSyAQwO12EwwGiUaj0hvp4MGDuFwuEokEg4OD+P1+Ojs7CYVCnD17Fo1Gw+HDh+nu7kar1ZJKpVhaWpKH26WlJSqVCidOnLjFi6dYLFIulx/omitGyT9Mks5vG1r7xINFvV7/wNF6r9dLMBikq6tLkhO5XI7+/n5ZH/n9fur1Ou3t7TSbTV5//XWZxDg+Pk5/f79UnXd2dvLee+/J+tjn80lzZ5fLxfT0NFevXiWTyfCv//W/5tSpU6RSKXbv3k0kEiEYDDI9PY1Op0NVVZaWlnC73TidTkKhELFYjHPnzhEIBJiamuKJJ56QRvtut5ulpSVcLhdf+9rXyGaz5PN5Ll++zOTkJHq9nl27dmGxWLDZbIRCIRkbL1In3333XYaGhnj00Uelr4/b7ZbrMCDPBslkklOnTt3WZgCQxvpizOxBQJAv7e3tW8gksU7fzcdHpGre75qUSqUkSf6rTO1t4bcPH0gAKYryCnC7CIU/UVX1hfef8ydAHfjrO11HVdV/C/xbgCNHjrSMNn5LIBbNRCJBKpWira1NSkRLpRLhcBiTyUSj0aCrq4sLFy6Qz+d57LHHWF1dZe/evSwvLzMwMMDPf/5zvvKVr6DX68lms7KYLhaL+P1+DAYDkUgEi8VCo9GQB4LBwUEAKYNPpVKyqyAIAWGWWSqVOHv2rPQiEvGbq6urGI1GTCYT0WiUtrY2nnnmGTKZDOVymRs3bkhT6M7OTqxWK+Pj47LrAvDOO+/Q09ODVqulVCpRKpUol8sYDAbZURBEU6VSobu7+9dC4ik211wux+jo6G2fU6lUZBfG7/ffVd7abDaZm5vj5Zdfpq2tjb1797J3717eeust+vv7WVpaApCRwAIXL16UX0ciEZmS43A4eOWVV/B6vWSzWRqNBuPj45KEKxQKrK6u4vP5WF9fJxqNytG2/v5+uamK34ePEf5H4Geqqn5bUZT/8f3vt4zovl+k/ylwBFCBi4qi/P37B4C/YoO0f5eNwv6TwNm7XDcJfB14/qbX0AL/J/AksAacf/81pn41b7uF31aIRC7hm3YzxF4hYLPZWFlZkTHD1WqVfD6Px+Oho6ODWCxGMBjE5/PJ/cTlcpHJZLYQQD6fj2g0SjQaJRAISPXL4uIigUBAJuIkEglJou/YsYM33ngDRVHkWPOFCxdIp9NEIhEMBgO9vb3U63V27tyJoiisrKywsrJCOp1Gr9cTi8WYnJyk0WgwMDCAXq8nk8lw4sQJRkZGsNlsRKNRrl69yvz8PHv37pVx9fl8Hq1Wi8PhoFAoMDc3RygUwul08ulPf5piscj4+DiVSoWHHnqItrY2VlZWeOONN6TKp1Qq0dnZiU6nY3FxkUuXLnHw4EE6OjowGo1SNXSzl0qpVLolKvtBIBKJtEyf7x2tfeI2uN9aIJVKbSultauri0gkQmdnJ9FoVNbJmyFI5VQqxb59+9ixYweFQoFgMMhbb71Fd3c3ly9fJp1OE41GaTQa+P1+uZ7Nzs5K9YwwiRYpW2azmUgkIhO1Dh8+zA9+8ANWVlZ45JFH+NnPfobRaJSG0w899BCKovClL32JXC7H0tISjUaDoaEhnn/+eeLx+JakM41Gwxe/+EWpphfG8xMTEzKNcGFhgY6ODr75zW9itVrp6urCbrfTaDTweDxyVEykg/X19XHo0CFUVZXR9IAcd81kMpRKJYaGhh6Ial5cz+v1biFfyuWytIi4kwdPoVCQ6cfb8ZK6GcKywuVy3VMaWQstbBcfSACpqvrE3X7+flfgM8DjastBtYWbILoMQjbfaDTkXPG1a9coFoskk0l8Ph8+n49ms0k2m8XlckmCZHV1lUOHDvG9731PQpRSAgAAIABJREFU+gYJqSz80qBTp9OxsrJCIBCgXC7fcgCw2Wzkcjn27t1LPB4nmUySTCYJBoNoNBpp/rxv3z6efPJJ3G43i4uLOBwO8vk8q6ur9Pb24nQ6GRgYkGbEqqoSCASAXxYNk5OTDA0Nye5FtVpldHRUSt2F6keYEou53kKhwMLCAmNjY/KxzQkTWq12y3u/X6iqSrVapVwuU6vVbvm5SBeAjc1VjEfdnD4myCGDwSA7IMKEWsR41ut1WWgUi0XW1ta4fv06hw8fplQqEQqFmJ2dJRwOS/IHNqTS21E/CWLv85//vJRALy8vs3fvXvbs2cPk5CRHjhxh165dmM1m+vr6pC/UxxzPAaff//o/Aue41aPtaeBlVVWTAIqivAx8UlGUc4BDVdV33n/8/2WjYD97p+uqqhoDYoqifPqm1zgGzKmquvD+tb77/jVaBFALHxoiSRE2iGin0ynJ4w8qnE0mk+x0i3Ss7u5unE6n3LMMBgNra2vk83npK6bX62UamNh/NBqNVMdEIhFGRkao1Wp0dHRw9epV+vr60Ov1PPbYY/zoRz8iHo+TSqV4+eWXcTgcJJNJPB4P3d3dfOITn8BgMFCtVmUcczQaRavVynVMNA4KhQKwkTo0PDxMpVLhBz/4Aa+99pqMWT9w4ACnT58mGAyysLBAW1sbTqdTRr2Pj4/j8/k4evQohUKBd999l0qlQl9fH/v27WNxcZG33noLi8WC2+3GbreTz+fp7OxEq9XywgsvAPDss8+i0WhkqtnIyMgtIxGimXC//ip3gmjMtHDPaO0TNyGfz9/XCGG9Xken022LPFIUBZfLRTAYxGaz3VLT1Wo1dDqdTJIS9ZXVapV/V8FgkI6ODqLRKB6Ph7fffptKpcKZM2dkIqzVauX69evSr7G/v18atC8tLXHmzBlOnTqF3+9nZGSEubk5zp8/j8/n47nnnsNkMrFr1y7C4TC1Wk0GpDz33HNEIhGSySSFQoGRkRHK5TJWqxWHw4Gqqvz4xz/m7NmzeL1eQqEQCwsLUm04NjbGN7/5TUlAW61WaTxdr9epVCoyXSsej8sGrViXN6d1BYNBCoUCiqLQ19f3ocmfQqEgPYc2+1duTva6E/HTbDalCv7mUbHtQNhD2O32B2qK30ILN+PDpoB9ko2N4lFVVYsP5pZa+Dhjfn5edladTicej4cLFy7Q399PMBjk+PHj/NVf/RUmk4liscj6+jrPPPMM//Sf/lP27dsn/X38fr9MnCqXy+RyOVwul0wI6+zspFjc+ispintVVSkWi1gsFrxeL5FIRHaNA4EA09PT2O12qRTJZDK43W4sFouUradSKWw2G8lkErvdjsvlkh2CK1euSN8eQQAlk0m5GQjV0O3miC0Wi/RkALaYNMNG8TwzM7NljOluvKvw1blZkaMoCgaDAbPZvMXgOZvNUi6X0ev1W0bkQqEQPp+PWq1GNptldnaWcrmM0+kkl8ttSR6rVCokEgkqlQqrq6vodDp5WLFYLJw8eZIvfelLW1IwjEYj/f39nDp1in/xL/4FpVKJ5eXlD/x9EnjxxRc5e/Ys9XqdP/3TPwU2DFtFvKrYxG9WAMBGN9pkMkkJ8ccI7aqqhgFUVQ0rinK701E3sLrp+7X3H+t+/+ubH9/udT/oNY7f7omtUeEW7hWigbAZJpNJjlVtpy9lMBg4cOAAoVCImZkZkskko6Ojct3MZrMsLy8zOTnJ0aNH6e7uJpVK0d7eLtdoVVW5ceMGLpeLyclJRkZG0Gg0XL16lUKhwPLyMh6PB0VRGB4eZufOnRiNRnlYCQQCmEwmzGYzwWBQKoHm5+elArWnp4ennnqKtrY2VldXKRaL9Pb20mg0OH/+POPj46TTafr6+ujv75djtvl8nlqtxr59+7BYLKTTaa5evUowGGT37t2cOHGCUqlEMBjEaDTKFJ50Os27774rjaUBeZjr6OjgypUrrKyssHv3boaGhjCZTDidToLBoCSHNqNarZJKpe7rYHQ3pNNp6V3Uwj2jtU/cBBEWcq/IZrP3dGg3m82yvrwZ4XBYXq9YLN7SqBNjUsL7UHjvxGIxLl++TH9/P8ViEZvNhqIolMtlHA4HPp+PQ4cOkUgkZIiKwWCgvb2dpaUlotEojz/+OAMDA1y/fp2enh4WFhY4f/48TzzxBH19fcRiMeLxOO3t7fT09BAKhUgmk1QqFV588UWmp6fJZDKcOnUKk8nE9PQ0IyMjfPWrX6W9vV0qeyqVCoqiyPEoMVLlcDhwOp2k02kmJydlgtdmgjedTpNKpcjlcnR1ddHd3S19ge4X1WqVRCKBxWLZMrIlpgREcMmdkEwmqVardHR03LOCrFgsksvlsFqtLSK7hY8EH9YD6P8AjMDL7/+yv6uq6j/+0HfVwscGPT09wAbp4XQ6OX/+PJ2dnbIIFEqRSqVCrVaTm+61a9d47LHHGBgYoFKpoKoqlUpFdnbb29ultLTRaMhZYq/XSywWw2q1biGAwuGwXJRVVcVsNku1UX9/PzqdjoMHDxIMBtHpdMzPz+NyuQgEAvziF7/AaDQyPDxMX18fZrOZS5cuyWjyzbO/ghASXRm9Xk86ncZms8nOwGYzaoF4PC5NlYWxZ6PRkMacmw849zJL3Gw2SafTNBoNYKOzIbobtVqNZrNJOBxmdnYWQN6bGIfIZrOoqko6ncbr9ZJIJHA4HFvet9frlala2WxWeumUy2WSySSNRoNarUYoFCIcDvPSSy/xX//rf0VRFOr1OrOzsxSLRYaGhqjVapw6dYqXX3552+9R4Etf+hL//t//e95++20uXbrEM888QzAYJBwOs2fPHkql0pbRQIF8Po/f7/+NJIDuNqK73Uvc5jH1Lo/fD7Z9rdaocAv3A1FsV6tV+VhHRweRSGTbSVCiI9/d3U1/fz83btzAaDQSCARwOByMjY3h8/kIhUKSEG82m/j9fnnoE4amJ0+elCmQ8/PzWK1WSqUStVpNrpuKotDd3S2Jlh//+Me8/vrrPPTQQ9LE3maz8cgjj+Dz+VAUhUQiwblz5zAYDOTzeWloX61WcTgcOBwOjh49Kse/xKHC7/fLtJtoNEoqlaKvr4+HH36YcDgsY5ubzSaZTIbz58/j9Xrp7e3F7XZTKBTo6uoikUiwsrJCtVrlpz/9KUNDQxw9epT+/n5cLheqqspGy80HINE9f9D+PKVSiWazec9pPr9NaO0T94b7HWZoNpv3lO4Ui8Wkb+HmkVJxDyMjIxgMBuLxuKylN/9ckA1CuVepVBgcHGRoaAitVkulUuHGjRtYLBby+TylUon5+XkuX74sa95z587RbDa5ceMGjz/+OL/7u7/LysoKV69epb29nb6+PsbHxykWi1y9ehWXy0VPTw+5XI7x8XEikYgM4RBKne7ubmZnZ/kv/+W/8Md//MeMjY3JtWFlZQWz2SzV9OIMIIgPkU67vLyMyWRi//79wIYiSox9JRIJbDYbXq+XgYEBYMNrZzsJuLeDGOnS6XS3rE/r6+t3TfaCjTUonU7jdrvv2dBe2CeYzeZWpHsLHyk+bArY8IO6kRY+nthseik2Vb1eTyKRoL29nUajgV6vR6/Xy0IO4Pz583z729/m/PnzBAIBaUYnlDbNZlMqdl577TUOHDjAjh07uHjxIoVCQRIegEzpqtVq0oRZyEdnZ2fZtWsXXq8XVVX56U9/yokTJ+jt7aVQKDA7O0sgEJAx9na7nYmJCaxWK16vd4vUVHgaCeWMSDtIJpP09fURj8dvW/yGQiEqlQp+v59isUgsFpMG2bBBUNwNInq42WxSLpdZXFy8pYARqV0i9rLZbFIoFEilUtjtdv7RP/pH0pdJ3I/VapVkncVikckT586dY2ZmRr52s9lEo9HIBLRisSg3dGH65/F46OvrY3R0lIcffljGGxsMBmw2mzR0Xlpa4tKlS3zhC1/AbDbj8Xj48z//8239rl25cgWAGzdukEgkePXVVxkfH+fdd9/lU5/6FOPj4+zdu/eO89i/iROsdxvRVRQlqihK5/vd104gdpunrfFLmT5AgA2p/tr7X29+PPT+19u57s2vsbl63XytFlr4UNj8dysUnYLsFx12+GUT4m6wWq2SGN+zZw+FQkGaGrvdbhwOBxqNhomJCXQ6nVz3YrEYuVyOSqVCPB7H4XAQj8cJBAL4/X4ikQijo6NkMhl8Ph/Ly8vMz89TqVSYmpriwIEDeDwennnmGfbt2yd9gTo7O+V+Fo/HZaJkNpvloYceIhaLEY1G6ejo4MSJE3JEOh6Ps7y8jNFoxOl0UiwWeeedd0gmk/j9fvr7+7Hb7cTjcUkkGY1Gmf7zqU99CkCa7Le3tzM/P49Wq5XeFMePH5cplmazmUajQSQS2WJsK9BoNIjFYncMBrhfiDrgQV/344bWPvHRYbvKj1KphF6vl6lS4XBY1rbBYJBAICDJJKvVKg3pRf0i/IMajQbT09McPnwYnU7H0tISTqeTvr4+FhcXsdls1Ot1jh49Kg3k33nnHcbHx2XDcdeuXZTLZTnm6fP5GBsbY35+nldffRWHw8EnP/lJ6vU6ExMTzM3NYTabMZlM2O123nnnHVwuF0ajUf6d/7t/9+9ob28nl8sxOzuLVqtl//79t1VWpVIp6YspRsD6+vool8vSNFqn0+F2u1EUhZ07d24ZmWs0Gqiqum2yX3z+Yu0zmUy3kC8flOwFvww9MRgM90xsi/OIUF+10MJHjQeZAtZCC3fF+vo6zWaTtrY2bty4IVOxvF4viqLI+FvYMG4WRMXKygo6nQ673S69GQKBAAsLC1y9epXPfOYz0hjT4/Fgs9lIpVLEYjFJijSbzS2R6wBTU1O0tbXh8XgIBoPMzMywY8cOvF4vuVyOQqGA0WjEZrPJNIWJiQmMRiNarZZ8Ps+5c+fo7+/HarUyMzPD0NCQ9O4BpHeDGEXa/LN6vc78/DwGgwGLxcLKyopMMkun0/Jgs76+LpVLQqKaSqWkZxFsHHw0Go18n4Jwi8fjNJtNGbmZzWZ57bXXZNSoyWQin8+ztrZGOp3GZDLJgkHMdqdSKa5cuYLBYECv1zM2NiZHCwQ5pNFopAm06KJbLBYMBoOMId4Mp9MpPZrK5TLj4+NMTU1hNpsZGxsjEomgqir/8l/+y23/fgmT6NXVDRX5tWvXOHDgAFarlXw+j91uv2N3brOPyMcIfw98Cfj2+/9+4TbP+SnwvyqKInTTTwH/TFXVpKIoOUVRHgLeA74I/O/3cN3NOA/sUBRlAAgCvw984b7fVQstvI9cLrdF+WE2m9Hr9aytrdHZ2SkN/GFrUtjdIMziu7q6sFqtjI6OSvNmq9WKwWBgcHCQeDzOyy+/zJNPPinXPIPBwNTUFDabDavVSigUol6vUyqVuHTpEpFIhHq9zsrKCr/zO7+DoihSlfj5z3+eK1eu4PP50Ol0hEIhrl69KtWxe/bswWKxsHPnTqls7OjokIazwvBVURR6enrw+XykUikuXrxIJpNh//79HDx4UL7P+fl5jEYjQ0ND6PV6KpUKjUaDer1OLpdDVVVGR0fJ5/PcuHFDkvuKonD69GlgY900m83U63VisdhtDZiFylT45D1IiENwCx8KrX3iAeFegiTS6bT83RWq6dnZWarVKoFAYMt1RK20uLhIo9FAq9VisViYm5vDarXi8/n46U9/islkkom7oVCIoaEhstks9Xqdy5cv09vbi6qqHDp0iOeff55/82/+DZ/4xCdYW1tjcHCQ5557jtnZWTQaDdlsls7OTjKZDGtra1y5coVDhw5x4sQJJicnOX/+PE6nk/b2dp566inK5TJ9fX1S7VOtVrl48SJWq5X9+/dv8VQStal4j6Kxm8lkmJqakmOqok7cvXv3XT/LeDy+rbHSUqlELpdDURSZ9ngztpPsBRsNhWKxSHt7+z3VjoLM1+v1LeKnhX9QtAigFj4SlMtl2Zn8zGc+w2uvvSad/RuNBl6vl8XFRdn1FBuciFWfm5vjE5/4hOy4blacLC8vy45mNpslGAxy4MABVFUlEolItU+1WpUkVCgUkoktP/zhD7Hb7eRyOY4ePSpZeUVRZCSliIEcHh6WCScAu3fvZn5+nqmpKQKBAHq9HrfbjVarJRqNoqoqjz/++G2LgrfffltGqrvdbmw22y3G1aqqsry8TCwWI5lMbiEwisWiNBxcX18nk8mg0WjQarUUi0U5Xy0SFyKRCMVikQMHDmCxWKRvjzD2c7vdrK6ucuHCBRRFoVarUavVsNlsPPvss3i9Xnbt2oXb7ZZkD/zyEKDRaIhGo3IMI5VKUavVmJ6eJp1OMz8/z/LyMktLS4TDYUleCfj9fkwmE9VqlVwud4uH071ibW2NkydPMjY2RkdHB9euXbtFZi1MG1Op1McqAv59fBv4/xRF+UNgBfjvABRFOQL8Y1VV/+j9Av7P2Ci+Af5nYfQJ/Pf8Mt737Pv/3O26HcAFwAE0FUX5BrBbVdWsoih/zMYhQgv8B1VVJ3+F77uF3xKUSqVb/BJ0Oh2BQIBwOCwl+UL5+UEQaka/3088Hsfv99NsNuWIUTQalYej4eFhDhw4wNmzZxkYGGBkZERGI6+vr8s49ng8Tjabpa+vj09+8pPykFOpVDAajXR2dhKLxaQR/sLCAv39/RiNRvr6+ti1a5ccr0omk9RqNQ4cOIDZbKZSqZDJZFAUBY/HI/e3t956i3q9jsvl4vjx49IXI5PJEI1GqVQq7Nmzh0ajIf2JxBpusVjo7u4mGo1y5coV/H4/e/fu5dKlS+zatYv+/n6pJPD7/bIpcTsVjqqqUs3woBGLxeRoXAsfCq19YhO2Yx5/J2yXAIrH47eMKxmNRiKRCKVSSfqKbYYwYC8Wi2QyGbq6utDr9ZL46OvrY2JiQo6dDg8PSyNpk8lEf38/iqJIr65oNMof/dEfoaoqNpuNcrnMX/7lX8omrTByXl5e5umnn2ZsbIy5uTn+/u//nv7+fj796U+TSCRwOp10d3ej0WhwOp1yPahWqxw6dEjWtMKEGjYIL9HsXF1dZXZ2lng8jsViYdeuXfc0zlkqlW6b+ChQLBalit5sNt/RX0d87jab7a7EjHh/IvF3uxA+QuJc0UIL/9BoEUAtfCQQxbSqqoTDYUkwiLlZrVYrpe4Wi4XHHntMmjGLzVAkrLS1tRGPxyVhUq/XJZkwPDzM8vKyfI2xsbEt91Eqlbb40tTrdU6fPo1er5cJVAMDA1SrVSm5FzH0qVQKj8cjyR8Bi8Ui01ssFguJRIKZmRnZKb65IFhfXycYDEoyJZ/Pk8lkeO2110ilUkxNTZHP52k2mySTSTo7Ozl+/DgWi0VGUtpsNmq1miRbkskker1ebvhOp5N4PE6pVMLtdmM0GtmzZw9er5dSqcTCwgIul0uScNlsllAoRCAQ4MCBA+h0OiwWCxaLRX6WqVSKN998U85sv/HGG5JkikQiMk2tv78f2EhmEL46ZrOZgYEBecAaHh6WUcZ+v5/p6WmZMCZGvwYGBlhdXZXd6O1A+BSJz3lxcZHTp0/zzjvv0N/fTzgcpq2tDYvFAmwUe+LA9nE7SKiqmgAev83jF4A/2vT9fwD+wx2et/cerhth6zjA5p/9mI2I4BZa+EjQ2dkpzei3OxqQSqWkAlN0eG02myQaRBLN7OwsFouFTCbD0NAQPp+PpaUlvF4vTqcTRVFQFIXR0VEqlQq/+MUvGBwcZGJigr6+Pvx+Px0dHSSTSer1Oh0dHdJ76JFHHqGzsxOPx0MsFmNtbY2lpSW5liuKwtrahu+uUA6IpojVaqVQKGzxaBNm0tlsFp1OR1tbmzSNrtVqmEwmhoaGSCaTOBwOms0mMzMzdHR0MDIywsrKCtlslqeffhqNRoOqqlIhJfwrbncQ2kz+POi1NZPJyCS0Fj4cWvvEVtTr9fs2E0+n0wwODt71OeVyGZ1Od9vXeOKJJ4hGo3ccO6rX6zSbTTweD9evX5e1qHiuXq/nhRde4Omnn0av17O+vk5nZ6dsllYqFS5cuMDa2hqVSoWuri4MBgMzMzPUajWefvppdu3aRbPZZHFxEdgglmZmZnC73XR1ddHZ2YlGo8Hn82G329HpdDKqXIxrDQ4OYrfbKRQKMrVL1HqxWIz19XX5eFdXFzqdjuHh4fv6e85kMrcQKptJH4vFcldTZTGKdbsxsJsRi8Vk2uO9QCjx7+Yj1EILHzVaBFALHwkEuaAoCuFwWEbQzs3NyejI3bt3S0mrxWKRyhbh5/P0008zPT1NKpXi93//97lw4QL1ep29e/fK9BLh+9DZ2cnk5CRms1nK/kOhENPT07S1tZHP5zl8+LD0ihDm1J2dnaiqKv0OcrkcO3fuJBqNYrfbb+lMJBIJSqUS+/fvJ5VKkU6nKRQK7Nq1C7vdzvr6OlNTGymmkUgEvV6P3W4nEAgwOzvL0tKS3KjsdjsWi4Uvf/nLMmHM7XZTr9dZXV2V3gs///nPCYfDcoRrenoa2EjDEEqmWq0mO7mCWGs0GoTDYYrFIj6fT6Z/eTweqtUqhUKBdDrNa6+9RjabRaPREA6HuXDhAgMDA5hMJm7cuCHTdQBpfmoymTh8+DD1ep1UKkWj0WBgYIBcLodWqyWZTLK4uEh/fz9erxej0cjAwABmsxmz2cznPvc5Ojo6KBaLMgL0u9/9Lvv372doaIhQKMSbb74p3+udIMgfgbNnz3L27Fk++9nP8vWvf53Ozk7i8Ti9vb3ykAa/mf4/LbTw24ztdNu9Xi+ZTAatVks4HL6lwC8Wi6TTaWq1mjwwDQ0NYTAY8Pv90r/s5nGMzs5O6RW0d+9erl+/LtWXlUqFer1OJpMhFovR09NDe3s7JpMJo9EoDwPCYF+j0VCv14GN8bOpqSn8fj9zc3Po9XoGBwc5dOgQgGyaiPdvMBjkYyJNUexvsVgMg8GAy+WS+2C5XJZ+Gt3d3djtdhqNhoxlj8fjMnxAjCGPjo5uGZ0Lh8N0dnbKcYo7HZpCodBt/YA+LMrlMvV6/eOo2Gzh1wAfphZoNBofSDZXq1Xq9bpseDmdzi3ER3t7u/zbuRnCR1LUV0KpCBtrRzAY5JFHHsHtdsu/083vyWAwsGvXLrq7u5mbm2N0dFTGvE9NTXH9+nUajQaKoqDX68nn85hMJrq7u6Xaz26302w2qdfr7N69G61WSywWk4lhLpdL+vkIgiqbzVKtVolEIvj9fjnSlcvlKJfL9z3GudnXrVAoSNX43ZQ+AttN9hL3KcJC7sVnSCg2fT7fPZmDt9DCR4EWAdTCR4JCocDq6ip9fX2USiUMBgNWq5VIJCKTEA4dOsTExARutxuDwUC9XsdkMnH+/IbqOBAI8OKLL/LMM8/IQttgMEgzTpvNRi6XAzak/IFAgFqtxqVLl8hkMng8Hk6fPk0oFKJQKMhNJxgMyucDXL16VbL8QpZrNptvkQXn83ny+bzsPpRKJWmO53K5tsTV37hxQ95XJBLhxRdfxGAw4HQ66ejoIJFIEI/H0Wg0nDt3To7FFYtFwuEwdrsdvV6P2WxmcHCQU6dOkc/nicfj7N27F7/fz8rKilQMCRPp2dlZXn/9daanp+VmK1RKIqLeZrPJYkIU68vLy1QqFbmpCnnuiRMnWF1dRa/XY7VaWV5elp+zw+GQXe3p6WksFguBQACNRkNvby+Li4vMzs5iNBrR6/UYjUZ0Oh3VapULFy4Qj8dZWFggkUjgcrlwOBz8/Oc/52/+5m/uqygTiWY9PT28+OKLfOtb38Lv97ciNlto4WOA7aa+OBwOqQISRqtiPTGbzQwPD7O+vi79IDYfxjo7O2/rM2M2m+X4biwWQ6vVSm+eaDQqU7Hm5+elQb+4XqlU4vLly7hcri3rkc1mw2QyUSwWmZ+fZ2xsDJvNRjqdloc8nU63xbcikUjQbDbp6emR41ywcYg0m82EQiGpoG00GrdEDWu1WkwmE4VCgfX1dVRVlSpTg8Egx6cF4vG4VJEWi8U7rqUiJv5B+6qJMbiW6XMLv6m4OSY+k8lIo3oBl8tFLBbb8vcVjUbl3/76+rokLUSNefHiRanqTiQSaLVaaZwMyLRd0SQ7fvw49XpdkuAihMThcOB2u2Uwi8ViYXZ2Vo7bigAUoZQUDb+Ojg5yuRwajUZ6Qgp1UE9Pzy3K+Vgshtlsvq0Pz3Yhglny+TwWi2Xb1xJr3QcpcoR5vc1muyeSShhIi7NMCy38OqJFALXwkUCn0xEMBunv72d2dlZ2K8S8tVCslMtlPB4PLpcLRVEwGAzSv+HSpUvs2LFDFvDpdFrK2b1eLy6XS44VTU9P43Q6mZubkzG+LpeLSCRCNBrl2LFjMqY8n8+zb98+crkckUgEo9FIf38/+XyeZDIpZfObIaTvJpOJcDhMPp/HbDazY8cO2enQaDT89V//NX/3d39HtVrFaDQyMjKC1WqVBnP5fJ7JyUkGBwcJBAJSmTQ1NSXN+A4ePMjCwgLlchmNRsMPf/hDLl++TCQSwWKxyK5HW1sb4XBYHjZgQ5lz5swZHnroISn7TSaTjI6O4vV6pWJpbW1NkmdLS0sYjUbsdju7d+/G6/VSqVQol8skEgmZ/iISICqVCna7nVKpxNTUFE6nkxMnTpDJZAiHw8zPz/PSSy8BcOzYMVwul5yjho2udiaTwWKxyPhijUZDpVLh1KlTWCwWotEoo6OjhMNhzp49y/DwMD/5yU/u+jsnDj59fX0EAgFeeuklYrEYn/70pzEYDC3VTwst/Ibjg9QlwtzdYDAwMjJCJBKRI8fbvb7D4SCdTm8xBBXBAMViUY5enTt3jmPHjuH1erl06ZJUY/b19aGqKjdu3GDnzp3Y7XYefvjhLeRVuVyWI7MOh4Nqtcr58+fx+/0yClpAdK4Bmb6VzWaxWCw4nU6y2SyFQoFCoUC1WpWpkCaTid7eXnbt2oVOpyMajRKNRqVySKPR0NHVSrAmAAAgAElEQVTRccdDVDabxWQySYXmncg30eX/VXS8N6saWmjhQaPZbH7kIzq3M6ZPp9Pk83mZyicIGp1OJxufmxGLxThw4ABLS0uUy2VpBJ9KpQiHw/j9fqlgF/WhWMNgg1zasWMHY2NjjI+P43K55DhsrVbj2LFjLCwsSEVfMpkkHA5TKpWw2Wx0dHSQzWblqJlOp7ujcbOo/e5VTSMg4uxjsZhUvW8XqVSKarW6LUVOIpGg0Wjc03qTzWYpFou4XK67Gki30MKvA1oEUAu/cmQyGRwOB9lsVpI3a2trpFIpnE6nHPExmUzo9Xq8Xi96vR6Xy8XS0pKUvKdSKeCXsn6xmdXrdbkhivSDTCZDX18fPT09OJ1OGV8LSBIENuaPL1++TDqdluNd3d3d8rVUVb0l2aRarXLlyhUuX75Ms9mkr6+ParWKwWAgGAzy7rvv8vrrrxOJRDh+/Dh/+Id/iN/vZ2Zmhrm5OWw2GzqdjuvXr9PR0UE+n+eHP/yhNAwtl8sMDQ2xc+dOyuUyy8vLDA8Ps7i4yJtvvondbufUqVPSI0hI4YUnguhORyIR2dktlUoyknPXrl1SvSNMoD0eD1qtFrfbze/+7u/SbDbJ5/MsLy8zNzdHqVSSYwpilK1SqcikHUFEKYrC1NQUc3Nz1Go1duzYwZkzZ+jq6pL3G41GSaVSLCwskMvltpBYgEw8E+/F7XbjdDp57733UBSFaDQqvaDEQehOyGazvPfee/T09BCPx1laWuJ73/seY2NjdHV1yc+uNZfdQgsfP4i9J5VKodVq6e7uJhKJbEkh/CBYrVbi8bhc4wVuJkBMJpNM7RoZGZGKzomJCdrb29m5cyewsX+IQ5joFIvOO/xyTKOtrY1QKMTa2hp2u516vU4ikaBWq9Hd3S19f4xGo7yGiKIvlUpkMhna2trYs2cPNpsNvV5PNpslHo+zuLiIx+NBo9