{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# phygnn-gan example\n", "\n", "Here's a simple method for making a generative-adversarial network by using a binary classifier (discriminator) in the custom loss function provided to the phygnn model." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.losses import binary_crossentropy\n", "\n", "from rex import init_logger\n", "from rex import Resource\n", "\n", "from phygnn import PhysicsGuidedNeuralNetwork" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<Logger phygnn (INFO)>" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "init_logger('phygnn', log_level='INFO', log_file=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import NSRDB solar data\n", "The data includes 30-minute clearsky and all-sky GHI profiles from 9 locations for 1998-2019 inclusive." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>ghi</th>\n", " <th>clearsky_ghi</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>3.471120e+06</td>\n", " <td>3.471120e+06</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>1.865992e+02</td>\n", " <td>2.387738e+02</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>2.741522e+02</td>\n", " <td>3.133253e+02</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>0.000000e+00</td>\n", " <td>0.000000e+00</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>0.000000e+00</td>\n", " <td>0.000000e+00</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>0.000000e+00</td>\n", " <td>0.000000e+00</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>3.240000e+02</td>\n", " <td>4.760000e+02</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>1.100000e+03</td>\n", " <td>1.100000e+03</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " ghi clearsky_ghi\n", "count 3.471120e+06 3.471120e+06\n", "mean 1.865992e+02 2.387738e+02\n", "std 2.741522e+02 3.133253e+02\n", "min 0.000000e+00 0.000000e+00\n", "25% 0.000000e+00 0.000000e+00\n", "50% 0.000000e+00 0.000000e+00\n", "75% 3.240000e+02 4.760000e+02\n", "max 1.100000e+03 1.100000e+03" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with Resource('./nsrdb_data.h5') as res:\n", " df = pd.DataFrame({'ghi': res['ghi'], 'clearsky_ghi': res['clearsky_ghi']})\n", "\n", "df['ghi'] = np.roll(df['ghi'], -7).astype(np.float32)\n", "df['clearsky_ghi'] = np.roll(df['clearsky_ghi'], -7).astype(np.float32)\n", " \n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.iloc[:192, :].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shape the data\n", "The data will be stored 2D arrays where each row is one day of data containing 30-minute profiles for clearsky and all-sky GHI along with some physical metrics of the all-sky profile such as total cumulative GHI, maximum GHI, ramp rates, etc... Our goal is to use the physical metrics to condition the generator (CGAN) into producing realistic solar profiles with the desired physical properties." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(72315, 100)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_days = int(len(df) / 48)\n", "\n", "ghi = df['ghi'].values.reshape((n_days, 48))\n", "cs_ghi = df['clearsky_ghi'].values.reshape((n_days, 48))\n", "\n", "max_ghi = ghi.max(axis=1)\n", "sum_ghi = ghi.sum(axis=1)\n", "max_diff = np.nanmax(np.abs(np.diff(ghi, axis=1)), axis=1)\n", "mean_diff = np.nanmean(np.abs(np.diff(ghi, axis=1)), axis=1)\n", "\n", "max_ghi = np.expand_dims(max_ghi, axis=1)\n", "sum_ghi = np.expand_dims(sum_ghi, axis=1)\n", "max_diff = np.expand_dims(max_diff, axis=1)\n", "mean_diff = np.expand_dims(mean_diff, axis=1)\n", "\n", "real_data = np.hstack([cs_ghi, max_ghi, sum_ghi, max_diff, mean_diff, ghi])\n", "\n", "# global variables for indexing\n", "I0 = 48\n", "I1 = 52\n", "\n", "assert np.isnan(real_data).sum() == 0\n", "\n", "real_data.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(200, 100)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(72115, 100)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_index = sorted(np.random.choice(n_days, 200))\n", "train_index = list(set(range(n_days)) - set(test_index))\n", "test_data = real_data[test_index, :]\n", "real_data = real_data[train_index, :]\n", "\n", "display(test_data.shape, real_data.shape)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "i: 0 max: 436.0 sum: 5077.0 max_diff: 111.00 mean_diff: 22.30 \n", "i: 1 max: 411.0 sum: 4273.0 max_diff: 190.00 mean_diff: 25.79 \n", "i: 2 max: 390.0 sum: 4060.0 max_diff: 188.00 mean_diff: 30.38 \n", "i: 3 max: 548.0 sum: 5852.0 max_diff: 148.00 mean_diff: 23.32 \n", "i: 4 max: 574.0 sum: 6832.0 max_diff: 91.00 mean_diff: 24.43 \n" ] }, { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x7f2fe3c63040>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 5))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "for i in range(5):\n", " ax1.plot(real_data[i, 0:48])\n", " ax2.plot(real_data[i, I1:])\n", " print('i: {} max: {} sum: {} max_diff: {:.2f} mean_diff: {:.2f} '\n", " .format(i, real_data[i, 48], real_data[i, 49], \n", " real_data[i, 50], real_data[i, 51]))\n", " \n", "plt.legend(range(5))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "g_features = real_data[:, 0:I1] # clearsky profiles\n", "g_known = real_data[:, I1:] # all-sky profiles" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 63. ,\n", " 144. , 228. , 307. , 378. , 436. ,\n", " 483. , 513. , 530. , 531. , 518. ,\n", " 488. , 444. , 387. , 319. , 240. ,\n", " 157. , 75. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 436. , 5077. ,\n", " 111. , 22.297873], dtype=float32)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# clearsky profiles + [max_ghi, sum_ghi, max_diff, mean_diff]\n", "g_features[0, :]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 63., 144., 228., 307., 378., 436., 376., 416., 344.,\n", " 389., 365., 333., 336., 291., 241., 240., 129., 61., 0., 0.,\n", " 0., 0., 0., 0.], dtype=float32)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# all-sky profiles\n", "g_known[0, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the SolarGan class \n", "The SolarGan class is a subclass of the PhysicsGuidedNeuralNetwork framework. The subclass includes the custom GAN loss function and modifies the prediction function to constrain the generated solar profiles using the clearsky profiles" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "class SolarGan(PhysicsGuidedNeuralNetwork):\n", " \"\"\"Subclass for solar data generation.\"\"\"\n", " \n", " def predict(self, x, to_numpy=True, training=True):\n", " \"\"\"Generate synthetic solar data and bound by the clearsky features (x)\n", "\n", " Parameters\n", " ----------\n", " x : np.ndarray\n", " Feature data in a 2D array (clearsky features \n", " + physical conditioning features)\n", " to_numpy : bool\n", " Flag to convert output from tensor to numpy array\n", " training : bool\n", " Flag for predict() used in the training routine. \n", " For the solar GAN, we always have training flag \n", " True to use dropout during prediction\n", "\n", " Returns\n", " -------\n", " y : tf.Tensor | np.ndarray\n", " Predicted solar profiles in a 2D array (n_days x 48_hours)\n", " made to be consistent with the clearsky input features\n", " \"\"\"\n", " \n", " # always have training flag True to use dropout during prediction\n", " y = super().predict(x, to_numpy=to_numpy, training=True)\n", " \n", " if isinstance(y, tf.Tensor):\n", " y = tf.where(x[:, 0:48] == 0, x[:, 0:48], y)\n", " y = tf.where(y > x[:, 0:48], x[:, 0:48], y)\n", " y = tf.where(y < 0, 0, y)\n", " \n", " elif isinstance(y, np.ndarray):\n", " y = np.where(x[:, 0:48] == 0, x[:, 0:48], y)\n", " y = np.where(y > x[:, 0:48], x[:, 0:48], y)\n", " y = np.where(y < 0, 0, y)\n", " \n", " return y\n", " \n", " @staticmethod\n", " def calc_features(y_gen):\n", " \"\"\"Calculate conditioning features of the solar profiles \n", " (total solar, ramp rates, etc...)\n", " \n", " Parameters \n", " ----------\n", " y_gen : tf.Tensor | np.ndarray\n", " Solar data profiles of shape (n_days x 48_hours)\n", " \n", " Returns\n", " -------\n", " out : tf.Tensor | list \n", " Either a 2D tensor or a list of 1D numpy arrays:\n", " gen_max, gen_sum, max_diff, mean_diff\n", " \"\"\"\n", "\n", " if isinstance(y_gen, tf.Tensor):\n", " gen_max = tf.expand_dims(tf.reduce_max(y_gen, axis=1), axis=1)\n", " gen_sum = tf.expand_dims(tf.reduce_sum(y_gen, axis=1), axis=1)\n", " diff = tf.abs(tf.experimental.numpy.diff(y_gen, axis=1))\n", " max_diff = tf.expand_dims(tf.reduce_max(diff, axis=1), axis=1)\n", " mean_diff = tf.expand_dims(tf.reduce_mean(diff, axis=1), axis=1)\n", " out = tf.concat([gen_max, gen_sum, max_diff, mean_diff], axis=1)\n", "\n", " else:\n", " gen_max = y_gen.max(axis=1)\n", " gen_sum = y_gen.sum(axis=1)\n", " max_diff = np.nanmax(np.abs(np.diff(y_gen)), axis=1)\n", " mean_diff = np.nanmean(np.abs(np.diff(y_gen)), axis=1)\n", " out = [gen_max, gen_sum, max_diff, mean_diff]\n", "\n", " return out\n", " \n", " @classmethod\n", " def gan_loss(cls, model, y_true, y_gen, real_data, discriminator=None, \n", " i0=48, i1=52, val_data_len=14423):\n", " \"\"\"Guiding loss function for training a phygnn-GAN.\n", "\n", " Parameters\n", " ----------\n", " model : PhysicsGuidedNeuralNetwork\n", " Instance of the phygnn model (generative model) at the current \n", " point in training.\n", " y_true : np.ndarray\n", " Placeholder, not actually used in GAN formulation.\n", " y_gen : tf.Tensor\n", " Generated data from the prediction of the generative model\n", " real_data : np.ndarray\n", " Supplemental feature data. In this case, this is a 2D array of REAL\n", " 30min clearsky and all-sky GHI daily profiles with shape (n_days, 96)\n", " where the first 48 columns are clearsky and the last 48 are all-sky\n", " real_data = np.hstack((arr_ghi, arr_cs_ghi))\n", " discriminator : tf.keras.Sequential\n", " Discriminator (adversary) binary classification model.\n", " i0 : int \n", " Column indexer in real_data where the physical features start.\n", " i1 : int \n", " Column indexer in real_data where the all-sky profiles start.\n", " val_data_len : int\n", " Length of the validation dataset. Used as flag to not train the \n", " discriminator.\n", "\n", " Returns\n", " -------\n", " generator_loss : tf.Tensor\n", " A 0D tensor loss value inversely proportional to the \n", " discriminator's classification error.\n", " \"\"\"\n", "\n", " labels_gen = tf.zeros((len(y_gen), 1))\n", " labels_real = tf.ones((len(real_data), 1))\n", "\n", " d_features = tf.concat([real_data[:, i1:], y_gen], axis=0)\n", " d_labels = tf.concat([labels_real, labels_gen], axis=0)\n", "\n", " indices = tf.range(start=0, limit=len(d_features), dtype=tf.int32)\n", " shuffled_indices = tf.random.shuffle(indices)\n", " d_features = tf.gather(d_features, shuffled_indices)\n", " d_labels = tf.gather(d_labels, shuffled_indices)\n", "\n", " d_out = discriminator(d_features)\n", " generator_loss = -1 * binary_crossentropy(tf.squeeze(d_labels), tf.squeeze(d_out))\n", " binary_accuracy = tf.reduce_mean(tf.abs(d_labels - tf.round(d_out)))\n", "\n", " # penalize total daily ghi, ramp rate stats\n", " gen_features = cls.calc_features(y_gen)\n", " max_ghi_loss = tf.reduce_mean(tf.math.squared_difference(gen_features[:, 0], real_data[:, i0])) * (0.01)**2\n", " total_ghi_loss = tf.reduce_mean(tf.math.squared_difference(gen_features[:, 1], real_data[:, i0 + 1])) * (0.001)**2\n", " max_ramp_loss = tf.reduce_mean(tf.math.squared_difference(gen_features[:, 2], real_data[:, i0 + 2])) * (0.01)**2\n", " mean_ramp_loss = tf.reduce_mean(tf.math.squared_difference(gen_features[:, 3], real_data[:, i0 + 3])) * (0.1)**2\n", " \n", " generator_loss += 0.1 * (max_ghi_loss + total_ghi_loss + max_ramp_loss + mean_ramp_loss)\n", "\n", " if len(y_gen) != val_data_len:\n", " discriminator.fit(d_features, d_labels, \n", " batch_size=len(d_features), \n", " epochs=1, verbose=0)\n", "\n", " return generator_loss" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "SolarGan.seed(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the discriminator using a simple Keras Sequential model" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "discriminator = keras.Sequential(\n", " [keras.Input(shape=(48)),\n", " layers.Dense(64, activation=\"relu\"), \n", " layers.Dense(64, activation=\"relu\"), \n", " layers.Dense(1, activation=\"sigmoid\"),\n", " ]\n", ")\n", "\n", "discriminator.compile(\n", " optimizer=keras.optimizers.Adam(learning_rate=0.0002),\n", " loss=keras.losses.BinaryCrossentropy(),\n", " metrics=[keras.metrics.BinaryAccuracy()],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the generator using our SolarGan class" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'discriminator': <tensorflow.python.keras.engine.sequential.Sequential at 0x7f2fe3378520>,\n", " 'i0': 48,\n", " 'i1': 52,\n", " 'val_data_len': 14423}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hidden_layers = [{'units': 128, 'activation': 'relu', 'dropout': 0.5},\n", " {'units': 128, 'activation': 'relu', 'dropout': 0.5},\n", " {'units': 128, 'activation': 'relu', 'dropout': 0.5},\n", " {'units': 128, 'activation': 'relu', 'dropout': 0.5},\n", " ]\n", "\n", "generator = SolarGan(p_fun=SolarGan.gan_loss, \n", " hidden_layers=hidden_layers,\n", " loss_weights=(0.0, 1.0), \n", " metric='mse',\n", " learning_rate=0.0005,\n", " n_features=52, \n", " n_labels=48,\n", " name='Generator')\n", "\n", "p_kwargs = {'discriminator': discriminator, \n", " 'i0': I0, 'i1': I1, \n", " 'val_data_len': int(len(real_data) * 0.2)}\n", "p_kwargs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training\n", "Here we train the GAN with the full GAN loss with discriminator term" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO - 2021-02-11 14:12:43,459 [phygnn.py:783] : Epoch 0 train loss: 1.25e+00 val loss: 1.16e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:12:52,923 [phygnn.py:783] : Epoch 1 train loss: 3.68e+00 val loss: 3.50e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:12:59,250 [phygnn.py:783] : Epoch 2 train loss: 4.93e+00 val loss: 4.76e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:03,385 [phygnn.py:783] : Epoch 3 train loss: 5.47e+00 val loss: 5.10e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:07,890 [phygnn.py:783] : Epoch 4 train loss: 2.44e+00 val loss: 2.62e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:12,403 [phygnn.py:783] : Epoch 5 train loss: 5.55e+00 val loss: 5.44e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:17,117 [phygnn.py:783] : Epoch 6 train loss: 5.66e+00 val loss: 5.65e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:22,116 [phygnn.py:783] : Epoch 7 train loss: 5.62e+00 val loss: 5.49e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:35,297 [phygnn.py:783] : Epoch 8 train loss: 5.29e+00 val loss: 5.22e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:44,308 [phygnn.py:783] : Epoch 9 train loss: 4.99e+00 val loss: 4.84e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:13:52,875 [phygnn.py:783] : Epoch 10 train loss: 4.41e+00 val loss: 4.34e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:01,719 [phygnn.py:783] : Epoch 11 train loss: 3.84e+00 val loss: 3.85e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:14,661 [phygnn.py:783] : Epoch 12 train loss: 3.47e+00 val loss: 3.47e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:24,065 [phygnn.py:783] : Epoch 13 train loss: 3.10e+00 val loss: 3.03e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:33,117 [phygnn.py:783] : Epoch 14 train loss: 7.26e-01 val loss: 5.66e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:14:38,014 [phygnn.py:783] : Epoch 15 train loss: -3.56e-01 val loss: -6.80e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:14:42,795 [phygnn.py:783] : Epoch 16 train loss: -3.44e+00 val loss: -3.32e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:48,405 [phygnn.py:783] : Epoch 17 train loss: -1.70e+00 val loss: -1.49e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:14:56,614 [phygnn.py:783] : Epoch 18 train loss: -2.46e+00 val loss: -2.62e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:03,587 [phygnn.py:783] : Epoch 19 train loss: -2.52e+00 val loss: -2.65e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:10,997 [phygnn.py:783] : Epoch 20 train loss: -3.59e+00 val loss: -3.68e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:18,201 [phygnn.py:783] : Epoch 21 train loss: -4.73e+00 val loss: -4.68e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:27,781 [phygnn.py:783] : Epoch 22 train loss: -4.14e+00 val loss: -4.11e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:35,219 [phygnn.py:783] : Epoch 23 train loss: -3.37e+00 val loss: -3.20e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:42,957 [phygnn.py:783] : Epoch 24 train loss: -1.67e+00 val loss: -1.62e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:15:52,538 [phygnn.py:783] : Epoch 25 train loss: -2.04e+00 val loss: -2.34e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:00,905 [phygnn.py:783] : Epoch 26 train loss: -2.75e+00 val loss: -2.80e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:08,316 [phygnn.py:783] : Epoch 27 train loss: -3.02e+00 val loss: -3.04e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:13,523 [phygnn.py:783] : Epoch 28 train loss: -2.64e+00 val loss: -2.60e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:21,199 [phygnn.py:783] : Epoch 29 train loss: -2.92e+00 val loss: -3.05e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:28,874 [phygnn.py:783] : Epoch 30 train loss: -2.60e+00 val loss: -2.70e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:36,674 [phygnn.py:783] : Epoch 31 train loss: -2.44e+00 val loss: -2.45e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:40,854 [phygnn.py:783] : Epoch 32 train loss: -2.33e+00 val loss: -2.27e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:16:50,160 [phygnn.py:783] : Epoch 33 train loss: -2.24e+00 val loss: -2.32e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:01,600 [phygnn.py:783] : Epoch 34 train loss: -1.58e+00 val loss: -1.53e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:08,674 [phygnn.py:783] : Epoch 35 train loss: -2.05e+00 val loss: -2.08e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:17,016 [phygnn.py:783] : Epoch 36 train loss: -1.85e+00 val loss: -1.92e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:24,327 [phygnn.py:783] : Epoch 37 train loss: -1.54e+00 val loss: -1.60e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:32,669 [phygnn.py:783] : Epoch 38 train loss: -2.10e+00 val loss: -2.06e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:41,481 [phygnn.py:783] : Epoch 39 train loss: -2.29e+00 val loss: -2.15e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:49,583 [phygnn.py:783] : Epoch 40 train loss: -1.44e+00 val loss: -1.58e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:17:59,723 [phygnn.py:783] : Epoch 41 train loss: -1.68e+00 val loss: -1.66e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:08,832 [phygnn.py:783] : Epoch 42 train loss: -1.80e+00 val loss: -1.79e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:16,377 [phygnn.py:783] : Epoch 43 train loss: -2.05e+00 val loss: -2.03e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:23,208 [phygnn.py:783] : Epoch 44 train loss: -1.88e+00 val loss: -1.90e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:27,516 [phygnn.py:783] : Epoch 45 train loss: -1.15e+00 val loss: -1.09e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:35,698 [phygnn.py:783] : Epoch 46 train loss: -1.07e+00 val loss: -1.00e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:18:43,270 [phygnn.py:783] : Epoch 47 train loss: -9.14e-01 val loss: -9.67e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:18:54,582 [phygnn.py:783] : Epoch 48 train loss: -1.27e+00 val loss: -1.41e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:19:29,834 [phygnn.py:783] : Epoch 49 train loss: -1.74e+00 val loss: -1.72e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:19:52,878 [phygnn.py:783] : Epoch 50 train loss: -1.66e+00 val loss: -1.66e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:20:15,531 [phygnn.py:783] : Epoch 51 train loss: -1.66e+00 val loss: -1.79e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:20:27,914 [phygnn.py:783] : Epoch 52 train loss: -1.66e+00 val loss: -1.69e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:20:39,150 [phygnn.py:783] : Epoch 53 train loss: -1.23e+00 val loss: -1.21e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:20:48,560 [phygnn.py:783] : Epoch 54 train loss: -9.10e-01 val loss: -8.63e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:20:57,386 [phygnn.py:783] : Epoch 55 train loss: -7.25e-01 val loss: -7.60e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:21:06,286 [phygnn.py:783] : Epoch 56 train loss: -6.80e-01 val loss: -7.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:21:14,828 [phygnn.py:783] : Epoch 57 train loss: -8.73e-01 val loss: -9.25e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:21:23,635 [phygnn.py:783] : Epoch 58 train loss: -1.46e+00 val loss: -1.49e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:21:34,081 [phygnn.py:783] : Epoch 59 train loss: -9.15e-01 val loss: -7.95e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:21:45,592 [phygnn.py:783] : Epoch 60 train loss: -8.10e-01 val loss: -8.31e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:21:57,256 [phygnn.py:783] : Epoch 61 train loss: -1.11e+00 val loss: -1.15e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:22:06,673 [phygnn.py:783] : Epoch 62 train loss: -6.84e-01 val loss: -7.31e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:22:16,352 [phygnn.py:783] : Epoch 63 train loss: -8.31e-01 val loss: -9.07e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:22:25,455 [phygnn.py:783] : Epoch 64 train loss: -9.31e-01 val loss: -8.34e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:22:43,633 [phygnn.py:783] : Epoch 65 train loss: -6.20e-01 val loss: -6.12e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:23:06,404 [phygnn.py:783] : Epoch 66 train loss: -6.43e-01 val loss: -6.75e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:23:20,553 [phygnn.py:783] : Epoch 67 train loss: -8.61e-01 val loss: -8.46e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:23:29,631 [phygnn.py:783] : Epoch 68 train loss: -9.27e-01 val loss: -8.82e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:23:43,630 [phygnn.py:783] : Epoch 69 train loss: -7.66e-01 val loss: -7.65e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:24:03,793 [phygnn.py:783] : Epoch 70 train loss: -8.06e-01 val loss: -8.13e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:24:18,444 [phygnn.py:783] : Epoch 71 train loss: -8.87e-01 val loss: -8.81e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:24:29,484 [phygnn.py:783] : Epoch 72 train loss: -1.19e+00 val loss: -1.11e+00 for \"Generator\"\n", "INFO - 2021-02-11 14:24:40,562 [phygnn.py:783] : Epoch 73 train loss: -7.93e-01 val loss: -7.64e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:24:49,938 [phygnn.py:783] : Epoch 74 train loss: -7.80e-01 val loss: -6.99e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:24:59,284 [phygnn.py:783] : Epoch 75 train loss: -7.39e-01 val loss: -7.33e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:25:08,495 [phygnn.py:783] : Epoch 76 train loss: -8.17e-01 val loss: -8.96e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:25:18,004 [phygnn.py:783] : Epoch 77 train loss: -8.91e-01 val loss: -8.95e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:25:26,944 [phygnn.py:783] : Epoch 78 train loss: -9.33e-01 val loss: -8.93e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:25:37,532 [phygnn.py:783] : Epoch 79 train loss: -6.20e-01 val loss: -6.17e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:25:50,632 [phygnn.py:783] : Epoch 80 train loss: -5.29e-01 val loss: -5.71e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:03,912 [phygnn.py:783] : Epoch 81 train loss: -8.12e-01 val loss: -7.97e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:12,446 [phygnn.py:783] : Epoch 82 train loss: -9.62e-01 val loss: -8.83e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:21,153 [phygnn.py:783] : Epoch 83 train loss: -7.58e-01 val loss: -7.71e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:29,902 [phygnn.py:783] : Epoch 84 train loss: -7.44e-01 val loss: -7.56e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:38,816 [phygnn.py:783] : Epoch 85 train loss: -5.37e-01 val loss: -5.73e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:47,862 [phygnn.py:783] : Epoch 86 train loss: -6.19e-01 val loss: -6.11e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:26:56,958 [phygnn.py:783] : Epoch 87 train loss: -6.16e-01 val loss: -5.87e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:06,388 [phygnn.py:783] : Epoch 88 train loss: -7.21e-01 val loss: -7.47e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:15,079 [phygnn.py:783] : Epoch 89 train loss: -7.28e-01 val loss: -6.50e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:21,039 [phygnn.py:783] : Epoch 90 train loss: -7.52e-01 val loss: -7.63e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:31,704 [phygnn.py:783] : Epoch 91 train loss: -7.41e-01 val loss: -7.74e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:39,644 [phygnn.py:783] : Epoch 92 train loss: -6.04e-01 val loss: -5.83e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:47,750 [phygnn.py:783] : Epoch 93 train loss: -7.12e-01 val loss: -7.25e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:27:56,843 [phygnn.py:783] : Epoch 94 train loss: -5.71e-01 val loss: -6.15e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:10,010 [phygnn.py:783] : Epoch 95 train loss: -8.71e-01 val loss: -7.89e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:18,777 [phygnn.py:783] : Epoch 96 train loss: -5.16e-01 val loss: -5.39e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:26,091 [phygnn.py:783] : Epoch 97 train loss: -5.52e-01 val loss: -5.78e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:33,517 [phygnn.py:783] : Epoch 98 train loss: -6.33e-01 val loss: -5.81e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:40,803 [phygnn.py:783] : Epoch 99 train loss: -7.20e-01 val loss: -6.80e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:48,410 [phygnn.py:783] : Epoch 100 train loss: -5.20e-01 val loss: -5.64e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:28:55,813 [phygnn.py:783] : Epoch 101 train loss: -6.72e-01 val loss: -6.88e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:04,289 [phygnn.py:783] : Epoch 102 train loss: -5.54e-01 val loss: -5.88e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:11,666 [phygnn.py:783] : Epoch 103 train loss: -4.93e-01 val loss: -5.15e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:19,042 [phygnn.py:783] : Epoch 104 train loss: -5.47e-01 val loss: -5.38e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:26,680 [phygnn.py:783] : Epoch 105 train loss: -6.33e-01 val loss: -5.81e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:34,235 [phygnn.py:783] : Epoch 106 train loss: -6.52e-01 val loss: -6.37e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:41,435 [phygnn.py:783] : Epoch 107 train loss: -6.58e-01 val loss: -6.09e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:49,376 [phygnn.py:783] : Epoch 108 train loss: -3.98e-01 val loss: -3.94e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:29:57,941 [phygnn.py:783] : Epoch 109 train loss: -5.12e-01 val loss: -4.75e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:05,586 [phygnn.py:783] : Epoch 110 train loss: -4.46e-01 val loss: -4.70e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:13,063 [phygnn.py:783] : Epoch 111 train loss: -4.17e-01 val loss: -4.00e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:19,521 [phygnn.py:783] : Epoch 112 train loss: -4.95e-01 val loss: -4.92e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:26,966 [phygnn.py:783] : Epoch 113 train loss: -6.60e-01 val loss: -6.28e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:41,191 [phygnn.py:783] : Epoch 114 train loss: -4.62e-01 val loss: -4.71e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:47,510 [phygnn.py:783] : Epoch 115 train loss: -4.62e-01 val loss: -4.53e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:30:54,205 [phygnn.py:783] : Epoch 116 train loss: -4.00e-01 val loss: -4.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:00,476 [phygnn.py:783] : Epoch 117 train loss: -4.20e-01 val loss: -4.07e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:07,712 [phygnn.py:783] : Epoch 118 train loss: -4.20e-01 val loss: -4.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:15,023 [phygnn.py:783] : Epoch 119 train loss: -4.35e-01 val loss: -4.62e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:23,410 [phygnn.py:783] : Epoch 120 train loss: -4.39e-01 val loss: -4.51e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:31,308 [phygnn.py:783] : Epoch 121 train loss: -4.82e-01 val loss: -5.07e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:39,971 [phygnn.py:783] : Epoch 122 train loss: -5.23e-01 val loss: -5.25e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:31:48,554 [phygnn.py:783] : Epoch 123 train loss: -4.57e-01 val loss: -4.93e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:00,291 [phygnn.py:783] : Epoch 124 train loss: -4.98e-01 val loss: -5.53e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:11,417 [phygnn.py:783] : Epoch 125 train loss: -4.64e-01 val loss: -4.66e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:20,061 [phygnn.py:783] : Epoch 126 train loss: -5.35e-01 val loss: -5.30e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:27,830 [phygnn.py:783] : Epoch 127 train loss: -5.12e-01 val loss: -5.16e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:35,307 [phygnn.py:783] : Epoch 128 train loss: -5.38e-01 val loss: -5.01e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:42,260 [phygnn.py:783] : Epoch 129 train loss: -5.26e-01 val loss: -5.22e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:50,616 [phygnn.py:783] : Epoch 130 train loss: -5.60e-01 val loss: -5.66e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:32:58,289 [phygnn.py:783] : Epoch 131 train loss: -5.46e-01 val loss: -5.51e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:05,937 [phygnn.py:783] : Epoch 132 train loss: -5.06e-01 val loss: -5.09e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:13,646 [phygnn.py:783] : Epoch 133 train loss: -4.54e-01 val loss: -4.65e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:21,385 [phygnn.py:783] : Epoch 134 train loss: -4.53e-01 val loss: -4.72e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:28,923 [phygnn.py:783] : Epoch 135 train loss: -5.64e-01 val loss: -5.45e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:36,196 [phygnn.py:783] : Epoch 136 train loss: -5.71e-01 val loss: -6.02e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:43,105 [phygnn.py:783] : Epoch 137 train loss: -5.13e-01 val loss: -5.66e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:33:58,625 [phygnn.py:783] : Epoch 138 train loss: -5.46e-01 val loss: -5.33e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:34:14,401 [phygnn.py:783] : Epoch 139 train loss: -5.41e-01 val loss: -5.35e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:34:26,874 [phygnn.py:783] : Epoch 140 train loss: -4.09e-01 val loss: -4.49e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:34:38,687 [phygnn.py:783] : Epoch 141 train loss: -4.49e-01 val loss: -4.41e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:34:49,689 [phygnn.py:783] : Epoch 142 train loss: -4.44e-01 val loss: -4.90e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:34:54,436 [phygnn.py:783] : Epoch 143 train loss: -5.10e-01 val loss: -5.47e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:04,490 [phygnn.py:783] : Epoch 144 train loss: -4.27e-01 val loss: -4.29e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:14,127 [phygnn.py:783] : Epoch 145 train loss: -5.66e-01 val loss: -5.74e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:20,170 [phygnn.py:783] : Epoch 146 train loss: -4.93e-01 val loss: -4.81e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:28,682 [phygnn.py:783] : Epoch 147 train loss: -4.57e-01 val loss: -4.64e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:36,689 [phygnn.py:783] : Epoch 148 train loss: -4.54e-01 val loss: -4.90e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:45,829 [phygnn.py:783] : Epoch 149 train loss: -4.54e-01 val loss: -4.91e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:35:54,905 [phygnn.py:783] : Epoch 150 train loss: -4.75e-01 val loss: -4.72e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:03,843 [phygnn.py:783] : Epoch 151 train loss: -4.97e-01 val loss: -5.16e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:12,853 [phygnn.py:783] : Epoch 152 train loss: -4.99e-01 val loss: -5.27e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:21,166 [phygnn.py:783] : Epoch 153 train loss: -4.49e-01 val loss: -4.64e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:29,773 [phygnn.py:783] : Epoch 154 train loss: -4.05e-01 val loss: -4.25e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:38,749 [phygnn.py:783] : Epoch 155 train loss: -4.42e-01 val loss: -4.76e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:48,327 [phygnn.py:783] : Epoch 156 train loss: -4.94e-01 val loss: -5.34e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:36:57,263 [phygnn.py:783] : Epoch 157 train loss: -4.75e-01 val loss: -4.78e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:07,244 [phygnn.py:783] : Epoch 158 train loss: -4.39e-01 val loss: -4.74e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:16,151 [phygnn.py:783] : Epoch 159 train loss: -4.34e-01 val loss: -4.59e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:25,096 [phygnn.py:783] : Epoch 160 train loss: -4.46e-01 val loss: -4.61e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:33,619 [phygnn.py:783] : Epoch 161 train loss: -4.96e-01 val loss: -5.30e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:42,549 [phygnn.py:783] : Epoch 162 train loss: -4.32e-01 val loss: -4.30e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:51,091 [phygnn.py:783] : Epoch 163 train loss: -4.45e-01 val loss: -4.49e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:37:59,630 [phygnn.py:783] : Epoch 164 train loss: -4.29e-01 val loss: -4.54e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:08,301 [phygnn.py:783] : Epoch 165 train loss: -5.21e-01 val loss: -5.37e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:17,150 [phygnn.py:783] : Epoch 166 train loss: -5.20e-01 val loss: -5.25e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:25,883 [phygnn.py:783] : Epoch 167 train loss: -4.26e-01 val loss: -4.66e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:33,818 [phygnn.py:783] : Epoch 168 train loss: -4.83e-01 val loss: -5.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:41,908 [phygnn.py:783] : Epoch 169 train loss: -5.12e-01 val loss: -4.86e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:49,270 [phygnn.py:783] : Epoch 170 train loss: -5.33e-01 val loss: -5.60e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:38:59,687 [phygnn.py:783] : Epoch 171 train loss: -4.34e-01 val loss: -4.18e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:08,258 [phygnn.py:783] : Epoch 172 train loss: -4.83e-01 val loss: -4.30e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:17,035 [phygnn.py:783] : Epoch 173 train loss: -5.23e-01 val loss: -5.