Hg9Xrp7e2962GsXC5Tq9UwGAxUq1U8Hs9tnxeNRvF4PPftoXI3COPc1lrdwq8KiURiW6rCXzUEgSB8KEWdEo/HiUajtLe3E4/HpQKxq6tLjpKK0djFxUU6OzsloWwymYhEIrS3t7OyssLS0hJWqxWj0cj+/fsJBoMyNOX8+fM8/vjjuFwuGYDidrs5f/48Wq2WZrNJV1cXPp8Pk8kkCaebVT43I5PJUKvV7pnEzeVylEolYIO4El5o2yV/RKiI8Cq6G4TJ9u38Pu+EQqFAPp+XZFgLLfwmoEUAtfArx9ramowEz+VypNNpduzYwUsvvcQjjzzC2toa+XxeqnmMRiNGo1E+rtVq2bNnD21tbVy4cAGNRsPy8jI2m41SqURHRwfxeJxYLIbdbsdut3Py5EnK5TJTU1PkcjmcTicWi4Vr165hsVhYXl7GZDLxox/9iLa2Nrq7u1lYWMDv90vj4mq1Snt7O3Nzc8zNzVEoFKjVaszOzuJ0OgkEAni9XqamphgfH2diYkIeLL785S9Lg2YRHS9Mn5eWlmg2m/T391Mul3G5XFitVjQaDV1dXSwvL6PT6Wg0Guj1egYGBtDpdMzPz8vOhUgrGBwclGoWkeSSy+XQ6/UYDAapzgmHw6yurspDxcTEBM1mE7fbjdlspre3l3A4TCwWk+kqwox5dHSUwcFBdDoduVyOZDLJK6+8gtFolOli4+PjW/6fC8JPFBxioy6XyxgMBtrb2/nUpz5Fo9GQRuAiYllRFBl9LIp9RVFkWlej0WB1dXVLrOjdkMvlmJqa4tChQzLhx2azEYlEaDQarU5NCy38hqFYLG6LwLmdJ4cYUxVjq9uB3+//QPWJ3++X6hlxKHO73Vy/fh2r1cq1a9ek+fP4+DjXr18nEAjgcrno7e3d0pHebJAaj8dZW1uTJqU6nU6uXYKYMhqNUjkrFJTNZpNarYZGoyGfz8tuv06nk3uK3++/65hWs9kkHo+j1WoxGAxyz7gdYrEYLpfrVzLyINRHrXGKFn7V+HUiGL1eL5cvX+bw4cPAhvqlr68Pu92OqqpcuHABs9ksm5vCA8hkMslGZ61Wo9FocPnyZbmemM1mqSxaXl5Gr9ejKAq7d++WabiLi4s4HA60Wi2JRAK73S7JDa/Xi1arvSMRfDtEIhHsdvttFU+3g7AsAOTIKvxyZG47JNJ2k70AmRosPN62A3F9i8XSinRv4TcOLQKohV85BHOv1Wp56aWX+OpXv8qPf/xjtFot+Xyea9euyYhKjUYjZe3hcJhyucyVK1f4yle+Qm9vLy+//DJra2v09vZuieuMRCIyhre3txe9Xi+lrHv37pUpVoqicPz4cYrFItlslj179kgT6Xw+TyKRkEkGIrZyeHgYt9uNy+Uil8vh8/mwWCzEYjH+4i/+QqZKnTx5EthQEOn1emKxmFQvCXJldHRUSmOXl5elSqder2O1WkmlUvh8PhmTrigKr776Ku+99x4GgwGHwyEL+Q+CSGro7e1leHiYQCBAtVpFURQGBwelybTZbOadd96hr6+PRqPBzMwMS0tLt8ylb4bJZJKbs8fj4ciRI+j1ejo7O2k2m/Leq9Uq165do1gsyhGFUqlEKBSS43b5fJ79+/fTbDapVqvYbDY51qCqquz+6HQ6DAYD3d3dzM7Osrq6uu3fQYfDwfDwMN3d3RiNRiwWC9PT03R2dnLhwgVsNhsul+u+JMkttNDCR4tCobBtv4dGo3GL3N/j8ZDL5bbtIwQbih+RZvlBaGtro1arycNWZ2en7BCLMbS+vj5yuRyxWIxisUhfX98WwjuZTBIKhTAajXJPUFWVQqGAyWRCq9Wye/du6QEyPz9PoVBgcXERnU6H2WyWa2k+n6e7u1umNn6Q94U42Gg0Gtra2uRecKfDWzwex263b7tjfi+oVCpybKOFFn6bEI1GOXDggDSFzufzaDQaSqUSwWCQ0dFR2VzLZrOYzWbK5bIc59fpdKTTaRkgcv36dUZHR6UK0G6309XVhVarlaEYJpOJdDotAzwEsSEat9tVTgoI4/m2trYP9ATLZrOyrrTb7VvW2kwmQ7lcxuFwfCCJdC/JXrAxXVCp/P/svXlwXNd95/u5ve+N3rA1doAgQYCrSMkUTS2UZEt2HCdTdqZspzw1jic1VVPJTFVSeVle1ftjPFXOvDeVSmamXPZkdTKaslN2YiuWJVsWTUsyKYqSKS4iCBAktu5G7/u+3PcHdI8BCiQBEuCm86lSCd3svn27gb7nnO/5/b7fqgiFuRm1Wo10Oo3ZbJbCj+S+Ra52JFuKlthhNptJJpM4HA7cbjcOhwOfz0d/fz8/+clPGBgY4N1332VpaUmUa37729/m85//PIuLi+h0OtLpNKVSiVQqxTvvvEOxWOSxxx7jzJkzVCoVLl++jMfjoVar8b3vfU/sqiaTSaLRKKFQiNHRUWHyHI1GMRgMXL58menpaeHJMzMzg9frpbu7m+HhYaLRKMVikZMnT/J3f/d32Gw26vU6hUKBvXv3ksvlRJtSvV4nnU5TLBbZvXs3Q0ND2O12AoEAr732GsePH+frX/86iqIwPj5OW1ubKN3VeqOnp6f5xS9+IXyFtm/fzr/9t/8Wl8uF0WjEYrHgdrtpNBpcvnyZ4eFhVFUlm81SLBaJx+Pk83lhBFitVpmdneXdd9+lq6tLPH90dJS33nqLs2fPsn//frLZLAsLC6KcWIvn1BIdNL8Lv9/Pnj17RPuY1ietqirRaFSksZnNZkwmEzt27CCbzdLR0SFKcM1ms3i9q1evCh8ibRLi9/vFjs/AwAA2m41arYbVaqVQKJDL5Th06JCIVS4Wi7z55puoqkokEvnA32EulxO/79dee41PfepTmEwmISLt3r37jn4vJBLJ1qMJ/2slRmnG+pFIBIPBQKPRuKEvhNFoxGg0UiwW11V9aDQa6ezsZHFxkUgkwrZt24jH4+zatUsIT9o1rlAo8N5776Gqqliszc3NcfDgQSqVimh/KhQKqxZ9tVqNcDhMPp+n2WxSLpcZHR1Fr9fTaDTE5oImEnV0dNxwgaN5ZFitVrGwSafTGAyG67ZbJJNJ7Hb7hheG60GLnL+2DVsi2QpuxxcwnU5vajVxIpEQQSCaJ1hXVxfd3d2Ew2H27t0rvsv1el348WjnoIkpbrebZrMpvqevvfYaAwMDGAwGsemmtYI5nU7RWnbw4EFSqRTJZJLR0dFb+n5rVgo3aovSzlNr6VrLJHu9wk+r1RLph+sRZiqVivi93aw1DBBtuEajUQo/kvseKQBJthTNOE5L7rh69SqZTEYkAJTLZQKBAP39/bz00kscPXoUnU4n+omdTid2ux2v18v27dsxmUw8/fTTvPHGG/T29lKr1dizZ4/Y5Wg0GszMzHD48GG6uro4c+YMtVqNoaEhlpaWyOVyIiFFSzs5f/68MEOem5tj9+7dov0qmUyKZKpSqcTBgwdFwtVzzz3H+Pi4OG4sFqOnpwev10u9Xmdubo6XX36Z2dlZ3n77bYLBIAcPHuQTn/gEpVKJ6elpstksbW1t7Nu3j1arxRtvvMHAwAB//Md/TKFQwGQyiYjf2dlZ0bqmRQ1rlUiFQoGenh4R4blz506sViuTk5PMzMwQjUZF65j2fgEh0AQCAXw+H0899RSNRoNWqyUEn3A4jN/vp6uri0QiQbPZZGZmBp/Ph81mEwbQ4XAYt9stkmzy+bxoA9NaCfL5vPAXyufzNBoN2tvbsVgsfOQjH8FisQAIQ/BWq0U2myWXy6HX6ymVSpjNZvr7+/H7/Xzuc59bJShWKhXeeuutNePiv/a1r7F3715GR0f57ne/y1e+8hW8Xu+6K6okEsndR1XVDS3UbhQXr+0Qnzt3jmazedNJfVtbG5FIBJvNtu5WkZ6eHuLxOIqiiPhnLYUGEG20WpWNtkmiiTU6nY6RkREURSEQCAifn3A4LMYoj8cjWm21ZB9td/9maNdm7f2tXAglk0ksFst1BS9tl91ms63rs9gokUhEJn5J7ghrmStvhGg0yujo6Kaci1aBp6oqDoeDgYEBSqUSXq+XSCQiPMA0tAo8TQCBXyYVam2gBw4cEFWImUxG+Ddq399UKkWlUlmVBttqtdDr9eTz+Q0JQNpGnFZhfi3ZbFZUI64l+miPWa/wo30GqqreVOTWWFpawmQyravdS/tc1xMZL5HcL0gBSLKlaC08TqeTWq2GXq/HarWSTCaZmJjg+PHjq3YnNbPhl19+mX379glvIE0IOXr0KGfPnhX9unv37qVYLKLX63G73SwtLbF9+3axk6kNjD/+8Y/Ztm0bXV1dFItFjh8/TiKRYN++fUSjUdxuN4uLi5TLZU6cOEG5XEZVVRGnvrS0RK1W4zOf+QxPPfWUiNeNRqOMjIzQ3t4uInmnpqYIh8PU63UuX75MrVbjX//rf43T6WRubo5Wq0VfX5+IRrdYLPz93/89uVyOAwcO8OKLL/LP//zPHDhwQEQNawlZBw8epFwuk06nmZubo1Kp8POf/xyHw8Hk5CSNRgOfz8e3vvUt8TsYHx/n8OHDtLW1iaocrZ2hVCqJKqhz586JwVZLKtPpdDz99NMYjUbRjlAulzGZTMJEularEYvF6O/vZ2FhQZTFOp1O/H4/PT09dHV1iXh6rcy4u7tbeEKdOnWKwcFB0XYXDoeZnZ0VsfFaBVIulyOfzwuzab/fj8lkYnFxkd7eXjweD9Fo9Lp/j2fOnBHi1o4dO3jqqadkLLxEch+x0vh+M9CqHddrDt3Z2blmNHy1WhVeHNeiCUDFYpGRkREhjOv1enQ6nYiNvxHaJkUikSAcDouF2iOPPILRaBRC+Xr8LuCDbV7XLpoSiQQ2m+264k46ncZoNK7bi22jaBUQ95Ini+TBRTNNv1VUVb1pi9N6sVqtDA0NiduJRIKRkRHeffddMS/U0ISP+fn5Vd/jRqOB3+/n3LlzdHZ2Uq1WhRelNp+G5Tax6733trY2nE4n8/PzzM3N0d/ff9Nz10yUu7q6Vp2nJvrAcivp9USdjQo/G0n2AkRKYnt7+00fr6qqEMfXKyxJJPcLUgCSbBlavGwoFKK9vZ333nuPRx55hDNnzoi+44WFBfbs2YPFYiEYDPLOO+8wPj7O5cuXOXLkCDMzMwSDQer1OgsLC2zbto1Tp07R398vDOu0NjO9Xo/D4SCZTDI1NUVvby/T09M0Gg3Gx8epVqtipzefzzM4OMiPfvQj9Ho9Z8+e5fnnn+cLX/gCDz30EO3t7Zw6dYpLly5Rr9d5++23sdls/NVf/RUf//jHefzxx7Hb7cKr54UXXuDixYvE43E8Ho+I73zkkUfo7OzE4/FQKBTo6uoim80yNTUlvBX++Z//mZ07dzIwMIDf7+eP/uiPGBgY4MKFCywsLFAqlTh27BjJZFKkvWgJBdVqlUceeYSZmRn0ej1+vx+v18tnP/tZEX8cCoVIJpPkcjmq1SrNZpNz586RSqXEue3YsYNHH32UK1euEI1GmZycFNHBU1NTlEolhoeH6enpwWKx4HA4RMWR9m92u10kqVWrVSKRCPF4nHK5zNWrVzlx4gSRSIRLly6JCHht0TM8PEwulyObzeJ0OtHpdCiKIt5nMBgUopSqqiSTSRYXF6nX65RKJTGYVyoVtm/fTigUYnFxkccee4zz58+LCrSxsTH6+vrEom9xcVGaQEsk9xHarvRm0tbWJiotb2YOrUXDx2Ix0bIKCGH9eosErULxvffeA2DHjh03TMvS2p9UVRVCvVYVu3//fvR6PXq9nmKxKOLjN7JgWtnmdS3axolWkXkt2WwWvV6/oQjmjZDP5zGZTFviKSSRrMW9urjXWu3j8TgHDhwQVXFam3+9Xmd4eFjYH7S1tdFsNkkkEly+fBm73Y6qqh8QPDTLg1KpdEN/Lb1ez+DgINFolEqlct1rAiyL8zqdTojjmUyGer2Oqqo3FH1g48KP1irr8XjW1b6lfYYul2tdVT+JREJUqG+WsCeR3EtIAUiyZWjGdeFwGFgWhGw2G6dOncLtdrN9+3Zh+quVtJtMJnp6epiamqJcLjM7O4vP56O9vZ2LFy8K75iBgQFOnz7N2NgY/f39wnRZ85IZGBgQE9Tjx4+TTCZ54oknhEA0NzfH5OQkS0tLDA0N0dPTw1/+5V8SDod56aWXOHPmDFarlR07duD3+/nGN77B+Pg4c3NzHD9+nL/+678mlUoRCoUwmUzs2bOHgwcP0tPTIwaleDxOLpfD5/ORy+UolUoUi0WuXLnC3NwcqVSKT33qU3z961/H5/Nx4sQJLl68yPPPPy9aAiwWC9lslj179vDII4+QSCSwWCzE43GmpqZIpVL88Ic/ZHR0lLa2NsLhMGfOnOHEiRN0d3ejKIqIOy8UCsIgsKuri0OHDokdaE1U2bVrFwcPHmRkZASLxUIulyMcDgtzQbfbjcFgIJFI8Oabb4pB+Ac/+AGFQoGFhQXRfqUlRRQKBXw+H16vF4fDwRNPPIHH4/lAbKn2+9fKgjUDU51Oh9FoRFVVKpUKHo+H0dFRSqUS6XSa/v5+0U6hKIowEXS5XHz/+9/nueeew2q1MjAwgMvl4ujRo1y8eFGkj+VyOUwm07pNZSUSyd1jI+1f2oLiZhiNRhF1rCVm3WhRZLfb11X5ol1XG40G09PTbNu2jZ6eHtHecS1aBST8MsJeURRR8VQqleju7haLsFKphF6vv6mIvbLN63oLJm1sUFX1hmle2rmvN81no1SrVdGKIpHcL2yVgKR5GgaDQWq1Go1Gg4sXL9Lf34/ZbGZgYABYbps3GAzEYjF0Op2wOnA6ndc9N4fDISrcbxZffqOqwmazSSwWw+v1Ui6XRVXSelIBNyL8aBU5qqridDrX3Y6lXfvW006qCeRer/eGAr1Ecr8jBSDJllEul0XMeTqdxmQy4fV6sdlsLC0tsWPHDhwOB3v37uX555+nt7eXVCpFNpvlwIEDpFIpfvrTn7J//35mZmYolUrMzMwwPDxMuVzm7NmzPPfcc9hsNlqtFhMTE8Tjcaanp3nxxRcZHh4W4tGv/MqvMDU1xbFjx3j11Vd59NFHefrppzl48CDvvPMOr776KqdOneKxxx6jv7+f3/md3wGWdyJDoRBnz57lr//6r+no6MBkMvHYY4/h8/mE4fHk5CTRaJRjx47R09NDvV7HaDTicDj4P//n/9Bqteju7hZJA4888giKovDjH/+Y06dPc/HiRfx+P+l0mlarhU6no1gsUiwWqVQqXLhwgddeew2j0Sj6tp988klhztdoNGg0Guh0OvR6Pa1WS7R7aRVSiURCeEvk83mRfJBOp0ULXSQSwWQycebMGWGebbPZqFarJBIJ0X6l1+sZGRnB6/XS2dkpEsz2799PX18fBoOB2dlZyuWyiBI1mUx4PB6azaZoH9BaxcrlMs1mU0xW8vm88BK6cOECLpeL7u5urFarSGlzOp2Mj4+Lah5AGEhr6WKBQIByuSxMqU+ePEksFmN8fJx/+qd/IhwO82u/9mvU6/W7+VWRSCTrQKsqXS/5fJ6enp51PVYTZBwOh2h5vbaNYb3HSSaT4ng+nw+dTofBYBDH0mLaAbELrxn5ezweVFWlv78fk8lEsVgU3h3XLnhu5r2jebFdr82r2WySSqUAMJvNNxVdCoUCzWZzXTvut4L22UnfH8md5nYMoLcKrd2/vb2dWCyG0Wikr6+PTCZDKBRiZGREPC6fz2M0Gle1cq1H/LZYLPh8PkKhkNg03AiFQoFQKCQ209xu97q8lDYi/GhJsJoP2nrPUfOa9Pv9NxVztPNZryG0RHK/IwUgyZZQLpexWCykUilarRZGo5FWq4XH4yEWi4ldvv7+fsLhMIqisGPHDmZnZzl+/Di//du/Ta1W45vf/KaInrxw4QL/4T/8B1544QW++c1v4na7cTqdTE5OMjc3x8WLF3E4HDz88MN88YtfpFqt8t3vfpe5uTkuXLhAd3c3jz76KF6vl56eHv7qr/6KN954A0CkHvT29mKxWDh79iyHDh3iwoULdHZ2Eg6H+dSnPkW9XqetrY2zZ8/yk5/8hEajQSaT4fHHHxfJWC+88AKVSoW+vj7279/PkSNHiEajvPLKK3R1dTE3N8dLL73E/Pz8qs+sUCgwNjYm2gh27NiBxWKhr6+PxcVFurq6aDabxONxOjo6qNfruN1usSNbrVap1+uiv7vRaGCxWMTEJhgMkkwmRXtXq9Wi2WzicrlwOp0kEgnm5+cpl8sUi0XK5bJo1dNEK51OJ0wFG42GGIhnZmZwOBzU63VCoRCZTIbh4WEhwnk8HhRFIZvNsrS0REdHB5FIhNnZWWFCqJmhailfWvxvX1+feI1KpUJvby82m418Pi/i5q9cuUKtVhPxp06nk1gsRnt7O1evXsXtdjMwMEBHRwfj4+O0t7dz+vRpDh48yPDwsNzpkUjuA3K53IZ8Om51UWc2m+ns7CQSiRAIBNZ1fUilUjQaDeCX1Y/Xw2AwiF3pRqOB3W5Hp9Oxbds2cU2tVCpCgN+o8eiN2rw0kUVrpVtvpU2xWBQ741vFWt5KEslWUygUbtvLaisEpFOnTjE2NiZE5JWvpYV6VCoVrFbrbfkXGY1GUa3f0dGBwXDzpWEqlWJpaQmz2czQ0NC651DrFX60NjZFUXA4HBt6f81mk2g0isPhuOn1pFAoUCwW1916JpE8KEgBSLIlZDIZ2traOH/+PDt37iSXyzE7O8vk5CSxWIxgMMj8/DxDQ0OcPHmS8fFx4anT29tLo9HAarXS19fHwsICly9fZnJykp/97GccP34ci8XCvn37+Iu/+AtGR0fx+/384R/+IXq9nu9973v8z//5P6nVarz99tscOHBAVOR84xvfYOfOnZw4cYJSqcTnP/95IQi53W7Rrma1Wvlv/+2/0dnZSaFQYOfOnXz9619namoKh8OBoihMTEyQzWaJx+N85StfwW63Mz4+zsc//nERzXvs2DEuXrwoPpe5uTkx6f693/s9YNlUdNu2bVy4cIFUKiVKZw0GA7VajdOnT9PW1iZMOffu3Us2m6XZbFIsFolEIkJQ6+zspNVqibazWCy2qgWhr69PVAAZjUZSqRRms5loNIrH42HXrl14vV7RVtVoNKjX6yKNxuFwYDKZcDgc1Go1isUi2WyWnTt3ivfYarUYGBigVqtx7tw5kc6mtSt0dnbSaDQwGAyinaxQKODxeLBYLLhcLoLBIFarVXzW2u9ES9+x2WxiwuZwOLBYLJjNZhwOxwf6tS9evMjY2JhYcGkLnmAwSCwWY3BwcIu+BRKJ5G6iXV/WQywWY2BgQKTnaJWFsVgMh8OxZrVNOp0Woo/H47nhwslisYiQg3K5LCo0r23fqtfr4rq8EeFHa/NSFGXNXexsNkutVgPA6/VuyEepVCpRqVQ21Xz7WhKJhNgokEjuJJqP4K1Sq9W2ZBNpYmJCCLYalUqFSCSC3W7n/PnzbN++XSQj3s53R1EUgsEgS0tLosr8WlKpFM1mk1qtRqvVYtu2bZsu/GiPu17V4s1IpVLU6/WbVhFqoSLrNc2XSB40pAAk2RJSqRTDw8OYzWZSqRRut5uxsTERo7iwsEA0GhVx8Mlkkr1794oS/8uXLxONRvnFL37Bnj17ePnll6nVathsNn7zN3+TUCjE66+/zsTEBN3d3djtdr71rW9x4cIFUeESCATw+/3ieaFQCKfTSW9vLxcvXmR+fp5t27ZhMpno7OwUqViwPJnevXs3V65c4dKlSzz//PP8xm/8BlarlYWFBdxuNy+++CKHDx/mySef5Omnn6ZWq4nY+HK5zMzMDJFIhCeffJLt27ezb98+BgYGuHz5MpFIBKvVyvz8PG+99RbRaJTx8XG2bdtGLpcjnU4D4Pf7RWWRlgLzne98h5mZGQKBADabjaGhIWw2Gw6HQ0QD9/T0MDo6yrPPPkutVqNaraKqqjiuy+XC4XCgqiqFQgGdTieqe6v9EO0AACAASURBVDKZDIVCQaRquVwukcKlHUMzuYbliYNWOaTdhmVT1I6ODgYHB8nn86t8M7RoYUVRsFqt7N69+4bmgrdKvV6nUCgI8UdRFLEgLBaLolVOIpE8eHi93ht6+WhUq1V27tzJ0tISRqNxVRKYTqcjFAqh0+lwu92rhBSt3WE9ixSn00kkEsHtdq+52NR2vDcaNXyjNq9SqUShUBDnutEdbu2ctICBraJQKGA0GrdkDJBIthrNr2uzWUtwTSaT7NmzB7PZLCrCdTrdqrbT612PVv67y+Vas1Wrs7OTRCJBs9nEbreLakEtFVebI6+3cnA9wk+j0RCbn7dSidNsNkkmk6I99UbXkWq1SiaTwWq13tT3SCJ5kFHuRt/rgQMH1NOnT9/x15XcGUqlEktLSzgcjlViQqVSoVqt8o//+I/CW6fVavHzn/+cgwcP8t3vfle0MGnCTTqd5k/+5E+YmZnhf//v/81v/dZvEQwGCYVC/OAHP6BerzMwMMDIyAiNRgOv10tHRweNRoNmsyn8cLQe6Uwmg8vlwuv1MjExQTQaxel0YjKZqFarKIrCzMwMf/7nf04wGMTpdBKPxxkeHmZubo6xsTHGxsbQ6/WMjo5SqVSYnJxkcXGReDzOyMgI1WpVmA77/X6Gh4c5e/YslUqFZDJJPp8XJtVDQ0P4/X7Onz/PuXPnKJVKRKNR2tvbhQGoVt1jNBrp7e3lqaeeYteuXUQiEaLRqBCGXC4XmUxm1Y6MqqqYTCbRtqXX60U8qF6vJxgM4na7cblcnD17llwuJyYPWoIDLJcI1+t1isUiFotF7B57vV58Ph8ul0vskJvN5lWTIc23aDN2djWfjFqttup419v9MhgMWK3WD0wISqWS8FQ6evTobZ/XZqIoytuqqh642+dxt5HjhGQl6XR6ze/y9dDaQ2/mkwPLJqFa6202m6VcLhMIBFZVyWhePW63+wOicavVEpWOG8VkMlEul9HpdBsyPtZ2um0226o0rpVG0trGwEaoVCoizl6n0215FHutViObzUrT5w0ix4llNmOciMfjt/X3F4/H11V1slVoISPrjSpXVZV8Pi+E7LXIZDKi5VOr1q5Wq6vSXm9EJpMR6YQrBfW1XkOv12+ounBlG6tWren1em/43rXKSs2LUiL5MHCjcUJWAEk2nUKhgNPppFar0d7ezsLCAj09PVitVrLZLB0dHXz729/mq1/9Kq+//jrT09N0dHTw5S9/ma997Wt84hOfwOFw8IMf/IBms8mxY8eIxWIAXL58mWPHjrG4uEitVmN8fJxUKkWxWKSnpwefz8f8/DyRSISuri78fj/NZpNdu3bxs5/9jI9+9KOcPHkSt9tNsVikt7eXcrnM3//934uKHQ1tZ/fhhx9mcHCQT3/60/T29tJqtVhcXOSVV14hkUiwc+dOnn76aSKRCIuLi/T29jIxMUGxWGRmZoY333wTj8cjhKHnnnuORqNBMpnk29/+toia3Lt3L4FAgI6ODuLxuBjgenp6xE5NNBrlzJkznDp1CkVRaG9vp7OzE7fbTaVSYWJiQlS5hMNhqtUqAwMDYmfYbreTSqXI5/MUCgXefvttYFko2b17NyMjI7RaLeEvpA2a5XKZtra2NaOBjUYjbrd7UxYJK01JgTV3tFwu1wfaJkqlktiZWvncRqNBPp8X5tUa2t+PNBuVSO4PtGTFYrG4rsVCuVzeUNWKdn3QKmVisdiqhYnD4bjuwken0900iet6VKvVGyb1rGSlL8bKhB0tHQf4gBHsetBMVmFZwL+ddpiNoJ13MBi8I68nkazF7W6EK4qCx+MRFYRb2Sq5FpqPYzQaxW63rxKE10KrALoR11476/U6LpfrppHomvDjdrvXvCauFKiv95i1yGazVKtVcftmPmsaWpWUFjoikUiWkQKQZNPJZrP09/dz+fJlLBYL27dvJx6Pi5SRrq4unn32WU6cOMGRI0f42te+xhe/+EW+9a1vAcvx8VeuXBHtSnNzc8IweWpqil27drF//37Onj0rhB2/308ymSSZTBIOhxkZGUGv1zM/P08ulxOD1tLSEocPH+bChQv83u/93gd2bL1eL81mk//0n/4Ter2egwcP0mg0WFxcZGlpiX/4h3/AYDAwMjLCF77wBdxuNxcvXmRqaop9+/bxzDPPcOrUKb7zne9gMBjYt28fIyMjuN1ufD4fxWJRxNIHAgG+8IUvYDKZMJlMLC0todfrCYfD4nPTxItWq0UoFMJqtRIIBESlk6IolEolstmsEJW0CNC9e/dSr9fF5KZer5PP5xkaGsLlcmE2m6lWq5TLZdEmoBlKm0wm0uk0NpuN4eHhTStvLpVKFIvFNYUdzdjwWsPDZrMpTK218l1N2KlUKtRqNZrNJjab7bqVQGvdd/r0af7mb/6Gz3/+8/yrf/WvbjqxkUgkd5dAIEC9XhfmyDda6Nzuoq69vZ1arcbS0hJOp/O2TWKvx3paULU2L71ev2oRoxlPbzQdBxAtE7DcnnanRJ+VSNNnyd0mlUptSkWI1WrFarWKa4ZW0XenPK0URRGelZFIhI6Ojk2d09zM6+dmwo92rVqvQL2yfRXYcGuYqqrEYjHxuUgkktVIAUiyqRSLRQwGgzD1bTaborc/HA4LA+He3l78fj8Oh4Nt27YRCoVEXG8mk+HZZ5/le9/7nvCX0TCZTIyOjvKjH/2I/fv343K5OHz4MJFIBK/Xi9VqpVgsMj09TbFY5Atf+ALFYpFcLseFCxf4h3/4h1Xn6/f7cbvdTExM8OSTTxKLxdi9ezcGg4F8Ps/c3ByTk5PCgPgP/uAPUFVViCavv/462WwWRVF4/vnnqVQq/Pqv/zpf/epXyWQyoprmhRdeYHJykq6uLo4ePYrf7xctcdlsllgshsvl4uLFi9jtdgKBAKVSCZPJhKqq9PT08PTTT9NsNoXQoxn/BQIBJiYmMJlM6HS6VQsfVVUplUokEgnq9Tper5dqtSr6xtva2mg0GqL8WWvXuhVqtRpXr15dJaopirJK7NGMnTUBR0si06p+Go2GEP409Hq9MMXWzJ4NBgNdXV1YLBbxN7URU1OAffv2EY1GcblchMNh/H6/9KCQSO5xtJ3cYrEozOvXEzt8I663SNP84XK5HEtLSx9oC9tqVrZ5acLPymodj8ezbhNWzSdDQ2vtuFukUina2tqk8C65q2iixGahXTOazSaxWAxVVWlvb79jf+cOhwO73S78NbfCm2glNxJ+KpUK2WwWWL7e3Ohzrtfrq+Z+t5NsFo/HaTab626Jk0g+jEgBSLKpFItFHA4HzWYTg8GAqqrodDoGBgY4d+4cHo+HwcFB3nrrLQBCoRB+v5+3334bi8WCTqfj3/27f8fs7Czd3d0sLS2tOv7c3ByvvvoqzzzzDP/yL//Czp07KZfLhMNhISx4PB4eeeQRXnrpJX74wx9y9uxZMfF1Op10d3eza9cuBgYGGBoaApYHp6tXr9Ld3Y3NZmNqakqYI//qr/4qAJFIhHg8TiwW48KFC0xPT4udo6NHj/Lcc8/R0dFBKBTiL//yLwmFQsKA+Utf+hK/9Vu/RTgc5uTJkywsLKDT6Wi1WlSrVUZHRwkEAjz++OPodDqazSa5XA6/34/H4xELAbfbTT6fZ2xsDFheuBQKBZrNJoqikEwmicViwv/I5/Nhs9kYGxvDbreL3mlNlNHpdAwODq5rkKzX6ywsLFAul4VZ9EpMJhMDAwMfGORVVWVxcZFisbjqsZpoYzKZ2LFjB4qiYDAYcLvdd2SyFA6H6enpoVwuY7FYWFhYwGKx0Nvbu+WvLZFIbg/NVF67Nl5rgLyRif/NqoVcLhcul4tYLIZOp9tSQ+SVQo3W5lWpVMRutt1uX/fC6Fo/nztZkXAjCoUCer3+ut4gEsn9jlatp7U5aibKW5EWdi2KogiRfKuE6xsJP1p1oRYEshaqqpJIJMS112Aw3HYVYjKZpF6v33GhXiK5H5ECkGRT0Uzf8vk8jUaDnp4e0uk0qqpy+PBhfvCDH9Dd3c3nPvc5XnjhBR566CG++MUvMj09zYsvvkir1eIv/uIvePLJJ3nqqac4c+YMP//5z4Hlnt/e3l70ej0vvvgiH/3oR0WE+htvvEF7ezuFQoG33noLg8FAsVjkypUr5HI5du/ezaFDh1hcXKS7u5t6vc5DDz2EXq8XEeEvv/wyXV1dpNNpRkZGcDgclMtlYrEY+XyeYrHIO++8w9TUFIODg+zZswer1SoEgzfeeIPp6WlUVWXv3r2MjIwAywPblStXWFhYIJPJsGvXLqxWK36/n5GRESwWC9FodJUHRblcxuVyichPq9WKqqrkcjm8Xi+wXHGzuLiIXq/HZrNRLBbxer2i/U0jnU5TLBaFAOP3+9cUWDSTU1ieQJTLZWFsmk6nRbpYIBDAaDSya9cu8bstFApUq1XRQrYSRVEYHR3dsBnpeqnX62Sz2Q21fCiKQi6Xo1Kp4Ha7tzzlRiKRbA1er5dWq0UsFsNsNtPW1kapVBLtr5speLS3t1Ov10XIwWZe065N81opBG3El+du+fmsl3q9ftux2xLJvYQWJ75WBbHm1QiQSCRoNBrXjVnfbDSRPBaLYTKZbrm6eyXXE360oBW4fnWhZvqscb256K2e02ZUg0okHxakACTZNIrFIs1mE4vFQiKRwOl0ikEgnU4TCATYs2cPP//5z9m9ezfj4+P89Kc/pb29nccff5y5uTlKpRJ2u51XX32VQ4cOcfDgQSEAaR4/X/7yl+nu7ubP/uzPxIAD0NvbS19fH3v37qWzsxO/308ikeCdd97h4YcfFqLRJz7xCfr6+giFQvziF7/gxz/+MRaLhQMHDtDb24vBYKDRaFAqlUgmk0xPT/P6668zNzdHf38/nZ2dBAIBBgYGgOXKoHPnztHe3s727duxWCxYLBYhNGlmw5qvj8fjEV442WyWdDotSl+1uHePxyNawZxOJ5VKhaWlJbFrAstVNHv27PnARELzxtFwu90YjUZSqRStVks8X0NRFOr1OtVqFZPJxOLiIpVKBYvFIrwvfD4f+XyeUqkkFhfxeFyU8GvtWLdKrVZbUzxaD0ajEa/Xu+GJxK08RyKR3HtovmeVSkW0dXZ2dq6qdvR4PNdtedqISGQ0Guns7CSfz7O0tITf77+tVqqVbV7t7e0kEglhQL1ekWSln4/D4binxZV4PC7N9yX3BK1Wa1PmAENDQ+RyOQqFgrjetLW1faDaR9tkSqfTZDKZLfUWW0l7ezvlcpmlpSV8Pt8tVSGtJfysrOKxWCwfuO6s3HjUjKc3Q4TS0NLP2traNvW4EsmHARkDL9k0tBJ1bddV633W0kkCgQBzc3NMT09TqVTo7Ozkb//2b9mxYwddXV3Mzs5SqVT4zne+w9zcHCMjI5w6dQqARx99lHA4zM6dO7HZbBw/fpzDhw/T0dGB3+/n0KFD/Nf/+l9pNpuiWsbj8WA2m1laWiIYDPKJT3yCqakplpaWyOfzdHd38+ijj9JoNDh58iQul0t4BbVaLd5++21RWfLrv/7rPPbYY+h0Oux2OzMzM6iqytzcHD09PQwODtLR0cHly5fx+/2USiU8Hg9DQ0MEg0HhKZRIJIRhs8PhEJ/R9u3bURSFZrPJwsLCqkocQCxo1iprLZfLJJNJMpkMiqLgcDiwWq2r/He034nWdpZMJqnVaqTTaRRFEf/p9XqR2LYSTQy6EVoF0K1gNBrXlTDxYUDG+y4jxwnJrbJWlHsqlVpleqwJ1qVSiVardcvVPPF4HEVRNlRBqFX3aG0hpVJJJNysJ93mWiH/bvv5rJe74aP0oCLHiWVuZ5yIx+P4/f4taYtMp9PCD1FV1TW/19qm2p3w6tFIJBLo9fp1G1+vFH60a2axWBQGzYFAQMzbarWa8PxRVRWbzbYlld/FYpF8Pn/HBDSJ5H7lRuOEFIAkm4YW1a4oimitcblcqwSgpaUl5ufnGRkZ4fjx47S3t/Ozn/2M3t5epqenuXTpEl6vl1QqJYSM//E//seq13n22WcZHBzkmWeeIRaL8dJLL4mo+Xg8zmc+8xnsdjuvvfYau3btIpfLcfbsWYLBIENDQ9RqNRRFIRqNcvbsWarVKslkkr6+PkqlEp2dnWQyGR599FH6+/uBZa8iu90uJuoWiwWDwcCOHTsIh8PC6+jQoUOrTAAXFxeJx+OidWtkZIS2tjbcbjeZTIZQKLRq8qHT6ejr68Nms616z1q7EvzSLE/z/4HlRYOWkHBtspY2gGvtBIqi4PV6MZvNYhKg0+lEVP3KqqqNYDKZcDqdUsS5TeTEfhk5Tkhul2uj3DVyuZwQXAqFAoODg7f1Oo1Gg0QicdMIZm3hpLXtatdvl8t10wrKlX4+muB0L/j5rJdUKiWSkiS3jxwnlrmdcSIWi92RajlVVYUArX1nV6adau2fJpNpUxLJbkalUiGTyeD1eq/bMnWt8KOlagEigVHzN9IwGo1bev7lcplsNruuqHuJRHLjceLe3zKS3BcUCgWMRiM6nY5sNovVal01uGm7o61Wi5GREWZnZ3n44YeZnJzE5XJx+fJlPvaxjxEIBDhz5gytVovt27czOzsLLBvq9ff3c+XKFUZHRykWi7z66qtMT0+zuLjI0aNHOXv2LNPT0/zn//yfGR8fJ5PJ0NbWxttvv43T6SSXyzE1NSVi4b1eL5/+9Ke5cuUKiqIwNDSETqcTpffvvvsux48fZ2RkhIGBAbGrPDg4iMPhEGW0Bw8exG63iwqWyclJLl++jNfrJRgMMjw8LHZ8C4UChUKBUCiE2+1m586da07iV5bOtlotCoWC6J02GAzCWG9wcFCIRfl8nmQySTQaZX5+fpWnkM1mY9u2bRgMhg8IRLC8I51IJDCbzffdwkIikUjWQvPsiUaj2O12sRu9crdd83mD5Wur5rG2EQwGg4hgjkajHzB7TSaTIm1IURRarRatVuumi8973c9nvRSLRXQ6nRR/JB9KFEVZJUJfG8ah+QTVajWi0eiWexJaLBbRIgusOrd0Ok21WhVtVYVCQVwf29vbyWQylMtlyuUyiqLcEWN5rVrdbDbLSHeJZJOQFUCSTSGdTuNwOEin06RSKfr6+kRZvZac4na7KRaLVKtVHA4HP/3pT0WSlt/vp9FoYDAYmJ6epq+vjz/6oz9iaGiIkZER3n33XX73d3+X//7f/ztHjhzhJz/5CeVymY6ODp544gnm5+fZvXs3oVCISqXCuXPnsNlsnD59mnQ6jclk4ld+5VeoVquMjY3R399PJpNhcXERn8/HyMiIEJOy2SyBQICHHnqIsbExLl++zJUrV9Dr9ezduxeXy0WxWMRisdDX10ej0RBR9c1mk76+Pjwez6oyfY/Hg8/nw2w2X/cz1ESfZDJJqVTCYrGItq3Ozk5UVSUSiYjHV6tVUqkUyWQSnU6Hw+HA7/fT0dFBT0+PFHHuU+TO7jJynJBsJpr4fu2udzweJxAIAKujiG+nyiaRSIh2M/hl1PR6dshTqZRoHXE4HB+oBr3f0Ba60mR/c5HjxDL3QwXQzdDa8leiXT+2Osq8VquRSqVWbRiaTCbR2notWjLhnSCbzVKpVDAYDB+o4pRIJDdHVgBJtpy2trZVngQr01c0L5pMJkMgEKBcLnPixAkymQyHDx/mvffeY35+nu7ubk6dOsXx48f53Oc+x5//+Z8Tj8dJJpMsLi5y8eJFwuEwx44dQ6fT8Zu/+ZsYDAYuXLhAKpXivffe45VXXiEUCnH06FG6urro7+/n2WefZWZmhkOHDome63A4LM7vtdde49KlS5hMJo4cOcLAwADz8/NEo1FmZ2cZGxvjk5/8JH6/n3Q6jd1uJxQKEY1GicViBINBJiYmgOVKJW3g1ul0163wgWXBJx6PUywWyWQymEwm7HY7Xq+Xnp4eKpWKqBxaWFigXq9jMpnQ6XSoqorT6aS/vx+PxyPFHskHUBTFC3wLGABmgd9QVTW9xuP+DfB/v3/zK6qq/t379z8E/C1gBV4E/qOqqur1jqsoyg7gb4D9wJ+oqvr/rXiNWSAPNIGGXLhI7jRaapdWjXNtbDwstzBoC8JrY4o9Hs+6zVP9fv8qz6Hu7u7rXqPvVz+fG7GyXe1BeD8PKh/mMaJWq90ziVE6nU6I0LBaiD5//jwmk+kD6a6bhWZZoFWaa5YFmmCrJYndCa6tjHK5XMLaQCKRbC5yVJZsCivFHm3Su9aE99KlSzQaDXbu3InRaOTll1/m3Xff5dFHH6XZbPLMM8+IypqdO3fywgsv0Gq1OHz4MI1GgyeeeIL33nuPj33sYxiNRgKBAIODg8zNzfHSSy+RyWT4/d//fVwuFy6XC6/Xy9jYGJcuXeLEiRNMTEzg9Xq5dOkSCwsLbNu2jb1799LT04PH4yGTyTA5OYlOp+OTn/yk8CNaXFzk5MmTeDwedDodR44c4aMf/SiKopDNZle1Z13bQtBsNkmlUuK2VlKr0+lEDObAwAAmk0mIZQsLC6K32u/3YzQaCQaDUuyRbIQ/BH6iqupXFUX5w/dv/18rH/D+RP3/AQ4AKvC2oijff38R8DXgt4GTLE/unwV+eIPjpoDfBX7tOufzpKqqiev8m0RyR/D5fLRaLaLR6A19d7T2Bo2VlTlOp3PNdqaVLVs3Eoyq1aowS71TbRR3Aq3yaa1EIMk9yYd2jMhkMvfs3+hKIbq9vZ1qtcqlS5dotVq0tbWJ+e1mUKvVuHTpEvBLwaW3t3dTjr0eGo2GELtgtTeSRCLZOqQAJNl0zGYzyWRyVcl3OBxmaWmJsbExLBYL58+f5/LlywSDQR5++GECgQA9PT243W5mZ2fJ5XKkUilGR0c5fvw4Ho+H/fv3c/ToUa5cuUJ3dzeRSISBgQFisRhHjhwhGAwSCATo7e3Fbrdz+vRpTp8+jU6n40//9E85ffo0qVSKzs5OPvaxjwm/IpvNhtVqxe12Yzabcblc2O12zp07x+uvv47ZbGZkZIQvfelLmEwmYXynCTQrdykymcwqUzxY3t1RFIUrV66ImPuuri6R1OXxeKjX68IUWlVV+vr6+OhHPyrTUiS3w6eBJ97/+e+An3LN5B74OPBjVVVTAIqi/Bh4VlGUnwIuVVVPvH//N1metP/wesdVVTUGxBRF+eSWvBuJZJPQ2mrL5TJXrlwRgQM3YqWwn8vlhFn+yrTFG0WwPyh+PtdSLpfFZ7GeBDPJPcWHdoxQFOWeqgK6EWazmZ07dwLLQnQqlSKdTotr1kardFKpFIlEgmq1itFoZGJi4o4K0OVyWRjg6/X6VUK7RCK5M0gBSLLptLW1Cb+aQCAgErj6+/sxm80kEgl0Oh2Dg4OYzWbR39tqtQiFQnz84x9namqKU6dOCS8es9nM4OAg9Xodu91OLpejq6uLK1eusH//fn7xi1/g9/vx+XzMz8/TbDZ59NFHcbvdGAwGJicnsdlstLW18eabbzI3N8dnPvMZfD4fY2NjYjAqFAokk0kqlQper5fPfOYztLW1Ua1WyWQy4j06nU7xnHw+LybAbrcbo9FIMpkkFAqJnQ2fz8f4+DiwbIqtqiqFQoFyuYzJZKJareJyuUTUvESyCXSoqhoBUFU1oijKWivOILCw4vbi+/cF3//52vvXe9xrUYEfKYqiAl9XVfUbaz1IUZTfZnlHmb6+vnUcViK5daxWK7t27RJedB0dHeu6/trtdmGCujLZp1KprPLsudbP50ERfVa2x1mt1gfmfX0Iue/GCNiccSIQCBCNRlfFm98PeL1evF4vuVyOcrksrjfxeFwI0ddWKGric61WE+lf2nz8TrEyedFisUjRRyK5y2yKAKQoyu8D/y8QkCX+H25MJhOFQgG73U4sFiMSiTA2NoZeryccDotEsEAgQDweZ2lpCafTSU9PDzqdjnw+z9WrV0VamKqqOBwO6vU6RqORbdu2sX37dk6fPk02m6Wnp4djx44xMTFBNpslEolw5MgR8vk86XSakydPinQFLbr9U5/6FHv27OGtt97i9OnTnDlzhra2NnQ6Hbt378bhcHDo0CFUVaVcLvPee+9hNBpxu91it7dWqxEIBCiVShSLRXH/4uIiCwsLeL1eOjo66OrqEosDzRPCbrejKIrw/DGbzbLPWXJLKIryCrBWLMafrPcQa9yn3uD+W+Wwqqrh9xcCP1YUZVJV1Z994AWWJ/3fgGVzz9t4PYlkXRiNRnbs2EEoFCIWi2E0Gtc0HNX8KVqtFjqdTiQxrqRerxOLxYQH3kZ8g+4HSqWS2PjQ2pcl9zYP2hgBmzdOdHR0EI/HabVa953ZutYGViwWKRQKmM1m2tragGXBR0vuAkTAis1mo6en546d40ofNKfTuWltaxKJ5Pa5bQFIUZRe4Blg/vZPR3K/43a7OX78OIFAgL1791IoFDh//jy1Wo3e3l7GxsZQFIVIJEKz2cRkMmGz2ZiZmaFWq2Gz2di1axeVSoXvf//7DAwMMDw8TDqdJp1O093dzeTkJGazmWq1Sjgcxu/302w2cTqd+Hw+Tp06RalUIpPJ4HA48Pl8xONxgsEg27dvJxQKcebMGdrb23n88ccZGRkR0bzRaBSbzcaZM2cIBoM4nU527NiBoiikUimxw1Kr1UgkElitVqxWK/F4XES1j42NAQiz5pWfjc1mE35AgUDgvig/lty7qKr69PX+TVGUqKIoXe/vwHYBsTUetsgvS/UBelgu1198/+eV94ff/3k9x732PMPv/z+mKMo/AQ8Da07uJZI7jU6no7e3l1AohMvlYmlpSZhGZ7NZsXN9sxanld4dDwpayzOAzWZ74N7fg44cI25MIBAQQoXT6dzql9t0tPavSqVCNBoVFfUmk0lUrfv9/jsy19QM7bVNT4/HIw3gJZJ7lM3Yvvkz4A+4PeVf8gCg0+mIRqMcOHCAffv2kUgkqNVqtLe38/TTT+PxeFaZQQKlMgAAFKdJREFUJc/OzrJ7924ymQylUont27czODhIOp0mmUzy+OOPUyqVSKVSDA8PE4/H+V//639x5coVkdi1fft20cs9PT3NK6+8QrlcxmKx4Ha7GRoaYnBwkM9+9rOYTCb+9E//lEajwZ49exgaGuKhhx4SUZNWq5WHHnqI8fFxjhw5IuJ6tZ5rLa4+EAhgtVpptVpcuXKFCxcuAMu7Sb29vSiKIuLbA4EAgUAAs9lMuVwmm83S3t5Oe3u7FH8kW833gX/z/s//BvjeGo95GfiYoigeRVE8wMeAl98v388rivIRZXk298UVz1/PcQWKotgVRXFqP7//Gudv/W1JJFtDMBgkn8+LisxoNCr8etrb2z9U/jbFYpFYLEY8HicQCNDe3o7D4bjbpyXZXOQYwXJbVbPZFMbs9yMWi4WOjg5cLhfRaJRSqURHRwcdHR1bOtesVqvE43FisRipVErMeQOBgBR/JJJ7GGVlhcKGn6wovwo8parqf3w/wvHA9VrArunZfWhubu6WX1dybxOLxUSZfCAQIJFIiH5fLeJRr9dz6tQpHA4Hg4ODdHV1sbS0hKqqeDwe8vk8ZrOZaDTK/Pw8Xq+XRqNBNptl//79TE1NUSwW6e7uxmQy0Wq1SKVSVCoV3G63eP2hoSHeeecdstks0WiUhx9+GLfbjdVqJZlMYrfbGRwcXNf7KhQKouUrFotht9sxGo2rkrn8fr/4WVVVUYbrdDrvuxJjyd1BUZS3NyMCV1EUH/BtoI/lCs3PqqqaUhTlAPDvVVX98vuP+xLwx+8/7b+oqvo3799/gF9G/P4Q+J33I36vd9xO4DTgAlpAAdgJ+IF/ev/4BuB5VVX/y83O/8CBA+rp06dv81OQSDZOIpHAYrF86ASPa6t9Pmzv/35iM8aJ+32MgM0dJ3K5HM1mU2z+SdZG869UVVVaGEgk9zA3GiduKgDdpH/4j4GPqaqavZkAtBI5sX+wqdVqGI1GIYRkMhlsNpvYhbhw4QL1ep1Wq0UgECCXyzE4OMji4iLd3d04HA4xCbVarZw4cYLu7m5cLhetVouFhQV2794t+olTqRQLCwvk83lRcQRw4sQJjEYjVquVvr4+9u7di9FoZHJyks7OzlUpZddDE300b4dKpYJerxei0VolrqVSiXw+/0DF+0ruHJslAN3vyHFCcjdJp9PodLoPxeJGG+cURVm1iSG5d5HjxDKbPU4UCgWq1eqaPmAfZjKZDPV6HVhuO5MbmhLJvc+Nxomb1uddr39YUZRdwCDw7vuThR7gHUVRHlZVdek2zldyn3Ntuanb7SaRSOBwOMjlcthsNvr7+zl27BhjY2OcOnUKj8fD6OgokUgEh8OBoigkk0lguTxXq7bR6XRs27YNl8tFLpcTBngGg0GYRV+9ehWLxcKOHTvo7OzEZDIxPT3Nm2++icvlwufzYbfbhVHntWiT4Wq1SiqVIplMYjQaGR4exuv1XjcxIpFI0Gw2sVqtaxqESiQSieT+wOPxkMvlSCaTD+RisNVqEY/HURTlgUook0huB4fDgV6vJxaLfai/E1rSn0ZbW9sDZWgvkXzYueUGTVVVzwHi6riRCiDJhwtFUcjn85hMJpG6oCgK3d3dlMtlDh48SCQSobOzk/b2dhYXF1lcXESn07Fv3z6q1Sqzs7MEg0GMRiPpdJrJyUlcLhexWAyHw4HBYMBisdBsNtm+fTtWq5VQKEQgEOC9995jYGAAg8GAXq+n1Wrx1ltv0dHRgaqqIrodEBP+er2Oqqr09fWxZ8+e6763Wq22Kupd9jxLJBLJg4HL5aJUKgkfnAcBLRJaURTa29tltY9Ecg1WqxVFUVhaWqKzc60GiAeTer1OJpMRm6OyGlAieXCRq1XJHWFoaGjV7VqthsFgEOZ7O3fu5MKFC/T09Ig2LovFInx6Ojs7RUqX0Whkbm6Orq4udDod1WoVj8eD2+3GbrdTKBRIp9M4nU7y+TzBYJDu7m5guazfYDDg9/tptVo4nU7C4bDwLapWq/T39+Nyua5b6QPL5bDVahWj0SirfSQSieQBxWazodfriUQidHV13e3TuSWazaaoqJXVPhLJzbFYLPh8PkKhEMFg8G6fzpah+VqqqorBYHhghG6JRHJjNk0AUlV1YLOOJXlw0TynzGazSASD5R2Xrq4ustksQ0NDTE5OUq/X8Xq92Gw25ufnRSVRuVxmYmKCpaUlenp6cLlcWK1WYNkPKJPJYLfbcbvdpNPpVQKNx+MhlUphNpupVCqUy2V0Oh0+nw+dTnfDHY9Wq0UsFkNRFNxuN21tbVv4SUkkEonkXsBsNhMIBFhcXCQYDN43u+K5XI5KpYJOp5Oij0SyQYxGI52dnffd9/5mZLNZMf+2Wq1S9JFIPoTICiDJHaVUKonKmra2NtE+BcsJWlarlXA4jNvtprOzk0gkwoULFyiXy4RCIbq6uqhUKrRaLSYmJjCbzeL558+fx+l00tfXt6oV69pB2+v1kkgkaDQa6HQ6HA7HDdNONJ8hnU5HR0fHAzMJkEgkEsn6MBgMBINBQqEQnZ2d92y7b6PRIJVKAcvpk1pYgkQi2Th6vV5877u6utDr9Xf7lDaMqqoigReWW1s/DOb2Eonk+tybMxjJA4vdbiccDuNwOEQVkE6nW/XvdrudqakpdDodOp0Ou91OPp8nFothNBrZsWOHmHyrqkokEiEajTIxMfEBk7rrpdzdLAFMM8BTVRWbzSbbvCQSieRDjqIo9PT0EIlE8Hq9qzYg7jbZbJZqtYper5fVPhLJJqJ970OhEO3t7feFGbLW9qltWHq93vtSvJJIJFuDFIAkd5yuri4ikQgmkwmPx8PVq1dFCWo2m6VSqVCpVETsu8vlQqfTEQwGSafTFAoF3G438XicQqGA3W5n3759m3JulUqFbDaLoij4fD45YEokEolkFV1dXcTj8bseh1yv10UVrdvtlrv6EskWEgwGWVpawuPx3FPir0alUiGfzwNIIVgikdwQKQBJ7jiauBKPx7FYLNTrdYrFIsVikVqthtFoxOfzUS6XRfz74OAgAO3t7czPzzM/P08gEMDn81130pvNZtdd/l4ul8nlcpjNZlntI5FIJJIbEggESKVSNJtNnE7nHX3tTCYjghTkIk8iuXN0dnYSjUZxOp13VfzVyOfzVCoV4JdeZRKJRHIzpAAkuSuYzWacTieJRAKfz8elS5cIBoMiJt5oNJJKpejr60Ov16OqKtFoFJ1OR19fH4qi0Gq1VrWPXUu1Wr3pjqh2XIvFIoUfiUQikawbr9dLNpslnU7j8Xi29LVqtRqZTAZAhhBIJHeRjo4OEokErVbrhv6RW0UqlaLRaADLPl9S9JFIJBtFCkCSu4bb7eb8+fMMDAwQCARE7LtOp8NsNtPV1YWiKCwtLa1pwHwj8Wc95HI5isUiHR0dt30siUQikXz4cLvdFAoFEonETb3lboV0Ok29XsdoNMpqH4nkHsHv95NKpcjlcltutN5qtUgmk+K2x+O5Z03oJRLJ/YG8gkjuKh/5yEeIRqN0d3cL02VNkJmZmaHVam168laj0SCRSOB0Ounq6tq040okEonkw4fD4UCv1xONRjelkrRarZLNZoHltEyTyXTbx5RIJJvLVlYA1mo1cQ1QFAW/3y8TaCUSyaYhBSDJXUWv1xMIBET0+8qdlOHh4Vs+brVaXdOkT/Ns6OzsvOVjSyQSiUSyEqvVil6vJxQKEQwGb+kYWmuHyWSS1T4SyX2A2+0mn8+TTCbx+Xy3daxisUipVALAaDTK1i6JRLJlSAFIctcxGo309vZu6jGz2eyqCXSlUiGTydyz6Q0SiUQiub8xmUx0dXWxuLhId3f3ulqLK5UKuVwOWG7tuB8ipiWS/7+9+42R6qrDOP48y7JsQKQGFlvYUjBpjBgTRUJqiAmxjW2wAWu0WRO1sTHaahONaaxtk6axvqnGP1GjRGsT/7RCY0VJS7U11vgKlFIoItSuSuOWFdgli+uWKEt/vrh3y7Cd2RnYO/fO3Pl+kgnD3jtznzlz5pw9Z8+9g3MWLlyoiYkJnThx4oInbcbGxnTmzBlJ0vz585n0AZALJoBQesePH9fcuXNZ9QMAaKquri4tX75cw8PD6uvrqzmhMzo6qrNnz2revHms9gHa3IIFC9TV1VX3NNCI0OjoqCJCUrKCiFM8AeSNCSCU1vj4uCYmJrR06VIu8gwAyIVtLVu2TMeOHdOiRYvU29srSTp9+rTGx8clJdcP4UKuQHlMnQY6PDx83vUlJycndfLkSUlJ27B48WJ+JwVQKH77QOlEhEZGRrRixQpW/QAACjH1ddFjY2Pq6upSb28vq32AEuvp6VFfX5+GhoZeXdnT3d3N5x5AS2ECCKVjW6tXry46BgCgwzXjq+EBtK7u7m719/cXHQMAamINIgAAAAAAQMkxAQQAAAAAAFByTAABAAAAAACUHBNAAAAAAAAAJccEEAAAAAAAQMkxAQQAAAAAAFByTAABAAAAAACUHBNAAAAAAAAAJccEEAAAAAAAQMk5IvI/qH1C0ou5H3hmSySNFB2iAeTMFjmzRc7ZuyIi+ooOUbQW7Sema+V6lJdOLwNef2e/fqmYMqCfUMv2E+3ymSBntsiZLXLOXs1+opAJoFZke09ErC06Rz3kzBY5s0VOdBLqEWXA6+/s1y9RBjhfu9QHcmaLnNkiZ3NxChgAAAAAAEDJMQEEAAAAAABQckwAnfP9ogM0iJzZIme2yIlOQj2iDHj9oAxQqV3qAzmzRc5skbOJuAYQAAAAAABAybECCAAAAAAAoOSYAAIAAAAAACi5jpoAsv0h2wdtv2J77bRtd9oetP287WtrPH6V7d22X7C9zXZPDpm32d6X3o7Y3ldjvyO2D6T77Wl2rirHv9f2SxVZN9bY77q0jAdtf7GAnF+1fdj2c7a3276kxn6FlGe98rE9L60Tg2ldXJlXtooMl9t+2vah9PP02Sr7bLB9qqI+3JN3zjTHjO+jE99Ky/M522uKyIn2Z/t222F7SdFZ8tRom1pGRfdnRWqkH+gEtufYftb2Y0VnQT7acSyRHpfxRLY5GU/MPiPjiaJERMfcJL1F0psl/V7S2oqfr5a0X9I8Sask/U3SnCqPf0TSQHp/i6Rbc87/NUn31Nh2RNKSAsv2Xkm319lnTlq2b5LUk5b56pxzvldSd3r/fkn3t0p5NlI+kj4taUt6f0DStgLe68skrUnvL5T01yo5N0h6LO9sF/o+Stoo6QlJlnSVpN1FZ+bWfjdJl0v6jaQXi2yHC3rtDbWpZbu1Qn9W8Ouv2w90wk3S5yU93Ar9Hbfc3vO2Hkukx2U8MfucjCdmn5PxREG3jloBFBGHIuL5Kps2S9oaEf+NiH9IGpS0rnIH25b0Hkk/T3/0I0nvb2beKse/UdLP8jpmE6yTNBgRf4+I/0naqqTscxMRT0bEZPrfXZL68zx+HY2Uz2YldU9K6uLVad3ITUQMR8Te9P64pEOSlueZIUObJf04ErskXWL7sqJDoe18Q9IXJHXctyq0eJvaTIX3Z0UqWT9wUWz3S3qfpAeKzoL8tPNYoiID44lZavG+j/FE/tpqPNFRE0AzWC7pnxX/H9JrK+BiSWMVH/Zq+zTTuyUdi4gXamwPSU/afsb2J3PMVem2dNnbg7bfUGV7I+Wcp5uVzNZWU0R5NlI+r+6T1sVTSupmIdIlo++QtLvK5nfZ3m/7CdtvzTXYOfXex1ark2gztjdJeiki9hedpQXM1KaWDW1Hqk4/UGbfVDLx+0rRQdAS2mEsITGeaAbGE7PEeCJf3UUHyJrt30q6tMqmuyPiV7UeVuVn0/+S28g+F6XBzB/WzLP16yPiqO2lkp6yfTgi/pBFvkZySvqepPuUlMl9SpaX3jz9Kao8NvO/mDdSnrbvljQp6aEaT9P08qyi0Hp4oWy/TtKjkj4XEf+etnmvpCsi4j/p+du/lHRl3hlV/31smfJE66rT9t2lZCl4aWXUppYNbYfq9gOlZft6Sccj4hnbG4rOg2y141hCYjyRZUaJ8UReGE/kr3QTQBFxzUU8bEjJNRym9Es6Om2fESXLubrTmdJq+1yUepltd0v6gKR3zvAcR9N/j9vermT5X6YNTKNla/sHkqpdELGRcp61BsrzJknXS7o60hM3qzxH08uzikbKZ2qfobReLJJ0ssm5XsP2XCWN9UMR8Yvp2ysb8IjYafu7tpdExEieORt4H3Opk2hvtdoU229Tcq2H/enK6X5Je22vi4h/5RixqbJoU0uo49uOev1Aya2XtCkdkPRKer3tn0bERwrOhQy041hCYjyRQbTzMJ5oPsYTxeAUsMQOSQNOroi+SsnM4h8rd0g/2E9L+mD6o5sk1forQNaukXQ4IoaqbbS9wPbCqftK/hr955yyTWWoPM/xhhrH/5OkK518A0KPkouO7cgj3xTb10m6Q9KmiHi5xj5FlWcj5bNDSd2Tkrr4u7wHXOk5wj+UdCgivl5jn0unziW2vU5JWzOaX8qG38cdkj7mxFWSTkXEcJ450b4i4kBELI2IlRGxUskvAGvKNPlTTyNtakkV3p8VqZF+oMwi4s6I6E8/9wNK+mImfzpbq48lJMYTmWE8MXuMJ4pTuhVAM7F9g6RvS+qT9LjtfRFxbUQctP2IpL8oWcb3mYg4mz5mp6RPpDN/d0jaavvLkp5VUmnzMKBpyzVtL5P0QERslPRGSdvTz0e3pIcj4tc5ZZvyFdtvV7Lc7YikT03PGRGTtm9T8m05cyQ9GBEHc875HSXf0PBUWl67IuKWVijPWuVj+0uS9kTEDiV17ie2B5XM1A80O1cV6yV9VNIBn/sa0bskrZCkiNiipDO51fakpNNKvvEi75UBVd9H27dU5Nyp5Mr9g5JelvTxnDMC7a5qm1pspOZrkf6sSFX7gYjYWWAmoOnaeCwhMZ7IEuOJ2WM8URB3zmptAAAAAACAzsQpYAAAAAAAACXHBBAAAAAAAEDJMQEEAAAAAABQckwAAQAAAAAAlBwTQAAAAAAAACXHBBAAAAAAAEDJMQEEAAAAAABQcv8HFJxIJCXpBysAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "coords_ecg = enc.predict(X_test)[TIME_WINDOW:]\n", + "\n", + "# plt.figure()\n", + "# plot3dproj(coords_ecg[:,0], coords_ecg[:,1], coords_ecg[:,2], \n", + "# shadow_dist=[1.4,1.4,-4], elev_azim=(25,-37) )\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_ecg[:,0], coords_ecg[:,1], 'k', linewidth=.08)\n", + "ax[1].plot(coords_ecg[:,1], coords_ecg[:,2], 'k', linewidth=.08)\n", + "ax[2].plot(coords_ecg[:,0], coords_ecg[:,2], 'k', linewidth=.08)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mouse dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Ia5xWbN07hnu37MO9W/Zh6fxBvPjkowqpdyb3AZOC9gxpWk0TQKPpY994DUfNHcx03UQthkbulBK99dFduPJr63H9Vefj/OMWZzqnF/SlLd93K+IdHK/jwEQNxyweLkawQpG/odPO7IVnON3o252iByfq0fe3/Md9hdU7k5dpqWGLfjYL/UPf34hz//E2HJlqZLquapmbrMtOWVT3bg2ibjc8k87T2njrbqHdrf+X/eudeNG/3FGcQB0AoXUTPXaKmvpTLz3F6UHfKvROPazX/vv/FModv++/H8aHbtxYWH3tIC1sUT1qaoebH9kFABivZVToariiqVyHnmmejLy9MLHb8n23It6Og5PFCNQBtNXMKf3JKfQ+Qif5sVqjuJcRfmPd0/jK/2wtrL52kO4UbY1Dz2pVxdXKTtFEOUsd39uwHa/417syXa8ItNO9Gk0fX7/nKTSa7fUjNcxTxEzjh3Nx6PzTROHNsDbKgr59wUUnLaiDE3WUS4RKqW/nOy2MYYjGjUUmhcRspxlKpzuxbI/0XddvyHYxHSyvcjOije71jXufxge+txGT9Sau/M3jctcTyaujXHqKFMqPzka55K+7X9G3GquTz+r8f7oNb/v6Ax28QnfQKpVkKs9/zmpUqVRLO5RLnomcr0xaUYLtKMxDoX9n31hrkTUmGXSSzDgLPcc5Nqcx4CiXvkJRuxhNuHXTro7W3w0UpdBbV6pyeXMul3Tkeex1ww5ZG9rRBTwMtN0uakqRIB3sc7Qzcaa+sSh3zf2L/lXos/FptQmTU9Q0IowKPfzM+gxUxdQO52mzuiZq+pwgUzl8Iu0p9LCONlWKjSOead2/rTh0w3FnofcRsliJ+8Zq+PRPf91xa75fkNYOWePQ05a65vKhHG1kWzSde/tju3HqB27G/U/tTxyrh87JVsZ3Oz3G9MKQlhE5RZOHeqFPT9Sa+O9fbpN++/6Dz+Lif7k9s3xF6FyzgdD9Nppu9K1TNEt/ef93H8FND+/A81ctxEUnJtPL8Dwig7ok4TMQX7xrC9auWZT4PbYElSgXk+JNsbRVJN8paiqXXpfp3HueCLJN3Ld1H15wzMJM59ivk18ZeIa4/pZliDj0ZD1Zan7tv/8i4vM7gQ987xHccP82rF40HLX5X3/7IYzXmhivNzEykF29tBOHbmqNTuhzxhiaPkO5RwMmelOqDMhizfGl9pghXvrMD92CMz90S6Fy9TJu3rhT+7sp+6EpO2OapW0qX4xTVP97uRQohLqGXsmjnAux0NuoQ4Q+22L6eb98+gCe2DNWkBRJbH0uqFsMzyx75uegQzttlPZYGYAte8ew5uqb8FAbyb9EfP7OJ3HC3/wIB8c7N1G2g75V6Fk69EAluD0Th1pvslwOs5kGU7xzKuWSm0PPb1GZJhEeYlrXyJy2ozCvLCbETtE2LXTL6b1AJ0zWg3ElrnD5c6i1GoOfKw493Sdz5+PBexe+df82faEWccP6ZwAAe4705matPlbo6R16gHeunBuFsm5t73VUSvbR4hsUdFobZ7fQ1SiXTKcZ6tIjUugaRWJzLrZ+pXTw1m5X55qosLx1Fz0J6ChL/hym6hkt9DZEMvXb+DjDYGjUmRzmrcIrKIKpU+hbhZ6lc3ILPa9CP+ODM4OO4U119Hx9Mi1TvLPZQm+NQ1crNudySa9wbKqBNVffhK/8Yov0O5+0dLsz8wy+dhRNxKG3baGzsB7NsRwTTtFKaCJU6J5gL3Dqq9ZsTYF2Ig6dsXiymSxo97fpdY29gr5V6FneXzxQDh7mVKOY2blf4VsUA2CmXJqGRs7NoSvRLiY5bNgfpsH97M+ekH6PLXQz5dIK2uLQDS8MySuDTmHlUc5FKyFOuYiy8OcwmdVCt2yeSj03NQ6dRQq9cAu9uOwghaJ/FXqGzlkt2zn02QLfoLA5mEHTmmjQtA0dpvpjztPubLWh7OkVRtnC3cbXz45e4tCL2ldUtEKfCi10ccLhK6VWx1yeiKDUM0QLPed7S1UU9Ww7hb5V6Fmac6DcHuUyEyAqT9OYMSl8k4UenyeXv/uJ5/C9DduTMkSyyJ82WdOuqQ7QimemXFp14gL5KA0O0xugWgVTPuVjORRgwTpoMlz5ivXyCTfzqjjqe61fP22iZoj7RVEKnUcr9qg+79849Ewceplbc7OXchGbKS26pNWNRerhK75wDwDg8uevsNZvenJZBjXfvapagDbKJZ8DsfVzOOKNRe1qdPNKqBcsdB1VV8m5KjbuYrYgzSnKGKLZdaIgHeA5C70zyDL4i8qp0c8QO16aM1I9as7lEn3LJIPKBZsHQ3p9JpmiOHStU1SmfLKgLQ69KKco/9RGubRed/HviOWyxL9xi3gqowK13WPquSnPlYFFshV1745y6RBaadA8eSJmCsRWSuvTWfOhx4o5SDWso1mk8oqlabWoUmB+jZ5ZobfjcMuDKJdLQWM+78aiIs5pFfzejamaDcijcNPsCsaKV7zxZN3aeZP1Ju4L35zVSfSxQs9etkcn02mB2KHTXtWlHk6z0H3G8Nffegjvun4DHt912CiDWkueF1xwGGmgqG7NsVbDLNtE4dkWdVv/2+Cci4LuxSj83rMqaFtoZvq54afpuOVYXpheBpOG9/33w3j95+7GM/vGC5ZIRt8q9F7YKdcPkDl0exm1TdOUJ2PA7sPBjrnDk5at0MrA64SFzmXXLcamPw69GA7dthMyy0SdPKctcRLQPU/e/q1a3LmiXFLumzHWAQudhy22Vu/G7YcAdH6zYh8r9OxldZTLbJkQxNtMy3Jo4tDV9outKhbvDLQ4wZiq0Q3IMvjSVg26oyYfgQ3tRLkUt7GI16M5pimXhqI5dJ0srVIu8cqqddlip6ilTxR8y3yPQatOXN6fOk3/pip0IvoyEe0mokcMx4mIPkVEm4noISI6p3gxk2ilA+iKzpYcLrJT1FQm+DRRLiWlF4qWGY/1t7WnSh2Y4+GNVSRkSpxrGbnTHeViU8R56tFTLoKFnrm+1gR6fNdh/OChZ43HtZQLWqNcOPJEuaRtSmLhvyLBJ+tW74/fXp6skq0gi4X+FQCXWY6/HMCJ4f+rAHy2fbHS0e5gMb8vc2aBN1PJo1RFakrOlbTQ488ssf6JsEUT5ZIlysXkBwgvr6dcUi6sk6WN/pVnRaCVIfFFOJZh5aWi1TFz6SfuxDu+8cvUchLl0qLCy/FoMp/LWPE7Ojnl0qrTd7rMx1SFzhi7E4DNPXs5gK+xAPcAWEBEy4sS0IR2o1xafSD9Ct5OJY9SN/Soh6N3cRot+5hyERW6agmqllQ7FrqJu2TKp61MFrTTO0wTZOv1mCcGmUPPVl/nQu3ier0WnaIcuaJcUpg8xopXpNH9tbjC58+yU7QXRxEc+goAzwh/bwt/S4CIriKi9US0fs+ePW1dtN1UqGx2GOjRfZYo3UI3OUVNLS0qdDFcUKVf1PptAzANaQnDItn81hWerT4Vvs9w26Zd2gkmLcVBEbIw6Xu263RKmYjVTieHnnbfDMX7yvKGZfLSr/jUXXhk+8FCZRJRhELXrXK1d8sYu4YxtpYxtnZ0dLSti7bbN3t1Y0DR4J2+bKFczGGL/NVtwYFHth/EmqtvEurW579W6Sz1qlkplw/duBHXrntKK1Pi3IijDCDea1sxzgZ88edP4q1fXY8fP5p8aUjaDsbMMkSWvvlYK9fpVJfXRuFkbPMocVw7FrrRUGGFR/bkXYGIHeprd28tTB4VRWz93wZglfD3SgBmT0pBaDfKZbYodN7vPI/M2Rb5p3JctdA/f+eT8nmMRU5RkXJJWuhyPVlfcPGV/9kKAPj9846JfjMlDFMnA5FrbzWZWFihFT/91W4A8YQmgl+vqIgGnSiSU7RLlIvueVKLHDNX5O1kjzSu+KxH88GLLPQWk48JbVTyOhdcWETNNwL4wzDa5XwABxljOwqo14p2o1xmCYUuceiAXpnG6XX1tAX/edv+ceU8fR5yNUFWwilqkDXLIzENJPV5isUixdPS1n972bGpYGs7n9CkcwvqWzbqJg/l0ikjRqJcws+0xG4czchoaGMVZTJUWPHjvIhcLmWvc5EuqRY6EV0H4GIAS4hoG4APAqgAAGPscwB+COAVADYDGAfwlk4JKyLheGMssg7ynD9TwW+zJOToTjSTQdE2JB6a4cikvClCXCaLba9aZ0z5bOcFF6l+gPBvKRomx6PObvXqzi2mb9kmwDw+grzKzTS2ojczQewHwWdmCz3P6imSK3l9pUThNBNFKSZaq1gsXeqmQmeMXZFynAF4e2ESZUTCImOA+qY13un1lEuHBOsxcOVSEiwLT3F7mCz0pqI0EuGLmusAyXwqcb51++DNMvgyUy6C7K3EOLeaO103wfBLtxtzbLNAxZ+yhy3m6/TBW+4t9yLOneH3rJx4MyflkoVyCqJcOjPQW520xbbvpIXetztF1c6ZtixNO3+mgt8ltwqsuw6VY5JCR1JB+YwJVlqMhsqhq5/Gtk9/JqalfKxEk9doKNRRFmR3NGr6XcHRLfpJQ342WZBboaecp5tcslrovKu0qniz3ApD5wy3VptSLF9KecdvO+jbfOg6C12FrdFni0Ln98ktLJtFqR4RFbrPmHGDkViH7hrqJdMs9EbTx7u/+aC2jFFRKJa1ZKHzaB39mfrqMocCJn8rSonEE6DmmMYqTkPeTTZpER26FM1Zo0B8U+dLOy+Dhe4z1jFqtfUVRfxd3XldJPrWQk/EHadYMcnzCxepJ8E7XoliDl2FyRJs+PZBIysVcVAr5ZTypqbn5z2xZwzff1AfKGXe+q+UE+ThSrddR7oO1n7X7ri1WK8y5dB5ysUGsVpeNrOF7uv7XhqY9N3QJzo4xtuhchzlokHWJZep7Gyx0CMO3TNb6GoUCoeoFPUvKk5aZry0Tob0XC7B77Y0AiblEvlLor/jYzzqppVY56wlO+lct1rokgzZ6svb59Mse4lyCctmtdB5H2uHwjCu+NCJcc77cItniRy6JtS1KPStQk+E2FlMyKLemt4qeiGSRo1y0Sp0g6IVtzcHTlG9MzX4Du13nSy2AQjY30eZ1ULXbSxqKTIhs9Wr+62Y525z0EoKLWN9eft8GodeBOXSqmhZfAiMFR/lIlTeWnHheyejXPpYoct/661w27HOK9teiKRR49C1Cii0qtRDqZSL8F3l26VyynNIWyLbUvEaLXR1dSH8wO+jld19WUvq6lQdtO3CtnfAdDxrPVmQuolGpFxadormo1yky1tOLXoM8mu1w6F3En2s0NMtdOvGjGlR6N3X6KqFrg+BY9pjYkQJA0soKDE+WeLQlfGfTM5lkjU4MF6zWOgpdE0kg8ZCbyX/xqYdhxIbpHSwUVjtIivlkvW28iq3dH0uPns+eWbzwKYlgDOel+EExjo3ztsJW8yT5iAr+lahq9AvfYNPm/XeSfSCQucy2Ha48bZIUC7isp4l49B9X3SoCmUTHDr/1E8c8XkBxmvmt7pkzXInR7mECj2Dgua47t5n8EdfXZ9aTmwy/vam4iiX8FN7TKQcsl4vn1yplIvQrLVmPgu9VQUpFzdM8h2LQs9hoQvf8+R+z4q+VeiJWU5nxViWR9OhbHtAn0fNUs7jFJUsdHPdar1qPerfabs9Jy1vjDcpCtuKrRXKRfQT3Pl4ekZQfp07HtuNc//xNtzx2O7i4tCtK0ypYCbk5tBTJlHxKPd/ZPVX8D0LrYom3b5xxdc5C73lqByRlnIWehLJOHQL5aJzik5D+tyeUOgZOHQ1CoVD3CCki0P3WXyGNQ5dtdhNsoIrXkMBTd3RuYn+EH/nE1M9w0BqVQHwwblt/wQA4Hsbni2OcrFY6FneRGWqr1WkbiwSjk/Vw7a2+EFE5N36n80p2htjMEDSwOgE+lihpysJW1TF9DhFu9+bojh0S3IunVIO/patbnWnqPgSXttWbPU5mHO52I8DLcShayiXrLxuK1B9FGLK1lZyC9nqTts01+nkXOkbi+Lv3EKvZaS3csehi/dvcBAz5CWZLNcNP52FXjCybCxiGmUTH+uMXCLyRCIUDVXhWC105ZhkSRiUCi9ijXKJPu3WmG2rO4c5yoUZy/H7UFMSaGVILaG/Lk9cNgqLfNQAACAASURBVFAuFc7c6qNcxONZ68l3/XTlpbHQMyr0nBtFzX4YZaXYKaOq1WrljW5OoSeQiXLJuGSdju3B3QphjLb+Wzj02HlsVooMOspF7xRN3KtgodvaOrJ+LI1ltNAt/SFS6B14CLzKI1OBQq+WPWN7tgp7W5kn0Dz12ZA2EYrV8pBT2+YwEVH63BZFM1EuUjWseMNN19+zQGxDp9A1SFhBmjbKGodue+htDUrDsnA6kYxD10x8yieHbHUn46p9xuIYdssEKYYtWpuBW/vqo9Uo58SplsmIK5dOKHRueXGF3vDj/CHtXs3Wf+W+la2+vPKkTRgRVeaziGpplXJpOcpF/G4YZwydy+XS6irM9kavItG3Cj1poSfL2Laam7etK3W00R/yOK6KRpLj1ZXRDyo5fa6+DXWpdxMGumCx2vV5WJdvliO7hZ4skyVssdXnzdtl31gtukZUR5vP3LbpJg+VkNspmpbLJbzRmvRe2e44RVUqqlPDrhV5dx+elFYszkLXIC2SAkijXOLvNsutHQ4u66TRSSQ5dHM7qc0g7RQFtInlfc25qkKWB1zw12Al6Hrz51SE8+Qy6jUAy8aihFzJch2hXMI6tz43BiBQZLpJLg9Mvg3AbKHakFeetHbj1XL+HMhBubSoem1Wefy9c76yViz/GzfIieay+HLyom8VehaLzDYgRKXDO/pZK+cny7Vloec/tyioG4ts9FNCKSpb/3WUi86RafJviAPsTy8+Aeve9xKsXjQUXyP8VJV2ll12NqcoRysbi7KCX2Z7GLZY9+Mol3aVSeww1Fno4nfdJK35LaccacqLX1/MwZM1Dj2e/FqUybSZSLHQizakeG2tyLtgqCr93Um90LcKPWEFWjuwfUDwwX/hCUs05fK3vpxStksWeviZbWORWZEG2/zl83xfGJCKA1Vff3ys5BGWzhuU6mSaulQ5zBy6KluyXCeWuly2sZBDrzd8K9WXp24bTQboFXWa36g1ObKVE3PwdNopaiovKXR0LjlXK/WqyeY66U/rX4WeGMDJMhGVoD0mWn3Bpy4JWkE+0a5HuXi25FwGxdFMUxpCfbYwOhb9Hg8wrshJU06VMROHrnzqqJnORLkEq5TxcHdr4BSVZcldd0RHJGGiHES5kifllCNlEESUS6i45g6WO+8UNfQ3iXJhxXPoMT2Zvebr7n1a+ruTxl3fKnTVCrQ5jtKWrNzrrHuTSFEcerfj0MsZNhYl2lQYkyaLT8cXJ9pMQ7l4mrbmsqlKW7eaCuRLtq8trKwT3KXPAsuU31e96edOOKXCtHIC5Ge1/qn9eHzXYeW4Tta8FnqKQg+vNhly6HMHypkt9Lxx6DJXLivx+Pfix51qOGTBI9sPSX87ykUDmzUZlTGUBeROys/1NCZ6ewpd/306EW/994xyxFSH/ncgGDTquUxS6OLvSrnwU5wAopYWFLvJ+vENFvr2AxOJc+NVWfClIry/cdKSZz0vfMak7JD1pi+tSNqB7eUP4rP6q289hEs/cWdCLhV5xUk7j8vCKZc51VL2F1y0aKG/87pf4g++uM7Y36T7ZsVTLrbNihxf+vkWvOGau43HnYWuQSLKxdKBbTQDEHdIvYXehowpYX9F48hUA1/5xRaFuw8++UtS7BuwzJaxuIlIPE8Xh97wfVy77inUGj6++j9b8dC2g0EdfqzcdbviRcUvy6FX6P9yy2OJMlv2jmHr3rGoXEV4O8zuQ1P4/oPP4p4nn0tc+9ZHd+HHG3cmhQLwL7f8Cv/wg0e1x3yfRfw5EKwCTE7mVhE7G31c+dX7cOuju3BwvB7WnWI1p/R5ju/+cjv+8gb9+1vV8xhj2Lp3LHmt8JNTLkPVslGh/+jhHfiLb27AhmcOYP3WfUJoZlzmwHgNNxpeQXjjg8/i55v3ysYGA25Y/ww2PnswscmIy/6rnYfx7fu3aeucrDejZ3j9vU9j045D+Mztm/HckalEWR09+cSeI/jehu3R33//g0dxz5P7wnLFTaxZ0McviZZbRUfZmZJOBceEcy0WejuKWLYczOX+8+6teN7KBThr1YLc1wKAD39/I765fhuOGx3Bb500GsoQXLgcWehJQUyRBj5jKHmEZrhZRhdOqKNcvnnfNty8cScOjNfxqdt+LZ3D5eGUi8Shh1Woz1LaNi18HxmMuy//9cm9Y7j4o3fg8298AQCu0ANFM1Fv4s+u+yUAYOtHXild48qvmVPlfub2JwAAf/uq0xLHfBbUy1EX4tD5vb7nmw/i2w9sS1wzDfx5PLz9IB7eDty6aTdWLpyDn//1JcbILS9lA9njuw5j3mAFy+YPAgD+/L82AAA++vqzsH+shmrZw/BAWWsUfP2ep/D+723Ed/70QpyzemFcrzDxAKGFbhg3b7v2AQDAdx4IFGBEBQpl3nn9Btz5+B48f+UCrF48pFYBAHjdZ2MLmIHhf3/rIQDAgx+8VGoPsd733PAgfucFKxN1XfTPP8XeIzVs/cgrcfV3Ho5+/+JdT+Kmd/4mjl4wR6gz+Kz7Pu54bDdedNIoXvrxn4Ex4PLnr0jUrX8BSpctdCK6jIgeI6LNRHS15vibiWgPEW0I/19ZvKgybI4zjqjd0iiXJld6OoWeW0SF2zNX9P7vbcTln/lF/guFOBBabyIFEFvolo1FiS/xueLLpVVFG1Ao8nUAYN94LZSnJlniYnkO8fjbv/EAGkIcd3SecF3xOS+bNxjfgyq7xkLvBHzGonS/REE+cJXH//YDesswDbo+w7M66gyEt117vyCXvr5LP3Enzv+n27TXO/vvf4IXf/SOsGz8O38e65/aDwB4+rlxpd7gk8ehD1VLmV/ioMuH/mxIpdkosp2HJhPXV+thyDZ+9x6paX/fP17Hxf9yh1beL921BW/+j/vw40d3SddQUz+L4ZuP/cNlOG50uLsKnYhKAD4D4OUATgNwBRElTRXgvxhjzw//f7FgORPIlJxLCR/bsncMj+0MnEe3btodlYucon3OoXPluOPgBM744C14bOdhgUPPkMtF42gW2yS5pV/k35OTFxFJGRoZQzRp6JyiALD1ufHMYYvVctx9k/0hLFPSXycrTBNx3LdimaolD74Yh55S96d/+musufom4zXsfSZ58JaNu3DBP92Gyz55Z+6l/u7DU+G1k8+Ty6M+Ot4WMeVittBNMvHPP732fmzefSSzvMH1k/Xx7+0qz1rTx7/eGqwy//hr63HvloBK4c98z2GZlvmWQuuI0T4D5RIGyqWuO0XPBbCZMfYkY6wG4HoAl3dOpGxIWGRWRRXgxR+9Ay/7ZOA8EkOJfEEBqbj0E3fimX3jid+zoFtRLrdu2oUjUw184a4n8XtfXAfAvrEIyoDl8BmT4td1fgsd5cKtaCJoLPT4GJDcrNT0WUIZyGGL8QARdyaqt8XrqJTbs9BNoY58nPp+bJFXSp50j2nP/KM/fjysy6TQzeeblMKOg5P41c7DBr+RVRxjWdVPoo6TyELnlEulHIQMttDn+aTww4d3Jn5LPVe4zqdv3yycXww+cWvwnH7y6K7EMdHgafoMB8Zja9/3WRTt87evPBVAEBrd7Tj0FQCeEf7eFv6m4neI6CEi+hYRrdJVRERXEdF6Ilq/Z0/622BsUDs736knQp39TWhGTtHksefGavj6uqfyiJhY/umvXdzD5Uqb0wyPbD8YHbM5ReOdjQybdx/BrWHHFTnZgHKRz73mziexfut+qQ4gTq5FSgZ1nwlO0fCzrFAiIgfNIfk7hAuJGzYSFnpBlMubvnyv9ndxhyzvP5USocliNZR13OomjUe2H7Sez5TVk0k+6TehF37uZ09YZdKFofKf1Mty8Xn+loEwrUMrfdv3k3QFY8D7v/sIrvzqfSmyxt+/9PMtwvmtJefK865P8Rk0fB+HBQd53fejNhkZCPw9HlHXLXRdr1FF+j6ANYyx5wG4FcBXdRUxxq5hjK1ljK0dHR1tTVIFaqNwZ4ssZNJ61IF3PNMAGanm8x3reEgVWZMYZQE3nKqhEuMJo4CUsMWwnR54+gBe+vGf4cqvrQ8tT4F7R1JBbds/EXVg0armA8Mj1ZqLrVc+UQwoFnTDZwlFYMolPSlY6CafSrVNhf4/TyQjYoLrxasa/r1c8iTLVLUwW7HEX/VvP7fK5TP7vek59Pj7R370K2v9ct+V5VTpMpF+AmK5Wnl35s0bd+KU99+ckOE/73lKokd1yLOS0SHPuz7FyLj/c9Mm3PX43ujvRpNF45vTgx513ym6DYBoca8EIMUUMcaeY4xxMukLAF5QjHhm6Bplopac4YH0pVdMEegV+tBAPoWehUPPuqMuC7g9zGmG/cLyz7axSLeTdsehSfiMCVSN/WUBulhxIiQt9Mh6D5BQ6E3fmsvFbKEr8kQ0SHscugniqobfe9mjgHKJ6Bj5HNPknWeVxiD7EABgTqUUH9euxOTfjgjWZFraB/E3tUV5UTX2v90ssVkVny0DZyu6M89z8IRH8NW7n8KjO+JNRKJC5ytF6gEL/T4AJxLRsURUBfAGADeKBYhoufDnawBsKk5EPXQPSs0zzDJq9KbB8uAYGShpf09DFg690N2LioUuetitbyzSVLXz4CSaAofOELfT765Nhn6JtEE88JOvrOPWHJ88B8py24r5xKP6xMmCW4FlT8odYopd71SUC5epKThBy6UwxBN6C71Qhc5YQqEPC/1UV6V6nZ0H40gRnf9EPRZNxjzklGJZxHPKOSx0HbKmajAlAmNgmXl4wP4cTHRMyTP3r7rvR32U98Ouc+iMsQaAdwC4BYGi/iZjbCMRfZiIXhMWeycRbSSiBwG8E8CbOyUwh5YLVnc6Gsom834HJ5peATknJ+UiK3R9mSIpFz4h6agje/pc/W8+U96V6QO/c85KfODVpyfKi5kMRQtd1OmShR7+rlro9aafsvU/uM6gotBVxLx2hxS6QLlEDljPCyMrgjJqs5om73wKPUm5DAn9VPdM1e34dc0z45BXlzKlEivy8FOpg7d5u/6hrO+ANWXRFJ9FputZFK2pr+k2I8ZysWiyGYgoF+poPvRMmoox9kMAP1R++4Dw/b0A3lusaGkyJX/TbXzhZeV0ufJ5vD9YfEy5kIVDz5rzIgu4+LoOkyXbogi+mUiMX2eMwSN9O4nWFB8YQdhijCCRVfCdTz7cgcYxVfeTG4uEurlSrIQhgvE9KJN0+LdqxRYFkVeOLVPCeE1IzqW0a92goPJYsgwsMRmWBXpJpzNUpWRLeqbLFKpuCovLyp8V3tfaVFxZU/AaM3CKQmVA03K98VpD+7tNZ9SbsVOUP5vAKdpFC71X4TOG+XMqWDpvIPpNHRiic0pHCRy7ZDg4j1uUWv9v/iWSzrGkohNOUV0Ht4UtmpKXSRY6gvYteaSlpnRJswiKX4IleVjVygwSXQVlloe7GXURFyWPoKMFVBk6b6GLHLoHnn0R0FEu+k6Qh2v2/eSKUrQWdUojmcY1/p70WyTLsehvYQUmXEsNFW2Xcslq7JjGkG4jmw02eScNstiqFx38fBx5XmurhlbRtwqdMWB07gA+9wex/zVBrUS/6x1rKg1hWj3lXSJl4dCzWiFZEFvoyc6XZWOR/FtgeYoWus/MjmO9hZ6MQ+elIsqlInPotWYTTcZwzOIh/P3lZyRkbkTKU166mrJvdswp6gsKnVumJZL6WpJy0SuFPO+YZGDS254AOQRU16vEuH3A/iZ6fdgik8qqlnm0UinIQs+q0E1UFmPZY9kBu7ymYzbdIGbe5EaQR9T1OPSehB8t/wWrxJAtkDFVuQafvONxJWFSVkUo9Omw0Hlb6CYJWz50XQfjeb1FqoZp2pxDttCDTzUOnUG07oIjv3WiHL5abwRWTYlI68iNrOGSZ40i0iXnKhIx5RJfqxxuLIoNiQ5a6Cy4N56zJ6gnuUoSYaNcbLtzxXsFNCthpY5qURa6ZmyIK3IgoDxsE6Iqgk1p2+Q10SQ2+iR4HWHwPbLQeyDKpSfhMwYCSQ7ApPMz+iY71gTOEwDEuGmOl5+xTFNPqzKKsugrKTJskWtPnWVjzYeuEa2ppEPglmhAuSTLSxa6pj15HZFTNPztohOX4Pa/vDg+NywjWvcS1ytYgbYVED/WOQ49tlqZIlPku1HOMSmeXIqPBcphb7j1vFr2JONAV6Xa1+QMmaaxI9NLgOL0FuqJon28YpyiKkWkq7PkkTnKRUO52NraFnFmuhfbPTaaTIigC36jHohD70mogx4wLxsZg9YBxEOOGpECiiu7TFDoeS2NLDtFO/HSBZ1Cz5ScS0BdSVjG29Aj0q5kpCgXgXKRVlAsvr74+1BVDLcLLXQvnqylZ8flKskKPbEZSYlyse2qzIPIWvWZZCAEYYwyJcFRb5iUQuuTus+CVwL+5ctOwpKRAZy6fJ6ksHVKQ10NSs5mRYYsk6VKtcQrlWLi0HX9WH3OHpE1yiUZ0da6FW47ZgutbAh9QaRcnIWugR9aKDYLXYpE0ERElBWFIeopNUdDHohnmTpEJ7b+66x+7jDTc+jJ30QagZfhSkRroQsTk9jWykZRrb9CioQJFaRHsfNVVDYNYTKWKAN1ac0t9FC56DJptgN5pyjCawRhi/zBq8rEGOWSQ/ExBM/7klOWYv3fvhQjAyVJYdueaVwm/q4qTx2dxevkzzoRvhj2j2hcdcApqrPQbVEuSdrLFupqU+iG31MmiCSH3uU49F4FYwyep3r25TLiOxl11pwayidanqICyPsAZE7TUKbAh8sl1lIu3GrSWeia33jHF3lsFk6iWgvdT1roCf5S4xSVBEccLikqdFlxx89O57iL/lY49M4pdAZxh6QYxqg2ax7Hmu36Yht6JFMPuhpVxSe2WUKha9o82gHLxwvkPsUnYt3KKg90sd9qlSWyKHSWLG8Lz7QFKBgpF5tVr4tycWGLevBt6aJysVIuGicPH+yRU1Q417PUm13G+LvJ216khc5FtlEuWS30hkK5NP2YCtFBR2kFbS6voHSxzCotw6/DL6Xj50seWd95qobQFU65CJEe8STjSZSLacWYqCvHAFdPKXmEekPk0DUWelM/PgB5VccEX0dQLviMfRry3+JqpSRMxO0qLt1KU6WGPM+8UYchmRdIVf7icZv1bnSKpjhZ+eHohS5EbVNRNvSxQg8ax5avW1wq6pw8kZLTcOgylZNPRvU1WTp0YrbWLe3jF1Ukr6cTgQ8cTrnwXC6m0E4pzt9n0eei4Ti0LlgpJc+VKJdwEHgihy4oIn4dntlQPE+EmF8lKN9+V5dpu+CTT3RAsApiLBnOx2FSPFm3uItgUPorkcKhp19HlEc0AsRJCUjGnTeVv8XnTYTCLHSdf0nt2raVl45DV+tsGia1tOtG9dkoFz/ulzxDQC8k5+pJBFEuMuWSNamTGi+r49Blq7F9Cz1P2FNe6CwNay4XrQMtVJwaykUHydIJvzd8hsXDQZjZa89eESq45OSprrJ4SCr/XWehB3y1/vkCyU1QutcLtgpdrL1oLMT50IO/dZSTDnlzuag+n3QO3ez4lBQ6kxW6aoU2m3q+PV5ZFaXQNRy6cl+256ozIBI6QriELe7dRK2kOVkj41GKQzee0jb6VqEDPD1r/HfrUS6y80bsG7Z6s0KkWUxVFBm1yKGLpog5dI2FrqlDt/mqyZgxd4XIP/KB2AzPOe/YRTgmfDekulwHkhkZ1Th007OTNhYlrOFgEPFJ26bPs/pI9Jtt5FDKpkArqW2d50UWZpmTK0rJgND0q7o6PoQyEv/O9E5RDjHfffA3i8qJHHr7lIt8PmNJCsU6T7Pky1Js8fY2hW5andrusSnIS5Fh4Sx0LTiH7kmUi1JGcOIwTWdPJhEy87r5ZIy/m18zVtzD5dfTWegxr5lNBjUHhS9YzjqI1l9EdfmBw7BcSlptZGzr8DoShy7TAR4FlpltBVRv+kFETgbLPOuErYuqEa0wng+91dVYbqeo8Ld6nzqfjcqhy3RDHPPNHdPitQDBCcr9BzyrpDCBeRS/TKVdC13tx7rqypZsh8Gq0qzAAbkNrBy6z7SJQWwGGX+nABAbRuSconr4fnIbbXanKB+AspIRx0QxlEu6hd7u9mhdXTbKJfvGIm4Jx7v+GMu29V/8reGHzmsuo2Y1pEa5BM8W2qV7kzEQUYKLVJ9Ro+lLsewmqojXqYMYH6/eo7gNXs0Dzst1lnKRn4W6ctL7RZIWL0etIbexbIwEnyqHLk5q/NPzinOKNhRHra6dLPocDCyxUknoiMxOUdMOafs5qm5xlIsBfAkkWd6G2Vi0ogAxltkctugpSiYPZKeoYTAX+HR5Xbrwq9gpmjzP5kDjHLraZolrayrhVn3Ji1dSOn+Fmu9F5b9lRRo8mxLZk3PVmiFtQ+kK3TQmP/jq05RySePBF+gJdYdkknLRX6eIsEXVOZiFQxflkaJcfPtkGedy4ZNa/LtMlWW7F5Njs660t0oDAvbnqhpygJ0Gs6dj1lMutnsUN52JcehFjnkVfavQOYdoV+jx77rBqDpFZQ69AAtdDKszlCkybJHXpdtibuc1k79xPjFaxTQ1lrUAnYXOOURxwDY1k6fEoUfUjjmemcJwVXEwqRNmreEH1mIGysW0JV9VFrrQV9FyVFd8aovkiWW2QVpRKvepu1YiykWkG2xOUaWqKCxVUex+uGooaVZWNpQNCdQaStROlBJZiFiyvlcV6ZOqRDulcugaC13z7NT8R6KcLg7dAG6hDAr5tNWH5bO44+m4spJiUclRLkI9uZ2i6XUU+Wz5/eosdNvGIt1vyfQIQZu1ksCs6XPOW1iGRxx6DNVf4UfnILy2XDfnaXWTNEc9pFyybCgyWeiqslAVWCCvwKErE5A6yRhXaTnSPwQcuply0U6wNspFedmFzVDiHHuCcvEZSp6YCC6jQjfwJmI/9oWJU8ygaXvBBGPpoaPicdvGolbi0MWJPX7XgqDQXRx6EgxB4xw1bxB/8qLjAZgt9CZTPfrBHxXFopIoF41V2SqycOhFWui2vDA2XlMbtsjj0MN2qEcWeisK3U9sEopXQ4KFLtJbIuUSxaErm0lC693Wvg3fj5ynQJJrlXwvhuebsNAVyzQ4V/TJyBvVEsqkBdqNCDhzxXy8+cI12nMCDl2QVZl8dHxwIgbbwB/7jGn9BTKFKdYTn5dnp6jJylZz08TZHGPfhtVCV1Ya4j3EsuvbQEXTZ9pltm7irEQvZBdfih4cc1v/DRA5xItPDlKIJkKSOJfp2zl0XXIuiQbI2f5ycq5il9s62CwibgXpXx6skUtIggWIFnt2eZo+IuVs2pQiygbwyBjZKZq00EPKxcLz1hqhcuE79KBXzkH9BsrFYKHLDkMhH3rUn4L61GY1hi1qLGfGgEtOOSrxVqLoHMak/qquRHSTezIBV/y9pryfVRfRE1N66vFwomNKyoaMfduUs159rSHvB2KbWH0jGkeq7e80ykX/IhiNQi9rFLpooXdOn/ezQo8bybRpxuQUVd/EraMBJA495xOQB76+TJGztc0ianVjkfgiCfFv2wBSwQeU6OCMcqUL1VTLHj58+enROZGlZ+BiCcFSm1natxZFuSSvJ96PKJMK1fjTOTtFpRFZ6M1kOd3fUb2GlaUpbw4QThbCIdVS1Vmbqo4X+/WUZadoTKnE54nHxfcOiJFFWceNycqWKBfBUStRLhYLnef0F2FzkqbtFB0sJ18WrxtzolOYt0HknHdx6Hrwly0A8cAzDYymYlHwjpLcWER410tOxItOGpU59EIoF8NgLpBPs21Dtr8kOlle9TNwa8mkYHSI8r9odvOqFvMfXrAGIwPliHcXrXr1vojCaAGNlRjJ3/DD5b/ZwlVl4njHi0/Af//phQl+Vpd0zPdjhVZRNm8l+VutKMZw25JnWRExeXJVJ1ptGGkirttAufhK9kwml1cVflP4nUcg6e4L0L8VzMyh61cNlYxOUXXi4b+JyGqhNxlDqUR40wXH4Hkr52vPj2QS6E3ejFIulw5a6PleZ98DEL3OJn5Yfk2YsMTmm2Y0oXTv/u2TAAAPPnMgKp9X6cqOJX2Z6aJc+BjQ0is6Dj28aZ5+th5ZGtnl4THa8nZwOYujCB5bnsbF8ugVSakoZWpNH+VSbKGb+HAgOchPWjYXZ69eiFs27pR+5+WaijLj/SNazTRjBSedr7FqdeVEn45pRaRuLFIVv45y0aVH4FCVp07WpvBp2mQVPJv4bxWEJBVljnJR2zn4W3xpifpOWhGqnIDumcTfbRw6j2ZS80fp7pEf5hvrAMehp4LzrICg0A0DKLAo4t/jlzfYolzsDy2TjIYBLJUpcLq2US7xS6LTBzoQWyvR68TCzt5KThTOe4pOUb6BRRd9wh2dPoO0QUXHoQfRAmL7JuWXcrkY6BN9/fF1pHMU52BwXSFfh+IUtVmHslPRZKGbFTpT7kl9Ljq/QObkXAmFzSkXYTxpQkaTE3FSbt0KzxSJJN6DmIpWVOimyYBfX+3aVsrFGoeOyDgRV27aF7ILK3/xWQL2dL9FIJNCJ6LLiOgxItpMRFdrjg8Q0X+Fx9cR0ZqiBVUhWugmSy7m0PXebNXhJ9IA6maXPLBxvO3Wra3LspKInaLJYzqFHiXnUlMMt0K5cGvbi7lgPkh1E4NH8Rt/ShRbNeqGGL6stztFfZQtO0WlSJUER8/7lSwftxiZII7PYge9SjXYLGLb9fmfpTQL3eIUzfJyCLGM5BT1mSKrLL8aBhxz65A2c2V3iurVUE2hfaKUyCVRoVu2/vssYcAkaTBBoduiXFhwz2Kf4tdQIRqY6saikucVasQlrp1WgIhKAD4D4OUATgNwBRGdphR7K4D9jLETAHwCwD8XLaiKps8iztKUp4Q/PJXzqxsoF9PW/7wzajYOvbiHa3tZbsmSnEt3f9xJpip0W9yvCm5VlQULXc2zLoLTKDx2nV9LpQ+IKHQus0TZlQAAH41JREFUCddS7muq0UTJ84TkXHprW3cuF02dvEQnu/hbw2eoeF4i9wynnMT20F1TVXziilGnr3gkkCheljh0lVIQnY4J5dlMyirmRpJDN2MqhkiIQ9fIoOvvpkgedbNTZKELjVIxWPfROYa21f2dRrk0mvKrEXX1AcmXwgBx/yuXum+hnwtgM2PsScZYDcD1AC5XylwO4Kvh928BeAm1YsrlQLCUD8Q3cXaiRaFLk6k6ReU4dKGenO/9FJ/bdFjoNjFLhklPHXSvPXsFACESqCw7RVtgXKRcLlz71Jpy26sy+uHSVqRcVMuJgATlot5XvRlucomcUfJxsT8kd6LG8oiILG/JOhUieRQDoaFasoYJSBe2CCB0DCfbiSu3itBJk5RLujIVFZiaD12UW43aMUXBMCZTEomVh0GRmV7knYVyseW5V6lWIDl5in/WDO985XU1fIZyyZMVuoVDF4Mx+G9qltCikUWhrwDwjPD3tvA3bRnGWAPAQQCLixDQhIbvR9aX6X2ZokWlS2RfViyJ7ljoQvk2H7TtfD72Ewn/lXPOCj34qlM0b9hi7BQNr6dEGEkyEqdpQrohLKPSB/qNRaqF7qPkedrrBPcjKzAZdppG3dBUbwZ9sazIKyoh9To2ykXcfKWTP/JNWHZM6nKJq89aVOgJp6gkX7zi4PWIMvPm4JO3aihF9RjGgEmhSymZfTHKRaCarBx6knJJRLlo9IIO4soyu4We5NDLHllX0u0ii0LXtZh+BNjLgIiuIqL1RLR+z549WeQzotmMc4SolhEHbzfVopisB6lC+Y6zmB+OzxXHUZ63sqvymHStbendzvVUDJRKievpzhmqluFRrJQqSmx1K+subumVJQenJcrFo4h39Lz4GSQVesy3cyQ59GZw3bAS1ZKzWeiiNaXeD5BMCNf0gxTBnM/liqjh6y3Z4HtchynHiphCWJKdMcmgASAp90CGZJ9Vf6sZLHR1pyiPcIqcwsp9iT6DcomMlIupf5oiVUR5G00/uqa4U9R0LkXGQXbKpdZowoQpYWUptrs+s6mwsSjSLbG/z2fFBkOIyKLQtwFYJfy9EsCzpjJEVAYwH8A+tSLG2DWMsbWMsbWjo6P5JA7RCDsPkAwX45A2FgkNOFGTIzh4OSlhlPBdfTFAZhmV9J862PKRtArd+SctHcHWj7xSuFflHEWu4YEySl78OjOuCOsWRWyTpxnSJ/ysKOmXJvY4inJRLD110PBwPkmxKuNqqiHnclEtOTX0UK0fSO5g1EW5+Cym/8qKvOr+B1OopEnpmJyiTZ+h2ZTf76pa6Lq8JFN1hUMXKAaxjRNx5pxyiRS73N68bL3po+J5RqeoUaGbKBfFQueTTFVyiur7Y7XkJVZIoqy6v9U2O/fYRdH3uN/Kz0RH08T54BHtlI7kNaxeikIWhX4fgBOJ6FgiqgJ4A4AblTI3AnhT+P11AH7KOhlsCUS8JSAoHcPGCXVgTYYzcSKXi3Cu9JLonBx62lvYAbtzrlXo+TyZQ05YKMq9DQ+UUPa8aBUTvQQkJZeLVh7OL1MyBFFnWHlEUW4UMWRPXQpz690a5RLSICWS+4gom+57IEfwqUZQ6KJX/FC5ipQLv8dGmMsmlhHCd/H60mUiRVYpycrjnNULous3fGbdYKOLQ1fbcUqwSNW8KbqwTv6TGgUTUS5NbqHH5USYKZfkDkxVpkZTzOUiUi56FVYt8Rd2y78nsi1KFnp8cN5gGWeH7Q2IG+1kykVH04gUMKcPo2NKqHTRSFXoISf+DgC3ANgE4JuMsY1E9GEiek1Y7EsAFhPRZgB/ASAR2lg0Gj6LrLyysvmFg/+pPliurLh3Xc2IBsjWdV7Oy0YJqDKq5fPAlvlNpU6iaypyzR0so1IiTIbWHG8jHS2VhogP9yiaLeuRQzrZ9TyKeWcxJ4iOQy+XPOle1OZl4XV1KVcBu0Ln96hG4pgol7ofbGJK0DrM3AfksEA1+iReHXHlsWi4isufvyKSQzRoAN1O0fSwxUnBYpcpl7hs2SMNh+5r26/uh05Dg1PUZBiZcrnwcRrUHV9TbGcT5VIte1oOPWscOikrQNFClxS6hqYh4f75i7M51Em/aGTaKcoY+yGAHyq/fUD4Pgng9cWKZodkoSvb0wW5wk+5gyesTx4bLbT80EDcNHkbv251vAUolHLRTBr8HrljUl3FqAN/dGQQlZKHCaWNVO77Q68+DV9f9zQ27z5ilEe0anjb1gVFoYLnivYZ3zwU/K6+eIAQOGvrvh++LFmfY1p8cXKCPjHQH0H9Bt7dELbIQzN1y381LW18TVEW+RxxD0AUQgl5w0pd5dCV9rSlguUwWejiinag7EXPLF7x6h3+jaaPiic6ReXrmSx0U9iiqNAbTX3YomlTUrXsaXeKJhP4xd9Va1vOdRPIUlKiXHTtzNVIFNKqWUnlXfWnoW93ivLIAiC2Qk3pQZuMSbMvt0yqFutzxYI5uPd9L8E5qxdY09LaIHGAhjpMm03avR6H2JkqJU+aZMRrvv9Vp+EbV56H1YuHUC6RMOnJbcsV85tfeCxefsYyqzxieGgc5WIJW/QociR6BCOH7lFgDTMmP+OXnro0SqUMBIM92plqUM78XBGRb0ZR0HH4XvxbYCwk45M5RJ7aFPOsXl/c+EYCZSbG5fMVCEeScklfVRotdIFSqZa9SPmIUT46KinNKWoMWzRY2WLxhu9LMnGYKJeKkXIxW+ziMyGSr8/9bhXlOVvf3+sHekcXldOpSJe+VehaDt2QHrTpM6nhoygXhYZQl61HzRsMlvY5G79hGMCSjL5ZsbQKnZVaVRW64sThHXzuYBkXnrAkKscdaDwOPc6HnjxXhHhcVOi8aW2vsquWPdSbcQ51MlAuREm5GAveAfrbpy2NypWEEDGbha6uwHh/qnj6SUCMLW5EHLqnjYkWX74sPp8pRYGKiF7/VxKVR8zRq5u++L3q6rBBtNCliBI/5qsHyqUEh676pESnqES5pITIcpicotK5TTFsUezTZgvdZxkoFwOHDsgpryfqDQBIbP03pQvgdF+96est9G5x6L0IxuIgfyBblIu4Ey4OWwzO505SXccqt7ERQLSSTDGuaorQdqCTU+zwlVIyBlaMqIjLeZG8VYVykZzFgmLjmFOJHVxRVksNH65V6CUPtYYfpQvg5RJOUYr5an5MteqBIJJGTZXMIafPlduN94NEZEwoBlcSg5USag0/CCEs6d+OJFrBJgvdFB8uUS6ERFy+LcpFpCtMkDjqpqzYotzjFS+iJNM2FjV8eWu8LURQRCaFLnDoWTYWcQu9yZg0BhIK3vBMCLKvZLwWtFUQnpqu0CslQqPJUGv68oqiwxx6Xyp03hZlYdCThh/mD6TpM2kbMR9kwyFPfmQymH11XF655GXiI3VoWGZ/DtFKancZpueRFQs9waFzSkJW/By8M06EHXpAUNgNjcU0KBznytbzKJoYuBLRKb9qmSt0MUGW3kKPskBKCl1Wqp5HePHJR+GEo0bwjhefINVhy9TIZTWFOnILee5gGbWmHykyXSimafOOGvetO6fseXGUEuLIINFBJ96rCK6AbDBRLrWmoDxLXvScxXBMscn490a4UklLlqeiWtJHuYiomzh0i4UeOCWBF500inve+5JQdrmcOOZUp6goL+//JeH+ALOhNlAuYarho95kyjtQ9cEJRaEvFbrqoCMiVLyk4o05P7nhuUXOFfqhyTqATljosXVgevAyd5nrMvH1NHKKhlul5CXiZqME/IplK54DIHKSDgptpBtgkkIXFM9A+O7XI1PB5KlLzlUte5hsNEMnY5jWgSiRv75ajumNSKH7yXSzZY+wYKiKW//iRThx6VzpWrYIJN4PkpExwbW4Qp83WMFUvRlRRFqnqMaQEOVWZQH0YYtE8eooctBp4ps5VIWui04SLXSRAppqNIVNPHE0EafhEtkYhegXkSbKGodeKeuVsnoulynLO0UHIg49nOgN3LU0qSn6Q+xLE4IhksahM8ZQLXuYajRRazTlZGKeXo6i0JcKXQyp4iiXyJrAX+y8fLYd4Qp9wmKhC5ESraLh+xEFoXLXHNKbYtqNQ9cMGLFKHeWiS7pVkZa0we86Cz3iNIXyA8JLu0XFMxDGGkdLVwPlcnAimFznVIPyHlGkFIfCaw+WS7FCb8S0mkq52DZBZeHQVYdbrNiCe5g3p4Kphh/GX3uSouGXFidyKaqkYVboIuUihp3ySY73GVE+dYLknC/HcDUZ0CYqfXX1wP8cCC3dps9iestEufA4dB7lkZFyyZLwrd70o/vmfQMwO0XLpWBPA2NBH+KGhkpFiX+LIYgE4N0vPQlvPP8YDFVLgoWuD2cUwRC021Q9tNDLooXuOPQEdI61spfMYiYrdHFghZRL2DEO2yz0Un4LPXiYpZAH1i+BxUHeiTh0ETrKpalpSzGDHVfE3LIWJz3dOx7F13TxNp9TKUVlxmuxc0lFtexFkyufCEteHHEzNBD8NqdaihQdVzK1RsBViuPbFNIm3rf6ncuhO3+yoVroZTRCRadSLnz1J+7OlK1Bm0KPaTBxxWOjXFSlqFroXAmOzh3AP//OmThp6Ug0eQLxhM3vj69GAqeor1CDFqeo54UrpaSBYlqlqn3hx+/+LZwn7NIEgsmCyzh3sBLfVyVJ1/z1ZadgoBzsFG34wY7hwYg6lGUQDSp1hT9/qIK////OwNzBctSeFSVboolKHSh7IeWiRLk4Dj0JXQpWVVnVm8HsOFRNzsyT9WYYNxxs1x6ryVEvIsqel7vxm+EStFIiIw+vvssxLxhjkcJRjkTfdP6AaLVjSHhULXkYrHjYN1YDIFMqfNDPEwbYYCXZhsMDpeg8PjB0Vlm1LFjolVh5Hw4nk6HQyhwol6JnxZ/5WK2B4YFy5teTTWhWbBwVwSqWzgkno0nBQgeAsalGImyRr/4yWeiJaJDYQuf1MBZTYVx2eTWi3J9yT9x4GaqW8L9+YzUGK6VoklblFC30ajno/+LE1PD9eNdmyYv6cBBzHfu1VP09NqU3asTbP250GCctnYuFQ1WpTMP3o74zLOwRGarKCn3JSBVvu/j4KKvheK2JoWoJ5ZKHqrC/gkNauQvfxSdSKcU7p0ueJzEBYwZfBefQg7BFZ6FbEXHoinNEVOhjYWflykZ9cFxpccvRI/3yrZ3saHwJWgmjN3SYqusHfKuYrPuplEu1lKSPdFkUpQ5YIgxXy9g/Hih0HS01fyhW6OJg45hTLUfn8eeiU7aSpR8O1LkD5ajtuJIfrMgcetNnmKz7GKqWIgWou8ZJS0ei79wRDkBSbECcyEw9nyskkUMHwv7kyTtFeTvw1R+gcujmKBsxXz+vx2cMI4PB9wPj9eg4hxpyO15rSu3JJ8PI4WuZ7KYaPsZqDcypBNRWo8kivxNvBz4JzZtTidoyyBceb2RTd8COKe3MwcMDr7zoWPz0PRcDSBoGDZ9FCnf+HNGAkBU67yt8k9qRqUbUhoMVT0O5pI/tatmTqEKbMj53zSJ8+DVnYKAScuhqlEvJWegJ6Dh03vE4Doed7Kh5AwDiQQAEnZ3HGHNOeMCQT6Ichh/lQd0PclYPlD3jcnOq0Yw6r7gEbhWHp4Jz52oUKoe6XR6Il8s6RyhR4AQdHihHCkhUEn992Sn4vfNW4w2/Eedu4+04dzCWY7hain4fm2rCI/2bjyTnangdcYIY5pRLpSTEofsRjTNcLUvLcXHlAAA/fveLcP/fvhSArMRVha5z0g1VS9F1JhXFcniyIfHdotzPhSuboWpJ2ZkprxhFiDtFR8J7ZixuUz65igbIiPLcD03WFYUe9vOwr4mTD78PMc790EQd8+aUI78LV3xzB8o4NFGPJrej5g5E7cedokDQ9ocn5XYdqxkUetglxS4xR7G8G02G8VoDHgXXVO+LQ6Sr6k0fY1ONqG3mCFw4x2SjiUopjsJaMlINZYrHSbXkSbSs7TWM3/yTC3DmyvkS5SL2ax7RkyWsNA/6UqFz5SwqDR4hwcE7z6qFQwCAnYcmsWg4eFi1hh9ZgLzTm2JhFwxVsW+sluvFrs2Qvws29JgUuo+l8wal+8oDPnhGw84edUyhTKWUjOnm1hXnp3k5AFgwp4JyyZMGjegUXTwygP/z2jOxcLgqHPckOYBgIPHfdx6alCwsEeIz4AN6WJCLW5mDlVIk41QjXooPDZSkOkS5OLiVKyn0yUZESQB66m2oWo6W15GFPieoa99YDYtHqpLjcWG4atl5cBJAoIQkCz105h41dyBS+hzi+1z5PfuMRRPU3iNTAGRfx6IR+V4PjNelZzWnKhsuYjvxvrJwuBpFZxycqGPeYAXz51Swf7weKaDRuQM4PNmIKLg1S4ZwZLKBiVoTPost5kXD1agMh8lCP340WDmdsWJ+9BuXc0jwc03UfAxVyxIdoyr091wavOR97kAFuw9NwWdx3x6qlhOUy1Tdx2C5FD3LxcMDUFEte9GzXzxclSYUjv9867n4/jsukuSfavioN+St/0vmBrLzZ1g0+lKh80GyfP6c6Lej58/B9gOT0d+886xaFCj0zbuPYNFwNRpoRy8IzuUd0KTQl84bxFTDz2U97z40hQVDlWDJZpiRJ2pNLJ0bKvQ2LHSumDn9ccqyeaiWPfzeuaujMvMGK4lBtv3ABICg/TiWhRMMnwBF609HuYjHuZW3ZCTu9MPVsuQsXSZcS8QcQSFyemVkILifatnD0nC1NVjxItn2HJ6KnrUaybFoODlxcP5dtdBHBs1UDRBMLPw6XCmIK4DRkQHJqjxuSaCkfrXjcHB87oBklR2YCBXi4mHsOSwP7u0HJlD2CIuHq5HCOnPF/Oh6vM7lC+J2FBURn5CqpbjN+PPgz0+ccPmxhUMVDJY9jE01cGiyjnlzKlg6bxB7j0xF7bVk7gBqTR/Phv1m1aIhHKk18Mz+cQBBygwAWDBUiVYSHDoO/bglw3jpaUvx6IdfFiUfA+IJaNXCISwaruLZg5OYqDcwp1qS2ln8vvUjr8SVv3kcAGDZ/MHI9zIyEBsCqrN4ot7EQKUUte2y+UHfF1NIiP1qydyBKK3uyUIo7MnL5uLMleKE5GF8qoF94zXJ8ORjffehzij0TMm5egk/e3wPrvzaegDA0QsGo9+PWTyEa9c9jZd+/GdgjGFX2GCnLAsa/chUA6cun4fNu49g/3gdqxYGHW/1oiFs2TuGNYuHtNc7OnzAl3zsZ5ESsSHwrDM0mj52HprEFeeuxsKhKm59dBde8rE7wBAsMfnbTJ7ZN4FXnLkcDzy9H39340Z85RdbAOgpicQLb4Xvu8JJ7pzVC/HLpw/gN09cgv9867lSPacsn4cfP7oLl3z0jmjZuHn3EZQ9kgb4sUuGAcTRBPy+1ywe0u7M4xbL0fMHcVLYyS88fjHu3RKkxF80UsVQpYR5g2Ucmmxg+fzBRB0AcPrR86LvK8Lnw+U6ZtFQNIEvHK7iuCUjKHmEd12/AQuGZDm5dTg6or/OkpEqPnvHE7hl4054RNi8+whOP3oefnftKkw1fKnN/uySE7D1uXHsOjSJ7214Fg9vP4gn94xh6bwBnL16YVRuaXhPS0aq2HukhnOOWYAv/wK4d+s+VMsezlm9EF+460lc8rE70PQZ9h6ewooFc3Di0hFcu+5pvORjd0R1PbFnDMctGUa55GHBUBXf+pMLcMryeVG00N1PPhe1CQc3VM5cMR/7x2vYtn8Cx40O46OvPwsbnz2Ix3cFSdS4Ncw/58+pYNWiIazbsg+jcwewcKiKr9/zNADgZacvxdELBsEY8OYv3wsAOO/YRbh3yz58+vbNmDtYxvJ5wfHLPnknAGBl+NyOmjuIGx98Fpd87I6ooz65dwxzKiVcf9X52DdWwwXHL464/yFlMubjccncYNXwjXWBTGcJSvPMFfOjyeiSU46Szhf7GO8XKxfOwU+Ecej7gZ44c+V8gAXyHb1gDrZ+5JVSXacdPQ93P/kc5lRKmDtQxsUnH4Vb/vy38Mj2g3jPDQ8CSNJ7fKzx7xwLhiqoljzsOjyJTqDvFPrIQBkvO30pzl61ULLQ33zhmpAzC2bgU5YDpy6bi8uffzS2H5jAlr1jeNMFa3B4so4b7t8WzcB/8dsnYfFIFW/4jdXa611y6lF484VrElaUDgws2pZe8gjVsoc3XbgGE7UmRgbKobKIMwl6RLjoBA9/cP4xOP6oYdy6aTevKKqP1JdBGf48bfk8nHb0PLztRcfj/OMW44UnLE5MCq9/wUrsOjgpWacnL52L849fLFmlr3ze0Xhq3zhec9bRAIC/uuxkzJ9TwaWn65NxHbN4GP/3dc/DiUeN4NTl8/Dik4/CycvmwmfA8aPDUWf/h9eeiZ9u2oW3XnSctp4XnTSKN1+4BisXzome7dtffDx8n+Elpx6F845bDJ8xvPnCNaiWPfzda06PlNvxS4bxwjAXzTVvfAHu/PVenH/cIu11Pvr6s3Ddfc9EuT5OWz4Pb3nhGklBc7zn0pMBAJt2HMI1dz6JWtPHqcvn4VVnLsdJS0fwzpeciP1jtaitPvN75+AXm/fiFWcsx9++chIbnjmAl52+DC84ZiH2j9cwVgscqNWSh4tPPgpnrJiHybov0YWnLJ+HVz9vefT32jXxfXzifz0fNz28A6cfPU+ilMolDz/4s4twzOIh3Ld1H77/4A688YJjsHTeIJbOG8Rpy+djx4EJ/NFFxwIA/v9zVmDnwUlcdOISnLFiPiolD2/4jVWYqDdx/b1Pg4jwtouPx4oFc/Dw9oM4NNHAycvm4o9eeCzGa03sPDSJy05fhhedPIon9oxh33gNaxYP4ZywDf/skhNQLsV7CIgIp6+Yj1c/bznOWhXnGTfh1Wcdjcd2HsHlzz8aE/Umrl33NDwCfv+8YwAAGz7w2xisBNFTd/zlxRFtyXHp6cvwq52HUS17UX6fd7/0JIxwJzsFkVZlj3DFeasxUPZw/X3PJHYUA8Dvn7cahyfruOjE0WhMnbxsLlYvGsLGZw/h7NULEs7ZK85dhZ0HJ8J7iZ8lEeHaPz4vmviKBnX4PRRGrF27lq1fv74r13ZwcHDoVxDR/YyxtbpjfcmhOzg4ODgk4RS6g4ODwwyBU+gODg4OMwROoTs4ODjMEDiF7uDg4DBD4BS6g4ODwwyBU+gODg4OMwROoTs4ODjMEHRtYxER7QHwVM7TlwDYW6A4/QB3z7MD7p5nB9q552MYY6O6A11T6O2AiNabdkrNVLh7nh1w9zw70Kl7dpSLg4ODwwyBU+gODg4OMwT9qtCv6bYAXYC759kBd8+zAx25577k0B0cHBwckuhXC93BwcHBQYFT6A4ODg4zBH2n0InoMiJ6jIg2E9HV3ZanKBDRKiK6nYg2EdFGInpX+PsiIvoJEf06/FwY/k5E9KmwHR4ionO6ewf5QEQlIvolEf0g/PtYIloX3u9/EVE1/H0g/HtzeHxNN+VuB0S0gIi+RUS/Cp/3BTP5ORPRu8M+/QgRXUdEgzPxORPRl4loNxE9IvzW8nMlojeF5X9NRG9qRYa+UuhEVALwGQAvB3AagCuI6LTuSlUYGgDewxg7FcD5AN4e3tvVAG5jjJ0I4LbwbyBogxPD/1cB+Oz0i1wI3gVgk/D3PwP4RHi/+wG8Nfz9rQD2M8ZOAPCJsFy/4l8B3MwYOwXAWQjuf0Y+ZyJaAeCdANYyxs4AUALwBszM5/wVAJcpv7X0XIloEYAPAjgPwLkAPsgngUxg4XsV++E/gAsA3CL8/V4A7+22XB261+8B+G0AjwFYHv62HMBj4ffPA7hCKB+V65f/AFaGnfwSAD9A8IrUvQDK6vMGcAuAC8Lv5bAcdfsectzzPABbVNln6nMGsALAMwAWhc/tBwBeNlOfM4A1AB7J+1wBXAHg88LvUrm0/31loSPuHBzbwt9mFMJl5tkA1gFYyhjbAQDhJ3+9+Uxoi08C+CsAfvj3YgAHGGP8LdbiPUX3Gx4/GJbvNxwHYA+A/wippi8S0TBm6HNmjG0H8FEATwPYgeC53Y+Z/5w5Wn2ubT3vflPopPltRsVdEtEIgG8D+HPG2CFbUc1vfdMWRPQqALsZY/eLP2uKsgzH+gllAOcA+Cxj7GwAY4iX4Tr09X2HdMHlAI4FcDSAYQR0g4qZ9pzTYLrPtu6/3xT6NgCrhL9XAni2S7IUDiKqIFDm1zLGvhP+vIuIlofHlwPYHf7e723xQgCvIaKtAK5HQLt8EsACIiqHZcR7iu43PD4fwL7pFLggbAOwjTG2Lvz7WwgU/Ex9zi8FsIUxtocxVgfwHQAXYuY/Z45Wn2tbz7vfFPp9AE4MPeRVBM6VG7ssUyEgIgLwJQCbGGMfFw7dCIB7ut+EgFvnv/9h6C0/H8BBvrTrBzDG3ssYW8kYW4PgOf6UMfb7AG4H8LqwmHq/vB1eF5bvO8uNMbYTwDNEdHL400sAPIoZ+pwRUC3nE9FQ2Mf5/c7o5yyg1ed6C4BLiWhhuLq5NPwtG7rtRMjhdHgFgMcBPAHgb7otT4H3dRGCpdVDADaE/1+BgD+8DcCvw89FYXlCEPHzBICHEUQRdP0+ct77xQB+EH4/DsC9ADYDuAHAQPj7YPj35vD4cd2Wu437fT6A9eGz/i6AhTP5OQP4OwC/AvAIgP8EMDATnzOA6xD4CeoILO235nmuAP4ovP/NAN7Sigxu67+Dg4PDDEG/US4ODg4ODgY4he7g4OAwQ+AUuoODg8MMgVPoDg4ODjMETqE7ODg4zBA4he7g4OAwQ+AUuoODg8MMwf8D2d/M4tZhOGcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_features = 1\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "LAMBDA_LATENT = 1e-2\n", + "LEARNING_RATE = 5e-4\n", + "BATCH_SIZE = 100\n", + "SAMPLE_WINDOW = 5000\n", + "TRAIN_TIME = 200\n", + "NUM_HIDDEN = 10\n", + "TIME_WINDOW = 10\n", + "\n", + "mouse_data = np.load('datasets/mouse.pkl', allow_pickle=True) # import_neural(neuron_index=3)\n", + "data, data_test = (standardize_ts(mouse_data[::2][:(SAMPLE_WINDOW+NUM_HIDDEN)], 2), \n", + " standardize_ts(mouse_data[::2][-(2*SAMPLE_WINDOW+NUM_HIDDEN):], 2))\n", + "data_mat, data_mat_test = [hankel_matrix(data, SAMPLE_WINDOW , q=TIME_WINDOW),\n", + " hankel_matrix(data_test, SAMPLE_WINDOW , q=TIME_WINDOW)]\n", + "X_train = data_mat[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "X_test = data_mat_test[np.newaxis, :, :SAMPLE_WINDOW].T ## (samples, lookback, features)\n", + "\n", + "\n", + "%matplotlib inline\n", + "plt.plot(data[:1000])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " del enc, dec\n", + "except:\n", + " pass\n", + "enc, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=LAMBDA_LATENT, learning_rate=LEARNING_RATE)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "coords_mouse = enc.predict(X_test)[TIME_WINDOW:]\n", + "\n", + "# plt.figure()\n", + "# plot3dproj(coords_ecg[:,0], coords_ecg[:,1], coords_ecg[:,2], \n", + "# shadow_dist=[1.4,1.4,-4], elev_azim=(25,-37) )\n", + "\n", + "plt.figure()\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20,4))\n", + "ax[0].plot(coords_mouse[:,0], coords_mouse[:,1], 'k', linewidth=.02)\n", + "ax[1].plot(coords_mouse[:,1], coords_mouse[:,2], 'k', linewidth=.02)\n", + "ax[2].plot(coords_mouse[:,0], coords_mouse[:,2], 'k', linewidth=.02)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/fnn/chaos_models.py b/fnn/chaos_models.py new file mode 100644 index 0000000..055142f --- /dev/null +++ b/fnn/chaos_models.py @@ -0,0 +1,214 @@ +import numpy as np +import warnings +from scipy.integrate import odeint + +class Lorenz(object): + """ + Simulate the dynamics of the Lorenz equations + """ + def __init__(self, sigma=10, rho=28, beta=2.667): + """ + Inputs + - sigma : float, the Prandtl number + - rho : float, the Rayleigh number + - beta : float, the spatial scale + """ + self.sigma = sigma + self.rho = rho + self.beta = beta + + def __call__(self, X, t): + """ + The dynamical equation for the Lorenz system + - X : tuple of length 3, corresponding to the three coordinates + - t : float (the current time) + """ + + x, y, z = X + + xdot = self.sigma*(y - x) + ydot = x*(self.rho - z) - y + zdot = x*y - self.beta*z + return (xdot, ydot, zdot) + + def integrate(self, X0, tpts): + """ + X0 : 3-tuple, the initial values of the three coordinates + tpts : np.array, the time mesh + """ + x0, y0, z0 = X0 + sol = odeint(self, (x0, y0, z0), tpts) + return sol.T + + +class MacArthur(object): + """ + Simulate the dynamics of the modified MacArthur resource competition model, + as studied by Huisman & Weissing, Nature 1999 + """ + def __init__(self, r=None, k=None, c=None, d=None, s=None, m=None): + """ + Inputs + """ + + if r==None: + self.set_defaults() + else: + assert len(s) == k.shape[0], "vector \'s\' has improper dimensionality" + assert k.shape == c.shape, "K and C matrices must have matching dimensions" + self.r = r + self.k = k + self.c = c + self.d = d + self.s = s + self.m = m + + self.n_resources, self.n_species = self.k.shape + + def set_defaults(self): + """ + Set default values for parameters. Taken from Fig. 4 of + Huisman & Weissing. Nature 1999 + """ + + self.k = np.array([[0.39,0.34,0.30,0.24,0.23,0.41,0.20,0.45,0.14,0.15,0.38,0.28], + [0.22,0.39,0.34,0.30,0.27,0.16,0.15,0.05,0.38,0.29,0.37,0.31], + [0.27,0.22,0.39,0.34,0.30,0.07,0.11,0.05,0.38,0.41,0.24,0.25], + [0.30,0.24,0.22,0.39,0.34,0.28,0.12,0.13,0.27,0.33,0.04,0.41], + [0.34,0.30,0.22,0.20,0.39,0.40,0.50,0.26,0.12,0.29,0.09,0.16]]) + self.c = np.array([[0.04,0.04,0.07,0.04,0.04,0.22,0.10,0.08,0.02,0.17,0.25,0.03], + [0.08,0.08,0.08,0.10,0.08,0.14,0.22,0.04,0.18,0.06,0.20,0.04], + [0.10,0.10,0.10,0.10,0.14,0.22,0.24,0.12,0.03,0.24,0.17,0.01], + [0.05,0.03,0.03,0.03,0.03,0.09,0.07,0.06,0.03,0.03,0.11,0.05], + [0.07,0.09,0.07,0.07,0.07,0.05,0.24,0.05,0.08,0.10,0.02,0.04]]) + self.s = np.array([6, 10, 14, 4, 9]) + self.d = 0.25 + self.r = 1 + self.m = 0.25 + + # 5 species, 5 resources + self.k = self.k[:,:5] + self.c = self.c[:,:5] + + def set_ic(self): + """ + Get default initial conditions from Huisman & Weissing. Nature 1999 + """ + if self.n_species<=5: + ic_n = np.array([0.1 + i/100 for i in range(1,self.n_species+1)]) + else: + ic_n = np.hstack([np.array([0.1 + i/100 for i in range(1,5+1)]), np.zeros(n_species-5)]) + ic_r = np.copy(self.s) + return (ic_n, ic_r) + + def growth_rate(self, rr): + """ + Calculate growth rate using Liebig's law of the maximum + r : np.ndarray, a vector of resource abundances + """ + u0 = rr/(self.k.T + rr) + u = self.r * u0.T + return np.min(u.T, axis=1) + + def __call__(self, X, t): + """ + The dynamical equation for the Lorenz system + - X : vector of length n_species + n_resources, corresponding to all dynamic variables + - t : float (the current time) + """ + + nn, rr = X[:self.n_species], X[self.n_species:] + + mu = self.growth_rate(rr) + nndot = nn*(mu - self.m) + rrdot = self.d*(self.s - rr) - np.matmul(self.c, (mu*nn)) + return np.hstack([nndot, rrdot]) + + def integrate(self, X0, tpts): + """ + X0 : 2-tuple of vectors, the initial values of the species and resources + tpts : np.array, the time mesh + """ + if not X0: + X0 = self.set_ic() + else: + pass + + sol = odeint(self, np.hstack(X0), tpts) + return sol.T + +class Rossler(object): + """ + Simulate the dynamics of the Rossler attractor + """ + def __init__(self, a=.2, b=.2, c=5.7): + """ + Inputs + - a : float + - b : float + - c : float + """ + self.a = a + self.b = b + self.c = c + + def __call__(self, X, t): + """ + The dynamical equation for the Lorenz system + - X : tuple of length 3, corresponding to the three coordinates + - t : float (the current time) + """ + + x, y, z = X + + xdot = -y - z + ydot = x + self.a*y + zdot = self.b + z*(x - self.c) + return (xdot, ydot, zdot) + + def integrate(self, X0, tpts): + """ + X0 : 3-tuple, the initial values of the three coordinates + tpts : np.array, the time mesh + """ + x0, y0, z0 = X0 + sol = odeint(self, (x0, y0, z0), tpts) + return sol.T + +class Torus2(object): + """ + Simulate a minimal quasiperiodic flow on a torus + """ + def __init__(self, r=1.0, a=0.5, n=15.3): + """ + - r : the toroid radius + - a : the (smaller) cross sectional radius + - n : the number of turns per turn. Any non-integer + value produces a quasiperiodic toroid + """ + self.r = r + self.a = a + self.n = n + + def __call__(self, X, t): + """ + The dynamical equation for the Lorenz system + - X : tuple of length 3, corresponding to the three coordinates + - t : float (the current time) + """ + + x, y, z = X + + xdot = (-self.a*self.n*np.sin(self.n*t))*np.cos(t) - (self.r + self.a*np.cos(self.n*t))*np.sin(t) + ydot = (-self.a*self.n*np.sin(self.n*t))*np.sin(t) + (self.r + self.a*np.cos(self.n*t))*np.cos(t) + zdot = self.a*self.n*np.cos(self.n*t) + return (xdot, ydot, zdot) + + def integrate(self, X0, tpts): + """ + X0 : 3-tuple, the initial values of the three coordinates + tpts : np.array, the time mesh + """ + x0, y0, z0 = X0 + sol = odeint(self, (x0, y0, z0), tpts) + return sol.T diff --git a/fnn/models.py b/fnn/models.py new file mode 100644 index 0000000..c0d3cb1 --- /dev/null +++ b/fnn/models.py @@ -0,0 +1,251 @@ +""" +TensorFlow functions to support the false nearest neighbor regularizer +""" +import tensorflow as tf + + +def train_autoencoder(X_train, network_type='lstm', learning_rate=1e-3, lambda_latent=0.0, + time_window=10, num_hidden=10, batch_size=100, random_seed=0, + verbose=0, train_time=200): + """ + This is a helper function that captures some of the boilerplate code for constructing + and training an autoencoder (with default architecture) + """ + + tf.random.set_seed(random_seed) + + if network_type=='lstm': + enc, dec = enc_dec_lstm(time_window, 1, num_hidden, + rnn_opts={'activation': None, + 'batch_size': batch_size}) + elif network_type=='mlp': + enc, dec = enc_dec_tdnn(time_window, 1, num_hidden, + rnn_opts={'activation': None, + 'batch_size': batch_size}) + else: + warnings.warn("Network type not recognized") + + inp = tf.keras.layers.Input(shape=(time_window, 1)) + code = enc(inp) + reconstruction = dec(code) + autoencoder = tf.keras.models.Model(inputs=inp, outputs=reconstruction) + input_example = tf.cast(tf.convert_to_tensor(X_train[:batch_size]), tf.float32) + reconstructed_example = autoencoder(input_example) + + autoencoder.compile(optimizer=tf.keras.optimizers.Adam(lr=learning_rate), + loss=loss_latent(code,batch_size, + lam_latent=lambda_latent), + experimental_run_tf_function=False) + + + train_history = autoencoder.fit(x=tf.convert_to_tensor(X_train), + y=tf.convert_to_tensor(X_train), + epochs=train_time, + batch_size=batch_size, + verbose=verbose) + + return enc, dec + + + +def enc_dec_lstm(time_window, n_features, n_latent, hidden=[10], rnn_opts=dict(), + activation_func=tf.keras.layers.ELU(alpha=1.0)): + #activation_func=tf.keras.activations.tanh): + """ + Shallow LSTM autoencoder + + activation_func = tf.keras.activations.softplus + """ + enc = tf.keras.Sequential() + enc.add(tf.keras.layers.GaussianNoise(0.5)) # smooths the output + + enc.add(tf.keras.layers.LSTM(n_latent, input_shape=(time_window, n_features), + return_sequences=False, **rnn_opts)) + enc.add(tf.keras.layers.BatchNormalization()) + #enc.add(tf.keras.layers.Activation(activation_func)) + + + dec = tf.keras.Sequential() + #dec.add(tf.keras.layers.BatchNormalization()) + #dec.add(tf.keras.layers.Activation(activation_func)) + dec.add(tf.keras.layers.RepeatVector(time_window)) + dec.add(tf.keras.layers.GaussianNoise(0.5)) + dec.add(tf.keras.layers.LSTM(n_latent, return_sequences=True, go_backwards=True, + **rnn_opts)) + dec.add(tf.keras.layers.BatchNormalization()) + dec.add(tf.keras.layers.Activation(activation_func)) + dec.add(tf.keras.layers.TimeDistributed(tf.keras.layers.Dense(n_features))) + + return enc, dec + +def enc_dec_tdnn(time_window, n_features, n_latent, hidden=None, rnn_opts=dict(), + activation_func=tf.keras.layers.ELU(alpha=1.0)): + """ + timedelay-NN (not recurrent) + """ + if not hidden: + hidden = [time_window, time_window] + + enc = tf.keras.Sequential() + enc.add(tf.keras.layers.Flatten()) + enc.add(tf.keras.layers.GaussianNoise(0.5, input_shape=(time_window,))) # smooths the output + + enc.add(tf.keras.layers.Dense(hidden[0], **rnn_opts)) + enc.add(tf.keras.layers.BatchNormalization()) + enc.add(tf.keras.layers.Activation(activation_func)) + + enc.add(tf.keras.layers.Dense(hidden[1], **rnn_opts)) + enc.add(tf.keras.layers.BatchNormalization()) + enc.add(tf.keras.layers.Activation(activation_func)) + + + enc.add(tf.keras.layers.Dense(n_latent, input_shape=(time_window,), **rnn_opts)) + enc.add(tf.keras.layers.BatchNormalization()) + #enc.add(tf.keras.layers.Activation(activation_func)) + + enc.add(tf.keras.layers.Reshape((n_latent,))) + + + + dec = tf.keras.Sequential() + dec.add(tf.keras.layers.Flatten()) + dec.add(tf.keras.layers.GaussianNoise(0.5, input_shape=(n_latent,))) + + dec.add(tf.keras.layers.Dense(hidden[1], input_shape=(n_latent,), **rnn_opts)) + dec.add(tf.keras.layers.BatchNormalization()) + dec.add(tf.keras.layers.Activation(activation_func)) + + dec.add(tf.keras.layers.Dense(hidden[0], **rnn_opts)) + dec.add(tf.keras.layers.BatchNormalization()) + dec.add(tf.keras.layers.Activation(activation_func)) + + + dec.add(tf.keras.layers.Dense(n_latent, **rnn_opts)) + dec.add(tf.keras.layers.BatchNormalization()) + dec.add(tf.keras.layers.Activation(activation_func)) + + dec.add(tf.keras.layers.Reshape((time_window, n_features))) + + return enc, dec + + + +###------------------------------------### +# +# +# SCRATCH : Testing models and losses +# +# +###------------------------------------### + +def loss_latent(latent, batch_size, lam_latent=1.0): + """ + Build a custom loss function that includes layer terms, etc + Does the covariance loss get summed over the batch? + models : list of keras.Sequential() models + """ + @tf.function + def loss(y_true, y_pred): + ## first term has shape (batch, lookback), do we really want to flatten it to just be (batch,)? + ## can avoid by increasing dimensionality of last term. the grad wrt + total_loss = tf.reduce_mean(tf.keras.losses.mean_squared_error(y_pred, y_true), axis=1) + total_loss += lam_latent*loss_false(latent, batch_size=batch_size) + return total_loss + + return loss + +###------------------------------------### +# +# +# Losses and Analysis Functions +# +# +###------------------------------------### + +@tf.function +def loss_false(code_batch, batch_size=1, k=None): + """ + An activity regularizer based on the False-Nearest-Neighbor + Algorithm of Kennel, Brown,and Arbanel. Phys Rev A. 1992 + + Parameters + ---------- + - code_batch : B x L + The encoded inputs, with dimensionality L + - batch_size : int + The batch size. For some reason, this has to be passed manually + due to a cryptic bug + - k : int + DEPRECATED. The number of nearest neighbors to use to compute + neighborhoods. Right now this is set to a constant, since it doesn't + really affect the embedding + + Development + ----------- + + Keras currently struggles to find n_batch automatically, and so it has + to be passed as a kwarg. Hopefully this will get fixed in a future release + + Try activity regularizing based on the variance of a neuron, rather than + its absolute average activity + + """ + ## Uncomment these lines, and comment out the next line, + ## if the batch_size bug is present in your version of keras + _, n_latent = code_batch.get_shape() + n_batch = batch_size + + # changing these parameters is equivalent to + # changing the strength of the regularizer, so we keep these fixed (these values + # correspond to the original values used in Kennel et al 1992). + rtol = 20.0 + atol = 2.0 + k_frac = .01 + + k = max(1, int(k_frac*n_batch)) + + ## Vectorized version of distance matrix calculation + tri_mask = tf.linalg.band_part(tf.ones((n_latent, n_latent), tf.float32), -1, 0) + batch_masked = tf.multiply(tri_mask[:, tf.newaxis, :], code_batch[tf.newaxis, ...]) + X_sq = tf.reduce_sum(batch_masked*batch_masked, axis=2, keepdims=True) + pdist_vector = X_sq + tf.transpose(X_sq, [0,2,1]) - 2*tf.matmul(batch_masked, tf.transpose(batch_masked, [0,2,1])) + all_dists = pdist_vector + all_ra = tf.sqrt((1/(n_batch*tf.range(1, 1+n_latent, dtype=tf.float32)))*tf.reduce_sum(tf.square(batch_masked - tf.reduce_mean(batch_masked, axis=1, keepdims=True)), axis=(1,2))) + + # Avoid singularity in the case of zeros + all_dists = tf.clip_by_value(all_dists, 1e-14, tf.reduce_max(all_dists)) + + #inds = tf.argsort(all_dists, axis=-1) + _, inds = tf.math.top_k(-all_dists, k+1) + # top_k currently faster than argsort because it truncates matrix + + neighbor_dists_d = tf.gather(all_dists, inds, batch_dims=-1) + neighbor_new_dists = tf.gather(all_dists[1:], inds[:-1], batch_dims=-1) + + # Eq. 4 of Kennel et al. + scaled_dist = tf.sqrt((tf.square(neighbor_new_dists) - tf.square(neighbor_dists_d[:-1]))/tf.square(neighbor_dists_d[:-1])) + + # Kennel condition #1 + is_false_change = (scaled_dist > rtol) + # Kennel condition 2 + is_large_jump = (neighbor_new_dists > atol*all_ra[:-1, tf.newaxis, tf.newaxis]) + + is_false_neighbor = tf.math.logical_or(is_false_change, is_large_jump) + total_false_neighbors = tf.cast(is_false_neighbor, tf.int32)[..., 1:(k+1)] + + # Pad zero to match dimensionality of latent space + reg_weights = 1 - tf.reduce_mean(tf.cast(total_false_neighbors, tf.float64), axis=(1,2)) + reg_weights = tf.pad(reg_weights, [[1, 0]]) + + # Find batch average activity + activations_batch_averaged = tf.sqrt(tf.reduce_mean(tf.square(code_batch), axis=0)) + + # L2 Activity regularization + activations_batch_averaged = tf.cast(activations_batch_averaged, tf.float64) + loss = tf.reduce_sum(tf.multiply(reg_weights, activations_batch_averaged)) + + return tf.cast(loss, tf.float32) + +def mse_loss(y_true, y_pred): + """ + The mean squared error loss between observed and true labels + """ + return tf.reduce_mean(tf.keras.losses.mean_squared_error(y_pred, y_true), axis=1) diff --git a/fnn/tica.py b/fnn/tica.py new file mode 100644 index 0000000..62409e6 --- /dev/null +++ b/fnn/tica.py @@ -0,0 +1,586 @@ +# This file was extracted from the MSMBuilder GitHub repo on 1/21/2020 and +# modified to work as a standalone tICA implementation. The original authors and +# documentation is included below: +# +# Author: Christian Schwantes +# Contributors: Robert McGibbon , Kyle A. Beauchamp , +# Muneeb Sultan , Brooke Husic +# Copyright (c) 2014, Stanford University +# All rights reserved. + + +# ----------------------------------------------------------------------------- +# Imports +# ----------------------------------------------------------------------------- + +from __future__ import print_function, division, absolute_import +import numpy as np +import scipy.linalg +import warnings +# from ..base import BaseEstimator +# from ..utils import check_iter_of_sequences, array2d +from sklearn.base import TransformerMixin + +__all__ = ['tICA'] + +# ----------------------------------------------------------------------------- +# Code +# ----------------------------------------------------------------------------- + +from sklearn.base import BaseEstimator as SklearnBaseEstimator + + +class BaseEstimator(SklearnBaseEstimator): + # http://msmbuilder.org/development/apipatterns.html + + def summarize(self): + """Return some diagnostic summary statistics about this Markov model""" + return 'NotImplemented' + +def check_iter_of_sequences(sequences, allow_trajectory=False, ndim=2, + max_iter=None): + """Check that ``sequences`` is a iterable of trajectory-like sequences, + suitable as input to ``fit()`` for estimators following the MSMBuilder + API. + Parameters + ---------- + sequences : object + The object to check + allow_trajectory : bool + Are ``md.Trajectory``s allowed? + ndim : int + The expected dimensionality of the sequences + max_iter : int, optional + Only check at maximum the first ``max_iter`` entries in ``sequences``. + """ + value = True + for i, X in enumerate(sequences): + if not isinstance(X, np.ndarray): + if (not allow_trajectory) and isinstance(X, md.Trajectory): + value = False + break + if not isinstance(X, md.Trajectory) and X.ndim != ndim: + value = False + break + if max_iter is not None and i >= max_iter: + break + + if not value: + raise ValueError('sequences must be a list of sequences') + +def _assert_all_finite(X): + """Like assert_all_finite, but only for ndarray.""" + X = np.asanyarray(X) + if (X.dtype.char in np.typecodes['AllFloat'] and not np.isfinite(X.sum()) + and not np.isfinite(X).all()): + raise ValueError("Input contains NaN, infinity" + " or a value too large for %r." % X.dtype) + +def array2d(X, dtype=None, order=None, copy=False, force_all_finite=True): + """Returns at least 2-d array with data from X""" + X_2d = np.asarray(np.atleast_2d(X), dtype=dtype, order=order) + if force_all_finite: + _assert_all_finite(X_2d) + if X is X_2d and copy: + X_2d = _safe_copy(X_2d) + return X_2d + +class tICA(BaseEstimator, TransformerMixin): + """Time-structure Independent Component Analysis (tICA) + + Linear dimensionality reduction using an eigendecomposition of the + time-lag correlation matrix and covariance matrix of the data and keeping + only the vectors which decorrelate slowest to project the data into a lower + dimensional space. + + Parameters + ---------- + n_components : int, None + Number of components to keep. + lag_time : int + Delay time forward or backward in the input data. The time-lagged + correlations is computed between datas X[t] and X[t+lag_time]. + shrinkage : float, default=None + The covariance shrinkage intensity (range 0-1). If shrinkage is not + specified (the default) it is estimated using an analytic formula + (the Rao-Blackwellized Ledoit-Wolf estimator) introduced in [5]. + kinetic_mapping : bool, default=False + If True, weigh the projections by the tICA eigenvalues, yielding + kinetic distances as described in [6]. + commute_mapping : bool, default=False + If True, scale/weigh the projections by the sqrt(ti/2), yielding + commute distance as described in [7]. + + Attributes + ---------- + components_ : array-like, shape (n_components, n_features) + Components with maximum autocorrelation. + offset_correlation_ : array-like, shape (n_features, n_features) + Symmetric time-lagged correlation matrix, :math:`C=E[(x_t)^T x_{t+lag}]`. + eigenvalues_ : array-like, shape (n_features,) + Eigenvalues of the tICA generalized eigenproblem, in decreasing + order. + eigenvectors_ : array-like, shape (n_components, n_features) + Eigenvectors of the tICA generalized eigenproblem. The vectors + give a set of "directions" through configuration space along + which the system relaxes towards equilibrium. Each eigenvector + is associated with characteritic timescale + :math:`- \frac{lag_time}{ln \lambda_i}, where :math:`lambda_i` is + the corresponding eigenvector. See [2] for more information. + means_ : array, shape (n_features,) + The mean of the data along each feature + n_observations_ : int + Total number of data points fit by the model. Note that the model + is "reset" by calling `fit()` with new sequences, whereas + `partial_fit()` updates the fit with new data, and is suitable for + online learning. + n_sequences_ : int + Total number of sequences fit by the model. Note that the model + is "reset" by calling `fit()` with new sequences, whereas + `partial_fit()` updates the fit with new data, and is suitable for + online learning. + timescales_ : array-like, shape (n_features,) + The implied timescales of the tICA model, given by + -offset / log(eigenvalues) + + Notes + ----- + This method was introduced originally in [4]_, and has been applied to the + analysis of molecular dynamics data in [1]_, [2]_, and [3]_. In [1]_ and [2]_, + tICA was used as a dimensionality reduction technique before fitting + other kinetic models. + + + References + ---------- + .. [1] Schwantes, Christian R., and Vijay S. Pande. J. + Chem Theory Comput. 9.4 (2013): 2000-2009. + .. [2] Perez-Hernandez, Guillermo, et al. J Chem. Phys (2013): 015102. + .. [3] Naritomi, Yusuke, and Sotaro Fuchigami. J. Chem. Phys. 134.6 + (2011): 065101. + .. [4] Molgedey, Lutz, and Heinz Georg Schuster. Phys. Rev. Lett. 72.23 + (1994): 3634. + .. [5] Chen, Yilun, Ami Wiesel, and Alfred O. Hero III. ICASSP (2009) + .. [6] Noe, F. and Clementi, C. arXiv arXiv:1506.06259 [physics.comp-ph] + (2015) + .. [7] Noe, F., Banisch, R., Clementi, C. J. Chem. Theory. Comput(2016). + doi:10.1021/acs.jctc.6b00762 + """ + + def __init__(self, n_components=None, lag_time=1, shrinkage=None, + kinetic_mapping=False, commute_mapping=False): + self.n_components = n_components + self.lag_time = lag_time + self.shrinkage = shrinkage + self.shrinkage_ = None + self.kinetic_mapping = kinetic_mapping + self.commute_mapping = commute_mapping + if self.kinetic_mapping and self.commute_mapping: + raise ValueError("Can't have both kinetic mapping and " + "commute mapping. Please only use one.") + self.n_features = None + self.n_observations_ = None + self.n_sequences_ = None + + self._initialized = False + + # X[:-self.lag_time].T dot X[self.lag_time:] + self._outer_0_to_T_lagged = None + # X[:-self.lag_time].sum(axis=0) + self._sum_0_to_TminusTau = None + # X[self.lag_time:].sum(axis=0) + self._sum_tau_to_T = None + # X[:].sum(axis=0) + self._sum_0_to_T = None + + # X[:-self.lag_time].T dot X[:-self.lag_time]) + self._outer_0_to_TminusTau = None + # X[self.lag_time:].T dot X[self.lag_time:] + self._outer_offset_to_T = None + + # the tICs themselves + self._components_ = None + # Cached results of the eigendecompsition + self._eigenvectors_ = None + self._eigenvalues_ = None + + # are our current tICs dirty? this indicates that we've updated + # the model with more data since the last time we computed components_, + # eigenvalues, eigenvectors, and is set by _fit + self._is_dirty = True + + def _initialize(self, n_features): + if self._initialized: + return + + if self.n_components is None: + self.n_components = n_features + self.n_features = n_features + self.n_observations_ = 0 + self.n_sequences_ = 0 + self._outer_0_to_T_lagged = np.zeros((n_features, n_features)) + self._sum_0_to_TminusTau = np.zeros(n_features) + self._sum_tau_to_T = np.zeros(n_features) + self._sum_0_to_T = np.zeros(n_features) + self._outer_0_to_TminusTau = np.zeros((n_features, n_features)) + self._outer_offset_to_T = np.zeros((n_features, n_features)) + self._initialized = True + + def _solve(self): + if not self._is_dirty: + # So, we're not dirty, but someone might have changed + # n_components + if len(self._eigenvalues_) >= self.n_components: + return + # if we've already solved for enough eigenvectors then + # we don't need to solve it again + + # just check to make sure we've actually seen some data + if self.n_observations_ == 0: + raise RuntimeError('The model must be fit() before use.') + + lhs = self.offset_correlation_ + rhs = self.covariance_ + + if not np.allclose(lhs, lhs.T): + raise RuntimeError('offset correlation matrix is not symmetric') + if not np.allclose(rhs, rhs.T): + raise RuntimeError('correlation matrix is not symmetric') + + vals, vecs = scipy.linalg.eigh(lhs, b=rhs, + eigvals=(self.n_features-self.n_components, self.n_features-1)) + + # sort in order of decreasing value + ind = np.argsort(vals)[::-1] + vals = vals[ind] + vecs = vecs[:, ind] + + self._eigenvalues_ = vals + self._eigenvectors_ = vecs + + self._is_dirty = False + + @property + def score_(self): + """Training score of the model, computed as the generalized matrix, + Rayleigh quotient, the sum of the first `n_components` eigenvalues + """ + self._solve() + return self._eigenvalues_[:self.n_components].sum() + + @property + def eigenvectors_(self): + self._solve() + return self._eigenvectors_[:, :self.n_components] + + @property + def eigenvalues_(self): + self._solve() + return self._eigenvalues_[:self.n_components] + + @property + def timescales_(self): + self._solve() + return -1. * self.lag_time / np.log(self._eigenvalues_[:self.n_components]) + + @property + def components_(self): + return self.eigenvectors_[:, 0:self.n_components].T + + @property + def means_(self): + two_N = 2 * (self.n_observations_ - self.lag_time * self.n_sequences_) + means = (self._sum_0_to_TminusTau + self._sum_tau_to_T) / float(two_N) + return means + + @property + def offset_correlation_(self): + two_N = 2 * (self.n_observations_ - self.lag_time * self.n_sequences_) + term = (self._outer_0_to_T_lagged + self._outer_0_to_T_lagged.T) / two_N + + means = self.means_ + value = term - np.outer(means, means) + return value + + @property + def covariance_(self): + two_N = 2 * (self.n_observations_ - self.lag_time * self.n_sequences_) + term = (self._outer_0_to_TminusTau + self._outer_offset_to_T) / two_N + means = self.means_ + + S = term - np.outer(means, means) # sample covariance matix + + if self.shrinkage is None: + sigma, self.shrinkage_ = rao_blackwell_ledoit_wolf(S, n=self.n_observations_) + else: + self.shrinkage_ = self.shrinkage + p = self.n_features + F = (np.trace(S) / p) * np.eye(p) # shrinkage target + sigma = (1-self.shrinkage)*S + self.shrinkage*F + + return sigma + + def fit(self, sequences, y=None): + """Fit the model with a collection of sequences. + + This method is not online. Any state accumulated from previous calls to + fit() or partial_fit() will be cleared. For online learning, use + `partial_fit`. + + Parameters + ---------- + sequences: list of array-like, each of shape (n_samples_i, n_features) + Training data, where n_samples_i in the number of samples + in sequence i and n_features is the number of features. + y : None + Ignored + + Returns + ------- + self : object + Returns the instance itself. + """ + self._initialized = False + #check_iter_of_sequences(sequences, max_iter=3) # we might be lazy-loading + for X in sequences: + self._fit(X) + + if self.n_sequences_ == 0: + raise ValueError('All sequences were shorter than ' + 'the lag time, %d' % self.lag_time) + + return self + + def partial_fit(self, X): + """Fit the model with X. + + This method is suitable for online learning. The state of the model + will be updated with the new data `X`. + + Parameters + ---------- + X: array-like, shape (n_samples, n_features) + Training data, where n_samples in the number of samples + and n_features is the number of features. + + Returns + ------- + self : object + Returns the instance itself. + """ + self._fit(X) + return self + + def transform(self, sequences): + """Apply the dimensionality reduction on X. + + Parameters + ---------- + sequences: list of array-like, each of shape (n_samples_i, n_features) + Training data, where n_samples_i in the number of samples + in sequence i and n_features is the number of features. + + Returns + ------- + sequence_new : list of array-like, each of shape (n_samples_i, n_components) + + """ + #check_iter_of_sequences(sequences, max_iter=3) # we might be lazy-loading + sequences_new = [] + + for X in sequences: + X = array2d(X) + if self.means_ is not None: + X = X - self.means_ + X_transformed = np.dot(X, self.components_.T) + + if self.kinetic_mapping: + X_transformed *= self.eigenvalues_ + + if self.commute_mapping: + # thanks to @maxentile and @jchodera for providing/directing to a + # reference implementation in pyemma + #(markovmodel/PyEMMA#963) + # dampening smaller timescales based recommendtion of [7] + # + # some timescales are NaNs and regularized timescales will + # be negative when they are less than the lag time; all these + # are set to zero using nan_to_num before returning + regularized_timescales = 0.5 * self.timescales_ *\ + np.tanh( np.pi *((self.timescales_ - self.lag_time) + /self.lag_time) + 1) + X_transformed *= np.sqrt(regularized_timescales / 2) + X_transformed = np.nan_to_num(X_transformed) + sequences_new.append(X_transformed) + + return sequences_new + + def partial_transform(self, features): + """Apply the dimensionality reduction on X. + + Parameters + ---------- + features: array-like, shape (n_samples, n_features) + Training data, where n_samples in the number of samples + and n_features is the number of features. This function + acts on a single featurized trajectory. + + Returns + ------- + sequence_new : array-like, shape (n_samples, n_components) + TICA-projected features + + Notes + ----- + This function acts on a single featurized trajectory. + + """ + sequences = [features] + return self.transform(sequences)[0] + + def fit_transform(self, sequences, y=None): + """Fit the model with X and apply the dimensionality reduction on X. + + This method is not online. Any state accumulated from previous calls to + `fit()` or `partial_fit()` will be cleared. For online learning, use + `partial_fit`. + + Parameters + ---------- + sequences: list of array-like, each of shape (n_samples_i, n_features) + Training data, where n_samples_i in the number of samples + in sequence i and n_features is the number of features. + y : None + Ignored + + Returns + ------- + sequence_new : list of array-like, each of shape (n_samples_i, n_components) + """ + self.fit(sequences) + return self.transform(sequences) + + def _fit(self, X): + X = np.asarray(array2d(X), dtype=np.float64) + + if X.shape[1] > X.shape[0]: + warnings.warn("The number of features (%d) is greater than the length of the data (%d). The covariance matrix is not guaranteed to be positive definite." % (X.shape[1], X.shape[0])) + + self._initialize(X.shape[1]) + + # We don't need to scream and shout here. Just ignore this data. + if not len(X) > self.lag_time: + warnings.warn("length of data (%d) is too short for the lag time (%d)" % (len(X), self.lag_time)) + return + + self.n_observations_ += X.shape[0] + self.n_sequences_ += 1 + + self._outer_0_to_T_lagged += np.dot(X[:-self.lag_time].T, X[self.lag_time:]) + self._sum_0_to_TminusTau += X[:-self.lag_time].sum(axis=0) + self._sum_tau_to_T += X[self.lag_time:].sum(axis=0) + self._sum_0_to_T += X.sum(axis=0) + self._outer_0_to_TminusTau += np.dot(X[:-self.lag_time].T, X[:-self.lag_time]) + self._outer_offset_to_T += np.dot(X[self.lag_time:].T, X[self.lag_time:]) + + self._is_dirty = True + + def score(self, sequences, y=None): + """Score the model on new data using the generalized matrix Rayleigh quotient + + Parameters + ---------- + sequences : list of array, each of shape (n_samples_i, n_features) + Test data. A list of sequences in afeature space, each of which is a 2D + array of possibily different lengths, but the same number of features. + + Returns + ------- + gmrq : float + Generalized matrix Rayleigh quotient. This number indicates how + well the top ``n_timescales+1`` eigenvectors of this tICA model perform + as slowly decorrelating collective variables for the new data in + ``sequences``. + + References + ---------- + .. [1] McGibbon, R. T. and V. S. Pande, "Variational cross-validation + of slow dynamical modes in molecular kinetics" J. Chem. Phys. 142, + 124105 (2015) + """ + + assert self._initialized + V = self.eigenvectors_ + + # Note: How do we deal with regularization parameters like gamma + # here? I'm not sure. Should C and S be estimated using self's + # regularization parameters? + m2 = self.__class__(shrinkage=self.shrinkage, n_components=self.n_components, lag_time=self.lag_time) + for X in sequences: + m2.partial_fit(X) + + numerator = V.T.dot(m2.offset_correlation_).dot(V) + denominator = V.T.dot(m2.covariance_).dot(V) + + try: + trace = np.trace(numerator.dot(np.linalg.inv(denominator))) + except np.linalg.LinAlgError: + trace = np.nan + return trace + + + def summarize(self): + """Some summary information.""" + # force shrinkage to be calculated + self.covariance_ + + return """time-structure based Independent Components Analysis (tICA) +----------------------------------------------------------- +n_components : {n_components} +shrinkage : {shrinkage} +lag_time : {lag_time} +kinetic_mapping : {kinetic_mapping} + +Top 5 timescales : +{timescales} + +Top 5 eigenvalues : +{eigenvalues} +""".format(n_components=self.n_components, lag_time=self.lag_time, + shrinkage=self.shrinkage_, kinetic_mapping=self.kinetic_mapping, + timescales=self.timescales_[:5], eigenvalues=self.eigenvalues_[:5]) + + +def rao_blackwell_ledoit_wolf(S, n): + """Rao-Blackwellized Ledoit-Wolf shrinkaged estimator of the covariance + matrix. + + Parameters + ---------- + S : array, shape=(n, n) + Sample covariance matrix (e.g. estimated with np.cov(X.T)) + n : int + Number of data points. + + Returns + ------- + sigma : array, shape=(n, n) + shrinkage : float + + References + ---------- + .. [1] Chen, Yilun, Ami Wiesel, and Alfred O. Hero III. "Shrinkage + estimation of high dimensional covariance matrices" ICASSP (2009) + """ + p = len(S) + assert S.shape == (p, p) + + alpha = (n-2)/(n*(n+2)) + beta = ((p+1)*n - 2) / (n*(n+2)) + + trace_S2 = np.sum(S*S) # np.trace(S.dot(S)) + U = ((p * trace_S2 / np.trace(S)**2) - 1) + rho = min(alpha + beta/U, 1) + + F = (np.trace(S) / p) * np.eye(p) + return (1-rho)*S + rho*F, rho diff --git a/fnn/utils.py b/fnn/utils.py new file mode 100644 index 0000000..ace12a0 --- /dev/null +++ b/fnn/utils.py @@ -0,0 +1,120 @@ +import numpy as np +import warnings + +import scipy +from scipy.linalg import hankel, orthogonal_procrustes +from scipy.signal import periodogram, argrelextrema, savgol_filter +from scipy.spatial.distance import pdist, squareform, directed_hausdorff +from scipy.spatial import procrustes + +from sklearn.decomposition import TruncatedSVD, FastICA, PCA + +import matplotlib.pyplot as plt + +from tica import tICA + +def train_tica(X, num_hidden=10, time_lag=10, random_seed=None): + """ + Instantiate and fit a tICA model, and return a function that embeds + additional datasets + + Inputs: + - X : ndarray with shape (n_timepoints, t_lag, n_features) + - num_hidden : int, the number of embedding coordinates + - time_lag : int, the time lag to use to construct the embedding + - random_seed : ignored + + Returns: + - embed_func : a function that takes additional coordinates and embeds them + """ + + tica = tICA(n_components = num_hidden, lag_time=time_lag) + tica.fit([np.reshape(X, (X.shape[0], -1))]) + embed_func = lambda y : tica.transform([np.reshape(y, (y.shape[0], -1))])[0] + return embed_func + +def train_etd(X, num_hidden=10, random_seed=0): + """ + Instantiate and fits eigen-time-delay, or Broomhead-King coordinates, and + return a function that embeds additional datasets. + + Inputs: + - X : ndarray with shape (n_timepoints, t_lag, n_features) + - num_hidden : int, the number of embedding coordinates + - random_seed : int, the seed for the random number generator + + Returns: + - embed_func : a function that takes additional coordinates and embeds them + """ + #svd = TruncatedSVD(n_components=num_hidden, n_iter=7, random_state=random_seed); + svd = PCA(n_components=num_hidden); + svd.fit(np.reshape(X, (X.shape[0], -1))); + embed_func = lambda y : svd.transform(np.reshape(y, (y.shape[0], -1))) + return embed_func + +def train_ica(X, num_hidden=10, random_seed=0): + """ + Instantiate and fit an ICA model and return a function that embeds + additional datasets. + + Inputs: + - X : ndarray with shape (n_timepoints, t_lag, n_features) + - num_hidden : int, the number of embedding coordinates + - random_seed : int, the seed for the random number generator + + Returns: + - embed_func : a function that takes additional coordinates and embeds them + """ + #svd = TruncatedSVD(n_components=num_hidden, n_iter=7, random_state=random_seed); + ica = FastICA(n_components=num_hidden, random_state=random_seed); + ica.fit(np.reshape(X, (X.shape[0], -1))); + embed_func = lambda y : ica.transform(np.reshape(y, (y.shape[0], -1))) + return embed_func + + +def hankel_matrix(data, p=-1, q=None): + """ + Create the Hankel matrix for a univariate time series. p specifies the width + of the matrix + """ + if p==-1: + p = len(data) + if not q: + q = p + + last = data[-p:] + first = data[-(p+q):-p] + + h_mat = hankel(first,last) + + return h_mat + +def train_test(dataset, sample_size, time_window, std=1.0, split=0.5): + """ + Given a raw 1D time series, perform a standard rescale, and then find the + hankel matrix for the train and test partitions. The + + dataset : ndarray, a 1D time series + sample_size : int, the length of the train series + std : float, the number of standard deviations by which to rescale + split : float, the relative split between test/train + """ + n = len(dataset) + n_split = int((split/(1-split))*sample_size) + + assert n > sample_size + n_split, "Not enough data to make complete split" + + hm_train = hankel_matrix(dataset, sample_size, q=time_window)[np.newaxis, ...].T + hm_test = hankel_matrix(dataset[:(n_split+time_window)], sample_size, q=time_window)[np.newaxis, ...].T + + #hm = hankel_matrix(dataset, n-time_window, q=time_window) + #hm = hm[np.newaxis, ...].T + #hm_train, hm_test = hm[:sample_size], hm[-n_split:] + + mn_train, std_train = np.mean(hm_train), np.std(hm_train) + + X_train, X_test = [(item - mn_train)/(std*std_train) for item in (hm_train, hm_test)] + + return X_train, X_test + + diff --git a/resources/fig_github.jpg b/resources/fig_github.jpg new file mode 100644 index 0000000..ad9a251 Binary files /dev/null and b/resources/fig_github.jpg differ