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:25,818 [phygnn.py:783] : Epoch 174 train loss: -4.89e-01 val loss: -5.27e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:34,521 [phygnn.py:783] : Epoch 175 train loss: -4.45e-01 val loss: -4.48e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:46,995 [phygnn.py:783] : Epoch 176 train loss: -4.16e-01 val loss: -4.29e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:39:53,134 [phygnn.py:783] : Epoch 177 train loss: -4.66e-01 val loss: -4.90e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:03,716 [phygnn.py:783] : Epoch 178 train loss: -5.17e-01 val loss: -5.29e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:10,820 [phygnn.py:783] : Epoch 179 train loss: -4.60e-01 val loss: -4.49e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:16,100 [phygnn.py:783] : Epoch 180 train loss: -4.60e-01 val loss: -4.14e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:21,600 [phygnn.py:783] : Epoch 181 train loss: -4.34e-01 val loss: -4.81e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:31,214 [phygnn.py:783] : Epoch 182 train loss: -5.24e-01 val loss: -5.32e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:40,187 [phygnn.py:783] : Epoch 183 train loss: -4.90e-01 val loss: -4.89e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:49,402 [phygnn.py:783] : Epoch 184 train loss: -3.82e-01 val loss: -3.95e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:40:57,366 [phygnn.py:783] : Epoch 185 train loss: -4.35e-01 val loss: -4.58e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:10,183 [phygnn.py:783] : Epoch 186 train loss: -5.84e-01 val loss: -6.21e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:20,330 [phygnn.py:783] : Epoch 187 train loss: -6.25e-01 val loss: -6.23e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:29,066 [phygnn.py:783] : Epoch 188 train loss: -4.65e-01 val loss: -4.98e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:36,005 [phygnn.py:783] : Epoch 189 train loss: -5.09e-01 val loss: -5.40e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:46,251 [phygnn.py:783] : Epoch 190 train loss: -5.58e-01 val loss: -5.90e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:41:54,694 [phygnn.py:783] : Epoch 191 train loss: -5.83e-01 val loss: -5.70e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:03,235 [phygnn.py:783] : Epoch 192 train loss: -4.61e-01 val loss: -4.62e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:11,877 [phygnn.py:783] : Epoch 193 train loss: -5.15e-01 val loss: -4.97e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:20,260 [phygnn.py:783] : Epoch 194 train loss: -4.93e-01 val loss: -5.01e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:28,869 [phygnn.py:783] : Epoch 195 train loss: -4.70e-01 val loss: -4.69e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:38,942 [phygnn.py:783] : Epoch 196 train loss: -5.00e-01 val loss: -4.92e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:47,315 [phygnn.py:783] : Epoch 197 train loss: -5.16e-01 val loss: -5.07e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:42:54,983 [phygnn.py:783] : Epoch 198 train loss: -4.39e-01 val loss: -4.47e-01 for \"Generator\"\n", "INFO - 2021-02-11 14:43:03,685 [phygnn.py:783] : Epoch 199 train loss: -4.28e-01 val loss: -4.38e-01 for \"Generator\"\n" ] } ], "source": [ "generator.fit(g_features, g_known, real_data, n_batch=16, n_epoch=200, p_kwargs=p_kwargs)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='epoch'>" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "generator.history[['training_loss', 'validation_loss']].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test data evaluation 1\n", "Here we see ensembles of synthetically generated profiles generated from the conditioning features of a single real day. The histograms compare the single real day's conditioning features to the those of the full training data set and the generated ensemble. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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Jlcu0ZlY13fbthIDiQw5xV/n9fnekYidpDQQCxGIx97Ez+JMz36zf77f6yhYXU1NTQ8eOHQkddRRvAqt/8hOIx7N1h0oppZRSSqkcpcmsarLKzz6jGqC4GKg9QjHg9p11klgn0fUmtT6fj5qaGqqqqiguLqawsJDCwkKMMRw6axb9AJ57Lhu3p1Ra7q24l3sr7s12GErlPS1LSuUWLZMql2kzY9U0lZW0BxI9e4KdwDp9ZL3Nip3fTpLrbX7sbP/6668pLi5m06ZNHHDAARQVFbFjxw7CZ5/NZ1Onsu6MMzgmj0fdVvuG97ZYc8MRzt9+J0rlArcsKaVygpZJlcu0ZjYD/H4/JSUlDB06lO9+97vs2LGjSeeZM2cOP/rRj5Ku79q1K4cffjj9+/dnwoQJac8T21zbVq4kBpguXRARd5Rip+bVu+wks84+DmddZWUlxcXF7N69my5dunxzrmCQ/W++mWMAKipa8e6UUkoppZRqOc888wwiwsqVK911a9asYejQoQDMnz+fU045Jemxb775JiNHjmTQoEEMGjSIWbNmudumTJnCvHnzMht8mhq6l5amNbMZUFhYyNKlSwGYPHkyM2fO5MYbb2zRa5x99tn87ne/A+D111/njDPO4PXXX2+debQiEToBdO2KBKyXUN0mxk6zYm8T47jd99VZjsfjGGMIh8MEg0F27NhB79698fl8FBQUWNsvvpiv/+d/eK6sjAu0dlYppZRSSjXDPf/+uEXPd8341FpkPfHEExx11FE88cQT3HzzzSmff9OmTZx33nk888wzlJaWsnXrViZMmECPHj04+eSTmxp2g+Lx+F5TbOYqrZnNsDFjxrBhwwYAPv30UyZOnMiIESM4+uij3W9mnn/+eUaNGsXhhx/OiSeeyObNm9O6xnHHHcfUqVPdb2keeeQRjjjiCIYPH873vvc9qqqq2LVrF3379iUajQJW017v47Rs3YoAHHAAxhji8bg7MnHd6Xic2ldnu8NJbEWEoqIi9uzZQ01NDQcddBCJRIJEIsGePXuIFhbiv+wyzgb48sv0Y1VKKaWUUiqLKisrefPNN5k9ezZPPvlkWsfOnDmTKVOmUFpaCsD+++/PnXfeya9//Wt3n1deeYWysjIGDBjAP//5TwCWL1/OyJEjKSkpYdiwYXzyyScA/OUvf3HXX3755e7/5O3bt+enP/0pw4cP5/bbb+ess85yz++taX355ZcZM2YMpaWlnHXWWVRWVgLw0ksvMWjQIEpLS/n73//exGcqfW07mf3JT2DcuJb9+clPUr58PB7n1Vdf5dRTTwVg6tSpPPDAA1RUVPCb3/yGK6+8EoCjjjqKd955hyVLlnDOOedw5513pn2rpaWlbnJ8xhlnsGjRIt577z0GDx7M7NmzKS4uZty4cbzwwgsAPPnkk5xxxhkEg8H0LmQM0S++YCdgQiGAWjWw3jlkvcmriLhzzNattfX5fFRWVtK5c2d3u8/nIx6PEwgE2DB+PEGA559P+3lRqrUc2O5ADmx3YLbDUCrvaVlSKrdomWy+Z599lokTJzJgwAC6dOlCRRrd55YvX86IESNqrSsrK2P58uXu4zVr1vDuu+/ywgsvcMUVV1BdXc3DDz/M1VdfzdKlSykvL6dnz56sWLGCuXPn8tZbb7F06VL8fj+PP/44ALt372bUqFG89957TJ8+nYULF7J7924A5s6dyznnnMPWrVu59dZbeeWVV1i8eDFlZWXcfffdVFdXc9lll/H8889TUVHBpk2bWuBZS402M86APXv2UFJSwoYNGxg8eDDjx4+nsrKSt99+u9a3HDU1NQCsX7+es88+m40bNxKJROjbt2/a1/QmjsuWLeOmm25ix44dVFZWMmHCBAAuvfRS7rzzTk477TQeffRRHnnkkfRvLholCBTaNah+v59EIuE2M3aaGtf97Sw7tbSxWMztUxsKhfj6669p164dIkIwGKSwsJDq6mr8fj81AwfyGbD80ks55ZJL0o9ZqVbw66Ptb0h1nlmlmsUtS0qpnKBlsvmeeOIJrr76agDOOeccnnjiib0S1Ob4/ve/j8/no3///vTr14+VK1cyZswY/vd//5f169dzxhln0L9/f1599VUqKio44ogjACtnOeCAAwCrcup73/seAIFAgIkTJ/L8889z5pln8sILL3DnnXfyxhtv8OGHHzJ27FgAIpEIY8aMYeXKlfTt25f+/fsDcMEFF9Tq15tJbTuZvfferFzW6TNbVVXFhAkT3OYBHTt2dPvSek2bNo1rr72WU089lfnz5zNjxoy0r7lkyRK3v+yUKVN45plnGD58OHPmzGH+/PkAjB07ljVr1jB//nzi8bjb4TwtkQgAEg7XGtTJ22e2bv9Zh7dm1jtIVDAYJBaLEQgEarXPr6yspLCwkILCQqInncSJL74Iu3a5UwEppZRSSimVy7766itee+01PvjgA0SEeDyOiHDXXXeldPyhhx5KRUUFkyZNctdVVFQwZMgQ93Hd/7tFhPPOO49Ro0bxwgsvcNJJJ/H73/8eYwyTJ0/m9tv3/uK9oKCg1v/h55xzDr/73e/o3LkzZWVlFBcXY4xh/PjxPPHEE7WOTZbftJa23cw4y4qKirj//vv57W9/S1FREX379uWpp54CrITvvfesoc537txJjx49AHjsscfSvs4bb7zBrFmzuOyyywDYtWsX3bp1IxqNuk0HHBdeeCHnnXceF110UZPu6VNnBDa7iXGy2livuuuc2ljv9D01NTUkEgnC4TDxeJxEIkE8HqempoZwOEw4HGbHccdRAPDSS02KW6lMu+PdO7jj3TuyHYZSeU/LklK5Rctk88ybN48f/OAHrF27ljVr1rBu3Tr69u3Lf//735SOv+qqq5gzZ46bMG7bto0bbriBn/3sZ+4+Tz31FIlEgk8//ZTVq1czcOBAVq9eTb9+/fjxj3/MpEmTeP/99znhhBOYN28eX9rj0Hz11VesXbs26XWPPfZYFi9ezCOPPMI555wDwOjRo3nrrbdYtWoVYDVN/vjjjxk0aBBr1qzh008/Bdgr2c0kTWYz7PDDD2fYsGE88cQTPP7448yePZvhw4czZMgQnn32WQBmzJjBWWedxYgRI9h///1TOu/cuXMpKSlhwIAB3HbbbTz99NNuzewtt9zCqFGjGDt2LIMGDap13Pnnn8/27ds599xzm3Q/Yfu3CYXchNTLOwCU89ub8Bpj3KbGTi1tJBLBGEMoFKKwsBCAaDRKx44d2bNnD4WFhZgjj2QL8Pj3v9+kuJXKtJVfrWTlVysb31Ep1SAtS0rlFi2TzfPEE09w+umn11r3ve99L+WEr1u3bvzlL3/hsssuY9CgQRx55JFcfPHFfPe733X36d27NyNHjuQ73/kODz/8MAUFBfztb39j6NChlJSUsGzZMi688EIOPfRQbr31Vr797W8zbNgwxo8fz8aNG5Ne1+/3c8opp/B///d/7uBPXbt2Zc6cOZx77rkMGzbMbWJcUFDArFmzOPnkkyktLXWbLrcGMXk83UlZWZkpLy+vtW7FihWtMz1Nnpo3bx7PPvssf/7zn5t0/Jfl5XT1+4kOGUIgEHBHME4kEgQCAbf/rN/vxxhDLBZzB3JykljAPe6TTz6hqKiIjRs30rNnT/bff38ikQhVVVVughsOh9mwYQPF11zDfv/+Nx1ratyaYQUiUmGMKct2HMkkK6Nt1UUvWa0dHg0PgON+nuVoVC7ZZ8vo67c3qSy4ZWnioy0dkVJJ7bNlNBWv385FNdZUNvlaJjU3yC/J/l4NlVGtmd2HTJs2jenTp/OLX/yiSceXl5cT4pv+sk7f17qjGCdrWuydr8o7hY8xhs2bN+P3+/H5fFRXVxONRim2+8VGIhGCwSDFxcVsHj2ajgB2H2CllFJKKaXUvkuT2X3IAw88wKpVqxgwILXJnZPpUFjo1orWnVPWWa7Lm/B6l50EuF27dhhjCAaDBAIB2rdvTzweJxgMUllZSVFRER07dmTb4YdTCfDMM02OXymllFJKKdU2ZDyZFRG/iCwRkX/aj/uKyEIRWSUic0UkZK8P249X2dv7ZDo2lT6pqcEEg27SWrfpsPPbWef0i0026rHz2xnJ2BndzflxmiyD1W6/3f778xLwxUMPgX0+pXLFwfsdzMH7HZztMJTKe1qW1L5ORKaKSLmIlG/ZsiXb4WiZVDmtNWpmrwZWeB7fAdxjjDkE2A44E4deAmy3199j79ck+dwPOFeVl5fjByuJDIVqDegE1EpovbWzdaficTiJqtOvtn379m5z5Fgs5s5f265dO3dO2nbt2nH4r35Fd4BFi1rhrpVK3YwjZzDjyBnZDkOpvKdlSe3rjDGzjDFlxpiyrl27ZjscLZMqp2U0mRWRnsDJwB/sxwIcD8yzd3kMOM1enmQ/xt5+giRrs9qIgoICtm3bpgltBpQ4nbHD1pjGTpJat5+sd5Rjby2ss7+z/auvviIQCBAMBjHGUFhYyJ49e9zBogKBACLiJrM+n4/Y+PFEQZsaK6WUUkoptY8LZPj89wI/A4rtx12AHcaYmP14PdDDXu4BrAMwxsREZKe9/9Z0LtizZ0/Wr19PLjTLaEu2bt3KipUrka1bIRAgYSeg8M3csU5TYm8zYYB4PO6OcOwktc5xnTt35ssvvyQUCmGMoaCgwK2dDQQCRKNRNwkuLCwkuN9+zAd6/frXDEoy4bNS2TLj7RnWb3cCK6VUU7hlSWuClMoJWiZVLstYMisipwBfGmMqRGRcC553KjAVrDmV6goGg/Tt27elLqfw9G295x7811wDmzaxIxx2k9V27doRCoXYunUr4XCY4uJiYrEYxhiqq6vZsWMHVVVVFBUV0b59e0SEeDzOnj17iMViRCIRevXqxa5du+jQoQNgJcCFhYVEo1FisRjBYJCCggIikQjDZ8zggBkzYOVKqDOPrlLZsvZre9LxcNMHWFNKecqSUionaJlsvs2bN3PNNdfwzjvv0KlTJ0KhED/72c/2mn+2KaZMmcIbb7zh/g9dVFTE22+/3ezzpmPNmjWccsopLFu2bK9t48aN4ze/+Q1lZZmZ/SqTNbNjgVNF5CSgANgPuA/oKCIBu3a2J7DB3n8D0AtYLyIBoAOwre5JjTGzgFlgzb2VwfiVx549e/D/4hdQUIDp2hXZtQvAnWs2Eom4y07tayQScZsLh0IhIpEI0WjUnTs2EomwZ88ewuEwPp8Pv99fqxbXGENRURGRSISioiJEhGAwSPzkk2HGDPjHP+DnOp+nUkqlo7EvhZVSqk17vYVb9jUyn7YxhtNOO43Jkyfz17/+FYC1a9fy3HPPtVgId911F2eeeWaLnS+fZKzPrDHm58aYnsaYPsA5wGvGmPOB1wHn2Z4MPGsvP2c/xt7+mtGOrzkjGAzC2rXQuzdRu6YUcJPQqqoqCgoK3P2j0SjBYJBYLIaIEAqF3AQVcOecLSgoIBQKkUgkCNt9cWtqatztzr6JRMLtb+vr1YuFwML/9/9a6e6VUqrtyLXBZZRSqi177bXXCIVCXHHFFe66gw8+mGnTpgFWa8Trr7+eI444gmHDhvH73/8egPnz5zNu3DjOPPNMBg0axPnnn5/WmEAzZszg4osvZty4cfTr14/7778fgN27d3PyySczfPhwhg4dyty5cwGoqKjg2GOPZcSIEUyYMIGNGzcCVs3qNddcQ1lZGYMHD2bRokWcccYZ9O/fn5tuusm9XiwW4/zzz2fw4MGceeaZVFVV7RXTyy+/zJgxYygtLeWss86isrIyzWdzb9mYZ/YG4FoRWYXVJ3a2vX420MVefy0wPQuxqXr4/X43mXWaFycSCTdBdeaIhdqjSQeDQRKJBMFgkJqaGnd7MBh0+8aGw2E3+XXmmXVGOnYGi3KuWVVVRTQapefUqRwBsH176z0JSimllFJKpWH58uWUlpbWu3327Nl06NCBRYsWsWjRIh555BE+++wzAJYsWcK9997Lhx9+yOrVq3nrrbeSnuP666+npKSEkpISzj//fHf9ypUr+de//sW7777LzTffTDQa5aWXXqJ79+689957LFu2jIkTJxKNRpk2bRrz5s2joqKCiy++mBtvvNE9TygUory8nCuuuIJJkyYxc+ZMli1bxpw5c9i2zWpI+9FHH3HllVeyYsUK9ttvPx588MFaMW7dupVbb72VV155hcWLF1NWVsbdd9/d5OfVkekBoAAwxswH5tvLq4GRSfapBs5qjXhU6moNKL12Lebkk0kkEm5fVmc6nWg0SkFBAX6/n2g0WquZ8M6dO90Rip0fsL6Jcmp2nXU+n69WLaxzPrBqcSsrKxERIkcdhW/WLHjjDTjttNZ+WpTay6DOdv/t3ToHslLN4ZYlpVRO0DLZsq666irefPNNQqEQixYt4uWXX+b9999n3jxrspedO3fyySefEAqFGDlyJD179gSgpKSENWvWcNRRR+11zvqaGZ988smEw2HC4TAHHHAAmzdv5rDDDuOnP/0pN9xwA6eccgpHH300y5YtY9myZYwfPx6w/kfv1q2be55TTz0VgMMOO4whQ4a42/r168e6devo2LEjvXr1YuzYsQBccMEF3H///Vx33XXuOd555x0+/PBDd59IJMKYMWOa/Xy2SjKr8ltNTQ1UV8PmzcR79XKbGIsIVVVVhEIhotEo8Xi8VlNiESEQCBAIBNzEFawmyE5NbHV1tdsf1kl4i4qK2LVrl5tI+/1+t9mxk+zGSkvZDbR79VVNZlVOuGHkDdZCS/fFUWof45YlpVRO0DLZPEOGDOHpp592H8+cOZOtW7e6AyIZY3jggQeYMGFCrePmz5/vdsED6//hWCxGOpIdP2DAABYvXsyLL77ITTfdxAknnMDpp5/OkCFDWLBgQYPn8fl8tc7p8/ncmOrOqFr3sTGG8ePH88QTT6R1D43JRjNjlWeCwSDR1autB/ZgIc7ATn6/3x3QKR6Pk0gk3Kl6nKl4nEQ1Ho8Tj8epqalxa22dAaH8fj8+nw9jjDuQlMPv91NTU+NeDyBcXMx/geW/+11rPx2qESIyVUTKRaRcp8hSSiml1L7s+OOPp7q6moceeshd5+1POmHCBB566CG3JeLHH3/M7t27MxbPF198QVFRERdccAHXX389ixcvZuDAgWzZssVNZqPRKMuXL0/rvJ9//rl7/F//+te9apBHjx7NW2+9xapVqwCr7+7HH3/c7PvRZFY1KhaLIZ9/DoDp1cudQ9bn8+Hz+aiurqa4uNgdydg5xulDC7iDPDn9YJ05ZZ0Rip3mys7xzm+nttapDQ6Hw+43QKN+/nOGAGza1ErPhErFvjq4zPT/Tmf6f7Wrv1LNpWVJqdyiZbJ5RIRnnnmGN954g759+zJy5EgmT57MHXfcAcCll17KoYceSmlpKUOHDuXyyy9PuwbW22e2pKSESCRS774ffPABI0eOpKSkhJtvvpmbbrqJUCjEvHnzuOGGGxg+fDglJSVpT+8zcOBAZs6cyeDBg9m+fTs//OEPa23v2rUrc+bM4dxzz2XYsGGMGTOGlStXpnWNZLSZsaqXN7H0rVsHgOndm2Ag4DYZdpJQYwzRaJR27drtdR6naXBhYaE71Y7TL/aAAw5wa2O9x3trd40x7ry1YNXUBgIBYsceC7ffDq+9Bued1xpPiVL12rx7s7UQ7pDdQJTKc25ZUkrlhDZXJhuZSicTunXrxpNPPpl0m8/n47bbbuO2226rtX7cuHGMGzfOffy7elojzpkzJ+n6GTNm1HrszAHbp0+fvZo0g9Un9z//+c9e6+fPn19vTN5t9SWm3n2OP/54Fi1alHS/ptKaWdWgHTt2WM1+167F+HyYHj0A3NpZwJ0f1ts23rvsTWaNMRQWFlrz1tpNi4FaA0BVV1e7NbHO+lgsRkFBgfsYIFhWxldgJbNKKaWUUkqpfYoms6pBbg3s+vWYbt2IiRCJRIjH47X2i8fjBINBt4bW28TYSWZDoZDb73XPnj3uPt7mx7FYzB0l2Zu4FhUVEYvFCIVCbj9cCQSYD3w2ezZKKaWUUkqpfYsms6pBoVDIWli7Fuz+spFIxE08vYmqsxwIBGrVzDpzzTqDN8XjcQoLC6murnabEDv9b2OxmLuf06zYSagjkYjbLzcYDCIinHDrrfQFsOfjUkoppZRSSu0bNJlVSTnJqDHGqiFdswZf374YY4jH4xQVFQG4NbSRSMQdvbgup5+sc16neXF1dbW7zqnRdfrDOgks4M5D68w96+1LmzjuOGsnbWqssmx41+EM7zo822Eolfe0LCmVW9pCmfTOkqFyV1P+TjoAlKrX119/jYgQj0QIbNhAolcvCgsL+frrr/H5fO5Iw05trTOljrPeUbdvbCgUsuautbcZY4hEIoTDYbevbDAY5Ouvv3bPEYvF3BreeDzuPo73788XwPxLL+W8Sy5pvSdHqTp+MuIn1oLOM6tUs7hlSSmVE/K9TBYUFLBt2za6dOmStNJF5QZjDNu2baOgoCCt4zSZVfVypt8x69cj0SiJ3r3xidQacdiZA9YZQjwej+81UJNTo+r3+2nfvj27du2iXbt2brLsTOPjNmnmm9paR2FhIZWVlQQCASKRCLFYjKKiIuLxOK8BJwIYA/ompZRSSimlbD179mT9+vVs2bIl26GoRhQUFNCzZ8+0jkkpmRWRA4CxQHdgD7AMKDfGJBo8UOU1tzbV7o9qevWqNX+s08e1biLq8O7rfBPm9/vdkYnD4bBby9qpUyei0WitJNbpg+s0M3b64zpNn51RkSfdey/FP/kJfPghDBmS6adFqaSuef0aAO7hgCxHolR+c8vScfdkORKlFOR/mQwGg/Tt2zfbYagMabDPrIgcJyL/Al4AvgN0Aw4FbgI+EJGbRWS/zIepWpOTeDrJrH/DBsCaY9a73dtUo6CggHg87iaeTh/YZILBIPF43K2tdZoXOyMaO5y5Z4PBYK1mxt6kNhwOEz36aOsA7TersmhHzQ521OzIdhhK5T0tS0rlFi2TKpc1NgDUScBlxpgjjDFTjTE3GWOuM8acCgwHlgDjMx6lanVVVVWAlVDKunXWyoMPrrWP01/WUVNT4zYxNsZQUFDgDvzkPSYcDhONRvH5fBQWFgK4j+sO/OQkvXWv5STNfr8f6duXT4F//PjHLfkUKKWUUkq1OhGZKiLlIlKuTWOValiDyawx5npjzOf1bIsZY54xxjydmdBUNjlT4MRiMfzr1mE6d0aKi2vtE4/H3ZGH4/G42zzYqWGtm3zG43G39hZwk1Gn2bCzj7PdGWQqGo265/Ymtd5perqdfz7jrKAy+8QopZRSSmWQMWaWMabMGFPWtWvXbIejVE5rdGoeERkkIieISPs66ydmLiyVbU4i6/P5kM8/x/TsWavW1MupJU0mFAq589I6NbbOMU5y64x+7OzjvY7Th9YZLdnZPxAIUFNT464LTphAJ4AlS1r6qVBKKaWUUkrloAYHgBKRHwNXASuA2SJytTHmWXvzbcBLGY5PtTJvbaoznyuffw59+xKLxeod0jwajbqDPdXt+wrfDBbljHbsJLXhcNidpidZLM65gsEgNTU1tfrrGmOoqqqiqqqK8DHHEAR49VUoK2vms6BU+kZ1G2UtfLU9u4EolefcsqSUyglaJlUua2w048uAEcaYShHpA8wTkT7GmPsAnQOljdq9e7c7XyzGwNq1mHHj3ES0Lr/fT3V1tds82Jk2xxEKhdxmyNFolMLCQncQJ28SnOy8zgjH3n621dXVFBcXEwqF3PNVFxbyKbBm+nROvuGGjDwvSjXkiuFXWAs6z6xSzeKWJaVUTtAyqXJZY82MfcaYSgBjzBpgHPAdEbkbTWbbns8/52SsWs9EIkEwGIQdO2DXLujde6/+qk7tq4i4TX/r4/f7rcGaPDW7wWCQr7/+2rpOPcfE4/FvYsGqyQVqJcd+vx+fz8eBkyYx2gqu2U+FUkoppZRSKrc1lsxuFpES54Gd2J4C7A8clsG4VDb85jf8Ewj84Q+A3RfWM8dsIBAgFosBVu1rKBRCRNyEs74myIBbs+o0D45Go8TjcfccyTiDQ9Xl1PpGIhEKCgooKiqymhqPG0cXgE8+afpzoFQTXfHKFVzxin57rVRzaVlSKrdomVS5rLFk9kJgk3eFPYrxhcAxGYtKZcXfH3gAgMDVVxN87jkrUbWTWX+/fvh8vlrJpZOYOqMKO4+TcWpvd+/eza5du2jXrh3hcJhQKFTvwFLwTe2s93pOktu+fXtisRiRSMQadXnsWOugd95piadDqbTUxGqoiSXv/62USp2WJaVyi5ZJlcsa7DNrjFnvLItIJ6CX55g9DR0rIgXAf4Cwfcw8Y8z/iEhf4EmgC1AB/MAYExGRMPAnYASwDTjbbtqsWkl3ID56NAKELroIundHPrdmZpI+ffba31uj6iSlsVgsabNhZ07ZYDBIIpGoNehT3Wl86h7njJQcDAbZtWsXwWCQSCTi9qWtrKy09hk8mJ1AhwUL4MILm/w8KKVUWyYiU4GpAL17985yNEoppVTTNTo1D4CI3AK8D9wP/Nb++U0jh9UAxxtjhgMlwEQRGQ3cAdxjjDkE2A5cYu9/CbDdXn+PvZ9qRd2AWO/eVP/tb5h+/TCTJuH/178wBQVgz3NWX+1rshGMvZx+uM4IyeFw2J2Sx5lb1jvHbDJOLXA4HK7V3DkQCFgJbizGQmDpww8363lQSqm2TOewVEop1VaklMwC3we+ZYwZZ4w5zv45vqEDjKXSfhi0fwxwPDDPXv8YcJq9PMl+jL39BGmoE6ZqWcbQDQj06sXuggIizz0H++2H/OtfmF69iCcS+P1+dwTidDnJqjN3rTMYVDgcdpPUxhJiK8xv9nFGXI5EIrRr1w6AgZMnW525KyvrP4lSSimllFIq76WazC4DOqZ7chHxi8hS4Evg38CnwA5jTMzeZT3Qw17uAawDq18usBOrKbJqBfv7fIQAuncnFApBr15U/eMf0Lkz5pBDSCQSbhLp1IbWVV9/WcDtbysiVv9Wv99tPgyQsJPlxjjnqDsdkPM7cNRR+AEWLUr53pVqCcf2PJZjex6b7TCUyntalpTKLVomVS5rbJ5Zx+3AEhFZhtV8GABjzKkNHWSMiQMlItIR+AcwqIlxurSvT2Z0s3+bgw5y+6+GS0qoWbgQEwziTTPrG4HYqXVNxukX69TsOsmtk5w6vxvj1PD6fD5CoZCbWDsJbuKII6wd33kHjjsunadAqWaZMnSKtaDzzCrVLG5ZUkrlBC2TKpelmsw+htWH9QMg0ci+ezHG7BCR14ExQEcRCdi1rz2BDfZuG7AGmFovIgGgA9ZAUHXPNQuYBVBWVqYTirYQJ5mt7tTJTRgLCgoIHHLIXs2K66uV9Y42nIzP5yMYDLpT9DjT+jQ0P21dzvRATn9b75RAfr8ff9eurAQ+/n//j1N//vOUz6uUUkoppZTKL6k2M64yxtxvjHndGPOG89PQASLS1a6RRUQKgfHACuB14Ex7t8nAs/byc/Zj7O2vmYbaraoW1d1d6E4wGHQHWAIrCXWmx0nGO31OqjWsznlT+RN7r++MbuwkwrFYzE2MwRrxuOPEiYy2gkkpDqVawkUvXcRFL12U7TCUyntalpTKLVomVS5LNZn9r4jcLiJjRKTU+WnkmG7A6yLyPrAI+Lcx5p/ADcC1IrIKq0/sbHv/2UAXe/21wPS070Y1mVMz6+vRg0gkUmt6nbr9W+vyTp+TCd7rO4mrkwiHQiEAIpEIYDWB3jFoEAcArF6dsZiUUkoppZRS2ZVq+87D7d+jPeuckYmTMsa87znOu341MDLJ+mrgrBTjUS1IRLgfMPvtB0VFxKPRWsmsd/Cn+sRiMYqKimrV6NbU1BAOhxu9fmPnd2phnebL3tGMRYSCggJ27tzpNldOjBplHfjOO/CtbzV6faWUUkoppVT+aTBDsWtixTMdj/enwal5VH656vTTMd2s+lmnX6qjsflfnWa/3ubF3uO96p7LaWbc0GjGPp+PSCTibneaQXuPCQaD+P1+otEohWVl7AJYsKDxG1dKKaWUUkrlpcaaGV8IVIjIkyIyRUQOao2gVOvzbd5M4oAD3AGc/H5/vQlpXfF43J3n1ZFszlinhjUYDNbqY+s0Ia6vdlZEag305DQz9ia1gNvkuLB9e94FymfOTO3mlVJKKaWUUnmnwWbGxpgfAojIIOA7wBwR6YA1iNNLwFv29Dsqz5kvviA2YgSBQMBNFHfv3p3ySMOpzBHrDOQUCoXcEZIbGwTK2V43uXbWB4NBIpEI8XgcESEcDrN79276/+AHdPvzn6GqCoqKUroH1TL21emzJvSZYC1s/Cy7gSiV59yypJTKCVomVS5LKVMxxqwEVgL32CMTH4fVv/VuoCxz4alMc5sGb9yIr0cPSHEkYu/xdQd/8ian3tGNmzJQlFObm6x2tqCggGg0SkFBATU1NVRXV1NQUIDf7+erQYPoDVBRAUcfndY1VfPsq9NnnTPoHGtho84zq1RzuGVJKZUTtEyqXNZYn9l7ReT7ItLDWWeM2WOMedEYM80Yo4lsGxD98kukpgZfjx61+r06c8I6ktWgJktmY7GY24e1oSl9nGvU1NTUm+Q688kGAgHi8bjbFNlbUxuPxwmHw27i2759e3YPHWqdQPvNqlayJ7aHPbE92Q5DqbynZUmp3KJlUuWyxvrMrgJOA94SkTUi8lcR+ZGIHC4iqU7ro3Kcb9Mma6F799rr7WbBIlJvYtpQM+H6ttVdFwgEMMYk7aPrJMtOsuoc663ldQaC8vv97vrifv34BPjHDTc0ev9KtYQrX7mSK1+5MtthKJX3tCypfZ2ITBWRchEp37JlS7bD0TKpclqDCakx5nfGmPOMMX2AI4G/A/2Ap4AdGY9OtYr4+vXW7wMPrDUIk9N/1kkS66uZbajPq5d30CaHMwCUk6w688V6j3HOXzehrvvY6UPr8/no0KED+33729ZcUinGp5RSSimVbcaYWcaYMmNMWdeuXbMdjlI5rdHaVbEMA04FJgHHYtXY/jbDsalW4tu8GQCxp+bxJrR1p9ypyztHrDEm6SjG7nV8vr0GlPL2gfX7/e6ATinF7amddQagckY3bt++PbuGDqUbwNq1KZ1PKaWUUkoplT8aHABKRP4N7AcsBd4BbjPGrGiFuFQrcBNJu5mxdO/u9k9NlXfe2EQi4Y48nIzP53Ov6ff7qampcafpcY5pLHl2ampFhFgsRjgcJhKJEAwGERG3ZtYYQ9WwYdZBCxZAnz4p35NSSimllFIq9zVWM7saSAD97Z9DRGT/jEelWk00GsV88QWmfXsoLgZoMJlsiHe04WSc/q9+v9+txXWaGddXm1tXIBCo1UzZ7/fvNXiUM/hUTf/+VAOUlzfldpRSSimllFI5rLF5Zi8HEJH9gNFY/WavEpGuwDJjzOTMh6gyKRAIkNi4EXPQQfVuj8ViadXWejl9ap1mxJFIhFAotFdTYu8UPo1x9nX6y9ZNcEWEaDRKsKiIpUD13Xcz7rfaKl5l1qRDJlkL67TxilLN4ZYlpVRO0DKpclmqGUoNUAXssZd7AqFMBaVa2caNGLu/bF3pDPDkNPv1cgZpcpLhZOdzalfra56cLCbvlEBO31knGY5EIhhjaN++Pd3POovCp56CRAJSrP1VqilOO+Q0a0GTWaWaxS1LSqmcoGVS5bLG5pm9R0QWAhuBm4Fi4GFgoDHmsFaIT2VIrVrQjRuhnprZusfUNx8skHTwp7rJqzN3rXeUYu9ATsmOqcsZETkYDNZat2fPHqLRKLFYjMLCQgKBAF/3708xwMcfN3p/SjXH9urtbK/enu0wlMp7WpaUyi1aJlUua6xm9jPgL8BSY8zek4yq/GcMsmkT0qMH9aWp3qlxYrFYyv1b61O3ZrWuSCSC3+/fq5bXORasgafC4bDb39YZEKqqqsodEbmgoICNAwdaB1ZUwKBBzYpbqYZcO/9aAB4ND8hyJErlN7csTXw0y5EopUDLpMptjWUlzxljKupLZO1pe3pmIC7VCowxxLdvR6qqkB496t0vEAgQj8f36tOazsBNXsFgkOrqancgKK9IJEJhYaG77I0VvkmEncfekZCdqX2cPr7t27dnT58+VIEOAqWUUkoppVQb01gmcpeIPC0iF4rIEBE5QER6i8jxInIL8BYwuBXiVBmS2LDBWujWrd6mvXWbATu8iWQ0Gk1rkCjvgFBOQuytZfX5fASDQWpqamqNeOw0T3aO9QoEAiQSCYqLi0kkEiQSCTp06cJS4D/33ptybEoppZRSSqnc12Aya4w5C/gFMBCYCfwXeBa4FPgION4Y8+9MB6kyx5ljlm7d9uqHmo50RiMG3Os4zYKBvUZNFhHC4bDbD9ZJdJ1k1ul/6/1xmkIHAgGMMXTo0IF+Z51FKUBcW8orpZSITBWRchEp37JlS7bDUUoppZqs0ao0Y8yHwI2tEItqJd6k0zg1s927pzxqcV2NJbJO/9i6TZJ9Ph81NTWEQiGqq6spKChIenxBQQHRaHSvPrQiQjAYdJPhUChEIBAgEom4zZHD4TA7Bg7kIICPPoJDD23SPSqlVFthjJkFzAIoKytr2hu/UkoplQOaNnmoajPMF18AkDjwwJQS0mSi0ShFRUW15nr1CgQC7gjGXsFgkEAg4F63vv639TVz9nKSZWcqICfBDQQCxEtKrJ0qKjSZVRlz9sCzrYU1S7IbiFJ5zi1LSqmcoGVS5TJNZvdR7oBKGzdiCguJFBQQDtU/dbCTkCY7T7KBnBrinRO2U6dORKPRBps3pzLXrdN/12li7PStDQQCJAYMYDfQrrwcfvCDlONUKh0T+060FjSZVapZ3LKklMoJWiZVLmveHCsNEJFeIvK6iHwoIstF5Gp7fWcR+beIfGL/7mSvFxG5X0RWicj7IlKaqdiUJRaL4fvyS+jenXiKIxM7NZ8Op/lvstGO6xOPx92+sX6/3x1EqqGE1RiTVsLsxOL3+ykqLmYx8Nb996d8vFLp2rR7E5t2b8p2GErlPS1LSuUWLZMqlzVYM9tYQmmMWdzA5hjwU2PMYhEpBipE5N/AFOBVY8yvRWQ6MB24AfgO0N/+GQU8ZP9WGWKMwbdpE+agg9w+po3x+XxEo9FaTYOdOV6TzQvbGKdG1mnG7CS2da/p1Lo2VIObSCTcEY29iW8wGKT/2WdTPHcuxGKQxqjLSqXq5//9OaDzzCrVXG5Z0jktlcoJWiZVLmvsv/rfNrDNAMfXu9GYjcBGe3mXiKwAegCTgHH2bo8B87GS2UnAn4yVhbwjIh1FpJt9HtVCag3+ZAx88QVm2LCURzH2zu9qjHGPM8Y0ac5Zh5MkJ0tmnal66vIOKuVM3+Mkvd4+tkVFRWwbNMgaBGrlShg6tMlxKqWUUkoppXJDg8msMea4lriIiPQBDgcWAgd6EtRNwIH2cg9gneew9fY6TWYzJBqNEty0CTMxtb4QgUDAHeTJO8gSNNxEuLl8Ph+hJP15vc2VvYltKBRi165d7n7hcJjo8OHWg4oKTWaVUkoppZRqAxprZnxGQ9uNMX9v7AIi0h54GviJMebrOjWDRkTSyoJEZCowFaB3797pHKpsxhhrwKSqKqSyErp1S+k4798uHo/XO5VOMs6IxM2pvW0opkQiUavJstMk2ampLRg2jF1AcXk5TJ7cojEopZRSSimlWl9jmcV3PT+z6jw+pbGTi0gQK5F93JP4bhaRbvb2bsCX9voNQC/P4T3tdbUYY2YZY8qMMWVdu3ZtLARVj3g8jm/zZgD8vXo1sndt9fVtbYgzcFRjc9I6UhnB2BtP3STZiTEcDhONRunUpQuLgQW/+11acSullFJKKaVyU2PNjC9ylkVkifdxY8TKWGYDK4wxd3s2PQdMBn5t/37Ws/5HIvIk1sBPO7W/bGY4IwP7v7S/R0ixZtbhJIheqda4NjaIk/d8yZLmZAmuMy1PQ+fy+Xx86/vfp8vf/qaDQKmMmDzErvFftSC7gSiV59yypNQ+KtdaIWqZVLksnf/o0+0UORb4AfCBiCy11/0/rCT2byJyCbAW+L697UXgJGAVUAWknDir1Dg1os5oxH67ZjadZNbbb9YrWZ/W5kg2IFQgEKg1LVBDNbdOMuwcF4lEkLIyCv/2N/jwQxg2rEXjVWpcr3HWgiazSjWLW5aU2kcZY2ZhtYikrKwsc4OSpEjLpMplGaueMsa8CdTXnvSEJPsb4KpMxaO+EY/HCYVCJNavxw/QvXvKx3r7o3ql2+y4KbxNj30+X9Kk2hEKhYhEIlYNtN+PMYbw2LHWxvJyTWZVi/ts52cA9M1yHErlO7csddDSpFQu0DKpclljA0A9zzc1sv1E5DnvdmPMqZkKTGVGNBolFotZfVg3bsSEw0jHjlbT2xQ1pc9sS2usT60z/60z96zP5yPSty87gQ4VFXDxxa0XrNon/GrBrwCdZ1ap5nLLks5pqVRO0DKpclljNbO/8Sw3NOesyhORSISCggIikQjBL7+0mhinMCCTVzgcbvL1G0pAnQQ1lQGinH6wje3jTWYDoRCLgaIHH2TUzJnphq6UUkoppZTKIY0NAPVGawWiWo87P+sXX0C3bmnPEdvUWlmnuW99fD5frbljG5NqP10Rwefz4ff7Kbv8coK//z1Eo5DCQFQqfbk2cIVSSimllGqbGqzaEpFJInKV5/FCEVlt/5yZ+fBUS3FqO/1+P36/36rV/OILpHv3jMz/moyTUDa0PZXE2ruPE3tjNbqBQIBEIoGUlVEAsHx5OqGrNOj0WUoppZRSqjU0lsH8DGvKHEcYOAIYB/wwQzGpDHKa3AKwaRN069ZqyWxLqDuicTwed5NY5x6cZNc78rLT5Dhy2GHWgYsXt2LUSimllFJKqZbWWHvOkDFmnefxm8aYbcA2EWmXwbhUS9q9m3eAsh/+EP9XX0HXrlBVhezc6Y5knEo/1Wzy9qetW3vrTMHjJLNOguv3+93ENxKJWDXDAwboIFAqI6YOm2otfDQ/q3Eole/csqSUyglaJlUua6w6rpP3gTHmR56H2n4wX1RUMArwP/QQ5lvfInHrrbB6tbUtjTlms8k7byzUbmpct4mxMcZdl0gkrMGugkEruTWGJcCCBx9szfDVPmBM9zGM6T4m22Eolfe0LCmVW7RMqlzWWDK7UEQuq7tSRC4H3s1MSKrFVVQAYF5/HTn+eHy/+AVmjP2mlIfJbKp9a0WEUChUa27cSCTCkVddxXBIazoipRqz8quVrPxqZbbDUCrvaVlSKrdomVS5rLFmxtcAz4jIeYDTyXAEVt/Z0zIYl2pJixezATjwqKMIjBsH//kPct11Vr/RAfk3J2Zjc8x693FGPDbGEI/HiUQixIYPpwhg5UoYOjTzAat9wh3v3gHoPLNKNZdblnROS6VygpZJlcsam5rnS+BIETkeGGKvfsEY81rGI1MtZvlf/sKnwHecBPCYY2DhQtiyBQ44wJqmJgfVN++s03y4sZGRvc2SRYRwOEwoFCJRUmKtXLxYk1mllFJKKaXyVEoTetrJqyaw+Wj3bgYBh/7yl9RqVCtiJbI5zElI6yatwWCQ6upqd4ohb9LqEJFaox475wOIf+tbVALtKyrgwgszFr9SSimllFIqc/JjPhbVdO+9hx+QsrJsR5ISbxPihhJVp9lwfbWzIpL0+HA4TBxYCvz3/vtbOHqllFJKKaVUa9Fktq2zB3+itDS7caTIO51OcyVLZp3Bo8qmTuVwgCTJslJKtWUiMlVEykWkfMuWLdkORymllGqylJoZqzy2eDGbgQO7d8+L0XtTGdypqeeKxWL4/X5rXWkp7QE+/hgGDWqR66l929WlV1sLy/8vu4Eo1QhjzCxgFkBZWVnLvOG2ILcsKaVygpZJlcs0mW3j3pszhw3ASZ5mt07f0bagbuIbj8frbZ5sjCEQCGCMoWboUArAGgRKk1nVAkoOKLEWNJlVqlncsqSUyglaJlUuaztZjdrbnj0MASZMnw4kb8LbUrWg2WCM2WuAqPpGOfaOgBwIBIgdcgh74Jtm2Eo109Ivl7L0y6XZDkOpvKdlSancomVS5TJNZtuyDz6wqt4bGPwpX2tqnRpWpwa2sXtw+sr6fD5rqp9AgPeA1+++uxWiVfuC+xbfx32L78t2GErlPS1LSuUWLZMql+VfFqNSt3gxAP42ksx6mw8788ZCavfgneYnHo9TUFDA8ClTKLVOkOHIlVJKKaWUUi0tP7IY1TQVFWwD6N27wd1EpFXCaa6G+sKmcw8+n49QKER02DA6AKxe3XJBKqWUUko1g444rlTqNJltwyr+8AcqAPIkWW1MqiMdJ9vHu84Z0Tg2bJi1wq7BVkoppZTKNmPMLGNMmTGmrGvXrtkOR6mcpslsW1VTw2HACdddt9emXB/0yefzNWuuWadvrFc8HicQsAbv9vv9VpPjYcOoAR0ESimllFJKqTyUsal5ROSPwCnAl8aYofa6zsBcoA+wBvi+MWa7WG1E7wNOAqqAKcYYrS5rjuXLCQGx0tJaqwOBQK3ELhf5/X6i0WjSUYlT4fSNTSQSbm2utymy0282XFzMB8D2O+9k/B13tOAdqH3RDSNvsBbe+0d2A1Eqz7llSSmVE7RMqlyWyZrZOcDEOuumA68aY/oDr9qPAb4D9Ld/pgIPZTCufYPddNYcfnit1ak21c0VTYnXm7gGAgFisdhe+wQCARKJBAPPPdcaBCqPnhOVmwZ1HsSgzjpnsVLNpWVJqdyiZVLlsowls8aY/wBf1Vk9CXjMXn4MOM2z/k/G8g7QUUS6ZSq2fUJFBTuAwIAB2Y6kWeob9CmZdAaC8vl8VkI7fDhdANaubXqQSgELvljAgi8WZDsMpfKeliWlcouWSZXLWrut6YHGmI328ibgQHu5B7DOs996e91G6hCRqVi1t/RuZJTefdnChx9mN3B8nky7Ux8RIR6Pp9Tk2NnPqYltrFY3FAoRGTnSerB4MfTp0xIhq33UrPdnATAmnN9fICmVbW5Z6j4my5EopUDLpMptWct0jJVlpN22U0d4S0E0ynDg2GuuyXYkzdZQTavTJ7a+x6k0UQ6XlREFHQRKKaWUUkqpPNPayexmp/mw/ftLe/0GoJdnv572OtUUK1ZQAJiSkmxH0iyNJaLOQE/Oct0RjJ0myg01VQ4WF7Mc+L/bbmuRmJVSSimllFKto7WT2eeAyfbyZOBZz/oLxTIa2OlpjqzS5Qz+VGckY0c6/VCzxRl1uSHePrKxWGyvEZqTjWSczNAf/IAR1gmbG7ZSSimllFKqlWQsmRWRJ4AFwEARWS8ilwC/BsaLyCfAifZjgBeB1cAq4BHgykzFtU9YvJhdAP37J93sTE2Ty6Ma19dEuO56Y0yjfWobS2ZlzBgOAPj00+aErJRSSimllGpFGRsAyhhzbj2bTkiyrwGuylQs+5q3HniAODC2kblkkzXNzXVOrbKIkEgkSCQSGGOaPCctQGL0aPwAb70FhxzSYrGqfcsvx/zSWlj8ZHYDUSrPuWVJKZUTtEyqXNbaoxmrTIvFKAEKpk1rNMFrbhKYDT6fj2g0is/nwxhDJBIhFAqlfHyyWlozeDDbgU5vvQWTJyc/UKlG9O3QN9shKNUmaFlSKrdomVS5LL+q5VTjVqygHWBGjGh013TmZc01TnNj7yBQDXH64NbtKxyLxQiEQiwAlj/ySIai3beIyFQRKReR8i1btmQ7nFYzf9185q+bn+UolMp/WpaUyi1aJlUu02S2rSkvB1JLZvOZiFBTU0MwGEx5f6c218tpan3SrbcyBOCrr1o+2H3Mvjp91mPLH+Ox5Y9lOwyl8p6WJaVyi5ZJlcs0mW1rysvZCfUO/uSVywNAAW6/2Pq2+f3+RmuWvXPPNjjv7Nix1u8FC5ocr1JKKaWUUqr1aDLbxrz74INUADQysJMzonEuayzGcDjc6DkaGum41nQ+I0cSBWsQKKWUUkoppVTO02S2LYlEGA4cd911je6aD3PNemtdkzUPTlYrW3e9iLiP695zrdGci4pYArxx++0teAdKKaWUUkqpTNFkti1ZtowwkCgt/abGsQH5MpJxssS7Vq2qhzGm1nRD3trbxmp6R/7kJ4wEiESaHbNSSuWqfXWQNqWUUm2PTs3TlixaBEC8tBR/CqMUp9JMNxf4fD5isVhKyXcikaiV5NY3j27SZHjsWArvvReWLIFRo5oTstoH3X60Xav/7qPZDUSpRhhjZgGzAMrKynJu8AS3LCmlcoKWSZXLNJltS8rL2QYU9+mT0u75Mi1P3TjrJqyN7Z9M0nMceaT1+623NJlVaTuo3UHZDkGpNkHLklK5RcukymXazLgNWfKHP1AOSCODP+W7VGtp09a9O58BT//0py1/btXmvfTZS7z02UvZDkOpvKdlSe3rcq0rgJZJlcu0Zrat2LOHwwCZPh1/inOv5oNk/VydPrT1NSFuSCAQoLq6mlAolHT7W8CJAMZAntRcq9ww96O5AEwMD8hyJErlN7cs9Z2Y5UiUyo5c6wqgZVLlsrZdhbcvee89AoAZMSLbkbQoJ3F1RjNOJBIEg0Hi8TjGmLSbSjtz19aXCF/w4IMcBLB6dTMjV0oppZRSSmWSJrNtRXk5YI1k3BY5Sa134Kam1s4WFhbWv3HsWOu3zjerlFJKKaVUTtNktq1YtIhNQODgg7MdSUYEAgFisVitdU1NZhuszR0yhJ0Ab7+d9nmVUkoppZRSrUeT2TZi+Z/+xCLAlydzxzZFPB7P/Ny4fj8LgA9+//vMXkcppZRSSinVLDoAVFtQWclgYOAvfpHtSDJKRNy+s5k08Ve/IvHLX8KOHdCxY8avp9qGu8fdbS0seDi7gSiV59yypJTKCVomVS7Tmtm2YPFi6w/ZxgZ/8jLGuP1mmyOlc4wdaz2fCxY061pq39KpoBOdCjplOwyl8p6WJaVyi5ZJlcs0mW0L7MGfAqNHZzmQzAgEAkQiEfx+f7NrZ53RjBs0ahQx0EGgVFqeWfUMz6x6JtthKJX3tCwplVu0TKpcpslsG/DXn/6UzwEOPDDboWSEiBCLxfD7/QSDQaLRaJPP5fP5Gk+G27VjIbDlf/8XVqxo8rXUvuXZVc/y7Kpnsx2GUnlPy5JSuUXLpMplmsy2AUcA5dkOIsMKCgpa7VqxWIzRH35IHPji0ENh1apWu7ZSSimllFIqNTmVzIrIRBH5SERWicj0bMeTF7Zvpz9w2q23ZjuSjPKOYuz3+4nH43vtY4xpeNqdFMRiMUQE/+DBHPTBB4SAtf37w+efN+u8SimllFJKqZaVM8msiPiBmcB3gEOBc0Xk0OxGlQcWLwbAN3JklgNpPX6/n0QisVdz4UQi0axk1pnH1k2chw5l/4oKOgCrDj4YvviiyedWSimllFJKtaxcmppnJLDKGLMaQESeBCYBHzb5jM88A7t2tUhwOevll63fbXgk42SS1c4aY5o8D61zrkCgTpEoLaXjggX4x4zhwx49OPSxx6CZtb9pO/NMKCxs3WsqpZRSSimV43Ipme0BrPM8Xg+MqruTiEwFpgL07t27wRN+fPrpDGjBAHPV+8Cwzp2zHUarCoVC7Nmzp9ZgUIlEYu9ktB51B5ESkfqPHT2a4vnzOXjcOJg8uakhN923v63JbB548MQHrYX/3pvVOJTKd25ZUkrlBC2TKpflUjKbEmPMLGAWQFlZWYPD0g5YuxaaMfJtvhjWRkcxboiIUFRU1KRjg8Fg+gcdeyzttm+HbduadM1m6dKl9a+p0lYY0C8clKrPPf/+uNbja8bX/1WzliWlcouWSZXLcimZ3QD08jzuaa9rukZqbpVKS8eO1o9SSTy58kkAzslyHErlO7csDdLSpFQu0DKpclkuJbOLgP4i0hcriT0HOC+7ISmlVGr+teZfAJwT3hc6NyjVuAWrt/FO7OPGd6zDLUv6j7NSOUHLpMplOZPMGmNiIvIj4F+AH/ijMWZ5lsNSSimlVAur2+zYa/32Pe4+DTVHVkoppXImmQUwxrwIvJjtOJRSSimVfQ0lvdBw31ullFJtX04ls0opldd2fA4H6j/XSjlGfz6Ld3pPbXRdUzWW7KZCE2KlWl86g8Ip1RBNZpVSea8l/qFtitGfz3KXv/Z/CjS9n6DKDP0HKbMaKnujnd+eckKSde/0nuomuKM/n8Wb/i8avGbdY5Ntc9ankjhn6/2jufS1rZorldf+6M+3ffP5Nvu6Wtta6kupVGNJhZaLfY8Y0+DsNjlNRLYAaxvZbX9gayuEkyn5HH8+xw75E//Bxpiu2Q7C4Z0LGhgIfFTPrvny/CaTz7FDfsefj7HnaxmF3Hy+cy0mjadxuRZT3Xi0jOY2vce2o6n3WW8ZzetkNhUiUm6MKct2HE2Vz/Hnc+yQ//Hnunx+fvM5dsjv+PM59nyUi893rsWk8TQu12LKtXiaoy3dS330HtuOTNynryVPppRSSimllFJKtQZNZpVSSimllFJK5Z19IZnde+SJ/JLP8edz7JD/8ee6fH5+8zl2yO/48zn2fJSLz3euxaTxNC7XYsq1eJqjLd1LffQe244Wv88232dWKaWUUkoppVTbsy/UzCqllFJKKaWUamPabDIrIhNF5CMRWSUi07MdT2NE5I8i8qWILPOs6ywi/xaRT+zfnbIZY0NEpJeIvC4iH4rIchG52l6f8/cgIgUi8q6IvGfHfrO9vq+ILLRfQ3NFJJTtWNuKXC2fIrJGRD4QkaUiUm6vS/oaFsv99j28LyKlnvNMtvf/REQmZyjWlN8zmhKriIywn4tV9rGS4dhniMgG+7lfKiInebb93I7jIxGZ4Fmf9HWkZbdlZKOcpvtZ0tBru4Xj8ovIEhH5p/046WtMRML241X29j4ZiqejiMwTkZUiskJExmTzORKRa+y/1zIReUKsz9VWfY4y/Z6Ya7JRPluLpPFZnC9a6vWZy+q5x7Q/29NmjGlzP4Af+BToB4SA94BDsx1XIzEfA5QCyzzr7gSm28vTgTuyHWcD8XcDSu3lYuBj4NB8uAdAgPb2chBYCIwG/gacY69/GPhhtmNtCz+5XD6BNcD+ddYlfQ0DJwH/Z79+RgML7fWdgdX27072cqcMxJrye0ZTYgXetfcV+9jvZDj2GcB1SfY91H6NhIG+9mvH39DrSMtui/yNslJO0/0sqe+1nYG4rgX+CvyzodcYcCXwsL18DjA3Q/E8BlxqL4eAjtl6joAewGdAoee5mdLaz1E97ys5+f7dAveas5+jLXR/a0jxszhfflri9ZnrP/Xc4wzS+GxvynXbas3sSGCVMWa1MSYCPAlMynJMDTLG/Af4qs7qSVgfWNi/T2vNmNJhjNlojFlsL+8CVmB9wOX8PRhLpf0waP8Y4Hhgnr0+J2PPU/lWPut7DU8C/mS/ft4BOopIN2AC8G9jzFfGmO3Av4GJLR1Umu8ZacVqb9vPGPOOsT51/kQLvv7rib0+k4AnjTE1xpjPgFVYr6GkryMREbTstoSslNMmfJbU99puMSLSEzgZ+IP9uKHXmDfOecAJ9v4tGU8HrH8aZwMYYyLGmB1k8TkCAkChiASAImAjrfwcZfI9sbmxZUC+fY62hJz/f7IhLfT6zGkt9NmetraazPYA1nker7fX5ZsDjTEb7eVNwIHZDCZVdpOhw7FqOPPiHsRqQrYU+BLrw+tTYIcxJmbvkq+voVyUy+XTAC+LSIWITLXX1fcaru8+snl/LRVrD3u57vpM+5HdpOqPniZk6cbeBS27LSHr5TTFz5LWiPNe4GdAwn7c0GvMjcfevtPevyX1BbYAj4rV9PkPItKOLD1HxpgNwG+Az7GS2J1ABdl9jhz59P6djnyJs6nS+SzOZ9l8X2tN6Xy2p62tJrNtjl07kvNDT4tIe+Bp4CfGmK+923L5HowxcWNMCdAT65uhQdmNSGXJUcaYUuA7wFUicox3Yy6/huvKp1htDwHfAkqw/iH+bVajUVmVK58lInIK8KUxpqI1rpeiAFZTvoeMMYcDu7GaKLpa+TnqhFXL0hfoDrQjB2sz8/A9cV/WZj6LU9UW78mW8c/2tprMbgB6eR73tNflm81OswL795dZjqdBIhLE+ufjcWPM3+3VeXUPdlOt14ExWM06AvamfH0N5aKcLZ92DQPGmC+Bf2B9sVHfa7i++8jm/bVUrBvs5brrM8YYs9n+UikBPMI3zY3SjX0bWnZbQtZex2l+lmQ6zrHAqSKyBqsp5/HAfdT/GnPjsbd3wHpNtqT1wHpjzEL78Tys5DZbz9GJwGfGmC3GmCjwd6znLZvPkSOf3r/TkS9xNkman8X5LFtlttU04bM9bW01mV0E9BdrJL0Q1gADz2U5pqZ4DnBG0psMPJvFWBpk93eZDawwxtzt2ZTz9yAiXUWko71cCIzH6qf1OnCmvVtOxp6ncrJ8ikg7ESl2loFvA8uo/zX8HHChPergaGCn3VzoX8C3RaSTXWPxbXtda2iRWO1tX4vIaLtsX0iGX/91+gOdjvXcO7GfI9YIqH2B/liDUyV9HdnfbmvZbb6slNMmfJbU99puEcaYnxtjehpj+mA9B68ZY86n/teYN84z7f1btLbFGLMJWCciA+1VJwAfkqXnCKt58WgRKbL/fk48WXuOPPLp/TsdOfk52hKa8Fmcz7JVZltNEz7b02dyYPSrTPxgjQT2MVbfxxuzHU8K8T6BVf0exfrW9RKsPiSvAp8ArwCdsx1nA/EfhdU84n1gqf1zUj7cAzAMWGLHvgz4pb2+n12wVgFPAeFsx9pWfnKxfNp/7/fsn+VOXPW9hrFGGZxp38MHQJnnXBfbr5tVwEUZijfl94ymxAqU2eXhU+B3gGQ49j/bsb2P9SHXzbP/jXYcH+EZVbm+15GW3Rb7O7V6OU33s6Sh13YGYhvHN6MZJ32NAQX241X29n4ZiqUEKLefp2ewRt7N2nME3AystN8z/ow1QmmrPkf1vK/k5Pt3C91vzn2OttB9pfVZnC8/LfX6zOWfeu4x7c/2dH/EPplSSimllFJKKZU32mozY6WUUkoppZRSbZgms0oppZRSSiml8o4ms0oppZRSSiml8o4ms0oppZRSSiml8o4ms0oppZRSSiml8o4ms2ovIlJZ5/EUEfldtuJRal8hIjeKyHIReV9ElorIqAxd51oRWSkiH4jIeyJyt4gE7W1rRGR/z77jROSf9rK+F6hWISJGRP7ieRwQkS3Oa7EJ5ztVRKa3XIRpX3+2XdbeF5F5ItLeXh8WkbkiskpEFopIn2Ze5+00958jIp/Z7zfvicgJzbm+Usm0dHlO47q3eD5PXxaR7vZ6EZH77XL3voiUNvM6L4pIxzT2nyEiG+y4PhSRc5tz/X2dJrOq1YhIINsxKJWrRGQMcApQaowZBpwIrMvAda7AmoR+tDHmMOAI4EugsKWvpVQz7AaGiojzuhwPbGjqyYwxzxljft0ikTXNNcaY4XbZ/hz4kb3+EmC7MeYQ4B7gjuZcxBhzZBMOu94YUwL8BHi4OddXqh4tWp7TcJcxZpj9+v4n8Et7/XeA/vbPVOCh5lzEGHOSMWZHmofdY8c1Cfi984WySp8msyotItJHRF6zv8l6VUR62+vniMiZnv0q7d/jROS/IvIc8GGWwlYqH3QDthpjagCMMVuNMV9A7dpSESkTkfn28gwRecwuY2tF5AwRudOucX2png/HG4EfOh+8xpiIMebXxpivW+EelUrHi8DJ9vK5wBPOBhEZKSILRGSJiLwtIgPt9deIyB/t5cNEZJmIFHlbFdifVw+JyDsistr+nPqjiKwQkTmea1R6ls90tqV6vJdTvkREsL44MvamScBj9vI84AR7n1pEZL6I3CMi5fZ1jhCRv4vIJyJya92Y7Zjm27XAK0Xk8WTnrWMB0MNzrmdEpEKs1iJTvdcQkbvs9a/Yf4v59nNxqr3PFBF51l7/iYj8TyPXVm1fQ+W5nV2G3rXL9CR7fR/7822x/XOkvT6l13edz7V21C53fzKWd4COItKt7vFpvFesEZH97XhXiMgjdvl4Wb5J4JMyxnwCVAGd7HM9ZJfz5SJyc51r3C5WbW65iJSKyL9E5FOxvqR2npf/iMgLIvKRiDwsIm0+12vzN6iapNAuLEtFZCnwK8+2B4DH7G+XHwfuT+F8pcDVxpgBLR+qUm3Gy0AvEflYRB4UkWNTPO5bwPHAqcBfgNftGtc9fPOPAwAish/Q3hjzWSPnfN1T/v+Qzk0o1YKeBM4RkQJgGLDQs20lcLQx5nCs2pbb7PX3AYeIyOnAo8DlxpiqJOfuBIwBrgGew6oVHQIcJiIlKcSW9vEi8iiwCRiE9VkKVvK4DsAYEwN2Al3quWbEGFOGVXv6LHAVMBSYIiLJjjkcq7b1UKAfMLaRe5oIPON5fLExZgRQBvzYc412wGvGmCHALuBWrJq206n9/8JI4HtYf7uzRKSskeurtq2h8nwj1mtqJHAccJeItMNqNTTeGFMKnE3t/zlTen2LyP+KyDrgfL6pmXXLnW09ni9y6ki3rPcHZtrlYwdWGaiXWE2cPzHGfGmvutEu58OAY0VkmGf3z+3a3P8Cc4AzgdHAzZ59RgLTsJ6XbwFnNHT9tkCTWZXMHmNMifPDN4UfrAL9V3v5z8BRKZzv3RT+eVZqn2aMqQRGYDV52gLMFZEpKRz6f8aYKPAB4Adestd/APRp6EARmWAnrWucb7xtx3nK/6Vp3YhSLcQY8z7Wa/hcrFodrw7AUyKyjG/+ucQYkwCmYH0+vWGMeaue0z9vjDFY5WSzMeYD+9jlNFJumnq8MeYioDuwAusf83Q9Z//+AFhujNlot+RYDfRKsv+7xpj1dlxL64sLK3H4GOuz3dvM+cci8h7wjn3+/vb6CLXfZ97wvAd5r/FvY8w2Y8we4O+k9v+CaqMaKc/fBqbbX6DOBwqA3kAQeEREPgCewkrQHCm9vo0xNxpjemFVwPwo2T6NSLesf2aMWWovV9QXF3CNiCzHSur/17P++yKyGFiC9b7mvWfve8BCY8wuY8wWoEa+6bP7rjFmtTEmjlX73ebLnSazqqXEsF9PdpOGkGfb7qxEpFSeMcbEjTHzjTH/g/Wh63yj65YvrA95L6dZcgKI2h+6AAmgVj91u8lVpYj0tR//y05Yl1G7zCqVK54DfoOnSaLtFqxWCEOB71K7XPQHKrESx/rU2L8TnmXnsVNujGd90nLXyPF7sf/BfJJvyvYG7ERUrHElOgDbRORR+4sm7z/96V7Tu0+8gbiut1tO3QA4TbTHYfXbH2OMGY71j7XzHNR9n/G+B3mv4X3+kj1W+576yrMA3/NUpPQ2xqzAqg3dDAzHaiHg/ZxK9fXteJwk5c7WE9hg1+I6rZLqXqely909du3t94DZIlJgfzZfB5xgt4B8gdrvPem+byV73OZoMqvS9TZwjr18PlZTB4A1WLVKYDV31I7sSqVBRAaKSH/PqhJgrb28hm/KV4NNllJwO/CQ8y2u3c+o7j/qSuWKPwI3G2M+qLO+A98MIDPFWSkiHbCaIh4DdBHPWA5NsFlEBttf0J7e1JOI5RBnGeszcqW9+Tlgsr18JlZTS2OMucj+p/6kZsSfrt8BPhGZgPX8bjfGVInIIKymjOkaLyKd7T6DpwH11ZKrfUd95flfwDSn36uIHG6v7wBstL8o+QFW66OU1flMnUTtcnehXTZHAzvtlg43eloltQpjzHNAOdb7wH5YFUA7ReRArIGq0jVSRPra71tnA2+2WLA5SkeXVemaBjwqItdjNYW8yF7/CPCs3STpJbQ2Vql0tQcesJPMGLAKq8kxWP1hZovILVhNsJrjIaw+bwtFpAarBustrJoXpXKKMWY9ycdmuBN4TERuwqq9cNyD1V/tYxG5BKv/93+aePnpWCOgbsH6Z7N9E88jdqz72cvvAT+0t80G/iwiq4Cv+ObL4lZnjDFiDSb1M+Ak4AoRWQF8hNXUOF3vAk9j1Xr9xRhT3mLBqrzUQHm+BbgXeN9Owj7DGt3/QeBpEbmQpv1v+WuxBodLYH05fIW9/kWs1/gqrMGXLkp+eKv5FVYz/8FYn8Ursfr0NuULoEVYX0wdArwO/KOFYsxZ8k1LEaWUUkoppZrH7u9fZoxpSh9FpVQT2N0DrjPGnJLlUFqVNjNWSimllFJKKZV3tGZWKaWUUkoppVTe0ZpZpZRSSimllFJ5R5NZpZRSSimllFJ5R5NZpZRSSimllFJ5R5NZpZRSSimllFJ5R5NZpZRSSimllFJ5R5NZpZRSSimllFJ55/8DEMXBnIbIWsIAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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09/fz5je/+VCHvU+tVgun0zkhxz7cpDLPBDvjjDMYHBxd+vviiy9y3nnncfLJJ/OqV73KfDLzP//zP5x22mmcdNJJvP71r2d4ePigznH22Wdz5ZVXmk9pbrzxRk455RSWLVvGO97xDsrlMoVCgYGBARqNBgD5fH6X2wfiQFvq2PuN/xf+GsRaloXWmlarhdZaAlohhBBCCHHUKhaLPPDAA9x0003ceuutB/XY66+/niuuuIIVK1YA0NXVxVe/+lW+/OUvm33uvvtuVq5cyXHHHcf//u//ArBmzRpOPfVUli9fzoknnsj69esB+OlPf2q2f+hDH6LVagEQCoX4xCc+wbJly/jSl77ExRdfbI4/PtP6+9//njPOOIMVK1Zw8cUXUywWAbjrrrtYtGgRK1as4L//+78P8Zk6eO3oM3vk/MM/wFiG9LBZvhy++c0D2rXVavHHP/6R97///QBceeWVfP/732fBggX85S9/4aqrruKee+7hla98JY888ghKKf7jP/6Dr371q1x33XUHNawVK1bwgx/8AIALL7yQD37wgwBcc8013HTTTVx99dWcddZZ/Pa3v+WCCy7g1ltv5cILL8Ttdh/Q8Xdvw7M/43vMjg+C7e1aa5xOJ0op6vU6Pp/voH5eIfalN9i7/52EEEeUXJdCTE5ybU68O+64g/POO4/jjjuOzs5OVq1axcknn3xAj12zZg2XX375LttWrlzJmjVrzO3Nmzfz6KOP8uKLL3L22WezYcMGvv/97/PRj36Uyy67jHq9TqvV4vnnn+e2227jwQcfxO12c9VVV/Gzn/2M97znPZRKJU477TSuu+46ms0mc+fOpVQqEQwGue2227j00ktJJpN84Qtf4O677yYYDPKVr3yFr3/963z605/mgx/8IPfccw/z58/nkksuOazP374c3cFsm1QqFZYvX87g4CCLFy/mnHPOoVgs8tBDD+3yKUetVgNg+/btXHLJJezcuZN6vc7AwMBBn3P8GtTVq1dzzTXXkM1mKRaLnHvuuQB84AMf4Ktf/SoXXHABP/rRj7jxxhsP6vgHGsiOz8iOD2rt+3bP3DabzQMehxAH4suv+vL+dxJCHFFyXQoxOcm1OfFuueUWPvrRjwJw6aWXcssttxxwMHsg/uZv/gaHw8GCBQuYO3cua9eu5YwzzuBf//Vf2b59OxdeeCELFizgj3/8I6tWreKUU04BRmOWnp4eYLTmzzve8Q4AXC4X5513Hv/zP//DRRddxG9/+1u++tWvcv/99/Pcc89x5plnAlCv1znjjDNYu3YtAwMDLFiwAIB3v/vdu6zrnUhHdzB7gBnUw81eM1sulzn33HPN9IBYLGbW0o539dVX8/GPf5y3ve1t3HfffVx77bUHfc4nn3zSrJe94oor+PWvf82yZcu4+eabue+++wA488wz2bx5M/fddx+tVsssON+fA51ePH5/+Ot8+/FrZccHuPZxZZqxEEIIIUSb3fsl6Tk7AdLpNPfccw/PPvssSilarRZKKb72ta8d0OOXLFnCqlWrOP/88822VatWsXTpUnN7T+0x3/Wud3Haaafx29/+lje96U384Ac/QGvN5Zdfzpe+9KWXnMfn8+2yTvbSSy/lu9/9Lh0dHaxcuZJwOIzWmnPOOYdbbrlll8fuKb45UmTN7AQKBAJ8+9vf5rrrriMQCDAwMMAvfvELYDTge/rp0VLouVyO/v5+AH784x8f9Hnuv/9+brjhBjO1uFAo0NfXR6PR4Gc/+9ku+77nPe/hXe96F+9973sP+PgHG8zu6fEwemHZ2d3xa2mlsrE43L7y6Ff4yqNfafcwhBDjyHUpxOQk1+bEuv322/nbv/1btmzZwubNm9m2bRsDAwP8+c9/PqDHf+QjH+Hmm282AWMqleIzn/kMn/70p80+v/jFL7AsixdffJGNGzeycOFCNm7cyNy5c/l//+//cf755/PMM8/wute9jttvv52RkRFgNNDesmXLHs/7mte8hieeeIIbb7yRSy+9FIDTTz+dBx98kA0bNgBQKpV44YUXWLRoEZs3b+bFF18EeEmwO5EkmJ1gJ510EieeeCK33HILP/vZz7jppptYtmwZS5cu5Y47RlvsXnvttVx88cWcfPLJdHV1HdBxb7vtNpYvX85xxx3HF7/4RX75y1+azOy//Mu/cNppp3HmmWeyaNGiXR532WWXkclkeOc733lA5znUQNauVgzSikcceWvTa1mbXrv/HYUQR4xcl0JMEvfumpWTa3Ni3XLLLbz97W/fZds73vGOAw74+vr6+OlPf8oHP/hBFi1axCte8Qre97738da3vtXsM2vWLE499VTe+MY38v3vfx+fz8d//dd/cfzxx7N8+XJWr17Ne97zHpYsWcIXvvAF3vCGN3DiiSdyzjnnsHPnzj2e1+l08pa3vIXf/e53pvhTd3c3N998M+985zs58cQTzRRjn8/HDTfcwJvf/GZWrFhhpi4fCWoqBxkrV67Ujz/++C7bnn/++QlvTzOV3X777dxxxx385Cc/OaD9Lcs66FY8tVptl4JP9r/jj2NPLV63bh3Tp08nGo0e1DnEXymlVmmtV7Z7HHuyp2v0sLDfiM/+3F+nRY2bHvXeu0ZnHvzovB8d/nMLcZCOiWt09+mJe5iuKNelmKyOiWvUtvv7J/De2mirmh95jzsqpxlLbDC17On12tc1enSvmRW7uPrqq/nd737HnXfeOWHnGF/cyeVy0Wq19hsMO53OKdXPSgghhBBCCNF+EsweQ77zne9M+Dn2VLl4b8YXhLIsS4JZIYQQQgghxAGTYFZMGDsru3tAa2dvX05RKSF2sdv6n9mR2W0aiBBib+S6FGJyMtdmrb3jEOJQHJXB7MutvnusOJT1sPszPhtrTx3ePUO7p/6zQhxO177i2nYPQQixG7kuhZiczLV570vbtQgx2R111Yx9Ph+pVEoCpf3Y3xTgw3kOexrx7gFtKpXC6/Wa20IIIYQQQghxoI66zOyMGTPYvn07iUSi3UOZ1Mb3ft3ffgeT5W61WiaItYtA2cdxOBxmnaxSCp/PR39/P41GAwCPx3OIP40Qu7r2oWtH/5VMkBCThlyXQkxO5trE296BCHEIjrpg1u12MzAw0O5hTHr1eh2lFC6Xa5/BaqPRwO12H/BxBwcHAcjn8ySTSU444QQT4AYCAbxeL0qpXaY3O51OqtUqtVoNh8NxUOcTYk+25PfcAFwI0T5yXQoxOZlr03vcHttqiZdveHiYj33sYzzyyCPE43E8Hg+f/vSnX9J/9lBcccUV3H///abNZSAQ4KGHHnrZxz0Ymzdv5i1veQurV69+yX1nnXUW//Zv/8bKlRPT/eqoC2bFgVFK0Wg0TEB7uFiWZdbiKqWo1WqmSrHWmlartUsGtlqt4nA48Hq9OBwOnE4n+XyeSCRy2MYkhBBCCCEEcPjXBu8n+Ndac8EFF3D55Zfz85//HIAtW7bwm9/85rAN4Wtf+xoXXXTRYTveVHLUrZkV+2dZ1i7FmfbmYKcYW5YFYILYcDhMPp8321wuF81mc5fHNBoNs57WDnYPd1EqIYQQQggh2uGee+7B4/Hw4Q9/2GybPXs2V199NTC6RO9Tn/oUp5xyCieeeCI/+MEPALjvvvs466yzuOiii1i0aBGXXXbZQdWYufbaa3nf+97HWWedxdy5c/n2t78NQKlU4s1vfjPLli3j+OOP57bbbgNg1apVvOY1r+Hkk0/m3HPPZefOncBoZvVjH/sYK1euZPHixTz22GNceOGFLFiwgGuuucacr9lsctlll7F48WIuuugiyuXyS8b0+9//njPOOIMVK1Zw8cUXUywWD/LZfCmJGo5BdsC4v6DxYAPLVqsFgMvlolKpEAgEKBQKZps93Xj3x2itTSA8ERWWhRBC/JVS6kql1ONKqcelvoQQxxCpVtwWa9asYcWKFXu9/6abbiIajfLYY4/x2GOPceONN7Jp0yYAnnzySb75zW/y3HPPsXHjRh588ME9HuNTn/oUy5cvZ/ny5Vx22WVm+9q1a/m///s/Hn30UT7/+c/TaDS46667mD59Ok8//TSrV6/mvPPOo9FocPXVV3P77bezatUq3ve+9/GP//iP5jgej4fHH3+cD3/4w5x//vlcf/31rF69mptvvplUKgXAunXruOqqq3j++eeJRCL8+7//+y5jTCaTfOELX+Duu+/miSeeYOXKlXz9618/5OfVJtOMj0EH+qmOXbTpYI+tlKLZbOJwOMzaXHuq8e5FnvL5PPF4HKfTSaPRwO/3k8/n8fv90l5pilJKXQlcCTBr1qy2jGFRx6K2nFeIqUBrfQNwA8DKlSuPWCl5uS6FmJzMtVmy2juQY8RHPvIRHnjgATweD4899hi///3veeaZZ7j99tsByOVyrF+/Ho/Hw6mnnsqMGTMAWL58OZs3b+aVr3zlS465t2nGb37zm/F6vXi9Xnp6ehgeHuaEE07gE5/4BJ/5zGd4y1vewqte9SpWr17N6tWrOeecc4DRZFNfX585ztve9jYATjjhBJYuXWrumzt3Ltu2bSMWizFz5kzOPPNMAN797nfz7W9/m09+8pPmGI888gjPPfec2ader3PGGWe87OdzwoNZpZQTeBwY1Fq/RSk1ANwKdAKrgL/VWteVUl7gP4GTgRRwidZ680SP71jUbDbx+XzU63UTZB4ulmWhlKJarRIIBMx05kajgcvleklxp0ajYTLASilarRZer5dmsymFoKaodv2hPN5nTv1MO04rhNgHuS6FmJzMtSmZ2wmxdOlSfvnLX5rb119/Pclk0hRE0lrzne98h3PPPXeXx913332mhSWMFkzdfbne/uzp8ccddxxPPPEEd955J9dccw2ve93rePvb387SpUt5+OGH93kcu86NzeFwmDHtnoTa/bbWmnPOOYdbbrnloH6G/TkS8zk/Cjw/7vZXgG9orecDGeD9Y9vfD2TGtn9jbD9xmNmBo9batMQ5nKrVqvnldblcBINBstmsObfT6TTTkSuVCuFwmFarRa1Ww+12Y1kWfr+farV62McmhBBCCCHEkfTa176WarXK9773PbNt/HrSc889l+9973vm7/IXXniBUqk0YePZsWMHgUCAd7/73XzqU5/iiSeeYOHChSQSCRPMNhoN1qxZc1DH3bp1q3n8z3/+85dkkE8//XQefPBBNmzYAIyu3X3hhRde9s8zocGsUmoG8GbgP8ZuK+C1wO1ju/wYuGDs+/PHbjN2/+uUzDM97Ow1qa1WywSV9nrVw3HsZrNJvV7H6/WawLTZbJpPbez1sVrrXfazC0DZbXsOZoG7ELv77J8/y2f//Nl2D0MIMY5cl0JMTnJtTiylFL/+9a+5//77GRgY4NRTT+Xyyy/nK18Zzdt94AMfYMmSJaxYsYLjjz+eD33oQwedgR2/Znb58uXU6/W97vvss89y6qmnsnz5cj7/+c9zzTXX4PF4uP322/nMZz7DsmXLWL58+UG391m4cCHXX389ixcvJpPJ8Hd/93e73N/d3c3NN9/MO9/5Tk488UTOOOMM1q5de1Dn2JOJnmb8TeDTQHjsdieQ1Vrbr9B2oH/s+35gG4DWuqmUyo3tn5zgMR5Tms2mqSpsTzE+XBWE6/U6LpeLer2O2+02wWmr1UIphVLKBM52WyA7QxwMBs1xJJgVL9dwabjdQxBC7EauSyEmkXFTis216Y22aTBHWBv66Pb19XHrrbfu8T6Hw8EXv/hFvvjFL+6y/ayzzuKss84yt7/73e/u8fE333zzHrdfe+21u9y2e8DOmTPnJVOaYXRN7p/+9KeXbL/vvvv2Oqbx9+0tMB2/z2tf+1oee+yxPe53qCYsM6uUegsworVedZiPK1UYXwa7LY/b7T7s62Xr9Tp+v9+sxS2VSvh8PhqNBrVaDYfDQa1Wo1arUa1WabVaNJtNPB6PCW5tDofjsGWMhRBCCCGmCvlbV4gDN5HTjM8E3qaU2sxowafXAt8CYkopOyM8Axgc+34QmAkwdn+U0UJQu9Ba36C1Xqm1Xtnd3T2Bwz/6NJtNkw11uVxmau/h0Gq1sCwLp9NJrVbD4/HgcDhM0GzP/fd6vTidTnN/MBjE5XKZYBdGpyKPX1srhBBCCHGskL91hThwExbMaq0/p7WeobWeA1wK3KO1vgy4F7BrR18O3DH2/W/GbjN2/z1a5poeVo1GA8uy8Hq91Ot1s8b1cLAsy6x9tdvyOJ1O097HPvf4AlTALi177Pn9lUoFOPAWQkIIIYQQQohjTzv6zH4GuFUp9QXgSeCmse03AT9RSm0A0owGwOIwGr9e1m57U61W99kCp9FomMD0QI7vcDjMFGF7/aydrbWnDdtTi+v1OpVKhVqths/nO6yZYnFsW9a9rN1DEELsRq5LISYnc23mK+0dyASy67iIye1Q4oAjEsxqre8D7hv7fiNw6h72qQIXH4nxHIu01pTLZaLRKG632xRk2tsvjX3R5/N5ADo6OvZ7jlarZR5nWRb5fN603gkEAmSzWSKRiJk+bGdix2eH7cJU49v4HO61veLo9w8n/0O7hyCE2I1cl0JMTubaPEr7zPp8PlKpFJ2dnRLQTmJaa1KpFD6f76Ae147MrGiDYrGI2+3G6/WaC9kOZu1WPeODRruFT7PZPKBCTPZ+brfbBKQ+nw+Hw0G9Xqezs5Ph4WGzXtfOyDYaDfNL22w28Xq9JJNJYrGYqYQswawQQgghhDgUM2bMYPv27UgxrcnP5/MxY8aMg3rMAQWzSqkeRgs6TQcqwGrgca21lJudIm699Vb+9m//lkajgcvlMtOB7WCx0WjsMZh1Op14vV4qlQp+v3+vx7enE9uFoLxeL6FQiGq1atbLaq2pVCpYloXH40EpRTQapVqtmnPafWYPNIgWYk8+du/HAPjG2d9o80iEEDa5LoWYnMy1SU+bRzIx3G43AwMD7R6GmCD7LACllDpbKfV/wG+BNwJ9wBLgGuBZpdTnlVKRiR+meLlyuRwjIyO4XC4ajQalUolyubzPuemlUolgMEgwGDTViPfFnj5sB8h2teJqtbrL9z6fj0KhQCgUIpfLAX+dI1+tVk3QbAfAQhysbC1LtpZt9zCEEOPIdSnE5CTXppjK9peZfRPwQa311t3vGGuf8xbgHOCXEzA2cZjkcjn8fj+JRIJYLEYwGMTr9e43QLVb7bhco78mdgGp3dkBpx18jp++rJQybYCcTqeZ4txoNNBam0A5Go2Sz+cJBoNmKnKj0cDv98tUY7F3e1vfk90KsVlHdixCCCGEEOKI2mdmVmv9qT0FsmP3NbXWv9ZaSyA7yT344IPMmzfPTC+2Cy7Z61v3ZHxlYgC/329a5uxp3/FBqtvtRmtNNpvF4XDg8/kol8sARKNRcrmcWV/r8/lotVpmfez4ist2kSqZbiyEEEIIIYTY3X77zCqlFimlXqeUCu22/byJG5Y4nJrNJuFw2Ewrdrvd1Go10+91T8GiHUzaGVGfz0ej0djj8e3pxfDXtbYA2WwWrTWBQADLsqjVatRqNbMGNxQKmXPbj7Hb9NhBrX3OvZ1bCCGEEEIIcWza35rZ/wfcAVwNrFZKnT/u7i9O5MDE4VOtVnE6nViWRavVolwu4/F4aLVaJrDdnR102uzpxnvKztqFmyzLMhnXarVqgtlQKESpVMLv91MqlXC5XGY8dsGnWq1mAm17uz1luVAo8MILL0zocySOIvd+idN8vZzWd1q7RyKEGOe0vtPkuhRiEpJrU0xl+1sz+0HgZK11USk1B7hdKTVHa/0tQBo1TRHVapWOjg6Gh4cpFot0dnaaNa0+n89sG58NHb++1eZ2u8061vHsCsZ2EApQLpfxer3UajX8fj/1eh2fz0e9XjeZ4kqlgsPhwO12m2rILpeLWq1GvV6nUqngdDoplUqyZlYclA9HT4BlH273MIQQ43xYrkkh2mcfPWTNtWnvc++X4OzPHYFBCfHy7W+asUNrXQTQWm8GzgLeqJT6OhLMTgn3338/CxcuBCAQCFAoFPB6vWYNq71u1p5yDJhAd3d28afdp/yOD2TtYNjuGZvL5XZpARQMBs25PB4P9XrdBMkOh4NKpUKhUDDH9Xg8+P1+PB6PaeEjhBBCCCGEEPsLZoeVUsvtG2OB7VuALuCECRyXOEyKxSIej8dUE67X6yYLuqe2N1prE9zuKTPrdDp3mZY8vpKxPTW41WpRrVbxeDzkcjlqtZqZemxZFvV6HY/HY8bjcrkYGRmh1WrhcDjMeO0A1+v1EolEyOfzE/tkialhH58u2z48ci8fvu0NR2AwQogD9eG7P8yH75bsrBCTjVybYirbXzD7HmBo/IaxKsbvAV49YaMSh43d49XpdOLz+XA6nSSTSTO9uNVq7VJoqdlsmiJOLpfLTCG22dtsjUbDVB92uVxUq1VcLpcpHhUIBCiXywSDQdN6Z3w2ttlsmnW0odBojTE7K2wHzk6nE7/fL5lZccBqukVNt/a/oxDiiKk1a9SaL63RIIRor1qzRi25/qV3HMCHx0K02/5a82zXWg8BKKXiSqkTlVIrlFIrgD33aRGTih2wNhoNqtUq4XCYarVKuVym2WyagLLZbKK1NtWN7SnFdrsc2/jsq32/HZi6XC6KxSJOp5NWq2WOp5QiFovRbDbN2ld7GrLW2vS7tdv6uFwu6vW66TG7+zRoIYQQQgghhNhfASgAlFL/AlwBvAjYEYUGXjsxwxKHw/3338/s2bOxLItAIEC1WjVFl7TWJlNr95+1s7R2hWE7Qzs+KLV7yJZKJSKRiNluTxfWWlOpVHC5XCSTSWKxGDAavNpTje3HAObcAKVSiUAggM/nIxAImGyxx+MxxxDHuP19SiyfIgshhBAHJ7v1pdvk/VRMEfvtMzvmb4B5WuuztNZnj31JIDvJZbNZZs6cSavVYnBwkGAwaIo1lUol0wbHbqcDmEJNgJk6bGde7fvt4NXOlNbrdZRS5rH2mtxisQhApVIx62TtNbuBQIBMJmPOYQfCdnY2HA5TKpVoNpv4/X4syyIajZJMJtvwTAohhBBCCCEmmwMNZlcDsQkch5gAxWIRpRQ+nw+Hw0Gz2aRSqRCJREyVYTtLamdh7TWqwEsKQMFfCz05nU7Tv9Zu5WNPZ3a73RSLRZLJpNlPa025XDbrY5vNJq1Wy7TuKZVKxGIxWq0WhUIBp9O5SybWnn4s2dnJTyl1pVLqcaXU44lEoi1jeI2/n9f4+9tybiHEnr1mxmt4zYzXtHsYQojdyHummMoOaJox8CXgSaXUasBUb9Bav21CRiUOi0wmYwJMj8eD2+022/x+P9lslkAgYDKiLpcLr9drij65XC4TfI5vjWNnVX0+H61Wy2Ri4a9Tge2iT1prk3X1er0m8K3VaiaYtotK2b1p8/k8Xq8Xn89n1vDagfX4SspictJa3wDcALBy5cq2LHS+IrK4HacVQuzDFcdf0e4hCCH2QN4zxVR2oJnZHwNfAb4MXDfuS0xSTz75JPPnz8fhcJBOpwFMH9hcLkcoFDLTg+2sqVLKFIWyW/nY62PHF2Ky19XC6BRjwGR4HQ4H5XKZWq2Gz+ej0WgwMjJigmk7iA2Hw+acQ0NDuN1u0/t2ZGTEjM0+R6VSMT1xhRBCCCGEEOJAM7NlrfW3J3Qk4rB64YUXWLlypZkSDKNrV7u7uykWi5RKJZN9dblcOJ1OHA4HgUCAYrGI3++n0Wjssv7VDnztAk92wFkul01vWbuQlD0tOJvNmoysZVn4/X5cLhflcplwOMyWLVvw+Xy43W4qlQpKKYLBINVqlXq9TiQSMQG20+kkGAxSLBZNGx8h9uS9w3cD8CM+1+aRCCFs773rvQD86LwftXkkQojxzHtm7+vbPBIhDt6BZmb/rJT6klLqDLs1z1h7nr1SSvmUUo8qpZ5WSq1RSn1+bPuAUuovSqkNSqnblFKese3esdsbxu6f8/J+tGNbOp3G7/dTqYx2ULKzrXa1YDvb2mg0dqlcbH/fbDbN+lnLskwLn2q1itfrNWth7anBdjEpO6Ct1WqmIFQgEGBoaAiv10uz2aRer1OtVqnValQqFfx+vwm67eN4vV7K5TKBQIBCoYDH48GyLHw+H4VCoc3PrhBCCCGEEKLdDjSYPQk4Hfgif51i/G/7eUwNeK3WehmwHDhPKXU6o9OVv6G1ng9kgPeP7f9+IDO2/Rtj+4lDVK/XcTgcpFIpYHQtazabxbIsPB6PmRJsr0G1+8Y2m02UUtRqNZRSKKVMltayLLO2tVwum0DU6XSarGqtVjOVi4PBIIlEwgS/xWKRYDCIy+Uy2V2Hw2GKRjUaDVMpuV6vm8DXDmSr1Soul8tUVhZCCCGEEEIcu/YZzI5lYtW4djxnH2hrHj2qOHbTPfZl96a9fWz7j4ELxr4/f+w2Y/e/Tu2pnK7Yrz/84Q9EIhHS6TRer5dwOGym6+bzedN31m5zY/d/BUwQ6Xa7TaEmO9sK4PP5qFQqBINBms2myeC6XC6KxSLRaNQEo93d3abKcTQapVQqUavVTN9au8pxvV6nXC7j8XgYGhqio6ODQqFAKBQyVZdLpRIej0cCWSGEEEIIIQSw/8zse4BVSqlblVJXKKWmHczBlVJOpdRTwAjwB+BFIKu1tqv4bAfsWuD9wDaAsftzQOfBnE+Muvfee3n1q19tijPZlYjttbNer5darUatVjM9Zuv1OpZlUSwWCQQCpl0PYLKr4XAYrbWpMux2u02hKKUU6XQaj8dDpVJBa00kEqGjo4NSqUS9Xsfr9eLxeIDRDLDWGofDYbLIgFlvWyqVAHC5XFSrVWKxGJVKxWRypRCUEEJMcvd+afRLCCGEmCD7LACltf47AKXUIuCNwM1KqShwL3AX8KDWurWPx7eA5UqpGPArYNHLHbBS6krgSoBZs2a93MMdlexpu81mk6GhIRYuXGgyoHY7HLfbTavVMhWMXS4XhULBBLV2QaiRkRGmTZtmMrV21jabzaKUIp/PE41GTUBrF2vyeDykUimTmbWnGfv9frq6uiiVSqTTaUZGRujv7zePCwQC+P1+E8DaWWO72JTL5SIcDjMyMsL06dPb/VSLSercgPzfIMRkc+6cc9s9BCHEHsh7ppjKDqiasdZ6LbAW+IZSyg+cDVwMfB1YeQCPzyql7gXOAGJKKddY9nUGMDi22yAwE9iulHIBUSC1h2O1vYflZGcHfs1m0wSE27Ztw+12k8/nicfjJlOay+VM5eFisWjWv9rf+/1+c9xGo4HP5yOfzwOjWdN0Ok13dzcjIyOmbU+9Xqe3t5dMJkMwGKRUKpmqxnabHbuYVDQaNdOOm80mPp/PtOaxC1jZa3ztDLO9rxB7c2n4uHYPQQixm0sXXdruIQgh9kDeM8VUtr81s99USv2NUsqeCozWuqK1vlNrfbXWeq+BrFKqeywjy1gAfA7wPKNZ3YvGdrscuGPs+9+M3Wbs/nu01hKsHoJGo0EwGASgVquRz+fJ5XI0m00ymQz1et1UMS6Xyyb7afeA7ejowOfz0Wq1cDgcuN1ulFKmQJNSilarZYpG2etdnU4n9XqdVqtl1sSGw2GTUXW5XKYYVDgcJp/Pm3WwtVrN9J4tFAq43W78fj+lUgmn04nT6cTj8Zhqy/Y0ZCH2pGI1qVjygYcQk0mlWaHSrLR7GEKI3ch7ppjK9rdmdgOjBZoeVEptVkr9XCn190qpk5RS+3tsH3CvUuoZ4DHgD1rr/wU+A3xcKbWB0TWxN43tfxPQObb948BnD+1HOrb98Ic/5PTTT2d4eJiuri58Ph+1Wo1AIEAqlTI9XpVSps2N1toUX7IrF9stceyCULVazbTLsfvGFgoF01LHrnRsWZYJaGu1Go1GA6/Xi9frJZvN0mq1TEViu4+tw+HYJVPr9XpptVpmyrNdedntduNwOPB6vSY7LMSeXJW4j6sS97V7GEKIca66+yquuvuqdg9DCLEbec8UU9k+A1Kt9Xe11u/SWs8BXgH8NzAX+AWQ3c9jn9Fan6S1PlFrfbzW+p/Htm/UWp+qtZ6vtb5Ya10b214duz1/7P6Nh+HnO+Zs2bKFJUuWUK1WKZVKJpva39+Py+Uin8+bysWBQMBUGLarDNsFnJrNJq1WC4/HQz6fp1KpMDg4yPbt20kkEtTrdaLRKA6Hw0wFttfl2tWP7QJRdsueaDRKLpdjaGjIZIHdbjfpdBqlFF6vFwC/32+yxXbwa7cVsoNpv9/PD37wg3Y+1UIIIYQQQog22m+fWTXqROBtjLbPeQ2jGdvrJnhs4hA0m03Tescu2FQul4lEImatbCqVolL561SvYrFopgEDOBwO07bHLt7U3d1NV1cX06ZNo1AomKm+9mOazaZpoWO373G5XCSTSZMFBujo6AAgnU6jtcayLGq1Gn6/3wSumUzGVFb2eDymt63T6TTre++++27uvffeI/nUCiGEEEIIISaR/a2Z/QPwCPARoAZ8UWt9stb6PK3154/EAMXBsaftejwecrkc0WjU9JQNhUKmQrHf7zeFlOzCUF6v1/RzrVarZgpxNBplaGgIGC36VCqVKJfLaK2JxWJkMhmy2ayZLux0Os2aXDuwtSzLrOUNBAKmenKz2SQYDJpWQPZ6XKfTSalUQmtNpVKhp6fHnHP79u243W7C4XCbn20x6dltQaQ9iBBCCCHEUWd/mdmNgAUsGPuar5TqmvBRiUMyPDxsAslqtWrWmIZCIYaHhykUCnR3d5u1qnZ9rXK5bALgdDpNNpvF5/PhcDjw+/1mWq8dWHZ1dZmqxPbU4nQ6bSoiNxoNIpEIlmWZtjpOpxOv10ssFsPlcplpx3YGudVqUa1WsSwLn8+Hy+Uy62jtzO7Q0BDNZhOlFNFotM3PthBCTE1KqSuVUo8rpR5PJBLtHo4QQghxyPbXZ/ZDAEqpCHA6o+tmP6KU6gZWa60v39fjxZH105/+lNe+9rUUCgX8fr/p/aq1xul0ksvl6O/vx+fzMTg4SH9/P16vl2q1aoouAaaNjp0xtSsHV6tVCoUCHo+HeDxOOp0mmUyaABMgn8+jlKJerzM4OEhvby9dXV2m4FOhUDBTkD0eD4lEAofDYYpHlctlWq2W6TXr8/kol8s0m02TiU0kEmZN7YYNG5g/f357nnAxaZ0fnNvuIQgxabWrxd35888/UqcSQhwEec8UU9l+18yOqQFloDL2/QxgxUQNShyaSqViWtiEQiFzu1QqUSgUCIVCpr9soVAgl8uZasfhcBjLsvD7/USjUTNd2Q5g/X6/abHjdrtptVqEQiEymQzNZpNSqUS9XmdkZMT0k+3o6DDrce0WQKlUCsuycLlcaK1N8FosFtFak8lkqFarpgjV8PAw6XTatOSp1WoUCgUcDgdvetOb+Na3vtXup10cKQcxVfiC0FwuCMmbsxCTyQXzL+CC+Re0exhCiN3Ie6aYyva3ZvYbSqm/ADuBzwNh4PvAQq31CUdgfOIgNBoNisWiCUa9Xq/JrGazWYrFIqFQCBgNfBuNBk6nk3w+j9vtptls4vP5CAaDpmBTsVgkk8lQLBZRSlGpVKhWq2btaigUolgsMjw8bI4ZiURwOEZ/tfx+P8lk0qyntTPF6XTaHCedThMKhdBaMzIygtaaXC5npjB3d3ejlCIQCJig1u1209PTY7LJQoyXaVXJtKrtHoYQYpxMNUOmmmn3MIQQu5H3TDGV7S8zuwm4CujWWr9Oa32N1vp3WuvsxA9NHKxisWgqFweDQTNNN5lM4vP5GB4eZnBwEI/HQywWM1WJi8UilUoFt9uNz+cz03ztLGgoFGJoaIhMJoPP56Ner1Mul/H7/QQCARNUFotFfD4fkUiEVqvFs88+i9vtBkaD51qthmVZhMNhMpkMW7duNYG3XR05FosBmIJQ4XDYBOZ2leNqtYrL5cLpdFKr1dr4jIvJ6uPJB/h48oF2D0MIMc7H7/s4H7/v4+0ehhCT3pFe1y7vmWIq218w+xut9Sqt9R7TX2Nte2ZMwLjEQbrrrruIRCKEw2GKxaIJbJPJJC6Xi5kzZ9LT08OmTZvo7u42xZbsoNFuqdNsNqnVani9XrZv38727dsZHBykVquZwlIOh4N6vc60adNMdtXv95spw8FgkE2bNjE4OGiCzlarZdbSlstls/41k8kQDAYpFou0Wi1arZYJaO0MbKPRoFQq0Ww2yWQy5nhaa9MzVwghxCSxpyUBUlFciAOmtb5Ba71Sa72yu7u73cMRYlLbXzD7NaXUL5VS71FKLVVK9SilZimlXquU+hfgQWDxERin2I/Vq1ezaNEi/H4/Pp/P9HEFTLXhSCRCtVql0Wjg8XhQSpm1tblcjkAgYNrlpFIpWq0WDoeDdDqN2+02gef4nrAOh8NMP7anK+dyOYaGhvD7/QwNDZHL5cy6XLvtT71eN4Go0+lk586dWJaFx+MhlUrhcDhMn9xcLkej0SCfz5tiVR6Px6zffeGFF9r51AshhBBCCCHaYJ/BrNb6YuD/BywErgf+DNwBfABYB7xWa/2HiR6k2L9arUatVsPv95vMaTAYpFarEQgESKfTNJtNHA4HpVKJYDBIq9WiUCiYx49fW5vL5UzW1uVy0Wq1zD7pdNoEpel0mnq9TigUMlWQs9kszWYTj8fD9u3bzXmr1SpOp5NAIECxWMTtdpupzo1Gg3Q6TT6fJ5/PY1kWIyMjpFIpUqkUmzdvxuFwUKvVTHZYa82ll17KN7/5zfY++UIIIYQQQogjbp+teQC01s8B/3gExiJehnw+T7PZpKury6xtbTQaZipxNpuls7MTl8tFKpWiv7+fcDjM8PCwCVJDoRBKKZxOp6kY3Gq1iMfjVCoV/H4/w8PDRKNRk8F1u90kk0nC4bBprzMyMmIqHDudTmB0DWwmk2H69Ols3rzZTCH2+/1UKhUikQj5fJ5isYjX68Xr9dLd3U29XieXy+F2u7EsywTj06dPJ5VKAaOFr4QQQrSZTCUWQghxhO03mBVTw9DQEGeddZaZWmyvP7Vb69gB7dy5c8nn8yQSCbxeL7Vaja6uLnw+Hxs3bmTWrFmk02nK5TLFYpFgMEihUEBrTSQSIRKJkMlkTLXhSCSC0+kkFAoRDAZxu92MjIxQqVQYGBig2WwyNDREV1eXWc9brVbJ5XK4XC4KhQIul4tKpUIoFCKfz+P3+2k2m1Sr1V0C7Hq9Tr1eR2tNs9mk0WgQCoVk3ewko5S6ErgSYNasWW0ZwyWhBW05rxBi7y5ZeEm7hyCE2AN5zxRT2YH2mRWT2E9+8hNmzpzJ9OnTyWQyhEIhGo2GKdpULpfNFN1isWgKKm3fvt1kXIPBIJVKhUqlQrFYpNlskk6nCe/cSW+5zMjIiAlYS6WS6RGbSqXwer20Wi28Xi+VSgWAMzdt4m9vvBHvyAilUolSqUQkEjFraOv1Op2dnWit8Xg8NBoNU0U5n8/jcrmo1+vs2LGDaDSKy+UikUiYnrPZbJaOjg6azaaZKi0mh8lQuOK84GzOC85uy7mFEHt23sB5nDdwXruHIYTYzT7fM2XGhZjkJJg9CmzevJm+vj6zxhUgm80SCARM0Gm3yNFao7Wmv7+fUChEKpUin89Tq9Wo1+sUi0VcLpcpDnXCv/4ri668kmizSb1eZ+vWrQwMDJjpwfV63bTIKRaLlEolrKee4u+eeIJ5O3bw4f/6L5xDQ+TzebZv3061WqWzs5NgMIjH48Hn8+HxeCiVSgQCAbOOd8eOHeTzeROYVyoVLMsyrYEAwuEw2WwWp9PJnXfe2bbnX0w+Q80SQ83S6A37jVjekIVoq6HSEEOloXYPQwixm13eM4WYYvYZzCqlVuzr60gNUuzbCy+8wMDAgCmclEqlTLXiVqtFKpVi69at1Go1PB4P9XqdQCCAx+MhFAqRSCQYGhqi1WpRr9dJJpMUi0WoVolu3UognWbljTfy4oYNBINBBgcHUUoBkMvlKJfLNJvN0UC4VuOjDz9Mxevlh+efT7hS4b0//SmhQoFUKkWhUDCBs8/no1arUS6XyWaz5HI5otEoHo+HHTt2EAqF8Hg81Go1tmzZYtbf2hWO0+k0jUaD888/n9/85jftfAnEJPO51MN8LvVwu4chhBjnc3/+HJ/78+faPQwhjj37+TBX3jPFVLa/zOx1+/j6t4kdmjhQdkBZrVZxuVzEYjG01mQyGbLZLLVajWazCUAqlcLtdptAMBwO43A4TPXhSqVCMBgcLbb0/PM4LIuRhQuZ+eijTLvrLrNWNpfLmUrEiUSCVCpFtVrl/LvvZkapxI/POYfsq1/Njy+5hEihwN/84Ae4xgo2aa1NdWSlFMViEYfDQSAQMIHx8PAw8XicUqmE3+8nk8kQDocZHBzE4/EwMjICQCQSoVQqkcvl2vb8CyGE2Af7D+ns1vaOQwghxFFnf615zt7H12uP1CDF3t1xxx088MADhMNhfD4flmWRy+VwOBxmDWyr1aJSqZhCSkopUyHY5/MxPDxMtVrF7XbTaDRwOp1YlkV040YAnv2HfyCxdCmv/MUvyD3xBMlkEo/HY3raVioVEokEJzz7LKeuWcNt8+ezZto0HA4HG/v6uP297yWUTvPO//gPvPk8Q0NDeL1ek91NpVLU63VKpZLpVxuPx01bH5/PRywWo1Ao4Ha7qVarhMNh3G43Ho8HrbWsmxVCCCGEEOIYs79pxhfu6+tIDVLs3Uc/+lGmT59OPp+nWq3i9XrRWuN0Ount7aXRaFCv11FKkUgkCAQCJBIJE7hqrQmHw5RKJWq1GoODg6bfa++OHVS9Xp4plfivN78Z7XDwuptvJuz3k81msSyLbDaLy+XCuXEj73nwQdZ2dfGrE04gFouRyWRGg9STT+bHF11EKJHgtO98x1RaXrNmDZlMhlqthtPpJJ/P02q1yOVyVKtVKpWK6UXb0dHBCy+8YAo+hcNhEokE3d3dVCoVCWaFEEIIIYQ4xuxvmvFbx33dsNvtt+zrgUqpmUqpe5VSzyml1iilPjq2vUMp9Qel1Pqxf+Nj25VS6ttKqQ1KqWdkTe6BKZfLLFmyBJdrtMtSPp+nXC5TKBTwer0Ui0WKxaJpoVOr1bAsy7S4GR4exuPx4HA4UEoRj8cBSCQSdG7bxmB3N41WC2vGDP582WX0vPgi8265hUQigcvpJFYqceLQEJf86lc0nU6+sGQJDo+HdDrN9u3bzZhGli7lmde/nt7Vq3FmswSDQVwuFy6Xy1RYbjQaFAoF1q9fb6oc24WflFKminKj0SCbzZretoFAAIfDwU033dS210EIIYQQQghxZO2zz6zW+r3290qpJ8ffPgBN4BNa6yeUUmFglVLqD8AVwB+11l9WSn0W+CzwGeCNwIKxr9OA7439K/ahVqvh9XoZHBxk7ty5zJo1i9WrVzN37lw2btxIPp/H4XCYtjeJRAKHw4HWGrfbTTwepzzWeqezs5Oenh42btxIyO8ntnUra5cuNetqH583j1mnn87SX/2KyKOP0ptK4RtrxdN0OPi300+n1NFBo1gERnvdRqNRMpkMPT09bD7xRE7+3e/of+YZNkciJJNJGo0Gvb29Zm3sli1b8Hg8pgduqVRCKUU0GiUUCgGYLK7D4SCXyzF9+nSWLFnCXXfdxfvf//62vRZiAh1kJeLLw4smaCBCiEN1eXgRLL243cMQQuymHe+Z3/jDC7vc/tg5xx3xMYijw8G05tEHc2Ct9U6t9RNj3xeA54F+4Hzgx2O7/Ri4YOz784H/1KMeAWJKqb6DOeexqFar4XK5qNVq+Hw+UqkULpeLfD5PIpGg2WzidDrx+/1mKnEkEmHdunX09vbicrnI5XKmCrLP5yOdThPYsQNPvU5+7lz8fj/hcJhwOMwzV17J4Jw5uL1enjzuOH77xjdyxz/8A9deeSWrpk9Ha43X66VarRKLxUwxp+7ubp5xu6nG48x59lmq1SqFQoHp06fjcDhoNBqMjIxQrVYJBoOk02m6urrQWpNOp2k2m3i9XjZs2GBa+sBoYGufa9OmTW1+NcRkcVZgBmcFZrR7GEKIcc4KzOCsDQ9LmywhJhl5zxRT2T4zs4eLUmoOcBLwF6BXa71z7K4hoHfs+35g27iHbR/btnPcNpRSVwJXAsyaNWviBj0FfPWrXzXFkeyqxclkEp/Ph9frpVKp4HQ6zTrZaDRKuVwmEolQLBbZvHkzXq+XeDxOLpdj27ZthMNhms0mXWNThAvz5zNr1iwymQyBQIC81vzxn/6JkZERGo2GKTjV9Hpxu90MDg4ye/Zs04PW6/UCo0WecDgYXL6cOQ8/jMuyCIVCZDIZkskk0WjUZFsLhQJaawYHB03Ln0ajYaZDN5tN4vE4DocDt9uNUoq+vj5T4ViITY08AAPuSJtHIoSwyXUpxOQk16aYyvZXAOp/lFK/UUr9Bphrfz9u234ppULAL4F/0Frnx9+ntdYcfMb3Bq31Sq31yu7u7oN56FHnZz/7GSeddBKBQADLsti6dSuWZdHV1UWpVKJer2NZFh6Px1T+7ejooF6vUy6XKZVKJlB0uVzU63W2bt1Ks9mke9s2mk4nzQULWL9+PdlsFq/Xa4LkwcFBYLTNTiAQoFKpkMvlCIfDlMtl02anUCjg8XjMetfEaafhrVaJr16N3+8nn88zMDBApVKh0WhQqVQIBAImc1ssFvH7/cBoFjocDpNKpfD7/dRqNdLpNJFIhGw2yz9v2wbf/nY7XxIxSfxz+lH+Of1ou4chhBhHrkshJie5NsVUtr9pxv/GX/vKns9Le83uk1LKzWgg+zOt9X+PbR62pw+P/Wun0waBmeMePmNsm9iLYrGI1+vF6XTicrnYunUrXV1dOJ1OBgcHKRQKhEIhk7VtNBqk02kKhQKdnZ0MDw/jcDhwuVx4PB7C4TAAoVCInp07SU+bRqZUMmtVARwOBz6fD5/PRzabHZ2SHAjQarUolUpm2m+1WiUUCpnbw8PDTJ8+ndXTptF0uViwbh3pdJp4PG4KPeXzedxuN6FQiGKxSLlcpl6vE4lEzBRkl8uFw+EwBa08Hg+xWIz+3l7eCTz16U+36dUQQgghhBBCHEn76zN7/76+9vVYNdpE9Cbgea3118fd9Rvg8rHvLwfuGLf9PWNVjU8HcuOmI4s9KI4VWuru7iafz+N0OsnlckSjUXbs2GHW07ZaLZrNJp2dnZTLZZrNJoFAAI/HQyqVwrIsCoUCg4ODo+tvq1V6BgcZnj6dzZs3s3nzZrLZLJlMhkQiQbVaxefzUSwWKZVK5HI5Wq0WgKmWbGeAW60WHo+HQqEwGvACG+fMYcHatVTKZUKhkOlt63Q6SaVSdHV1AZg1sOPbDXV0dFCr1UgkEsyaNYtcLkej0SCaTuMFFtdqUK+34+UQQgghhBBCHEH7m2Z8vlLqI+Nu/0UptXHs66L9HPtM4G+B1yqlnhr7ehPwZeAcpdR64PVjtwHuBDYCG4AbgasO7Uc6dlQqFZMhtYPJdDrN4OAgtVqNer1OtVqlXq/jdDoZGhoiHA6Tz+dN8Ds8PEyxWDRrZWOxGNOBQLHI9p4es5/H40EpRblcRilFMBgEwOVysWHDBtLpNJZlUSqViEajaK2JRCKUSiVcLpeZMtzR0cHqOXOIpVLEhoZMkFqr1UbX5ObzBINBwuEwmUyGfD5PLpejWCzSarUoFosEAgFcLhdr164lEolQKBQIbNkCgBfg2Wfb84IIIYTYo4c3pshXG+SrDR7emGr3cIQQh0KKt4lJaH8FoD4NXDruthc4BQgCPwJu39sDtdYPAGovd79uD/tr4CN72FfswUUXXUQ0GqVarVKr1SiXy/j9fprNJplMxmRLtdbs3LmTzs5OlFJ0d3ejlCKTyVAsFk02FyAej4+2wRnLiD5SqaCUQilFtVrF7/fT09MDjK6V9fl8Zu2t3SbHnlrsdDqJx+Ns3bqVSqVixuX1emm+6lVw990s37aNVUNDpjJxsVgkFouxZcsWHA4HtVqNVCrFwMAASimy2ayZhpzJZABwu900m01eNfYzAPDYY3DyyUfw1RBCCCGEEPuyezseIQ6H/a2Z9Witx1cYfkBrndJab2U0oBVtsmHDBgYGBkx131KpRCwWo6ura7S6cLPJ7Nmz2bJlC06nk+nTpxONRnG5XKaYUygUorOzk3w+T71ex+Px8NRTTxFavx4LeHasWnCz2WTatGm0Wi2q1aqpbJxKpfB4PNTrdRqNBgCWZeH1eslkMqRSKRwOB+VymUajQblcHj1/OMzO3l4WbdhAtVpl27Zt5tjesarIdjshr9drMs9utxuAYDBo2giFQiGGh4eJ7dxJMRIhCfD44217XcTkcGX0eK6MHt/uYQghxnmTNY83WfPaPQwhxG7kPVNMZfsLZuPjb2it/37czWO7lHCb2WtfLcsyRZzs6sHJZJJgMEitVjNtbjo7OwmFQtRqNVMUqlKpoLWmq6uLdDpt1sL27tjBSCTCjMWLcbvdbNq0iTVr1tDb20uhUKBer5NMJuns7GRkZIR4PG4qJzudTtLpND09PRQKBcLhMCMjIwSDQbPutl6v8/SsWSxKp0muW0e1WkVrbQo82cG1y+XC6XRSLpfRWjM0Ni05m83SaDTw+Xy0Wi0ikQjhHTvITZ/O48Cam29u98sjDqdDmNZ0hm8aZ/imTcBghBCHaonuZInubPcwhBC7OaD3TJliLCap/QWzf1FKfXD3jUqpDwFSw7uN7IJK9jpSp9NJo9HA7XYzNDZ1d8eOHWitUUoxODiIUoqRkRE6OjqoVqs0Gg3y+TyJRIJarWb2nT4ywvBYJjafzxMIBNi2bRtPPvkkxWKRWq3Gpk2bGBkZwbIs5s+fj9Yah8NBZ2cnXq+XSCRiWu0Eg0GUUpRKJbLZLJFIhIc7O3ECJw4O4vF4qFarpFIp4vG4acWTy+Xw+/1EIhEGBwdpNBokk0lqtRpKKXbs2MHg4CDhUIjAli2UZ80iO38+C1stKJfb+wKJtlpbz7C2nmn3MIQQ42wjzzby+99RCHFEyXummMr2F8x+DHivUupepdR1Y1/3AVcA/zDBYxN78cgjj5DP57EsC7fbbSr7aq3ZsmWLadfj9XqxLMv0gU2lUoTDYfx+v2mZ09XVhdvtxrIsyuUy4VaLeCbDi9Eo4XDYTP+dP3++WYNri0ajeDwetm7ditPppNVq7ZKh7erqMplYpRSWZVGr1cjn82zr7SUfDPKKdJpsNsvg4CAOhwPLskgmk2it8Xq9lEolPB4PnZ2dFItFqtUq6XSacrlMIpEgEAjAzp14q1W2BoO8GI+PLgR/6ql2vTxiEvhKZhVfyaxq9zCEEOPc5lzLbc617R6GEMeWA8ioynummMr215pnRGv9CuBfgM1jX/+stT5Daz088cMTe/LJT36SWbNm4fF4KBaLJsNqWRaVSoVQKITW2kzJtdea5vN5QqEQqVTKZGfT6TRKKXp6eqjX66xwOgFIzphhgkbLsshmszSbTQYGBkin09RqNbZt24bD4UBrPdrSp1YzFZE3bdpEqVQiEAhQrVYpFotYlkU4HB4NuP1+npo+neVDQ1THpiN7PB527txJo9Fgx44duFwuSqUShUKBYDBIMBgkGo0yffp0YrEYHR0dlMtletNpAEqzZrEmEBh9kh57rC2vjZjkZJqUEEIIIcRRY3+ZWQC01vdorb8z9nXPRA9K7Fs+n6erq8tUE7YsCxgtvpTJZEz2NZFIEI1GUUqZQNPuDRsOh7Esi+HhYdPCx+l04njmGQA2hEIkEgni8bjJ2lqWxc6do61/G40GWmuz/tblcpmKw6VSiVKpRLPZpLu7m/LYlF972nIymWRwcJBnZs8m0GiwcmztbqvVwjkWTNsFqbTWFItFtm3bhtPppFAomCJTdiY4vH07AIPhMKVolEGQYFYIIYQQQoij3AEFs2JyyWazpkowgNfrNVnYVquF3+83bXqUUvj9flOVeGRkhAULFuBwOAiFQhSLRfL5PNVqlWazSe/gILlAgBdLJWq1GkNDQ0THphyn02k2bdqE1hrLsggGg1QqFfx+v1mL22q1GBkZwefz4XQ6sSzLZG0ty8Lj8dBsNqnVajzb20vd6eQ1Y9lYu1hUqVQy2V6Px0MqlWLGjBl4vV4KhQK1Ws1Ub/b5fPRmMlQ9HjaPneNxYP0tt7T3RRJCCCGEOAp84w8v8PDGFA9vTEl7HTHpSDA7BeVyObMG1el04nK5qNfrZDIZuru7cbvdjIyMUK1WUUoRj8dJJBJEIhGazSbDw8OUSiXmzJmD2+0mHA6b6cEzkkleDIcpFotMmzYNpRTNZpNUarTJfTKZNEWdotEo69evx+FwmOnNfr8fh8NBV1cX8XicZrNJT08PiUSC7u5uwuEwWmvcbjfZRoOHFizgVZs2EcpmSaVSbNmyhVarZQLjdDpNJBIhn8+Ty+VMNlprTSQSGe07u20b6d5esrkclmWxpaeHBZYF43vPCmGTqcZCCCGEEEcFCWanmOuuu8601KlUKkQiEZMpbTablMtlEwTaWdlMJsPw8DC1Ws30hR0ZGWHLli309fUxNDQ0munNZOhOJtkQDgMQCoUIBAL4fD46OjrM9OVgcLTFsNvtxuFwkM/n8Xq9+P1+QqEQ9XqdSqXC1q1bcbvddHR0oLWmUCiYLHC5XKZWq/GLefNQWvPusexsT08PkUgEl8tlMrp2K6D+/n4ikYjJymqtiUajxIeHSXZ3E4vFsCyL1WPVkFklxQzaQSl1pVLqcaXU44lEoi1j+GhsGR+NLWvLuYUQe/b21gLe3lrQ7mEIIXYj75liKpNgdor50Y9+xOmnn04+n6fZbBKPx+ns7KRardLR0UGj0SCdTlMsFmm1WsRiMVKpFOVymWQyicfjIZlMmjWnbrebbDaLx+NheiaD07LY1tlJb28vw8PD+Hw+PB4PjUaDYrGI2+02624zmQwdHR04HA6CwaBpDWSvk7WnFLdaLcLhMLlcjkQigcvlIhwOUygUKHV1ce+sWbxx2za86bSpxAyY/rjJZNL8bKVSiUajwfbt26lWq5DLES2VSI5lpC3LYkMkMvpkPf54G1+pY5fW+gat9Uqt9cru7va0o17u7Wa5V1phCzGZzCPOvF3b1wshJgF5zxRTmQSzU8zw8DB+v596vY7X6zXrYvP5PC6XC7fbbdrWeL1eqtUqQ0NDuFwuOjo6SKfTJBIJGo0GwWCQZDJJKBRCKUVs0yYAtnR00NHRQTabxe/3M3fuXKrVKm63G6/XSzQapVwus3XrVlqtFpVKhUajQSaTMS11crkcIyMjlMtl6vU6gUAApRTTpk3D5XKZglOWZfF/K1bg1JqrymWy2Sw7d+6kXC7TaDRotVpmWrGdkY5Go6YolefFFwFIdXebHrdZl4uNwAZZN3vMeqqW4Klae7LCQog9e5EMLyK9LIWYbCbqPfMbf3hhly8hJoIEs1NMMpkEMMFotVolk8mYokn5fJ5MJkM+nycQCNBoNKjVavT19dHd3U0oFKJQKKCUIhgMmoJKS6pVLlm/nozbTXnaNLLZLAAOh4M//elPaK3p6emhUqnw3HPPEYlE6OrqolwuUyqVKBaLVCoVnE6nCWhhtILx4OAgPp+PZDLJCy+8gNvtJhKJoJQiEAjwdKHAn2bN4oKhIToaDfx+P61WywTarVaLXC5HvV5Ha00qlcLr9dJoNIgPj3aI2hmLEQwGzTraxwCX9Jo9Zn0r+zTfyj7d7mEIIcb5lXM9v3Kub/cwhBC72d975ulbb9jltgSoYjKRYHYKKhQKuN1uUwSqVCqZqr8ul4tyuUxnZyeJRAKtNc1mE5/PZzK0fr+fQqFAOp2mUqlwQS7HB3/8Y5xK8S+nn06lVjMtfuzMr9frJZFIMGvWLILBIIlEAofDQSwWIxKJ0Gq1TCudYDCI2+0mGAySyWTw+XwARCIR4vG4CXa7u7up1+sopfjdSSfhtiwu3rqVRCKBx+PB7/dTKpWIx+OmoFWhUGDnzp0meA5t307T6aQ2ffpoNebeXtxuN+vCYeYAtGnNphBCiP2QYmxCHHUk0BVHmqvdAxAHbtq0aQCUSiXcbjcAtVqNeDyOz+fDsiwsy6LRaJg1sUNDQzidTrxeL16vl87OTmq1GiMjI8yfNYsPr17NmzZt4rFQiG+cfjrx447DMbYet6enh2q1is/nI51OEwgEGBwcJJlMmqrCfr+fRqNBb28vxWKRYrGI0+mkp6cHr9fL8PAwgUCAVquFy+Uik8nQarWoVqvMmzePTZs24fP5WF2rcW9vL5cmEvz3vHnUWi201qbysc/nQylFOp2mv7+fRCJBT08PvakUqY4OssUiTUbbFAWDQZ71eqFQGF03+8Y3tvFVE0IIIYQ4OknQKtpNgtkpZHh4mHnz5tFqtbAsC5/PZwK+XC5nesv6/X6UUlQqFarVKtFolPmVCh3Dw/jXruVErWmk07ziqadYlMlw++zZfL2nh7jHgxpbswqYab5aa0KhEI1Gg0KhQGdnJ11dXQwPD1MulwmHw+zYsQOHw2EKUlmWhcPhMNOJU6kUDoeDXC7HvHnz2L59O+vWrSMej1MoFEgmk/znzJm8dniYS3fu5HqHw7TxqdfrpNNpPB4P8XicarVKPB5HKUVnIkF2zhzK5bKZzhyLxXghEsFKJnE89pgEs0II0QYPb0y1ewhCCCGOchLMTjEulwuHw4FlWWitcblcRKNR04rH4/FQHiuk1Gw2CYfDxNJpvvDAAzi03uVYRbebb51xBr+Px6kPD5siSwDBYNAUcgoEAsTjcZLJpFmrq7WmNjYd2W6T43A4XrKm1ev1murFmUyG6dOns3XrVmKxGIVCgWAwaALi7VpzT2cn52/fzu8iEWr9/TSbTdLpNJ2dnWit8fl8JjPdLBbpyuf5i8Nh2gElEgm6urpwd3aybuNGPLfdxrx/+qd2vFRCCCGEEEKICSTB7BTj9/vJ5XL4fD7q9TrBYJBp06aRTCbJZEarRPb29pqgNhwO87p0GofWfOO880iFwwwWi9R9PtLlMk6XC5fTSTQaNetQ+/v7SSaTVKtVAoEA2WyWfD5PJBIx05h37txJNpulUqngcrno6uoilUpRLBbp6Oigq6uLHTt24HQ6qdfr+Hw+nE4nxWLRtA8aGBigUqmY1j6VSoUf9PTwinSan65ezZZNm7inu5tHBwZIOBxmynM8HieTydCXSuHQmsFwmEQiYcZfq9Xw+/08Bpzz3HOgNSjV3hdOHFGfiZ/c7iEIMWkppa4ErgSYNWvWETvvJa1FR+xcQogDJ++ZYiqTYHaKuPzyywGwLIt6vY7f7zeZysHBQbOG1l7Lmk6nTSD52lSKF+Jx1g8MUKvVKGqNZVm4PR6UUqixQM+etpzNZonFYgDkcjmmT59Oq9Uy7X8APB6P+dee0mxPc261WvT29jI0NEQkEiGbzVIqlYhGo7jdbpOltSyLQqFAtVrF5XLR2dnJ2kSC8xYs4LxymTcXCly+eTPv3byZZ4JBvvjKV+LxeHCMBbbzHaP1yzLTphEKBkmn05TLZRwOB7VajXXhMO8pFGBwEGbMOJIvl2izRR7pZSnE3mitbwBuAFi5cqXez+6HzUwiR+pUQkxpR/oDp8nwnrn72tuPnXNcm0YippoJq2aslPqhUmpEKbV63LYOpdQflFLrx/6Nj21XSqlvK6U2KKWeUUqtmKhxTVX/+Z//SX9/P06nk2azaaoMw+ja1lgsRrlcptls4nQ66erqIhgM0lsssrhc5qH+fizLIh6PE4/HqVQqNJtNAoGAma7scDjMV6PRYGRkhGg0it/vx+fzmenDdhGpVqtFX18fgUDArG91Op309vaSzWZxOBxks1k6Ojrw+/1YlkU0GjXtc3bs2IHX68XpdJLP5/F4PHR1dVEIBLjJ4+H98+dz3pIl/GTZMpaWSly2bh1OpxOn00l/fz+xHTuwgKFolFwuZ4LYrVu34vF4eD4YHH3yHnusfS+caIuHq0M8XB1q9zCEEOM8p1I8p2QdrRD7o7W+QWu9Umu9sru7e8LPJ++ZYiqbyNY8NwPn7bbts8AftdYLgD+O3QZ4I7Bg7OtK4HsTOK4prdlsUqvVsCyLWCxGpVLB6/Uye/ZsZs2ahdPpxO/3UywWaTabnLljBwCPjGUmt27dSnd3N/F4nGAwSKlUYuvWrbRaLbq6upgxYwalUolMJmOyrzDaDsgOXh0OBx6Ph2g0Sr1ex+Vy4XQ6TdXiZrMJQDQaZWhoiGQySavVIhKJmKrHbrebRqOBZVk4nU5mzZplilgVCgVTQGrE7ebW/n7uX7KEN23ezJKxn9fhcNCXzZIKh7HGbvf399Pb20utVkMpxWBPD3WAv/zlSL9Mos1uyK3mhtzq/e8ohDhi7nS8yJ2OF0dvSFseISYNec8UU9mEBbNa6z8B6d02nw/8eOz7HwMXjNv+n3rUI0BMKdU3UWObquw1o3ZPV7fbTTqdpre3l23btpn2NV1dXWZ96usyGZ6LRKj09NDR0UG1WmVkZASlFI1GA6fTaTKaxWKRarWKw+HA7XYTCoWYPn061WrVVBBOpVIkEgm2b9+Oy+UyBZ7s9jmzZs2i2WxSLpcplUpmSrC9xjeZTFIul0kmk8yZMwelFA6Hg1KpZNbjut1unE6nOaZlWfxy+XKKfj/v/NOfiASDNBoNYjt3MhwfnRozc+ZMUxiqVCpRLBbZnkzyBPCnr3ylvS+cEEIIIcQU8vDGlPkSYjKbyMzsnvRqrXeOfT8E9I593w9sG7ff9rFtL6GUulIp9bhS6vFEIjFxI52EfD4fmUyGcrmMx+NhaGiIer1OT08PtVqNarVKMBikWCxSLpeZ3WyyuFzm/u5uGo0GmUwGn8/Hjh07SKVSZp3tsmXLqFarZv1qJBIhEong9XopFov09vbi9/sJh8Pk83lqtRowWlnZsiw6Ojrw+XzMnTsXh8NhHhcOh5k+fboJbEulkpnSPH36dBM8B4NBms2mmX68ePFitNYkEglCoRBOpxMrEuGmxYvp37GDZY89RrNWY3qxyPZwmJGREbZs2UKz2aSzs5Nms2nO9xBwCkC93rbXTQghhBBCCHH4Helg1tBaa+CgC08c6XUEk0FHRwcwWsnYXqsaiURwOp2EQiGTGbVb5Ljdbmq1Gm/I5QB4sK/PBLPz58/HsiyUUoTDYVwuF6VSiVgsRiaTYWRkxAS94XCYUChEKBQiGAzi9/vp7+9nxowZpvqw1+vF7/fjcrno7u5m4cKFKKVwu91UKhVmzpxJpVLBsiyCwSDBYJBsNksgEKCnp4dAIGCmFdtTlu39W60WpVIJpRSFQoGH5sxh4+zZvPWhh+jdtg1Pq8VGjwefz0ej0SAQCJDL5QgGg1SrVTweD0/6fPgBnnyyfS+gOHQyFVGIo943/vDCLl9CCCHEgTrSweywPX147N+Rse2DwMxx+80Y2yaATCaDy+Uya2EjkQgOh8O0xVm9ejWWZZHL5XA6naxbtw6tNa8aGmJ1KMTwWFscpRSZTIZQKER9LFOZyWTMGle32025XDZtekqlEq1Wi0KhgNfrJRgMopSiWCwyb948IpEIjUaDXC5HtVpl48aNVCoVk6UNh8O7rO1Np9MMDw9TKpVMNtYOqCORCLVajUqlYqowx+Nxms2mmXY8vb+fn55xBp5Gg4888ggA2b4+stksHo+HSqVCMpkkHo/jdDqpVqustz/weOihtrx2Qggh9uHeL3H61hvaPQohhBBT1JEOZn8DXD72/eXAHeO2v2esqvHpQG7cdGQBpo1No9EgHo+Tz+cpl8sEAgE6OztNkKuUwuv1Mk9rFpZK3N/Tg9aanp4eenp6KJfL+Hw+gsEgiUQCr9dLqVSi2WzSaDTw+/2Uy2Xq9TqxWAyn00mj0WDhwoX09fVRr9dZunQpDoeDOXPmmDW10WgUpZTpKTtv3jxTKbm3txe3200mkyGbzRKJRCiVSjQaDZOttTPKdlY5EAgQi8VMxWZ7Te3WYJA7Fy+mr1gEYPvYNGQ74I/H4yZ73Wq1GHG52Az84uMfb9+LJ464f+o4lX/qOLXdwxBCjPPu1lLe3Vra7mEIIXYj75liKpvI1jy3AA8DC5VS25VS7we+DJyjlFoPvH7sNsCdwEZgA3AjcNVEjWuqsqfS9vT04HQ6GR4eNlWEG40GjUZjtK3N2LrXM7ZvB+DuWAy3201/fz+LFi2i2WySyWRwu90EAgEzXXjFitFuSPl83mR46/U6uVyOer1OOp2mUqmwdOlSLMuis7OTer2OUspUIg6Hw2bq886dO6nX69TrdRYsWECr1SIWi5lp0el0mlQqRSqVore3l87OTrOGNxAIEAqF2L59O319fWzYsIFAIGAKWN21ciUjfj95vx8rHjfrdgOBgAnE7WnKSikeBF4BoI9YO0XRZgPuCAPuffS0lOnLQhxx0wgyjWC7hyGE2M1+3zOFmMRcE3VgrfU793LX6/awrwY+MlFjmcouuugi8329Xsfj8dBqtUwgabfR6ezsZMeOHaZ68HnFImvjcUZ8PrrG1pX29/eb9aSZTAaAUChET08PuVyOQCDAtGnTGBkZIRwOUywWcTqd+Hw+PB6PKciUzWbJZrPk83ni8TjFYpE5c+aYHrPhcJgtW7Ywe/ZsHnjgATo6Opg2bRrNZtMUmILRNcAzZ84kk8ngcDjw+/34/X48Hg/JZJKRkRGCwSA+n49cLofWms7OTp599lm+e+659LtcZu1toVAgnU4zbdo0EokE5XIZt9tNvV7nIeAygK1bYfbsI/8iiiPuvvLohzlnBWa0eSRCCNvTanRl0TLds8/9xq+b/dg5x03omIQQ8p4ppra2FYASB+aXv/wlAOVy2VTqdThGXza/308gECCVSpl2PZFIhDnNJkuqVe7p6MDr9Zp2Nfl8nmKxiNfrBUarEdvHq1QqJqgdGBggHo/TaDRMReJWq4Xf72fbtm2k02l27NhBKBSis7OT0047jc7OTkKhEENDQyQSCbPOtbu7m+1jWWKv10s8HmdkZASHw2EC2VwuR3Fs2nBHRweNRoPOzk4cDgdaa2bMmIFSinK5TLPZxOfzsTkc5vn+fjweD11dXcyaNYtarUYmk6HVahEIBIjH42itMatlZd3sMePHhbX8uLC23cMQQozzB8dm/uDYDEjbDyEmE3nPFFOZBLNThMvlQmtNs9lEKYXW2gSopVLJrFVtNBpcPPaYVQMD+Hw+/H4/rVaLNWvW0N3dTbVaxbIsvF6vybgODQ3hco0m6qPRKK1Wi3A4zLRp00gmk+zYsYNGo2Ha8tiZ1L6xSsl2b1q7x20sFmPjxo10dXXRaDSwLIvh4WFGRkYIhULk83larRYul8u0Gpo9ezYzZ86ko6ODcDiMz+cjn8+TTCYJhULkcjlT+Xh4eJjNmzfTaDQoFoskEgnTPqirq4tQKIRlWaTTaZ4FiiDB7FQjU4GFEEIIIcQ+SDA7RdgViAOBAJlMhmKxSKPRIBKJ0N/fT6vVotFoMKuri9PXreP5WIzhsWDVLqrUbDbJ5XJ4vV76+vpMMGv3d61UKixbtsxkP6dPn06j0cDr9bJ48WJmz55NpVKhXC4zbdo0ent7zdiq1SqxWIwZM2bgcrno7Ow0gW5XVxfxeBy/34/b7aZarZrMb7PZpK+vD6UUQ0ND7Nixw0w19vl8jIyMEAgEqNVqNBoNUqkU06dPp7u7m3nz5jEyMmIKRoXDYTMVO5/Pmwx2C/gLsOq7323fCyiEEEIIIYQ4rCSYnSIcDgfTp08nEolQr9dpNBpMmzYNp9NpWuDUazX+9k9/oq9Y5L+XLjVtdLxeL0opnE4n/f39dHd3U6lUqNVqxONxOjo6zPrXUqlEIBAAIBaLYVkWlmWxc+dOcrkcixcvZunSpXR2duL1eqlWq7RaLRYuXEihUGD9+vU0Gg0GBwfNOlo7aLUzxEopZs6cSa1WY2BggIULF9LR0YHP52PatGls377dZHvtSsulUgmPx2PW1fr9fgA6Ozvp7Ow0Ras8Ho/Z1+6nC/AQsAxgbDqzEEKIyU960AohhNiXCSsAJV4+OxAD6O/vN9NzHQ4HHR0dVCoVWq0W8+fP55lnnuHcNWtYtmYNd555JmsHBnDk86Y3rMfjMVV+C4UCTqcTt9uN1ppisWgCWhgNYn0+H9lslu7ubqLRKC6Xi23bthEIBEzbm+7ubpRS5HI5UqkUtVqNaDTKwoULyWazNBoNYrEY+XzeTAP2+XxYlkUwGMTtduP3+2k0GqTTabq6ukgkEvT09FCr1fD7/aTTafr6+sy06r6+PtLpNEuWLGHjxo14vV7S6TRaa+bMmUM6nWbz5s1orfGN9deF0WDWBfDYY3D22Uf+xRRCCCGEEAdECsGJAyXB7GRVLPIj4Dnggb4+Kk4n06ZNY+3atTgcDjO1t6uri6GhIVak01z8+OM8Ons2T5x7LsUnniCVShEKhYjFYqRSKZP1tCyLUChENBqlWCySzWbx+XwEAgHmz5/P1q1b6e/vx+12E4/H6e7uZsuWLSil8Pl8KKUIBAJEIhEajQZOp5NyucysWbNotVporU0hJ7/fj8vlYseOHcBov1i7QnEkEsHr9TI0NEQoFKLVatHR0YFSikQiQb1ex+v1Ui6XmTNnDsVi0VRdrlarnHHGGTz66KO0Wi2azaZpyxOJREilUrjdboLBIIVCgUfs5/WhhySYnWBKqSuBKwFmzZrVljF8qfOMtpxXCLF372ud0O4hCCH24EudZ7Bqa+aACrKdvvUGHpl15REYlRAHRqYZT1a/+Q1XAF8FHtq5kx899xyn/PnPdBSLeDweXC4XjUaDvr4+5gIf+dOfGIxGufnVr2bDiy+afrQul4tSqUQ4HKZarVKpVFBKUa1WqVarhEIhjj/+eLxeL8FgkG3btuH1esnlcvT09DBv3jz6+vpYunQpAwMDwOiU51mzZhEIBPB4PNRqNU499VSCwaBZ2+t0OikUCtTrdYLBIIsXL8bpdJriUPl8nnQ6TTKZpNlscsopp9Dd3Y3X60VrTaPRYP78+aYFUX9/v1m/63A4KJfLJkC2C08lk0nS6TSBQICZM2cCEI/HcTgcZIE1wG+vuebIv5bHGK31DVrrlVrrld3d3W0ZwzRXkGku6WcpxGTSgZ8O/C/rGDLtWIjDb5or+LKvTSHaRTKzk9R/XXYZrwbOBC4C3q01H9m4kY8A25xOHiuVWBePE3rxRS76v/9DKcX1r389VZeLJYsWmYxlq9XCsiwGxiobb9myhUajgVLKTC2eP38+pVIJh8NBs9kkEAiY3rKtVoudO3diWRaRSISZM2eyceNG+vr6yGazuN1u873X6yUWixGLxcwU6WQyid/vp7e3l1wuZ6ZF+3w+k3mNx+MMDAygtSaRSJBMJonFYrjdbtasWcO2bdvI5XIAaK1xuVwUCgVCoRCLFi3i2WefJRaLAbBz506i0SilUolIJEK5XCYQCFAsFnlw7LnEssAhn+Mcze4qbQHgvKD0FRZisnhM7QTgFN23x/tP33qD+V4yP0IcOXeVtvCCKuz12hRiMpO/6CejWo03AmvmzmUjo9nZ82fM4L2veAXX9ffzrNfLK5tNPrdjB1f/7Gf0plLc+Z73UOjpwev1snPnTmq1GsVikWnTphEOhykWi5RKJY477jiazSazZs0yU3G3bNlCb28v3d3d+Hw+gsEgS5Ysoa+vD8uycDgc+Hw+5syZY7K5dra3p6eH6dOns2XLFur1OtVqFZ/PR6vVIh6P4/P5cDgcuFwu+vr66OrqolwumyJN9vZMJkNXVxcul4v58+eTy+Wo1Wp4PB4cDgfr1q0z9/f19REOh1FKsXXrVjo6Omi1WrjdbqZNm0a5XKarq8sE55FIBBhdN9sBsG5d215acWTcVlzPbcX17R6GEGKc+x3buN+xrd3DEOLYcYAt7m4rrpdrU0xZkpmdjO65hzCwbvFiPNu3m8JNW7xenu7pIevxEAmHGXC5eGMkwowTTuDPDgdWrcbIyAixWIxKpYLWmmAwSDwep9lsEgqF2LBhA36/n5GREYLBIMFgkHw+T1dXFwC9vb14PB6mTZuG1tq007GnNVuWxZIlS3C73aaNTiwW45xzzjG9Y+3WPl6vl87OTlqtFvV6nWg0SqVSYfbs2Sil6Osb/QQwlUqZHrmRSASn00kkEmF4eBjn2FrhWq1GPp/HsixOPPFEnn76aYrFoum5m0qlGBgYYPPmzZTLZZMlDgaDVKtVYDSYHf3mIVi8+Mi/rkIIIYQQ4qDsvqRACkKJ8SSYnYzuuIMi8MKMGQwMDLBuLJPodrvNFFrlcOCZP5/ft1osicVojWU27aq/dgazu7ubarXK3LlzGR4eZvbs2Xg8HoaHhwmHw+b+jo4OHA4HyWTSZGQ7OjpwOp3kcjkTFHZ1dZmer6FQiP7+frTW1Go1urq6qFarNBoNs162XC5jWZZpzWP3s503bx6xWMxMH3Y6nfT09NBqtQgGgwwNDVGr1QgGgzQaDWbPnk0gEKBSqZDL5Zg5cybDw8O43W68Xi9bt24lm83i9/vJ5/OmsrLD4cDtdrNt2zbWt1okga6HHoL3v799r684psibsBBCiCPuALOyL4e9NECWBYh2kmB2srEsdv7gBzwAOAIB5s6dy7p163C5XKZwk9frpdVqMTIywuLFi2k2m7jdbrLZLLNmzWLbtm3s2LGDeDxupgTbbW88Hg+dnZ14PB6cTie1Wo1YLEY8HmdoaIhgMEhPT4/J2uZyOaLRKNFolFqtRigUwuv1sm3bNmbPno3T6SSRSBAOh3G73UQiERKJhGkdFAqFyOVypiVPtVqlu7ubeDxuguIVK1bQarXw+Xxs3bqVSCTCnDlzSCaThEIhstksCxcuJJ/PE4vFePHFF4lEIrRaLWq1Gi6Xi3A4zPDwMF1dXQwPDxOJROjp6cGyLEqlErNnz2bjxo08BBz3wx+y6Kab2v1Ki3a790tw9ude+v0hOJhCNNJuQIjDR64nIYQ4tkkwO9k89hh9wKYTTyQYDGJZFj6fD5fLZaYN261qRkZGaDQaZDIZ0081FAoRDodxOBz4/X5yuZwp/uT1ek1xp0ajQTweJ5lMMnPmTPr7+4nFYqTTaRM41+t15s2bx86dO8nn88TjcRP0hsNhtNaUy2U6OzvN+ZrNJl6vl2w2i8PhYPbs2QSDQR5++GHK5TIul4sZM2YQj8cJh8OkUimi0SjVapV0Os3MmTPZtGmTOVc8Hjetg5xOp6m0vGDBAnbu3InX66Ver9PZ2UmtVsPr9dLR0UGxWMTn89FsNpk/fz5btmzB5/PxULXK2wBGRqCnp52vtJjiDkcl1X0dQ/4wF8eS8cWfDpXMghDi4NitePLORptHcnDkQywxngSzk82vf00T2HDccfQ5HFQqFTo7O03Q6vF4THbW6/ViWRY9PT3k83l6e3txu9309PQQDocJh8OmknGz2TQ9YP1+P5Zl4fF4iEQipm1OuVymu7ubVqtl+tBalkUwGCSdTtPV1YXb7WbmzJmkUqP/AdbrdVO92G6ZU6/X6erqIp/P4/P5KJfLLF68mKeffhqv12vWxiYSCROE2mNJp9NmTW04HMbn81GpVOjv76dYLDI4OIhlWSYYLxaLJBIJLMvi+OOPZ8OGDdTrdcLhMB6Px/SsDQaDhMNh7mo2+WKzieMrX4Hrrmvvay0mzNe7XnlYjtPO1h/yh7mYMg5wOuOHWssP6rDSz1KII+Ngr004PB9ACXE4SDA7yTz35S+zE3D39JDL5VBKceKJJ/Lcc88xZ84c6vW6aYejtSYajdLf32+m2yql8Hg8aK1xOp10dXVRr9fJZDJEIhHq9TrTpk2jt7cXy7JM9tOuJrx582bmz5+P3+/H4XCYqsLxeJxWq0UymUQpRSAQwOl0orUGRtfzptNpfD4fHR0dZn3tzp07mTFjBuvXr6e7u9u00Nm0aRMdHR1YloXb7TZrdL1eLxs3biQcDpu1u/aX0+k0RaRGRkZMleR8Pm9+5kwmg8/nY9asWUQiEarVKvPmzWP79u00Gg0GYzFuSia54utfx/2hD8FxEiBMSi9zrU/c6dvrfeObwj/SfIGPuX751/tu+uSk/eP5SAfWuwfPh+P8+zqmBOtT0EFep2E8EzQQIcTLIdemmMokmJ1MXniBJcBvZ85Ea83cuXN57rnn6O/vZ926dQQCAbTWLF++nMHBQfz+0QbXHR0dpNNpAAqFAtFolGazSbPZpKuri1KpRGdnJzt27KBUKlEsFgkEArhcLmKxGE6nk46ODgqFAl1dXXR2dtJsNkkmk/T29uJ0OonFYmaqs1212A6mtdYUi0WCwSB+v9/c5/V6TTAdCoUYGRmhVqthWRaBQMBMZbZb/zgcDlN92Q5a4/E4MFrxWCmFz+cjn89TLBaZMWMGW7ZsIRwOEwgESKVSNBoN+vv7ecUrXsGf//xn5s2bh1KK+fPn8+CDD1Kr1bj/9a/nkrvv5s6FCzl/LBgXR5dfFzcCcEFoLrBrALs7+75Hmi9w+sQPbcqYiOB5X8eUTPTR7yE1CMArdP9+9z3c047l90mIvTuYa3OykfcOIcHsZHLHHQA8OXMmA/E4PT09pmBTJBIxPV/tzKxlWSQSCdxuN93d3eTzebNWtVKpEAgETHVgu4pwOBwmkUjw6le/mrVr17JgwQJisRiDg4P4fD7cbjdut5tms8nChQsplUqm2FKpVDJrcqvVKs1mk0qlgsfjwe/34/ONZsOcTifVahWtNaFQyBRysqsV29Oh+/v7cbvdpjetXQl5zpw5bNu2jUgkQl9fn2n1YwfIzWaTcrkMQCAQMNOSm80mDofDVEnu6Oigu7ubbDZLLBZjwYIFPPHEEzQ6OvjFggW8f/16uPtueP3r2/aSi8Nj92D1J87RCuC9I9F2DEccBocrmJY/bCaPhxxjfzC3jvwfzPIHrxB7d7DX5u4fNsmSANFOEsxOIg98+tMEgEpPDyeeeKLpv9rX18fKlStZtWoVp556qlkH+9RTT1Eul2k0GixZsoSnn36aZrNJqVRCa02z2QRGpwCPjIxQLBbxeDwsWLCArVu30tfXZ9bgtlotABYvXszGjRuZPXu2WZdbqVRMxWS7yJLT6cTv95tCUM1mk0ajgcPhMMWg6vU6AC6Xy1QcttvnTJs2DZfLZQLVVqtl1rja1YcHBwdZtGgRjUbDBNl2yyG7EFa9XjdBs2VZhEIhurq6TD/bF198kVAoRG9vL0uXLuWJJ56gp6eH3y9ezNnr11M65xxOaDTAJZfCVLOvbOuBkjU/QhybJGsrxNFJru1jz6T6C14pdR7wLcAJ/IfW+sttHtKRMzzMK4Cv+nycdNJJ5HI5Wq2WyZD29vby6KOP4vf7cTqddHZ2Mn36dJ566im2bduGw+Fg7ty53H///TidTkqlEn19fYRCIbTWdHR0MDQ0RF9fHx0dHQAUi0VgdP1qT08PPp9vlz6zpVKJWq2G0+k0waRdhMouIFWv11FK4Xa70VqjtTbTjO01teFwmEqlgmVZhMNhXC6XCVztKsxOp5N6vY5lWeb+vr4+RkZG8Pv9PPfcc7z1rW9FKUWj0WBkZMRUQa5Wq8TjcdNqyOfzsWjRIrZt20ZnZyczZ85k3bp19IxVL962bRvLli/n3599ln/btAluugk+9KG2vOziwB2O4FUce+QPGyHEMeUI9JedKmRGxrHB0e4B2JRSTuB64I3AEuCdSqkl7R3VEfS//4sDWLtoEb29vbzhDW/gxRdfZM6cObhcLhYuXGiC0oULFzJjxgyWL1/O+vXrcblcOBwOisUiM2fONN9bloXX6yUSiQCjlYenT59ugkufz0cmk2HOnDmmcjFApVKhVquZ3q924KqUoqOjw1RG9nq9eDwe3G43gKloPD5YtQszBQIBSqWSaeWjlHrJU+DxeMxx7PWxc+bMoaOjg+eff55yuUw0GqWzs5NEImGKQEWjUVPUyi5WVSqV6O7uxuPxUKvVmDNnDr29vQA8++yz9PT0kHvta7kfSHz4w5DLTfxrLIQQR7GHN6Z2+Trc7JkUp2+94bDOqvjGH17Y5UuIo9VEX6NCtMNkysyeCmzQWm8EUErdCpwPPHfIR/z1r6FQOCyDm2gPfeADTAf63/hGOjs7efbZZ3n66ae5+OKLOe6446hUKpx55pn85Cc/4fvf/z5dXV1orXG5XKxatYp58+YRjUZRSnHnnXeSSqXo6+sjHA6jlGLz5s1orc1U4I6ODpLJJA6HA4/HY1rmlEol4vE4lmWZNar2mtvxotH9r0W0WwfZ52g0GrhcLrO2dk+CwSDJZJJ6vU6r1SIWi3HRRRdx7bXX4nA4yGazptfsmjVreMc73kFnZyeVSoUdO3ZgWRazZ88227TWWJZFtVplYGCAU089lUcffZREIgFK8e8LFnDL+vVw1VVw3nkv92WcGBddBGPFvo56u32i3K43W1n/c3SST+nFgZBsvhBHJ7m2j06TKZjtB7aNu70dOG33nZRSVwJXAsyaNWufB3zh7W9nqvyqvgL4CnDLrbfy37/6FQ6Hw/SQfeyxxwA45ZRT+L//+z++973v7ZIp/fGPf8ydd95pWthkMhkWLFjAH//4Rx566CFcLhe5XI5PfvKTzJgxA4fDQSAQYGRkhJkzZ5qqwh6Ph1arZdrywGiW1ul0mvW3Nv8BBld2IOvxeDj++OPN2ty9sfvL2kFwo9Hg7W9/O1/72te44YYbzDrb7du3UygUeOKJJ3jqqacAyGazvOtd72JoaIihoSEAtmzZQjAYNIWz/uZv/oZHH32Uz3/+8+acrwL+/uc/h5///IB+piPuDW84doLZw+Tq1sntHoIQYjdT8bqUD0DEseBwXJt7+xBYPhwWE20yBbMHRGt9A3ADwMqVK/fZV+W4LVug0Tgi43rZlOIzs2fzmbE1pHvzvve977Cdsqur6yXb7D6wtt0zsjBaQfhQ9PX1HdB+e8rcbtq06ZDOeeaZZ75k2yc+8YldN2gNmzfD2DTrSaezs90jmHK87Ps6EgLkU/oj7VCuy8n2h/C+piHL75CYqo7F90z5oOroMZmC2UFg5rjbM8a2Hbr9ZG6FAEApGBho9yjEYXSf2grAWfrA/w8Yvx7P/ncy/REtxFR3KNclHFzV8XZet/LhiJiMDmS5zqFem0cTuX6nrskUzD4GLFBKDTAaxF4KvKu9QxJCHEmHa43s447RaeZntY7dN2ZxcORT+oNw75fg7M8d9MMm4rrcX/DaruBWMrhiKpH3zF3J+8HUMmmCWa11Uyn198D/Mdqa54da6zVtHpYQQohjkHxKvx9jxdqOdJG2PWVp7W1TZSaFBLpCTC3yfjC5TZpgFkBrfSdwZ7vHIYQQQghxpL2c1kDyR7aAydGTfW8fMB0Ny3fkw6jJZ1IFs0KIY8/4N4bT2zgOIfZGppyNs1v7rHY6nL1mjwaHGggf07/PQhxGEui2hwSzQgghxEE41qac7fKB09b2Z332Zvcibgf6mPGZon1ljqbadOYD9XKywYfiWLhmjjT5UHjyOxLX2bF6bSmt99ndZlJTSiWALfvZrQtIHoHhTJSpPP6pPHaYOuOfrbXubvcgbON7QQMLgXV72XWqPL97MpXHDlN7/FNx7FP1GoXJ+XxPtjHJePZvso1p9/HINTq5yc949DjUn3Ov1+iUDmYPhFLqca31ynaP41BN5fFP5bHD1B//ZDeVn9+pPHaY2uOfymOfiibj8z3ZxiTj2b/JNqbJNp6X42j6WfZGfsajx0T8nI7DeTAhhBBCCCGEEOJIkGBWCCGEEEIIIcSUcywEs1O93OFUHv9UHjtM/fFPdlP5+Z3KY4epPf6pPPapaDI+35NtTDKe/ZtsY5ps43k5jqafZW/kZzx6HPaf86hfMyuEEEIIIYQQ4uhzLGRmhRBCCCGEEEIcZY7aYFYpdZ5Sap1SaoNS6rPtHs/+KKV+qJQaUUqtHretQyn1B6XU+rF/4+0c474opWYqpe5VSj2nlFqjlPro2PZJ/zMopXxKqUeVUk+Pjf3zY9sHlFJ/Gfsduk0p5Wn3WI8Wk/X6VP//9s492K6iysPfbwjPRJIAUxTPSoAMiBBCiJmgjCIISGSISGaEogaCWAyM4IgFDlamFERHBEcU0TAF4Y3AEBAyiDwUIo5IYoA8SSAXEiEZIJFHIEDxypo/eh3uvtdzbs4+d5+7zzlZX9Wu27v3o1f3WavX7t1r95VWSFooaZ6kuZ5XVYeVuNTrsEDS2Mx9TvLzl0k6qUmy1t1nNCKrpAO8Lbr8WjVZ9vMkrfK2nydpYubYN1yOJyUdkcmvqkdhu8VQhp3m9SV96XbBcm0i6XFJd/l+VR2TtLnvd/nxEU2SZ5ikGZKWSloi6cAy20jSWf57LZJ0k5JfHdA2anaf2GqUYZ8DhXL44nahKP1sZWrUMbdvz42ZddwGbAI8DewGbAbMB/YuW64NyPwJYCywKJN3EXCup88Fvl+2nH3IvwMw1tMfAp4C9m6HOgAChnh6U2A26f+O/zdwnOdfDpxetqydsLWyfQIrgO165VXVYWAi8CvXnwnAbM/fBnjG/w739PAmyFp3n9GIrMAcP1d+7ZFNlv084Owq5+7tOrI5MNJ1Z5O+9Chst5DfqBQ7zetLaul2E+T6GvBz4K6+dAz4F+ByTx8H3NIkea4FvuTpzYBhZbURsBOwHNgy0zZTBrqNavQrLdl/F1DXlvWjBdVvBXX64nbZitDPVt9q1PE8cvj2Rsrt1JnZ8UCXmT1jZu8ANwOTSpapT8zsIeDlXtmTSA4L//u5gZQpD2b2vJk95unXgSUkB9fydbDEOt/d1DcDDgFmeH5Lyt6mtJt91tLhScB1rj+PAMMk7QAcAdxvZi+b2SvA/cBnihYqZ5+RS1Y/trWZPWLJ61xHgfpfQ/ZaTAJuNrO3zWw50EXSoap6JEmE7RZBKXbagC+ppduFIWln4LPAlb7fl45l5ZwBHOrnFynPUNJD43QAM3vHzF6lxDYCBgFbShoEbAU8zwC3UTP7xP7K1gTazY8WQcs/T/ZFQfrZ0hTk23PTqYPZnYDnMvsrPa/d2N7Mnvf0C8D2ZQpTLx4ytD9phrMt6qAUQjYPWE1yXk8Dr5rZe35Ku+pQK9LK9mnAfZIelXSq59XS4Vr1KLN+Rcm6k6d75zebMzyk6qpMCFle2bclbLcISrfTOn3JQMj5I+DrwHrf70vHPpDHj6/184tkJLAGuFop9PlKSYMpqY3MbBXwA+BZ0iB2LfAo5bZRhXbqv/PQLnI2Sh5f3M6U2a8NJHl8e246dTDbcfjsSMsvPS1pCHAb8FUzey17rJXrYGbvm9kYYGfSm6G9ypUoKImDzGwscCTwZUmfyB5sZR3uTTvJ6kwDdgfGkB6I/7NUaYJSaRVfIukoYLWZPToQ5dXJIFIo3zQz2x94gxSi+AED3EbDSbMsI4EdgcG04GxmG/aJGzMd44vrpRPr5DTdt3fqYHYVsEtmf2fPazderIQV+N/VJcvTJ5I2JT183Ghmt3t2W9XBQ7UeBA4khXUM8kPtqkOtSMvap88wYGargV+QXmzU0uFa9SizfkXJusrTvfObhpm96C+V1gNX0B1ulFf2lwjbLYLS9DinL2m2nB8Hjpa0ghTKeQjwY2rr2Afy+PGhJJ0skpXASjOb7fszSIPbstro08ByM1tjZu8Ct5Parcw2qtBO/Xce2kXOhsjpi9uZsmx2wGjAt+emUwezfwRGKa2ktxlpgYGZJcvUCDOBykp6JwF3lihLn/j3LtOBJWb2w8yhlq+DpL+WNMzTWwKHkb7TehCY7Ke1pOxtSkvap6TBkj5USQOHA4uorcMzgRN91cEJwFoPF7oXOFzScJ+xONzzBoJCZPVjr0ma4LZ9Ik3W/17fAx1DavuK7McprYA6EhhFWpyqqh752+2w3f5Tip024Etq6XYhmNk3zGxnMxtBaoMHzOwEautYVs7Jfn6hsy1m9gLwnKQ9PetQ4AlKaiNSePEESVv571eRp7Q2ytBO/XceWtKPFkEDvridKctmB4wGfHt+rAVWv2rGRloJ7CnSt49Ty5anDnlvIk2/v0t663oK6RuS3wDLgF8D25QtZx/yH0QKj1gAzPNtYjvUARgNPO6yLwK+6fm7uWF1AbcCm5cta6dsrWif/nvP921xRa5aOkxaZfCnXoeFwLjMvb7oetMFnNwkeevuMxqRFRjn9vA0cBmgJst+vcu2gOTkdsicP9XleJLMqsq19Chst7DfacDtNK8v6Uu3myDbwXSvZlxVx4AtfL/Lj+/WJFnGAHO9ne4grbxbWhsB5wNLvc+4nrRC6YC2UY1+pSX774Lq23J+tKB65fLF7bIVpZ+tvNWoY27fnneT3ywIgiAIgiAIgiAI2oZODTMOgiAIgiAIgiAIOpgYzAZBEARBEARBEARtRwxmgyAIgiAIgiAIgrYjBrNBEARBEARBEARB2xGD2SAIgiAIgiAIgqDtiMFs8BdIWtdrf4qky8qSJwg2FiRNlbRY0gJJ8yT9bZPK+ZqkpZIWSpov6YeSNvVjKyRtlzn3YEl3eTr6gmBAkGSSbsjsD5K0pqKLDdzvaEnnFidh7vKnu60tkDRD0hDP31zSLZK6JM2WNKKf5Tyc8/xrJC33/ma+pEP7U34QVKNoe85R7gUZf3qfpB09X5IudbtbIGlsP8u5W9KwHOefJ2mVy/WEpOP7U/7GTgxmgwFD0qCyZQiCVkXSgcBRwFgzGw18GniuCeWcRvon9BPMbF/go8BqYMuiywqCfvAGsI+kil4eBqxq9GZmNtPMLixEssY4y8z2c9t+FjjD808BXjGzPYBLgO/3pxAz+1gDl51jZmOArwKX96f8IKhBofacg4vNbLTr913ANz3/SGCUb6cC0/pTiJlNNLNXc152ics1CfivygvlID8xmA1yIWmEpAf8TdZvJO3q+ddImpw5b53/PVjS7yTNBJ4oSewgaAd2AP5sZm8DmNmfzez/oOdsqaRxkmZ5+jxJ17qN/UnS5yVd5DOu99RwjlOB0yuO18zeMbMLzey1AahjEOThbuCznj4euKlyQNJ4SX+Q9LikhyXt6flnSbrK0/tKWiRpq2xUgfuraZIekfSM+6mrJC2RdE2mjHWZ9OTKsXqvz1KxL0kivTgyPzQJuNbTM4BD/ZweSJol6RJJc72cj0q6XdIySd/pLbPLNMtngZdKurHafXvxB2CnzL3ukPSoUrTIqdkyJF3s+b/232KWt8XRfs4USXd6/jJJ39pA2UHn05c9D3YbmuM2PcnzR7h/e8y3j3l+Xfrdy68NpqfdXWeJR4BhknbofX2OvmKFpO1c3iWSrnD7uE/dA/iqmNky4E1guN9rmtv5Yknn9yrje0qzuXMljZV0r6SnlV5SV9rlIUm/lPSkpMsldfxYr+MrGDTElm4s8yTNA76dOfYT4Fp/u3wjcGkd9xsL/KuZ/U3xogZBx3AfsIukpyT9TNIn67xud+AQ4GjgBuBBn3F9i+4HBwAkbQ0MMbPlG7jngxn7vzJPJYKgQG4GjpO0BTAamJ05thT4OzPbnzTb8h+e/2NgD0nHAFcD/2xmb1a593DgQOAsYCZpVvQjwL6SxtQhW+7rJV0NvADsRfKlkAaPzwGY2XvAWmDbGmW+Y2bjSLOndwJfBvYBpkiqds3+pNnWvYHdgI9voE6fAe7I7H/RzA4AxgFfyZQxGHjAzD4CvA58hzTTdgw9nxfGA8eSfrt/kDRuA+UHnU1f9jyVpFPjgU8BF0saTIoaOszMxgJfoOczZ136Lem7kp4DTqB7ZvYDu3NWknmR04u8tj4K+Knbx6skG6iJUojzMjNb7VlT3c5HA5+UNDpz+rM+m/s74BpgMjABOD9zznjgTFK77A58vq/yO4EYzAbVeMvMxlQ2uo0fkkH/3NPXAwfVcb85dTw8B8FGjZmtAw4ghTytAW6RNKWOS39lZu8CC4FNgHs8fyEwoq8LJR3hg9YVlTfezqcy9v+lXBUJgoIwswUkHT6eNKuTZShwq6RFdD9cYmbrgSkk//RbM/t9jdv/j5kZyU5eNLOFfu1iNmA3jV5vZicDOwJLSA/meZnpfxcCi83seY/keAbYpcr5c8xspcs1r5ZcpIHDUyTfng1z/oqk+cAjfv9Rnv8OPfuZ32b6oGwZ95vZS2b2FnA79T0vBB3KBuz5cOBcf4E6C9gC2BXYFLhC0kLgVtIArUJd+m1mU81sF9IEzBnVztkAeW19uZnN8/SjteQCzpK0mDSo/24m/x8lPQY8TurXsnXO9gGzzex1M1sDvK3ub3bnmNkzZvY+afa74+0uBrNBUbyH65OHNGyWOfZGKRIFQZthZu+b2Swz+xbJ6Vbe6H5gXyQnn6USlrweeNedLsB6oMd36h5ytU7SSN+/1wesi+hps0HQKswEfkAmJNG5gBSFsA/w9/S0i1HAOtLAsRZv+9/1mXRlv2I3lsmvancbuP4v8AfMm+m27VX4QFRpXYmhwEuSrvYXTdmH/rxlZs95vw+5zvHIqX8DKiHaB5O+2z/QzPYjPVhX2qB3P5Ptg7JlZNuv2n6w8VHLngUcm5lI2dXMlpBmQ18E9iNFCGT9VL36XeFGqtidszOwymdxK1FJvcsp2u4u8dnbY4HpkrZw33w2cKhHQP6Snn1P3n6r2n7HEYPZIC8PA8d5+gRSqAPACtKsEqRwx/iQPQhyIGlPSaMyWWOAP3l6Bd321WfIUh18D5hWeYvr3xn1flAPglbhKuB8M1vYK38o3QvITKlkShpKCkX8BLCtMms5NMCLkj7sL2iPafQmSuxRSZN85FI/PBM4ydOTSaGWZmYn+0P9xH7In5fLgL+SdASpfV8xszcl7UUKZczLYZK28W8GPwfUmiUPNh5q2fO9wJmV714l7e/5Q4Hn/UXJP5Gij+qml0+dRE+7O9FtcwKw1iMdpmaikgYEM5sJzCX1A1uTJoDWStqetFBVXsZLGun91heA/y1M2BYlVpcN8nImcLWkc0ihkCd7/hXAnR6SdA8xGxsEeRkC/MQHme8BXaSQY0jfw0yXdAEpBKs/TCN98zZb0tukGazfk2ZegqClMLOVVF+b4SLgWkn/Tpq9qHAJ6Xu1pySdQvr++6EGiz+XtALqGtLD5pAG7yOXdWtPzwdO92PTgesldQEv0/2yeMAxM1NaTOrrwETgNElLgCdJocZ5mQPcRpr1usHM5hYmbNCW9GHPFwA/Ahb4IGw5aXX/nwG3STqRxp4tL1RaHG496eXwaZ5/N0nHu0iLL51c/fIB49ukMP8Pk3zxUtI3vY28APoj6cXUHsCDwC8KkrFlUXekSBAEQRAEQRD0D//ef5yZNfKNYhAEDeCfB5xtZkeVLMqAEmHGQRAEQRAEQRAEQdsRM7NBEARBEARBEARB2xEzs0EQBEEQBEEQBEHbEYPZIAiCIAiCIAiCoO2IwWwQBEEQBEEQBEHQdsRgNgiCIAiCIAiCIGg7YjAbBEEQBEEQBEEQtB0xmA2CIAiCIAiCIAjajv8HHvaSjmX/6f8AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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355I7uXPJnZkOQ6RO7lxyJ3duX5bpMEQkjVQ+STZRM+PGbudO8oCSAw/EOUc0GiUQCBCJRBJJrM/31XcalTUxjiv/ms/nIxwOf5UUd+hAeN069rz/Pm0Ks3JgQJGc8PbmtzMdgkidvb35bSjeUv2KIpIzVD5JNlHNbD3w+/0UFBQwYMAAvv3tb7N9+/Za7WfGjBn8+Mc/rnB5x44dOfzww+nZsydjxozh9ddfr3Af2z/8kFLAeVPxxJNYn8+Hz+crM5IxsF8NbVWJbfn1zQx8PgKdO9MGYO/eGp+riIiIiEhj9dRTT2FmrFq1KrFszZo1DBgwAIB58+ZxyimnVLjta6+9xtChQ+nTpw99+vRh2rRpidcmTZrE7Nmz6zf4FFV1Lummmtl60KxZM5YtWwbAxIkTuffee7nmmmvSeowzzzyTe+65B4C5c+dy+umnM3fu3LLzMpWU0BooadsWfzCYqD2NRqNlamPjj5P705avoS0/WFSy/frfduxI5LPP2P7ee7RX7ayIiIiIZIk7Xvggrfu77IReNVpv5syZHHXUUcycOZPrr7++xvv//PPPOfvss3nqqacYPHgwW7ZsYcyYMRx88MGcfPLJtQ27SpFIpMxMJ9lMNbP1bMSIEWzYsAGAjz76iLFjxzJkyBCOPvroxDcz//rXvxg2bBiHH344xx9/PJs2pTaNwbHHHsuUKVMS39I8+OCDHHHEEQwqKGD8z3/O9mCQvXv30rt3b6LRKNFolJ07d9KjRw9KS0uBrwZ0qqom1ufz7VdzG6/lLTNoVCCAHXgg7QC8/YuIiIiINEW7d+/mtddeY/r06Tz22GMpbXvvvfcyadIkBg8eDECHDh249dZbufnmmxPrvPjiixQWFtKrVy/+/e9/A7BixQqGDh1KQUEBAwcO5MMPPwTgb3/7W2L5hRdeSCQSAeCAAw7giiuuYNCgQdx0002cccYZif0n17Q+//zzjBgxgsGDB3PGGWewe/duAObMmUOfPn0YPHgw//jHP2r5TqWucdfM/vSn4NWQpk1BAdx5Z41WjUQivPTSS5x//vkATJkyhfvvv5+ePXuycOFCLr74Yl5++WWOOuooFixYgJnx0EMPceutt3LbbbelFNbgwYN54IEHADj99NO54Ic/pGTJEq657z7++vjj/OQnP+GYY45hzpw5nHTSSTz22GOMGzeOoFdjWxNVDRIVjUYTN4OZQYcO2BdfwJdfwkEHpXQuIgIHtdB9I7nvoBYHwS71mRVpTFQ+pe7pp59m7Nix9OrVi/bt27NkyRKGDBlSo21XrFjBxIkTyywrLCxkxYoViedr1qxh0aJFfPTRRxx77LGsXr2a+++/n0svvZRzzjmHkpISIpEIK1euZNasWcyfP59gMMjFF1/Mo48+yrnnnsuePXsYNmwYt912G+FwmB49erBnzx5atGjBrFmzmDBhAlu2bOHGG2/kxRdfpEWLFtxyyy3cfvvt/PznP+eCCy7g5Zdf5tBDD+XMM89M6/tXlcadzGbIvn37KCgoYMOGDfTt25cTTjiB3bt38/rrr5f5lqO4uBiA9evXc+aZZ7Jx40ZKSkro3r17ysdMTjSXL1/OtVdfzfbNm9lVUsJoYgnm5MmTuf322znllFOYMWMGDzzwQJm+sn6/v8wox6koX7Mbzc9nD2Dr1tFcyaxIym4++ubqVxLJcjcffbPmmRVpZFQ+pW7mzJlceumlAEyYMIGZM2fWOJmtie9973v4fD569uxJjx49WLVqFSNGjOC3v/0t69ev5/TTT6dnz5689NJLLFmyhCOOOAKI5SwHHnggEBvz57vf/S4AgUCAsWPH8q9//Yvx48fz7LPPcuutt/LKK6/w3nvvMXLkSABKSkoYMWIEq1atonv37vTs2ROA73//+2X69danxp3M1rAGNd3ifWb37t3LmDFjEs0D2rRpk+hLm2zq1KlcfvnlnHrqqcybN4/rrrsu5WO+9dZbif6ykyZN4i+//S3DevXikaVLmffKK5gZI0eO5Cc/+QmvvvoqkUiEfv36VTg6cbzJcDyxjfelrUpFIyLndepEYOPG2EBQzZunfE4iIiIiIrnsyy+/5OWXX+bdd9/FzIhEIpgZv//972u0fb9+/ViyZAmnnXZaYtmSJUvo379/4nlF49mcffbZDBs2jGeffZaTTjqJBx54AOccEydO5Kab9v+SMT8/v0w/2QkTJnDPPffQrl07CgsLadmyJc45TjjhBGbOnFlm24rym4aiPrP1qHnz5tx9993cdtttNG/enO7du/PEE08AsYTv7bdjQ5vv2LGDgw8+GIBHHnkk5eO88sorTJs2jQsuuACAXbt20atDByJt2/LYrFnAVxf597//fX7wgx8wceLE/QaCisdVUeJa0bLKmh3H9xFt25YoxJoai0hKbll0C7csuiXTYYjUyS2LbuGWbUsyHYaIpJHKp9TMnj2bH/zgB6xdu5Y1a9awbt06unfvzquvvlqj7S+55BJmzJiRSBi3bt3KVVddxc9//vPEOk888QTRaJSPPvqIjz/+mN69e/Pxxx/To0cPfvKTn3DaaafxzjvvMHr0aGbPns0XX3wBxBLttWvXVnjcY445hqVLl/Lggw8yYcIEAIYPH878+fNZvXo1AHv27OGDDz6gT58+rFmzho8++ghgv2S3PtVrMmtma8zsXTNbZmaLvWXtzOwFM/vQ+93WW25mdreZrTazd8xscH3G1lAOP/xwBg4cyMyZM3n00UeZPn06gwYNon///jz99NMAXHfddZxxxhkMGTKEDh061Gi/s2bNoqCggF69evG73/2OJ598MlEze8MVVzB88mS++b3v0bt378QoxD6fjwkTJrBt2zbOOuusCr/FqSiZrWhk4+Rtyq+b2CYYZCdQ8vnnUEniKyIVW/XlKlZ9uar6FUWy2KovV7GqZFumwxCRNFL5lJqZM2fyne98p8yy7373uzVO+Dp16sTf/vY3LrjgAvr06cORRx7Jeeedx7e//e3EOl27dmXo0KF861vf4v777yc/P5/HH3+cAQMGUFBQwPLlyzn33HPp168fN954IyeeeCIDBw7khBNOYOPGjRUe1+/3c8opp/Cf//wnMfhTx44dmTFjBmeddRYDBw5MNDHOz89n2rRpnHzyyQwePDjRdLkhWGW1a2nZudkaoNA5tyVp2a3Al865m83saqCtc+4qMzsJmAqcBAwD7nLODatq/4WFhW7x4sVllq1cubLs9DRNjXMUL1lCEZB/2GGYGaWlpYRCIfx+P48//jj//ve/+ctf/pKomY1fA36/v0yT4uTpeOLNj+OvxQd9Kl+zG18WHzWZbdsIrF0LvXpBq1b7hdvk/15pYGZLnHNZMweSmU0BpgB07dp1SGXf+EnVJs+ZDMDDYx/OcCRSV9l2jyarqBxNp8lzJsP2T3l4wkv1dgyRumrK92ht5Fr5pP81c0tFf6+q7tFMNDM+DYi3pX0EGJe0/C8uZgHQxsw6ZSC+3LZ3L3lAiy5d8Pl8RCIRfD4fZsZPfvITrr322sSctxU1MU7+DZSdcoevam9rwufzYW3bEga2fJDeOb0keznnpjnnCp1zhR07dsx0OCIiIiLSSNX3AFAOeN7MHPCAc24acJBzLl6f/TkQH+r2YGBd0rbrvWVl6r7L1frUY+g5avt2HBBp2RK/V4saT2bvuuuuMqMVO+f2ex5XWZPjqpQfKMrMiAK+du1o++WXEIlAjkzALCIiIiIi2a2+k9mjnHMbzOxA4AUzK9PA3jnnvES3xryEeBrEml6kL9TGYe/GjUSAYFLSmBiQKamWtfzz8uKJbvnktLpa2YrWd+3b4//yS9i+Hdq3T/2kRJqgr7f6eqZDEKmzr7f6OuxWn1mRxkTlk2STek1mnXMbvN9fmNk/gaHAJjPr5Jzb6DUj/sJbfQNwSNLmXbxltTluyvOkNgrFxTQHwp06Eani/Mv3g42LL4snsuWbIcfXif8uPyhUZe+5tWxJMVD8ySe0Skpm67O/tkiuu+7I6zIdgkidXXfkdZpnVqSRUfkk2aTe+syaWQszaxl/DJwILAeeASZ6q00EnvYePwOc641qPBzYkdQcucby8/PZunVr00yUtm8HINqyZZmBnWo6anHyuvHX4z/l91P+/a1qf2ZG8KCDaAlQUpJYf+vWreTn59fqVEVEpHbMbIqZLTazxZs3b850OCIiIrVWnzWzBwH/9BKcAPB359wcM3sTeNzMzgfWAt/z1n+O2EjGq4G9wOTaHLRLly6sX7+eplhAF61dix+wvLxErWs86QwEAvv1iU3uN1vRqMXVzS1bVc1sctNmM8OVluLbsgWWLoXWrYHYFw9dunRJ99sg0ihc9/p1sd/6BlzSrCG761z3+nWwdRnX1edBRKRBqXySbFJvyaxz7mNgUAXLtwKjK1jugEvqetxgMEj37t3rupvcs20b4X792POjH7Hn2mtp164dW7Zsobi4GDOjc+fOhMNhAoEAJSUlBAIBQqEQ0WiUcDhMMBgs89vv9xMMBvc7TGlpKcFgkL1799K8eXOAxPrJyWx8vR07dtC8eXOKiopYXlBAPnB4U6w1F0nR2p2a0khy39qdayG8K9NhiEgaqXxK3aZNm7jssstYsGABbdu2JRQK8fOf/3y/+WdrY9KkSbzyyiu09iqLmjdvzuuvv17n/aZizZo1nHLKKSxfvny/10aNGsUf/vAHCgvrZ/ar+h4AShrKf/5DAPjy6KPp2KpVoi+smdGsWTOKiopo3rw5paWlidrV5NGHI5EIoVCI4uLiCpPYqkSjUQKBry6lipoct2jRgsG/+Q15v/oVrF8PqpEVERERkYaW7n78x/6iypedc4wbN46JEyfy97//HYC1a9fyzDPPpC2E3//+94wfPz5t+8slmZhnVurBrHPOYSNQUlBAs2bNANi9ezehUIhAIEB+fj5+v79Ms+N4YhtvWuz3+8nzmijXRXxu22Q+n4/i44+PPXnuuTrtX0RERKSxUr/2xuXll18mFApx0UUXJZZ9/etfZ+rUqUDs/+Yrr7ySI444goEDB/LAAw8AMG/ePEaNGsX48ePp06cP55xzTkpjAl133XWcd955jBo1ih49enD33XcDsGfPHk4++WQGDRrEgAEDmDVrFgBLlizhmGOOYciQIYwZM4aNG2NDF40aNYrLLruMwsJC+vbty5tvvsnpp59Oz549ufbaaxPHC4fDnHPOOfTt25fx48ezd+/e/WJ6/vnnGTFiBIMHD+aMM85g9+7dKb6b+1My2xgUF/MtoPn3vkebdu3w+/2J5sN5eXmYGX6/v8zoxWZGJBIBKJN4xpPaqiTXvMabJpd/Pb5Pn8+XOI7r25c1wNMXXpiGkxYRERFpfJxz05xzhc65wo4dO2Y6HKmjFStWMHjw4Epfnz59Oq1bt+bNN9/kzTff5MEHH+STTz4B4K233uLOO+/kvffe4+OPP2b+/PkV7uPKK6+koKCAgoICzjnnnMTyVatW8d///pdFixZx/fXXU1paypw5c+jcuTNvv/02y5cvZ+zYsZSWljJ16lRmz57NkiVLOO+887jmmmsS+wmFQixevJiLLrqI0047jXvvvZfly5czY8YMtm7dCsD777/PxRdfzMqVK2nVqhV/+tOfysS4ZcsWbrzxRl588UWWLl1KYWEht99+e63f1zg1M24M5s2jFfDZ6NG0atECINGntaSkhJYtWwJlRzF2zpGXlweQck1svO8t7N/EuLxgMEhJSQl5eXmE8vLofMEFdHzwQSgqAo1kLFKpPu36ZDoEkTrr064P7FWfWZHGROVT3VxyySW89tprhEIh3nzzTZ5//nneeecdZs+eDcCOHTv48MMPCYVCDB06NDFYakFBAWvWrOGoo47ab5+VNTM++eSTycvLIy8vjwMPPJBNmzZx2GGHccUVV3DVVVdxyimncPTRR7N8+XKWL1/OCSecAMRqizt16pTYz6mnngrAYYcdRv/+/ROv9ejRg3Xr1tGmTRsOOeQQRo4cCcD3v/997r77bn72s58l9rFgwQLee++9xDolJSWMGDGizu+nktnG4Omn2QO0HDcOn89HOBwGIC8vj6KiItq1a5cYkAlIDNYUiUQStbY1Fd+upglwKBSipKSESCRCfn4+O487jtYPPgjz5sHYsameqUiTcdXQqzIdgkidXTX0KtijeWZFGhOVT6np378/Tz75ZOL5vffey5YtWxIDIjnn+OMf/8iYMWPKbDdv3rxExRPE/n+P/49fUxVt36tXL5YuXcpzzz3Htddey+jRo/nOd75D//79eeONN6rcj8/nK7PP5LyjoqlAkznnOOGEE5g5c2ZK51AdNTPOdc6x/r77+C8Q9AZ+KikpIRQK4fP5KC0txe/3J/rHmlliDtpoNJqYvqeq2tVk8el2oOImxuXFjxU/dunIkewFePbZup23iIiIiEiWO+644ygqKuK+++5LLEvuTzpmzBjuu+8+SktLAfjggw/Ys2dPvcXz2Wef0bx5c77//e9z5ZVXsnTpUnr37s3mzZsTyWxpaSkrVqxIab+ffvppYvu///3v+9UgDx8+nPnz57N69Wog1nf3gw8+qPP5KJnNdUuW0AU4+YEHEp2o8/PzE0lqcg1qfMRiM0v0p4WyoxpXJxKJEAgEEt/E1HS7uGbt2vEi8Mk994Cm6BGp1NWvXs3Vr16d6TBE6uTqV6/m6i0NO0WEiNQvlU+pMTOeeuopXnnlFbp3787QoUOZOHEit9xyCwA//OEP6devH4MHD2bAgAFceOGFKdfAJveZLSgooKSkpNJ13333XYYOHUpBQQHXX3891157LaFQiNmzZ3PVVVcxaNAgCgoKUp7ep3fv3tx777307duXbdu28aMf/ajM6x07dmTGjBmcddZZDBw4kBEjRrBq1aqUjlERS2VUrGxTWFjoFi9enOkwMutXvyJyww0Ur11LtF078vLyCAaDiTlmS0pK6NSpE8XFxYl5YZ1zFBUV0apVK/bu3Yvf7ycQCCRqcIPBYJlmyXHOucTNFQwG2bNnDy28PrrJym8bn2s2vt/Se+6h+eWXw4oV0K9fPb45TYOZLXHO1c/kXXWke7T2Js+ZDMDDYx/OcCRSV035Hp08ZzJs/5SHJ7xUb8cQqaumfI/WRq6VTytXrqRv376ZDkNqqKK/V1X3qGpmc9ybN9zAAmBPs2aUlJQkBneK15rGmxo75xKjCsfXiYs3OU7evqIa1+QktSZNjCvi9/spiU/Ro6bGIiIiIiJSS0pmc9nWrQwBvvaDHxAMBjEzdu7cyZYtWxIDLgWDQaLRKKFQaL8mC+FwmOLiYkpLS/H5fIk5aaPR6H4DPJVfVlnCWx2fz4fv619nGfDKz39ei5MWERERERFRMpvbXn459gc84QS2b99OIBCgXbt2tGnTJjHwUn5+fiJZjQ/EBF8N5OTz+cjPzy8zonFFyWzydDxApZM2V7QtUGaO20AgQL+f/YyRANu21ektEBERERGRpknJbC574QV2AO6IIwDYt28fzrkyTYHj0/D4fD4CgUBipLRUBnAqn6BGIpFKmxhXNG1P/PjxZs4AdsopsXmhnn8+hRMWaToGdRzEoI6DMh2GSJ0M6jiIQXkdMh2GiKRRLpZPuTxGUFNSm7+T5pnNVc7xyYMP8jZweLNmhEIhioqKKCkpKTNKsc/nw+fzleknG58r1u/3VztfbDQapbS0tMycUnl5eVUmweVfCwQCZZo4mxkMG8YW4D8TJvCDM89M8eRFGr+fDvlppkMQqbOfDvkp7NyX6TBEJI1yrXzKz89n69attG/fvlZd5KRhOOfYunUr+fn5KW2nZDZXffQR3YGdU6YkFsUTzuLi4kSz3tLSUkKhUGKdYDCYGAwqXnNbmUgkkqjJTZbqB4Hf708kz/E4i4uL+Q/wrdiBoIo4JLeY2RRgCkDXrl0zHI2IiIg0ZV26dGH9+vVs3rw506FINfLz8+nSpUtK29QomTWzA4GRQGdgH7AcWOyci6YapKSJ1zx3z5FHckA4TLNmzWjVqhU7duygXbt2+P1+otHofk2E4zW0gUCAffv20aZNmwp3H69JrSrZjSfM1dXuxo8V31e8/+5Zf/0rgR/8ABYtghEjUjl7yWLOuWnANIhNKZDhcHLWZXMvA+COY+/IcCQitXfZ3Mtg8/vcwS8yHYqIpEmulU/BYJDu3btnOgypJ1VmIWZ2rJn9F3iWWCVaJ6AfcC3wrpldb2atqtmH38zeMrN/e8+7m9lCM1ttZrPMLOQtz/Oer/Ze75aG82u0/nnJJawBWg8ZwgEHHEAkEqGoqIhQKJSYiidegxpvVhx/Hm92XFxcXGGyWlpaipmVGfCpIvEa1+okD/6UzMaOJQyaokekAtuLt7O9eHumwxCpk+3F29keLc50GCKSRiqfJJtUNwDUScAFzrkjnHNTnHPXOud+5pw7FRgEvAWcUM0+LgVWJj2/BbjDOXcosA0431t+PrDNW36Ht55UJBzmOCB00kkc0LJlom15aWkprVq1YuvWrQQCgUSNqZmVGQwqnoTGp+FJVlJSgt/vr7JGNlXJ/XWdc5SWllJSUkK0dWsWAW/89rdpO5aIiIiIiDQNVSazzrkrnXOfVvJa2Dn3lHPuycq2N7MuwMnAQ95zA44DZnurPAKM8x6f5j3He320qZd2xd58k9bA7hEjEqMKx0cR9vl8NGvWDL/fn0hoo9EoZpYYVbi0tJRAIECLFi2AWIJZUlJCSUkJwWCw2mbDtRUfTTkQCCTmtB32i19wBMDOnfVyTBERERERaZyqzVrMrI+ZjTazA8otH1uD/d8J/ByIV/+1B7Y75+JD264HDvYeHwysg1iiDOzw1pfyXniBKLB72LBE/1MgUdPatm1bSktL8fv9iWQ3uclxOBwmFAolktj481AoVGZwp+oGiEqVmSWOEQgEYk2fR4+Oddz+3//SdhwREREREWn8qusz+xPgaWAqsNzMTkt6+XfVbHsK8IVzbkmdoyy73ylmttjMFjfVUcle/fWvWQqUtmqVaDYcDAYJBoPs27cvkeCGw+HECMfxpsjxZDUQCBAMBgmFQpXOGeucS9TS1mTep+R+utWJN3W2I49kH8DLL9doO5GmYlinYQzrNCzTYYjUybBOwxiWf1CmwxCRNFL5JNmkutGMLwCGOOd2ewMyzTazbs65u4DqspaRwKlmdhKQD7QC7gLamFnAq33tAmzw1t8AHAKsN7MA0BrYWn6nTX6k1J07GQHsvPBCPs3LIxQKJQZ08vl8FBd/NdBGcnLp8/nKDNYUT3gDgQBFRUWVJrRAmT62VYk3da4Jv99PcXExxT4f84GOd9zBoNtvr9G2Ik3BRYMuynQIInV20aCL4MttmQ5DRNJI5ZNkk+oyD59zbjeAc24NMAr4lpndTjXJrHPuF865Ls65bsAE4GXn3DnAXGC8t9pEYjW/AM94z/Fef9nVpDqwqZk3jwBQdPTRtGjRokwiW5ORhZPFt01+myuqXU1uylyV5Jrc8iob+djv93PMddcxCKCJ1rSLiIiIiEjqqktmN5lZQfyJl9ieAnQADqvlMa8CLjez1cT6xE73lk8H2nvLLweuruX+G7cXXmAPsK1vX1q1KjsrUrzmNBKJVNrkN3le2HjT44per+n3CDVNoitKZqPRKPv27YPRo2ML5s6t0TFFmoKLXryIi17Ut9+Sfg3ZXeeiFy/ioi/02S7SmKh8kmxSXTJ7LvB58gJvFONzgW/W9CDOuXnOuVO8xx8754Y65w51zp3hnCv2lhd5zw/1Xv84xXNpElbdcw//A6LeqMPxAZr8fj/OOYLBIEVFRZUO3hSJRBLLk5PdePIaT2Zr0qw4ftyK5pCtaL3yyaxzLjY/bv/+7AT1mxVJUhwupjis+Tkl/Zxz05xzhc65wo4dO9brsYrDxRS71FoNiUh2U/kk2aS6qXnWO+c+BzCztmY20MwGm9lgiI3bIw3o00/pAxxzww2JBDIQCCRGB45PrZM8QnFNBAIBwuFwmWWpDOZUE/EpgpKVlJTQrFkzLBjkFeCDBx5I2/FERERERKRxq77qDTCzG4BJwEdAvP2pIzZnrDSUl14CIDp6dCKJjdeixvu+OueIRqNVDuiULN7Ptb67J5dPZuNNof1+Pz6fjxNuuon8X/wC1q2DQw6p11hERERERCT31SiZBb4HfMM5V1KfwUg1/vc/tgDFhxxCi3A4kRyaWaJ2FmJNheNT8lQnuVlxfSqfzO7du5eWLVsSiUTIz89n19FHkw+xpsYTJ1a6HxEREREREai+z2zccqBNPcYhNbB6xgxeAzAjGo0SjUYTiWy8SbCZ0bp16wr7y1YkuTlxvHa2oibGlY1GXBuRSCSRcJsZ4XCYQEEBm4G/TJqUlmOI5LpjuhzDMV2OyXQYInVyTJdjOKbZwZkOQ0TSSOWTZJOa1szeBLxlZsuBRI9v59yp9RKV7G/jRg4FOv/mN2wsKqJ169bs27cvkdAmS57vNbn5cHxQp4qm4knuNxsOh/drpuzz+SgtLa1xklyVcDicqEWO19jmN2/OM3jt1p2DNPbXFclFkwZMynQIInU2acAk2Lwx02GISBqpfJJsUtNk9hHgFuBdoPqhayX9Xn0VAN83v5lIOg844IBEf9lk8VGOw+FwmdGLK5sDFqjzYE/JCXRVwuEwpaWlNG/ePLEsGAwSDoc59Y47aHbZZfDBB9C7d53iERERERGRxq2mzYz3Oufuds7Ndc69Ev+p18ikrNdeYw8QLShI1Kb6fD6CwSBmRklJSaLGNd7sOD4gVPJUPPUx0JPf76e0tLTaZDa5b27yuvG4Qt/6VmyBpugRYfKcyUyeMznTYYjUyeQ5k5m86cVMhyEiaaTySbJJTZPZV83sJjMbEZ+ax5ueRxrIW3/8IwuAEm8u2eTmvn6/n1AoRNgbFCqcNDhUfLTi8ipKamub7CaPqFwVv9+PmZVpwhw/XigUItKtG58CT1x8ccoxiIiIiDQGZjbFzBab2eLNmzdnOhyRrFbTZsaHe7+HJy3T1DwNZccOBgElV13FLq/favnpdMyM5s2bs2/fvkQ/1HgSW1Ez5IoGeQoEAhQXF9eouXBtxJPe5GQ2Pi+uFyidzj6bY//+d4hGoZ7iEBEREclWzrlpwDSAwsLC+p07USTHVZkteDWx5pw7toIfJbIN5fXX8QH+UaMSoxiXH4jJ5/Nh3ijHoVCIkpISIpFIosY0edCl+HoV8fl8ifVSUZM+t/EkPHn/ZkYoFCIUCmFmREaNogPA22+nHIOIiIiIiDQd1VV9nQssMbPHzGySmX2tIYKScl59lTAQOOoo9u3bR/PmzRPJY2lpKYFAIFEbG09Ug8Eg+fn5AJSUlFBaWprYpnytbk1VNT1PTee1LZ/0xgepglgtbeCEE2Iv/O9/KccnIiIiIiJNR5VVcM65HwGYWR/gW8AMM2sNzAXmAPOdc+mZfFQq9epNN5EHDAwE9utzCpRJbOMDQsWbCsf706ZDVdPz1GTKnuQBoOLizaHjNceBbt1YA7z5059yxqWXpiVuaVhmNgWYAtC1a9cMR5O7xnQbk+kQROpsTLcx8MF/Mx2GiKSRyifJJjVqT+qcWwWsAu4ws2bAscAZwO1AYf2FJxQVMRTgxz9m565dNGvWDL/fX2XNal5eXqU1qJnk9/vLJL3xwakCgQCRSCSRjHc580zyZs3SfLM5Sn190mNCnwmZDkGkzib0mQAbP8l0GCKSRiqfJJtU12f2TjP7npkdHF/mnNvnnHvOOTfVOadEtr4tXkwe4EaOTNS2Jg/gFK+VTZ5PNlfEm0jDV4luSUkJvmOOoRPAxx9nND6RTNoX3se+8L5MhyFSJ/vC+9gXDWc6DBFJI5VPkk2q6zO7GhgHzDezNWb2dzP7sZkdbmYaarYhvPoqADsHDqR58+bAV9PZOOcSyWA6ktnkEZAzIT5vbmTEiNiC117LWCwimXbxixdz8Yuapkpy28UvXszFm+dlOgwRSSOVT5JNqsxcnHP3OOfOds51A44E/gH0AJ4Atle1rZnlm9kiM3vbzFaY2fXe8u5mttDMVpvZLDMLecvzvOervde71f30ct9zv/wl7wGufXuKi4tp3rw54XAYn89XYfJa27lioWGT2crmvzUz6NuXL0HJrIiIiIiIVKrazMViBgKnAqcBxxCrsb2tmk2LgeOcc4OAAmCsmQ0HbgHucM4dCmwDzvfWPx/Y5i2/w1uvaYtEGAl0PftsAoFAYnTi8vPEhsPhxKBQ8cGUaqOiuWfrS3IT4/ICoRDzgVUPPdQgsYiIiIiISO6prs/sC8AC4BJiyenvnHNDnHNjnXPXV7Wti9ntPQ16Pw44DpjtLX+EWDNmiCXKj3iPZwOjraEyq2z17ru0BvYNGYLP50v8BAIBSkpKEjWz8Sl5IDa9TX0O/hSfAqg+mRknXn89fQA2b67XY4mIiIiISG6qrmb2YyAK9PR+DjWzDjXduZn5zWwZ8AXwAvARsN05F686XA/EB5c6GFgH4L2+A2hf02M1Sl4z271DhtCsWTNCoRDOOfx+P+FwGL/fv1/T4ORksz6aDVc112xNVdbEOJkdfXTswfz5dTqWiIiIiIg0TtXNM3shgJm1AoYT6zd7iZl1BJY75yZWs30EKDCzNsA/IVbZVhdNaQ7LWVOnciTQvG/fRG1sKBSitLQU5xzOOcLhMHl5eZSWlu63fTQarXJQqIZsVpystLS02rlvA8OHUwTkv/YajBvXIHGJZJPTDj0t0yGI1Nlph54GK5/NdBgikkYqnySb1GieWWJNjPcC+7zHXYCqs5EkzrntZjYXGAG0MbOAV/vaBdjgrbYBOARYb2YBoDWwtYJ9NY05LJ3jaGAe8J2WLRPNi+NJayQSIRqNJpJCM9uvxrS6ZDVTyWxN+Jo1YxEQuu02hv/hD5kOR6TBjTt0XKZDEKmzcYeOg3UrMx2GiKSRyifJJtX1mb3DzBYCG4HrgZbA/UBv59xh1Wzb0auRxcyaAScAK4G5wHhvtYnA097jZ7zneK+/7Go7LG9j8MkndAa+ffPNBAIBIpFIoka2pKQE5xzBYHC/uWedc2X60JaXPNpxJqbiqUkT47jhV1zBEIC9e+s1JpFstK1oG9uKtmU6DJE62Va0jW2RokyHISJppPJJskl1NbOfAH8DlnlNhlPRCXjEzPzEkubHnXP/NrP3gMfM7EbgLWC6t/504K9mthr4EpiQ4vEal9dfByA8bFgi+QwGgzjnyjTTjSetZoaZEY1GEzW2FY1qHF8Hal8zW5fvGGrSxDhxnJEjCd12GyxaBKNG1fqYIrno8nmXA/Dw2IczHIlI7V0+73LY/im6ikUaD5VPkk2qS2afcc6tqexFb7Thg51z68u/5px7Bzi8guUfA0MrWF4EnFFdwE3GG2+wC4j07btfE+NgMEg4HC5TyxlPZuPLAoFAhcmsz+cjEomUSWpTFQwGKS4uJi8vr9anVxOBo48mCvhee03JrIhImjSlsSdERKRxq6695+/N7EkzO9fM+pvZgWbW1cyOM7MbgPlA3waIs8lZ8qc/sQjIa96ckpISIpFIomY2XrNZvmY1nswGg8FqmxnXJZk1M/Ly8iguLq6yljbeNDr5J5Vmzf4OHVgOzPm//6tVnCIisj/n3DTnXKFzrrBjx46ZDkdERKTWqhvN+Awz6wecA5xHrOnwXmJ9X58DfuvVqEo67dnDIODzc88t03TYzNi3bx+tWrVibxX9SPPy8qptQlx+vtiq+tlWdZySkpL9kud4395AIEAwGExpn+X1/eEP6fbQQxCJQBUjM4uIiIiISNNS7WjGzrn3gGsaIBaJW7yYAFAyZAhmRigUIhqNlhncKd5cuLJksbrktPxrtR0MKhQKUVJSUmb+2apqhlNlRx9Nq4cegnfegcP3a7UuIiIiIiJNVE2n5pGGtGABAM4b/CkYDLJ7924OOOAASkpKiEajBIPBKpsJpzJqcG3WTxYfbKqmAzulwo0cGXvw2mtKZqVJObP3mZkOQaTOzux9Jqx4KtNhiEgaqXySbKJkNgs9dfXV9AfyOnVKJKz5+fkUFRUlamSrSzwbelajQKCeLqWuXVkLLPjJTzhz6tT6OYZIFhrbfWymQxCps7Hdx8KatzIdhoikkconySYNO8moVM85RgAdvv1tQqFQIilNHp04Go3ir0H/0brUtmaLQCDAa8BRAE142mFpej7f8zmf7/k802GI1Mnnez7n8/CeTIchImmk8kmySZXVaWY2uKrXnXNL0xuOsGYNBwFr+vblwFatEtPxADRr1oxdu3aRl5eH3++vdjTi6gaBqklCnGlmxoQ//hH/1KmwZg10757pkEQaxC9e/QWgefwkt/3i1V9onlmRRkblk2ST6tqG3lbFaw44Lo2xCMAbbwCw+7DD6OIN/BSJRPD7/fj9flq3bs2+ffuqHWApnuhWtV599HGtD9Fhw/BD7L1RMisiIiIiIlQ/Nc+xDRWIeN54g91Acc+eBAKBxBQ68VrUmo4SHK+VTWVE46w1YAC7gJavvw5nn53paEREREREJAtU18z49Kped879I73hyOJ77mEX0C4/v077iY943Bg4v59FQJt772XIPfdkOhyphplNAaYAdO3aNcPRiIiIiEhjVV0z42+Xe/yvpOcOUDKbTnv3MgjYd8klfJaXB5ComW3K/H4/x/3yl0R+9zvYswdatMh0SFIF59w0YBpAYWGhRu0SERERkXpRXTPjyfHHZvZW8nOpB0uWEAS2DhpEXlIyGx/FuDwzIxqNlhmxuDEmv36/n/CwYbGL9c03YdSoDEckUv8m9p+Y6RBE6mxi/4nwzhOZDkNE0kjlk2STVCYHVQ1LffMGf4oecUSVfWTj/WHjIxonJ7PxBDcV1Y16nA2iQ4fGHrzxhpJZaRJGHTIq0yGI1NmoQ0bB6jcyHYaIpJHKJ8kmuT0JaSPzj6uuYjUQ6Nx5v/lhXdIcq9FoNDG4kys396rP59tvWXXKJ8RZqV07VgHP/PKXmY5EpEF8suMTPtnxSabDEKmTT3Z8wielOzMdhoikkconySbVDQD1L76qke1hZs8kv+6cO7W+AmtynGME0Pq732Wvz1dmDthAIEAkEiEQCHirurQ2J86FwaL8fj+9Jk2i/YwZ4BxkeU2ySF395o3fAJrHT3Lbb974jeaZFUlRtg+kqPJJskl1zYz/kPS4qjln92NmhwB/AQ4ilhBPc87dZWbtgFlAN2AN8D3n3DaLtXO9CzgJ2AtMcs4tTeWYOW3tWjoBu4cN2++l8jWwqda8Vra/bG9anMzv9xMeOpSOM2bA6tXQs2emQxIRERFJOw2kKFJz1Q0A9Uod9h0GrnDOLTWzlsASM3sBmAS85Jy72cyuBq4GrgK+BfT0foYB93m/mwavv6yL9w2tRkW1szXtL5uLySyAGz489uCNN5TMioiIiIg0cVV2lDSz08zskqTnC83sY+9nfFXbOuc2xmtWnXO7gJXAwcBpwCPeao8A47zHpwF/cTELgDZm1qk2J5WTFixgD8DAgWVqXsvXysb7t1aUjNa0v2yujnhs/fuzA+D11zMdioiIiIiIZFh1o/78HEjuJ5sHHAGMAn5U04OYWTfgcGAhcJBzbqP30ufEmiFDLNFdl7TZem9Zk7Do7rt5E4h6/WXjAzKVr22NJ7PxQaCSVTQgVEVqul62CYRCLADefuCBTIciIiIiIiIZVl2f2ZBzLjnBfM05txXYamYtanIAMzsAeBL4qXNuZ3IC5pxzZpZSVpXtneJrpaiIAiA8dSp7S0vx+XxEIhGKi4sTAzPFk8/kkYdrm8zmsuOvvRa78UbYuRNatcp0OCL1ZsrAKZkOQaTOpgycAm8/lukwRCSNVD5JNqmuZrZt8hPn3I+TnnasbudmFiSWyD7qnPuHt3hTvPmw9/sLb/kG4JCkzbt4y8pwzk1zzhU65wo7dqw2hNywdCkhYn1Cg8EgzjlatWpFXl4e4XA4URPrnKuwRrZ8ApsTU+3Ukhs+PHbRLlqU6VBE6tWIziMY0XlEpsMQqZMRnUcwIv9rmQ5DRNJI5ZNkk+oynoVmdkH5hWZ2IVBlNuGNTjwdWOmcuz3ppWeAid7jicDTScvPtZjhwI6k5siN24IFAEQKCwEoLi4mPz8fiI3iG09Ow+FwYuCnuPjrycLhcJmpfRqTwMiRRCExYJZIY7Xqy1Ws+nJVpsMQqZNVX65iVcm2TIchImmk8kmySXXNjC8DnjKzs4H4NDlDiPWdHVfNtiOBHwDvmtkyb9kvgZuBx83sfGAt8D3vteeITcuzmtjUPJNrfBY57vErruAIoP3XvoaLRgmHw4k5Zf1+P0VFRYnktPzATz6fj+Li4kRCW1paSmlpKfn5+Tk5yFO12rThPWDdr37Ft/7v/zIdjUi9uWXRLYDm8ZPcdsuiWzTPrEgjo/JJskl1U/N8ARxpZscB/b3FzzrnXq5ux86514DK5n4ZXcH6DrikgnUbveHAfOBUv7/CWtVgMEhpaWmi/2x5eXl5+61fUY1tRXKxj22/887j4D//GaJRaKTNqUVEREREpGo1ygSccy875/7o/VSbyEoKNmygK7C7f//EyMXl+7vGa2JrWtNaWdJbkVzsX2sjR8Y6c7//fqZDERHJOWY2xcwWm9nizZs3ZzocERGRWsutLKYx8vrLfnLQQQSDwf0Gd4oLBoOEw+G0Hz4nk9kjj4w90HyzIiIpa5QDKYqISJOUW1lMY7RgAcXA51+LjfZY1cBNgUCASCSS9hAqS6CzVq9efAkaBEpEREREpAmrbgAoqWev/uEPBIABQ4ZQWlqaGPipIoFAoMZ9XHOxL2yN+Xy8AXSfPp1+Dz2U6WhE6sWlgy/NdAgidXbp4Eth6V8yHYaIpJHKJ8kmqpnNpNJSCoENhxzCRRddRCQSqbK/a3y+2ZooP4VPY3PyjTfSD+DLLzMdiki9KDiwgIIDCzIdhkidFBxYQEGemjKLNCYqnySbNN5sJxe88w7NgFVt2hAMBqvsvxofndjMatQsuPwUPo3OyJGx32pqLI3Usi+WseyLZZkOQ6ROln2xjGXFGmRKpDFR+STZRMlsJnmDP31UgwE44rWyeXl5SmYBjjiCMGgQKGm07lp6F3ctvSvTYYjUyV1L7+Ku7W9nOgwRSSOVT5JNlMxm0oIFfAZsO+CAxKLqRheu6ejDjT6ZbdGCt4B5v/tdpiORcjTth4iIiIg0BCWzGfTh3/7GAiAYCuH3+3HOVTrPbLyvbKNPUlNwxKWXMhSgtDTToUgSTfshIiIiIg1ByWymbNlCT6DgwgsJhUKYWWLQpvLJqs/nS/voxPHj5bSRI2kO8NZbmY5EREREREQamJLZTFm4EICd/fol5o+N18CWn56n/CjG6UhCk2t7c9aRR8Z+q9+siIiIiEiTo3lmM2XBAsLAvn79CLz9dmKO2aKioiqn54Hqp92pSbLr8/koLS3F7/enGnn2OPhg1gBvXnYZZ/z0pxkORiS9rhp6VaZDEKmzq4ZeBW/+OdNhiEgaqXySbKJkNkNeuPFG2gPhvDwgloAGAgH27dtHy5Ytq9y2qn6zNW2SbGbVzmubC+YDxwI4B+pLLI1In3Z9Mh2CSJ31adcHQm0zHYaIpJHKJ8kmamacCZEIw4BuZ57J448/zoABA4BYIhoOh/drZpwsPkhUZclsKn1hq9pPrjjnnnvoDLB2baZDEUmrNz57gzc+0zzKktve+OwN3ij6PNNhiEgaqXySbKKa2UxYuZJWwKbCQj599VVuvvlm/H5/tYllctPgqpLZnO8Lm4qRI2O/58+Hbt0yGopIOk17ZxoAIzqPyHAkIrU37Z1psONTdBWLNB4qnySbqGY2ExYsAGBzjx4EAgFCoRB5XnPjqvj9/moT1UYxSnEqDjuMnRBLZkVEREREpMmot2TWzP5sZl+Y2fKkZe3M7AUz+9D73dZbbmZ2t5mtNrN3zGxwfcWVFRYs4Esg0qMHwWAw5/utZpTfzwJg2X33ZToSERERERFpQPVZMzsDGFtu2dXAS865nsBL3nOAbwE9vZ8pQKPOTD6YPp3XgfxmzVIeTTidiW9Oj2Sc5MRf/5rDAHbuzHQoIiIiIiLSQOotmXXO/Q/4stzi04BHvMePAOOSlv/FxSwA2phZp/qKLaM2bKAXcOQ111BcXJxIKGvaNDidyWwoFErbvjJq5Ej8kGi+LSIiIiIijV9DDwB1kHNuo/f4c+Ag7/HBwLqk9dZ7yzZSjplNIVZ7S9euXesv0voybx4AxSNGEI1GE8ls8uOGUtVctTll+HAigP/11+HEEzMdjUha/GrErzIdgkid/WrEr2DhtEyHISJppPJJsknGshkXq4pMeaQi59w051yhc66wY8eO9RBZPZs7l23AnkMPxcwSCWV8mpxcnyonI1q25B3gheuvz3QkImnTvXV3urfunukwROqke+vudA+2ynQYIjnFzKaY2WIzW7x58+ZMh7MflU+STRo6md0Ubz7s/f7CW74BOCRpvS7eskbno+nTeQUwby7Z5NrRaDTaeGpLG9jhF1/McIBwONOhiKTFvHXzmLduXoajEKmbeevmMW/v+kyHIZJTsr3iRuWTZJOGzpyeASZ6jycCTyctP9cb1Xg4sCOpOXLj8emnfAM4/oYbCAQCFBUVEQh81dK7umS2SU25k6qRI2kJsHx5dWuK5IRHVjzCIyseqX5FkSz2yIpHeGTXqkyHISJppPJJskl9Ts0zE3gD6G1m683sfOBm4AQz+xA43nsO8BzwMbAaeBC4uL7iyiivv2z0mGMAmDNnDgMHDqzRpj6fT8lsVUaOjP3WfLMiIiIiIk1CvQ0A5Zw7q5KXRlewrgMuqa9YssbcuWwBmhUUEP7iC1asWMFZZ51VoyTV5/MRiUTUDLkyXbuyHnjtxz9mwiWN/1ISEREREWnqlBk1oE9mzOAVIOBNiWNm9OrVi3A4XGGz42RmpprZqpjxCnAMgN4nEREREZFGT8lsQ1mzhu7AcddfT9gbpCi5ltXMCIfD5Ofn1/lQTTXpPefBB+kE8P77mQ5FRCRrZftIqSIiIjXV0PPMNl1z58Z+H3sszjkikQiBQIBoNJpYpaioiLZt29b5UM65ptkcedSo2O+5c6FPn4yGIlJXNx19U6ZDkEbKOTcNmAZQWFhYr99+3nT0TfD6PfV5CBFpYCqfJJs0wYwnQ+bN4wvAP3BgYn7ZYDBIUVFR2g/VZJPZb3yDdcDjFzfO8cOkaflai6/xtRZfy3QYInXytRZf42uBFpkOQ0TSSOWTZJMmmPFkgHN8+pe/MA9wxJLN+DQ8qc4tW5MmxGaGmdU63JxlxlxgFKjfbAapCWN6zPlkDnM+mZPpMETqZM4nc5izZ22mwxCRNFL5JNlEyWxD+PhjugKjf/ObMsmo3+8nEong9/trvKua1Lr6fL6mmcwC506fzoEA772X6VCarGyf7D1XzHp/FrPen5XpMETqZNb7s5i1+8NMhyEiaaTySbKJktmG4M0vW3Tkkfh8Pnw+H36/v1ZNgZ1z1SaqwWCwNlE2DsceG/sd76MsIiIiIiKNkpLZBvC3H/6QzwF698bMaNasGZFIpFa1p9FotMnWutZI9+6sAZ6cOjXTkYiIiIiISD1SMlvfnONYYB4QysujWbNmlJaW8vzzz3PYYYcRCoUoKSmpUY1rnJLZqnWbNCk232zSSNEiIiIiItK4KJmtb6tXczBw9P/9H61btyYSiVBSUsKHH37IMcccQ15eHuFwOOWBoKQKo0bRAWD58kxHIiIiIiIi9UTzzNa3//wHgOgxx7B3715CoRB5eXns3LmTnj17JhJYNR9Oo+R+swMHZjYWkVq6fdTtmQ5BpM5uH3U7vHZnpsMQkTRS+STZRFWB9WnzZrZceinzAevVi+bNmycGZypfC5tKM2OpRteufAQ89dOfZjoSkVprm9+WtvltMx2GSJ20zW9LW39+psMQkTRS+STZRMlsPfrrgQfSChi6bBk/uvjiRN/YYDBYJnGtydyxEOsrG1U/0Br5xnnn8U1Qv1nJWU+tfoqnVj+V6TBE6uSp1U/x1O6PMx2GiKSRyifJJkpm68t//8sPgNCvfgX9+tG7d2/uv/9+nHPs2bOnzKqRSIRAoPoW3z6fr8aJb5N37LG0A3j77UxHIlIrT69+mqdXP53pMETq5OnVT/P0HiWzIo2JyifJJkpm68OePXwydiyrAH7xCyKRCLfeeivz58/H5/PRrFkzzIxAIEA4HKZ58+bs3bu32t2qZjYFo0bFfmu+WRERERGRRimrklkzG2tm75vZajO7OtPx1Nqvf013oM///keJ1zfW5/Px29/+lilTpiT6xzrncM4RCAQoKioiP7/qfkXxbaQGunThQ+BfV1yR6UhERERERKQeZE0ya2Z+4F7gW0A/4Cwz65fZqGphyRIit93GA0DJsGEEg0H8fj8A/fr1w8x44oknAAiHw4kBoUpKSqpNZkFzzKai5wUXxPrNRiKZDkVERERERNIsm6bmGQqsds59DGBmjwGnAe/Veo9PPQW7dqUluJpadu65HAicv3kzgVBov9f//Oc/c/rpp9OhQ4dEIguxxLam/Walho49ltYPPgh/+AN07pzpaGpv/Hho1izTUYiI1NodL3xQ5vllJ/TKUCQiItKYZFMyezCwLun5emBY+ZXMbAowBaBr165V7vCD73yHhi4uBwDu8cdxrVtTWloK7J+Ann322ZSUlLBv377EsgMOOKBG+09OgKUaxx1HEZB/de62WAfgxBOVzDZBfzr+T5kOQaTO/nT8n+CVP3C/hnsQaTRUPkk2yaZktkacc9OAaQCFhYVVdiDttXYteAllQwkccAAcdFCV64wfP36/Zc2bN6/R/uNNlqUGDjqI/M2bYceOTEdSN+3bZzoCyYBmAX2BIbktXhs7/NMdUPV3zzUz9yY49hdp2JGI1IXKJ8km2ZTMbgAOSXrexVtWe9XU3EoT0KFD7Eckxzy26jEAJvSZkOFIRGpv5Z45FNmnVD8ihIjkCpVPkk2yKZl9E+hpZt2JJbETgLMzG5KISGb8d81/Af2zILntk32vs9X3OUeVW16+D21l1LdWJPuofJJskjXJrHMubGY/Bv4L+IE/O+dWZDgsERERyZDkpHf4p1tZENZAUiIi8pWsSWYBnHPPAc9lOg4RkYzb/im0UVcJkapUVcOrRFdEpPHLqmRWREREclNNmw43lHTEo4RYZP97af22fRUurwvda1JbSmZFJGtl2z/H9Wn4p9PKPN/pL2Xntn1N6j1oaPrnqe5qen2Wv77TJb7fBV2nVPhafHn8cVXrV6T8+aW6fabo2paaqGv5Ut19lcr90hBlne6Lxsmcq3J2m6xmZpuBtdWs1gHY0gDh1Jdcjj+XY4fcif/rzrmOmQ4iLnkuaKA38H4lq+bK+1uRXI4dcjv+XIw9V+9RyM73O9tiUjzVy7aYysejezS76Rwbj9qeZ6X3aE4nszVhZoudc4WZjqO2cjn+XI4dcj/+bJfL728uxw65HX8ux56LsvH9zraYFE/1si2mbIunLhrTuVRG59h41Md5+tK5MxEREREREZGGoGRWREREREREck5TSGbrZ9SJhpPL8edy7JD78We7XH5/czl2yO34czn2XJSN73e2xaR4qpdtMWVbPHXRmM6lMjrHxiPt59no+8yKiIiIiIhI49MUamZFRERERESkkWm0yayZjTWz981stZldnel4qmNmfzazL8xsedKydmb2gpl96P1um8kYq2Jmh5jZXDN7z8xWmNml3vKsPwczyzezRWb2thf79d7y7ma20LuGZplZKNOxNhbZen+a2Roze9fMlpnZYm9ZhdewxdztncM7ZjY4aT8TvfU/NLOJ9RRrjT8zahOrmQ3x3ovV3rZWz7FfZ2YbvPd+mZmdlPTaL7w43jezMUnLK7yOdO+mRybu01TLkqqu7TTH5Tezt8zs397zCq8xM8vznq/2Xu9WT/G0MbPZZrbKzFaa2YhMvkdmdpn391puZjMtVq426HtU35+J2SYT92dDsRTK4lyRruszm1VyjimX7SlzzjW6H8APfAT0AELA20C/TMdVTczfBAYDy5OW3Qpc7T2+Grgl03FWEX8nYLD3uCXwAdAvF84BMOAA73EQWAgMBx4HJnjL7wd+lOlYG8NPNt+fwBqgQ7llFV7DwEnAf7zrZziw0FveDvjY+93We9y2HmKt8WdGbWIFFnnrmrftt+o59uuAn1Wwbj/vGskDunvXjr+q60j3blr+Rhm5T1MtSyq7tushrsuBvwP/ruoaAy4G7vceTwBm1VM8jwA/9B6HgDaZeo+Ag4FPgGZJ782khn6PKvlcycrP7zSca9aWo2k6vzXUsCzOlZ90XJ/Z/lPJOV5HCmV7bY7bWGtmhwKrnXMfO+dKgMeA0zIcU5Wcc/8Dviy3+DRiBRbe73ENGVMqnHMbnXNLvce7gJXECrisPwcXs9t7GvR+HHAcMNtbnpWx56hcuz8ru4ZPA/7iXT8LgDZm1gkYA7zgnPvSObcNeAEYm+6gUvzMSClW77VWzrkFLlbq/IU0Xv+VxF6Z04DHnHPFzrlPgNXErqEKryMzM3TvpkNG7tNalCWVXdtpY2ZdgJOBh7znVV1jyXHOBkZ766czntbE/mmcDuCcK3HObSeD7xEQAJqZWQBoDmykgd+j+vxMrGts9SDXytF0yPr/J6uSpuszq6WpbE9ZY01mDwbWJT1f7y3LNQc55zZ6jz8HDspkMDXlNRk6nFgNZ06cg8WakC0DviBWeH0EbHfOhb1VcvUaykbZfH864HkzW2JmU7xllV3DlZ1HJs8vXbEe7D0uv7y+/dhrUvXnpCZkqcbeHt276ZDx+7SGZUlDxHkn8HMg6j2v6hpLxOO9vsNbP526A5uBhy3W9PkhM2tBht4j59wG4A/Ap8SS2B3AEjL7HsXl0ud3KnIlztpKpSzOZZn8XGtIqZTtKWusyWyj49WOZP3Q02Z2APAk8FPn3M7k17L5HJxzEedcAdCF2DdDfTIbkWTIUc65wcC3gEvM7JvJL2bzNVxeLsXquQ/4BlBA7B/i2zIajWRUtpQlZnYK8IVzbklDHK+GAsSa8t3nnDsc2EOsiWJCA79HbYnVsnQHOgMtyMLazBz8TGzKGk1ZXFON8Zw89V62N9ZkdgNwSNLzLt6yXLMp3qzA+/1FhuOpkpkFif3z8ahz7h/e4pw6B6+p1lxgBLFmHQHvpVy9hrJR1t6fXg0DzrkvgH8S+2Kjsmu4svPI5PmlK9YN3uPyy+uNc26T96VSFHiQr5obpRr7VnTvpkPGruMUy5L6jnMkcKqZrSHWlPM44C4qv8YS8XivtyZ2TabTemC9c26h93w2seQ2U+/R8cAnzrnNzrlS4B/E3rdMvkdxufT5nYpcibNWUiyLc1mm7tkGU4uyPWWNNZl9E+hpsZH0QsQGGHgmwzHVxjNAfCS9icDTGYylSl5/l+nASufc7UkvZf05mFlHM2vjPW4GnECsn9ZcYLy3WlbGnqOy8v40sxZm1jL+GDgRWE7l1/AzwLneqIPDgR1ec6H/AieaWVuvxuJEb1lDSEus3ms7zWy4d2+fSz1f/+X6A32H2Hsfj32CxUZA7Q70JDY4VYXXkffttu7dusvIfVqLsqSyazstnHO/cM51cc51I/YevOycO4fKr7HkOMd766e1tsU59zmwzsx6e4tGA++RofeIWPPi4WbW3Pv7xePJ2HuUJJc+v1ORleVoOtSiLM5lmbpnG0wtyvbUuSwY/ao+foiNBPYBsb6P12Q6nhrEO5NY9XspsW9dzyfWh+Ql4EPgRaBdpuOsIv6jiDWPeAdY5v2clAvnAAwE3vJiXw78ylvew7uxVgNPAHmZjrWx/GTj/en9vd/2flbE46rsGiY2yuC93jm8CxQm7es877pZDUyup3hr/JlRm1iBQu9++Ai4B7B6jv2vXmzvECvkOiWtf40Xx/skjapc2XWkezdtf6cGv09TLUuqurbrIbZRfDWacYXXGJDvPV/tvd6jnmIpABZ779NTxEbezdh7BFwPrPI+M/5KbITSBn2PKvlcycrP7zSdb9aVo2k6r5TK4lz5Sdf1mc0/lZxjymV7qj/m7UxEREREREQkZzTWZsYiIiIiIiLSiCmZFRERERERkZyjZFZERERERERyjpJZERERERERyTlKZkVERERERCTnKJmV/ZjZ7nLPJ5nZPZmKR6SpMLNrzGyFmb1jZsvMbFg9HedyM1tlZu+a2dtmdruZBb3X1phZh6R1R5nZv73H+iyQBmFmzsz+lvQ8YGab49diLfZ3qpldnb4IUz7+dO9ee8fMZpvZAd7yPDObZWarzWyhmXWr43FeT3H9GWb2ifd587aZja7L8UUqku77OYXj3pBUnj5vZp295WZmd3v33TtmNriOx3nOzNqksP51ZrbBi+s9MzurLsdv6pTMSoMxs0CmYxDJVmY2AjgFGOycGwgcD6yrh+NcRGwS+uHOucOAI4AvgGbpPpZIHewBBphZ/Lo8AdhQ2505555xzt2clshq5zLn3CDv3v4U+LG3/Hxgm3PuUOAO4Ja6HMQ5d2QtNrvSOVcA/BS4vy7HF6lEWu/nFPzeOTfQu77/DfzKW/4toKf3MwW4ry4Hcc6d5JzbnuJmd3hxnQY8EP9CWVKnZFZSYmbdzOxl75usl8ysq7d8hpmNT1pvt/d7lJm9ambPAO9lKGyRXNAJ2OKcKwZwzm1xzn0GZWtLzazQzOZ5j68zs0e8e2ytmZ1uZrd6Na5zKikcrwF+FC94nXMlzrmbnXM7G+AcRVLxHHCy9/gsYGb8BTMbamZvmNlbZva6mfX2ll9mZn/2Hh9mZsvNrHlyqwKvvLrPzBaY2cdeOfVnM1tpZjOSjrE76fH4+Gs13T5Z/P4yMyP2xZHzXjoNeMR7PBsY7a1ThpnNM7M7zGyxd5wjzOwfZvahmd1YPmYvpnleLfAqM3u0ov2W8wZwcNK+njKzJRZrLTIl+Rhm9ntv+Yve32Ke916c6q0zycye9pZ/aGa/rubY0vhVdT+38O6hRd49fZq3vJtXvi31fo70ltfo+i5XrrWg7H33FxezAGhjZp3Kb5/CZ8UaM+vgxbvSzB707o/n7asEvkLOuQ+BvUBbb1/3eff5CjO7vtwxbrJYbe5iMxtsZv81s48s9iV1/H35n5k9a2bvm9n9Ztboc71Gf4JSK828m2WZmS0DfpP02h+BR7xvlx8F7q7B/gYDlzrneqU/VJFG43ngEDP7wMz+ZGbH1HC7bwDHAacCfwPmejWu+/jqHwcAzKwVcIBz7pNq9jk36f5/KJWTEEmjx4AJZpYPDAQWJr22CjjaOXc4sdqW33nL7wIONbPvAA8DFzrn9law77bACOAy4BlitaL9gcPMrKAGsaW8vZk9DHwO9CFWlkIseVwH4JwLAzuA9pUcs8Q5V0is9vRp4BJgADDJzCra5nBita39gB7AyGrOaSzwVNLz85xzQ4BC4CdJx2gBvOyc6w/sAm4kVtP2Hcr+vzAU+C6xv90ZZlZYzfGlcavqfr6G2DU1FDgW+L2ZtSDWaugE59xg4EzK/s9Zo+vbzH5rZuuAc/iqZjZx33nWk/RFTjmp3us9gXu9+2M7sXugUhZr4vyhc+4Lb9E13n0+EDjGzAYmrf6pV5v7KjADGA8MB65PWmcoMJXY+/IN4PSqjt8YKJmViuxzzhXEf/jq5ofYDf137/FfgaNqsL9FNfjnWaRJc87tBoYQa/K0GZhlZpNqsOl/nHOlwLuAH5jjLX8X6FbVhmY2xkta18S/8fYcm3T//zClExFJE+fcO8Su4bOI1eokaw08YWbL+eqfS5xzUWASsfLpFefc/Ep2/y/nnCN2n2xyzr3rbbuCau6b2m7vnJsMdAZWEvvHPFXPeL/fBVY45zZ6LTk+Bg6pYP1Fzrn1XlzLKouLWOLwAbGyPbmZ80/M7G1ggbf/nt7yEsp+zryS9BmUfIwXnHNbnXP7gH9Qs/8XpJGq5n4+Ebja+wJ1HpAPdAWCwINm9i7wBLEELa5G17dz7hrn3CHEKmB+XNE61Uj1Xv/EObfMe7yksriAy8xsBbGk/rdJy79nZkuBt4h9riWfc/JnwELn3C7n3Gag2L7qs7vIOfexcy5CrPa70d93SmYlXcJ415PXpCGU9NqejEQkkmOccxHn3Dzn3K+JFbrxb3QT9xexQj5ZvFlyFCj1Cl2AKFCmn7rX5Gq3mXX3nv/XS1iXU/aeFckWzwB/IKlJoucGYq0QBgDfpux90RPYTSxxrEyx9zua9Dj+PH7fuKTlFd531Wy/H+8fzMf46t7egJeIWmxcidbAVjN72PuiKfmf/lSPmbxOpIq4rvRaTl0FxJtojyLWb3+Ec24QsX+s4+9B+c+Z5M+g5GMkv38VPZemp7L72YDvJlWkdHXOrSRWG7oJGESshUByOVXT6zvuUSq47zxdgA1eLW68VVL546T7vrvDq739LjDdzPK9svlnwGivBeSzlP3sSfVzq6LnjY6SWUnV68AE7/E5xJo6AKwhVqsEseaO6sgukgIz621mPZMWFQBrvcdr+Or+qrLJUg3cBNwX/xbX62dU/h91kWzxZ+B659y75Za35qsBZCbFF5pZa2JNEb8JtLeksRxqYZOZ9fW+oP1ObXdiMYfGHxMrI1d5Lz8DTPQejyfW1NI55yZ7/9SfVIf4U3UP4DOzMcTe323Oub1m1odYU8ZUnWBm7bw+g+OAymrJpemo7H7+LzA13u/VzA73lrcGNnpflPyAWOujGitXpp5G2fvuXO/eHA7s8Fo6XJPUKqlBOOeeARYT+xxoRawCaIeZHURsoKpUDTWz7t7n1pnAa2kLNktpdFlJ1VTgYTO7klhTyMne8geBp70mSXNQbaxIqg4A/uglmWFgNbEmxxDrDzPdzG4g1gSrLu4j1udtoZkVE6vBmk+s5kUkqzjn1lPx2Ay3Ao+Y2bXEai/i7iDWX+0DMzufWP/v/9Xy8FcTGwF1M7F/Ng+o5X7Mi7WV9/ht4Efea9OBv5rZauBLvvqyuME555zFBpP6OXAScJGZrQTeJ9bUOFWLgCeJ1Xr9zTm3OG3BSk6q4n6+AbgTeMdLwj4hNrr/n4Anzexcave/5c0WGxwuSuzL4Yu85c8Ru8ZXExt8aXLFmzeY3xBr5t+XWFm8ilif3tp8AfQmsS+mDgXmAv9MU4xZy75qKSIiIiIiUjdef/9C51xt+iiKSC143QN+5pw7JcOhNCg1MxYREREREZGco5pZERERERERyTmqmRUREREREZGco2RWREREREREco6SWREREREREck5SmZFREREREQk5yiZFRERERERkZyjZFZERERERERyzv8DKM0cB0EcXLMAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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bxrvf/W66urrG9BinnXYal19+ufmW5pZbbuHEE0/k+OOP50Mf+hCxWIxwOMzcuXNJp9MAhEKhQZdLKZFIlHoIQgghDpSVyZFsjhBCDCkSifDEE09w6623ctddd43pvjfeeCOXXXYZy5cvB6ChoYHrr7+eb33rW+Y2jzzyCCtWrOCoo47iT3/6EwCvv/46K1euZOnSpRx33HFs3boVgF//+tdm+6c+9Smy2SwAFRUV/Pu//zvHH3881113HRdccIHZf3Gm9eGHH2b16tUsX76cCy64gEgkAsBDDz3EokWLWL58Ob///e8P8JUauwnLzCqlqoF3ApcBaK1TQEoptQ5YU7jZ7cB64KvAOuCXOl8N6BmlVI1SqllrveeAB/HFL0IhQzpuli6FH/xgVDfNZrP8/e9/5xOf+AQAl19+OT/5yU9YsGABzz77LJ/97Gd59NFHOfXUU3nmmWdQSvGzn/2M66+/nu9+97tjGtby5cv56U9/CsB5553HJz/5SQCuvvpqbr31Vq644grWrFnDn//8Z84991zuuusuzjvvPJxO55geZyIkk8lSD0FMEU3+plIPQQgxjuSYFqK05BgcH/fffz9nnXUWRx11FPX19WzYsIETTjhhVPd9/fXXufTSSwdtW7FiBa+//rq53NraynPPPcf27ds57bTT2LZtGz/5yU/4whe+wMUXX0wqlSKbzbJp0ybuvvtunnzySZxOJ5/97Ge54447uOSSS4hGo5x00kl897vfJZPJMG/ePKLRKH6/n7vvvpuLLrqI3t5err32Wh555BH8fj/f/va3+d73vsd//Md/8MlPfpJHH32U+fPnc+GFF47r6zeciZxmPBfoAX6hlDoe2AB8AWgqClA7AesomQnsLrp/W2HbgQezJRKPx1m6dCnt7e0cffTRrF27lkgkwlNPPTXoWw4riGtra+PCCy9kz549pFIp5s6dO+bHLK4IvHHjRq6++mqCwSCRSIQzzzwTgH/913/l+uuv59xzz+UXv/gFt9xyy0E+04NjjTmTyZR0HGLq+NY7vjXyjYQQk4Yc00KUlhyD4+POO+/kC1/4AgAXXXQRd95556iD2dH4l3/5F2w2GwsWLGDevHls3ryZ1atX8//+3/+jra2N8847jwULFvD3v/+dDRs2cOKJJwL5mGXatGlAvubPhz70IQAcDgdnnXUWf/zjHzn//PP585//zPXXX8/jjz/OG2+8wSmnnAJAKpVi9erVbN68mblz57JgwQIAPvrRjw5a1zuRJjKYdQDLgSu01s8qpX7I21OKAdBaa6XUmPqyKKUuJz8NmdmzZw9/41FmUMebtWY2Fotx5plnmukBNTU1Zi1tsSuuuIIvfelLnHPOOaxfv55rrrlmzI/50ksvmfWyl112Gffddx/HH388t912G+vXrwfglFNOobW1lfXr15PNZs2C81JSSpFKpUo9DCGEEEIIIcZdf38/jz76KK+99hpKKbLZLEopvvOd74zq/scccwwbNmxg3bp1ZtuGDRtYvHixuZwvPcSgyx/5yEc46aST+POf/8z73vc+fvrTn6K15tJLL+W66/ZdFuLxeAatk73ooov48Y9/TF1dHStWrKCyshKtNWvXruXOO+8cdN+h4ptDZSLXzLYBbVrrZwuX7yEf3HYppZoBCj+7C9e3A7OK7t9S2DaI1vpmrfUKrfWKxsbGCRv8ePD5fNxwww1897vfxefzMXfuXH73u98B+azkK6/ky50PDAwwc+ZMAG6//fYxP87jjz/OzTffbKYWh8NhmpubSafT3HHHHYNue8kll/CRj3yEj33sYwfz1MaFlZkth3W7YpLZz9q8bz/3bb793LcP8WCEEBNFjmkhSkuOwYN3zz338H/+z/9h586dtLa2snv3bubOncs///nPUd3/c5/7HLfddpsJGPv6+vjqV7/Kf/zHf5jb/O53vyOXy7F9+3Z27NjBwoUL2bFjB/PmzePf/u3fWLduHa+++ipnnHEG99xzD93d+fCrv7+fnTt3Dvm473rXu3jxxRe55ZZbuOiiiwBYtWoVTz75JNu2bQMgGo2yZcsWFi1aRGtrK9u3bwfYJ9idSBMWzGqtO4HdSqmFhU1nAG8ADwDWxO9LgfsL5x8ALlF5q4CBg1ovWyaWLVvGcccdx5133skdd9zBrbfeyvHHH8/ixYu5//78U7/mmmu44IILOOGEE2hoaBjVfu+++26WLl3KUUcdxTe/+U3uvfdek5n97//+b0466SROOeUUFi1aNOh+F198MYFAgA9/+MPj+0QPgtZ60DRpIQ7U5v7NbO7fPPINhRCTghzTQpSWHIMH78477+SDH/zgoG0f+tCHRh3wNTc38+tf/5pPfvKTLFq0iJNPPpmPf/zjfOADHzC3mT17NitXruS9730vP/nJT/B4PPz2t79lyZIlLF26lI0bN3LJJZdwzDHHcO211/Ke97yH4447jrVr17Jnz9Dhlt1u5+yzz+Yvf/mLKf7U2NjIbbfdxoc//GGOO+44M8XY4/Fw88038/73v5/ly5ebqcuHwoS25gGuAO5QSrmAHcDHyAfQv1VKfQLYCfxL4bYPkm/Ls418a57Spw4PkFXVy/LHP/7RnH/ooYf2uf26desGTR2wXHbZZVx22WWj3m75zGc+w2c+85khr3viiSc4//zzqamp2e/9DxUrgLXa80yWEuBCCCGEEGJyGm0rnfHy2GOP7bPt3/7t38z5jRs3ArBmzRrWrFkz5D7e+c538vzzzw953W233Tbk9quuuoqrrrpqn+0XXnjhkAWa9o5fAH784x+bVqCW008/fcixnHXWWYN66B4qExrMaq1fBlYMcdUZQ9xWA5+byPEc7q644gr+8pe/8OCDD5Z6KIaVlZVgVgghDo0x1Z4QQgghythEZ2ZFGfnRj35U6iEMSWtNNpstizZBQggx1WmtbwZuBlixYoWs8RBCCDFpSTArSsaaZqyUIpfLlXg0omztp9jTUI6oOmICByKEONTkmBaitCbqGPz+37YMunyop/6KqWNKBrNa631KVIvyY00xzmazpR6KmCKuOfmaUg9BCDGO5JgWorTkGBTlbiJb85SEx+Ohr69PquOWOa01/f39xONxCWaFEEIIIYQQYzblMrMtLS20tbXR09NT6qGIESil2LFjh+mxK6aGUhaXueapa/I/5ZtkIaYEOaaFKC05BkW5m3LBrNPpZO7cuaUehhiFzs5OUqkUqVSq1EMR46iUxWV2hoZu/C2EmJzkmBZiHFk1KE772qjvIsfg+Ojq6uLKK6/kmWeeoba2FpfLxX/8x3/s03/2QFx22WU8/vjjVFdXA+Dz+XjqqacOer9j0draytlnn23aDBVbs2YN//M//8OKFUM1uDl4Uy6YFeUjk8ngcOz/LZbL5dBak0gkZFq4GLvHrhvTB7IQQgghxFgKS47KCP+LaK0599xzufTSS/nNb34DwM6dO3nggQfGbQjf+c53OP/888dtf5PJlFszK8qD1pp0Oj3sbbLZrFkzK8GsEEIIIcQhUBzMPXbd+Ad3YpBHH30Ul8vFpz/9abPtiCOO4IorrgDy/w9/5Stf4cQTT+S4447jpz/9KQDr169nzZo1nH/++SxatIiLL754TP8vX3PNNXz84x9nzZo1zJs3jxtuuAGAaDTK+9//fo4//niWLFnC3XffDcCGDRt417vexQknnMCZZ57Jnj17gHxm9corr2TFihUcffTRPP/885x33nksWLCAq6++2jxeJpPh4osv5uijj+b8888nFovtM6aHH36Y1atXs3z5ci644AIikcgYX819STArJkQmk8Fut494m2w2SyaTkWBWCCGEEEJMOa+//jrLly/f7/W33nor1dXVPP/88zz//PPccsstvPXWWwC89NJL/OAHP+CNN95gx44dPPnkk0Pu4ytf+QpLly5l6dKlXHzxxWb75s2b+etf/8pzzz3HN77xDdLpNA899BAzZszglVdeYePGjZx11lmk02muuOIK7rnnHjZs2MDHP/5xvv71r5v9uFwuXnjhBT796U+zbt06brzxRjZu3Mhtt91GX18fAG+++Saf/exn2bRpE1VVVfzv//7voDH29vZy7bXX8sgjj/Diiy+yYsUKvve97x3w62qRacZiwozUHimbzWKz2UxQK8TBWlS3qNRDEEKMIzmmhSgtOQbH3+c+9zmeeOIJXC4Xzz//PA8//DCvvvoq99xzDwADAwNs3boVl8vFypUraWlpAWDp0qW0trZy6qmn7rPP/U0zfv/734/b7cbtdjNt2jS6uro49thj+fd//3e++tWvcvbZZ/OOd7yDjRs3snHjRtauXQvk/0dvbm42+znnnHMAOPbYY1m8eLG5bt68eezevZuamhpmzZrFKaecAsBHP/pRbrjhBr785S+bfTzzzDO88cYb5japVIrVq1cf9OspwayYMOl0GqfTud/rs9ksSimSyeSIU5KFMIaZDvXVlV89hAMRQkw0OaaFKC05Bg/e4sWLuffee83lG2+8kd7eXlMQSWvNj370I84888xB91u/fj1ut9tcttvtZDKZMT32UPc/6qijePHFF3nwwQe5+uqrOeOMM/jgBz/I4sWLefrpp4fdj81mG7RPKykF+yax9r6stWbt2rXceeedY3oOI5FpxmLCZDIZcrncfq9PJpNmKrJUNBZCCCGEEFPN6aefTiKR4KabbjLbiteTnnnmmdx0000msbNlyxai0eiEjaejowOfz8dHP/pRvvKVr/Diiy+ycOFCenp6TDCbTqd5/fXXx7TfXbt2mfv/5je/2SeDvGrVKp588km2bdsG5Nfubtmy5aCfz4QGs0qpVqXUa0qpl5VSLxS21Sml/qaU2lr4WVvYrpRSNyiltimlXlVK7X9yuShrVsbV4XAMO304mUyilEIpNS6ZWSkkJa7651Vc9c+rSj0MIcQ4kWNaiNKSY/DgKaW47777ePzxx5k7dy4rV67k0ksv5dvf/jYA//qv/8oxxxzD8uXLWbJkCZ/61KfGnIEtXjO7dOnSYZNEr732GitXrmTp0qV84xvf4Oqrr8blcnHPPffw1a9+leOPP56lS5eOub3PwoULufHGGzn66KMJBAJ85jOfGXR9Y2Mjt912Gx/+8Ic57rjjWL16NZs3bx7TYwzlUEwzPk1r3Vt0+Srg71rrbymlripc/irwXmBB4XQScFPhp5gEiqcU53I5lFIjFoBKJpO4XC5yudxBr5nN5XJmPy6X66D2JSavrmhXqYcghBhHckyLw5FS6nLgcoDZs2eXdCxT8hgsQVu/5uZm7rrrriGvs9lsfPOb3+Sb3/zmoO1r1qxhzZo15vKPf/zjIe9/2223Dbn9mmuuGXTZ6gE7Z86cfaY0Q35N7j/+8Y99tq9fv36/Yyq+bn+BafFtTj/9dJ5//vkhb3egSjHNeB1we+H87cC5Rdt/qfOeAWqUUs1D3F+Uob0zq1prbLbh316JRMJkZYebjjwSrTWZTAan04nD4ZD1t0IIIYSYtLTWN2utV2itVzQ2NpZ6OHnSvkeUqYnOzGrgYaWUBn6qtb4ZaNJa7ylc3wk0Fc7PBHYX3betsG0PouwNlVlNJpODFokXswLQVCqFUuqgMrOpVGrQwnQrSztSMC0mgZE+POXDVYjSkeNPCCFEiU10MHuq1rpdKTUN+JtSalD+WWutC4HuqJXT1AvxtkQiQWVlpbmcyWRMkDpURWOtNblcjkQigcvlIpvNHlAAmkql9plW7HA4htwuhBBCCCGGMJovp6zbHOA03e//7eCL/QixtwkNZrXW7YWf3UqpPwArgS6lVLPWek9hGnF34ebtwKyiu7cUtu29z5uBmwFWrFgh1X7KgLVGFvJBrN1uJ5lMkkql8Hg8Q97HCl7j8Th2u90Et/sLZrXW+5T4zmQyOByOIfvZOp1OCWgPQ8c3Hl/qIQghCp7e0Zc/s+PLrAKemX35mPchx7QQpWWOwVC8tAM5SEP9HynKz4EUcp2wYFYp5QdsWutw4fx7gP8CHgAuBb5V+Hl/4S4PAJ9XSt1FvvDTQNF0ZFHGrGA2l8uZtbKZTMZUNR7qD0gqlSKbzRKPx6moqBhx3WwikcDr9ZrLWuth1+UqpbDZbGSz2RELUYmp44snfLHUQxBCjCM5poUoLXMMTuJlBR6Ph76+Purr6yWgLWNaa/r6+vabCNuficzMNgF/KLxpHMBvtNYPKaWeB36rlPoEsBP4l8LtHwTeB2wDYsDHJnBsYhxlMhmSyaRZ92oFtQ6HA7vdTjabxeEY/FaLx+M4nc5BVYgzmcx+M6l7B7pWVnY41nRjCWaFEEIIIQ7AJA5iLS0tLbS1tdHT01PqoYgReDweWlpaxnSfUQWzhTWvpwAzgDiwEXhBa73fVJrWegewz/wgrXUfcMYQ2zXwudENW5QTa+2rNU04k8mYjKmVmd2bdRu32008Hh9xWsFQ36SN5ts1+Qbu8HLlY1cC8P3Tvl/ikQghxoMc00KU1pU9/wTg+43vKPFIDpzT6WTu3LmlHoaYIMMGs0qp08j3ga0DXiK/vtVDvp3OkUqpe4Dvaq1DEzxOUeacTifxeBy/3z+q22utSaVS+Hw+EokEiURiv7fNZrNSmViMSjAZLPUQhCh7k6mQohzTQpRWMJcs9RCEGNZImdn3AZ/UWu/a+wqllAM4G1gL3DsBYxOTRDabpbKykmg0SnV1NalUCpvNhsPhGLY9TzKZNIWahgtmc7kcDodD2u0IIcQ4kEKKQgghpophg1mt9VeGuS4D3DfeAxKTTzKZpKqqilAoRDabNe147HY7qVRqyPtorUmn00QiEdxu94gFoOx2u5maPJaiTvsrQCWEEEIIIYSY3EZMcymlFimlzlBKVey1/ayJG5aYTNLpNC6XC7vdTjqdBsBms6GUMlWOi1k9aHO5HKFQCKUUqVRq2GC2OBgdS4bWZrMNu18hhBBCCCHE5DTSmtl/I1+UaRNwq1LqC1prq5XON4GHJnh8YpKwAkyronFxVjabzQ7KjlrFntLptAlirb6z481ms5FOp6Wi8WHipOaTSj0EIcQ4kmNaiNI6ydNU6iEIMayR1sx+EjhBax1RSs0B7lFKzdFa/xCQeZtl6lCuLbWKM8ViMex2u2nLYwWP2WwWt9s9qD1PcdXjRCJBJpMxLXqEOBifPv7TpR6CEGIcyTEtRGl9uvrYUg9BiGGNFMzatNYRAK11q1JqDfmA9ggkmC1bViZypD6s4/VYLpfLrGe11rbmcrlB61yLW+9ks1kzzTibzRKNRkedmZX1r0IIIYQQQggYec1sl1JqqXWhENieDTQA8lVNmdo7eDwYWuth95XJZMyUYrfbTSwWM+tUM5kMDofDrKMtZl1vTU22piKPxNqnEEP59N3v4dOPSCZHiKni0498Wo5pIUro092P8enux0o9DCH2a6Rg9hKgs3iD1jqjtb4EeOeEjUqUjUwmY9bBDsUKQsPhMEopE9ym02kcDgdut3tQRWOrErGVlbXWzVrZ3P2xWveMV5AuJo5S6nKl1AtKqRd6enoO6WMndZZkRnriCTFVJDNJOaaFKKGkzpLU+/8/UIhSG6k1T5t1XilVC8wquk98AsclDtBEBHvD7dNa66qUIpvN4nK5TG9ZpdSgtbNOp9Osl7Uys9aU4Ww2SyaT2e/jFO9blDfpYSmEEEJMHaFEmqd39JnLq08r4WCE2Muo5msqpf4buAzYDlj/nGrg9IkZljhQ1jTcTCZzSNaXWmtmPR6PWatrZVitwNUKdC1WAJxKpQZdt7/pyJBvzTOe06eFEEIIIcR+PHbd6G9z2tcmdixCDGO0iw//BThSa50a8Zai5JRSOByOQRWEJ4oVPHu9XtLpNNlsFp/PB8DAwAC1tbUmELWCVutnPB7H5XKhtTZVjfdmZX3T6bSslxVCiEls1a6b377wWH3+p/wTLIQQ4iCMNjLYCNQA3WN9AKWUHXgBaNdan62UmgvcBdQDG4D/o7VOKaXcwC+BE4A+4EKtdetYH0/kKaUmPItZXJXY5/ORSCRMS6BkMmkyrXa73RSJsioc2+12kskkSimUUiSTySHXzFrPYe9etUIM5V3emdDyrlIPQwgxTt4lx7MQJfUu70x2xqKlHoYQ+zXaYPY64CWl1EbALFrUWp8zivt+AdgEVBUufxv4vtb6LqXUT4BPADcVfga01vOVUhcVbnfhKMcnJog1VXioQDKZTOJwOEzAaa2Pjcfzy6mdTifwdnVl62dxn9l0Oo3H4yEej5NKpfYbsCaTSfx+/yHrnysmp8uqjoYll5V6GEKIcXKZHM9ClNRlVUfzdG/fyDcUokRGGxncTj64/Bbw3aLTsJRSLcD7gZ8VLivy62zvKdrvuYXz6wqXKVx/hpI03JhYU3LHk5UR3XsKsFWJ2Mq69vT04HA4TGEnYNBU52w2i81mM2torXWz0WjUBLbWfocaw0hVlYUQQgghhBCHl9FmZmNa6xsOYP8/AP4DqCxcrgeCWmsrMmoDZhbOzwR2Q779j1JqoHD73gN43MOSVTHYYk01PpgAd39Tla0pxla2NRKJ4PF4iMViVFVVmR6yqVQKr9e7zz6tAlXWWllrirHV0qdYLpcjFArR2Nh4QM9hPF4HMTl8rOsReGgLvzjrF6UeihBiHHzsoY8ByDEtRIl8rOsRQvY0X86uHPN9v/+3LRMwIiEGG20w+0+l1HXAAwyeZvzi/u6glDob6NZab1BKrTmYQe6138uBywFmz549Xrudkqz1qcUB7lhZmVOrqBPkg0urzY613tXlcuH1ekkmk0QiETPl2OPx7LNPrTXpdBqtNdlsllgshsfjMX1q92Zlh/du7zNaVisga0xCCCGEEEKIyW+0weyyws9VRdtGas1zCnCOUup9gIf8mtkfAjVKKUchO9sCtBdu306+j22bUsoBVJMvBDWI9LAcvfHIRGazWdxuN06nc5+g2KounEqlcDqdpFIpKisr6evrw+/309PTw/Tp0037Hev+VjBrZWStfrNWgLu3RCJBTU0NiUQCv99POp0eczBrTYkWh4HgrlKPQAghhJiyrIzrql19rJ5XX+LRiMPdsMGsUmo18IzWesztkbXWXwO+VtjPGuDLWuuLlVK/A84nX9H4UuD+wl0eKFx+unD9o1qaipZcOp0esv+rxZoybGVr0+k0brebZDI5KDAtrlSstSaVSpFIJABIpVLkcrl97lN8X5fLRTqdHrLisRBCiMlr76mIV649qkQjEUIIMdmMlJm9BLhRKbUFeAh4SGvdeZCP+VXgLqXUtcBLwK2F7bcCv1JKbQP6gYsO8nEOK9lsdtwzj1bgaE1XdjgcJttb3DInl8uZSsSQn1ocCASorKw0ga7VgkdrPSgALi7utL+g2Qpi3W63yeIKIYQQQojyIutkxaE2bDCrtf4MgFJqEfBe4DalVDXwGPng9kmt9YglZrXW64H1hfM7gH1WkWutE8AFYxu+sFiZ0b1ZlYMPpKVNLpczgaQVdFqPYQW3VgBqTRtWSuFyuYjFYni9XjKZDJlMBpfLZaYsQ37qsNba9Je1AuLiNbNWcJxKpYB8qx8rILbGY+1vf6xxisPDmT5ZRy/EVHLmnDNLPQQhDmtn+mbzlvSZFWVsVP/la603A5uB7yulvMBp5APP7wErJm544mBZAeeBBLNWMDlUyx8rcFVKYbfbzXRkt9tt7hcIBGhoaAAwt7GqCkciEVPYyepXCwzKzlpBbi6Xw+PxoLXG4XAQi8XMY4/Eqq4sDg8XVcr0RCFGMpkKKV60SCZpCVFKF1UexdM90mdWlK+R1sz+AHiKfAa2HUBrHQceLJzEFGZlQK0WOy6Xa5/rkskkSikTbFoBrXU/K7u7d0Y3mUySTCbxer0myLWysxYrI2yz2XA6nWQymUHXj6blTjKZ3O91YuqJ5/KZfe8ItxPicDaZCinGM3EAvA45qoUYs8euO+hdxHMZkmRxI0U0RXkaKTO7DTgXuL4QMDxVOD0JvKK1lmo8U5i1rtVut5spwFZQWrzW1Waz4fV6TZY2FotRW1tLd3c3FRUVg7KtVn9aa/qx3+8nEAiY4k97t+ax1tja7XaSyaQJllOpFD6fb8TWQ3a7nWx2xJnwYor4bM96AH7B/1fagQghxsVnH/ksIH1mhSiVz/asH7bP7NM7+ngmI+tkRekMO/dUa/1jrfVHtNZzgJOB3wPzgN8BwQkfnRiViVoXmslkTEubVCo1KCtanG1NpVLE43FyuZyZBmyz2QiFQqZ4VPGUZasdT3FRKWvb3tWMM5mMyfBaQax1+9FMM7ZaBgkhhBBCCCGmlhEXUqq844BzgHXAu8hnbL87wWMTozTSVFsrGDyQ/UajUaLRKD6fj2g0us86Wisg1VoTiURMVeNEIkE8HjdrW1OplMmQ5nI5YrGYye5avWrj8fg+Y7DW+yaTyUEtf9xu97Atg6zHicfjQ7b7EUIIIYQQQkxuI62Z/RtQBbwMPAN8U2u96RCMS4wjq/hScRGobDZLNpsdtA52b9YaVqtAk9/vJxwO4/f7BxV0gvz61VgsRkVFhZmeHAqFzFTidDqNy+UiHo9js9lMAahEIoHdbjeBp/W4NpvNBOnWdVYhJ2vqcTKZxO/37zczPVKPXDHFjMPaICGEEEIIMXmMNDd1B3AcsADoA3qVUj1a694JH5mYEFaRJrvdPuI03WQyaYJdq+VOIpEgkUgA+fY6Xq+XWCxmphlDPhPc399vMsJaaxNIp9NpPB6PCYSLg9lIJAK8HcxaQaqV0bUCcmtdrVJq0OW9WxBZmV8hhBCTh/SpFEIIMVoj9Zn9FIBSqgpYRX7d7OeUUo3ARq31pRM/RDFerDWpVoA60tRja2pwMplk2rRppjKw2+0mFotht9tNhra7u5v6+nrC4bApGlVbW0swGKS6uhqv10s4HDbZ1lQqZbKm1jTiaDRq2vXA24G3UsoUe7KqHlvZ2eLiTtb62r2ztNbzHGk6tpj81vnnlXoIQohxtG7+ulIPQYjD2jr/PLbHIqUehhD7NdqqQUkgBsQL51uA/c9PFYfM3tnI/UmlUni93jH1m7UqGFtBbTqdxufzmSJMWmtznVXAyW63k0gkqKysRCnFwMDAoKrI1pitqsbpdNoEn4lEYp/g1Nq3tU62v7+fqqoqYrGYaQFkZXatKcnFrJY+Xq930BjE1HRuhQSzQkwl584/t9RDEOKwdm7FPJ7ulj6zonyNtGb2++SzsQuAl4CngZ8Al2qtgxM+OjEiK9AbLkizAr6xBLKAmTpss9lIp9MmWLUeM5lMmkDRCkytAlAOh4P+/n4cDocJSq1g05r+m06nTRBsTTu2tgGDsrCJRIKGhgbS6TTRaBSXy2UqFVdUVJgAe+/nbfXItaYjSzA7tQWy+SnwtSUehxBifAQSAQBqPXJUC1EKgWyCMCkqJziHtffygivXHjWhjyemjpEys28BvwZe1lpLs84yZE3LHa7XqhXM7s3Krg419TaXy5n1rVZw6XA4SCaTOJ1OE7BavV+j0Sgej8fsKxAIkEgkqK6uJpFIkMvlcDqd+Hw+gsGgKS7lcDhMNtcKaIvXuhYHwLFYzEyRtoJpl8s1qFqxFWxbQWzxlGUx9X2p9wkApCOlEJPEY9exalc+6/PM7Mv3ufpL678ESJ9ZcXhRSl0OXA4we/bsko7lS71PDNtnVohSGylV94DWesP+AtlC256WCRiXGCUr+1gsnU6b6bpWEaWh2vPYbLZB03qLJZNJE0h6vV4SiQQul8usobUCZKUUkUiEdDpNPB43RZqKA+Hi9bFWsBuLxUwwC/kpxlYm1pra7HQ6B62PjcViVFVVDcrq+nw+4vG4eR2svrbWazMwMDCoSJQQQojSe3pHnzkJIQbTWt+stV6htV7R2NhY6uEIUdZGCma/o5S6Vyl1iVJqsVJqmlJqtlLqdKXUfwNPAkcfgnGKYQyVWS3u6Wqz2fYbzO4vY2kFi1YLH+u+mUzGBLXW/qPRKE6nk0QiQSwWI5FI4Ha7qaysNEWfiqc6O51OotGoCVSt+1rTjK3rrMyx9bjFP619WWNzOByDnp8VGCcSiSHX0oqJo5S6XCn1glLqhZ6enlIPRwghhBBCTFHDBrNa6wuA/w9YCNwI/BO4H/hX4E3gdK3134a6r1LKo5R6Tin1ilLqdaXUNwrb5yqlnlVKbVNK3a2UchW2uwuXtxWunzNuz3KKs9alFrPZbCabCm+vrR0tKxNqTde12vlYRZggX1wpm80SDodxu90mowr5ADscDpsMrNWex5pWbGVTi3vJWoWiotGoaf9jZVr7+/tN0G4Fxk6n00w13rvnrZUJjsViZr/i0Cibb5Sl76wQQgghxJQ2YjVjrfUbwNcPYN9J8sFuRCnlBJ5QSv0F+BLwfa31XUqpnwCfAG4q/AxorecrpS4Cvg1ceACPe9gpzmBa9s7EFge2o2FlNq19WVOLbTYbSincbjfpdNoEuV1dXWYdrRW8WtWQ7Xa7qXoMmMsWq+VOKpUil8uZbHI8Hsdut5NMJk0/W6/XSyqVMlOYrW2JRMJMWXY4HIRCIXK5HB6PR6YYCyGEEEIIMQWNtjXPmOl8dGU1pnIWTho4HfhIYfvtwDXkg9l1hfMA9wA/VkopLZV7xsTKdGYyGVOoaah1tSOx2uRYU3U9Hg92u51sNktlZSWJRIJoNGqCWSvTmslkCAQC1NfX4/V6CYVChMNhmpubBxWPisViKKVMFtV6nHg8DuQDUmvtbzKZxG63MzAwYApKKaVM31ullMngFq8PTqfT+P1+YrEYtbVSCXPSOYDM6oUVCyZgIEKIUrlwoXynLUQpWOvZl6np+1y3atfNh3o4QuzXhAWzAEopO7ABmE9+mvJ2IKi1tlJlbcDMwvmZwG4ArXVGKTUA1AO9e+2zbCq8lZPitaVWcFecAR1rWxork+pyuXA4HESjURNAut1us77VqkRss9mIRCLkcjni8bgJSq0Mq1WJWGttCjil02lisRg+n49sNmuqHnd0dNDS0jIomLXZbHg8nkFZWGv9rhXsKqVM4G5NebYeXxwezvIfUeohCCHG0Vlzzyr1EIQ4rJ2om0s9BCGGNbZ03RhprbNa66VAC7ASWDQO+yyP9XhlxuFwmGm8xX1ni1vv7K9y8VD23pdSing8jsPhwOPxmOsjkQixWIxsNovD4aCvr89kTysqKsw4AoEAyWTSVDdOJpNmKrO1vTjAtR7bWu9qrZO1Aud4PG6CYuuxrbY8xc/B6kFr7U9MbZ2ZKJ2ZaKmHIYQYJ53RTjqjnaUehhCHrX7i9CNJAVG+hs3MKqWWD3e91vrF0TyI1jqolHoMWA3UKKUchexsC9BeuFk7MAtoU0o5gGpAavaPktUOZ29WILt3td/haK2JRqNorens7MThcOB0Ok1rHCu4tDKmkUjEFHwaGBhg+vTp9Pf3mym/2WzWBKpKKQYGBgb1ni3uLwvg8XjM4weDQRP01tbWEgqFTGBdHKgX96O1pNNpUxxq70BXTE1f63sagF9I8SchpoT/88AXAXhfw38BcOXao0o4GiEOPz+3vwYgfWZF2RppmvF3h7nOWv86JKVUI5AuBLJeYC35ok6PAecDdwGXkq+ODPBA4fLThesflfWyw7MKJY3EqiQ8VLA7lEwmY9a0WmtRrWnHViBp/YR8T9pMJkMmk2FgYIBMJoPX66W7uxu73U40GqWqqsoUkrJa71hrcu12u+lTa7PZTMXkmpoaUwDKat1j7cPKGLvdbmKxGE6nc1B/2uL1udbbSIJZIYQQQgghpo5hg1mt9WkHse9m4PbCulkb8Fut9Z+UUm8AdymlrgVeAm4t3P5W4FdKqW1AP3DRQTz2YSGVSpkKvkOx1slavWKH+m7AqoRc3KvWapNjTe3VWpu1qtb11vrUUChkbuvz+YhGoySTSSKRCIlEgqqqKsLhsMnOaq1NsSjrZI0jk8kQjUZpbm4mHo9TX19PKpUiFovh8XhMBtgai8vlMlONrXFZa3ytsVpZWWst8d7PVQghhBBCCDE5jTTN+Lzhrtda/36Y614Flg2xfQf59bN7b08AFwz3eGKwXC5nWuFYxZWsbG06nTbbrXY3Q7Eq/xYXh7KmA1uBJEBLSwvBYNBUJbaypdZ6V5/Ph9aa7u5u+vv7cTqdRKNRqqurTXDp9/tJp9P09PSYTKvH4yEcDpuiTf39/aY6ciKRwOv1EolEmDZtGul0mtra2n3a9xQH9Nlslng8jsvlwuv10tXVBTCourMEs0IIIYQQQkx+I81R/UDR6ea9Lp89sUMTo2FN1YXB60aVUrhcLpxOJ3a73awd3dve/Wjh7UrG4XDYBLYej8esV3W73QSDQdxut2mPY7PZqKysJJVKEQ6H8fl85v5Wy55IJGLW0FrjtoJw67J1XUVFhQmYM5kMwWAQYFCAu3fxKCuYj8fjpkhVOBw2GVyQqcZCCKGUulwp9YJS6oWenp5SD0cIIYQ4YCNNM/6YdV4p9VLxZVEerKxqcWsel8tFKpXC7XYPuq0VMI60zjYWi5msp81mMwGq2+2mp6eHyspK4vE4gUDAtOyxCkDlcjnC4TCRSISWlhay2Sxut9sEs8Fg0ATL1snqNWudIpEITU1NRCIRMw05k8mQSCSw2+2m6FRdXZ3pR2vdz3pNPB4PmUzGZKmtIFiWYU9tl1YedMF0IaY8rfXN5L+gZsWKFWX9R3FJxQdKPQQhDmtrc3NKPQQhhjWW1jxl/YF3OLOKH0F+irDT6cThcAyqEJxOp4fMwg4lkUiglDL79fl82Gw207tWa216vTqdTtxuN319ffT393PEEUcwMDBgKhlbAbFV5MnlchEOh810X6/Xa/rhJpNJc11XVxdKKQKBwKB1v1bvWPczz1B5//1mrB0dHSYbm0gkiMfjps1P8XTpoeRyOUKh0Pj8MkRJrfG1sMbXUuphCCHGyWzPicz2nFjqYQhx2DpeT+N4Pa3UwxBiv0aqZiwmib2r9lrBpFVUyWazmQJII7GqGVvrXBsaGujp6cHn85n9WVOXA4EADoeDSCRi1qpaQawVDNvtdiorK+nt7aWuro5MJkM4HMbpdJopzP39/aYlkN/vJxqNmuxqOp02LYGSySSZVIqjrr8eTzJJ5rTT8Hg8OBwO3G43kUjEBMRWIG1lZq1p2HtLJBKjrvQsyttb6fyXEnOdVSUeiRBiPAxk8t37qh0zSzwSIQ5PneR7t0/Hv9/brNp1MwDPzL78kIxJiGIjFYD6I29nZOcppR4ovl5rfc5EDUyMjtaaVCplgreKigqTnbXWkOZyObxer8lUVldX73d/VtGo/v5+k0m1ikFVVlaaDKaVKQ0EAlRXV5tMqNUep6KigoGBATweD/F4nKqqKpLJJKlUyqyjtbK1fr+fRCJBNBolk8mYqdO5XI5EIkE4HKa7u5sZM2ZQV1dH7sEH8e/ZA4C3MI05nU7jcDhwuVwmGI7FYuYxUqmUqWo81HN2Op1mTGLy+q/+5wD4RdO7SzwSIcSBsv4xBvhPXxvwdp/Z7/9ty6DbSt9ZISbWr+2vA9JnVpSvkTKz/1N0fries6JEMpkMDofDBJxer9dkRK0WOhUVFWatrDXtGDABYDFr+vDAwIDJ5lr9ZrPZLFu2bGHevHlm/arX6yWZTFJTU0N3dzfhcBiv18vAwADRaJRp06aZYk12ux2Px0MsFjM9Yx0OhwkwrWJOgUDABLiZTAatNT09PVRXVzNr1ixqfv1rM15/by/p5mZ8Ph+RSAS/38/u3btpaGggGAyyfft2Zs6caVrzDPf6STArhBBCCCHE5DHsmlmt9ePDnQ7VIMXbZs+ePeiyVXDJmiZrVS221qlavVmtYK54Om1xNrV4f5lMhng8bioSW1OJk8kkFRUVaK1xOp0Eg0EqKyuJxWJkMhncbjfRaBSn00kkEmFgYIBYLEYsFiObzVJfX4/W2mRoraDbZrNhs9lIJpPE43Hi8bgZay6XI5VKMX369HxQvHkzNU8/TXD1agCy27ebAlBWC6B4PG6mWrtcLhKJhOk7uzcryB/temIhhBBCCCFEeRg2mFVKrVNKfa7o8rNKqR2F0/kTPzyxt927d5PL5czaV6sfazQaxefzmexjKpUCMO15ADMV2QpercyrVbHYChytjGgqlSIQCBAIBHA6nSQSCWw2Gx6PB7vdbtrlaK0JhUJEo1H6+vpIpVLU1NTQ1tZGMBjE6/Wa6ctWcAuYtazWc7EKS8ViMZLJ5KCpwnPmzCESiVBzxx3kHA7e+uQn8/d56y0ikYjpfRuJRKipqSESiaC1pqqqCqWUuVysuOesNSV7qGnIQgghhBBCiPIzUjXj/wCK18m6gROBNcBnJmhMYj+sQCuTyZjpsdls1lQuLu4la60PtaYR22w23G43Ho+HaDRKMpnEZrOhtcZut+N0Os36WqsYk8PhIBqNks1m6enpob6+3tzHWvcaCoWorKxkz549JsNpFYZyu9309/fj9/tNtlQpRV9fn9mHlQ11OBxmjazH4zGBt1UoqrW1FR0KMe3Pf6ZnzRoSCxeSc7vx9fSYisVWmx+Px0MwGERrzcDAAEopQqGQmbJssXrTWtOdi3v2CiGEEEIIIcrbSGtmXVrr3UWXn9Ba9wF9Sqn9lzUTE+LWW28FMNWDraxrIpEwVYStYMzpdJp+sVZFYKsCsdVixyoUlUwmTYbWbrfT39+Px+MxAWs2mzVZUyuT2dfXh1KK3t5eGhsbyWQyZixWtrW2ttYUdbLWpFoZWsCsubWmLVtZ22QySTqdJhQKkUwmAdi2bRtrt27FEY8zcOml1NXXk2hqgrfeMv10rcexssrW87eqOYfDYXw+36DX1Bq33W4nGo3u05tXTC6XVy8p9RCEEOPoorgXAGmeJkRpvC93ZKmHIMSwRgpma4svaK0/X3SxcfyHI4bz05/+1Jy3sqjWeWt6sNYan89nMpDJZBKtNW632wSl2WzWrDEtLu5kta7JZrOmMnIwGCQej1NbW2uKQlVWVqK1JhKJYLfb6e7uprGxkVAoZNbEZrNZGhoaCIfDpmUP5Kc9x+Nx00rIyuTa7XYzTbinp8c8hs1mIxQKUVtdzZLHHmPPrFnEjz2WSqeTbEsLurWVSCTCzJkzSSQSBAIBPB7PoOrEoVCI2tpaIpEIHo8HwFyXyWTIZrNEIhHTKqg4oy0ml9We6aUeghDiABVXMbYco+sBeOZQD0YIAbx9DI6VtOsRh8pI04yfVUp9cu+NSqlPAc9NzJDE/mzatAnAtMxJpVIEg0H8fj8ul8usTbXW0Hq93kHraK0A0uFwmKxsNpvF6XSaIkrJZNJMY45Go2barhXw5nI5Ojs7SSQS5HI53G63KUBlt9vx+XzY7XaaN27k3b/5Df5CMSmlFAMDA6bIk1VV2SpCZQWR0WiU/v5+wuGwCaoBpr36KtV79vDiKafQ19eXXys8fTr+7m5isZiZ1mxlX3t7e7HZbKb/rcPhMOtvrWyzVbk4mUxit9txu91m7bAooceuO+C7bk4F2JwKjONghBCltJsQuyUvK0TJyDEoyt1IweyVwMeUUo8ppb5bOK0HLgO+ONwdlVKzCvd7Qyn1ulLqC4XtdUqpvymlthZ+1ha2K6XUDUqpbUqpV5VSyw/62U0hVkYV3p5uDBCNRgmFQoOmCTudTlwul2mHY/VstYpCud1uEonEoMAtl8uZysZW0GdVFg6Hw9jtdpOttIJpq1JycRsfm81GzZ49fPzBB1n83HNc9tvfku7vNxWMrfW6VrVh6/Htdrvpmdvd3U0mk6G9vd0E4Kuef554ZSVtq1fT2dmZL/g0YwaOYJBQe7t5Lm6326zJBUxxKKfTaYpfWeuKM5mMCW6L1xoXty8Sk8u3Axv4dmBDqYchhBgnd9s3c7d9c6mHIcRhS45BUe5Gas3TrbU+GfhvoLVw+i+t9WqtddcI+84A/661PgZYBXxOKXUMcBXwd631AuDvhcsA7wUWFE6XAzcd0DOaoqzpsFVVVfz85z83l5PJpJmma62dtQI4KwOaTqfNelQr6LSyoPB2f1crOI1EIma9rBVEd3R0kEqlaGlpMUWjlFL09/cPDnx37+bSP/yBtMPBHatX09LRwXm33kq0q8vsLxaLmf61VisdeLsgUzweJxAImEC6pr+fuZs28cY730naZiMYDBKJROj155dt14by3xhGo1Ez1di6bGWerfFZAbPT6TTTmK1AuLjKc3ELIyGEEEIIIUT5GSkzC4DW+lGt9Y8Kp0dHeZ89WusXC+fDwCZgJrAOuL1ws9uBcwvn1wG/1HnPADVKqebRP5WpL5fL8YEPfIDNmzeTSqVMttTKNgaDQVO12OfzmcrDWmszDdeaSmxVPrYCP601FRUVpNNpUqmUCf5yuZzJbCYSCcLhMG63m2QySSAQIBqNUllZme8TG4tx5fPPUzcwwE2nn85f58/nng9+kJZdu/jgz39Oz86dZp9WMSmrXY/1PFKpFG63m97eXjweD52dnZzxz3+Ss9tpPfNMXC4Xfr+fvr4+Ig0NAEyLxYhEIiZ43bVrF6FQiI6ODvr7+4F8qyJrCrUViBdPN/Z6vSaot4piCSGEEEIIIcrXqILZg6WUmgMsA54FmrTWewpXdQJNhfMzgeLKyW2FbXvv63Kl1AtKqRd6enombtBlxpo2m0qlTAYxHo9jt9uprKw0BZ48Hg8ul8tkJO12u5lebAWxVnVfaz1sIpHA6XSaNbSRSASv10t3dzdaa1MEqnj/xcGh1prp06fz4TfeYHlXF3edcgrPud04HA5enD+fe9etY8b27Zx1001079xJX1+fqTxcVVVlAmWAgYEBfD4f3d3dDAwMsKinh+NffZUXzziDeG0tDoeD3t5eqqqq0HPmAJDbsQOAnTt3kslkqKysJJVKEYlETHVla5pzMauIls1mG7SON5PJEAgEGBgYmPDf61R0uB6jQgghhBhs1a6bhyzuJsR4mfBgVilVAdwLfFFrPWgFuc5HaHrIO+6H1vpmrfUKrfWKxsbDp6CyFcB6PB5TbdfKkgImC2tNl7WmB1tTiX0+H7FYDI/HQy6XM9OOXS4XDoeDVCqFzWYjEAiY6cqJRIJMJkNNTQ0dHR1EIhECgQBOp5Ourq5BmeEVO3Zw/tatPDJvHo/On09NTQ29vb2kUim2nngif/zgB2netIn33HsvWmtTRTkej+PxeEyWNBQKmYJTiUiEjz77LP0VFTyzZg2hUMhMCW5rayNVU0PW5aKyv59QKMTAwAAdHR3YbDbTK3fPnj309fXh8Xjo6+szLYmsAlbhcJhgMEhHRwexWIxQKEQkEuHVV1/lmWekfuaBOFyPUSHEoff9v20xJyHE1CHHthitCe0/opRykg9k79Ba/76wuUsp1ay13lOYRtxd2N4OzCq6e0th22HPyh4CJvCzKhlXV1fT399PXV0dHo+HWCxmAtyBgQHTEsfv95spxalUCo/HY6YK19fXm4JQVmXiSCRi1sb6fD5SqRRKKVpbW2lubmZgYIBYLEZVVRUVPT2c96c/sam2lp8ddxzxvj4qKiro6elhwYIFOBwOnj/6aI4LhZj3xBMkGxrMWlWfz2fW0kI+aA8Gg9jtdk58/nlmBwL87Kyz2NHVxRyvl2nTppn1vvFEgti0aTh27yYWi1FfX09/fz8DAwNmXazP56Onp8dMr7aek3UKhUJks1lmz55tCl0NDAzg9XoJh8Ml+G2Lg/GFmuNLPQQhxDj6YHYBADLHQ4gxOICuAE/v6Btyu3UMClGuJiwzq/L9YG4FNmmtv1d01QPApYXzlwL3F22/pFDVeBUwUDQd+bBW3EbGXyh6pLU2U4Ot9a9KKTOV1srSaq1NsSi/308wGDRBb0VFBT6fb1DBpP7+flKplFlr6nA4qKioIJvNmtY6brfbZD5TqRTv2rEDRybD9cuWESmsuU2lUmit6ejoIJfLUVlZyVuzZuFMJJhbWNtqTS22ssXWlOiOjg58kQgfeP55Nk6fzjMzZuByucw04mQyabLHqRkz8HR20tfXh9/vp6amhu7ubioqKgiHw+RyuUH9b4unR1sBulVoyhpzbW2tqbosJpel7kaWuofIBh9Eux8hROkcSS1HDm55L4Q4hOQYFOVuIqcZnwL8H+B0pdTLhdP7gG8Ba5VSW4F3Fy4DPAjsALYBtwCfncCxTTrWNOOKigogP604FouZdZ+pVAqv10skEqGzs5Ouri5TqCmZTOJwOEzgBphpxV6vF4fDYfqxBoNBHA6HWVcbj8fZs2ePmY7c19dnCj/ZbDYS8Tgrt25l6+zZtOZyVFVVmUDR6XTS3t5uii5tqs3/MVxZWJtqtfVRSpFMJk3l5Z07d3L2U0/hyWT4+bJlxBMJjjzySOLxOK2trQSDQVMVOTl9Oq6ODmbNmkVbW5uphhwKhfLXJ5NmqrVVJdnn85leul1dXbhcLvr7+3E4HGitCYVC+Hw+IpHIof41i4P0crKHl5OSwxFiqthOgO1I72ghSuVAjsHRrJGVtbRivEzYNGOt9ROA2s/VZwxxew18bqLGM5lprbnkkkuAt4NZa62p2+0etC42m80Sj8epq6sjk8nQ29tLRUUFe/bswe12m8DRmrYcDofRWlNZWUlfX5/JeloVhq22P9lslsrKStLpNG+88YaZvrygt5eGUIhfz5uHy+Uy04QbGxtN/9menh5mzZpFuqWFsN/P0kJA7fV68fl8pNNpMzVaa82c7m5O3r2bO1taaPV48NtsJBIJ/H4//f39ZkwdHR3Epk3DFQ6T6O4mXWhVlMvl6OzsxOVy4fP5iEajpq9tIBCgqanJvIa5XA6/32/aAiWTSSKRCC6XC5fLRU9PD7Luc/L4YfAVAH7R9O4Sj0QIMR7+YN8KwKmjuO3ea+uuXHvUBIxIiMOLdQx+ObuyxCMRYmiHpJqxODiZTIYnn3ySmpoaE0Ramc9UKmUyq1bvVpvNZtrL1NTUkMvlAEzBJ+u2wWBwUAXfWCxmMsBWtWEroFVK0dnZic/nIxQKoZQil8uxcssWUnY7fwCcTqcp+mTdL5VK0dPTQzabRdlstM2ezcrCvuPxOE6n07TDgfy3H1d3dtLvdnPH3Ln09/ebQNd6LnV1dYRCIdLpNH2VlQC49uwxFYytolRWW6JMJkNHR4dZB5tKpRgYGDBBa09PD263m0QiQTQaxeFwkMvlmDVrFps3S6NwIYQQQgghypEEs2Uum81is9no6+vjrLPOMmtZg8Gg6Qvr9/tpaGggGAzS09NDbW2tmT5rVTm2ptBGIhET6O3YsYNUKmUCWquPbDqdxmaz5Qsi7d5N5M03zVji8Ther5dUKoULOLm9nWemTyfmcGCz2Uw7m+7u7nzv2cL61L6+fGGB9tmzOVJrGgtBps1mM2tmAdYAS9NpfjZvHoFCNeb6+noymQw+n89Mq85kMvnguRDMTk8k6Ovro6Ojg3A4bAJ6K1ju7e01a31TqZRZZ2zts6amxqzZjRX61lrrhIUQYiqR9llCiIkwmqnDMr1YjDcJZstcLpczbWvsdrsJZn/5y18CmDWeAD09PXi9XlpbW4lGo2itTV9Yazptf38/uVyOYDCIUopMJkMkEiEcDpNIJOjs7CQSieTX0waDfOvvf+eK3/4WRypFV1cX0WjUBLNHvfUWVakUDzc2opSir6+PSCSCz+cbFKBms1nC4TADAwO8NX06AKcoZaY9p1Ip0uk0AOcASaW4txAYRwvFonbv3m2qKnd2duYzvUrxSiHY9HZ1UVNTQ2dnJ8lkEr/fb4pMFU+zdm/aRMvZZ+OLx0kmk6awVmdnJ7lcjmQyaaZeB4NBgsHgofpVCyHEIXFQ7bMeu+7tkxBCCFFiEsxOElbwFovFgHwwG4/H0VqTTqfxeDwEAgEaGhqoqKgw2dlYLEYikTABcS6Xo7+/n76+PiorK4nH4ybYtCoPx2IxdC7HF994A086TU0gwLK//IVZs2bR0dFhMrSn7tzJgMvFEz4fFRUVJgvs8/kATBVlq+1PX18fb3i9pICTCn1wrUJU1jTjc4CnvF5STifhcNgUqNqzZ49pnWMVdnr99dfJ1NaScjhIb91KLpczRaWcTifpdJpdu3aZwlJaa+Y89xz2jRuJr18PQCAQIBaLEQgEGBgYMF8O2O12UzxLCCGEEEIIUX4kmC1zmUwGhyNfp8uaJrxmzRoGBgbMdGG3283OnTs54ogjiEQiRKPRQW1nIF9sqb+/36wbDQQCZDIZ0uk0DoeD/v5+enp6cDqdeL1eTt68mRO7uvjVkiW8tnQpa55/ntmxmKmY3Oh2c+KePTxzxBH0hUJUV1eTTCbxer1ks1lisZgprGQVqIpGo+zq7mYDcDKYdbW5XI50Os1iYB7w94oKUwHZut/MmTPp6urCZrNht9vx+/0cccQRZLJZBmprYedOUwArEokwMDCAx+PB6XQSjUYZGBjAbrfTVFgDm9u40fTsVUpRVVWF0+lk27ZthMNhdu/eTTAYpKGhgddee+0Q/9bFgWZ9vlp7Al+tPeGg9yOEKA8XZhdxYXZRqYchxGFLjkFR7iSYLXPJZNJkLe12u8kwAiZwtPrEVlVVsWfPHhPghsNhgsEgNpvN9H61iikppXC5XASDQXbv3s2OHTuoq6tjYGCA6fE4n9i4kdebmnjwyCP585o1pF0u3vPAA6A1drudlW1tuHM5/lJXR11dHQ6Hw6yPtTLA4XAYpRT9/f1m2nMqleIp4ETAa7cTj8eJRCK43W7WFZ7z+ooKk1212+1Eo1GCwaB5LazesdYa3V6/n9rC80gmk6TTaVwuFzt27CAUChEOh4nH46QCAZrb2gCo3L2bvr4+du/ejdvtxuFwkE6naWpqIpVK0dbWRiaTIR6Pm/W+ovwtctWyyCX98ISYKmZRxSyqSj0MIQ6pclrXXg7H4Pf/tmXQSYhiEsyWMavIkdXv1MoiWmtRrb6vbrcbr9dLV1cXqVSKyspKYoUsqsvlorKykp6eHhNQer1e0uk04XAYl8tFKBQimUzms72pFJ944gk08KNly8hqTXsmw2Nr1zJ3xw5O6+ykvb2d0zo6aPd6WR+P09jYSFNTk2mLY/W9tViBdSaTwePx8BTgAZak08TjcTN9+hzgWaDX6cThcJBIJKitreXNN980gXo8HiccDuNwOMhms4RCITo9HmoHBnjrrbdoa2szU6Gt7G4qlUJrTfaJJ7DncmTcbrytrea6ZDLJjh07gPwXBFbRqWg0SjQaJRwOH9LfuzhwTyc6eTrRWephCCHGyRuqjzeUfKEoDi8Hta59nMkxKMqdBLNlLJFIkEgkzFThRCIxqCBRKBQy7XX8fj/hcJhcLkd7ezsA6XSaRCJhpirncjl6enrQWhOPx/PZykLG1ip8dO6uXSzu7eWnixbRXegDO3PmTJ44+mh2TpvGun/8g8VKsaS7m0eamkhnMiYAVCrfVtgqAlVcAMqqDJxMJnm6MP7liYQJqud6PJwEPEA+G221IOrt7SUWi5FOp01rHpfLNWjq8PZcjopUiupCtrm6uppwOIzb7SYUCpms64wtW8jZbHS94x04tmzB6XCYzLFVwCpeKAzV0dEBQEdHh1Q0nkRuHtjIzQMbh75SphwLMek8aNvOg7btB3RfyeQIcfAO5hgU4lCQYLaMLVmyhC1btpBIJABMKxtrLWkkEkFrTW9vL+l0mj179lBdXU0mkyGVSlFfX4/dbmfr1q34fD7cbrdZSzswMIDb7SYSidDb2wtAXVcX52/YwHNNTTwyaxahUIhIJILdbmcgEuH37343/miUKx96CBvwcGMj9fX1Zoqxx+MB8lOYQ6EQ8Xgcm82G3+83/V7b2trYA7QCx0YiOJ1OfD4fpxaC9AfIB+nZbJZkMonW2gSXSimi0SjJZBKlFHa7nbq6OtNrtikeZ2BgAJ/PR0dHB4FAwASr2WyWeW1tdM+ezcCiRdijUbpefJEZM2awfft2/H4/mUwmP225t9dUUvZ4PHR0dJh1v0IIIcqHtPkQYnKQY1VMFAlmy5hSigceeGBQ71bA9IWNRqP4fD6SySTt7e00Nzeb6sCZTIbt27fT3d1NIBCgu7vbZHr7+/vJZDK89NJLdHV1mR6sp/7xjyTtdq6dPZtEYf1rcU/XXdOm8fyKFdTH42yqqmJHoRCT1T5HKWXWsVoVljOZDMFgkEwmY4pEATwFnJBMkkomSSQSvDsepxXYCCbojsfjBAIBtNZorXnttdfIZDIkk8lBa4OtYNa2axc2m41gMGgqEqfT6fyU51iM+X197Jozh0BzMwAzCutwGxsbGRgYoKuryxTACgaD9PX1oZTC4XCwYcOGQ/mrP3xJ9lQIIYQQQoySo9QDEEO7/vrrmTdvHh0dHXzsYx8z261sLIDNZqO3txe/34/L5aKmpobdu3fjdDqJxWI0NjaaaccDAwNmKnIoFEIpRW9vLy6Xi8bGRhybNnHM9u388sgj6cjlqC+0xmlqasJut9PY2EhnZyf3n3giM1pb+W1dnVmX6vP5zLReq8JyOp1m+vTp9PT0YLfbiUQiJhCFfDD7kVyOOXY7bfE4pyYS3Gq3Q2GfgHmeWmsCgQB2u52enh6am5t58803icViHHfccXQXWgHVh8OkbTZTHdlms5mp1ovDYZxas7GhgZmzZgHg2bGD15qbUUoRiUTI5XL09fURDodJpVJ0dHRQW1uL1lrWzQohxCS291TjK9ceVaKRCCGKWdnaZ2ZfPur7FB/PciwLCWbL1JNPPsnatWvp6enhxRdfBDBZ0nQ6DUA8HicYDFJVVUV/f3++yFEhGLT6vu7Zs8dMTe7o6DBtfgYGBkz/2UAgwAcef5yUy8UdtbV43G4SiQRut5t4PM5bb73FrFmzyGQyhB0O/uvcc3nhhRfQqRQ+nw+fz8euXbvwer10dnaacezZswe32006nSaTyeByuQYFswCLBwZYYLfj0Zo/FDLO1tpbyBe5shUC1Hnz5tHV1WUCZ6fTyeuvv07TtGkk7HaqAgEyfr/JVkciESoLWdsVkQgZ4AW3myqPh2RlJZ4dO0iccAIej4dkMonNZuOtt96iv7+fSCSC1+ulu7ubiooKdu3adQh+60IIIUYiUxWFGB9P75DCTmLym7BpxkqpnyulupVSG4u21Sml/qaU2lr4WVvYrpRSNyiltimlXlVKLZ+ocU0WPT09eDweU0Rp/vz5phqxFRB2dXVht9vNdGC32002m8XhcNDV1UVHRwcVFRWmnY3D4SASiZgsaTQaZdOmTSQ2bWLhyy/z5OLFqPp685gej8dUIbaylOl0mlwuh81mw+l0Ul9fTzabpbq6mlwuR6JQ1Mkak9aaRCJhCixZgfirQEwpjotGeXc8Tshm46lCoJ3JZHC73SSTSWKxGG632xRzShamJcdiMebMmZOfPp1M0uPz0ZxMEgqFiMViaK2x2WxUVeXLya+Mx9ni99OTTNLX30+wuZmq9nZyuRxer5dFixaRSqXMVO5kMkkymaS/v59AIMDGjfspKiTKyn/WreQ/61YO3ihTl4WYtD6aXcxHs4tLPQwhDltyDIpyN5FrZm8Dztpr21XA37XWC4C/Fy4DvBdYUDhdDtw0geOaFOLxOG63G19hCq1VuKmqqsoEhNdee60pcKS1pr+/n8bGRiorK2lpaaGvr8+sG4V8YaVQKEQmk2Hnzp3E43Gy2SynPvMMWikeOe44nE6nmS6cSqWIRqPU1NSYQDkSieD3+0mlUtTU1NDb20tbWxuVlZUMDAyQy+WoqKgY9FysFjg7d+40xayUw8ErbjfLo1FO6uriicpKVKGCsRUIK6VMNWaPx4NSCr/fT29vLxUVFezYsYPm5mai0Si77XamRSKmpY/V2zabzeIBVmrNM4VWRRs2bCAyezZVbW14PR6y2SxbtmwhHA5TV1dnAv7i9bcdHR1s2rTpEP32xYGa66xirlN6UgoxVUzHz3T8475fqXQsxOhM1DF4IKSIlBjKhAWzWut/AP17bV4H3F44fztwbtH2X+q8Z4AapVTzRI2t3P3oRz/C4/Hg8XjMNFlrHers2bNNAahdu3aZLGpPTw/9/f2EQiGi0Sjd3d3YbDY8Hg+JRAKtNbFYDIfDwdatWwkGg7jdblqcTt6xbRt/nzkT7/z5hMNhIpEIyWTSBNAej4d4PI7L5cLpdLJlyxZThVgpZdr8ZDIZamtrTQEoqyKxlT1Op9OmmFUmk+E5u50jQyGqkkn+UVuLzZZ/O4ZCIXp6esjlcoRCIcLhMIlEwrQQAgiHw/h8PjyFYHSXzUZzKkUoFMLr9Zqp1g6Hg9WAG3gsmyVe6Iu7p7YWTyxGVSJhgt7a2loT2Fqvvc1mywfLu3fzj3/849C+EcSYrY+1sT7WVuphCCHGySuqm1dU95juI//wCjF+DuQYFOJQOtTVjJu01nsK5zuBpsL5mcDuotu1FbbtQyl1uVLqBaXUCz09PRM30hJ6/PHHWbFiBR0dHfT15dczWNOEraxodXU1kM962mw2tNZUV1eTzWbp7u7G4XCQzWZpbW012Uan02n6yVqtc1Y99xyObJbfzZlDT0+PmSZsVfGtqqoyBZLa29vNfqqqqggGg6RSKTwej2nvk81m8Xg8pmVQJpMhFAqZQLjYy4Wsc0Ypnq6qMs8JMMGzy+Uy622tSsmZTIaGhgb8fj/xeJxoNEqb00l1Lkdd4TYej4dYLEYoFOJdQBZ4AojFYsyYMYPeadPyj/3qq6TTaeLxOG1tbfT09JgiVuFwmMrKSlN46vbbb0eUt9vDm7k9vLnUwxBCjJO/2Vr5m6211MMQ4rBV7sdg8SwLmWlxeCpZASittVZK6QO4383AzQArVqwY8/0ng76+Ppqamujq6jIBXiwWY/78+fT09OB2u03f02QySWdnJ36/n76+PpxOJzabjcrKSvr7+wkGg6Y3azAYRGtNKpWiv7+fOoeD0zZt4unmZmpWrmTLli2kUimzzrWiooJIJMJbb72Fw+Ggu7ub+vp6IpEIPT09VFVVkc1maW5uJlKY4huNRrHZbMTjcXw+H9ls1lyuqakZ9Dy3NzZCTw+v19fTm8mYjLMll8uZvrkDAwNUV1eTSCRMRtjlclFdXY3Wmp2FolFNiQSbcjl8Ph/BYJCKigreBbwE9KbTVHd2smnTJlyNjQDMicV4tb3dtP/JZrNEo1HTG9fhcODz+aisrOTpp5+e0N+7EEKIAzNSJvZAKqYKIYQof4c6mO1SSjVrrfcUphFb8xbagVlFt2spbDssWes058+fb6YRJ5NJfD4fnZ2dpo8sQGdnJ3V1dabqbywWI5PJEI/HcTgc9PX1kc1m6e3tNUWNotEouVyOc7u68KfT/KqlhVBHh5nm6/P5CIVCpqJxLpcjHA6jlCKXy5FMJtFak8lksNlspheszWYzgXZdoXVPKBQyLXJisdig5xlxu/njiSfylN2OszDeYqlUilQqRWMh8AyFQkyfPp1sNksikWBgYACbzcaWLVuor6uDzk6Ocrl4NZ2mvr4+P1U6FGIV8OPCa2i1Bwp4PKR8Pip27SJcU2MC8mQyiVLK9NYNhUKmMjTkKy1bLYPEJPTYdXDa10o9CiFEGZG2PUIIMXkd6mnGDwCXFs5fCtxftP2SQlXjVcBA0XTkw8q9995rqgUnEgkCgQCAyazGYrFBRZ0cDgdut5tgMEh/f7+Z9mutGU2n0zidTrLZLBUVFezZs4fOzk5UMskHW1t5qbGR3tmz2bNnj8nqWgWlQqEQ/f39phCT1Zs2GAyilDKFnqyiTtFolMrKStxuNw6Hg2QyicvlIpVK4XK58Hq95nk2NTXR1NTEb448ks3Tp5v1qsWs/rTWY8RiMWKxGF6vl97eXjONWCnFm4W1tNPicVOF2ePxsNpmwwM8DuY1CwaDRKJR+pua8OzYQSaTMT1329vbqaioMBWUrQJXbW1tg8YvhBBCCCHGj6x3FwdiIlvz3Ak8DSxUSrUppT4BfAtYq5TaCry7cBngQWAHsA24BfjsRI2r3P3qV7/iyCOPxO12s23bNpPNVEqZtaBWL1mA9vZ20uk0FRUVZi1sU1MTbrcbl8vFzJkzSSQS5HI5du3axfTp01kxMMAf2tupT6X46/Ll+P1+Ojs7TeXgcDiMy+UinU7j9XrN/q1WO9XV1dhsNkKhEPX19WZNrc/nI51O43A4SKfTpniSy+UiFAqZLDO8vQbYen6VlZX7zcymUimmT5+O1pp4PJ4PxpXC6XQSjUbzQWZ9PTGbjRXhMI12u+l7uyIaJQf8s7DPTCZDZWUlTqeTzvp6pvX10djYSH19vcn2plIpHA4H9fX1hMNhotEogUCA+vr6Cf/9TwVlv65dWvUIMSGe3tE36DQZrdp1M0/f+mVZfyeEEJPEhE0z1lp/eD9XnTHEbTXwuYkay2TS3d2N1+ulvr4em81mig45nU4yhXWlqrA+FDAFnax2Mi0tLaaCcFdXF36/n1dffZVEIoF/zx4u2biRE9raaLXZuGrhQnbW1rJr2zbsdrsp/pRMJgkEAmb6st/vp6urC4/HY7K81jh27NhhCk81NDRQWVnJm2++id/vp76+np6eHrLZLNOmTdsn8xqLxchms8yaNcsUnLL4/X4TJEejUVPoyeFwmGDTmo5dW1tLMpnkL9XVfCgQ4F1bt/Inj4d7Ozs5KRbjZaUYKEwNjkQiZvr0FpuNpfE41ek0waKCVdbrsGfPHnK5HMFgEEAys6NUynXt19WvPpQPJ4SYYB/PHguAhJVClIZ1DE604TKyo7nOWg9f/CWULBk4PJSsAJQYWn9/P/PmzaO3t5eGhgaTgbXZbKRSKdxut5kuC5i1sQ0NDQwMDKC1ZteuXdTV1eHz+ejt7SUdDnPuiy/y3k2bSCnFf3k8/K/bTYPDwcz+fnw+H8lkklAoRCAQGFQEymoN5Pf7iUQiuFwuU7nYKvY0MDBgsqzTp0+nqqoKv99vetYGAgGqq6sHFYByOBx0dnbS2NhILBajpqZmULCYy+VMdjcWixGPx/H7/aTTaTweD7lczqwPdjqdOJ1Orj3iCG5xufhwNMoHo1HOb88vu/5BUfAfDoeJxWK89tprZAp9bVOvvMIbXq9p/2Oz2dizZw/19fXEYjE6OztNhWaQdbPlbLqjPHrhCSHGRx3yJaIQpSTHoCh3EsyWkXvuuYeBgQGz1rR4imY0GqWpqYloNEokEsFms5HL5chmszgcDjo6OshkMvh8Pmpra/F6vbzyyitU9/byf//8Z+YGAjw+Zw7XuN2sf/NNGgrraXfv3o1Sirq6OlPp2MrSLliwAK21WZMbiURIp9PU1dXR2dmJ0+kkHA5TVVXFtGnTTNY0mUySTqfx+/1UVVURCATo6OgYNE3XGuu8efOw2Wy0tbWZwBmgqqqKUCiEw+GgsrKSdDptCmA1NzfT3d3NwMAADQ0N9PT0MG3aNCoqKthRVcX/tdu5Zf58Ttq5k7MSCX4ej5v9OhwO+vv7SSaTbHe7AWgJhXiqkMnu7++noqKCqqoqurq6zOuslDLrl0X5eii6E4Cz/EcMf0MpBCUOY0qpy4HLAWbPnl3i0QzveZUvn1GqdXRSHEoc7qxj8ETdXOKRCDG0Q10ASgzjZz/7GXV1ddjtdnK53D6tbHK5nCmkZK0/ffjhh9m1a5eZHtvd3U0ul6OtrY0Td+3icz//OdOiUb5/2mn8z5IlvNTZCbydoXQ6nabScDAYJBAIkC5UA1ZK0dbWZoouNTQ0mIAVMFOPq6qq0FqTy+WIx+PMnDkTm83GtGnTTDBsteixOJ3OQcHtscceS3Pz238oU6mUmVpdVehBa70uVgBuBdNOp9NMCXY4HCQSCfoSCf45fz5fXrCA14pew/7+fkKhEJlMhlRTEwmHg7quLurr6wmFQqYqczgcJhAI4C4EvOl0miOOGCFAEiV3d2Qrd0e2lnoYQpQ1rfXNWusVWusVVrX4cvW4bTeP23aPfEMhxISYzMeg9KA9PEhmtoxs2bIFu91OTU0NnZ2dJmi0JBIJsz7VYmVprbY1ra2tuIFzn3yS4x5/nO0NDfz4He/gtVCITKGYEeQzox6PJ7+W1u/H5/OZQlHTpk3D5XKxa9cu/H4/wWAQr9dLe3u7qZJsrVutrKykoqKCpqYmNm7cyIwZM8hkMrS2thKPx2lqamLPnj1mrJbKyko8Hg9KKWbMmEEqlcLv91NTU0MwGKSqqopwOExdXR2pVIpMJmP6vgYCARoaGoC3M60ej4dYLEYymTQBen19PdFo1DxPi9frpbGxkXQ2S1tFBdMDAYLBINls1gTkVoAeCoXM41hrZwFmzZrF7t2T84+7OLQksyNEaUhVVCGEmPokmC0jb731FosXL6a9vd1kGYtlMhm6u7tJFtrQWGbMmEE4HM73lE0kuPhXv+LI3btZv2wZP5s/n6TW1NfXmwwu5DOjlZWVpg2Q1ZvWyvpGIhE8Hg+NjY2ml2xtbS2dnZ309fXR2dlpKgw3NDSQSqVobm7G6XRit9vxer1kMhlqa2tNZeSuri4zZrvdzty5c6mrq6Oqqoo9e/bQ0NBARUUFyWQSh8NhpvdmMhlyuRy5XA673Y7D4cDlcjFjxgy6u7ux2+14PB4qKyvp7e3F7/cTi8Xo6elBKWUCdUsymSSVShGNRtnqcnFSJMLAwIDpi2u1HFJKmaneVVVVg75EaGtrG99fvpjUxvKNrxSnEGLyGu5Yl+NZlLvJUmV876JOQ12/v+vE4UeC2TLx+OOPA5hAzO12myyqxWqPY019tezevdsEjB9vbeXI3bv51RlncH9NDX6vl2BHBy6Xi+7ubnOfRCJBe3s7tbW1JmDMZrOkUikCgQCzZs3CZrPR29trMqQ2mw2Hw0F7e7s57/P5iEQiJJNJGhsbTUbV5/OZINvj8RCNRhkYGDCP39DQgM1mM0WuFixYQCAQwOPxmGC4srKS5uZmurq60Fqjtcbn86GUor29nSOPPNJklq2pwQ6HA6fTaQpgWdncYl2FacV9fX3s9Pl4b3c31WDaBHV3dw8qvmVRSknxJ2GMx5Ql+cdYCCGEEOLASTBbJtasWWPOWz1blyxZwvr16812qzBRX9/gb9asTO1Ru3bx7hdf5J+LFvFwczM1bjetra3mdsVrViEfnAWDQTweD6FQiFAohMvlwu12k0wmUUoxbdo0k/EcGBggkUhQU1NDJpNh5syZVFVV0djYaLK01tpZq2BUKpWioaFhnzG3tLTg9/uZPn26yYo2NTVRVVVFW1sbyWQSr9eLUoqKigoqKirw+XxmPXAqlaK1tRW73U51dbXpcRsIBIjH49TV1Zk1u3tPB3a73bS3t+cLRnk8AMyJx/lb4csDl8uFx+MhHA6b+3R3d3PcccdJMHsYk/U2QkxNMh1ZiPJ0IO16hsvqysyoqUmC2TKybNkywuEwWmszvdfidDrNVNni1jwW1dPDJ//5Tzqqqvjp0Ufj9/mw2+0Eg0F8Pp9pcVOspqaG7u5uent7cTgczJw5k1AoRC6XM9OGGxsbaWhowOl04vP58Pl8hEIh4vE4lZWVNDQ0cMwxx5DJZGhqajKFk3w+H9OnT2fTpk00NDTw5ptvmsetq6ujsbHR7DsQCLBw4UJ0YTq01hqlFM3NzaYgE+QLYDU2NtLd3c306dNpamqip6cHrTXt7e34/fm2LDNmzKClpQWbzYbP59unP2xtbS12u53u7m7eLEwpnp9KEYvFTCVna+o15LPIvb29JuNrtSaSwLb8fK/h1BFvY02zeiaT/1Ar/kArp4B1LFnbsYx7tM/3YB5juP0IMRafyi4d1/0V/wM83DTF0d5OiKluvI9BIcabBLNlwMqA2u12AoEAFRUVtLS0sGnTJnObmpoaotEooVDIrHW11nPGIhG++OST+FMpvrZ8OQPpNJ5slm3btlFbW2um4u6dHe3v7zfVkdPpNEop+vr6qKuro6KiwhRpisfjuN1u6uvrSafTzJ49m66uLurq6pg9ezZOp5Pp06ebNbZ2u50XXniBhoYGlixZwuuvvz7ocadNm8aMGTM4+eSTCQQCZh9z5sxh1qxZZDIZMpmMWT/s8XhwOBym6NK0adPw+/309/fj9/upqKigvr6etrY2GhoaaG5uNtOgY7EYjY2NvPXWW+bLgK1bt9LS0oJSiv6qKlJ2O0dYU7qzWS602/nUzp10aM2/ezx4q6pMD9ra2loTzIryU2v3DLl9uHVC5RTAjtbBjPlQP9/hvgmXb8nFSCpxlXoIoybvZ1Fyj1037rucTMfgUPaXqZXijFOHBLMl9oEPfACAI488kmAwSDgcNoWNigsOhUIhU2gJoL6+3gSzZ735Jit6evjJsceyxe2m1uViYGCAYDCIw+HA4/Fgs9n2KRyVyWRwOp243W6qq6tJp9N4vV6mT5+Oz+ejsrISpRR2u526ujrzeLt378btdpsMqt1uN9lfAJ/PR2NjI9FolGnTprFlyxbTNxZgwYIFeDwe08e1oqICj8dDX18fy5Yt4+677+aII47giCOOYPfu3djtdhYsWEAsFkMpRU1NDV1dXcRiMerr62lubqaqqora2lreeustWlpaqK+vp7W1lcrKSlOBubgIlMmo2u301NYyr6+PLwH/BhyRzbLTZuPkXI53pNNcZbfzN5+PWCxGU1MTW7dK65dydV9kBwBN3dUlHsnkNxFB73D7PNDsspjanlLtAJysZ5Z4JGMj/yiLqWKyHoPi8CHBbIn96U9/Yvbs2dhsNrTWRKNRU2TpqaeeMrezgq9UKkUqlSIej+ME3gNc+NJLPDdzJr9vaiKXTqO1NutbtdZUVlZSW1u7z2N7PB5TdXhgYMD0tk2n01RXV1NbW2uqE/f29lJdXU08HieXy+F0OqmpqWHmzJksWLAApRSVlZW4XC5mzpzJn/70J+x2O5FIhMbGRqqrq00w29DQwIIFC6irq2PmzJk4HA6qqqrYtWsXc+fOxefzMXfuXBobG3G73YRCIWpqasjlcsybN8+sxZ05c6ZZexsKhfD7/TQ3NzNnzhzmzJmDUoqBgQFmzZrFUUcdZTKqxeNyu93s9Ps5eedOvgusB66urGTrwoXM3LOHG7q6+MW2bXy7vp673G4cDgdNTU2mMrNMNR5HY/xGeahs66/s+ensX2bluAxJlCcJfA8fT9kK/0hny+sf6aHW6w01Hfnt2/3PBI9IiIlRrsegEBYJZkvIqrLr8/lYsGAB27dvp66ujoGBAZYsWWJuV12dzzL19fZyak0N70gmWR2LsRqoAHp8Pr45bx7KZqO2thatNYlEgra2Npqbm5kxYwaVlZX7PL7dbicWi5HNZqmpqeHII4+kq6sLv9/PjBkzaGxsZNmyZWQyGUKhEJFIxPR57enp4cQTT6S2thaHwzGo0jDk16XOmDGD3t5eU8DJMmfOHKqrq1m0aBF2u51kMondbqe+vp5cLkd1dTUej4fp06ezZs0a7rzzTnbt2kV1dbWZ+tzf38+0adNMEavZs2eTSCTo7+/HZrOxY8cOli1bRmtrK62trcycOXPQ866qqqKyspJQKMSdNTW8uHMnPwe2V1XR1NTE/MZGtqfTfPqII/jq5s1c3dvL6nSaPy5fTjAYHNRmSBwak6WlgCgvMvVTlAOpXC5E6Y3U8kdMTmUVzCqlzgJ+CNiBn2mtv1XiIU2obDaL3W5n1qxZplpwS0sLdrvdrG91AOf4/ZwWCnFGKsXsQhC13W7nTpeLB1Mpas86i1goxEAwSDAYZNasWQSDQZxOJxUVFdjt9kHrb6dPn044HKayspJYLIbX62X+/PmkUik8Hg+1tbXU19ezcOFCKioqUErR0NCA3W6nra2NQCBgsq2LFy82xaHi8ThVVVUopTjyyCPJ5XKsXLmS+++/n5qaGvP4CxYs4Oijj8Zms5nKzdb04WQyidvtNgF4S0uLWfPr9/tpaWnhzTffxOPx4HQ6zesUDoeZPXs2qVSKuro6ZsyYYda41tTUkEqlWLBgAVu3bqWvr4+jjjoKpRS5XI7Xamr4cWFsMysrmTdvHg6Hg8rKShatWsV3Gxt5fdMmPrF1Kyf/7nc8sHAhX58+ne2dnYBkZ4UQh4EJWItXamOtYixVj8VkJF8Ej4588Tl5lU0wq5SyAzcCa4E24Hml1ANa6zdKO7KJYWUwreq9M2bMIB6P4+rrY7nTyZKeHi4HzgJqOzpI2Gw8ardz24wZPAwkp01j9+7d+QzhvfeyZMkSqqqqCAQCtLe309rais/nw+/3093dzcsvvwyA1+tl5syZ7N69m3Q6TSKRYP78+aZyb2NjI4sWLeKoo46iqamJxsZGAoEAlZWVZqpvX18fLS0tLF++HL/fTzabJZvNUldXZyotr169mmeeeYYZM2Zw+umns2PHDvPcFy9eTCKRwOfzmaJSVsGmqqoq7HY7J510EvPnz2f27NkcccQRJBIJjj76aAYGBpg7dy79/f3s2bMHr9fLypUricVi5HI5IpEIzc3NNDU1mbZAwWCQhQsXsn37drPe1arY7PF4BvWTXbRoEbNmzcLr9ZJKpUin05xy6qnc3t3N35Tiv7JZLnz1Vd4F/BfwMyCNBLSTldV4XRqwCyEO1mjbiAxViMa6fvW8ejjtaxMzQDG1TcEvnA6GfPl0+CibYBZYCWzTWu8AUErdBawDDjyYve8+KOoVWk4+DUwDFqZSzHn9dbxPPcW1QGN/v7lNO/Bnh4PIu9/NSw0N/Pmxx4hHIpxyyinMnj2biooKM901k8mQTCZJp9Ns3ryZcDjMvHnzmD17NplMxtxu4cKFHHnkkaTTaV599VUWLFjA7NmzWbhwIW1tbezcuZMjjzySd77znXg8HmKxmMmWJhIJZsyYgVIKv9+P0+lEKWWmQafTaVNsavny5Tz88MPU19ezfPly1q1bx1//+lcgX+zKaqOTzWbNfQAqKytxu93MmTOHyspKstksF110Ed/61rdYtWoVixYtYufOncTjcUKhEKtWrcLtdmOz2di+fTuVlZXMnDnTrP0NBoPMmTMHj8dDJBLhL3/5C4DJgsfjcTZv3gzkK0bX1NRQVVVFf+H3UFNTQ2dnJ9OmTWP9li0s7utjNfCb2bP53127uArY09BAayLBdUrRBfzgtttgr56+B+X882Gv9kKHC/lGWYwnKcoz/uQYHV9P7+gzbcNA3qNClIJ8Vkwu5RTMzgR2F11uA07a+0ZKqcuBywFmz5497A63fPCDlOvb76bCz95gkO5gkC7gBeA14NXCz37g1FWrqHe7cSYSzJs3j3/+859s3Lhx0LRhwARkxV555RVeeeUVc7mmpoa6ujrC4bCZ9nviiScyffp001+2urqao48+mu7ubpRSJJNJs4bWmpY7MDDAqlWrsNvtaK1NZtPlert8u9frRSnFnXfeSS6XIx6Pm+tcLpfJ4GqtB91PKcUll1xCY2MjWmu01px++un89re/JRQK8corr5DNZk3fXZvNZtoLaa1ZtmwZyWSSzs5O0uk0gUDAZEwXL17MN7/5Tf7v//2/bN68eZ/XLJPJ8OSTT/Lkk08yMDBATU0Nvb29eDwe0uk0fX19zJ8/n2/deit7HA46//pXuv/rv2jp7eVU4DzACXDZZaN5C4zee94ztYPZx64bt0zEFdkTxnwf69tbyc4KUX4O5JieSuSfalFqh/sxCDIFudyVUzA7Klrrm4GbAVasWDHsvM6jdu6EQtBUdrxeaGykwemkATgGOK3UYxqlGTNmmPNKKZxO55C3u+aaawZd/s///M9R7f/zn//8Ptt+97vfjXi/888/f8TbfOADH+BrXxunKVwnnwzf+Mbbl3M5CAYhEBif/Vvq68d3f1OYG3uphyAmEfkHpfzJMT2YvGfFoTZZjsGxTCseTSEo6U87eZRTMNsOzCq63FLYduBGyNwKMa5sNqiry59ESaxXuwBYo+XYF2IqKIdjerzX3o3X/kZdIdlaSylrccUBKIdjsJzJF0ylV07B7PPAAqXUXPJB7EXAR0o7JCHEoXSw6+9esOUrTK/JjvyhK8UhRDH5tr08jeWYnspG29d2f4rX4sp7e2ob73XsU+UYHOoY2t//AbLkaHIpm2BWa51RSn0e+Cv51jw/11q/XuJhCSGEOAzJt+1iMit+/67a1bff60De30KMF+knXRplE8wCaK0fBB4s9TiEEMIyXGEoKRolDjdSvbh8DJetHe3Mk1W7bubpWwffd3/kn3FxuBhNm62xfvbLl0gTp6yCWSHE4cea/rZ39kCIcnG4/xOS74Mqx+ehcqD/LBffdzwef+8xSNapfMkxOvnI8TR+JJgVQgghxkCmIAsx2HD/mI+FHE9CyPE0VsrqwTkZKaV6gJ0j3KwB6D0Ew5kok3n8k3nsMHnGf4TWurHUg7AU94IGFgJv7uemk+X1HcpkHjtM7vFPxrFP1mMUyvP1LrcxyXhGVm5j2ns8coyWN3mOU8eBPs/9HqOTOpgdDaXUC1rrFaUex4GazOOfzGOHyT/+cjeZX9/JPHaY3OOfzGOfjMrx9S63Mcl4RlZuYyq38RyMqfRc9kee49QxEc/TNp47E0IIIYQQQgghDgUJZoUQQgghhBBCTDqHQzB78KX9Smsyj38yjx0m//jL3WR+fSfz2GFyj38yj30yKsfXu9zGJOMZWbmNqdzGczCm0nPZH3mOU8e4P88pv2ZWCCGEEEIIIcTUczhkZoUQQgghhBBCTDFTNphVSp2llHpTKbVNKXVVqcczEqXUz5VS3UqpjUXb6pRSf1NKbS38rC3lGIejlJqllHpMKfWGUup1pdQXCtvL/jkopTxKqeeUUq8Uxv6Nwva5SqlnC++hu5VSrlKPdaoo1+NTKdWqlHpNKfWyUuqFwrYh38Mq74bCc3hVKbW8aD+XFm6/VSl16QSNddR/Mw5krEqpEwqvxbbCfdUEj/0apVR74bV/WSn1vqLrvlYYx5tKqTOLtg/5PpJjd3yU4jgd62fJcO/tcR6XXSn1klLqT4XLQ77HlFLuwuVthevnTNB4apRS9yilNiulNimlVpfyNVJKXVn4fW1USt2p8p+rh/Q1mui/ieWmFMfnoaLG8Fk8WYzX+7Oc7ec5jvmzfcy01lPuBNiB7cA8wAW8AhxT6nGNMOZ3AsuBjUXbrgeuKpy/Cvh2qcc5zPibgeWF85XAFuCYyfAcAAVUFM47gWeBVcBvgYsK238CfKbUY50Kp3I+PoFWoGGvbUO+h4H3AX8pvH9WAc8WttcBOwo/awvnaydgrKP+m3EgYwWeK9xWFe773gke+zXAl4e47TGF94gbmFt479iHex/JsTsuv6OSHKdj/SzZ33t7Asb1JeA3wJ+Ge48BnwV+Ujh/EXD3BI3nduBfC+ddQE2pXiNgJvAW4C16bS471K/Rfv6ulOXf73F4rmX7OTpOz6+VUX4WT5bTeLw/y/20n+d4DWP4bD+Qx52qmdmVwDat9Q6tdQq4C1hX4jENS2v9D6B/r83ryH9gUfh57qEc01horfdorV8snA8Dm8h/wJX9c9B5kcJFZ+GkgdOBewrby3Lsk9RkOz739x5eB/yy8P55BqhRSjUDZwJ/01r3a60DwN+As8Z7UGP8mzGmsRauq9JaP6Pznzq/ZBzf//sZ+/6sA+7SWie11m8B28i/h4Z8HymlFHLsjoeSHKcH8Fmyv/f2uFFKtQDvB35WuDzce6x4nPcAZxRuP57jqSb/T+OtAFrrlNY6SAlfI8ABeJVSDsAH7OEQv0YT+TfxYMc2ASbb5+h4KPv/J4czTu/PsjZOn+1jNlWD2ZnA7qLLbYVtk02T1npP4Xwn0FTKwYxWYcrQMvIZzknxHFR+CtnLQDf5D6/tQFBrnSncZLK+h8pROR+fGnhYKbVBKXV5Ydv+3sP7ex6lfH7jNdaZhfN7b59ony9Mqfp50RSysY69Hjl2x0PJj9NRfpYcinH+APgPIFe4PNx7zIyncP1A4fbjaS7QA/xC5ac+/0wp5adEr5HWuh34H2AX+SB2ANhAaV8jy2T6+z0Wk2WcB2osn8WTWSn/rh1KY/lsH7OpGsxOOYXsSNmXnlZKVQD3Al/UWoeKryvn56C1zmqtlwIt5L8ZWlTaEYkSOVVrvRx4L/A5pdQ7i68s5/fw3ibTWAtuAo4ElpL/h/i7JR2NKKly+SxRSp0NdGutNxyKxxslB/mpfDdprZcBUfJTFI1D/BrVks+yzAVmAH7KMJs5Cf8mHs6mzGfxaE3F51Qw4Z/tUzWYbQdmFV1uKWybbLqsaQWFn90lHs+wlFJO8v983KG1/n1h86R6DoWpWo8Bq8lP63AUrpqs76FyVLbHZyHDgNa6G/gD+S829vce3t/zKOXzG6+xthfO7719wmituwpfKuWAW3h7utFYx96HHLvjoWTv4zF+lkz0OE8BzlFKtZKfynk68EP2/x4z4ylcX03+PTme2oA2rfWzhcv3kA9uS/UavRt4S2vdo7VOA78n/7qV8jWyTKa/32MxWcZ5QMb4WTyZleqYPWQO4LN9zKZqMPs8sEDlK+m5yBcYeKDEYzoQDwBWJb1LgftLOJZhFda73Aps0lp/r+iqsn8OSqlGpVRN4bwXWEt+ndZjwPmFm5Xl2Cepsjw+lVJ+pVSldR54D7CR/b+HHwAuKVQdXAUMFKYL/RV4j1KqtpCxeE9h26EwLmMtXBdSSq0qHNuXMMHv/73WA32Q/Gtvjf0ila+AOhdYQL441ZDvo8K323LsHrySHKcH8Fmyv/f2uNBaf01r3aK1nkP+NXhUa30x+3+PFY/z/MLtxzXborXuBHYrpRYWNp0BvEGJXiPy04tXKaV8hd+fNZ6SvUZFJtPf77Eoy8/R8XAAn8WTWamO2UPmAD7bx06XQfWriTiRrwS2hfzax6+XejyjGO+d5NPvafLfun6C/BqSvwNbgUeAulKPc5jxn0p+esSrwMuF0/smw3MAjgNeKox9I/Cfhe3zCgfWNuB3gLvUY50qp3I8Pgu/71cKp9etce3vPUy+yuCNhefwGrCiaF8fL7xvtgEfm6DxjvpvxoGMFVhROB62Az8G1ASP/VeFsb1K/kOuuej2Xy+M402Kqirv730kx+64/Z4O+XE61s+S4d7bEzC2NbxdzXjI9xjgKVzeVrh+3gSNZSnwQuF1uo985d2SvUbAN4DNhb8ZvyJfofSQvkb7+btSln+/x+n5lt3n6Dg9rzF9Fk+W03i9P8v5tJ/nOObP9rGeVGFnQgghhBBCCCHEpDFVpxkLIYQQQgghhJjCJJgVQgghhBBCCDHpSDArhBBCCCGEEGLSkWBWCCGEEEIIIcSkI8GsEEIIIYQQQohJR4JZsQ+lVGSvy5cppX5cqvEIcbhQSn1dKfW6UupVpdTLSqmTJuhxvqSU2qyUek0p9YpS6ntKKWfhulalVEPRbdcopf5UOC9/C8QhoZTSSqlfF112KKV6rPfiAezvHKXUVeM3wjE//q2FY+1VpdQ9SqmKwna3UupupdQ2pdSzSqk5B/k4T43x9rcppd4q/L15RSl1xsE8vhBDGe/jeQyP+99Fn6cPK6VmFLYrpdQNhePuVaXU8oN8nAeVUjVjuP01Sqn2wrjeUEp9+GAe/3Anwaw4ZJRSjlKPQYhypZRaDZwNLNdaHwe8G9g9AY/zafJN6FdprY8FTgS6Ae94P5YQByEKLFFKWe/LtUD7ge5Ma/2A1vpb4zKyA3Ol1vr4wrG9C/h8YfsngIDWej7wfeDbB/MgWuuTD+BuX9FaLwW+CPzkYB5fiP0Y1+N5DL6jtT6u8P7+E/Cfhe3vBRYUTpcDNx3Mg2it36e1Do7xbt8vjGsd8FPrC2UxdhLMijFRSs1RSj1a+Cbr70qp2YXttymlzi+6XaTwc41S6p9KqQeAN0o0bCEmg2agV2udBNBa92qtO2BwtlQptUIptb5w/hql1O2FY2ynUuo8pdT1hYzrQ/v5cPw68Bnrg1drndJaf0trHToEz1GIsXgQeH/h/IeBO60rlFIrlVJPK6VeUko9pZRaWNh+pVLq54XzxyqlNiqlfMWzCgqfVzcppZ5RSu0ofE79XCm1SSl1W9FjRIrOn29dN9r7F7OOL6WUIv/FkS5ctQ64vXD+HuCMwm0GUUqtV0p9Xyn1QuFxTlRK/V4ptVUpde3eYy6MaX0hC7xZKXXHUPvdy9PAzKJ93aeU2qDys0UuL34MpdR3CtsfKfwu1hdei3MKt7lMKXV/YftWpdT/b4THFlPfcMezv3AMPVc4ptcVts8pfL69WDidXNg+qvf3Xp9rfgYfd7/Uec8ANUqp5r3vP4a/Fa1KqYbCeDcppW4pHB8Pq7cD+CFprbcCMaC2sK+bCsf560qpb+z1GNepfDb3BaXUcqXUX5VS21X+S2rrdfmHUurPSqk3lVI/UUpN+Vhvyj9BcUC8hYPlZaXUy8B/FV33I+D2wrfLdwA3jGJ/y4EvaK2PGv+hCjFlPAzMUkptUUr9r1LqXaO835HA6cA5wK+BxwoZ1zhv/+MAgFKqCqjQWr81wj4fKzr+fzaWJyHEOLoLuEgp5QGOA54tum4z8A6t9TLy2ZZvFrb/EJivlPog8AvgU1rr2BD7rgVWA1cCD5DPii4GjlVKLR3F2MZ8f6XUL4BOYBH5z1LIB4+7AbTWGWAAqN/PY6a01ivIZ0/vBz4HLAEuU0oNdZ9l5LOtxwDzgFNGeE5nAfcVXf641voEYAXwb0WP4Qce1VovBsLAteQzbR9k8P8LK4EPkf/dXaCUWjHC44upbbjj+evk31MrgdOA7yil/ORnDa3VWi8HLmTw/5yjen8rpf6fUmo3cDFvZ2bNcVfQRtEXOXsZ67G+ALixcHwEyR8D+6XyU5y3aq27C5u+XjjOjwPepZQ6rujmuwrZ3H8CtwHnA6uAbxTdZiVwBfnX5UjgvOEefyqQYFYMJa61XmqdePvgh/wB/ZvC+V8Bp45if8+N4p9nIQ5rWusIcAL5KU89wN3q/9/O/YVIVYZxHP8+ReGFuFAXQaQkKCUEFkTUTRRRghQVRn+IzKUuDDIItASDqCWKCAyKvBCTqCAQizYqpYs0MtKs1FHWZFEDRRaxkKzY1H26eJ7TnN1mdveMw7qz/j43e+bMnDnvDuf9/7yv2ZJxXPqlu58GasDFwKY8XwOuHu1CM1uQndbDxYh3ur2U/5+s9I+ItIm77yGe4UeIWZ2yLmCDme2l3rjE3YeAJUT9tNXdtzX5+s/c3Yl8MuDutbx2H2Pkm1avd/du4Eqgj2iYV9Wbf2vAPnc/lpEcB4GZDT6/w92PZLp2NUsX0XE4QNTt5TDnZ8xsN/B9fv/cPP8Pw8uZraUyqHyPr9z9hLv/DXzM+NoLMkWNkZ/vAlbmAOoWYBowC7gEWGtmNWAD0UErjOv5dvdV7j6TmIB5utFnxlA1rx9y9115/GOzdAHPmtk+olP/Sun8g2b2E/AzUa6V/+dyGbDd3f9w9+PAoNXX7O5w94PufpaY/Z7y+U6dWWmXM+TzlCENl5be+/O8pEikw7j7WXff4u4vEpVuMaL7X/4iKvmyIix5CDidlS7AEDBsnXqGXJ0ys9n5enN2WPcyPM+KTBa9wBuUQhJTDxGFcB1wD8PzxVzgFNFxbGYw/w6VjovXRb7x0vmG+W6M6/8nG5gfUc/bR8mOqMW+El3ACTNbnwNN5UZ/1XuWP3N2lHStyMip54EiRPs2Yt3+Le4+n2hYF7/ByHKmXAaV71H+/Rq9lgtPs/xswKLSRMosd+8jZkMHgPlEhEC5nhrv8134kAb5Ll0FHM1Z3CIqaeR92p3vVufs7SJgnZlNy7p5OXBHRkB+zvCyp2q51ej1lKPOrFT1HfBwHj9KhDoAHCZmlSDCHbWQXaQCM7vGzOaWTl0P/JrHh6nnr1FDlsbhVWBNMYqb64xGNtRFJot3gZfcvTbifBf1DWSWFCfNrIsIRbwVuNxKezm0YMDM5uUA7f2tfomFOcUxUUfuz7d7gcfz+AEi1NLdvTsb9QvPIf1VvQ1cZGYLiN/3d3f/y8yuJUIZq7rTzC7LNYP3Ac1myeXC0Sw/bwaWFetezeyGPN8FHMuBkseI6KNxG1Gn3svwfLc48+bNwMmMdFhVikqaEO7eC+wkyoEZxATQSTO7gtioqqqbzGx2llsPAd+2LbGTlHaXlaqWAevNbAURCtmd59cCn2ZI0iY0GytS1XTgrexkngH6iZBjiPUw68yshwjBOhdriDVv281skJjB2kbMvIhMKu5+hMZ7M7wOvGdmLxCzF4XVxHq1A2b2BLH++5sWb7+S2AH1ONHYnN7i91imdUYe7waeyvfWAe+bWT/wG/XB4gnn7m6xmdRzwEJgqZn1Ab8QocZV7QA2ErNeH7j7zrYlVjrSKPm5B3gT2JOdsEPE7v7vABvNbDGttS1fs9gcbogYHF6a578gnvF+YvOl7saXT5iXiTD/eURdvJ9Y09vKANAPxMDUHOBr4JM2pXHSsnqkiIiIiIjIucn1/je6eytrFEWkBbk8YLm7332ekzKhFGYsIiIiIiIiHUczsyIiIiIiItJxNDMrIiIiIiIiHUedWREREREREek46syKiIiIiIhIx1FnVkRERERERDqOOrMiIiIiIiLScdSZFRERERERkY7zLyJGk8750MNHAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x216 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 1000\n", "all_max, all_sum, all_max_diff, all_mean_diff = SolarGan.calc_features(real_data[:, I1:])\n", " \n", "for I in range(0, len(test_data), 4):\n", " test_features = np.tile(np.expand_dims(test_data[I, 0:I1], axis=1), N).T\n", " generated = generator.predict(test_features)\n", "\n", " gen_max, gen_sum, gen_max_diff, gen_mean_diff = SolarGan.calc_features(generated)\n", " real_max, real_sum, real_max_diff, real_mean_diff = SolarGan.calc_features(np.expand_dims(test_data[I, I1:], axis=0))\n", "\n", " fig = plt.figure(figsize=(16, 3))\n", " ax1 = fig.add_subplot(141)\n", " ax2 = fig.add_subplot(142)\n", " ax3 = fig.add_subplot(143)\n", " ax4 = fig.add_subplot(144)\n", "\n", " for i in range(0, N):\n", " a, = ax1.plot(generated[i, 10:], c='k', alpha=0.1, linewidth=0.2)\n", " b, = ax1.plot(test_data[I, I1 + 10:], c='r')\n", " ax1.legend([a, b], ['Gen Ensemble', 'Real Day'], loc=2)\n", " ax1.set_xlabel('Hour')\n", " ax1.set_ylabel('GHI (W/m2)')\n", "\n", " counts = ax2.hist(all_sum, bins=50, density=True, alpha=0.5)[0]\n", " counts = ax2.hist(gen_sum, bins=50, density=True, alpha=0.5)[0]\n", " ax2.plot([real_sum, real_sum], [0, counts.max()], '--')\n", " ax2.set_xlabel('Sum GHI')\n", " ax2.set_yticklabels([])\n", "\n", " counts = ax3.hist(all_max_diff, bins=50, density=True, alpha=0.5)[0]\n", " counts = ax3.hist(gen_max_diff, bins=50, density=True, alpha=0.5)[0]\n", " ax3.plot([real_max_diff, real_max_diff], [0, counts.max()], '--')\n", " ax3.set_xlabel('Maximum 30-min Ramp')\n", " ax3.set_yticklabels([])\n", "\n", " counts = ax4.hist(all_mean_diff, bins=50, density=True, alpha=0.5)[0]\n", " counts = ax4.hist(gen_mean_diff, bins=50, density=True, alpha=0.5)[0]\n", " ax4.plot([real_mean_diff, real_mean_diff], [0, counts.max()], '--')\n", " ax4.set_xlabel('Mean 30-min Ramp')\n", " ax4.legend(['Real Day', 'All Observed', 'Gen Ensemble'])\n", " ax4.set_yticklabels([])\n", "\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test data evaluation 2\n", "Here we see single synthetically generated profiles generated from the conditioning features of a single real day." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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kp6fz66+/MmjQIL3FY8rWRSXh17IRHZo7GjqUSinqmtl8Ql29mxuV3Gto9OjReHh40KlTJx5//HFCQkJwcqpZze433niDgIAA/P396dGjB4GBgfTs2RNvb286derESy+9REhISJXOWVafe2JiIu+++y6nTp0iJCSkxJDHBQsW4OfnR2BgIAsWLGD58uUAuLi4MGfOHMLCwggLC2Pu3Lm4uLgAMGPGDDw8PLh9+zYeHh689dZbNfosTMn55JscT8w0+hupxbVqYkeAu5NK7mZIGEN9iS5dush7uztOnz6tu1I0dtnZ2Tg4OJCamkrXrl3Zu3cvzZsb5/hmU2BK3/vi3v/fGb7YdYkDsx7EzbGBocOptMV/XOS9LWfYPaMvni7GNZtWKZ8Q4kixNTZKUFfuejBs2DCCgoJ44IEHmDNnjkrs9VBBoeSnqCT6tHczqcQOqmvGXFW25K9hbZkJ107o95zNA+Ah/cwSrW4/+7vvvqtb9KPI2LFjmT17th6iUurSgUupXM3MYfZQ0/uLw9PFjs4eTvxy4irP9DG+cglK9ZhGcjdTs2fPVoncTPx4NBFHWyv6d2xW8cFGaGhAC/695QwJabdV14yZMI3krqcrbKXmnnrqKX7++WeaNm1KTEyMbvsPP/zAW2+9xenTpzl06JBuVFFqaipjxozh8OHDTJo0ic8++8xQodeaW7n5/C/mGiODWmJrbRx126tqiDa5/3LiKs+qq3ezoPrcTVRlx6/r26RJk0pdhcrf359169bpyiUUsbW15Z///GelZ+eaov/FXOP23QKTGdteGk8XOwI91IQmc6KSew3t3LmTPn36MHLkSHx8fJg5cyarVq2ia9euBAQEcPHiRUCzRF94eDjBwcH079+f5ORkAKZPn868efMATc2W3r17l5isVNykSZN49tlnCQ8PZ8aMGRw6dIju3bsTHBxMjx49OHv2LKCpQ/Pwww8zYMAAvLy8+Oyzz/joo48IDg6mW7dupKWlARAREcH06dMJCgrC39+/UmPne/furRv2WFzHjh3p0KHDfdvt7e3p1asXtra2lfg0TdPWk9do6WRLaOvGhg6lRoYEtOBEUibxqWpCkzlQyV0Pjh07xuLFizl9+jQrV67k3LlzHDp0iClTprBw4UIAevXqxYEDB4iKiuLRRx/lgw8+AODf//43a9asYceOHbz00kt8/fXXWFiU/W1JTExk3759fPTRR/j6+rJ7926ioqKYN28ef//733XHxcTEsG7dOg4fPszs2bOxs7MjKiqK7t2788033+iOu337NtHR0fzf//0fTz31FACRkZG6CpBK+fIKCtl/MZU+Hdx0s4RN1RDtqJlf1KgZs2Aafe5GLiwsTFcJsU2bNgwcOBDQ1HnZsWMHoEnK48aN4+rVq9y9exdvb29AU5Vx6dKl9O7dm48//pg2bcrv7xw7diyWlpp+3czMTCZOnMj58+cRQpCXl6c7rm/fvjg6OuLo6IiTkxPDhw/XxXT8+HHdcePHjwc0V+RZWVlkZGTQpUuXErXblbIdS8jgZm4+vdu5GTqUGvN0sSPQ05nNJ64a5SIjStWoK/dKqKi2TFH9FSi7tsuLL77ItGnTOHHiBEuWLClRG+bEiRM0adKEK1cqXjjB3t5e93jOnDn07duXmJgYNm3aVOKclYkJuO9q09SvPuvarvM3sBDQo42roUPRi6EBzVXXjJlQyb0SyqstU1mZmZm64lrFVy6Ki4vjP//5D1FRUWzZsoWDBw9W65xFpQGqas2aNYCmuqWTk1ONSyfUN7vPpxDo6YyTnXEuylFVqmvGfKjkXkfeeustxo4dS2hoKK6umqs8KSWTJ09m/vz5tGzZkmXLljFlypQSV+DlmTFjBrNmzSI4OLjao2dsbW0JDg7m2WefZdmyZUD5fe7jx4+ne/funD17Fg8PD91r1q9fj4eHB/v372fo0KElCol5eXnx6quvsnz5cjw8PDh16lS1YjU2mbfzOJaQwQNm0CVTxKOxZtTM1pNqhSZTp2rL1GMRERHMnz+/2n+N1BZT+d5vPnGV51cd5cfnuhPa+v4RRKbqo23n+Oz380TNHYhTQ/P4i8RcqdoyilILdp9PwbGBFYEezoYORa96tXWlUML+i6mGDkWpATVaxgjVVc0ZfdSer6+klOw6d4MebZsY/YpLVRXk6YydjSV7L9xgsL8qgmeqVHI3QqrmjPG7fOMWSRl3zHLIoI2VBeHeLuy9cMPQoSg1YF6XHIpSR3adSwEwi/HtpenZ1pVL2l9gimlSyV3RizNnztC9e3caNGhwXx2ZjIwMxowZg6+vLx07dmT//v0GilJ/dp+/gVcTO1o1Mc8Kir3aaUZ0qat301Xp5C6EsBRCRAkhftY+9xZCHBRCXBBCrBFC2Gi3N9A+v6Dd71VLsStlKCgoqPM2XVxcWLBgAa+//vp9+6ZPn87gwYM5c+YMx44dM4mRMOW5m1/I/kupZjUE8l4dmjni6tBAJXcTVpUr9+nA6WLP3wc+llK2BdKBydrtk4F07faPtceZrcoWDktJSWH06NG6dUf37t0LUG7xr1GjRjF48GDatWvHjBkzyo3DwcGB1157jcDAQPbv38+8efMICwvD39+fqVOnUjTkNSIigldeeYUuXbrQsWNHDh8+zKhRo2jXrh1vvvkmALGxsfj6+jJhwgQ6duzImDFjuH27/BmLTZs2JSwsDGvrkkPnMjMz2bVrF5Mna/572NjY4OzsXLUP2cgcjU/n9t0CHmhnHrNSSyOEoFfbJuy9cIPCQsMPl1aqQUpZ4T/AA9gO9AN+BgRwA7DS7u8ObNU+3gp01z620h4nyjt/aGiovNepU6fu22aMduzYIZ2cnOSVK1dkTk6ObNmypZw7d66UUspPPvlETp8+XUop5fjx4+Xu3bullFLGxcVJX19fKaWUmZmZMi8vT0op5bZt2+SoUaOklFJ+/fXX0tvbW2ZkZMg7d+7IVq1ayfj4+DLjAOSaNWt0z1NTU3WPH3/8cblx40YppZR9+vSRM2bM0MXXokULXezu7u7yxo0b8vLlyxKQe/bskVJK+eSTT8oPP/xQSinlnDlz5IYNG8qM4x//+IfuWCmljIqKkmFhYXLixIkyKChITp48WWZnZ5f7mRr79/6D/52WPrN+kVl37ho6lFr138PxsvXffpanrmQaOhSlDECkLCOvVvbK/RNgBlBUi7YJkCGlLJoWmQi4ax+7AwnaXxz5QKb2+BKEEFOFEJFCiMiUlJRKhmGcigqHNWjQ4L7CYbGxsQD89ttvTJs2jaCgIEaMGEFWVhbZ2dlkZmYyduxY/P39eeWVVzh58qTuvA8++CBOTk7Y2trSqVMn4uLiyozB0tKS0aNH657v2LGD8PBwAgIC+P3330ucd8SIEbr4/Pz8dLH7+PiQkJAAgKenJz179gTg8ccfZ8+ePQDMmzdP9/rKyM/P5+jRozz33HNERUVhb2/Pe++Z9uIru87dIKSVM4625j3Bp2db1e9uyipM7kKIYcB1KeURfTYspfxCStlFStnFzc24+y71UTissLCQAwcO6GrUJCUl4eDgUOniX5aWluWWGLC1tdVVi8zJyeH5559n7dq1nDhxgqeffrrU8xaP9d549VVQzMPDAw8PD8LDwwEYM2YMR48erda5jEFqdi4xVzLNdpRMcS2dG+LjZs8eldxNUmWu3HsCI4QQscBqNF0znwLOQoiicfIeQJL2cRLgCaDd7wSY9FQ3fRQOGzhwoK62O0B0dDSgn+Jf9ypK5K6urmRnZ7N27doqnyM+Pl43quW7776jV69e1YqlefPmeHp66u4lbN++nU6dOlXrXMZg78VUpIQH2pt/cgfNbNWDl9K4m1/6AjKK8aowuUspZ0kpPaSUXsCjwO9SygnADmCM9rCJwAbt443a52j3/67tG6rXFixYQGRkJJ07d6ZTp04sXrwY0E/xr3s5Ozvz9NNP4+/vz6BBgwgLC6vyOTp06MCiRYvo2LEj6enpPPfccwDMnTuXjRs33nf8tWvX8PDw4KOPPuKdd97Bw8ODrKwsABYuXMiECRPo3Lkz0dHRJRYVMTW7z6Xg1NCaAPf6UT2zV1tX7uQVEBWfbuhQlCqqUuEwIUQE8LqUcpgQwgfNlbwLEAU8LqXMFULYAiuBYCANeFRKeam886rCYcYlNjaWYcOGlVgAuy4Z6/deSkn3f/9OaOvGLJoQYuhw6kRWTh5Bb//KC33b8trA+5dRVAyrvMJhVSo/IKXcCezUPr4EdC3lmBxgbJWjVBQjd/56Nteycujd3nyHQN6rka01gZ7O7LlwQyV3E6Nqy5iY8PBwcnNzS2xbuXIlAQEBemvDy8vLYFftxqyo5ECvenAztbhebV1ZtOMCWTl5NDLzEULmRCV3E1OVlZoU/dp9/gZt3Oxxd25o6FDqVM+2riz8/QIHLqYy0E9ViTQVqraMolRCbn4BBy+bd8mBsgS3cqahtaUa725iVHJXlEqIjs8gJ69QN7GnPmlgZUlXbxd2q+RuUlRyV5RK2H8pFSGgq7f5LKdXFQ+0c+VSyi2uqBLAJkMl93IkJyfz2GOP4ePjQ2hoKN27d2f9+vUGi2fnzp3s27evyq/z8vLixg111VUTBy6l4teyUb1dU1SVIjA9KrmXQUrJww8/TO/evbl06RJHjhxh9erVJCYm1mq75U1kqm5yV2omJ6+Ao/EZdPe5r0RSvaEpAWyjkrsJUcm9DL///js2NjY8++yzum2tW7fmxRdfBDQ109944w3CwsLo3LkzS5YsATQJOCIiQrc4xYQJE3Tldo8cOUKfPn0IDQ1l0KBBXL16FdCU4X355Zfp0qULn376KZs2bSI8PJzg4GD69+9PcnIysbGxLF68mI8//pigoCB2795dZhnh1NRUBg4ciJ+fH1OmTEFNEK6ZqPgM7uYX0q0eJ3cLC0GPNq7suZCq/j+ZCDUUsgwnT54kJKTsWYjLli3DycmJw4cPk5ubS8+ePXXVIKOiojh58iQtW7akZ8+e7N27l/DwcF588UU2bNiAm5sba9asYfbs2Xz11VcA3L17V1eULD09nQMHDiCE4Msvv+SDDz7gP//5D88++ywODg66BTEee+wxXnnlFXr16kV8fDyDBg3i9OnTvP322/Tq1Yu5c+fyyy+/sGzZslr+tMzb/kupWAgIq6f97UV6tXVl47ErnE2+iW/zRoYOR6mASu6V9MILL7Bnzx5sbGw4fPgwv/76K8ePH9cV5crMzOT8+fPY2NjQtWtXPDw8AAgKCiI2NhZnZ2diYmIYMGAAoLnyb9Gihe7848aN0z1OTExk3LhxXL16lbt37+Lt7V1qTL/99hunTp3SPS8qI7xr1y7WrVsHwNChQ2ncuLF+P4x65sClVPzdner9BJ6iv1wOXU5Tyd0EqOReBj8/P3788Ufd80WLFnHjxg1dVUgpJQsXLmTQoEElXrdz585SS/VKKfHz8ytz/VB7e3vd4xdffJFXX32VESNGsHPnTt56661SX1NURtjW1ra6b1OpQE5eAdHxGUzq6WXoUAzO06UhzRo14NDlNP7a3cvQ4SgVUH3uZejXrx85OTl8/vnnum3Fl5obNGgQn3/+OXl5eQCcO3eOW7dulXm+Dh06kJKSokvueXl5JRbQKK54GeAVK1botjs6OnLz5k3d87LKCPfu3ZvvvvsOgC1btpCerir6VdfRuHTuFhTW65upRYQQhHm5cDg2TfW7mwCV3MsghOCnn37ijz/+wNvbm65duzJx4kTef1+zJOyUKVPo1KkTISEh+Pv788wzz5Q70sXGxoa1a9fyt7/9jcDAQIKCgsoc+fLWW28xduxYQkNDcXX9c9LM8OHDdQuH7N69u8wywv/4xz/YtWsXfn5+rFu3jlatWunxk6lfDlxKxdJC0MVLdW0BhHu7kJyVS0KaGu9u7KpU8re2qJK/SnHG9L0fu3gfdwskG17oaehQjMKZa1kM/mQ388cGMibUw9Dh1HvllfxVV+6KUoY7dwuITsigm0/9HiVTXPumjjg1tObw5TRDh6JUQCV3RSnDkbh08gpkvR7ffi8LC0GX1o05HKuSu7FTyV1RylDU3x7mpa7ciwvzduHSjVuk3Myt+GDFYFRyr0Vl1XTZuHEj7733ngEiKt3s2bPx9PTEwcGhxPbc3FzGjRtH27ZtCQ8PJzY2FoBVq1YRFBSk+2dhYaEbqRMREUGHDh10+65fv17H70Z/9l9KJcDdCYcGasRwcUW/7CLV1btRU8ndAEaMGMHMmTMNHYbO8OHDOXTo0H3bly1bRuPGjblw4QKvvPIKf/vb3wCYMGEC0dHRREdHs3LlSry9vQkKCtK9btWqVbr9TZs2rau3oVe37+ZzLCGD7m1Ul8y9AtydsLW24KDqdzdqKrnXUGFhIc8//zy+vr4MGDCAIUOG6GatAixcuJCQkBACAgI4c+YMAMuXL2fatGllnvOHH37A39+fwMBAevfuXeprhg0bxs6dOwFwcHDgjTfewM/Pj/79+3Po0CEiIiLw8fFh48aNFb6Hbt26lZgtW2TDhg1MnDgRgDFjxrB9+/b7xjd///33PProoxW2YWoiY9PJL1T97aWxsbIgyNNZ9bsbOZXca2jdunXExsZy6tQpVq5ced8MVFdXV44ePcpzzz3H/PnzK3XOefPmsXXrVo4dO1ap5Hzr1i369evHyZMncXR05M0332Tbtm2sX7+euXPnAnDlyhWGDBlSpfeWlJSEp6cnAFZWVjg5OZGamlrimDVr1jB+/PgS25588kmCgoL45z//abKTXQ5cSsVKe/NQuV9XLxdOX83iZk6eoUNRyqCSew3t2bOHsWPHYmFhQfPmzenbt2+J/aNGjQIgNDRU12ddkZ49ezJp0iSWLl1KQUFBhcfb2NgwePBgAAICAujTpw/W1tYEBATo2mzZsiWbN2+u/BurhIMHD2JnZ4e/v79u26pVqzhx4gS7d+9m9+7drFy5Uq9t1pUDl1Lp7OGEvepvL1VX7yYUSs2IIsU4qeReCUWzQoOCgrh3slVFiurMFNWYqYzFixfzzjvvkJCQQGhoKKmpqVhZWVFYWKg7JicnR/fY2toaIQQAFhYWujYtLCwq3WZp3N3dSUhIADR15jMzM2nS5M9uitWrV9931V5UNsHR0ZHHHnus1L58Y3crN5/jiZmqS6Ycwa2csbQQqmvGiKnkXgmPPPKI7gZhUeGwIj179uTHH3+ksLCQ5ORkXT94TVy8eJHw8HDmzZuHm5sbCQkJeHl5ER0dTWFhIQkJCXWSNEeMGKGrbbN27Vr69eun+yVSWFjIf//73xL97fn5+brRQXl5efz8888lrupNRWScpr9d3Uwtm30DK/xbNuLwZXXlbqxUcq+h0aNH4+HhQadOnXj88ccJCQnBycmpRud84403CAgIwN/fnx49ehAYGEjPnj3x9vamU6dOvPTSS+XWmi9NeX3uM2bMwMPDg9u3b+Ph4aGrQjl58mRSU1Np27YtH330UYnhm7t27cLT0xMfHx/dttzcXAYNGkTnzp0JCgrC3d2dp59+uuofgIHtv5iKtaUgVPW3lyvMy4XoxAxy8yvuOlTqnqotowfZ2dk4ODiQmppK165d2bt3L82bNzd0WCbL0N/7hxftxcpCsPa5HgaLwRRsPXmNZ1Ye4Ydnu6uJXgZSo9oyQghbIcQhIcQxIcRJIcTb2u3eQoiDQogLQog1Qggb7fYG2ucXtPu99PpujNCwYcMICgrigQceYM6cOSqxm7Ds3HxOJKn+9sooSuiH1Hh3o1SZoQC5QD8pZbYQwhrYI4TYArwKfCylXC2EWAxMBj7Xfk2XUrYVQjwKvA+MK+vklfH+ofc5k3amJqe4j6+LL3/r+je9nKu6/ezvvvsuP/zwQ4ltY8eOZfbs2XqISqmOw7FpFKj+9kpxsbehbVMHDl1O44W+FR+v1K0Kk7vU9Ntka59aa/9JoB/wmHb7CuAtNMl9pPYxwFrgMyGEkMbQ/2NkZs+erRK5kTl4KQ1rS0FIK9XfXhlhXi78fOwKBYUSSwth6HCUYio1iFcIYQkcAdoCi4CLQIaUsmicXSLgrn3sDiQASCnzhRCZQBPgxj3nnApMBSpcTEJfV9iKUpGj8el0aulEQxtLQ4diEsK9Xfj+UDynr2bh716zgQSKflVqtIyUskBKGQR4AF0B35o2LKX8QkrZRUrZxc3NraanU+qIl5cXAQEBBAUFlRgWOmfOHN0omYEDB3LlyhUDRlk9eQWFHE/MIKSVs6FDMRlh3pp+dzXe3fhUaSiklDID2AF0B5yFEEVX/h5AkvZxEuAJoN3vBJScs67UWE0mJ9XUjh07iI6OLjGh64033uD48eNER0czbNgw5s2bZ7D4quvM1Zvk5BUSrLpkKs3duSHuzg1VcjdClRkt4yaEcNY+bggMAE6jSfJjtIdNBDZoH2/UPke7/3dz7m/fuXMnffr0YeTIkfj4+DBz5kxWrVpF165dCQgI4OLFiwBs2rSJ8PBwgoOD6d+/P8nJyQBMnz5dlwi3bt1K7969S8xELW7SpEk8++yzhIeHM2PGDA4dOkT37t0JDg6mR48enD17FtAUGXv44YcZMGAAXl5efPbZZ3z00UcEBwfTrVs30tI0P4gRERFMnz6doKAg/P39azQxqlGjRrrHt27d0k12MiVRCZoJOerKvWrCvBpz6HK6ydYRMltSynL/AZ2BKOA4EAPM1W73AQ4BF4AfgAba7bba5xe0+30qaiM0NFTe69SpU/dtM0Y7duyQTk5O8sqVKzInJ0e2bNlSzp07V0op5SeffCKnT58upZQyLS1NFhYWSimlXLp0qXz11VellFLeunVLdurUSf7++++yffv28sKFC2W2NXHiRDl06FCZn58vpZQyMzNT5uXlSSml3LZtmxw1apSUUsqvv/5atmnTRmZlZcnr16/LRo0ayc8//1xKKeXLL78sP/74YymllH369JFTpkyRUkr5xx9/SD8/PymllIcPH5aTJ08uNQYvLy8ZHBwsQ0JC5JIlS0rs+/vf/y49PDykn5+fvH79euU/xHsY6ns//fujMuydbbrvk1I53x6Ila3/9rO8lJJt6FDqHSBSlpFXKzNa5jgQXMr2S2j63+/dngOMrfqvGdMVFhamK5nbpk0bBg4cCGiKeO3YsQOAxMRExo0bx9WrV7l79y7e3t4A2NnZsXTpUnr37s3HH39MmzZtym1r7NixWFpqbvZlZmYyceJEzp8/jxCCvLw/K/T17dsXR0dHHB0dcXJyYvjw4bqYjh8/rjuuqDZM7969ycrKIiMjgy5duvDll1+W2v6ePXtwd3fn+vXrDBgwAF9fX11Z4nfffZd3332Xf//733z22We8/fbbVfsgDexofAbBrZxN8q8OQ+qqHe9++HIa3q72Bo5GKaLKD1RCRYXDigp1QdmFu1588UWmTZvGiRMnWLJkSYnCXydOnKBJkyaVuglpb//nD8+cOXPo27cvMTExbNq0qcQ5KxMTcF8iqyixFRUGa9q0KY888kipXTkTJkzgxx9/rPC9GJMb2bnEp91WQyCroW1TBxrbWXNI9bsbFZXcK6G8wmGVlZmZqUuMRcW4AOLi4vjPf/5DVFQUW7Zs4eDBg9U65/Lly6sV15o1awDNFbmTk1O5dXFu3brFzZs3dY9//fVXXWGw8+fP647bsGEDvr41HlBVp6LiMwAIUfVkqkwITR2eo/GqiJgxUcm9jrz11luMHTuW0NBQXF1dAc39jsmTJzN//nxatmzJsmXLmDJlSokr8PLMmDGDWbNmERwcXO3RM7a2tgQHB/Pss8+ybNkyACIjI5kyZcp9xyYnJ9OrVy8CAwPp2rUrQ4cO1dWRnzlzJv7+/nTu3Jlff/2VTz/9tFrxGMrR+HSsLAQBaqx2tQR6OHMp5RaZd9TiHcZCFQ6rxyIiIpg/f361/xqpLYb43j/6xX5u3y1g47Reddquudh9PoUnlh1i5eSuPNBOzVupKzUqHKYo5i6/oJBjCZmqv70GOns4AxCt7d5SDE+tIWaE6qqgmD4WFjEHZ67d5E5eAcFqfHu1OTW0xsfNnmOJGYYORdFSyd0IqYJidSsqvmjykrpyr4kgT2d2nUtBSqmGkxoB1S2j6EV6ejqPPPIInTt3pmvXrsTExBg6pEqLis/A1aEBHo0bGjoUkxbs6cyN7Lskpt8xdCgKKrmbpYKCul/27F//+hdBQUEcP36cb775hunTp9d5DNV1ND6dEDV5qcaCPDV/+aiuGeOgknsNVba2TEpKCqNHjyYsLIywsDD27t0LUG59mFGjRjF48GDatWvHjBkzyo3DwcGB1157jcDAQPbv38+8efMICwvD39+fqVOn6up+RERE8Morr9ClSxc6duzI4cOHGTVqFO3atePNN98EIDY2Fl9fXyZMmEDHjh0ZM2YMt2/fLrf9U6dO0a9fPwB8fX2JjY3V1c8xZqnZucSm3lbFwvSgQ3NHbKws1E1VY1FWXYK6/FcfasuMHz9e7t69W0opZVxcnPT19ZVSll8fxtvbW2ZkZMg7d+7IVq1ayfj4+DLjAOSaNWt0z1NTU3WPH3/8cblx40YppaaezIwZM3TxtWjRQhe7u7u7vHHjhrx8+bIE5J49e6SUUj755JPyww8/lFJKOWfOHLlhw4b72p81a5Z8+eWXpZRSHjx4UFpaWsrIyMiqfJQ6dfm9/+3UNdn6bz/LAxdv1Fmb5uyRRXvk6P/ba+gw6g1qUltGqVhlasv89ttvnDp1SvearKwssrOzy60P8+CDD+pmjHbq1Im4uDg8PT1LjcHS0pLRo0frnu/YsYMPPviA27dvk5aWhp+fn66+zIgRI3Tx+fn56WL38fEhISEBZ2dnPD096dmzJwCPP/44CxYs4PXXXy+zlO/MmTN1FSYDAgIIDg7W1cAxZkWTl4qG8ik1E+TZmO8OxZFXUIi1peoYMCSV3Cth/fr1uiJYX3755X2TfipTx6WwsJADBw5ga2tb4rXTpk2jb9++rF+/ntjYWCIiIko9r6WlZbmzUG1tbXXJNCcnh+eff57IyEg8PT156623Sq07UzzWe+Otas2ZRo0a8fXXXwOavwa9vb3x8fEp9zXG4GhcBh1bNFIrL+lJoKcTX+0t5Oy1m2plJgNTv1orQR+1ZQYOHMjChQt1z6OjowH91Ie5V1Eid3V1JTs7m7Vr11b5HPHx8ezfvx+A7777jl69yp+5mZGRwd27dwHNL8DevXuXqPFujPILCjmWmKHGt+tRsPamanRChmEDUVRyrysLFiwgMjKSzp0706lTJxYvXgzopz7MvZydnXn66afx9/dn0KBBhIWFVfkcHTp0YNGiRXTs2JH09HSee+45AObOncvGjRvvO/706dP4+/vToUMHtmzZYhK1Zc4lZ3P7boEa365Hni4NcbG3UcndCKjaMsp9YmNjGTZsmMHGqtfV9/7bA3G8+VMMu97oS6smdrXeXn3x5NeHSEy/w7ZX+xg6FLOnassoSimOxqfTxN4GTxc1eUmfgjwbcyElm5s5qkKkIakbqiYmPDyc3NzcEttWrlxJQECA3trw8vIyqRmm1RUdn0Fwq8amP3np7i049AV0HgeNWho6GoJaOSMlHE/MpGdbV0OHU28ZdXKXqkbFfaqymIcpqqtuwvRbd7l04xZjunjUSXv3OfoNnN8GY74CS+vqn0dK+PlVOL4ajiyHiZvAuZXewqyOQA/NKJnohAyV3A3IaLtlbG1tSU1NVSuq1yNSSlJTU+8bLlobohIMXCzs2Bo4vRF+f6dm5zmyXJPYAx+D2+nw9VBIj9VHhNXmbGeDt6u9uqlqYEZ75e7h4UFiYiIpKSmGDkWpQ7a2tnh41P7V9NG4DCwtBJ09DDAWu7AQrh0HazvY+wl494a2D1b9PFeiYMsMaPMgjFwE4VPhm4c1CX7iRmhS/mLrtSnI05k9F26ov74NyGiTu7W1Nd7e3oYOQzFTUQnp+DZ3xM7GAD8C6ZchNwse+hCOfA3rn4Fn94Jjs8qf4046/Hci2LvBqKVgYQEtg2HSz7BiBCwfqumicW1Xe++jHEGezqyPSuJqZg4tndUNa0Mw2m4ZRaktBYWSYwmZhpu8dCVK87VVN02fe242rJ+quaKvjMJCWP8cZCXB2BVg3+TPfc0DNAm+IE+T4K+f0X/8lRDo6QyoyUyGpJK7Uu+cS75Jdm6+4frbrx4DSxtw84WmHeGh9+HSTtj7ceVev28BnNsCA98Fz1ImqDXzg0m/aB4vHwrJJ/UWemV1bOGIjaWFSu4GpJK7Uu9EaUvSGi65R2sSsJWN5nnIX8FvFPz+LsRXMBoqdg9snwedHobwZ8o+rqmvJsFbWsO6co6rJQ2sLOnUspEq/2tAKrkr9c7R+HRc7G1obYhZqVJqrtxbBP25TQgY/gk4ecCPkzX96aXJugJrnwIXbxixUPO68ri2gx4vQfIJSLukr3dQaUGezpxIyiS/oJLdTYpeVZjchRCeQogdQohTQoiTQojp2u0uQohtQojz2q+NtduFEGKBEOKCEOK4ECKktt+EolTF0fh0gj0NtPJSeizkZEKLwJLbbZ1gzNdw8ypsmKa5gj/6DWydDd+Oho/94aOOkJMFf/kGbCtZlM13iObrmc16fRuVEeTpzJ28As4lZ9d520rlrtzzgdeklJ2AbsALQohOwExgu5SyHbBd+xzgIaCd9t9U4HO9R60o1ZRx+y6XUm4R0tqAXTIALYPu3+cRCg/+A878DF8NhI0vwuEvITtZc/O135sweaumS6eyGntBswA484segq+aIHVT1aAqHAcmpbwKXNU+vimEOA24AyOBCO1hK4CdwN+027/RrhJyQAjhLIRooT2PohhUlDbRGGykzNVjYGENTTuVvr/7NHBsAQ0cwa2DZrapRQ1rzfsOgV0fwq0bYF93M0ZbN7HD2c6aYwkZPBZu2Fmz9VGV+tyFEF5AMHAQaFYsYV8DigbpugMJxV6WqN1277mmCiEihRCRaqKSUlei4tKxEBBoqJWXrkRrRshYNSh9v4UFdB4LHQZr+tZrmtgBfIeCLIRz/6v5uapACEGgh7O6cjeQSid3IYQD8CPwspQyq/g+7VV6leoESCm/kFJ2kVJ2cXNzq8pLFaXaohIy6NC8EfYNDDB5qehmamldMrWpeWdw8jRI10xYSxu63VhL9p3cig9W9KpSyV0IYY0msa+SUq7Tbk4WQrTQ7m8BXNduTwKKL/Tpod2mKAZVWCiJjs8gxFBdMpkJcCft/puptU0IzdX7xd81FSTrUP/CvbxtvYLYo9vqtF2lcqNlBLAMOC2l/KjYro3ARO3jicCGYtv/qh010w3IVP3tijE4fz2bm4acvHQlWvO1RXDdt+07FPJz4OKOOm3WqyAegJsXzbuaqTGqzJV7T+AJoJ8QIlr7bwjwHjBACHEe6K99DrAZuARcAJYCz+s/bEWpuqh4zfhxg95MFZbQrIybqbWpVQ+wda7zrhnbjPOar8lH67RdpXKjZfYAZQ0Ivq+Unbb//YUaxqUoenc0Pp3GdtZ4u9obJoCr0ZqbqdYGKKRlaQXtB2vKFhTka57XhZSzALjfOlU37Sk6aoaqUm8cNeTKS1JqumWKz0yta75DNbNf4/fXTXs5WZCVyK0GTWlKGteTLtdNuwqgkrtST2TeyePC9WyCtRNr6lzWFbh9o+5vphbX9kGwsoWzdTRb9cY5AG52GANAUsyuumlXAVRyV+qJorHWRjkzta7Y2INPhGYGbF2scHb9NACNu03grrQkJ/ZQ7bep6KjkrtQLR+PSEeLPOuN17uoxEBbQzN8w7RfxHQoZ8ZBcBwugp5wBK1saNO9IrHUbGqUer/02FR2V3JV6ISohgw7NHHEwxOQl0PS3u3YAGwNUoiyu/UOAqJtRMylnNZUpLSxJdw7AK/ccBfn5td+uAqjkrtQDhYWSqPh0gg01vh0MMzO1NA5umiJkdZLcz2gWJAEsPLtgL3KIP3uk9ttVAJXclXrgYko2N3PyDTcz9eY1yL5m2JupxXUYolmgOyO+9trIvamZkatN7s079QQg5UwdjdRRVHJXzJ9u5SVD3UzVzUwNMkz79/IdqvlamzXeUzQjZYqSu0ebADKxh6TI2mtTKUEld8XsHY1Px6mhNd5NDDV56RggNItXG4MmbcCto2bUTG1J0S7M3bQjAMLCgjjbjrhmnKi9NpUSVHJXzN7R+HSCWzljYWGAyUugGQbp2g4aOBim/dL4DoW4fXA7rXbOn3IGLBuAc2vdptuugbQuiOPWzYzaaVMpQSV3xaxl5eRx/nq24YqFwf1rphqDTiNBFmiW8qsNKWc0v9CKlTlo6NMVSyGJi1H97nVBJXfFrB1LyEBKAxYLy06BrCTjuZlapEVnaNsf9n6qufmpb8VGyhTx9H8AgKwLKrnXBZXcFbN2NC4DIf5cz7POGcPM1LL0/bumvvyBxfo9b262ZiTOPcndpak7V0QzbK5F6bc9pVQquStmLSohnfZNHXG0tTZMAEXJvXlnw7RfHvdQzbDI/QvhTob+znujaKRMh/t2XXXwo6WqEFknVHJXzJZm8lKG4bpkQDMM0qUN2DYyXAzliZgFOZlw4P/0d05tmd+ikTLF5bUIoTk3uHElTn/tKaVSyV0xW5du3CLzTp6Bb6YeN84umSItOkPHEbD///Q3ciblNFjaQGPv+3Y5t+sOQELMbv20pZRJJXfFbBWtvBTS2rnuG5cSDi2FzHhoGVL37VdF37/D3WzYt0A/50s5C03albogiJdfN/JUhcg6oZK7YraOxGkmL/m41vH48tyb8ONk2Pw6tBsEoRMrfo0hNe0I/qPh4Bea0T01df10qf3tALZ2DsRaeeOYeqzm7SjlUsldMVuRcemEtm5ct5OXkk/BF33h5Hp48B8wfjU0cKy79qsrYibk34G9n9TsPHdvlTpSpri0xp3xyjmrKkTWMpXcFbOUfusuF65n08WrDvvbo7+Dpf0gNwsmboIHXgULE/kRc20HncfB4S81hc6q68Z5QELTspO7hUcXHMQdEs5HV78dpUIm8j9PUarmSJymv71Laxe9nC+vMI9vT31L9PVozQYpIS9H042RehE2TIOfngOPLvDMbvDqpZd261SfGVCQB7s/qv45imrKlHPl3rSjpkLk9TP7qt+OUiEDrVygKLXrcFwaNpYWdPZwqvG5buXd4rUdr7D3qmZmZb+cfKanpuFzN6fkgQ+8BhF/L/VGoklw8YGgx+DI19BzOji5V/0cKWfAwlpzrjJ4tg0gCztkoqoQWZtM9H+hopQvMjYdf/dG2Fpb1ug8KbdTeGH7C5xLO8vsG2lkNu3A1w3TGOXejEcc2/Fcs140dWihuYHYMlhP0RtQnxlwbDWsexq6PacpUWDdsPKvv34GmrQFy7InjVlYWhLXwFdViKxlqltGMTs5eQWcSMwkzKtmXTKXMi7x+ObHic2KZUHDDjyaZ8kz47ew+S+/82jHx/jp1iWGXv6OBQXXyXZtp6foDcy5FQx6F66fgjWPwwdt4L8TIWadpqxARVLOlDlSprhstyBa58dy51Yt1LVRAJXcFTN0IimTuwWFhNZgcY6jyUd5YssT5BTk8PWDn9P7wj7oOBysGuBi68LMrjPZOHIjfVv1ZemJpYz/ZTz5hWYy+iP8GXj9PDzxE3T+C8TthbVPwodt4IdJcCe99Nfl3YH02FJnpt6roVdXrEQhsTGq3722qOSumJ3IWE3yqW5y3xa3jad/fRoXWxe+HfItfmmJcPemZix4MZ6NPPmg9we8/8D7xGbF8kfiHzWO3WhYWkObvjD8E3jtLEz6BUL+Cqc2wq9zSn/NjXOArNSVu2eApkJk5nlVIbK2qOSumJ3I2DTauNnTxKFBlV+7NXYrr+18jU5NOrHyoZV4OnpCzI9g7wZevUt9zUCvgTS1a8oP536oaejGycJSM/pnyIfQYxpErYTLpZQPKKopU85ImSJNmnlwRTTF5ppaMLu2VJjchRBfCSGuCyFiim1zEUJsE0Kc135trN0uhBALhBAXhBDHhRBGPu9aMTeFhZIj8enVGgJZUFjAp0c/pYNLB5YOXIqzrTPkZMG5reD3SJmjYKwsrBjdbjT7kvaRlJ1Uw3dg5PrMhMZesGm6ZihocddPg4WVplBaJVxx7Ixn9glkYaH+41QqdeW+HBh8z7aZwHYpZTtgu/Y5wENAO+2/qcDn+glTUSrnYko2GbfzqjV5aVvcNhJuJjC181RsrWw1G89uhvwc8B9T7mtHtRuFEIIfz/1YnbBNh40dDPsY0i7C7vkl96Wc1SR2K5tKnarAsztupHMl9nQtBKpUmNyllLuAe8vFjQRWaB+vAB4utv0bqXEAcBZCtNBTrIpSociiyUtVHCkjpWRZzDK8GnnxYKsH/9xxYi04eYJHWLmvb27fnN7uvVl3fh15hXlVjtuktOkHnR+FPR9ryi0USTlT7szUezXzjwDgyvEdeg5Qger3uTeTUl7VPr4GNNM+dgcSih2XqN12HyHEVCFEpBAiMiVFD8WKFAU4HJuGq4MNXk3sqvS6vVf2cibtDE/5P4WF0P5Y3EqFSzvAf1SlygiM7TCW1JxUdsTXg2Q16F1o0EjTPVNYqOmiSb9cqf72Iq3aB5OJPTJO3VStDTW+oSqllICsxuu+kFJ2kVJ2cXNzq2kYigJoRsqEtm6MEFUrFrbsxDKa2jVlmM+wPzee3gCF+RV2yRTp2bInLexbmO+N1eLsXWHwvyHxEEQug9TzIAsrNVKmiIWlJZftOtM8Uy27Vxuqm9yTi7pbtF+va7cnAZ7FjvPQblOUWnc9K4f4tNtVnrwUfT2ayORIJnaaiHXxmZUnfgTX9tA8oFLnsbSwZFS7URy4eoD4rPgqxWCSOo8Dnwj47W24+Ltmm1vFY9yLy2keRqvCJNKuqzShb9VN7huBoiLVE4ENxbb/VTtqphuQWaz7RlFqVVF/e1XHty+LWYZTAyfGtC92hZ51RTN5x38MVOGvgFHtRmEpLFl7fm2VYjBJQmhurhbmw/Z/grCEJpUbKVPE2VczvDQuuh50ZdWxygyF/B7YD3QQQiQKISYD7wEDhBDngf7a5wCbgUvABWAp8HytRK0opYiMTcfW2gK/lpUvFnYh/QI7E3bymO9j2FkX66ePWQfI+yYuVaSpXVMiPCPYcGEDeQVmfmMVNAXCImZCYZ7msVXV5hZ4d+5JrrQm9+KeWgqw/qqwcJiUcnwZux68d4O2//2FmgalKNURGZdGkKczNlaV/4P0q5ivaGjVkMd8Hyu5I+ZHaBEIrm2rHMfY9mPZHr+d7fHbGex97yhiM9T9BTi9CZr7V/mlDWztONXAF5dUNZlJ39QMVcUs3L6bz8krWVWavHQl+wqbL29mdLvRmglLRVIvwpWjlb6Req/uLbvj7uBeP26sgqZUweRfYdgn1Xp5plso3nkXuZ2dqd+46jmV3BWzEB2fQUGhrNLkpRUnVyAQTPS7Z43TmHWar/6jqhWLhbBgTPsxHLp2iMuZl6t1DpNjYVmlexPF2bXthbUo4FK0GdXmMQIquStmITIuHSEgpJI3U9Ny0lh3fh1DfYbS3L75nzukhJi10KoHOHlUO56H2z6MlbBi7bl6cGO1hryD+1EoBTfPqX53fVLJXTELh2PT6NDMkUa2ZS8SUdyq06vILcjlKf+nSu64fkoz07KaV+1FXBu60rdVXzZc3EBuQW6NzmXuGjk34bKVFw7Jhw0dillRKzEpJq+gUBIVn8HDwS0rdXxmbibfn/mefq364eNcbDk4KeGP9zVD+vweqXFcY9uPZVvcNgatHYSbnRuNGzTGpaELLraaf56OnnRv2Z1GNo1q3FZpEm4mMGfvHC5nXibILYiQZiGENgvF18UXKwvj+tG/0TgY/5TN5Ofdxcq6crVplPIZ13dYUarhzLUssnPzKz15acnxJWTfzea5wOdK7vjjAzi1Afq/pZmBWUPdWnTj1dBXuZx5mbScNNJz0om/GU96Tjq3828DYCWsCGkWQh+PPkR4RtCqUasatyul5OdLP/PuwXexwILenr05nnKc3xM0E40aWjUk0C2Qrs27MqHjhJJDQA3Eyrsn9jfWcf7kQdoFPWDocMyCSu6KyStanKMyxcISshL4/sz3PNLuETq4FJsqf3I97PwXBI6Hni/rJS4hBE/6P1nqvjv5dzibdpadCTv5I/EPPoz8kA8jP8TbyZu+nn15yv8pnBpUfXHvrLtZvLP/HbbEbiGkaQjvPfAeLRw0tfuu377O0eSjHEk+wtHrR1kQtYAdCTtY9OAiGttWf9UqffAI7AuHIfXUHyq564lK7orJi4xLp4WTLe7OFS/k/PHRj7G2sOaFoGLTMZKOwvrnwLMbDP+02qM+qqKhVUOCmgYR1DSIl0NfJuFmArsSd7EzYScrTq7gVOopFvdfjKVF5Rf4Ppp8lFm7Z5F8O5mXgl/iKf+nSry+qV1TBnsP1o293xG/gzd2vcFft/yVJQOW0NKhct1ataGZRxvN4h1JBw0Wg7lRN1QVkyYLCxl/7lWWW74Dh5dB9vUyj42+Hs22uG086fckTe2aajZmXYHVj2lWWhr3bZVnWOqLp6MnEzpOYOnApcztPpcDVw+wMGphpV5bUFjAZ1Gf8eTWJ7G0sGTlQyt5uvPTFf5i6NuqL0sGLCH1TipPbHmCC+kX9PFWqi2pURCtbh1Xi3foiUruikm7eGIf6XZnyBZx8MurML89fD0EDi7RJG4tKSUfRn6IW0O3P8e1370N34+H3Jvw2GpwMI7qpKPajWJM+zEsi1nGb3G/lXtsXmEes/bMYsnxJQz3Gc4Pw38gwK1yhc4AQpuFsvyh5Ugpmfi/iURfj65h9NVX6NENVzJIunSq4oOVCqnkrpi0c4e+ZZZbE55p7sKeMZ9r6pzcSYctM+CjjvBFX/jfLLbunsfxlOO8GDRNcwOxsBB+ehauHoPRy6CZn6HfSgmzus4iwDWA2XtmcynzUqnH5Bbk8urOV9lyeQsvh7zMO73ewd7avspttW/cnpVDVtLYtjFP//o0uxJ31TT8amletHjHid8N0r65UcldMWnns3cjhaCFQwtejPqQbd6h8Px+eOEw9HsTrBpwN/JrPjm3mva5dxmx4W/w/WPw41OakTED/wkdjK/+i42lDR9FfIStlS0v73iZW3m3Suy/nXebF7a/wM6EncwOn83kgMk1as/dwZ0Vg1fg4+zDS7+/xJbLW2p0vurwbB9EBg6gFu/QC5XcFZMVd/oIB+zzaC1cWDV0FX5N/Hj9j9fZeHEjuLWH3m/AU//j+5H/Isnaitfb/QXLNv3gxlnN6JjgJ6D7NEO/jTI1t2/Oh70/JD4rnjl756Cpy6cZEfPMtmc4fO0w7/R8h0d9H9VLe00aNuGrQV/h5+rHe4feq/OqlkWLd7TIjK7Tds2VSu6KyYo+8DUxDRrwUNuHaWTTiC8GfEFY8zBm75nN6jOrAcjIyWBJzJf0cu9F977/hFFL4MUjMCsRRiysk5ExNdG1RVdeCX2FbXHb+Prk16TlpDFl6xRiUmP4sPeHjGw7Uq/t2Vvb80znZ0jLSWNHQt3XWM9tEYanvMKNawkVH6yUSyV3xWSdztoNwOhATVVqO2s7Fj24iAjPCN49+C7LTixjyfEl3Mq7xWuhr5V8cQNHo0/sRf7a6a8M8hrEp0c/5bFfHuNS5iUW9F3AQK+BtdKeIZcLLFq8I+GY6nevKZXcFZOUdOk0B+1yaEuTEoW/Glg24KOIj3jI+yE+OfoJq06vYlS7UbRtXPW67MZCCMG8HvPwcfIhPSedz/t/zgMetTfRx5DLBfp07kWOtCb30r46bdccqeSumKQDe5dwwcaGQW0fvm+ftYU1/+71b8Z1GIdbQ7eSE5ZMlJ21HSsfWsnGhzcS1jys1tur7eUC8wrz2Ju0l3Pp50pst2lgy8UGvjRRi3fUmEruikk6nr4LCwljQ54odb+lhSVvdnuTbWO34dqw5nVijIGDjQPN7JvVSVtN7ZrSx6OP3pcLjMuK4+MjHzPghwE8+9uzjN44mlm7Z3El+885CVluXfDOu0hm+g29tVsfqeSumJzkxEscsruNL640adik3GMthPovXl1j2o8hLSeN7Qnba3SeO/l32HRxE0/+70mGrR/GipMrCHAL4JOIT5jsP5ltcdsYtn4Y/4n8D5m5mbh1HYsFktNr5urpndRPqraMYnJ27P6cRGtrpvvUvCyvUrYeLXvQ0r4la8+uZbBX1ecCJGQl8P3Z7/np/E/czLuJp6Mn00OmM7LNSNzsNLOBH2z9II/6PspnUZ+x4uQK1p1fx9TOU0l2eYiuV1cTd2YKrX1D9P3W6gWV3BWTE526AysHyV/CJxk6FLNmaWHJ6PajWRi1kLisOFo3al3ha6SU7L+6n+9Of8euxF1YCksGeA1gbPuxdGnWBVHKCKXm9s15p9c7PNHpCT4+8jHzI+fTskULPsuyI2f9q8i//Y6wUH+BVZX6xBSTciM5kcMNb+Enm9baIhfKnx5p+0illgu8nXeb1WdW8/CGh3lm2zOcuHGCZwKfYeuYrXzQ+wPCmoeVmtiL6+DSgcUDFrOk/xIy87N4pXUb2t2NJurXb/T5luoNldwVk7Llj4Vct7Kiv88IQ4dSL7jZuRHhGcGGCxu4W3C31GMuZVxi1MZRvHvwXRpaNeRfvf7FtjHbeCHohT+rb1ZBD/cevPfAe8TJNN5w9aTFgXe4c+tmTd9KvaOSu2JSjqTuoEGhZGy3KYYOpd4Y034M6bnpbI+//8Zq5LVIHt/yODn5OXw16Cu+H/o9w9sMx8ayZkvlRXhG8ELQC+x0gG2Ncjj2/T9qdL76SCV3xWSkpSVzpEE2nQubYt/AwdDh1BvdW3bH3cH9vhmrWy5vYeq2qbg2dOXbId9WquulKqZ2nkr/Vv2Z79KYuzdWk3TppN7OXR+o5K6YjA07PiHD0pK+3qpLpi5ZCAvGtB/D4WuHuZx5GSklX8V8xYxdMwhwDWDlQyvxcPSolXbf6fUOrR1aMatpY06un673NsxZrSR3IcRgIcRZIcQFIcTM2mhDqX8OpezAvkAyttczhg6l3nm47cNYCSv+e/a/vHvwXT4+8jEPeT3EFwO/qNZar5Vlb23P/w1cTL5lAxY3SuDgb9/WWlvmRu/JXQhhCSwCHgI6AeOFEJ303Y5Sv6RnXieqwU2CCl2xtal4rVRFv1wbutK3VV++Pf0ta86u4Sn/p3iv93s0sKz9ZQk9G3nyQZ+PuGhtzYpz/ybnzq2KX6TUyjj3rsAFKeUlACHEamAkoPe1sz5a8zy/ZRlm1RilbuULuGVtQW8P1SVjKE90eoJ9V/bxcsjLeqshX1l9vCJ41GUQ34lfGbmqK5bSNCp6VsawJkN4ftQHej9vbSR3d6B4MeZEIPzeg4QQU4GpAK1atapWQ40autE8s+rLiikmSELHu46M6v2soSOpt4KbBrNv/D6DlXSYOXw+Od9OIKHwokHary1OdrVT+0gUre6itxMKMQYYLKWcon3+BBAupSxzyZsuXbrIyMhIvcahKIpi7oQQR6SUXUrbVxu/gpMAz2LPPbTbFEVRlDpSG8n9MNBOCOEthLABHgU21kI7iqIoShn03ucupcwXQkwDtgKWwFdSSjX7QFEUpQ7VSlVIKeVmYHNtnFtRFEWpmJqhqiiKYoZUclcURTFDKrkriqKYIZXcFUVRzJDeJzFVKwghUoC4ar7cFajvy6Srz0B9BqA+g/r4/ltLKd1K22EUyb0mhBCRZc3Qqi/UZ6A+A1CfQX1///dS3TKKoihmSCV3RVEUM2QOyf0LQwdgBNRnoD4DUJ9BfX//JZh8n7uiKIpyP3O4clcURVHuoZK7oiiKGTLp5F4fF+IWQnwlhLguhIgpts1FCLFNCHFe+7WxIWOsTUIITyHEDiHEKSHESSHEdO32+vQZ2AohDgkhjmk/g7e1272FEAe1Pw9rtCW3zZoQwlIIESWE+Fn7vN59BmUx2eRejxfiXg4MvmfbTGC7lLIdsF373FzlA69JKTsB3YAXtN/3+vQZ5AL9pJSBQBAwWAjRDXgf+FhK2RZIByYbLsQ6Mx04Xex5ffwMSmWyyZ1iC3FLKe8CRQtxmzUp5S4g7Z7NI4EV2scrgIfrMqa6JKW8KqU8qn18E80Ptjv16zOQUsps7VNr7T8J9APWareb9WcAIITwAIYCX2qfC+rZZ1AeU07upS3E7W6gWAytmZTyqvbxNaCZIYOpK0IILyAYOEg9+wy03RHRwHVgG3ARyJBS5msPqQ8/D58AM4BC7fMm1L/PoEymnNyVUkjN2FazH98qhHAAfgRellJmFd9XHz4DKWWBlDIIzRrFXQFfw0ZUt4QQw4DrUsojho7FWNXKSkx1RC3E/adkIUQLKeVVIUQLNFdzZksIYY0msa+SUq7Tbq5Xn0ERKWWGEGIH0B1wFkJYaa9czf3noScwQggxBLAFGgGfUr8+g3KZ8pW7Woj7TxuBidrHE4ENBoylVmn7VZcBp6WUHxXbVZ8+AzchhLP2cUNgAJp7DzuAMdrDzPozkFLOklJ6SCm90Pzs/y6lnEA9+gwqYtIzVLW/tT/hz4W43zVsRLVPCPE9EIGmvGky8A/gJ+C/QCs0pZP/IqW896arWRBC9AJ2Ayf4s6/172j63evLZ9AZzc1CSzQXaP+VUs4TQvigGVjgAkQBj0spcw0Xad0QQkQAr0sph9XXz6A0Jp3cFUVRlNKZcreMoiiKUgaV3BVFUcyQSu6KoihmSCV3RVEUM6SSu6IoihlSyV1RFMUMqeSuKIpihv4ftD6b5wcJ86UAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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d9miZ7fE58bi0ccHGooHeg6qW25NS3y3jVLORMjd6ZPK/cC7SsSVhff1iVBqFSu71tG7dOmJjY4mOjmblypXs37+/zH5nZ2eOHDnCY489xpIlS2p0zsWLF7N582aOHj1ao+R89epVRo0axfHjx7G3t+eVV15hy5YtrF+/ntdeew2AS5cuMXHixNp/g9X46aefuPfe690On3zyCVOmTCn3y+LIkSPExcVx2223mTyGpubCiSP4XzvIya73YNOmbN92Qk5Cwz1MhaqX27uWDoVXa/UwtTRbm7YM1XoRaVOoFvRoBlRyr6c9e/YwY8YMNBoNnTt3ZuTIkWX2T5s2DYCgoCBiY2NrdM4hQ4bw0EMP8fXXX1Ncg9EJVlZWTJgwAQBfX1+GDx+OpaUlvr6+xmu6urryxx9/1Pwbq4HExEQiIyMZP348oP8Fsnr1ap544oky7XQ6Hc8++yzvvfeeSa/fVCVtfo88aUnvSU+X29egY9xLVDZLtZI67rXx99GLsNJJfg57v87nUBqHSu41sH79euPDw9o+CLS21q+yo9VqKSoqqtExX3zxBW+88QZxcXEEBQWRmpqKhYUFOp3O2KZ0UTJLS0vjbEeNRmO8pkajqfE16+Lnn3/mjjvuwNLSEoDw8HDOnDlDz5498fT0JDc3l549e5KdnU1UVBQjRozA09OTAwcOMGXKlBb5UDXlchz+aZs56jyR9h3LjmUvLC7k8tXLDXvnDpXPUq3lGPeKdPfwJriwHQcskoi/Elvn8ygNTyX3GrjjjjuMDxD79+9fZt+QIUNYu3YtOp2OpKQkYz94fZw9e5aQkBAWL16Mi4sLcXFxeHp6EhERgU6nIy4ursIHoI3txx9/LNMlc9ttt3H58mViY2OJjY3F1taWM2fO4OjoSEpKinH7wIED2bBhQ7n3siU4/fuHWItCuox/tty+S1cvIZENN4GphH3nimepZtZudmpl7vB9jGsaDd9ufqVe51Ealkru9TR9+nTc3d3x8vLigQceoF+/fjg6OtbrnC+88AK+vr74+PgwePBg/P39GTJkCN26dcPLy4snn3ySfv361eqcVfW5z58/H3d3d3Jzc3F3d2fRokUAhIaG4u7uzurVq3n00Ufx9vY2HhMbG0tcXBzDhw+v8/fZ0ly7mk2fuFWE2w6m680B5fYbh0E29J27vWvFy+1lxIFFG7CtX8Gy8YPuo0++lt35ERQU5NfrXEoDklKa/SMoKEjeKDo6uty2pio7O1tKKWVKSors3r27TExMNHNELU9z+Hk4sOodKV93kMf3/VHh/lUnVkmf5T7ycs7lhg3kyEopX3eQMvVc2e0/PSDl0v4mucRn616UPst95H82LjbJ+ZS6AcJkJXlV3bmbwKRJkwgICOCWW27h1VdfpXPnzuYOSWlkuuJiXGP+w2mLXvQNGV9hm/jseKw0VrjYujRsMPaGkUo3PlStQR33mpp56yu4qGGRTVrzKPn754twOdK05+zsC7eaZjJGXfvZ33zzTeOiHyVmzJjBwoULTRCV0piObvuRQHmJw4HvISqZFxCfE4+rnSsa0cD3VA6GCVI3DofMiIMu/ia5hK1NW4ZaeLHe4gS7j2zgln5TTHJexXSaR3JvoRYuXKgSeQthHfo5ibjgP+7BStvEZ8c3fH87VHznXpALuSl1HuNekb+P+T9+/+tOfj78gUruTVDzSO4musNW6icuLo4HH3yQpKQkhBDMnj2bp556CtCvQvX111/j4qLvcvjXv/7FxIkT+f7773n33XeN5zh27BhHjhwhICDAHN9Cgzh1ZCdehVEc6PUcXSytKm0XnxOPv4tp7pyrZOOoX26v9HDILH3BsvqOlCmtm1sf/bBIy2Tir8Ti3tHTZOdW6k/1uTdTDTl+vTIWFha89957REdHc+DAAT799FOio6ON+5955hnjkNGSkTn333+/cdvKlSvp1q1bi0rsAJn/+4xs2QbvSZWXlMjMzyS7ILtx7tyNy+2V6pYpmcBUjzHuFZnmO5c8jVDDIpsgldzraefOnQwfPpypU6fSvXt3XnzxRb7//nsGDBiAr68vZ8+eBfRL9IWEhBAYGMiYMWNISkoC4KmnnmLx4sUAbN68mWHDhpWZrFTaQw89xJw5cwgJCWH+/PkcOnSIQYMGERgYyODBgzl58iSgr0Nz++23M3bsWDw9Pfnkk094//33CQwMZODAgaSlpQEwYsQInnrqKQICAvDx8al27HyXLl2MQzDt7e3p27cvCQkJNX6vfvzxR+65554at28OcnMy8c7YSUz70dg7Vj7EMD6ngatB3ujGiUzGMe6mvf64QfeqYZFNlEruJnD06FG++OILYmJiWLlyJadOneLQoUPMmjWLpUuXAjB06FAOHDhAeHg499xzj7Gw1r///W9WrVrFjh07ePLJJ/n222+rLNQVHx/Pvn37eP/99+nTpw+7d+8mPDycxYsX8/LLLxvbRUVFsW7dOkJDQ1m4cCG2traEh4czaNAgvvvuO2O73NxcIiIi+Oyzz/jHP/RrZIaFhTFr1qwqv+fY2FjCw8PLVHj85JNP8PPz4x//+EeFVSFXrVpVZtJTSxC9/QdsRT52IX+rsl2jjXEvUe7OPQ6E9npJYBMa43IriZaC/25WC2k3JSq5m0BwcDBdunTB2tqaHj16GMvflq7tEh8fz/jx4/H19eXdd9/l+PHjANja2vL1118zduxY5s2bR48ePaq81owZM9AaSshmZmYyY8YMfHx8eOaZZ4znBH1ZXnt7e1xcXHB0dGTy5MnlYgKMyXbYsGFkZWWRkZFB//79+eabbyqNIScnh+nTp/Phhx/i4OAAwGOPPcbZs2eJiIigS5cuPPfcc2WOOXjwILa2tvj4+FT3djYr1sd/5pLoSJ/gsVW2K1mko8Fnp5a4cbm9zHj93bzW9I/ZZk58FZciHdsu/Wrycyt1p5J7DVRXW6aklgtUXtvliSeeYN68eURGRvLll1+WqQ0TGRlJhw4duHSpioWNDdq2vV5l8NVXX2XkyJFERUWxcePGMuesSUyAsSZNZV/fqLCwkOnTp3P//fcbi6IBdOrUCa1Wi0aj4ZFHHinXxXNj9ciW4ErCebzywrnoNrlMzfaKxGfH0866HXZW5RcwaRA3LrdnwjHuN7KxtqW/6EaUdT6nLhxrkGsotaeSew1UVVumpjIzM3Fz09+1rVixwrj9woULvPfee4SHh/Pnn39y8ODBOp1z+fLldYpr1apVgL66paOjY5WlE6SUPPzww/Tt25dnny1bOyUx8Xr/7vr168vcoet0On7++ecW199+bvu3aIXEbcTfq20bnx3feHftoK8vA9fHumfEmby/vbTJAbPRCcHq3a2j8mdzoJJ7I1m0aBEzZswgKCgIZ2dn4HqyXLJkCa6urixbtoxZs2aVuQOvyvz583nppZcIDAys8+gZGxsbAgMDmTNnDsuWLQMq73Pfu3cvK1euZPv27ca/ZErKCM+fPx9fX1/8/PzYsWMHH3zwgfG4Xbt24eHhQffu3esUY1MkdTo6nf+FkxZ98OjpW237+JxGGuNewqHUcnvFRfqhkCYeKVPaLf2m0K0ADueGN9g1lFqqrC5BY34099oyzdXw4cNlaGioucOokab283Dm6F4pX3eQB356q9q2RcVFMmBFgPzw8IeNEJlB+kV9fZnQ/0iZEXf9dQNatOIe6bPcR+4/trlBr6Nch6otoyimlbz3Owqklt6jZ1bbNik3iSJZ1HjDIMHQLWNYbi/DMAyyAe/cAe4c8hxCSjaEfd6g11FqpnnMUG1lGqvmjClqz7dGRYUF9Ez6k+NtBxLoXH2RuEYfBgn65fbauuj73I1j3Bs2uXv36I/XNksOa06jKy6u9iGz0rBqdOcuhHASQqwRQpwQQsQIIQYJIdoLIbYIIU4bPrcztBVCiI+FEGeEEMeEELUrPK6wcOFC4wPckg9Vg6bpiN6zAWcykP41G/1TMoGpUR+owvXhkMbl9Rr+l0uww0AuWQo27f++wa+lVK2m3TIfAZuklH0AfyAGeBHYJqXsBWwzfA1wK9DL8DEbUH+jKS1KwZEfyKQt3sOn16h9fHY8WqGlc9tGLgVt76rvlsmMB9sOYNW2+mPq6e5RC7CUkr9OrGzwaylVqza5CyEcgWHAMgApZYGUMgOYCpSM6VsB3G54PRX4ztDffwBwEkJ0MXHcShMVGhqKhYUFa9asMW67ePEi48aNo2/fvnh5edV4ofCmKDszDe+s3ZzoMBZrG9saHROfE0+Xtl2w0DRyL6hDl+vdMg3cJVPCvaMn/vltOSIukZef2yjXVCpWkzv3bkAy8K0QIlwI8Y0Qoi3QSUpZMrj5MtDJ8NoNiCt1fLxhWxlCiNlCiDAhRFhycnLdvwOlnOLiYrNdd8GCBcYZuiUefPBBXnjhBWJiYjh06BAdO3Y0S3ymELP9v7QRBTgOrLrcQGkJ2QmN299ewt4VrqVB6plG6ZIpMajzGNItNKzd8UmjXVMprybJ3QLoB3wupQwErnK9CwYAw5AcWZsLSym/klL2l1L2LykT2xzVtHBYcnIy06dPJzg4mODgYPbu3QtQZfGvadOmMWHCBHr16sX8+fOrjMPOzo7nnnsOf39/9u/fz+LFiwkODsbHx4fZs2cjDdPQR4wYwTPPPEP//v3p27cvoaGhTJs2jV69evHKK/rKfrGxsfTp04f777+fvn37cuedd5KbW/1d2NKlS5k+fXqZ5B0dHU1RURFjx441xmlrW7M73qaobcwa4kUXegeNqvEx8TmNPIGphIPhD+b0WHAyXanf6tw9+jnsinXsurih0a6plFeT5B4PxEspS6ZOrkGf7JNKulsMn68Y9icApf8GdDdsa7FqUjjsqaee4plnniE0NJS1a9caJwlVVfwrIiKCVatWERkZyapVq4iLi6vw+gBXr14lJCSEo0ePMnToUObNm0doaChRUVFcu3aN3377zdjWysqKsLAw5syZw9SpU/n000+Jiopi+fLlpKbqp6ufPHmSuXPnEhMTg4ODA5999hkAr732Ghs2lP9Pm5CQwPr163nsscfKbD916hROTk5MmzaNwMBAXnjhBbP9ZVFfly+exrvgKHEeUypdbelGuYW5pOWlmenOvVRvaCN1ywA42rUnsKgDEZbppGeqv8rNpdqfUCnlZSBOCNHbsGk0EA1sAEoG+c4ESqoGbQAeNIyaGQhkluq+aZFqUjhs69atzJs3j4CAAKZMmUJWVhY5OTlVFv8aPXo0jo6O2NjY4OXlxYULFyqNQavVMn369Qd8O3bsICQkBF9fX7Zv317mvFOmTDHG5+3tbYy9e/fuxl8gHh4eDBkyBIAHHniAPXv2ALB48WLj8aU9/fTTvP322+UqWhYVFbF7926WLFlCaGgo586dq3OpBHM7v+NbALrWoNxACWOpX3Mkd4dSFSAbeIz7jYZ3m0auRsOP296tvrHSIGr6hOcJ4HshhBVwDvg7+l8MPwshHgYuAHcZ2v4BTATOALmGts3a+vXr+ec//wnAN998U66+TE2KdOl0Og4cOICNjU2ZY+fNm8fIkSNZv349sbGxjBgxosLzarXaKksM2NjYGKtF5uXlMXfuXMLCwvDw8GDRokUVFhUrHeuN8da2oFhYWJixdkxKSgp//PEHFhYWuLu7ExAQYCw9cPvtt3PgwAEefvjhKs/X1EidDtcLvxJj6U3f7n1rfFzJGHcPu8ZNrsANd+6N+8tl+sjH+WLF1xxI2cHcRr2yUqJGf1tKKSMM/eN+UsrbpZTpUspUKeVoKWUvKeUYKWWaoa2UUj4upewhpfSVUpYvo9jMmKJw2Lhx44xdNKDvcgHTFP+6UUkid3Z2Jicnp8zIlZq6ePEi+/fvB+CHH35g6NChVbY/f/48sbGxxMbGcuedd/LZZ59x++23ExwcTEZGBiUPzbdv346Xl1et4zG3k+fOcZMuntweE2t1XElyN0ufu40jWLTRvzbh8no1YWFhST/pQaTVNS5cOtWo11b0VPmBRvLxxx8TFhaGn58fXl5efPHFF4Bpin/dyMnJiUceeQQfHx/Gjx9PcHBwrc/Ru3dvPv30U/r27Ut6erqxL72yPvfKaLValixZwujRo/H19UVKySOPPFLreMztSPhhAHp51W5OXnxOPHaWdjhaV15ts8EIoX+oamkLtpWvEtVQJvj8nSIh+GnnO41+bQVEySgKc+rfv7+8sU56TEwMffvW/M9fxXRiY2OZNGkSUVFR5g7FyJw/D1JK3vr3a7xU8DHMOwzOPWt87OPbHudK7hVWT15dfeOGsHwS5FyBeVUvodgQdMXFTPqPP22lBatnRzT69VsDIcRhKWWF3Qnqzl1RqhGdmEXb3Ivo0NR6SGF8dnzjFgy70ahXYMK/zXJpjVZLkGVfTlgXc/TkXrPE0Jqp5N7MhISEGGupl3xERkaa9Bqenp5N6q7d3P6ITMRTXEE6uoOFVY2P00kdCTkJ5ulvL9F1IPQcbbbLjw54EIBdocvNFkNrpapCNjO1WalJqT8pJb8fS2SaTSraDrVbbCQtL4384nxc7Uy/KHVzMcRvAlbhL5OQfcTcobQ66s5dUaoQnZhFbGou7lyG9rVL7pn5mQC0t2n8h5lNhaXGEg/hxCWLbFKT4s0dTquikruiVOH3Y4m011zFujCzzsndwdqhIUJrNrw69SfG2pJTu1eZO5RWRSV3RamElJI/IhOZ5G6YANauW62OL0nuZhkG2YQMuXkMeRoNybGq1kxjUsm9CklJSdx33310796doKAgBg0axPr1680Wz86dO9m3b1+tj/P09CQlJaUBImrZSrpkxrte02+o7Z17gSG5W7Xu5O7n4gdALufIzkwzczSth0rulZBScvvttzNs2DDOnTvH4cOH+emnn4iPb9h+w6omMtU1uSt18/uxRLQaQaCdISG186zV8erOXc/d3h07jS0xNhac3LPW3OG0Giq5V2L79u1YWVkxZ84c47abbrqJJ554AtDXLn/hhRcIDg7Gz8+PL7/8EtAn4BEjRnDnnXcay+aWTBQ7fPgww4cPJygoiPHjx5OYqK+nNmLECJ5++mn69+/PRx99xMaNGwkJCSEwMJAxY8aQlJREbGwsX3zxBR988AEBAQHs3r270jLCqampjBs3Dm9vb2bNmkVTmKjW3JR0yQzq3gHb7Iv6Oi1WtStVnJmfiVZosbO0a6AomwchBP6dA4mwboMmZqO5w2k11FDIShw/fpx+/Sqfar5s2TIcHR0JDQ0lPz+fIUOGGKtBhoeHc/z4cVxdXRkyZAh79+4lJCSEJ554gl9//RUXFxdWrVrFwoUL+c9//gNAQUEBJbN009PTOXDgAEIIvvnmG9555x3ee+895syZg52dHc8//zwA9913H8888wxDhw7l4sWLjB8/npiYGP75z38ydOhQXnvtNX7//XeWLVvWwO9Wy1PSJfPo8B4Qdb7WXTIAWQVZOFg5VFt0rTXwdfFlX8JeuuYcJO/aVWzaNPySf62dSu419Pjjj7Nnzx6srKwIDQ3lr7/+4tixY8aiXJmZmZw+fRorKysGDBiAu7t+VmJAQACxsbE4OTkRFRVlXLSiuLiYLl2uV+27++67ja/j4+O5++67SUxMpKCggG7dKn6Qt3XrVqKjo41fl5QR3rVrF+vWrQPgtttuo127dqZ9M1qBki6Z8d6dYdc56DW21ufIzM9s9V0yJXydfZECYm0kFns3EDCmZouLK3WnknslvL29Wbv2ev/gp59+SkpKirEqpJSSpUuXMn78+DLH7dy5s8JSvVJKvL29jZUWb9S27fU7mSeeeIJnn32WKVOmsHPnThYtWlThMZWVEVbqp6RLZnCPDrS3KICcpFqPlAF9cm/twyBL+Dj7ABBmZUe/qA2gknuDU33ulRg1ahR5eXl8/vnnxm2ll5obP348n3/+OYWFhYB+xaGrV69Wer7evXuTnJxsTO6FhYVlFtAorXQZ4BUrVhi329vbk52dbfy6sjLCw4YN44cffgDgzz//JD09vUbfs6J3/JK+S2aibxf9EnVQp26ZzILMVj9SpkR7m/a42blxyK4TvTJ2U1RYYO6QWjyV3CshhOCXX37hf//7H926dWPAgAHMnDmTt99+G4BZs2bh5eVFv3798PHx4dFHH61ypIuVlRVr1qxhwYIF+Pv7ExAQUOnIl0WLFjFjxgyCgoJwdnY2bp88eTLr1683PlCtrIzw66+/zq5du/D29mbdunV07dq4tbybuz8iS3XJpJ3Tb6xLclfdMmX4Ovtyvo2GdmRz4tBmc4fT4qmSv0qz0Fg/D1JKRi7ZiUd7W1Y+HAJ7PoStr8OLF/WLX9TC4B8GM6XnFF4c8GL1jVuBFcdXsCRsCZsuJBHfYTIhj6sH/fWlSv4qSg2V6ZIBSD8Pth1qndiLdEVkF2arbplSfJ19Adjs4IVn8g6kTmfmiFo2ldwVpZRNUZevd8mAvlumDl0y2QX6ZyPqgep1fdr3QSu0nO58E51I5XTEbnOH1KKp5K4opWyNSaL/Te1o39ZQtz3tfJ1HyoCanVqaraUtPZ16csVBUCQ1pIbVfm1fpeZUcm9AldV02bBhA2+99ZYZIqrYwoUL8fDwwM6u7EzKXbt20a9fPywsLMossn3hwgX69etHQEAA3t7exge5oJ+F6+vrS8+ePXnyySeNs2PT0tIYO3YsvXr1YuzYsU1yBE9CxjVOXM5mdN+O+g1F+ZAZX+eRMqDqytzIx9mHmMxTxNj44nZ5m7nDadFUcjeDKVOm8OKLTech2+TJkzl0qPwam127dmX58uXcd999ZbZ36dKF/fv3ExERwcGDB3nrrbe4dOkSAI899hhff/01p0+f5vTp02zatAmAt956i9GjR3P69GlGjx7dpH65ldh+4goAo/p00m9IvwDIOo+UAXXnfiNfZ1+yC7I573kLXXUJXDihFvFoKCq515NOp2Pu3Ln06dOHsWPHMnHixDJ3uUuXLqVfv374+vpy4sQJAJYvX868efMqPefq1avx8fHB39+fYcOGVXjMpEmT2LlzJwB2dna88MILeHt7M2bMGA4dOsSIESPo3r07GzZUX2Z14MCBZWbLlvD09MTPzw+NpuyPiZWVlXGiVn5+PjrDg7HExESysrIYOHAgQggefPBBfvnlFwB+/fVXZs6cCcDMmTON25uS7TFJ3NTBlh4uhgll6ef1n9urbhlTKZnMlNNLv8j4pQM/mzOcFk0l93pat24dsbGxREdHs3LlynIzUJ2dnTly5AiPPfYYS5YsqdE5Fy9ezObNmzl69GiNkvPVq1cZNWoUx48fx97enldeeYUtW7awfv16XnvtNQAuXbrExIkTa/8NViIuLg4/Pz88PDxYsGABrq6uJCQkGMsuALi7u5OQkADoyyeX/ALp3LkzSUlJJovFFHILith7NpVRfTperwVTjzHuWQVZgOqWuVFPp560sWjDRV0Spyxupn38dnOH1GKp5F5Pe/bsYcaMGWg0Gjp37szIkSPL7J82bRoAQUFBxMbG1uicQ4YM4aGHHuLrr7+muLi42vZWVlZMmDABAF9fX4YPH46lpSW+vr7Ga7q6uvLHH3/U/BurhoeHB8eOHePMmTOsWLGiVslaCNHkimntO5NKQZGO0SVdMqBP7tYO+qGQtVRy525vZW+qEFsErUaLVwcvIlMiSXUdSa/CU6RdSTB3WC2SSu41UDIrNCAggBsnW1WnpPuipMZMTXzxxRe88cYbxMXFERQURGpqKhYWFsbuD4C8vDzja0tLS2Oy1Gg0xmtqNJoaX7OuXF1d8fHxYffu3bi5uZWpdx8fH28so9CpUydjiePExEQ6duzYoHHV1rYTV2hrpWVAt1Lrnaad19dwr8Mvosz8TOyt7NFqtKYLsoXwdfblROoJHP0noBGSs/t/NXdILZJK7jVwxx13EBERQUREhLFwWIkhQ4awdu1adDodSUlJxn7w+jh79iwhISEsXrwYFxcX4uLi8PT0JCIiAp1OR1xcXIUPQBtLfHw8167pVydKT09nz5499O7dmy5duuDg4MCBAweQUvLdd98xdepUQP8QuaROzooVK4zbmwIpJdtPJDHsZhesLEr9l6jjGHdQdWWq4uPsQ4GugGIPZ1JwQnNmi7lDapFUcq+n6dOn4+7ujpeXFw888AD9+vXD0bF+/6lfeOEFfH198fHxYfDgwfj7+zNkyBC6deuGl5cXTz75ZJW15itSVZ/7/PnzcXd3Jzc3F3d3d2MVytDQUNzd3Vm9ejWPPvoo3t7egL4UQEhICP7+/gwfPpznn38eX1/97MPPPvuMWbNm0bNnT3r06MGtt94KwIsvvsiWLVvo1asXW7dubVKjhY5fyiIpK5/RfUt1yRQXQcaFuid3VVemUiUzVY+nRXPeaRC9sg+qQmINQNWWMYGcnBzs7OxITU1lwIAB7N27l86dO5s7rBalIX8ePt52mg+2niJ04Ric7QzlmtNj4SN/mLIU+j1Y63Pe//v92FnZ8eXYL00bbAsgpWTEzyMY6jaUaVk9CTr0NDG3/kzfkPHVH6yUoWrLNLBJkyYREBDALbfcwquvvqoSezOz7cQVAjycrid2qNdIGVDdMlURQuDr7EtUShS9Bk+hSGrIOPqbucNqcZrFYh1vH3qbE2knTHrOPu37sGDAApOcq6797G+++SarV68us23GjBksXLjQBFEpNZGcnc/RuAyeH3dz2R31Te5qoY4q+Tj7sCt+F8LWipPW3nS6vMvcIbU4zSK5t1QLFy5UidzMdpy8YVZqibTzYGEDdrX/K0wndWQVZKk+9yr4OvsikUSnRiM9RuF99iOS4s/Syb2HuUNrMZpFcjfVHbai3Gh7zBW6ONrQt8sN49FLCoZpat9zmVOYg07qVLdMFUpmqkamRDKm/xQ4+xGx+3+h04znzBxZy6H63JUay8vLY8CAAfj7++Pt7c3rr79u3Ldt2zZjMbGhQ4dy5syZMseuXbsWIUSt5wk0pPyiYnafTi47K7VEfYZBqtID1XK0dqSHYw+2XNhC15sDuYwLVue3mjusFkUl92aqoScnVcTa2prt27dz9OhRIiIi2LRpEwcOHAD0BcO+//57IiIiuO+++3jjjTeMx2VnZ/PRRx8REhLS6DFX5dD5NK4WFF+vAllCp9OPlqlDTRmArHxD6QGV3Kv0d5+/E50azZa4rVzoMITeVw+Tn5db/YFKjajkXk87d+5k+PDhTJ06le7du/Piiy/y/fffM2DAAHx9fTl79iwAGzduJCQkhMDAQMaMGWOcrv/UU0+xePFiADZv3sywYcPKzEQt7aGHHmLOnDmEhIQwf/58Dh06xKBBgwgMDGTw4MGcPHkS0BcZu/322xk7diyenp588sknvP/++wQGBjJw4EDS0tIAGDFiBE899RQBAQH4+PhUOzFKCGEsC1xYWEhhYaHxjlcIQVaWPqllZmbi6upqPO7VV19lwYIF2NjY1Ok9bijbYq5gY6lhcA/nsjtyLkPRtTond3XnXjOTuk+ip1NPPj7yMdq+47AV+ZxSa6uajEruJnD06FG++OILYmJiWLlyJadOneLQoUPMmjWLpUuXAjB06FAOHDhAeHg499xzD++88w4A//73v1m1ahU7duzgySef5Ntvvy1XhbG0+Ph49u3bx/vvv0+fPn3YvXs34eHhLF68mJdfftnYLioqinXr1hEaGsrChQuxtbUlPDycQYMG8d133xnb5ebmEhERwWeffcY//vEPAMLCwpg1a1aF1y8uLiYgIICOHTsyduxY4934N998w8SJE3F3d2flypXGSUpHjhwhLi6O2267rR7vsOlJKdl2IokhPZyxsbyhRIAJhkGCKhpWHa1GyzNBz3Ax+yIxHYvIl5ZcjTJd/aPWrlk8UG3qgoODjRUPe/Towbhx4wB9Ea8dO3YA+qR89913k5iYSEFBAd266e8KbW1t+frrrxk2bBgffPABPXpUPVpgxowZaLX6ZJSZmcnMmTM5ffo0QggKCwuN7UaOHIm9vT329vY4OjoyefJkY0zHjh0ztrv33nsBGDZsGFlZWWRkZNC/f3+++eabCq+v1WqJiIggIyODO+64g6ioKHx8fPjggw/4448/CAkJ4d133+XZZ5/lq6++4tlnn2X58uW1fUsb3NnkHOLSrjFneAXvd5qh1G8dVmACdedeG7e43UJQpyCWxXxLb1s/3JL3mDukFkPduddAdYXDSgp1QeWFu5544gnmzZtHZGQkX375ZZnCX5GRkXTo0MG44EVV2rZta3z96quvMnLkSKKioti4cWOZc9YkJqDcg8SaVmt0cnJi5MiRbNq0ieTkZI4ePWq8i7/77rvZt28f2dnZREVFMWLECDw9PTlw4ABTpkxpEg9Vt8WUDIGsoIBZ2jnQWICjR53OXZLc1Tj36gkheCboGVLzUtng1hkPeYm4M5HmDqtFqHFyF0JohRDhQojfDF93E0IcFEKcEUKsEkJYGbZbG74+Y9jv2UCxN5qqCofVVGZmprFCYkkBLdAvWffee+8RHh7On3/+ycGDB+t0zrreHa9atQrQly52dHSssi5OcnIyGRkZAFy7do0tW7bQp08f2rVrR2ZmJqdOnQJgy5Yt9O3bF0dHR1JSUoiNjSU2NpaBAweyYcOGOr+HpnQq8hADOgm6OLYpvzP9PDjdBNq6/WGbWZBJW8u2WGos6xll6+Dv4s+YrmP4i9OkaTQkHFJVIk2hNnfuTwExpb5+G/hAStkTSAceNmx/GEg3bP/A0K7VW7RoETNmzCAoKAhnZ/0DPCklDz/8MEuWLMHV1ZVly5Yxa9asMnfgVZk/fz4vvfQSgYGBdR49Y2NjQ2BgIHPmzGHZsmVA5X3uiYmJjBw5Ej8/P4KDgxk7diyTJk3CwsKCr7/+munTp+Pv78/KlSt599136xRPY8jMvsobyU/yzbWn4VJE+QZp5+r8MBUMRcNUf3utPNnvSQp0hbzXzhXbi2oBD5OQUlb7AbgD24BRwG+AAFIAC8P+QcBmw+vNwCDDawtDO1HV+YOCguSNoqOjy21TTGv48OEyNDTU3GHUiCl/Hrbu2Sfl6w5St6i9lP/XScpjq6/v1Omk/Je7lL8/X+fzz9s6T87YMMMEkbYui/Ytkv7f+sqzi11kTla6ucNpFoAwWUleremd+4fAfKBkjF4HIENKWXK7GA+4GV67AXGGXxxFQKahfRlCiNlCiDAhRFhycnINw1CU+jt9IgoA3fRl4BoAax+GrYtAVwy5aZCfVeeRMqDvllH97bX3mP9jaDUWfNnejtMH1KiZ+qo2uQshJgFXpJSHTXlhKeVXUsr+Usr+Li4upjx1s/fmm28aH+CWfLz55psmv87OnTubRP93Y9LpJKnx+mcDWo9geHADBD0Eez6AH++BxHB9wzqOlAHVLVNXHW078kDfB/jDri2nT641dzjNXk2eGA0BpgghJgI2gAPwEeAkhLAw3J27AyULISYAHkC8EMICcARSTR55C6YKijWco/EZdChMpNjKEq19F33tmMkfQWdf+HMBnN+tb1ifO3e1UEedzfJ/hFVRK/hdG82dOh2iDrV9FL1q3zkp5UtSSncppSdwD7BdSnk/sAO409BsJlDyiHuD4WsM+7cb+oaUViA0NBQLCwvWrFlj3LZgwQJ8fHzw8fExjs4xlx0nk/EQV/SjYUonjuBZ8OCvYGULGktod1OZ44p0RTy65VH2X9pf5fmllCq514O9lT0TbYI4bGvB/478Yu5wmrX6/FpcADwrhDiDvk99mWH7MqCDYfuzQNNZT62VKC4uNtt1FyxYYJzEBfD7779z5MgRIiIiOHjwIEuWLDGWKTCHHSeu0Ns6DW17z/I7PYfCnD3w9z/AwrrMrvOZ59l3aR97EqqeZJNblEuRLFLdMvVwR//ZAPwvenU1LZWq1Cq5Syl3SiknGV6fk1IOkFL2lFLOkFLmG7bnGb7uadh/riECbypqWlsmOTmZ6dOnExwcTHBwMHv37gWosj7MtGnTmDBhAr169WL+/PlVxmFnZ8dzzz2Hv78/+/fvZ/HixQQHB+Pj48Ps2bNLRj0xYsQInnnmGfr370/fvn0JDQ1l2rRp9OrVi1deeQWA2NhY+vTpw/3330/fvn258847yc2tvqDT0qVLmT59Oh07Xp8YFB0dzbBhw7CwsKBt27b4+fmxadOm2r/RJnAlO4/IhEzcSYJ2nhU3cnAFjwHlNp9M1/+7JOQklNtXmpqdWn++vQbStUByIu+kuUNp1lSHlgnUpLbMU089xTPPPENoaChr1641jiOvqj5MREQEq1atIjIyklWrVhEXF1dpDFevXiUkJISjR48ydOhQ5s2bR2hoKFFRUVy7do3ffru+jJmVlRVhYWHMmTOHqVOn8umnnxIVFcXy5ctJTdU/Hjl58iRz584lJiYGBwcHPvvsMwBee+01NmzYUO76CQkJrF+/nscee6zMdn9/fzZt2kRubi4pKSns2LGjyu+jIf3vZDIOXMWmKEvfLVMLp9L0D2FrmtzVaJn66S3cOGlVQGrGZXOH0myp2jImUJPaMlu3biU6Otp4TFZWFjk5OVXWhxk9erRxxqiXlxcXLlzAw6PiKfFarZbp06cbv96xYwfvvPMOubm5pKWl4e3tbawvM2XKFGN83t7exti7d+9OXFwcTk5OeHh4MGTIEAAeeOABPv74Y55//nljBcsbPf3007z99tvlip6NGzeO0NBQBg8ejIuLC4MGDTLWxmlsO05ewd8uA4qo/M69EsY79+xqkrsqGmYSQe6j2ZK0kt/2LmPmbWpwQV2oO/caMEVtGZ1Ox4EDB4xlDBISErCzs6txfRitVlvlLFQbGxtj0szLy2Pu3LmsWbOGyMhIHnnkkQrPWzrWG+Otbc2ZsLAw7rnnHjw9PVmzZg1z587ll19+AfSjfyIiItiyZQtSSm6++eYqz9UQCot17D6VwjjXfP2GWib3U+mnEAiyC7PJKqj8mYHqljGNSUMexlonCb+0w9yhNFsqudeAKWrLjBs3zthFA/ouFzBNfZgblSRyZ2dncnJyyoxcqamLFy+yf79+ZMgPP/zA0KFDq2x//vx5Yw2ZO++8k88++4zbb7+d4uJiY1fPsWPHOHbsWJkHro0lLDad7Pwigh0NibldzbtlUq+lknIthcCOgUDVd+8quZuGo30HehdYc1Kobpm6Usm9kXz88ceEhYXh5+eHl5cXX3zxBWCa+jA3cnJy4pFHHsHHx4fx48cTHBxc63P07t2bTz/9lL59+5Kenm7sS6+sz70yhYWF3HLLLXh5eTF79mz++9//YmHR+L2BO09ewVIr6GGRDG3agU3Nk29Jl8yorqOAqvvdS+7qHaxUn3t99bX1It5ScOTEbnOH0jxVVpegMT9UbZmm5fz589Lb29vcYZRR35+HMe/tlPd9vV/KldOk/GJYrY79NvJb6bPcR17IvCB9lvvI5VHLK227JHSJ7L+yf71iVfR2H9kofZb7yLe/n2XuUJosTFBbRlGarbi0XE5fyWFk7476tVHbeZKel06xrmbzAU6mn6SjbUe6OnTF3tKe+Oz4Sttm5qu6MqYy2O9WOhbpiM4+au5QmiWV3JuZkJCQcnVnIiNNu7iBp6cnUVFRJj2nOe08pS9MN7K3M2Rc5JCtLaNXj+abyIpXm7rRyfST9G7XGwBXO1cuXa18URU1O9V0NFotfXTOxFhdJTfvqrnDaXaadHKXqmpBOQcPHjQ+3C358PX1NXdYDaq+Pwc7Tlyha3tbultnEaOVPJl+iEJdIbsSdlV7bEFxAeczztO7vT65u9m5Vf1AtUAVDTMlf5eh5Go0/LlvRfWNlTKabHK3sbEhNTVVJfhWTkpJamoqNjY2dTo+r7CYfWdTGNWnI/GXwnisU0ccLNsytcdUjqcc52ph1XeE5zLPUSSLjHfubvZuXLp6qdKfS3Xnblq3DX4ErZQcilUlgGuryU5icnd3Jz4+HlXrXbGxscHd3b1Ox+4/l0peoY5+3bQ8GvEeRQL+M+j/SLK04tezv3Ik6Qi3uN9S6fEn0/QjZW5upx+b72bnxrWia6TmpeLcxrlc+6z8LJXcTcitoyc9C7Sc5KK5Q2l2mmxyt7S0pFu3utfUVhSAnSeuYGNVwMrzr5FcmM03V1Lp7jaILhRjobEgNCm06uSefhJrrTVdHboC4G6n/yVzKedShclddcuYXh/LnmwQJzkXd5zuHt7mDqfZaLLdMopSX1JKtp28RIfuP3I64xTv2dyMv7ULWFjRxqINfs5+hCaGVnmOU2mn6OnUEwuN/j7I1c4VqHise15RHvnF+Wq0jIkN7jUVKQS/H1xWfWPFSCV3pcU6fSWbFJsVZIkY/jn4nwzLzixTdiC4czDRadHkFORUeLyUUj9SxvAwFfTdMlBxclezUxvGmAF341isIzLtoLlDaVZUcldarE/CVmLpeIx/9J3H1J5TDWPcr5cdCO4cjE7qOHLlSIXHJ19LJiM/w9jfDmBraUt7m/YVjnVXRcMahpWVNX0KHTihzaCoqLD6AxRAJXelBQu7sgttUSeeDp4Nhdcg5zI4eRr3+7v4Y6mx5FDioQqPL3mYWjJSpoSbnZu6c29kPu36k26hYUfYOnOH0myo5K60SOm5OWRxiu5tg/QVLTMMoy1KdcvYWNjg5+JHaFLF/e4lNWVubl+2iqWrnSuXcspPZMrK19eVUcnd9G4N/gcAu9XC2TWmkrvSIv0YuROhKWJs9+H6DekX9J9vqAY5oPMATqSdqLCM76m0U7i2dS1XBMzNTj/W/cbyBapbpuH07haIZwGczD9t7lCaDZXclRZpy/ldSJ0F9/qWJPdY/ecb6rgb+92Tyve7n0w/We6uHfTJvUhXRPK1snMwVLdMw+qtceeUVSFJqVUvmKLoqeSutEjnrx7Bgd44tWmr35AeC5a20NalTDs/Fz+sNFYculy23z2vKI/YrNhy/e1wfaz7jQ9VM/MzsdBY0Maijem+EcWov8c4ioTg9301qwnU2qnkrrQ4RxLOUWyRRIBzyPWNGRf066besKKUtdaagI4BhF4u2+9+NuMsOqkrMwyyRMlY9xsLiJVMYKpu1Sqlbm4b8nfa6HREXP6fuUNpFlRyV1qcn6K2AnCn1+jrGw2lfisS3DmYk2knjd0qUOpharvy3TKudq4IRLkCYqquTMOyb+tE74I2nBBXzB1Ks6CSu9LiHLq8D1HsxIhuPvoNUuofqFaytF5w52AkkrCk6+vjnkw7SRuLNnjYl1+Q3EprhYutC/E5ZbtlVF2ZhtenrQ+JloLQ49vMHUqTp5K70qJcKywgtfg47tYBaDSGH+/cNCjIrvTO3dfZFxutTZmumZPpJ+nVrhcaUfF/EXc793Jj3VVdmYY3yu8eALYd/cHMkTR9KrkrLcr66P2gzWOYR6kFvUtGyjhVfOdupbUq0+8upeRU2qkKH6aWcLNzKzfWXa3C1PBCvMfSqVDHiWzTLlDTEqnkrrQov5/ZgZSC+/3GXN+YEav/XMmdO+i7Zk6lnyI9L53Eq4lkF2ZXmdxd7VxJyk2iUHd9Orzqc294Gq2W3joXtTpTDajkrrQoJzPDaKPrjodTh+sbjWPcK75zB/1kJoDDSYevlx2oYKRMCTc7N3RSx+WcywAUFheSW5SrumUagX+nIeRqNGzev9LcoTRpKrkrLca5tCTyNBfxcgouuyP9gn58u1XbSo/17uBNG4s2HLp8iFPppwDo1a5Xpe3d7Q1j3Q0PVY2zU9Wde4ObOEi/OtPB82p1pqo02cU6FKW2/nt0C0JIJvcaUXZHFcMgS1hqLQnsGEjo5VC6OXbDw96DtpaV/zK4sfSvqivTeNyNqzPFmjuUJk3duSstxt6EfVBsy5S+IWV3pMdW+jC1tODOwZzJOMPhpMNV9rcDdLTtiFZojQ9VVV2ZxnWzZXfOWum4cOmUuUNpslRyV1oEnU7HpYIIXCx8sbIo9QdpcRFkxld75w765A6QlpdWYU2Z0iw0FnRu2/l6t4yqK9OoBvaYpF+d6YAqRVAZldyVFmHT6XDQZjOwy6CyO7LiQRbXKLl7dfDC1sIWqHhm6o1Kj3UvSe5qKGTjGBdyL/bFOiJT9ps7lCZLJXelRfjl5HYA7vcbV3ZHJaV+K2KpsaRfp35A+QU6KuJm72YsQaDu3BuXjbUtfYrsOKFNQ1dcXP0BrZBK7kqLcCz1EBZFrnh3uqFcQCWlfiszpccUBnQeYHxgWhU3OzdS81LJK8ojsyATjdBgZ2lXu8CVOvNyCCTFQsPuiN/MHUqTpJK70uwl52SRI07T0z6o/M70WNBYgEP1yRrg1m63smz8shpVdjRWh8y5pJ+dauVQabkCxfTG9XsQgF3Rq80cSdOkfhKVZu/HYzsQopgJJasulZZxARw9QKM1+XWNdd1z4lXRMDPwu3kw7oWSE7kx5g6lSVLJXWn2tl3YhdRZcpfvsPI702Nr1N9eF6XHuquiYebRW3bmpFU+mTlp5g6lyVHJXWn2YnPDcRJ9sLeuYAWk9As17m+vLec2zlhrrUnITlBFw8wk0HUk+RrB73uXmTuUJkcld6VZ230+Gp1FMkEdB5ffmZ8NuSkNltyFEHRp24VLV/V97k7WTg1yHaVyk4Y8jKWUHI5T9d1vVG1yF0J4CCF2CCGihRDHhRBPGba3F0JsEUKcNnxuZ9guhBAfCyHOCCGOCSH6NfQ3obReP0ZtBuBvfhPK7ywZBlmD2al15WbvRnx2vL5bRvW5N7oOTp25ucCSk1Itmn2jmty5FwHPSSm9gIHA40IIL+BFYJuUshewzfA1wK1AL8PHbOBzk0etKAZHUvZhUeRKf/ee5XdmlIxx92yw67vbuROfHU92QbbqczeTPta9uWAFMecOmzuUJqXa5C6lTJRSHjG8zgZiADdgKrDC0GwFcLvh9VTgO6l3AHASQnQxdeCKcikrjRxxit4OAypukHZO/7kBk7ubnRvZhdmAmp1qLkN63wHA5rDl5g2kialVn7sQwhMIBA4CnaSUiYZdl4FOhtduQFypw+IN224812whRJgQIiw5Obm2cSsKK8K3IISOqTePqbhB3CFw7Aq27RsshpKx7qBmp5rLyP7TaFekIyo9rPrGrUiNk7sQwg5YCzwtpcwqvU9KKQFZmwtLKb+SUvaXUvZ3cXGpzaGKAsCOuJ1QbMt07yHld0oJF/aBZwX7TKhkrDuoipDmYmFhSZ9iJ05YZlFUVFj9Aa1EjZK7EMISfWL/Xkq5zrA5qaS7xfD5imF7AlB6Dri7YZuimExBURGJBeF0tgwsWwWyRPJJ/UiZmyoYRWNCpcsUqDt38/FtN4BMrYbNB743dyhNRk1GywhgGRAjpXy/1K4NwEzD65nAr6W2P2gYNTMQyCzVfaMoJqFfCPsqIzwqmLgEcGGP/vNNDXvn7mjtaFzUQyV385ky5DE0UrLn9Hpzh9Jk1OTOfQjwN2CUECLC8DEReAsYK4Q4DYwxfA3wB3AOOAN8Dcw1fdhKa/frqS1IqWFmYAVDIAFi94J9F2jfvUHjEEIY795Vt4z53OR6M70KtMQUnjd3KE1GtcvsSSn3AJVVURpdQXsJPF7PuBSlSjGZh2ir6Ym7YwUPS6WEC3vB8xaoQQGw+nK1c+VU+insrewb/FpK5fpa3cwv4gQnz4fTu1ugucMxOzVDVWl2wi+dp8gigX7OlXS5pJ6FnKQGf5hawqu9F+527mgboDiZUnMjve4G4PdDX5s5kqZBJXel2Vl5dBMA9/qMr7iBsb99aKPEM8tvFqsnq7Kz5jYi6A5cinQcy1BDIkEld6UZOpS0G02RC0Nv6ltxg9i90LYjOPdqlHgsNZbYWalFOsxNo9XipXMhxuoq2VczzB2O2ankrjQrqbnZZMgYetoNQKOp4Me3pL/9psGN0t+uNC39Oo8iV6Nh4x5VJVIld6VZWRmxDaEp4rYeoypukHEBshLAs3G6ZJSmZeots7HSSULjNps7FLNTyV1pVrbE7gCdDXf7VrDqEui7ZKDBx7crTVMHp870LbAmmkvmDsXsVHJXmg2dTkdc3mGctb60tbauuNGFvdCmHbj0adzglCbD286PS5aC/cc2mTsUs1LJXWk2fj95GKnNZKhrJbNSAWL36O/aK+qPV1qF8UH/AGDr0f+aORLzUv8DlGZj7Ym/kFLwUGWzUjPj9X3uqkumVevX5xY8CiTR146bOxSzUsldaTai0g/QRteNHh06V9ygpL+9kSYvKU2Xl/DghFUhl1Piqm/cQqnkrjQLJ5Mvka+Nxa/9oMobXdgD1o7QyafxAlOapIHdJlEkBL/uab0LwankrjQL34b/DsD0vmMrbxS7F24aBKoMQKs3aejfsS/WEX5lt7lDMRuV3JVmYVfCNjRFzkzoVUlBqOzLkHZW9bcrANhY29K3yIFobVqrXcBDJXelyTudkkiWiMHbcXjFs1JBP0oGVH+7YuTXbgDpFhq2HPzJ3KGYhUruSpP3eegvCKFjpv/Uyhtd2AdW9tDZv/ECU5q0KYMfQ0jJrlNrzR2KWVRbz11RzG3v5a1Y6DoztkcVifvCXugaAlr1I63odXPro1/AQ5wzdyhmoe7clSbteFIcV8Vp/NqNqLxL5moKJJ9o8PVSleanr1VPzlpJTl2IMHcojU4ld6VJ+zx0HUJIHg68vfJGF0rqyahiYUpZw/vcBcBvB1rfAh4quStN2oEr27As9mBYN+/KG8XuBYs24KqWVlPKGh18Jx2LdBzJOGjuUBqdSu5KkxUWf4Z87XmCOoysuuGFveAxACysGicwpdnQaLX0w5Mo6zxOXThm7nAalUruSpP11ZH1ADwadEfljdLOQ1IU9KjmF4DSak0KmE2xEKze/Z65Q2lUKrkrTVZYyg6si7vR371n5Y0i1+g/+9zZOEEpzc7woKl0L4Cw3HBzh9KoVHJXmqTd56Mp1MYR0rGSFZdAv6Re5M/6WalOHo0XnNLsBNn4ccZasu/on+YOpdGo5K40Scsi1iOl4LH+0ypvlHgUUk6B74zGC0xplmYMeRaNlGw43HoKiankrjRJR9N20lb2xKdz18obRa4GjSV4VTFzVVGAvt2D8M63Ikx3Fl1xsbnDaRQquStNzpbTERRZXGZI5yoqQOqK9f3tvcaBbfvGC05ptga0G0qSpYYNu74xdyiNQiV3pcn59ugv+i6Z4NsrbxS7G3Iug5/qklFq5v6xL2Kjk2w90zoKiankrjQpOp2O45n/w0H2pZdzl8obHlutLxR2cyVL7inKDVzauRJQ6MAR7RWu5mabO5wGp5K70qRsPBGKziKFYW5jKm9UmAcxG8BrCli2abzglGbvFvdJZGs1/Lj1XXOH0uBUclealP9G/YqUWuYOuL3yRqc2QX6WGiWj1Npdo5/GqVjH3sTN5g6lwankrjQZ6bk5nMj5H05409XJpfKGkavBrjN0G9Z4wSktgo21LUHFXThqfZX4K7HmDqdBqeSuNBlPbfoQtFnMCZhVeaNr6XD6L/CZrtZKVepkvNdMCoXgp+1vmTuUBqWSu9IkRCTGciRzHS5iAA8EVFEnJvpXKC5Qo2SUOhs/8D7cCyWHsg6YO5QGpZK70iQ8v/VfgOTd0S9X3fDYaujQC7oENEZYSguk0WoJ0vYmxrqYiJN7zB1Og1HJXTG7n47tIkm3H3+HqQS59ai8YWY8XNgDfneBEI0XoNLi3D7gCQDWHfjIzJE0HJXcFbMqKi7m3bB3EMWOfHzrc1U3LqkA6asqQCr10997BL3zNYQWxrTYMe8quStmtWjHdxRoLzDNczYdbO2rbhy5GtyDoX33xglOadFGO08g3lIw67/DuZwSZ+5wTE4ld8VsknOy+PXiN1gXd+OV4fdX3fj8bv2iHL53NU5wSov32LS3+bvNcE5YFfDI+onEnDts7pBMSiV3xWye2rQEtFm8GLwAC20FwxqvpsCBL+DLYbBiEtg4gU8VJYAVpZaevfsTnuv0N65Y6Ji340H2hP9m7pBMpkGSuxBighDipBDijBDixYa4htK8hcaf4Vj2RjprhnCn75DrO4ry9cMdf7wX3usNmxbot094G544DG2dzROw0mI9cOsCFvdZSCEwP3wB63d8Ye6QTEJIKU17QiG0wClgLBAPhAL3SimjKzumf//+MiwszKRxKE3biBV/J1V3lNUBr9Kn4ApcjtR/XImB4nz9DFS/u8D/XujkZe5wlVbgSPT/eHnf4yRr4dH2U5k99U1zh1QtIcRhKWX/Cvc1QHIfBCySUo43fP0SgJTy35UdU9fk/v6quWzN2lXXUBUzirMSzEvP4NGMLP0G2w7QyQc6+0L3kdB9BGgtzBqj0vqcTzjB87/fzWmrYtwLG+eakzpMZO60d+p0bFXJvSH+97gBpR89xwMhFQQ1G5gN0LVrFavtVMGhjQudM9vW6VjFvLzzbbjP/wFw76dP6vad1dh1xey6ufXhm7u38sbqv5Eu0xvlmo62DdPV2BB37ncCE6SUswxf/w0IkVLOq+wY1S2jKIpSe1XduTfEA9UEoPRS9O6GbYqiKEojaYjkHgr0EkJ0E0JYAfcAGxrgOoqiKEolTN7nLqUsEkLMAzYDWuA/Usrjpr6OoiiKUrkGGY4gpfwD+KMhzq0oiqJUT81QVRRFaYFUclcURWmBVHJXFEVpgVRyVxRFaYFMPompTkEIkQxcqOPhzkCKCcNpjtR7oN4DUO9Ba/z+b5JSulS0o0kk9/oQQoRVNkOrtVDvgXoPQL0Hrf37v5HqllEURWmBVHJXFEVpgVpCcv/K3AE0Aeo9UO8BqPegtX//ZTT7PndFURSlvJZw564oiqLcQCV3RVGUFqhZJ/fWuBC3EOI/QogrQoioUtvaCyG2CCFOGz63M2eMDUkI4SGE2CGEiBZCHBdCPGXY3preAxshxCEhxFHDe/BPw/ZuQoiDhv8Pqwwlt1s0IYRWCBEuhPjN8HWrew8q02yTu2Eh7k+BWwEv4F4hRGtYSXk5MOGGbS8C26SUvYBthq9bqiLgOSmlFzAQeNzw796a3oN8YJSU0h8IACYIIQYCbwMfSCl7AunAw+YLsdE8BcSU+ro1vgcVarbJHRgAnJFSnpNSFgA/AVPNHFODk1LuAtJu2DwVWGF4vQK4vTFjakxSykQp5RHD62z0/7HdaF3vgZRS5hi+tDR8SGAUsMawvUW/BwBCCHfgNuAbw9eCVvYeVKU5J/eKFuJ2M1Ms5tZJSploeH0Z6GTOYBqLEMITCAQO0sreA0N3RARwBdgCnAUypJRFhiat4f/Dh8B8QGf4ugOt7z2oVHNO7koFpH5sa4sf3yqEsAPWAk9LKbNK72sN74GUslhKGYB+jeIBQB/zRtS4hBCTgCtSysPmjqWpapCVmBqJWoj7uiQhRBcpZaIQogv6u7kWSwhhiT6xfy+lXGfY3KregxJSygwhxA5gEOAkhLAw3Lm29P8PQ4ApQoiJgA3gAHxE63oPqtSc79zVQtzXbQBmGl7PBH41YywNytCvugyIkVK+X2pXa3oPXIQQTobXbYCx6J897ADuNDRr0e+BlPIlKaW7lNIT/f/97VLK+2lF70F1mvUMVcNv7Q+5vhD3m+aNqOEJIX4ERqAvb5oEvA78AvwMdEVfOvkuKeWND11bBCHEUGA3EMn1vtaX0fe7t5b3wA/9w0It+hu0n6WUi4UQ3dEPLGgPhAMPSCnzzRdp4xBCjACel1JOaq3vQUWadXJXFEVRKtacu2UURVGUSqjkriiK0gKp5K4oitICqeSuKIrSAqnkriiK0gKp5K4oitICqeSuKIrSAv0/3tKaDEzIKYAAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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x4+xec9VVV7Fu3ToAQkNDWbBgAYmJiUycOJEtW7Ywfvx4evXqxbJly5zO/+jRo/Tp04foaE27ZeLEiXz++edOr9m7dy9Go5FJkybZxg8O1kIfQgjOn9eMWFFREV26dHHaV0th2c5css+WM7+el3+q7BRlxjIfe/plmpcPEBjhs/COn86PyMBIp0Yf4M+T+mKWkhdXH/LJuIqWiTL6TcQXX3xBVlYWe/fu5cMPP+SXX36pcz4qKort27dz55138uyzz7rU58KFC1m5ciU7d+5s1GgDlJaWctlll7Fnzx7CwsJ45JFHWLVqFV9++SWPPvooALm5uVxxxRUNru3duzcHDhwgKysLo9HIV199RXZ2TeWlzz//nIEDBzJ79mzb8YMHD9KhQweuueYaBg8ezIIFCzCZtIyQt99+myuuuIL4+Hg+/PDDFvONxhkms+SVtYfpFxfG5f1i6pzLOp8F+DBzByxGP0h7bg3v+Gi3bExwjMOYvpVukcHcOKIHn6Vlc1QVW2mzKKPfRGzYsIE5c+ag0+mIi4tjwoQJdc5fc801AAwdOtQW926M0aNHc/PNN/PWW2/ZjKkz/P39mTp1KgDJyclceuml+Pn5kZycbBuzS5cufPvttw2u7dixI6+99hrXXXcdY8eOJSEhAb2lItT06dPJyspi165dTJo0iZtuugkAo9HI+vXrefbZZ9m6dStHjx5l0aJFADz//PN8++235OTk8Ic//IE///nPLr3n5uT7jJMcKShl/mW90elEnXPWzB3fhnfKa4x+QLjPCqmA/V259ph/WW8CDDr+u6b1rLko3MMroy+EuE8IsUcIkSGE+EQIESiE6CmE+FUIcVgIsVgI4W9pG2B5fdhyPsEn76AZ+fLLL22LmWlpaW5dGxAQAGhVuIxGo0vXvP766zzxxBNkZ2czdOhQzpw5g8FgwGyuqYRUW8zNz8/PFpLQ6XS2MXU6nUtjTp8+nV9//ZVffvmFiy++mL59+wLQqVMnW19z585l27ZtAMTHx5OSkkKvXr0wGAzMmjWL7du3U1BQwM6dOxkxYgSgrQds2rTJpffcXEgpeXnNIS6KDmFaUucG5zOLMgk2BNcUKfEF1eW1wjvh2qMP0zYLygpqDkgJpoaZOlGhAVyX2o1lO3PJLfTNDUfRsvDY6AshugJ/BIZJKZMAPXA98G/geSllb+AccKvlkluBc5bjz1vatWquvvpq22LmsGHD6pwbPXo0n3/+OWazmfz8fFuc3RuOHDnCiBEjWLhwIdHR0WRnZ5OQkEB6ejpms5ns7Gy2bNni9ThWTp3SPMNz587x6quv2hZs8/LybG2WLVtG//79AUhNTaWwsJCCAs24rFmzhgEDBtCxY0eKioo4eFCr2LRq1SrbNS2VH/edYv/JYu6e0Bt9PS8ftPBOz4iedeL8XlNdBv4Wox8QoT36cIPWucpzVJksGvrpH8GzfcFY2aDtrWN6IoH3Nmb6ZGxFy8Jb7R0DECSEqAaCgTzgMuC3lvPvA48DrwEzLc8BlgL/FUII2UYl/q699lpWr17NgAED6NatG0OGDCEiIsKrPhcsWMChQ4eQUnL55ZczaNAgAHr27MmAAQPo378/Q4a4p4+em5vL3Llz7YZ47r33XptS6KOPPmrz9F966SWWLVuGwWAgMjLSFsLR6/U8++yzXH755UgpGTp0KLfddhsGg4G33nqLa6+9Fp1OR8eOHXn33Xe9+CSaFikl/11ziG6RQcwYZH/BObMokyGxPtairx3e8bGnXzttMz4sHvZ/A+VnobwQwurKQsd3DObK5M58siWbey7vQ3ign0/moGghSCk9/gHuBUqAAuAjIAo4XOt8NyDD8jwDiK917ggQZafP24E0IK179+6yPnv37m1wrKVSXFwspZTy9OnTslevXjIvL6+ZZ9Q28fXfxE8HTskeD6yQH/96zO750qpSmbQoSb6e/rpPx5WvjZHyo99oz7M2SflYuJSHfvRJ1xtyNsikRUly28ltUppMUj7VXeu/4KDd9rtzCmWPB1bI19Yd9sn4igsLkCYd2G1vwjsd0bz3nkAXIASY6ml/VqSUb0oph0kph1nTBVsrV111FSkpKYwdO5a///3vxMXFNfeUFC7w3zWH6RwRyDVDuto9f7z4OODjzB1oUk+/jhTDqb1QUaidcBA+SuoawejenXhvYyaVRqXJ05bwJrwzEciUUhYACCG+AEYDHYQQBimlEYgHTljan0Dz/HOEEAYgAvCuOvN3D8LJ3V510YC4ZJjmm12xnsbxn3zySVsxFitz5szh4Ycf9sGsFM749egZtmSd5R+1NHbqY8vciUjw7eC1F3IDLEbfhzF9sEgxnDpWc6LS8V6A28ddxE3vbuHr9Fx+M6ybT+ahaH68MfrHgZFCiGCgHLgcLSyzFpgNfArcBHxtab/M8voXy/k1lq8hino8/PDDysA3Ewt+epCIHmVcl/qBwzaZRZkIBD3Ce/h28Pp5+uAzT79O2cRju0HoQZqc3lTG9YmiX1wYb/18lNlD4hukrSpaJx4bfSnlr0KIpcB2wAjsAN4EvgE+FUI8YTn2juWSd4APhRCHgbNomT7e4SOPXOE9zz//PG+//TZCCJKTk3nvvfcIDAwkMzOT66+/njNnzjB06FA+/PBD/P39Afjss894/PHHEUIwaNAgPv7442Z9D/tOnuYsaYhgE4VVBcT52Q/HZRVl0TW0KwH6AN9OoLan7x+GLwup1CmbeGwTdB8JxzY6vakIIbh9XC/+/NlO1h08xWX9fFAHWNHseJWnL6V8TErZT0qZJKX8PyllpZTyqJRyuJSyt5RyjpSy0tK2wvK6t+X8Ud+8BUVtXM359yUnTpzgpZdeIi0tjYyMDEwmE59++ikADzzwAPfddx+HDx+mY8eOvPOO5gMcOnSIp556io0bN7Jnzx5eeOGFCz7v+ry06TuEzghIvjn6jcN2meczfR/aMZvBWMvo63Q+LaQClg1aRcegtAAunqYdrCx2es30QV3oHBHIGz+pf9e2gtqR20SsW7eOSy+9lJkzZ9KrVy8efPBBPvroI4YPH05ycjJHjmhqhsuXL2fEiBEMHjyYiRMnkp+vbZW/9957WbhwIQArV65k3LhxdTZh1ebmm29m3rx5jBgxgvvvv58tW7YwatQoBg8ezCWXXMKBAwcATadn1qxZTJo0iYSEBP773//y3HPPMXjwYEaOHMnZs2cBGD9+PPfeey8pKSkkJSW5lPtvNBopLy/HaDRSVlZGly5dkFKyZs0aZs+eDcBNN93EV199BcBbb73F3XffTceOHQFswmzNRXmViQ0nfkZPIMlRySw/stxuwXCzNPteXRM0gw814R3wqegaWKQYSixLbH2maI+N9O+n13HL6J78mnmWndmFPpuLovlQRr8J2blzJ6+//jr79u3jww8/5ODBg2zZsoW5c+fy8ssvAzBmzBg2b97Mjh07uP7663n66acBeOqpp1i8eDFr167lj3/8I++99x46neNfV05ODps2beK5556jX79+rF+/nh07drBw4UIeeughW7uMjAy++OILtm7dysMPP0xwcDA7duxg1KhRfPBBTRy7rKyM9PR0Xn31VW655RYA0tLS6ihqWunatSt//etf6d69O507dyYiIoLJkydz5swZOnTogMGgRRHj4+M5cUIzOgcPHuTgwYOMHj2akSNH2q0tfCFZln4Cc9A+BnZKZVbvWRwpOsK+s/satMsvzafCVNE0mTtQ4+mDT+WVwVI2sboYGRoLUX20EJIL/V8/vBthgQbe/Fl5+20BZfSbkNTUVDp37kxAQAAXXXQRkydPBqijfZOTk8OUKVNITk7mmWeeYc+ePQAEBwfz1ltvMWnSJObPn89FF13kdKw5c+bYtHGKioqYM2cOSUlJ3HfffbY+ASZMmEBYWBjR0dFEREQwffr0BnMCuOGGGwAYN24c58+fp7CwkGHDhtXRzrdy7tw5vv76azIzM8nNzaW0tJT//e9/TudrNBo5dOgQ69at45NPPuG2226jsLDQ6TVNhZSSd7ZuROdXxMy+lzMlYQp+Oj+WH1neoK1bmjuVxbD+OTC7kPJoq5pV39P3jdImQExwNFVICrsPByG0m4oL3yTCAv24cUQPvsvI4/iZMp/NR9E8KKPvBY1p71j1acCx9s0999zD/Pnz2b17N2+88UYd7Zzdu3fTqVMncnNzG51LSEiI7fnf//53JkyYQEZGBsuXL6/TpytzAhrICziTG/jxxx/p2bMn0dHR+Pn5cc0117Bp0yY6depEYWGhrd+cnBy6dtVy3+Pj45kxYwZ+fn707NmTvn37cuhQ80j6pmcXklWm6QeNix9HREAE47uN59vMb6k219WnyTyvGX2XPP29X8Pqf0BeeuNtq+2Ed3zs6cdYooOn4gZoTwLCnKZs1uYPoxPQ6wRvb1DefmtHGX0vcKa94ypFRUU2Q/j+++/bjh87doz//Oc/7Nixg++++45ff/3Voz6tEgnusnjxYkBTC42IiHAqIdG9e3c2b95MWVkZUkpWr15N//79EUIwYcIEWx2B999/n5kzZwIwa9Ys2z6G06dPc/DgQXr16uXRXL3lw83H8A8/wMUd+xMdrG0InN5rOmcrzvJLbl1J7MyiTML8w+gU2Knxjgu0tZTGFkuBGk/fv+bm7fOYfqEWWsuP7OF2/7HhgcxK6cpnadkUlauSiq0ZZfSbmccff5w5c+YwdOhQoqK0ykxSSm699VaeffZZunTpwjvvvMPcuXPreOzOuP/++/nb3/7G4MGDPc7mCQwMZPDgwcybN8+WceMopj9ixAhmz55tKwpjNpu5/fbbAfj3v//Nc889R+/evTlz5gy33qrp702ZMoVOnToxYMAAJkyYwDPPPEOnTi4YUh9ztrSKFRmHEYHHGN9tnO34mK5j6BjQkWVH6tYtyCrKome4i0Jrbhn9C+Dp52vzOeXnX6t/F+Zm4fejEqioNvN1+onGGytaLo70GVrCz9ChQxtoSrQm7Z3WyqWXXiq3bt3a3NNwGW/+Jl5bd1he9OQTMmlRktx5amedc09uflIO+WCILKossh27bPFl8qH1D7nW+QsDNX2bHR813vbgKq3t8V9rjv3wqJT/6CSl2ezaeI1Q9XySTFqUJF/d8ap24LObpXxpiFt9XPHiz3LqCz9Ls4/mpGgaaArtHYWitWMySz769RhxcUeJDIwkKSqpzvkZF82gylzFqqxVAJRWl3Kq/JRr8fzqcjhnkTtwJ7xT39M3V4PRBzVri3LwKzxOpD6opoKWiwu5tbl+eHf25Z1nV47vFpgVFxZl9FsRTz75pG3h2Prz5JNP+nycdevWebxG0Zr46eApss+WUu2/jzFdx6ATdf8dEjslkhCewPKjWhZPVlEWAD3DXTD6pw8Bljx/V0I09lI2fam/c0wrWhNbu4JWgPvho5kpXQjy0/PJluPez0nRLHirp6+4gChNHt/y4S/H6NQpjzJTMePixzU4L4RgxkUzeGnHS+QU53C0SMtcccnTP32w5rnHnr5l8bzyfAPNe7fJ2gABEcSE9+Ck1dMPCNe+RRirwODvUjfhgX5cObAzy3bm8shVAwgNUCaktaE8fUW75PiZMtYdLKBfrxMYhIFLulxit92Vva4EYMXRFWSdz0Iv9HQLc0FxsmA/CJ1WAcuthdym8vQ3QveRxITE1nj6Hoq63TC8O2VVJpbvbDyVWNHyUEZf0aTs37+fUaNGERAQwLPPPlvn3C233EJMTAxJSXVj6Tt37mTUqFEkJyczffp0zp/3XQaLlY9+PYZOCEp0uxkcO5gw/zC77bqEdiE1LpUVR1eQWZRJfFg8fnoXKkkVHICOPSGkk5uefr0dueByLr1DivPhzGFIGF23bGKAZ0Z/SPcO9I0N5VMV4mmVKKPfjjCZLnwxjMjISF566SX++te/Njh3880325VfmDt3Lv/617/YvXs3V199Nc8884xP51RRbWJxWjaXDjBw9PwhxnVtGNqpzfRe0zl2/hgbTmxwLZ4PWngnup9lA5SLRl/oofYNxVee/rGN2mOP0XXKJtpuKm72L4Tg+tTu7MwpYm+u72/IiqZFGf0mwlXBtYKCAq699lpSU1NJTU1l40btH9SZaNo111zD1KlT6dOnD/fff7/TeYSGhvKXv/yFQYMG8csvv7Bw4UJSU1NJSkri9ttvt4mKjR8/nvvuu49hw4bRv39/tm7dyjXXXEOfPn145JFHAMjKyqJfv37ceOON9O/fn9mzZ1NW5nxbfkxMDKmpqfj5NfSOx40bR2RkZIPjBw8eZNw4zRBPmjSJzz//3OkY7rJyz0kKy6rp0yNHm4edeH5tJvWYRIA+gHJjuWvxfFO15llH97UslroY3vEL1uQRrLgafik6Aaseg9LT9s8f2wR+IdB5UN0KWh56+gDXDOmKv0HHp1uVt9/aUEa/CXFFcO3ee+/lvvvuY+vWrXz++ee2zU/ORNPS09NZvHgxu3fvZvHixWRnZzucQ2lpKSNGjGDnzp2MGTOG+fPns3XrVjIyMigvL2fFihW2tv7+/qSlpTFv3jxmzpzJK6+8QkZGBosWLeLMGa3I2YEDB7jrrrvYt28f4eHhvPrqq4BWOH3ZsmV25+AuiYmJfP21VntnyZIlTt+fJ3yWlk23yCByKrfRNbRro4Y81D+Uy7pdBrhYLetsJpiNtTx9V7J3yuou4oLrnv7uz2DjC/DGpZCzreH5Yxuh+wjQ+9U1+h56+gAdgv2ZlhTHlztOUF6lyim2JpTRb0JcEVz78ccfmT9/PikpKcyYMYPz589TUlLiVDTt8ssvJyIigsDAQAYMGMCxY8fsDQ+AXq/n2muvtb1eu3YtI0aMIDk5mTVr1tTpd8aMGbb5JSYm2ubeq1cvm+Ht1q0bo0ePBuB3v/sdGzZsAGDhwoW2673l3Xff5dVXX2Xo0KEUFxfbiq74guyzZWw8fIarh8Sw5eQWxsWPc2l37bV9r0UgSOyU2PggBfu1x6i+boR3yu0Yfcs6Q2M3jcJszZPX6eC9qZD2HlhlocvOajVxe2gL1XXKJrravwNuGN6d4goj3+zO8+h6RfOgjL4X+EJwzWw2s3nzZpuGz4kTJwgNDXVZNE2v1zuVWggMDLSpb1ZUVHDXXXexdOlSdu/ezW233Wa339pzrT9fd4TYPKVfv3788MMPbNu2jRtuuKFRhVF3+Hx7DkJAr26aRHJjoR0rIzqPYP3167k48uLGG5+2yC+4ZfTL6uruAOj0mvxxY554UQ506gW3/wQJY2HFn+Dr+dqNxJKfT48xQL2yiQGWlFAP1wxG9IykV1SIWtBtZSij7wW+EFybPHmyLdQDWugGfCOaVh+rgY+KiqKkpMQmhOYOx48f55dfNBGyjz/+mDFjxvhkbrU5dUpLKTSbzTzxxBPMmzfPJ/2azZIlaTmM6R3FnnObCTIEkRqX6vL1EQGORefqUHAQIrpBQKh3nj5Yds02kr1TlKONFxwJNy6BSx+A9P/BO5Nh9xIwBELXIUC9sole1uEVQnBdajfSjp3jUL7rGj6K5kUZ/WbGWmZw4MCBDBgwgNdffx3wjWhafTp06MBtt91GUlISU6ZMITXVdYNn5eKLL+aVV16hf//+nDt3jjvvvBNwHNM/efIk8fHxPPfcczzxxBPEx8fbUjBvuOEGRo0axYEDB4iPj7cJu33yySf07duXfv360aVLF/7whz948a5r2Hz0DCcKy7l2SFfWn1jPiLgRvq9zC1p4J6qv9jwgDExVYKx0fk1VWd10TSuBES4s5GZrRh+0bwcTHoIbFkPhMdj7FcSngqHmfUYHR2tGX+8HhiCvRN2uHRqPn17w6VbfrrsomhBHojwt4UcJrrUsMjMzZWJiYnNPowGu/k3c+8l2mfzY93Jb3k6ZtChJLt6/2PeTMZmk/H+xUn73oPb61zc1IbWSAufXvT5Oyv/Nbnj87clSvnel4+vKC7X+N7zY8NyZI1J+MEvKnZ/VObzgpwVyytIp2otn+kj59T3O59YId/4vTab8Y6WsqDZ61Y/Cd6AE1xTtnfMV1XyXcZLpg+L4z/Z/ExkYyZSEKb4fqOi4Vu822hL7d3Wx1Fl4x9m1hRYPu4OdXcKRveD/voSBc+ocjg2OpaCsQEvX9UB/pz43DO/OubJqVu7J96ofxYVBCWe0EUaMGEFlZd0QwocffkhycrLPxkhISCAjI8Nn/V1Ilu/MpdJoJqpzOssO7OKfY/7peozeHQosmjtR9Y1+IzFva55+fQLCLeJtDijS9hrYwjsuEBMcQ5W5iqLKIjp4oLRZn9EXRdElIpCvdpxgxqAuXvWlaHqU0W8juFNZqz3yWVoOfTpLlmS+wfC44VzV66qmGciaudPA02/M6DuK6TfiiRdZPH03jT5oaZsdXN1H4ASdTjA9pQvvrM/kbGkVkSG+S7FV+B4V3lG0eQ7mF7Mzu5AO8SupMFbwyMhHmiTVFNAWcUOitUwacNPTtxPesZY0tObd16coG/T+2pguUkeKwUclGWcO6orRLPlW5ey3eJTRV7R5lqRl4x96hP0l67gl6RbXpBQ8peBgTWgHakkdODH6Ujr39J0VUinMhoh4bWOWizTYletGyURH9O8cRp+YUJalK+XNlo4y+oo2TbXJzBc7sojotoxuYd2Ym9ywxq/PkFJT14yubfRdWMg1VgDSsacPjr3xohzN6LtBdJD2rcC2QcsHdXiFEMxM6cKWrLOcKCz3uj9F06GMvgfk5+fz29/+ll69ejF06FBGjRrFl19+2WzzWbduHZs2bXL7uoSEBE6fdiDS1UZYu/8UxYGrqCCfR0Y8QqAhsOkGK8nXZJDtGn0n3rQ9LX0rtQup2KMoGyK6uzVNP70fkYGRmhRDYDhUlYDZe/2cGYO0zYRKZ79lo4y+m0gpmTVrFuPGjePo0aNs27aNTz/9lJycnCYd19kGLU+Nfnvgg7Q0AqLWMaXHVC7par9Qis8oqCW/YMUQCDpDI0bfTtUsK848fWMVFJ9029MHLa7vrdJmfbp3CmZw9w58rUI8LRpl9N1kzZo1+Pv715EG6NGjB/fccw+gadYvWLCA1NRUBg4cyBtvvAFohnn8+PHMnj3bJk8sLYtz27Zt49JLL2Xo0KFMmTKFvDxtMWz8+PH86U9/YtiwYbz44ossX76cESNGMHjwYCZOnEh+fj5ZWVm8/vrrPP/886SkpLB+/XqHcs1nzpxh8uTJJCYmMnfuXNv4bZVT5yvYXvoufjo/HhjuXILaJ1iNfnS/mmNCaN6+s8VSq6dfX3sHnBdSKc4FpEdG3ybFYP0m4ovqXMDMQV3Yl3eeg0qWocWijL6b7NmzhyFDhjg8/8477xAREcHWrVvZunUrb731FpmZmQDs2LGDF154gb1793L06FE2btxIdXU199xzD0uXLmXbtm3ccsstdergVlVVkZaWxl/+8hfGjBnD5s2b2bFjB9dffz1PP/00CQkJzJs3j/vuu4/09HTGjh3rUK75H//4B2PGjGHPnj1cffXVHD/etoWyntnwKfqQQ9zc/y6ig13PbvGY0wc0zzksru7xxvR3PPX0nW3MagRf6e/U58qBXdAJ1IJuC0bl6XvJ3XffzYYNG/D392fr1q388MMP7Nq1yyZmVlRUxKFDh/D392f48OHEx2teWUpKCllZWXTo0IGMjAwmTZoEaN8UOnfubOv/uuuusz3PycnhuuuuIy8vj6qqKnr2tJ+F8uOPP7J3717ba6tc888//8wXX3wBwJVXXknHjh19+2G0MFafXIw/8dw99P8uzIAFB7TQTv100MYKqVQ5MfrOjLIHG7Os2Mom+gXhDz7J4AGIDgtgdO8ovt55gr9M7tt0qbEKj/HK6AshOgBvA0mABG4BDgCLgQQgC/iNlPKc0H77LwJXAGXAzVLK7d6M3xwkJibWqeT0yiuvcPr0aZvKppSSl19+mSlT6m7xX7dunV1JZCkliYmJNuXK+oSE1Hzlv+eee/jzn//MjBkzWLduHY8//rjda6xyzYGBTbho2cJZe3Q31focxkfdhl6nvzCDFhyAPpMbHm9sA5S9+ri2a514+taNWeFd3ZsntXL1hZl4R/17yMyUrvx1yU52ZBcypHvbdixaI96Gd14EvpdS9gMGAfuAB4HVUso+wGrLa4BpQB/Lz+3Aa16O3SxcdtllVFRU8NprNdOvXTJwypQpvPbaa1RXVwNa6b/S0lKH/V188cUUFBTYjH51dXWdwia1qS23/P7779uOh4WFUVxc46k5kmseN24cH3/8MQDfffcd586dc+k9t0be3fEVUgruSr3mwgxYdhZKT2klEuvTaHjHmr1jL7zjJOWzKBtCYsDP/Zu7zeibqxz37yFTEmPxN+hUiKeF4rHRF0JEAOOAdwCklFVSykJgJmC1SO8DsyzPZwIfWETgNgMdhBCdaWUIIfjqq6/46aef6NmzJ8OHD+emm27i3//+N6AV9R4wYABDhgwhKSmJO+64w2nmjb+/P0uXLuWBBx5g0KBBpKSkOMzEefzxx5kzZw5Dhw4lKirKdnz69Om2gi7r1693KNf82GOP8fPPP5OYmMgXX3xB9+7upfq1FsxmM7sL1xEq+9I/xv1FTo84bdHcqb2Ia8Vlo2/H03dWSKUw26N4PtSSYjBZHJbGNPvdICzQj4n9Y1ixKxejyeyzfhW+wZvwTk+gAHhPCDEI2AbcC8RKKa17sU8CsZbnXYHaots5lmOtbt92586d+fTTT+2e0+l0/POf/+Sf//xnnePjx49n/Pjxttf//e9/bc9TUlL4+eefG/S1bt26Oq9nzpzJzJkzG7Tr27cvu3btqnNs8eLFDdp16tSJH374we682xLfHNiGyXCKcXHXNd7YV9hL17Ti8kKuHaMPjvV3inIgdoB787QQE2LZlVtdoh3woacPWs7+t7tPsunIGcb1vQCL6AqX8Sa8YwCGAK9JKQcDpdSEcgCw6Dq7lRcohLhdCJEmhEgrKCjwYnqK9sqHGV8hpY67UmdduEELDmg5+R3sfHvyJrwDFn2cep64lDUVszwgzC+MIEMQJyvOgM7PpzF9gPEXRxMWaFA5+y0Qb4x+DpAjpbTKOy5FuwnkW8M2lsdTlvMngNp/ofGWY3WQUr4ppRwmpRwWHa08BIV7mM1m9p9fTwcSSYiMuXADnz4AUX20cEx9AsI1jX1Ttf1rqy1rPu54+mVntD49NPpCiJoNWj7S36lNoJ+eK5I6s3LPSSqqvd/tq/AdHht9KeVJIFsIYd1zfjmwF1gG3GQ5dhPwteX5MuD3QmMkUFQrDKRQ+IQlGRuRhnNc3q0JCqQ4o77QWm0ak2KoLgdEnZKGda+3o4RZ5HmOvpXY4FhNisEHhVTsMTOlCyWVRlbvO9V4Y8UFw9vsnXuAj4QQu4AU4J/Av4BJQohDwETLa4BvgaPAYeAt4C4vx261ONK8WbZsGf/617/sXNE8PPzww3Tr1o3Q0NA6x5977jkGDBjAwIEDufzyyzl27Jjt3AMPPEBSUhJJSUl11hWklDz88MP07duX/v3789JLLwHaukVERAQpKSmkpKSwcOFCr+b8yd5lSLOBO4fP8Koft6gs0SpmRXth9P2CG+b3W7Hn6Vs3ZnmwG9dKnQ1a3oZ3fnkVvn8IfvwHrPs3bHiBkQVLuD3kJzI2r/Sub4VP8SpPX0qZDgyzc+pyO20lcLc347V1ZsyYwYwZF9BYNcL06dOZP38+ffr0qXN88ODBpKWlERwczGuvvcb999/P4sWL+eabb9i+fTvp6elUVlYyfvx4pk2bRnh4OIsWLSI7O5v9+/ej0+k4darG+xs7diwrVqzwer5VRiNHyjYSpR9EXNgFzA8/Y6ls5bHRL3MczwcHnr7nG7OsxIZoZRPNAV3QeePplxTAyr9puv7SDGYtW00HPARUnvDjfOF0wjt08nwMhc9QMgxNhNls5q677qJfv35MmjSJK664wrZLF+Dll19myJAhJCcns3//fgAWLVrE/PnzHfa5ZMkSkpKSGDRoEOPGjbN7zVVXXWXL+gkNDWXBggUkJiYyceJEtmzZwvjx4+nVqxfLli1r9D2MHDmyzu5gKxMmTCA4ONjWxio2t3fvXsaNG4fBYCAkJISBAwfy/fffA/Daa6/x6KOPorPovsfE+D7e/tHOtaAvZkrCNJ/37RRb5o4Xnr6/g3g+2Pf0i7LBLwSCPL+5xQTHYJRGzvoHe+fpn9NkRrjuf/DoGXj0LDyUB/dncmjSIgJENQd+aphNpmgelNFvIr744guysrLYu3cvH374YYMdt1FRUWzfvp0777yTZ5991qU+Fy5cyMqVK9m5c6dLRru0tJTLLruMPXv2EBYWxiOPPMKqVav48ssvefTRRwHIzc3liiuucP8NWnjnnXeYNk0zsoMGDeL777+nrKyM06dPs3btWrKztTDEkSNHWLx4McOGDWPatGkcOlRT9/WXX35h0KBBTJs2zeHGNFdYemAF0uzPvNQrPe7DIwoOaEqakb3sn2+skIqjAiq1rzdVQXWtQipFlhx9L2QOrBu08v39vYvpn7UY/Y4WWRCdXruJBUdy0cgZnCQKvwON/70qLgxKe6eJ2LBhA3PmzEGn0xEXF8eECRPqnL/mGm2n6NChQ216OI0xevRobr75Zn7zm9/YrneGv78/U6dOBSA5OZmAgAD8/PxITk4mKysLgC5duvDtt9+68c5q+N///kdaWho//fQToO0E3rp1K5dccgnR0dGMGjUKvV7LZqmsrCQwMJC0tDS++OILbrnlFtavX8+QIUM4duwYoaGhfPvtt8yaNavODcFVyqoqOV6xmTi/oXQMDm38Al9y+qBm8A0OasM2VkilqpHwTm1NfevuW2vFLC+wGX29gUSvjP5RQEDHHg1O6fR6smInMuTkUs4XnlEhnhaA8vS9wLoLNiUlhbS0NLeuterwWDV4XOH111/niSeeIDs7m6FDh3LmzBkMBgNmc82ux4qKGm/Qz8/PJnil0+lsY+p0OpfHdMSPP/7Ik08+ybJly+poCj388MOkp6ezatUqpJT07attVoqPj7fdqK6++mrbZrLw8HDbQvEVV1xBdXW1R4Vd3t3+A+jLmH6R599aPObMYejUx/F5VxdyHV5vR3/Hg4pZ9bGVTdRZ5uap1Pa5TE3/x0H2UYdhc/AXRhXiaSEoo+8FV199Nenp6aSnp9sE16yMHj2azz//HLPZTH5+foPdtZ5w5MgRRowYwcKFC4mOjiY7O5uEhATS09Mxm81kZ2ezZcsWr8dpjB07dnDHHXewbNmyOrF5k8nEmTNnANi1axe7du1i8mRNgGzWrFmsXbsWgJ9++sl2Mzh58qRN13/Lli2YzWY6dXLfG1x26BswBXHr0KlevTe3kdIih+BE0sLbhdz6mvpVZVB22qtFXIDIwEgMwkC+MGsLsFUlnnV0NhMiHdcd7jtkggrxtCBUeKeJuPbaa1m9ejUDBgygW7duDBkyhIiICK/6XLBgAYcOHUJKyeWXX86gQYMA6NmzJwMGDKB///5Otf7tkZuby9y5c+2GeO6//34+/vhjysrKiI+PZ+7cuTz++OMsWLCAkpIS5syZA0D37t1ZtmwZ1dXVjB07FtA8+P/9738YDNqf2IMPPsiNN97I888/T2hoKG+//TYAS5cu5bXXXsNgMBAUFMSnn37qthyvWZrJNabRLWAUoQEXWFm07Ky2ucqZ0fcLAUQjnn4j2TtQ4+mft+xp9NLo63V6ooKjOCWravq33qDc4Vwm9HV8s1UhnhaGlLLF/gwdOlTWZ+/evQ2OtVSKi4ullFKePn1a9urVS+bl5TXzjNomv2zfKpMWJck3t3x/4Qc/sV3Kx8Kl3LvMebt/xkv57QP2zz2fLOXntzu+Nm+XNsaer7TXh37UXmdt9GzOtbjxmxvlrZ9P1/rL9+B/q+K8du3P/3HabN+WVVI+Fi63fPWKhzNVuAOQJh3YVeXpNyFXXXUVhYWFVFVV8fe//524uLjGL1K4TYWxAkyh/F/KhMYb+5pCS/UxZ54+OC+k4kqePtTo79hy9L1XEI0JjuFQiWVjvCdpm+eytEcn4R2whHi+sYZ42u2+zBZBqzb6/97yb/af3e/TPvtF9uOB4Q/4pC9P4/hPPvkkS5YsqXNszpw5dcooKjSqTSZMVNEr6BIC/RxkzzQltp2xjYRanBVSaWwh15q9YzXKRTkgdBDWxb252iE2OJYNVUVIQHiSwVM/XdMBKsTTcmjVRr+t8vDDDysD7yLnyssAydTeY5tnAoXHNb37xjZJOVLalNIFT79eymdRtmbw9d7/+8YGx1JuqqRECMI8MvpHtcdGPH2Ajqlz8F/xKTt/WkzqTOXtNxet2uj7yiNXtF6KK7RFyCFdvfd6PcLVTVIBYfYLlZiqtMwZZ0a/fiGVohyvhNZqYyumYjAQ5lF4JxOCImu+jTih75AJnFyhQjzNjUrZVPiEhIQEkpOTSUlJqZO+umDBAvr168fAgQO5+uqrKSwsBLSykDfddBPJycn079+fp556yu0xTWYz5ZaylOGeZJ34gsLjjcfzwbGn31gBFSu1pRgKj/skng+a/g7AKYPes125jaRr1kbotBDPgNKtnC884/5YCp+gjH4bw9tNV96wdu1a0tPT62xUmzRpEhkZGezatYu+ffvajPuSJUuorKxk9+7dbNu2jTfeeMO2S9hVzlcYkWgb08L8m8voZ7uWOunQ6FsKqDjT3oGaQipmE5zP9Tpd00ptT9+zhdxMx/ITduiYqjZqNTfK6DcR69at49JLL2XmzJn06tWLBx98kI8++ojhw4eTnJzMkSNHAFi+fDkjRoxg8ODBTJw4kfz8fADuvfdem8zwypUrGTduXJ2dt7W5+eabmTdvHiNGjOD+++9ny5YtjBo1isGDB3PJJZdw4IAmCLZo0SJmzZrFpEmTSEhI4L///S/PPfccgwcPZuTIkZw9exbQSjvee++9pKSkkJSU5NWGr8mTJ9ty9WuLswkhKC0txWg0Ul5ejr+/P+Hh4W71XVRWjV6nbexy2+gX57vX3h7lhdqGKZc8fQfZO1Vuevol+WCu9pmnbzP6AcHue/rGKi3U1Mgibm3URq3mRxn9JmTnzp28/vrr7Nu3jw8//JCDBw+yZcsW5s6dy8svvwzAmDFj2Lx5Mzt27OD666/n6aefBuCpp55i8eLFrF27lj/+8Y+89957NoVKe+Tk5LBp0yaee+45+vXrx/r169mxYwcLFy7koYcesrXLyMjgiy++YOvWrTz88MMEBwezY8cORo0axQcffGBrV1ZWRnp6Oq+++iq33HILAGlpacydO9fu+EIIJk+ezNChQ3nzzTfttnn33Xdt4myzZ88mJCSEzp070717d/76178SGRnp8mdrNJsprjQS4KfF0kP8Qly+loID8J++sOsz16+xhy1d00VPv6oY6t+4beEdJzF9qJFXtqZrunKjcYEAfQAdAzpyyi/QfU+/KFtbj3AxvAMqxNMSaNULuS2d1NRUmzTxRRddZJMkSE5OtkkS5OTkcN1115GXl0dVVRU9e2r/QMHBwbz11luMGzeO559/nosuusjpWHPmzLGJmxUVFXHTTTdx6NAhhBBUV9eU6ZswYQJhYWGEhYURERHB9OnTbXOqXVz9hhtuAGDcuHGcP3+ewsJChg0bZttJW58NGzbQtWtXTp06xaRJk+jXr59N/hm0NFSDwcCNN94IaJILer2e3Nxczp07x9ixY5k4cSK9erkWKjhfbkRKib9Bu+EYdG78KVuN9arHoN9VjYdWHGGrXuViTB80qYPAWt9oGquPayUwHM4eqZm7jzx90OL6+WXF7pdMtGbuuOHpg8riaW6Up+8FjQmu1RYicyR4ds899zB//nx2797NG2+8UUcwbffu3XTq1Inc3MaLS4eE1Hi6f//735kwYQIZGRksX768Tp+uzAloIIXQmDRC165dAU0n/+qrr64TElq0aBErVqzgo48+svXz8ccfM3XqVPz8/IiJiWH06NFuidYVlVfjr9ehExKdu3/G5ee0x+Jc+OW/7l1bG5un31BdsgGO9HdcXcit7+n70OjHBMdwSifcD+9Yc/Td8PRBhXiaG2X0vcCZ4JqrFBUV2Qzm+++/bzt+7Ngx/vOf/7Bjxw6+++47fv31V0ddOO1z0aJFHs3LWupww4YNREREONUNKi0tpbi42Pb8hx9+ICkpCYDvv/+ep59+mmXLltkKr4Cm17NmzRrbNZs3b6Zfv34uzc1oMlNSYSQi2A+TNLmt1WMz+gljYcMLUHzSveutFGaDIQiCXdho5NDou+HpV57Xvl0EdvBMI8cBscGxmuiavZRSZ5zL1G5WobFuXaZCPM2LMvrNzOOPP86cOXMYOnQoUVFRgKaHdOutt/Lss8/SpUsX3nnnHebOnVvHY3fG/fffz9/+9jcGDx7scTZPYGAggwcPZt68ebzzzjuA45h+fn4+Y8aMYdCgQQwfPpwrr7zSpuM/f/58iouLmTRpEikpKcybNw+Au+++m5KSEhITE0lNTeUPf/gDAwcOdGluWtaOJCLID7M0oxMeevpXvaDlya95wr3rrRQe00I7rtx0HBVSsXn6jaxJWAupnDnss8wdKzHBMZzDRGWlm0b/bCZ0TPCokIs1i2f/z0sbb6zwLY5EeVrCT2sXXGutXHrppXLr1q3NPQ2HHC0okfvyiqTZbJaHzx2WG7ZvcK+DbxZI+VQ37fn3D0n5WIQmauYur4+V8sNrXGt7bLMmTHbox7rHt72vHT933Pn1v76ptXu6t5QfX+/+XJ3wxcEvZNKiJHn8mZ7uXfjf4VJ+8luPxjRXV0r5WLj8+oV7PLpe4RycCK4pT1/RqrCFdoK0AjEmaULgQXjHKpsw7q8Q1AFWPuR+ERFXN2aBC+EdF2L6AKWnfBrPh5oKWqdM5a5/BmazJrbWMcGjMYXBnxJDR8rO5FBW1Xx7S9ojyui3Ip588knbwrH158knn/T5OOvWrfN4jaKpOV9RjUTSIcgPwPPwjtXoB3WE8X+DzJ/h4ErX+6gs1vpxNdTS6EKuCzF9K00Q3gHI1wFG10KIFOdpbd1cxK2NCOtMlDzLTwcKPO5D4T4qZbMVoYTYoLCsmgCDjkA/PVJKTGYPF3JrC6QNuwW2vAmr/g69Lwe9nwsTcSNdExr39A2NFH8JqG30fezpW6UY9HotQ6ixGxBoi7jgdrpmbYI6daXrucO8vuck05I7e9yPwj2Up69oUp555hnbt5KkpCT0er1t529hYSGzZ8+mX79+9O/fn19++cVpX0aTmdLKmtCOWWobnTxK2QyqtRFM7weT/p9W4HzbItf6cCdHH5x7+oYgcLLxDqjr6ftoY5aVUL9QgnR+5Lujv+NhumZtdOGdiTcUsWbfKSqNJo/7UbiHMvrtCJPpwv9jLViwwJbW+tRTT3HppZfadt7ee++9TJ06lf3797Nz50769+/vtK+i8mokEBGk6eZbjb7Xnj7AxdO0FM61/9TkFRrD1eIpVnR6LUOnvlGtLndtc1gTevpCCGL9O7inv3MuE4Teu1BTWBdCjecor6xg0xGVunmhUEa/iXBVe6egoIBrr72W1NRUUlNT2bhxI4BT/ZxrrrmGqVOn0qdPH+6//36n8wgNDeUvf/kLgwYN4pdffmHhwoWkpqaSlJTE7bffbitKPn78eO677z6GDRtG//792bp1K9dccw19+vThkUceASArK4t+/fpx44030r9/f2bPnk1ZWZnLn8knn3xi2+lbVFTEzz//zK233gqAv78/HTp0cHp9UXk1AQY9gX7an61Jajcxt2L6ZjNUFDY0+kLAlCe1G8KG5xrvp/A46P0hJKbxtlbsia5VlTW+iAs1nr67Y7pIbGCkFt5xNW3zbKZ2w3MlFOaIsDgEkh4BpazM8HCvhMJtlNFvQlzR3rn33nu577772Lp1K59//rktD96Zfk56ejqLFy9m9+7dLF68mOzsbIdzKC0tZcSIEezcuZMxY8Ywf/58tm7dSkZGBuXl5axYscLW1t/fn7S0NObNm8fMmTN55ZVXyMjIYNGiRZw5o3liBw4c4K677mLfvn2Eh4fz6quvAvDoo4+ybJnjHZZlZWV8//33XHvttQBkZmYSHR3NH/7wBwYPHszcuXMpLS11eH11vdAO1PL03cneqSzS9GLsFT3pPEjz+Pd81Xg/hcc1L7exsExt7Bn9xgqo2K61GP3wru6N6SKxwTFaeMcdT9+L0A4AYVocf1oP+GFvPiazm9lTCo9QRr8JsWrvBAQENNDescoI//jjj8yfP5+UlBRmzJjB+fPnKSkpoaioiDlz5pCUlMR9993Hnj17bP1efvnlREREEBgYyIABAzh27JjDOej1epuhBU3+eMSIESQnJ7NmzZo6/c6YMcM2v8TERNvce/XqZbuxdOvWjdGjRwPwu9/9jg0bNgCwcOFC2/X2WL58OaNHj7aFdoxGI9u3b+fOO+9kx44dhISE8K9//cvh9ectoZ0OwTWepUeevnVjlqNKV91HaZuuShrJKLEWT3EHeyUTq8tdM/o6PfiH+qx4Sn1iQjpzWq/H5Oqu3LNHvVrEBSBMqxk9vouJs6VVbM06611/CpdQRt8LfKG9Yzab2bx5sy3ufeLECUJDQ13Wz9Hr9U533QYGBtqE2CoqKrjrrrtYunQpu3fv5rbbbrPbb+251p+vu5o8Vj799FNbaAcgPj6e+Ph4RowYAWiqm9u3b3d4fU1oR287ZlvI9aXRj0/VHk80ogPkTo6+FYeevouCbxHxEHWxe2O6SExoV4xCcLbMBcnpsrOaZIOPPP3k8FL8DTpW7lEhnguBMvpe4AvtncmTJ9tCPaCFbsA3+jn1sRr4qKgoSkpKWLrU/S3wx48ft2XZfPzxx4wZM6bRa4qKivjpp5+YOXOm7VhcXBzdunWzrVWsXr2aAQMG2L2+dtZObayevlvhHavRD3Yg49x5EOgMkLPVcR/V5VBaABG+MPouevoAv18GEx9zb0wXibW8l1Olpxpv7IN0TQBCokDoCSg/xbg+0azMOGlbY1I0HcroNzMvvfQSaWlpDBw4kAEDBvD6668DvtHPqU+HDh247bbbSEpKYsqUKaSmprrdx8UXX8wrr7xC//79OXfuHHfeeSfgPKb/5ZdfMnny5DpKoAAvv/wyN954IwMHDiQ9Pb3OukVtNK0dCA+qu63EZPYkvFOoPTry9P2DITbJudF3N0ffir1CKtXlrnv6YbE+FVqrTWyI5nWfrHAhi8YH6ZqAFrIKi4Pik0xNiiO3qILdJ9zU/1G4jyN9hpbwo7R3WhaZmZkyMTHxwo9bUCL35WpaO7U5WXJS7jm9x72/ic1vaBo2JQWO26z4s5RPdpXSZLR//tAqrY+sja6PK2VdzR8rLwyUculc9/ppAgrKCmTSoiT58aezGm/809Pa+68s8X7gNydI+cEsea60Uvb62zfy39/t875PRdNq7wgh9EKIHUKIFZbXPYUQvwohDgshFgsh/C3HAyyvD1vOJ3g7tqLtYzJLiiuNhNfK2rGdkybPFTYDOzhuE5+qVbkqOGD/vLs5+las4Z3aIQx3wjtNSGRgJAYJ+dUuZO+czYLQOPB3o1qZI8I6Q/FJOgT7M6pXJ75XIZ4mxxfhnXuBfbVe/xt4XkrZGzgH3Go5fitwznL8eUs7hY8YMWJEA12e3bt3+3SMhIQEMjIyfNpnY5RUVCOlJDywYT64WZrRC72dq5xQfk4Ls+idKJBYF3MdhXgKs7W4f5ib0gEBYVq6aHWtvQ3uhHeaEJ3QEY2OUyYX9l2cPep9aMdKWJxW6B2YkhTH0dOlHD5V4pu+FXbxyugLIeKBK4G3La8FcBlgXSF8H5hleT7T8hrL+cuF21spNZQn0JBff/3Vtqhs/UlOTm7uaXlNUYURg04QEtDQuHuusNnBeZvIXlrM36HRP27Jl3fzhmNPisHVPP0LQIzwJ99c2XjDc5neL+JaCYvTNstVlzN5gKYB9L3aqNWkeOvpvwDcD1irPXcCCqWU1pXHHKCr5XlXIBvAcr7I0r4OQojbhRBpQoi0goKGudKBgYGcOXNGGf52gFlKiiuqCQtsGNoBMJqNVBVXERjYiFhZberr7thDCOg6DE5ss3++KNsz/Zv6hVRM1WA2tghPHyBWH8QpWe28UXW5prDpM0+/i/ZYfJLY8ECGdO/A9yp1s0nxWGVTCHEVcEpKuU0IMd5XE5JSvgm8CTBs2LAGlj0+Pp6cnBzs3RAUbYuKahOnS6qoCvWnJL+hV51flk+JLGHKoCmud2pPd8ce8amw7kdth2ptsTPQPP2LLnN9TCs2T98SN7eGeTwtzO5jYgyhrK8+i5TS8f6Lc1naoy89fdBKVkb2ZGpSHP/8dj/ZZ8voFtkyPpe2hjfSyqOBGUKIK4BAIBx4EegghDBYvPl44ISl/QmgG5AjhDAAEYDbKkt+fn707OmjPzhFi+ahL3fz1Y5TbP/7pDqbsqzMXzKf0V1Gc5XfVa53Wn7WNcGy+GGAhNzt0Gt8zXFjpWagPPL064V3qlzU0r9AxPqHU14pKK4uJtw/3H4jW7pmL98Mal0XKc4DYEqiZvRX7jnJ3LE+GkNRB4/DO1LKv0kp46WUCcD1wBop5Y3AWmC2pdlNwNeW58ssr7GcXyNVjEbhAJNZ8sOefCZcHGPX4AMUVxUT5u9m3rqrnn7Xodpj/bh+UQ4gPVOXrG/0bQVUWoZHGxughb1OnT/huNE5H+XoW6nt6QM9OoXQs1s2/9v/rm/6VzSgKTZnPQD8WQhxGC1m/47l+DtAJ8vxPwMPNsHYijbCjuPnOF1SyeTEWLvnjWYj5cZyQv1DXe/UbHbd6Ad1gKi+kFNPjsFdHf3aNDD61lKJLcPTjwmOBiC/KNNxo7NHISDCtc/QFYI6gj4AinNthwyRazntt4x9p3J8M4aiDj4x+lLKdVLKqyzPj0oph0spe0sp50gpKy3HKyyve1vOH/XF2Iq2yco9J/HTCyb0sy8jXFKlpfU5DEPYo6rYscKmPeJTNaNf+wupLUffE0+/3kKuq/VxLxCxwZrXfarYibE9mwmRCdpity8QwrYrF7Tfa0H1AYSQvLVtuW/GUNRByTAoWhxSSlbuyeeSi6Ls5ucDFFdrhjPUzw1PvzHdnfrED4Oy0zWLl6Dl6AudlrLpLgGWudZfyG0pnr4lk+ZkcSPhHV8t4loJ72Iz+ltPbtU0laQfv5xc69txFIAy+ooWyP6TxRw/W8aUxDiHbYqrNKPvVky/MYXN+tg2adUK8RQe19IMPSkeYgjQQhktNLzjHxRJpMnEKUdKmyaj9v59Fc+3EhZnW8jdlLuJIEMQA0KmUiwOkHXWBQE4hVsoo69ocazccxIhYNIA+/F88NDol1n02l01+tH9tdBL7cVcT3P0rdRW2qy2FI3x84GcgS8ICCPGaCK//LT98+dztH0Fvvb0LVIMAL/k/cLwuOH8NnEmQph5M02FeHyNMvqKFsfKPfkM7d6R6LAAh22sMf0m9fT1BugypK62fuFx7wqZ1DH6LcvTJzCcWJOJU5Xn7J/3dbqmlbA4qCoh5/R+jp0/xqguo5jeLxVhjOTn3DW+HUuhjL6iZZF9tox9eeedhnYAzldpcXGPYvruZJ7ED4O8XVBdoYU3zud65+kHhrfYhVwCIogxGh2Lrp215F74PLyj5er/cuxHAC7pcgk6nY4+oaMolHs4WezgJqTwCGX0FS0Ka/Wkxox+SbUnnn6h9uhMYbM+8algroaTu+D8CZAmz3L0rdTW1G9hC7kEhhNjMlFoqqDSZEeDJydNm79VOsFXWI1+3q90DulMQngCALP7TUPoTLyZ9o1vx2vnKKOvaFF8n3GS/p3D6d7Jufdrjem77en7h4HB3/Vr4i0V0XK2epejb6V2ndyWFt7R+xErNZNwqqzeAmpVGexbDgNm+L4we1hnjMDmwv1c0uUSmwTEnKQxYApnzfEffTteO0cZfUWL4WBBHvsMf2NgbwcLibUoriomxC8EvTtKl65uzKpNWJzm2eekea6jX5s6Mf0yLZvHXbXOJiRWp4nX5ZfWy+A5+J22z2Hgdb4fNCyWjAB/ik0VjOoyynbYoNfTM2gEp827OFem5JZ9hTL6ihbDm9u+Qud/lsjIxlUWi6uK3fPyQdPdaUxW2R7xwyxG3+Lpu6Ld44jaRr+qrMWIrVmJNWiZRA08/V2faXsTejReE9ltAsL4JTQCAYzsPLLOqZl9piB01by97Tvfj9tOUUZf0WLYlLcOAKEvdt4QLabfZLo79YlPhaLjWognNE7Lt/eU+tk7LWUR10KMn/aZ5tfO1S89DYd/hOTZvg/tWNgUHEySCCYiIKLO8RsHTQBTMCuzVjXJuO0RZfQVLYLjhQWcF/sBOO0oT7wWTSq2Vp+ulrj+0bXehXZAM/qmKk2tswUVULESGhBBqBScKKm1K3fPl1p+flOEdtAysXbrJaNMDc1RoJ8/8QGp5Bt3UFxZ3iTjtzeU0Ve0CN7YuhwhzIQYwjhd0cKMfueBoPPTDJ/XRr+W/k4LqY9bGxEYQXezILs4u+bgrsUQmwSxiU0y5ta8rZgEXFJqP25/5UVTQFfB+zvUgq4vUEZf0SL4OXcNwtSBS7qOpKCs8QI5bht9KTWj76ruTm38giDOUnrSm41ZULeQSnVZiwvvEBhOd6OR4+cti9ZnjmhhrYG/abIhN+VuIlgYGHjuZF1xOws3DZ4I5kC+ObKyyebQnlBGX9Hs5JcUcc6cQe/gUcQEx7gU3impLnFvIbeqRPPUPZUEturw+CK8Ay3W0ycggm6VleSW5lJtqobdSwABSbMbvdRTNuVuYnhIPH6mqpoNdLUICwgi1jCYnMqtVFRXNdk82gvK6CuanbfSvkHoTFzTbxpRQVGUVJdQbnQcv5VSUlzlpLqTPdzV3amPNV8/wpdGv6zl6O5YCQynR2UZZmnmREmOFtrpORYiPFAVdYHs89nklORwSaQldHQ+1267KQmTQF/GRzuV8qa3KKOvaHZWH18FpjB+kzSWqKAowPlibrmxHJM0uVdAxRMJhtr0nw4T/wE9x3l2vZUGRr+lefphdK/WiqMfP7pGk15oogVc0Lx8gEs6W/Lzi+2n684dOg1p9uPrQyrE4y3K6CualcLyEgpMO+kROBx/g4HoIK16kzOjf0FklevjFwRj/uTebl57tPCFXALC6V5tBOD4ke/BEKjd8JqITbmb6Brale4xg7QDFonl+nQMDiVKN5DM8l8xmkxNNp/2gDL6imblnW0rEbpqZvaZBuCSp2/T3fG7gEbfV7SChdxIs5kQfSDHT+2Ci6dBYETj13lAtbmaLSe3MKrLKES4tUC64415l3WfCPrzLMnY0CTzaS8oo69oVr7PXAWmYG5MGQ/UGH1nGTzeefoeZO/4kha/kBuOALrrAjkuTE0a2sk4nUFJdQmXdLlE2/AWFOnQ0we4fdiVSLOBJfu+bbI5tQeU0Vc0G6WVlZys3kYX/6EE+2m7XDsGdkQv9C6FdzyL6XfwdLq+wRAIOoM2H1NVi/T0AbqfL+C4fwBcdHmTDbUpdxM6oWN43HDtQFhnp0Y/LqwjHXVJHC7bqEI8XqCMvqLZeD99FegruLLXFNsxndDRKbBT08T0/UK8k1DwBUJo3n6JRdumhWnvYJFB6F5ZRq5BT7XORwXQ7bApdxNJUUk10gu1yiY64vJuk5D6Ipbu2dhk82rrKKOvaDZWHF6JNAfwh6GT6xyPCo6ioNxxeMfjmH5zx/OtBIRBiUXbpsWFd7TPtHu1EROS3BL7KZTeUlpdSsbpDEZ1rlHVJLyz05g+wLzU6Uizgc/2Ko19T1FGX9EsVFRXkV25lVjDYMIC6hq+6KBop56+tWqW255+izH64TWefksN7wRqayu2nbk+Jqc4B7M006djn5qDYZ21m6HZcehGhXi8Rxl9RbPwya6fQF/KlB6Tag6aTfDzM0QZgp1n71SVYNAZCNC7EaopP9f88XwrLdnTNwRCx550H/g7AI4XN43Rt36D6Bpaa9NXWBxIM5Q6l+FQIR7vUEZf0Sx8dfB7pNmPW4dNqzmYmw5rniDqfD5nK85icuDxWXfjWissuUSL8vTDNLliaHmevhBwz3Y6jfkrwYbgJvP0c0s1o985pHPNwTBr2qbzuL4K8XiHMvqKC47RZCKz/Fc66ZLpFFwrRJOXDkB0RTFmaeZsxVm713tWQMVDsbWmICAMsAiLtTRPH0CnQ+h09Ajv0WSefl5JHoH6QCIDa/1Owix1kc87N/oqxOMdyugrLjif79mE1BdxWbeJdU9YjH5UseYFO1rMLa72QGGz7GzL8vSttDTtnVp0C+vWpJ5+XEhc3W9rLnr6oEI83qCMvuKCs2T/t0ip57ZhV9Y9kbcTgKjCHMDxrtziqmL3cvSrSsFc3UKNfgv09C10D+9Obkku1eZqn/edV5JHl9AudQ+GxIDQNZrBAyrE4w3K6CsuKEaTiYPFG+hAIl3Ca321N1ZC/l4IiCC6rBBwbPRLqkrcU9hsKRIMVgJqzb0lG/2w7hilkZMljRthd8ktza0bzwfQGzTD74Knr0I8nqOMvuKCsnTPRqShkIndp9Q9cWqf5o0PmEEnyz+xIykGt2P6Lc7o1/b0W9hCbi26h2sy0seKj/m033JjOWcrzjb09MGyQcu1m4wK8XiGMvqKC8qne5cjzQbmpdZTbrTE8xn4GwIkhOsDHId33I3pt2ij33I9/R7hPQDf5+rnlWqevH2j71yKoTbWEM/ivSt8Ob02j8dGXwjRTQixVgixVwixRwhxr+V4pBBilRDikOWxo+W4EEK8JIQ4LITYJYQY4qs3oWgdVBmNHCnbRCfdQOLC6hng3HRNAqDHGPALIRo/u0a/2lxNubG8dYqtWWklnn6nwE4EG4Lr1sv1AXklFqMf4sjTd83oW0M8R8o2qRCPG3jj6RuBv0gpBwAjgbuFEAOAB4HVUso+wGrLa4BpQB/Lz+3Aa16MrWiFaBuyzjO5x5SGJ/N2WgqQ6yCqD1Emk93sndKqUsDd3bheVs3yNVajr/fX4tgtFCEE3cO7c+y8b8M71hx9u55+eBcoO6Ot8biACvG4j8dGX0qZJ6XcbnleDOwDugIzgfctzd4HZlmezwQ+kBqbgQ5CiHorOYq2zJL9y5FmP+YNrxfaMVVD/h7obCmkEX0xUZVldj1972SVO3gw6ybAupDbgkM7VrqFdWsST98gagrm1MGaq2/dsdwIKsTjPj6J6QshEoDBwK9ArJTS+v3sJBBred4VqP3Xk2M5Vr+v24UQaUKItIIC59uxFa2HiuoqjlX8Sox+cN0NWQAF+8FUCV0Ga6+j+hJdXszp8gKklHWaFldbZJXdXcg1BLUcI2v19FtwaMdK97Du5BTnYDQbfdbniZITxIbEotfpG54Ma7yYSm1UiMd9vDb6QohQ4HPgT1LK87XPSe0/Vtq90AFSyjellMOklMOio+14AopWyQfpq0FfwrSe0xqezE3XHq2eflRfokwmKk1VNiNvxWNPv6WEdqCW0W8hNyEn9AjvgVEabYuvviCvNK9huqYVq6fvYlwfVIjHXbwy+kIIPzSD/5GU8gvL4Xxr2MbyaJET5ATQrdbl8ZZjinbAlwe/RZoDuD31ioYn83aCfxhEXqS9jr6YKIvXVj/EU1JlkVV2y+gXtlCj3/I9/W5h2r9s9nnfhXhyS3Ltx/OhxtNvRIqhNirE4x7eZO8I4B1gn5TyuVqnlgE3WZ7fBHxd6/jvLVk8I4GiWmEgRRumtLKSnMpf6WwYRkSgHUOXl16ziAsQ2Ytos/b0dFldo++xrHJL0d0Bi/SCaDWePvguV7/aXE1BeYFjox8UCTo/tzz9uLCOROqSOVK2iSqj78JQbRVvPP3RwP8Blwkh0i0/VwD/AiYJIQ4BEy2vAb4FjgKHgbeAu7wYW9GKeG/HD6AvZ/pFdkI7JiOczKgJ7QDo/YgK04xC/QweawEVt2L6ZWdbziIuaDe3gLBW4elHBUURZAjyWa5+fmk+Zmm2n64J2mcT1ngxlfpc0fNKpL6IRTtW+WCWbRuP88WklBsAR9q2DQprWuL7d3s6nqL1suzQN2AK4tahUxuePH0QjOXQOaXO4aiOfaBqT4Pwjq0+rrsLuS0pvAOtxugLITThNR+pbVrXBjqHOknccyNX38qdw6fz0eH/sGT/V9yease5UNhQO3IVTUpRRRm5xjS6+qcSEmCn6Il1J25tTx8Ii+pHgFlyurRu6l5xVTEhfiH2Mz/sIWXLNPpxyRB9cXPPwiV6hPfwmad/okRbxnPo6YNm9M+7t9wXERhMj8BLyDNuJb+kyJsptnmU0Vc0KW+nfYfQVTKz75X2G+Tt1GLcUX3qHBYx/bQNWkV1Y8nFVW5KMFSXa+mgLc3o/3YxTPpHc8/CJbqFdSOnJMdhURt3sO7GjQuJczLgcDhzGHYvdavv3yVdg9BV89Ivn3szxTaPMvqKJuXbzO/BFMJNgxtE/DRy0zWvt77nbknbPF1S1+MrqS5p3WJrrZAe4T0wmn2Ttplbmkt0UDT+en/HjUbcCd1GwPI/wdlMl/v+TdIYdMZoVud86/U82zLK6CuajHNlJeQbt9MjcCTBfnZCO2YTnNzdILQDQFQfok0muzF992SVrRIMLSh7p5VhTdv0RVzfro5+ffQGuPZtTVv/81u1HdsuoNPpGBx5OaW6A2w7ccTrubZVlNFXNBmvb/0Goavi2osdhHbOHIbqUuiS0vBcQBhR+kAKqkvrHHa7gIry9L3Gl2qbuaW5zuP5Vjp0hxkvwoltsPZJl/u/O/U6AF7dusTTKbZ5lNFXNBkrs74DUxg3Dppgv4GlUpZdTx+ICoziPEaqTFW2Y3Zj+mX2a+kCyuj7gOigaAL1gV57+mZp1nbjOsvcqU3i1TDkJtjwAhxZ69IlqfG9CTb3YduZVZjNZs8n24ZRRl/RJJwsPsdp8056BY3C3+AgMzg3XdPEibKfxRIdpkkzna5VTKVBTP/UPni2D+xbbn8MZfS9RghBt/BuXu/KLSgrwGg2uubpW5n6L4jqC1/eAaX26yvUZ0LXaZgMp/hizy8ezrRto4y+okl4duNihM7I/yVd47hRXjrEJTmUF47q0BOAgtN7AZBSNozpp38MZiNs/9D+GMro+4QeYT283pXrUo5+ffyDYfa7mpTGV3dqKbiN8MeR1yLNBj7IUFk89lBGX9EkrM1dgcHYhWsSR9lvYDZD3i6HoR2AqKgBAJwu2ANoZfZM0lQT0zebIeNzQMCR1VB6pmEn5edAH9AqJA9aMt3Cu5FT7F3aZm6JRUffHU8fNMdgypNw6AfY3HgZji7hkcQahpFZvpHiynJPptqmUUZf4XO+OZBGlf4YY+KuRKdz8Cd29ihUFTfYiVub6M5acbXTZw4DdhQ2j23UNvGMuU/z9vd80bCTsrOa7o5wtHlc4Qo9wnpQba7mZJnnRdKdFk9pjNS5cPEVsOpRTbajEa7tOxP0Zby+5Rv3x2rjKKOv8Dlvbv8EaTawYPQNjhs52Ilbm8jIPuikpMCygGgz+n4Wo7/7M/APhXELILo/7LaTsdESd+O2QqxF0r3J4MkryaNDQAeCPZGfEAJmvqKFe376V6PNbxkyGUxhLD+6zIOZtm2U0Vf4lMLyUo6WryfWMIzuHZzUQ8hL18IuMf0dNtHrDXREz+kyTZ3bKrYW5h+mldPb+zX0u0ozBAPnQPavcC6rbictTVa5ldI9TDP63lTRyi3Ndayj7wrBkZB6G+xbAQUHnTYN9PPn4tBLOSt3cvSsa1W42gvK6Ct8you/fAH6cm7sP8d5w7ydEJsIej+nzaINQZy2yCnXkVU+9ANUFGnGHiDZ8ljf21eevk+IDtbSNr2pl+tUR99VRt4JhkDY+GKjTW8b/BuEMPPiZpWzXxtl9BU+5dtjX6EzduL3jmQXQMvAyNvpNLRjJSogkgKMUHbWVkAl1D8Udn0GIdHQc7zWsEN36D4Kdi2pm+FRfq5lySq3UnRCR3xYvMe5+lJK5xWzXCUkCob8H+xaDEU5TptO6TMYP2M8G09+792YbQxl9BU+Y+OxfZTpDjKs01QMeicqmOcyNS/d3k7cekSFxHFar4fTh2wx/XAzcHAlJF1bN90zeQ6cPgAnd9UcU56+z+gR3sPjXP3CykLKjeXee/oAl9wD0gy/vNJo05Exk6nUH2PNkV2Ntm0vKKOv8Bkvb/kYKQV/HnWj84a2nbgpjfYZHdGDM3o95oL9NUXRj6zTlDOTf1O3ceLVoDNo3wJAU9g0livdHR/RPbw7x4uPU2GscPtaW+aOu+ma9ujQXbvBb1vkfDc2cN+o65FmPc/9+q7347YRlNFX+ISy6kr2FK+moxhEYmw3541PbNNK4jlZxLUS1bE3JiE4l7+b4qpi/HR+BOz5AiJ7QdchdRsHR0KfyVruvtmkNmb5mJGdR1JtrmZjrvsFyK2Syj7x9AHG/Amqy+DXN5w26xPVme7+Y8mq/IlDp1V1VlBGX+EjXv/1G9AXc01vJztwQcu62bkYeo0Hgx3lzXpEh8QAcPrsQUqqSggzBCMyN2hevr3c++Q5WtWlrA3K6PuY4XHD6RjQkZVZK92+1rYxy1dGP6a/lre/5Q2oLHHa9P5RdyB0Rhb+9JZvxm7lKKOv8AlfHvkSTOHcOdyBoqaV3Uuh9BSMcq1yZlRQFACni7I0sTUJIGHgb+xfcPE08A/TQjzK6PsUg87AxB4TWZe9zu0QT25pLsGGYPdksRtjzH3a73j7+06bje+VRAdSSC/6hnNlzm8Q7QFl9BVek3HyOOfkTpLCLifQz0lxDClh86sQk6h5+i5gNfoF5acpriwitLIEugyBThfZv8AvCPpPh33LaoprK6PvM6YkTKHcWM76E+vdus6aril8uTO623DoMQY2/ReMVU6bzku5FfRl/OMn5zeI9oAy+gqveX7zxwghuWf4b503zPwJ8jNg1F0uyyLYPH29nuLzxwmrLHHs5VsZOAcqz8POT7TXyuj7jKGxQ4kMjHQ7xOOTdE17jLkPinO1FE4n3JA8jgBTT9bmLqHKaPT9PFoRyugrvMJoMpF25ntCzBdzSY9+zhv/8gqExNRspHKBIEMQoYYgTuv1lJw/QZhZQmIj6wY9L4XQWDj8o/Y6WGXv+AqDzsCkHpP4OednyqrLXL7OJxuz7NH7cq3c5sYXtcV7B+h0Oq7r83+YDWf4z8b2rb6pjL7CKz7YsRqz4QxXJMxy3rDggLaLdvhtLi3g1iYqOIYCvZ5iWU1YSByExTq/QKfXcvgB9P7gidaLwiHuhnhKq0s5X3W+aTx9ITRv/8wh2L/CadN7R12NzhjN50c+bNcFVpTRV3iM2Wzm7d3vgCmYP4682nnjza9qWjvDbnF7nOjgGE4HBlOs0xEa3ci3CSvWbxNBHZXCpo8ZEjOEToGdXA7xWDN3uoZ2bZoJDZgFHXvCj/+Ac45lIvwNBiZ2nUOl/hgfprtWiastooy+wmNe2/INxbq9jIu5gQ5BIY4blp6BnZ/CoOu1bfRuEhUYxUmDH+U6HWGxjUs3ANBlMHTqrTZmNQF6nZ5JPSaxPme9SyEeq9F3q3iKO+j0MONlrbLWm+Mh0/E3kL9f+nswhfLWrva7WUsZfYVHVFRX8dael9AZo3l60p3OG6e9C8YKGHmXR2NFBUeRh7b4FhbcybWLhIBZr8HUf3o0psI5U3tOpcJUwU85PzXa1qe7cR3RcyzctkZzKj6YCVvesltlq0NQCEM6XEWR2MWPh3c23XxaMMroKzzioR/fwWQ4yd0xlxKy6kEoKbDf0FgJW96E3pMgxsXQTD2ig6KRaP/ADYqiO6PbcLjoMo/GVDhncMxgooOiXQrx5JXk4afzo1OQizdsT4nqDXN/hN4T4du/wvI/an9/9Xhs/Fyk2Y9nNjvfzdtWUUZf4Ta558+yKu8DIo3xzN35mubJvzoS9tupUmTbjOWZlw81aZtA3aLoimZDJ3RMTpjM+pz1lFaXOm1r1dHXiQtgbgIj4IZPYOxfYPsH8P50KK6rp98rMpaLAidwwriJjJOeF4VprSijr3Cb+1Y+B/oSXjqfiS64E9y0HMI7w6e/ha/u0hQ0odZmrAHQa4LH49U2+m55+oomZUrCFKrMVazLXue0XV5JXtPF8+2h08Plj2oF1fN22Y3zPzL2TsDMYz+9euHm1UJQRl/hFltzDrOnZAUTyg0MKivSvKqe42DuGhj7V21D1GujIfPnWpux7vYqgyY6qKYClzL6LYdB0YOICY5pNMSTW5rbdJk7zki6Fm79QUsRfv8qWPFnqNSUWlPje9PVMIaDFd9wy1dPtasUTmX0FW7xwJqn8MfMQwXHtIXSzgO1EwZ/uPzvcMsPWm78+9Phy3lub8ayh/L0WyY6oWNyj8lsOLHBVuugPpWmSk6Xn26aHH1X6DwQ7twEo+ZbwpCjbJv2ls75D3G6S9ha9DFXfXIvZdUN4/9tEWX0FS6zeNd6CuQWbikqJG7MAkic1bBRt1SYtx6G366pXY64w+3NWPWJCIjAT6eVVVRGv2UxJWEK1eZqhyEen0sqe4J/MEx5UvP6/YLgf9fCV3cTZq5g5Y2vkRxyLdnGdUz66GbyS4qab54XiAtu9IUQU4UQB4QQh4UQD17o8RWeYTabeXXr40QZTfw+5hK49AHHjf1D4Ipn4E8ZMObPXo8thLB5+yEGJ/sBFBecQdGD6BzS2WGIx5qu2Wyefm26DYc71muLvDs/gVdGotvxIR9Pmsu0uHsoYi/TPruBPfmeF39vDVxQoy+E0AOvANOAAcANQogBF3IOCs947oeXOWs4xdzyAMKvfRt0LvzpdOjmWjsXiAqKItQvFL3OSRlGxQVHCMHkHpPZmLvRVri+Ni3C06+NX6C2yHvbGq3G8vI/wvOJPL3/FZ4UvTGLXH634oY2ncNvaLyJTxkOHJZSHgUQQnwKzAT2+nKQtVs/55n0x3zZZbvnjAF6G83MueErCLjwaZNRQVEUlDvYC6BoVqYkTOH9ve/zm+W/IVAfWOfcucpz6ISOmOCYZpqdA7qkwB0/w6m9WsGdrPXMPLaRvqYS7o6N5m/rb+S5ZlZq6C+68p+57hesaYwLbfS7ArW/O+UAI2o3EELcDtwO0L17d48GCQmMIE6qMIAv6Vql48aUP+LvSMe+ifld/9/ZQgWKlkVSVBI3J97MiZITds/3j+xvW5NpUeh0EJek/YycB2Yz/U/t5bXdy3kxcwUVNK8Ec4fA6MYbeYCQdrYqNxVCiNnAVCnlXMvr/wNGSCnn22s/bNgwmZaWdsHmp1AoFG0BIcQ2KeUwe+cu9ELuCaB21ex4yzGFQqFQXAAutNHfCvQRQvQUQvgD1wPLLvAcFAqFot1yQWP6UkqjEGI+sBLQA+9KKfdcyDkoFApFe+ZCL+QipfwW+PZCj6tQKBQKtSNXoVAo2hXK6CsUCkU7Qhl9hUKhaEcoo69QKBTtiAu6OctdhBAFgOPy9o0TBZz20XRaI+39/YP6DEB9BtD+PoMeUkq7W3pbtNH3FiFEmqNdae2B9v7+QX0GoD4DUJ9BbVR4R6FQKNoRyugrFApFO6KtG/03m3sCzUx7f/+gPgNQnwGoz8BGm47pKxQKhaIubd3TVygUCkUtlNFXKBSKdkSbNPrtsfi6EOJdIcQpIURGrWORQohVQohDlseOzTnHpkQI0U0IsVYIsVcIsUcIca/leHv6DAKFEFuEEDstn8E/LMd7CiF+tfw/LLbImrdphBB6IcQOIcQKy+t29xk4os0Z/XZcfH0RMLXesQeB1VLKPsBqy+u2ihH4i5RyADASuNvye29Pn0ElcJmUchCQAkwVQowE/g08L6XsDZwDbm2+KV4w7gX21XrdHj8Du7Q5o0+t4utSyirAWny9TSOl/Bk4W+/wTOB9y/P3gVkXck4XEillnpRyu+V5Mdo/fFfa12cgpZQllpd+lh8JXAYstRxv058BgBAiHrgSeNvyWtDOPgNntEWjb6/4etdmmktzEyulzLM8PwnENudkLhRCiARgMPAr7ewzsIQ10oFTwCrgCFAopbRW+W4P/w8vAPcDZsvrTrS/z8AhbdHoK+wgtdzcNp+fK4QIBT4H/iSlPF/7XHv4DKSUJillClr96eFAv+ad0YVFCHEVcEpKua2559JSueCVsy4Aqvh6DflCiM5SyjwhRGc076/NIoTwQzP4H0kpv7AcblefgRUpZaEQYi0wCugghDBYPN22/v8wGpghhLgCCATCgRdpX5+BU9qip6+Kr9ewDLjJ8vwm4OtmnEuTYonbvgPsk1I+V+tUe/oMooUQHSzPg4BJaGsba4HZlmZt+jOQUv5NShkvpUxA+99fI6W8kXb0GTRGm9yRa7nLv0BN8fUnm3dGTY8Q4hNgPJqEbD7wGPAV8BnQHU2i+jdSyvqLvW0CIcQYYD2wm5pY7kNocf328hkMRFuk1KM5dJ9JKRcKIXqhJTREAjuA30kpK5tvphcGIcR44K9Syqva62dgjzZp9BUKhUJhn7YY3lEoFAqFA5TRVygUinaEMvoKhULRjlBGX6FQKNoRyugrFApFO0IZfYVCoWhHKKOvUCgU7Yj/D5XGWQPcq9WgAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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ntvWenp7s27ePl156icmTJ1t0zIkTJ7JmzRoOHDhgUXK+desWrVq14siRI5QtW5a3336bdevWsWzZMt555x0Azp8/T6dOnfL9+ZYsWUKDBg3o3bs3SUlJgPE/tDFjxuT6ea5evcrKlStp3bo1ACdOnODEiRNERUURGRnJ77//nu9Y7NWETXPIcr7AU7WHWFYYLCcpCeBVx3qBFaMRPaZQMcvAwlMzMej1WodTIqjkXkjbtm2jT58+6HQ6KleubL5zvaNnz54AhIWFkZiYaNExo6KieO6555g5cyZ6C34RXF1d6dDB+OhBUFAQzZs3x8XFhaCgIPM5q1atyqpVqyz/YBibaxITEzl48CBt27ZlwADjIKjp06fTqVMnvL0fPAVcVlYW/fr145VXXqFmzZrmZQkJCcTExLBgwQIGDRpU4MlP7Mnl1BusSp6Du74mrzbtnfcOOclMMxYMq1jbesEVo3JlPengHsFxNz3z1nyidTglgkruFli2bJm5UzE2NjZf+7qZ7tScnJzIysqyaJ8ZM2bw/vvvk5SURFhYGJcvX8bZ2RmDwWDe5u6iZC4uLtyp8KDT6czn1Ol0Fp/zQSpWrGg+1sCBA4mLiwNg586dTJ06FV9fX1599VV++OGHbH0IgwcPpnbt2owcOdK8zNvbm+joaFxcXPDz86NOnTokJDj+wy2vrpmCdLrG6LDR+X9g6W7/nAYkeNpncgd4ucf/eCTTwJLk+eruvRio5G6BHj16mDsVw8OzP+kbFRXFkiVLMBgMXLx40dwOXhinTp0iIiKCiRMn4uXlRVJSEr6+vsTHx2MwGEhKSsqxA9SaLly4YH69YsUK8+P/8+bN4+zZsyQmJjJ58mSeffZZ8+ift99+m2vXrt3XYdq9e3fztUlJSeHEiRPmu3pHlfjP3+y9upQKhNKvYfPCHSzlhPF7xXzWobEhpUuVpVPZlpxyk3z76ztah+PwVHIvpF69euHt7Y2/vz9PP/00oaGheHh4FOqYr732GkFBQQQGBvLYY4/RsGFDoqKi8PPzw9/fn1deeYXQ0NB8HTO3NvexY8fi7e1Namoq3t7eTJgwAYAvv/ySgIAAGjZsyJdffsns2bNzPUdycjKTJk3i6NGjhIaGZhs+2b59eypWrIi/vz8tW7bkk08+oWLFivn6DPbm3ZiZCF06bz82qvAHu2z6K8eOkzvA0O4f450p+eXv5aqoWBGzqHBYUQsPD5f3NnfYU6GomzdvUqZMGS5fvkzjxo3Zvn07lStX1josh2JPPw8AV1Jv0uynNpTTPcrW534s/AGXvgiJW2H00cIfS2NfLX2d6TdWMahUa17p84XW4di1QhUOU/LWpUsXgoODefzxxxk/frxK7ArvbZ4DTrd4MfiFvDe2xOUEu79rv2NQ9Pv4ZsCv19ar+VaLkH1Ms7f6DfjrkHWPWTkIOlrnKdGCtrNPmjTJPOnHHX369GHcuHFWiErRSlpmBpvOL8Jd1KR/g0K2tYNxztSUk9CgT97b2gFnZxd6VnmCzy7/zNRlo1RJ4CJiH8ndQY0bN04lcgc0eftiDM6X6Vvr5cKNkLnj1iVIv2a3wyAfZEDHt1gxaxEbMncwOisTZ2cXrUNyOPaR3K10h60U3v/93//x66+/UqlSJQ4fPmxefuDAAYYMGcLNmzfx9fVl3rx5PPzww+b1Z8+exd/fnwkTJvDqq69qEXqxMBgMLD39I06yEiOadLfOQVNMnamejtEsA8aSwK0rtuPrm2uYt+ZjBnRWNznWptrc7VRhxq8XxnPPPffAp0sHDhzIhx9+yKFDh+jRoweffJL9QZXRo0fTsWPH4gpTM9/GrSHTKYkOPn1xdnKyzkHNI2Uc584d4PmO71Ihy8Da5KVah+KQVHIvpJiYGJo3b063bt2oWbMmb7zxBvPmzaNx48YEBQVx6tQpAFauXElERAQhISG0adOGixcvAjBixAgmTpwIwJo1a2jWrFm2h5Xu9txzzzFkyBAiIiIYO3Yse/bsoUmTJoSEhPDYY4/xxx9/AMY6NN27d6dt27b4+voydepUPvvsM0JCQoiMjOSff/4BoEWLFowYMYLg4GACAwMtGjvfrFkzKlS4v/DViRMnzHVw2rZty5IlS8zrfvnlF/z8/AgICLD0stqt7w9/D/qHGdf86dw3vHoWkvZadtCUBHB2Bw+fwgdoQ0qXKktTXR0Oumew48BqrcNxOCq5W8GBAweYMWMGx44dY+7cuZw4cYI9e/YwcOBApkyZAkDTpk3ZtWsX+/fvp2/fvnz88ccAfPDBByxcuJBNmzbxyiuv8P333+faTpucnMyOHTv47LPPqFevHlu3bmX//v1MnDiRt956y7zd4cOHWbp0KXv37mXcuHGUKlWK/fv306RJE3744d/Sq6mpqcTHxzN9+nT+7//+D4DY2Nj7KkDm5e6JwhctWmSuQ3Pz5k0++ugj3n333Xwdzx4tP7qbm7pjNPHsTlm3h3LfePXrMK8X5PAfeTaXT0KFWjY7IXZhDGj1Hs5SsnCPZXWXFMvZR5u7jWvUqJG5qmKtWrXMlRKDgoLYtGkTYEzKTz75JBcuXCAjIwM/Pz/AWElx5syZNGvWjM8//5xatWrleq4+ffrgZPpz/9q1awwYMICEhASEEGRmZpq3a9myJWXLlqVs2bJ4eHjQtWtXc0wHDx40b9evXz/AeEd+/fp1rl69Snh4+H212/Py3Xff8corr/Cf//yH6OhoXF2NMwVNmDCBUaNG3Vcr3hH9L3YmGNyZ0CKP4Y+ZaXA6BjJTIeUPqJTH+P2UBKgcaLU4bUmdGg1olOHBLpe/OH/pDFW9amgdksNwvFuBIpBXbRm3uyr95VTb5eWXX2b48OEcOnSIr7/+OlttmEOHDlGxYkXOnz+fZyylS5c2vx4/fjwtW7bk8OHDrFy5MtsxLYkJMNekyem9perVq8fatWuJi4ujX79+5v+kdu/ezdixY/H19eWLL77gv//9L1OnTi3QOWzZrrN/8LdhD/XLtMu7XvvZHcbEDpCcR9NMVgZcSXS49va7dfd/kVSdju9+H691KA5FJXcL5FZbxlLXrl2jWrVqAMyZM8e8/MyZM3z66afs37+f1atXs3v37gIdM6/SADlZuHAhYKxu6eHhUeDSCX///TdgHC3y/vvvM2TIEAC2bt1KYmIiiYmJjBw5krfeeivXWvb26r/bvwZ0vNtsSN4bJ6wDJzdw94CkPPo5rvwJUm/XBcPy0qnps9RJ17E1fR9ZWZl576BYRCX3YjJhwgT69OlDWFgYnp6eAEgpeeGFF5g8eTJVq1Zl1qxZDBw4MNsdeG7Gjh3Lm2++SUhISIFHz7i7uxMSEsKQIUOYNcs4DW5ube79+vWjSZMm/PHHH3h7e5v3WbBgAXXq1KFevXpUrVqV559/vkDx2KOElAucTtuEj0tTAh6xoNMzYR34NgWfCEjOo8poimOOlLlXK892nHcRzFvzsdahOAxVW6YEa9GiBZMnTy7wXyPFyZZ/Hp5Z8h/ib/7MlMcX0KJmHm3j/5yGL0Ogw4eQfhM2TYI3zhjv4h9k2+ewfgK8cTbnbRxAatotOs1rTLUsd+a9GKd1OHZD1ZZRlCKSlpnBgWtreFgG5p3YARLWG7/Xbgfe4YDM/e495SSUruTQiR2glHtponR1Oeiewbb4/E0qozyYSu42aNKkSeYO3DtfkyZNsvp5YmJi7OKu3ZZN3/0r0ukaPR+1cJalk+ugQk2oWAuqhQEi9+R+OcGh29vvNqDVBFyk5Oe9alikNaihkDZI1ZyxH0tPLgbDwwyL6Jr3xpm34c8tEGqcrhD3h43DIJNz6VRNSQD/aOsEa+OMwyLLscvlohoWaQXqzl1RCiju3CmucpgGHm1xd3HNe4fE7ZCVZmySucO7kfHO/UEPM6X+A7f/cfjO1Lv1CHyJ2zod3/3+ttah2D2V3BWr2rt3L87OzixevDjb8uvXr+Pt7e1QwyA/32WchGN05DOW7ZCwFpwfAt+of5f5NIa0q8anUO9lLhhWcpJ7h8eeom66ji3p+9WwyEJSyd0B6TWafFiv1/P666+bn9C92/jx4821ZxxBWmYGB6+tw4NAwqrl/lSxWcJa8HscXO4qTeDdyPj9QU0zDjK1Xn619GzHBRfBgrWfah2KXVPJvZAsLRx26dIlevXqRaNGjWjUqBHbt28HyLX4V8+ePenQoQO1a9dm7NixucZRpkwZxowZQ8OGDdm5cycTJ06kUaNGBAYGMnjwYO4MeW3RogWjRo0iPDyc+vXrs3fvXnr27Ent2rV5+23jn8KJiYnUq1ePp556ivr169O7d29SU1PzvBZTpkyhV69eVKpUKdvyuLg4Ll68+MCkb6/+7UjtZdkOl08ZH0iqfc81qFjbOBLmQU+qpiSAzgXKlay252fbj8NDb2BDkqoWWRgquVuBJYXDRowYwahRo9i7dy9LliwxPySUW/Gv+Ph4Fi5cyKFDh1i4cKG5GNeD3Lp1i4iICA4cOEDTpk0ZPnw4e/fu5fDhw9y+fZtff/3VvK2rqyuxsbEMGTKEbt26MW3aNA4fPszs2bO5fPkyAH/88QdDhw7l2LFjPPzww0yfPh2Ad955hxUrVtx3/nPnzrFs2TJeeumlbMsNBgNjxoxh8mTHGgGx5ORi0FvYkQrGu3aAR9tkX67TQbXwB1eITEkwjqxxKlnjHsqWLkekoTrxbqn88ed+rcOxWyq5W8GdwmFubm73FQ5LTEwEYP369QwfPpzg4GCio6O5fv06N2/e5Nq1a/Tp04fAwEBGjRrFkSNHzMdt3bo1Hh4euLu74+/vz5kzZ3KMwcnJiV69/r2L3LRpExEREQQFBbFx48Zsx42OjjbHFxAQYI69Zs2a5v9AfHx8iIoytg0//fTTbNu2DYCJEyea97/byJEj+eijj+6raDl9+nQ6deqEt7e3xdfT1sWdO8W1/HSkgvGp1Iq1oYLf/et8GsPfRyH9RvblJWgY5L16R4xCLwRzN7+vdSh2q2TdEhTQsmXLeO+99wD49ttv7xsbbkmRLoPBwK5du3B3d8+27/Dhw2nZsiXLli0jMTGRFi1aPPC4Tk5OuZYYcHd3N1eLTEtLY+jQocTGxuLj48OECRMeWFTs7ljvjTe/BcViY2Pp27cvACkpKaxatQpnZ2d27tzJ1q1bmT59Ojdv3iQjI4MyZcrw4Yf2O7vWZ7vmAvnoSM1IhcRt0CiHMsp3HmY6Fwc1WxiX6bPgnz+hbqdCx2uPIoPaEbDTmV2642SpafgKRN25W8AahcPatWtnbqIBY5MLWKf4173uJHJPT09u3rx538gVS5w9e5adO3cCMH/+fJo2bZrr9n/++ae5QFjv3r2ZPn063bt3Z968eZw9e5bExEQmT57Ms88+a9eJvUAdqYlbQZ8Otds+eH0108/U3e3uV8+AIbPE3rkDNPNsy0UXnepYLSCV3IvJl19+SWxsLA0aNMDf358ZM2YA1in+da9y5coxaNAgAgMDad++PY0aNcr3MerWrcu0adOoX78+V65cMbel59TmXlJM3/0rOF2nl6VPpIKxvd2lNNR47MHrHyoHnnWzt7uXkIJhuRnQYTzlVMdqganCYcp9EhMT6dKlS7YJsLVmKz8PUbP7c8Nwlj3PbLSsvV1K+F8DeCQQ+i3Iebvlw+D4Khh7GoSAHVNg7dsw9k8olUd9eAf26rcdWe+cxIJmc6hfM0zrcGyOKhymKFZQoI7UlATjfKk5Ncnc4d3Y+DTqP6f/3e+hCiU6scO/HavztvxX61DsjupQtTMRERGkp6dnWzZ37lyCgoKsdg5fX1+bumu3FXc6UkdF5jH59d3MQyDzSu6mprOkPcaiYpdPluj29jvu7ljNyEjH1dUt750UwMI7dyFEOSHEYiHEcSHEMSFEEyFEBSHEOiFEgul7edO2QgjxpRDipBDioBAitGg/Qsmye/duc+funS9rJnblwe50pJbLT0cqGKtAetWHcnlM4uFVD9we/rdTNSWhRLe33625ZzsuuuhYuP5zrUOxK5Y2y/wP+F1KWQ9oCBwD3gA2SClrAxtM7wE6ArVNX4OBr6wasaJo4Nu4NeB0nW61elq+U9p1OLMDarfJe1udDqqFGssQpF2DW3+DZ8kqO5CTZzu8rTpWCyDP5C6E8ACaAbMApJQZUsqrQDfgzmSgc4DuptfdgB+k0S6gnBCiipXjVpRiteTEMtCXZmhjC59IBTiyFPQZ4N/dsu29G8PFI3DhgPG9unMHoHSpskRI4xOrx06rWZosZcmdux9wCfheCLFfCPGtEKI08IiU8oJpm7+AR0yvqwF3PyefbFqWjRBisBAiVggRe+nSpYJ/AkUpYmevXuKSfh+PlmpGabd8tPnu/9HYJFPNwlEe3o1AGuCgcdJyPOvkP1gH1bux6ljNL0uSuzMQCnwlpQwBbvFvEwwA0jieMl9jKqWU30gpw6WU4V5eXvnZtdhcvHiR/v37U7NmTcLCwmjSpAnLli3TLJ6YmBh27NiR7/18fX1JSUkpgohKhi92/ozQ6RkY8oTlO/193Nh+HvK0cWijJbxNI9qO/ALCCcr75jdUhxUZ1I6AdGd2ZRk7VpW8WZLck4FkKeVu0/vFGJP9xTvNLabvf5vWnwPu7j3yNi2zK1JKunfvTrNmzTh9+jRxcXH89NNPJCcnF+l5c3uQqaDJXSmcLRdW46L3pnPdfDydvH8u6JyhYV/L9ylVwVjeN+OmMbE7WzjcsoRQHav5k2dyl1L+BSQJIeqaFrUGjgIrANN8YQwAlpterwCeNY2aiQSu3dV8Yzc2btyIq6srQ4YMMS+rUaMGL7/8MmCsXf7aa6/RqFEjGjRowNdffw0YE3CLFi3o3bu3uWzunQfF4uLiaN68OWFhYbRv354LF4yXpUWLFowcOZLw8HD+97//sXLlSiIiIggJCaFNmzZcvHiRxMREZsyYweeff05wcDBbt27NsYzw5cuXadeuHQEBAQwcOBBbeFDNXq0/eYB0pzM0qdTe8p2yMuDAT1C3I5T2zN8JvRsbv6thkPe507G6MUm7v57tiaXj3F8G5gkhXIHTwPMY/2P4WQjxAnAGuPM36yqgE3ASSDVta3eOHDlCaGjOozhnzZqFh4cHe/fuJT09naioKHM1yP3793PkyBGqVq1KVFQU27dvJyIigpdffpnly5fj5eXFwoULGTduHN999x0AGRkZ3HlK98qVK+zatQshBN9++y0ff/wxn376KUOGDKFMmTK8+uqrAPTv359Ro0bRtGlTzp49S/v27Tl27BjvvfceTZs25Z133uG3335j1qxZRXy1HNc3+35GSh0jI5+0fKeENZCaAiHP5v+EPo3gwPwSN0GHJUqXKkuYvgpbXf8i+e9EvCv5ah2STbMouUsp44EH/U3a+gHbSmBY4cKyPcOGDWPbtm24urqyd+9e1q5dy8GDB81Fua5du0ZCQgKurq40btzYXOI2ODiYxMREypUrx+HDh2nb1vgwi16vp0qVfwcRPfnkv8kjOTmZJ598kgsXLpCRkYGf3wPKxGIsI3z06FHz+ztlhLds2cLSpcZhY507d6Z8+fLWvRglRFpmBsdubqKCU0Nqe+ZjwNe+uVC2CtRqlf+T+kQav1fyz/++JUC7+s+y4dQn/LTxQ17tO0PrcGyaekI1BwEBASxZssT8ftq0aaSkpJirQkopmTJlCu3bZ/9zPSYm5oGleqWUBAQEmCst3qt06dLm1y+//DKjR48mOjqamJgYJkyY8MB9ciojrFiHcWz7DbrV6mb5TtcvGB9cihpZsEk2HvGH51b9+8Sqkk2HJk8x5fjH7EnfpXUoNk/VlslBq1atSEtL46uv/n0G6+6p5tq3b89XX31FZqZxEt8TJ05w69atHI9Xt25dLl26ZE7umZmZ2SbQuNvdZYDnzJljXl62bFlu3Ph3Qoecygg3a9aM+fPnA7B69WquXLli0WdWsrsztn1Ioy6W73RgvnE4Y0g+ShTcyzdKdabmQOfkRJhTXY656Yn/Y5vW4dg0ldxzIITgl19+YfPmzfj5+dG4cWMGDBjARx99BMDAgQPx9/cnNDSUwMBAXnzxxVxHuri6urJ48WJef/11GjZsSHBwcI4jXyZMmECfPn0ICwvD0/PfDrmuXbuybNkyc4dqTmWE3333XbZs2UJAQABLly6levXqVrwyJUOBxrZLaRzbXiPKWB9GKRI9I14BYMnO/2kciW1TJX8Vu1DcPw+jV09j3d8z+DDye8uHQJ7ZAd93hO4zILhf0QZYwvX5Jpibuix+e/4AOtMMZCWRKvmrKPlUoLHt++aCa1nwv3+OWcW6GpVtTLKLYO3un7QOxWap5K4o9yjQ2Pa063D0FwjsCa6l89xcKZx+Ld/ARUrWHJ2T98YllEruinKPAo1tP7IUMlMhtABj25V886lck4bppYkT50hLT817hxJIJfcilFNNlxUrVtjUJNHjxo3Dx8eHMmXK3Lfu559/xt/fn4CAAPr37w/AmTNnCA0NJTg4mICAAHNHLhiftq1bty7BwcEEBwfz99/GqhSzZ8/Gy8vLvPzbb78tng+XT+ax7SKfY9v3/2isyW5pkTCl0JpUbscVZx2LNnypdSg2SY1z10B0dDTR0bbTLtu1a1eGDx9O7drZH3lPSEjggw8+YPv27ZQvX96cqKtUqcLOnTtxc3Pj5s2bBAYGEh0dTdWqVQGYN2+e+XmAuz355JNMnTq16D9QIRRobPudImHtJlleJEwptH5txjB74VK2JK/gmey1DBXUnXuhGQwGhg4dSr169Wjbti2dOnUyP7UKMGXKFEJDQwkKCuL48eOA8S52+PDhOR5z0aJFBAYG0rBhQ5o1a/bAfbp06UJMTAwAZcqU4bXXXiMgIIA2bdqwZ88eWrRoQc2aNVmxYkWenyEyMjLb07J3zJw5k2HDhpmfcK1UqRJgHNZ550Gt9PR0DAZDnuewF0tPLAd9KcvHtqddh99fNxYJa5CPZhyl0MqWLkeo3ot4l+tcunJe63BsjkruhbR06VISExM5evQoc+fOve8JVE9PT/bt28dLL73E5MmTLTrmxIkTWbNmDQcOHLAoOd+6dYtWrVpx5MgRypYty9tvv826detYtmwZ77zzDgDnz5+nU6dO+fpsJ06c4MSJE0RFRREZGcnvv/9uXpeUlESDBg3w8fHh9ddfN9+1Azz//PMEBwfzn//8J1vRsiVLltCgQQN69+5NUlIStuavG1f4Wx+H30NRlo1tv3IGZrWDxG3Q5QsoY5ulqx1Zm0f7kaYTzF//kdah2ByV3Atp27Zt9OnTB51OR+XKlWnZsmW29T17GqdlCwsLIzEx0aJjRkVF8dxzzzFz5kz0en2e27u6utKhQwcAgoKCaN68OS4uLgQFBZnPWbVqVVatWmX5B8NYfjghIYGYmBgWLFjAoEGDuHr1KgA+Pj4cPHiQkydPMmfOHC5evAgYm2QOHTrE1q1b2bp1K3PnGieV7tq1K4mJiRw8eJC2bdsyYMCAnE6rmam7f0Hosugf0D3vjZP2wMxWcOM8PL0EQp8p8viU+0U3G0jlTMnuf7ZqHYrNUcndAneeCg0ODubeh63ycqf54k6NGUvMmDGD999/n6SkJMLCwrh8+TLOzs7Zmj/S0tLMr11cXBCmtl6dTmc+p06ns/icD+Lt7U10dDQuLi74+flRp04dEhISsm1TtWpVAgMD2brV+Mt1p2xC2bJl6d+/P3v27AGgYsWK5rgGDhxIXJztTZe2Mel3dFkVeSKwae4bHlwEs7uA+8MwcAPUbFEs8Sn30zk5Ea6ryRG3DDUF3z1UcrdAjx49iI+PJz4+/r6OwqioKJYsWYLBYODixYvmdvDCOHXqFBEREUycOBEvLy+SkpLw9fUlPj4eg8FAUlKSOWkWpe7du5s/T0pKCidOnKBmzZokJydz+/ZtwFieeNu2bdStW5esrCzz6KDMzEx+/fVXAgMDAcy168E4WsjWnj4+fimZ6+IYgeVaoNPl8GshJWz6LywdaCzsNXCDqrtuA6LDh2IQgkXbPtU6FJuiRssUUq9evdiwYQP+/v74+PgQGhqKh4dHoY752muvkZCQgJSS1q1b07BhQwD8/Pzw9/enfv36udaaf5Dz588zcODABzbNjB07lvnz55Oamoq3tzcDBw5kwoQJtG/fnrVr1+Lv74+TkxOffPIJFStWZN26dYwZMwYhBFJKXn31VYKCgrh16xbt27cnMzMTvV5PmzZtGDRoEABffvklK1aswNnZmQoVKjB79uxCXSNrm7J7MUJIBoX0fvAGaddg5Qg4sgyCn4Yun6viXjaiSYMO1N41llhxSOtQbIqqLWMFN2/epEyZMly+fJnGjRuzfft2KleurHVYDqWofx7CvusMSOL+7wH9Eic3wIqX4cYFaP0uRI1QQx5tzKQfn+MnfRxTA9+neVg+hrHaOVVbpoh16dKF4OBgHn/8ccaPH68Su53Z8ucRMpzOEuHVNvuK9BuwciT8aCop8MJ6aDpSJXYb1Ofx0eikZNUB23w4Tgt20Szz0Z6POP7Pcases16Ferze+HWrHKug7eyTJk1i0aJF2Zb16dOHcePGWSEqxVLf7FuMlIKXI/r8u/DPrbB8KFxNgibDodXb4PKQdkEquapTowEB6a7sd/oTg15foitF3mEXyd1RjRs3TiVyjRkMBg5d3URZXT3qV/KGzNuwfgLsngHl/eD51VCjidZhKhYIL9eE79O2sHrnXDo3fU7rcDRnF8ndWnfYinKvRYe3Y3C+TOtqpnH3v46CAwug8WBoM0FVeLQjT7R8jR9XbWb98fkquaPa3JV8+vzzzwkICCAwMJB+/fqZx9s//vjj5mcBqlatSvfu3bUN1ELzj/yCNDgzPKI7JG43Jvamo6HTJyqx2xnvSr40SC/FPnGOjIx0rcPRnErudqowDycV1Llz58xT+x0+fBi9Xs9PPxknS9i6dav5WYAmTZqYn8y1ZamZ6Zy+vZ1KTqFULlUGVr0KHj7Q7FWtQ1MKKKJSa/5x1rE0ZrrWoWhOJfdCiomJoXnz5nTr1o2aNWvyxhtvMG/ePBo3bkxQUBCnTp0CYOXKlURERBASEkKbNm3Mj+uPGDGCiRMnArBmzRqaNWuWYyGu5557jiFDhhAREcHYsWPZs2cPTZo0ISQkhMcee4w//vgDMBYZ6969O23btsXX15epU6fy2WefERISQmRkJP/88w9gLM87YsQIgoODCQwMtOjBqKysLG7fvk1WVhapqanZasoAXL9+nY0bN9rFnfus2N/B6RbRj3aF3V/D30ehw4fqjt2O9WszhlIGA1sSf9E6FO1JKTX/CgsLk/c6evTofcts0aZNm6SHh4c8f/68TEtLk1WrVpXvvPOOlFLKL774Qo4YMUJKKeU///wjDQaDlFLKmTNnytGjR0sppbx165b09/eXGzdulHXq1JEnT57M8VwDBgyQnTt3lllZWVJKKa9duyYzMzOllFKuW7dO9uzZU0op5ffffy9r1aolr1+/Lv/++2/58MMPy6+++kpKKeXIkSPl559/LqWUsnnz5nLgwIFSSik3b94sAwICpJRS7t27V77wwgsPjOGLL76QpUuXlp6enrJ///73rZ8zZ47s1auXZRcvH4ri56HVDwNl4KzG8mbKn1JOqirlj72lNP0bKfZr0NePySaz/OXNW9e1DqXIAbEyh7yq7tytoFGjRlSpUgU3Nzdq1apFu3btALIV7kpOTqZ9+/YEBQXxySefcOTIEQBKlSrFzJkzadu2LcOHD6dWrVq5nqtPnz44mYZ5Xbt2jT59+hAYGMioUaPMxwRo2bIlZcuWxcvLCw8PD7p27XpfTAD9+hkncm7WrBnXr1/n6tWrhIeHP3AyjStXrrB8+XL+/PNPzp8/z61bt/jxxx+zbbNgwQLzMW3ZxZvXuJgVRw33JpTeNBH0mdDxIzWG3QFEVevEDScdCzd8rnUomlLJ3QJ5FQ5zu6s8bE6Fu15++WWGDx/OoUOH+Prrr7MV/jp06BAVK1bk/Pm8a1KXLv1vk8H48eNp2bIlhw8fZuXKldmOaUlMgLngWE7v77Z+/Xr8/Pzw8vLCxcWFnj17smPHDvP6lJQU9uzZQ+fOnfP8HFqbvvsXhC6TQZUfhcNLoOkoqFBT67AUK+jTeiQeegM7LqzWOhRNqeRugdwKh1nq2rVr5oqJc+b8O6nvmTNn+PTTT9m/fz+rV69m9+7dBTpmQWu1LFy4EDCWLvbw8Mi1Lk716tXZtWsXqampSCnZsGFDtpIAixcvpkuXLri7uxcoluK0Lul3dFnl6Xp0NpT3NT55qjiEUu6lCdZX4oDLDS5f/UvrcDSjknsxmTBhAn369CEsLAxPT0/A2N/xwgsvMHnyZKpWrcqsWbMYOHBgtjvw3IwdO5Y333yTkJCQAo+ecXd3JyQkhCFDhjBr1iwAYmNjGThw4H3bRkRE0Lt3b/PMUgaDgcGDB5vX//TTT3bRJPPHpfNc5yhtdBXRpSRAx4/V06cOpkXN3qTpBAs2WDZBjiNShcNKsBYtWjB58uQC/zVSnKz58zBi1VQ2XvqaJRf+oU6N5tBvvlWOq9iOrKxM2s0Jxltfih8G79U6nCKjCocpyl12/LWeqhku1MnSQ8cPtQ5HKQLOzi6ESG8Oud4m6UJC3js4IJXcbdCkSZPMHbh3viZNmmT188TExNjFXbs1xZ07RZrTKfrcvGRsZy9XXeuQlCLSLmAAWULwU0zJbJqxi9oyJY0qKFZ0ZsQuBaD97UxodH+/guI42jZ+kmpH/ktcetHPWmaL1J27YhXLly+nQYMGBAcHEx4ezrZt28zrxo4dS0BAAPXr1+eVV15By36efSnrCErLxKduVyjtqVkcStHTOTkR4vQoR10zS+T8qiq5OyC9Xl/s52zdujUHDhwgPj6e7777zjzaZseOHWzfvp2DBw9y+PBh9u7dy+bNm4s9PoCNpw6S4XyBzrduQKMXNIlBKV5dQ19ECsHi7SXvgSaLk7sQwkkIsV8I8avpvZ8QYrcQ4qQQYqEQwtW03M30/qRpvW8RxW4TLK0tc+nSJXr16kWjRo1o1KgR27dvB8i1PkzPnj3p0KEDtWvXZuzYsbnGUaZMGcaMGUPDhg3ZuXMnEydOpFGjRgQGBjJ48GDz3XKLFi0YNWoU4eHh1K9fn71799KzZ09q167N22+/DUBiYiL16tXjqaeeon79+vTu3ZvU1NQ8z3/nAahbt26ZXwshSEtLIyMjg/T0dDIzM3nkkUcKeLULZ9b+pQgJbdy8wSdCkxiU4vVYw47UzID9tw9qHUrxy6kuwb1fwGhgPvCr6f3PQF/T6xnAS6bXQ4EZptd9gYV5Hbsk1Jbp16+f3Lp1q5RSyjNnzsh69epJKXOvD+Pn5yevXr0qb9++LatXry7Pnj2bYxyAXLhwofn95cuXza+ffvppuWLFCimlsZ7M2LFjzfFVqVLFHHu1atVkSkqK/PPPPyUgt23bJqWU8vnnn5effPKJlFLK8ePHy+XLlz8whqVLl8q6devK8uXLyx07dpiXjxkzRnp4eMiHH35YvvXWW5Zc1vsU9udBr9fL8G8fkwO/qiXlnm8LdSzFvrwz+wkZODtQxh3bonUoVkdha8sIIbyBzsC3pvcCaAUsNm0yB+huet3N9B7T+tYit2faHYAltWXWr1/P8OHDCQ4OJjo6muvXr3Pz5s1c68O0bt0aDw8P3N3d8ff358yZMznG4OTkRK9evczvN23aREREBEFBQWzcuDHbcaOjo83xBQQEmGOvWbMmSUlJAPj4+BAVFQXA008/bW5Dnzhxonn/e/Xo0YPjx4/zyy+/MH78eABOnjzJsWPHSE5O5ty5c2zcuJGtW7fm6/pawy/HdpPmfJ12qVnQ4IliP7+inW6NhgKwYvc0jSMpXpY2y3wBjAXu1KKtCFyVUt55LDIZqGZ6XQ1IAjCtv2baPhshxGAhRKwQIvbSpUsFi76YWKO2jMFgYNeuXeYyBufOnaNMmTIW14dxcnLK9SlUd3d3c0GxtLQ0hg4dyuLFizl06BCDBg164HHvjvXeePNTc+ZezZo14/Tp06SkpLBs2TIiIyMpU6YMZcqUoWPHjuzcudPiY1nLTwcX4iIlLf06g1vZYj+/op1Q/+bUThfszziS98YOJM/kLoToAvwtpbRqd7OU8hspZbiUMtzLy8uah7Y6a9SWadeuHVOmTDG/j4+PB6xTH+ZedxK5p6cnN2/eZPHixXnscb+zZ8+ak/D8+fNp2rRprtufPHnS3K6/b98+0tPTqVixItWrV2fz5s1kZWWRmZnJ5s2bi/3J44ysLM6kbuXx1Nt4Pja0WM+t2Ibgh4I47Qq7Dq3VOpRiY8mdexQQLYRIBH7C2BzzP6CcEOLOOHlv4Jzp9TnAB8C03gO4bMWY7dKdGYwaNGiAv78/M2bMAKxTH+Ze5cqVY9CgQQQGBtK+fXsaNWqU72PUrVuXadOmUb9+fa5cucJLL70EwDvvvMOKFSvu237JkiUEBgYSHBzMsGHDWLhwIUIIevfuTa1atQgKCqJhw4Y0bNjQXH64uMyL30CqcwaPi0fgkYBiPbdiG7pHvgzAr7FfaxxJ8clXbRkhRAvgVSllFyHEImCJlPInIcQM4KCUcroQYhgQJKUcIoToC/SUUubayKlqy9iWxMREunTpwuHDh7UOxawwPw/95vTjtOEgaxu8iUfY01aOTLEXfb4J5rbQ8+ugQ1qHYjVFVVvmdWC0EOIkxjb1Wabls4CKpuWjgTcKcQ5FKZRb6emc1h+h6e0sPBr20TocRUOhpYM54wpb993/l6cjylf5ASllDBBjen0aaPyAbdIA9VtURCIiIkhPzz6z+9y5cwkKCrLaOXx9fW3qrr0wZu+YR6qTpEm5JuDslvcOisPq1XQkP216mlUHZvF46INHfDkSm64tI6XM1yiNkiA/k3k4ivw0Hd5r16l5lNPp6dTpbStGpNijOjWCqZ/hQrzuFAa9Hp1pdJmjstnyA+7u7ly+fFnTOiSK9qSUXL58uUCzO12+8Q/HnS7SKKMspbweLYLoFHsTWiacZBfBhr35H0Fmb2z2zt3b25vk5GRsfQy8UvTc3d3x9vbO934L1n1Emk4Q5de7CKJS7FGf5mOYv643a4/8QNvIJ7UOp0jZbHJ3cXHBz89P6zAUO7YnZSOeTga6tRqhdSiKjfCrVo+AdDfinc44fNOMzTbLKEphJF1I4JDrbUKlN84urlqHo9iQsHKR/OUi+H3nPK1DKVIquSsOaeHmT8kSgnb1n9E6FMXG9Gk+Bmcp2XBcJXdFsTux13dTLVPSNrKf1qEoNsanck0C093ZL5LJysrUOpwio5K74nD++HM/R10zCXGq5dBtqkrBNarQlEvOOn7d+p3WoRQZldwVh7No22dIIegc8qLWoSg26omWY3A1SDadXKR1KEVGJXfF4ey7fYCaGdA0uJPWoSg2qrKnD0EZpYjXXSAjIz3vHeyQSu6KQ9l7ZAMJbpJQV1X9UcldhFdL/nHWsTRmutahFAmV3BWHsnyv8Re1R5NXNI5EsXV9W79KKYOBLYm/aB1KkVDJXXEYBr2efZl/UC/diQZ1HtM6HMXGlffwomFmOeKdU7iVekPrcKxOJXfFYcTELSPJVRBWOlTrUBQ7EVWtEzecdCzc8LnWoVidSu6Kw1h96HucpOSJZmO0DkWxE31aj8RDb2DH+dVah2J1KrkrDsGg17NfJhKQ7kZNH9WZqlimlHtpgvVeHHC9weWrf2kdjlWp5K44hJXbvueii45G5aO0DkWxM839epOmEyzYMFnrUKxKJXfFIWw8sQA3g6Rvq9e0DkWxMz1avIhnloE9lzdrHYpVqeSu2L209FT2O/1FUEZpKnv6aB2OYmecnV0Ild4ccr1N0oUErcOxGpXcFbu3NGYaV5x0RD7SWutQFDvV1v9ZsoRg4eZPtQ7FalRyV+zeljMrKG0w8GTr0VqHotipdhF9qZopib3uOHMUq+Su2LWrN1KId/mH4MzylCvrqXU4ip3SOTkR6lSLo66Z/PHnfq3DsQqV3BW7tmDdJ9zS6WhWo4fWoSh2rnPIi0ghWLTtM61DsQqV3BW7tuPSBjyzDPRuOVzrUBQ71zS4E34ZxqqijkAld8VunTx7mENuaYRRHVdXN63DURxAmFsACW6SvUc2aB1KoankrtitnzZ/jF4IujQcrHUoioPoEWmsJnqnuqg9U8ldsVuxt+OpmQEtwlV7u2IdDeo8Rr10J/ZnntA6lEJTyV2xS1v3reCUm6SRe7DWoSgOJqx0KGddYdPeJVqHUigquSt2acX+r00VIFW5AcW6nmg2BicpWXVwltahFIpK7ordycrKJI5EAtPdqVOjgdbhKA6mpk8AgenuxHGGrKxMrcMpMJXcFbuzeONULjnreMyrldahKA4q0rMFl5x1LN30ldahFJhK7ordiUlcQmmDgf5tx2odiuKgnmrzOqUMBmL+XKx1KAWmkrtiVy5f/Yv9LlcIzayoyg0oRaa8hxchmeXZ53KZqzdStA6nQFRyV+zK/HUfkarT0arWk1qHoji4Fr49uaXTsWC9fVaKVMldsSs7r2zmkUwD3ZurB5eUotWzxTAqZhnYeWm91qEUSJ7JXQjhI4TYJIQ4KoQ4IoQYYVpeQQixTgiRYPpe3rRcCCG+FEKcFEIcFEKoqegVqzh2Oo4jrhmE62rh7OyidTiKg3N1dSNcVueQ623+PHdc63DyzZI79yxgjJTSH4gEhgkh/IE3gA1SytrABtN7gI5AbdPXYMB+u5sVm/LztskYhKBb+FCtQ1FKiE4NXiBLCH6K+UjrUPItz+Qupbwgpdxnen0DOAZUA7oBc0ybzQG6m153A36QRruAckKIKtYOXCl5YtMPUztd0KRBB61DUUqIVo17UyMDYm/t0zqUfMtXm7sQwhcIAXYDj0gpL5hW/QU8YnpdDUi6a7dk07J7jzVYCBErhIi9dOlSfuNWSpj1uxeR6AqNS4drHYpSwjRyC+CEm4E9h+yr7d3i5C6EKAMsAUZKKa/fvU5KKQGZnxNLKb+RUoZLKcO9vLzys6tSAv12aCbOUtKv5Rt5b6woVtTrsVEIKVkWO1XrUPLFouQuhHDBmNjnSSmXmhZfvNPcYvr+t2n5OeDuKei9TcsUpUBu3LrKHt05QtPLUKNqHa3DUUqYwEcjCMhwIU5/EoNer3U4FrNktIwAZgHHpJR3zz+1Ahhgej0AWH7X8mdNo2YigWt3Nd8oSr7NXfNfrjvpaO3bS+tQlBKqkUcUF1wEK7d9r3UoFrPkzj0KeAZoJYSIN311Aj4E2gohEoA2pvcAq4DTwElgJqCGNiiFsjVlPY9kGnii9UitQ1FKqP6tX8fNINlwYr7WoVjMOa8NpJTbAJHD6tYP2F4CwwoZl6IAsO/oZg67ZRJtqKPGtiuaqezpQ3BmWeKcL3Ir9QalS5XVOqQ8qSdUFZu2aNenCCl5sunrWoeilHCPV+vCdScdCzd8lvfGNkAld8VmZWSks0ueIijdjQa1I7UORynh+rQeSTm9gW0XVmkdikVUclds1oJ1k0lx1tHskfZah6IolHIvTZi+CgdcbnHmvO3PsaqSu2KzYpJXUE5v4Ol2b2odiqIAEN1wCBk6wdwN/9E6lDyp5K7YpBNnDhLvdovGBh+76LxSSoZWjXtTJ13H9vT9Nj/mXSV3xSYt2PxfsoSgR/grWoeiKNlEeTQl2UWwbPPXWoeSK5XcFZtj0OvZmXGYuuk6mgZ30jocRcnm+Q4TKKM38PvJH7UOJVcquSs2Z/mWmZxzETzm8bjWoSjKfcp7eNFI/wj7XK7bdMeqSu6KzVmT8COlDAYGtH9b61AU5YF6BA8jQyf4YcNErUPJkUruik05f+kMsS5XCc/0omK5ylqHoygP1LJRL+qk69iRHm+zHasquSs2Ze66/5CuE3T2/z+tQ1GUXN3pWF0aM0PrUB5IJXfFZhj0enbc2o1vBnRo8pTW4ShKru50rK45NU/rUB5IJXfFZizZ9BWnXSGqdGN0Tk5ah6MoubL1jlWV3BWbseLUbDz0BoZ0tb/JiJWSyZY7VlVyV2zC1n0riHdPp5moQ7mynlqHoygWseWOVZXcFZuwIHYybgbJoHYfaB2KouRLlMfjNtmxqpK7ork//tzPLtd/aJLlhV+1elqHoyj58nyHd22yY1Uld0Vzsza+TRbwTOQ4rUNRlHwr7+FFY31lm+tYVcld0dSlK+fZJhIJSy9N46A2WoejKAXSPXgoGTrBd+vGax2KmUruiqa+/vUNbjjp6FF/sNahKEqBtWzUi6B0FzboD3P56l9ahwOo5K5oKC09lZj0OOqlOxHd7AWtw1GUQnmy7lCuOemYsnyk1qEAKrkrGpr127tcdNHRvnI3rUNRlELr1nwgDdJcWa8/xKUr57UORyV3RRsGvZ61l3/HO1PyXCdV/VFxDE/WN969T10xSutQVHJXtLFo4xROu0Kr0lE4O7toHY6iWEV0sxdokObKBv1hLl4+p2ksKrkrmlh5ei7l9QYGd1UPLSmOpW/9YVxz0jHtV23v3lVyV4rdxj2LOeCeQTNRD48yFbQOR1Gsqmuz/6Nhmisb9Ec0vXtXyV0pVhkZ6UyL/w9l9QYGtVd37Ypj6hfwMteddEz7daRmMajkrhSr/y4YwAk3A/09OlKjah2tw1GUItG56XM0THNjg/4of6UkaRKDSu5Ksdm6bwUr5GHC00oxtLsq66s4tv4Br5ju3kdrcn6V3JVikZaeyqdxb1PKIBnXcZaajENxeJ2aPktwmhsbDNrcvavkrhSL9xc8wylXyVPlo3m0eqDW4ShKsegfOIIbTjqmatD2rpK7UuQ27lnMb/xB4/QyvNRDdaIqJUfHqGcISXdnrTzOsk3FW+9dJXelSKWm3eKLA+9RVi95p8scrcNRlGL3ZpsZVNALPkicwqL1U4vtvCq5K0XqPwue4k9XeNartxodo5RI9WuG8WXbH/HMEnyUNIOf1n5WLOdVyV0pMmt2zud3cZIm6Q8zMPo9rcNRFM3UqRHMl+1/onKWYPK57/hxddGPFiuS5C6E6CCE+EMIcVII8UZRnEOxTRkZ6fy87kuGz2zJxGOT8NBLxkfP1TosRdHco9UDmdJpEVWzBJ9dnMvs3/5TpOdztvYBhRBOwDSgLZAM7BVCrJBSHrX2uRTbkJWVyfItM9lyagnxur/4x1mHu7OkQebD9G0wEp/KNbUOUVFsgl+1ekzrspSXV/bif5cWkrUiq8j+qrV6cgcaAyellKcBhBA/Ad0Aqyf3zxYOZf31LdY+rJJPN50kV5x0uDlLGmSWoW+FVjzRcgQVy1XWOjRFsTk+VWoztfsKXvklmmn/LMGwPIvB3SZZ/TxFkdyrAXeP2E8GIu7dSAgxGBgMUL169QKd6OGHvKh8rXSB9lWsxznLmYblHuOJlqPwKl9V63AUxeZ5V/Jles/feG1JD6p7+RfJOYSU0roHFKI30EFKOdD0/hkgQko5PKd9wsPDZWxsrFXjUBRFcXRCiDgpZfiD1hVFh+o5wOeu996mZYqiKEoxKYrkvheoLYTwE0K4An2BFUVwHkVRFCUHVm9zl1JmCSGGA2sAJ+A7KeURa59HURRFyVlRdKgipVwFrCqKYyuKoih5U0+oKoqiOCCV3BVFURyQSu6KoigOSCV3RVEUB2T1h5gKFIQQl4AzBdzdE0ixYjj2SF0DdQ1AXYOS+PlrSCm9HrTCJpJ7YQghYnN6QqukUNdAXQNQ16Ckf/57qWYZRVEUB6SSu6IoigNyhOT+jdYB2AB1DdQ1AHUNSvrnz8bu29wVRVGU+znCnbuiKIpyD5XcFUVRHJBdJ/eSOBG3EOI7IcTfQojDdy2rIIRYJ4RIMH0vr2WMRUkI4SOE2CSEOCqEOCKEGGFaXpKugbsQYo8Q4oDpGrxnWu4nhNht+n1YaCq57dCEEE5CiP1CiF9N70vcNciJ3Sb3uybi7gj4A/2EEEUzX5VtmQ10uGfZG8AGKWVtYIPpvaPKAsZIKf2BSGCY6d+9JF2DdKCVlLIhEAx0EEJEAh8Bn0spHwWuAC9oF2KxGQEcu+t9SbwGD2S3yZ27JuKWUmYAdybidmhSyi3AP/cs7gbMMb2eA3QvzpiKk5TygpRyn+n1DYy/2NUoWddASilvmt66mL4k0ApYbFru0NcAQAjhDXQGvjW9F5Swa5Abe07uD5qIu5pGsWjtESnlBdPrv4BHtAymuAghfIEQYDcl7BqYmiPigb+BdcAp4KqUMsu0SUn4ffgCGAsYTO8rUvKuQY7sObkrDyCNY1sdfnyrEKIMsAQYKaW8fve6knANpJR6KWUwxjmKGwP1tI2oeAkhugB/SynjtI7FVhXJTEzFRE3E/a+LQogqUsoLQogqGO/mHJYQwgVjYp8npVxqWlyirsEdUsqrQohNQBOgnBDC2XTn6ui/D1FAtBCiE+AOPAz8j5J1DXJlz3fuaiLuf60ABpheDwCWaxhLkTK1q84CjkkpP7trVUm6Bl5CiHKm1w8BbTH2PWwCeps2c+hrIKV8U0rpLaX0xfi7v1FK+RQl6Brkxa6fUDX9r/0F/07EPUnbiIqeEGIB0AJjedOLwLvAL8DPQHWMpZOfkFLe2+nqEIQQTYGtwCH+bWt9C2O7e0m5Bg0wdhY6YbxB+1lKOVEIURPjwIIKwH7gaSllunaRFg8hRAvgVSlll5J6DR7ErpO7oiiK8mD23CyjKIqi5EAld0VRFAekkruiKIoDUsldURTFAankriiK4oBUclcURXFAKrkriqI4oP8HPIkf+iEjpwYAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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9mpt1h+LIKy5jwYiuhg6lwVlbWjBvqBehFzM4Gpdu6HAU6pH0pZSXgeXAJbTJPgs4BmRKKctXU0gA3HSP3YB43bGluv3b1fX6xmDz5s0EBQURFBTEjZPIqtOihbbf1tLSktLSmi0+sWrVKl577TXi4+MJCQkhLS0NKysrNBqNfp9r6/pYW1vrF862sLDQX9PCwqLG15w/fz7du3fnySef1G9zd3dn8uTJWFtb4+XlRY8ePYiJ0dZbyc7OZtKkSbz++usMHDgQgBMnThAbG0u3bt3w9PQkPz+fbt261ej6zV1BcRlfHoxjlI8LPh2NY0WshnZXPw/a2FmzSrX2jUJ9unfaoG29ewGuQCtgQn0DEkLMF0KECiFCy/uDjdUdd9yhL67Wt+/1k98GDx7Mpk2b0Gg0JCUl6fvZ6+PcuXMMGDCAZcuW0b59e+Lj4/H09CQsLAyNRkN8fDxHjhyp93XKvfjii2RlZfHBBx9ct33q1Kn67yc1NZWzZ8/i7e1NcXExd9xxB/fffz8zZszQ7z9p0iSuXr1KXFwccXFx2NnZERsb22BxmrKNx+JJyyvmkWbYyi9nZ2PF3Fu82HU6mdNXsw0djtmrT/fOGOCClDJFSlkC/AgMBpx03T0A7sBl3ePLgAeA7vXWQNqNJ5VS/ldK2VdK2bd9+/b1CM+wpk+fjru7O35+ftx777306dOH1q1b1+uczz77LIGBgQQEBHDLLbfQu3dvBg8ejJeXF35+fjz++OP06dOnVuesrE8/ISGB119/naioKPr06UNQUBCff/45AOPHj6ddu3b4+fkxcuRI3nnnHdq1a8f333/Pn3/+yVdffaX/BBQWFlav77k5KynT8Nm+84R0aUM/z7aGDqdR3T+oC3Y2lny277yhQ1GklHX6AgYAkWj78gXa/vpFwEZglm6fVcCjusePAat0j2cB31d3jZCQEHmjqKiom7YZq5ycHCmllKmpqdLb21smJiYaOCLTZ0o//+psPp4guzz3s9wZedXQoTSJZdsipffzv8hLaXmGDqXZA0JlJXm1Pn36h9HekD0OnEL7qeG/wHPAU0KIWLR99mt0h6wB2um2PwUsvemkzcxtt91GUFAQQ4cO5aWXXqJjx46GDkkxElJKPt17jh4d7Bnl42LocJrEvKFeWAj4fL9q7RtSvSZnSSlfAV65YfN5oH8F+xYCM2/c3pzVtR//9ddf19flLzdz5kxeeOGFBohKMQZ7ziRzJimH9+7sbTaTljq1bsnUIDe+OxrPotHdm80kNFNj2jNyty+Fq6ca9pwdA+FWw5ZCeOGFF1SCb+ZW7TuPm1NLbu/tauhQmtTDw7354XgCa/+K4+lxxr3ub3Olau8oShM7m5TDkQvpzLmlC9aW5vUr2M3FgXF+HVj7Vxy5RTUbNqw0LNNu6Ru4Ra784/333+fzzz9HCEFgYCBffvkltra2zJ07l3379ulHLpWP7DFn6w9fwsbSghkhHoYOxSAWDO/KjsgkvjtyiXnNqOyEqTCvZoYZqOmkq4Z0+fJlPvroI0JDQ4mIiKCsrIzvvvtO//o777yjn89g7gm/oLiMTccTmBDQkbatbAwdjkEEd27DIO92rN5/nqLS6meWKw1LJf1GsnfvXoYPH86UKVPw9vZm6dKlfPPNN/Tv35/AwEDOndPOTty2bRsDBgwgODiYMWPGkJSUBMATTzzBsmXLANixYwfDhg27bubttebOncuCBQsYMGAAS5Ys4ciRIwwaNIjg4GBuueUWzpzRrmD01VdfMXXqVMaOHYunpycff/wx7733HsHBwQwcOJD0dO00+REjRvDEE08QFBREQEBAjSZ8lZaWUlBQQGlpKfn5+bi6mldfdU39fPIKOYWl3DOgs6FDMahHRnQlKbuIrWFXDB2K+alsLKcxfJnyOP09e/bI1q1byytXrsjCwkLp6uoqX375ZSmllB988IF84oknpJRSpqenS41GI6WUcvXq1fKpp56SUkqZl5cn/fz85O7du2WPHj1kbGxspdeaM2eOnDRpkiwtLZVSSpmVlSVLSkqklFLu3LlTTps2TUop5Zdffim7du0qs7OzZXJysnR0dJSffvqplFLKJ598Ur7//vtSSimHDx8u582bJ6WUct++fdLf319KKeXRo0flgw8+WGEMH3zwgWzVqpV0dnaW99xzz3Wx9ejRQwYGBsonn3xSFhYW1u6NvIGp/PwrM3XlATlq+R79z9xcaTQaOWr5HnnHygOGDqVZojHG6SvV69evH506daJFixZ07dqVcePGAVxX8CwhIYHx48cTGBjIO++8Q2RkJKAtbbx69WrGjh3LwoUL9dUqKzNz5kwsLS0ByMrKYubMmQQEBLB48WL9OQFGjhyJg4MD7du3p3Xr1tx+++03xQRw9913AzBs2DCys7PJzMykb9+++lm518rIyGDLli1cuHCBK1eukJeXx//+9z8A3njjDU6fPs3Ro0dJT0/nrbeadXHVKkUnZnPiUiZ39+9MM641WCNCCGb168zxS5mcTcoxdDhmRSX9eqiu4Fp5gTOovODZokWLWLhwIadOneKzzz67rmDaqVOnaNeuHVeuVP8RuFWrVvrHL730EiNHjiQiIoJt27Zdd86axATclJSqSlJ//PEHXl5etG/fHmtra6ZNm8Zff/0FQKdOnRBC0KJFCx544IEGrQ1katYfvoSNlQUzQtwNHYpRmNbHDWtLwXdH4g0dillRSb8eqiq4VlNZWVm4uWkLka5du1a//eLFi7z77rucOHGC7du3c/jw4Tqd86uvvqpTXOVLHR44cIDWrVtXWTeoc+fOHDp0iPz8fKSU7Nq1C19fX0BbZhm03Yg//fQTAQEBdYrH1OUXl/LTictMCuyEk5153sC9UTv7Fozz68iPJxLUDd0mpJK+gb366qvMnDmTkJAQnJ2dAW2CfPDBB1m+fDmurq6sWbOGefPmXddir8qSJUt4/vnnCQ4OrvNoHltbW4KDg1mwYAFr1mgraYSGhjJv3ryb9h0wYAAzZszQrwSm0WiYP38+ALNnzyYwMJDAwEBSU1N58cUX6xSPqdsWfoWcInUD90Z39fMgM7+E3yOTDB2K2RDSiFeq79u3r7yx2yQ6OlrfilQax4gRI1i+fHmdP700JlP9+U/5+AD5xWX8vniY2ffnX0ujkQx9ew+eznZ8M2+gocNpNoQQx6SUFf4Cq5a+ojSyiMtZhCdkcc8AdQP3RhYWgrv6eXAwNo1LafmGDscsqKRvQl5//XX9jePyr9dff73Br7N3716jbOWbqvVHLtHCyoJpweoGbkVm9nXHQsCG0EuGDsUsmHYZBjOjCrGZntyiUracuMxtvVxpbWdt6HCMUqfWLRnR04WNoQksHtMDKzOrR9TU1LurKI1oa9gV8orL1A3catzVz4PknCL2njHuJVKbA5X0lUZ1+vRpBg0aRIsWLVi+fLl+e3x8PCNHjsTPzw9/f38+/PBDA0bZeNYfuYhPRwf6dHYydChGbZSPC+0dWvDdUdXF09hU0jcjZWVNPxa6bdu2fPTRRzzzzDPXbbeysuLdd98lKiqKQ4cOsXLlSqKiopo8vsZ0KiGLiMvZ6gZuDVhbaiet7T6dzNWsmg1NVupGJf1GUtOCaykpKUyfPp1+/frRr18/Dh48CFBl0bRp06YxYcIEunfvzpIlS6qMw97enqeffprevXvz999/s2zZMvr160dAQADz588vX++YESNGsHjxYvr27Yuvry9Hjx5l2rRpdO/eXT+2Pi4uDh8fH2bPno2vry8zZswgP7/qERcuLi7069cPa+vr+7M7deqkX8TdwcEBX19fLl++XMt32bhtPnEZG0sLpgS5GToUk3BXXw80En44pmboNqrKivIYw5c5FFy7++675f79+6WUUl68eFH6+PhIKasumubl5SUzMzNlQUGB7Ny5s7x06VKlcQByw4YN+udpaWn6x/fee6/cunWrlFJbZG3JkiX6+Dp16qSP3c3NTaampsoLFy5IQB44oC2S9cADD8h33nlHSinlSy+9JLds2VJpHK+88op+3xtduHBBenh4yKysrEqPL2cqP//SMo3s+9pO+fDXoYYOxaTM+uxvOeStXbKszLwL0tUXVRRcU6N3GlF5wTXgpoJre/bsAbR1a67t1sjOziY3N5esrCzmzJlDTEwMQghKSkr0+4wePVpfFsHPz4+LFy/i4VHxghyWlpZMnz5d/3zPnj28/fbb5Ofnk56ejr+/v77o2uTJk/Xx+fv762P39vYmPj4eJycnPDw8GDx4MAD33nuvvuumvAx0beXm5jJ9+nQ++OADHB0d63QOY/T3uTRScoqYEqRKTNfGrP4ePPFdGH+fT2NwN2dDh9Msqe6demiIgmsajYZDhw7pa/hcvnwZe3v7GhdNs7S0rLLUgq2trb76ZmFhIY8++ig//PADp06d4qGHHqrwvNfGemO8tSnEVp2SkhKmT5/O7NmzmTZtWp3PY4y2hF3GoYUVI31cDB2KSRnv35HWLa359oi6odtYVNKvh4YouDZu3DhWrFihfx4WFgY0TNG0G5UneGdnZ3Jzc/nhhx9qfY5Lly7x999/A7B+/XqGDBlSp1ikrr6Qr68vTz31VJ3OYawKS8r4LeIqEwI6YmttaehwTIqttSV3BLvxe1QSWQUl1R+g1JpK+gZWvsxgr1698PPzY9WqVUDDFE27kZOTEw899BABAQGMHz+efv361focPXv2ZOXKlfj6+pKRkcEjjzwCwMsvv8zWrVtv2v/q1au4u7vz3nvv8dprr+Hu7k52djYHDx5k3bp17N69W/9p6ddff63392gM9pxOJqeoVN3AraOpwW4Ul2rYEXnV0KE0S6rgmlJjcXFx3HbbbURERBgsBlP4+S9Yd4xjlzI49PxoLC3UUM3aklIyYvle3Nu0VEXY6kgVXFOUJpJVUMLuM8nc3stVJfw6EkIwpbcrf51LIzlbjdlvaCrpNxMDBgy4qRjbqVOnGvQanp6eBm3lm4IdEVcpLtWoUTv1NDnIDSlh28lEQ4fS7Kghm81EbVbWUhrPlvDLeLazo5d75SuNKdXr5mJPgJsjW8Iu8+AQL0OH06yolr6iNJDk7EL+OpfGlCA3VXahAUzp7cbJhCzOp+QaOpRmRSV9RWkgW8OvICVMVl07DeL23q4IoX1flYajkr6iNJCt4VcIdGtN1/b2hg6lWejY2paBXu3YEnYFYx5laGpU0q+DpKQk7rnnHry9vQkJCWHQoEFs3rzZYPHs3buXv/76q9bHeXp6kpqa2ggRmZ/zKbmcTMhSN3Ab2JQgVy6k5nHqcpahQ2k2VNKvJSklU6dOZdiwYZw/f55jx47x3XffkZCQ0KjXrWqCVl2TvtJwtoZfQQhtl4TScG4N6ISNpQVbwlQXT0NRSb+Wdu/ejY2NDQsWLNBv69KlC4sWLQK0NeufffZZ+vXrR69evfjss88AbWIeMWIEM2bM0JcnLv/IeuzYMYYPH05ISAjjx48nMVE7TG3EiBE8+eST9O3blw8//JBt27YxYMAAgoODGTNmDElJScTFxbFq1Sref/99goKC2L9/f6XlmtPS0hg3bhz+/v7MmzdPfWRuIFJKtoRdYZB3Ozo42ho6nGaltZ01I3q2Z1v4Fco06v9rQ6hX0hdCOAkhfhBCnBZCRAshBgkh2gohdgohYnT/ttHtK4QQHwkhYoUQJ4UQfRrmW2hakZGR+jrwFVmzZg2tW7fm6NGjHD16lNWrV3PhwgUATpw4wQcffEBUVBTnz5/n4MGDlJSUsGjRIn744QeOHTvGv/71r+vWwS0uLiY0NJSnn36aIUOGcOjQIU6cOMGsWbN4++238fT0ZMGCBSxevJiwsDCGDh3KE088weLFizl69CibNm1i3rx5APznP/9hyJAhREZGcscdd3Dpkipq1RBOXc7iQmqe6tppJFOC3EjOKeLQ+TRDh9Is1Hec/ofAb1LKGUIIG8AO+DewS0r5phBiKbAUeA64Feiu+xoAfKr716Q99thjHDhwABsbG44ePcrvv//OyZMn9cXMsrKyiImJwcbGhv79++Pu7g5AUFAQcXFxODk5ERERwdixYwHtJ4XyksYAd911l/5xQkICd911F4mJiRQXF+PlVfH45crKNf/555/8+OOPAEyaNIk2bdo07JthpraEXcHG0oIJAZ2q31mptdG+LrSysWRL2GVVbrkB1DnpCyFaA8OAuQBSymKgWAgxBRih220tsBdt0p8CfK0r8H9I9ymhk5TSpKbc+fv7s2nTJv3zlStXkpqaqq+yKaVkxYoVjB8//rrj9u7dW2FJZCkl/v7++sqVN2rVqpX+8aJFi3jqqaeYPHkye/fu5dVXX63wmPJyzba2qquhsWk0kl9OJjKiZ3tat7Su/gCl1mytLRkf0JHtEVdZNiVAVS6tp/p073gBKcCXQogTQojPhRCtgA7XJPKrQAfdYzfg2nXQEnTbriOEmC+ECBVChKakpNQjvMYxatQoCgsL+fTTT/Xbrl0ycPz48Xz66af6RU/Onj1LXl5epefr2bMnKSkp+qRfUlJCZGRkhfteW2557dq1+u0ODg7k5OTon1dWrnnYsGGsX78egO3bt5ORkVGj71mpXFhCJlezC5kYqFr5jWlqkBs5haXsPZNs6FBMXn2SvhXQB/hUShkM5KHtytHTteprdfdFSvlfKWVfKWXf9u3b1yO8xiGE4KeffmLfvn14eXnRv39/5syZw1tvvQXAvHnz8PPzo0+fPgQEBPDwww9XOfLGxsaGH374geeee47evXsTFBRU6UicV199lZkzZxISEoKz8z8fc2+//Xb9gi779++vtFzzK6+8wp9//om/vz8//vgjnTt3bsB3xjz9FnEVa0uhFktpZLd0bYezvY0axdMA6lxaWQjRETgkpfTUPR+KNul3A0ZIKROFEJ2AvVLKnkKIz3SPv9Xtf6Z8v8quoUorKzcypp+/lJJh7+yha3t7vnqgv6HDafZe3RrJ+iOXCH1xDI62qiutKo1SWllKeRWIF0L01G0aDUQBW4E5um1zgC26x1uB+3WjeAYCWabWn68o14q8kk18egG3BnQ0dChmYUqQq3ZxlQi1uEp91Hf0ziLgG93InfPAA2j/kHwvhHgQuAjcqdv3V2AiEAvk6/ZVFJP1W8RVLC0EY/1U0m8KQR5OuDm15LeIq8zs62HocExWvZK+lDIMqOgjxOgK9pXAY/W5nqIYk+0RiQzwakvbVjaGDsUsCCGYENCRdX9fJLuwRHXx1JGakWsAldW82bp1K2+++aYBIrpZfn4+kyZNwsfHB39/f5Yu/ece/eLFi/ULtfTo0QMnJyf9a5aWlvrXJk+erN++a9cu+vTpQ1BQEEOGDCE2NrYpv50GF5OUw7mUPCaorp0mNTGwI8VlGnZHq1E8daUWUTEikydPvi5RGtozzzzDyJEjKS4uZvTo0Wzfvp1bb72V999/X7/PihUrOHHihP55y5Yt9UNEr/XII4+wZcsWfH19+eSTT3jttdf46quvmuC7aBy/6fqVx/urpN+Ugj3a0MGxBb+eSmRqsFp4vi5US7+RaDQaHn30UXx8fBg7diwTJ07Uz9IFbbLs06cPgYGBnD59GoCvvvqKhQsXVnrOjRs3EhAQQO/evRk2bFiFx9x2223s3bsXAHt7e5599ln8/f0ZM2YMR44cYcSIEXh7e7N169Yq47ezs2PkyJGAdlhpnz59Kiwq9+2333L33XdX+34IIcjOzga08w1cXU27ZMH2iKuEdGmjau00MQsLwa0Bndh3NoW8osqHQiuVU0m/kfz444/ExcURFRXFunXrbppx6+zszPHjx3nkkUdYvnx5jc65bNkyduzYQXh4eLVJGyAvL49Ro0YRGRmJg4MDL774Ijt37mTz5s28/PLLAFy5coWJEydWeZ7MzEy2bdvG6NHX36q5ePEiFy5cYNSoUfpthYWF9O3bl4EDB/LTTz/pt3/++edMnDgRd3d31q1bd113kam5lJZPVGK2GrVjIBMCOlJUqmGPmqhVJyrpN5IDBw4wc+ZMLCws6Nixo77VXG7atGkAhISEEBcXV6NzDh48mLlz57J69WrKysqq3d/GxoYJEyYAEBgYyPDhw7G2tiYwMFB/TVdXV3799ddKz1FaWsrdd9/N448/jre393Wvfffdd8yYMQNLy3+mxV+8eJHQ0FDWr1/Pk08+yblz5wB4//33+fXXX0lISOCBBx7gqaeeqtH3bIy2R2hHGquuHcPo59kWZ3sbtp9SQzfrQiX9eiifBRsUFMSNk8iqU16Hp7wGT02sWrWK1157jfj4eEJCQkhLS8PKygqNRqPfp7CwUP/Y2tpav1arhYWF/poWFhY1vub8+fPp3r07Tz755E2vfffddzd17ZSXifD29mbEiBGcOHGClJQUwsPDGTBAW1/vrrvuMun6/9sjrhLg5ohHWztDh2KWLC0E4/07sudMMgXF1Td+lOuppF8Pd9xxB2FhYYSFhekLrpUbPHgwmzZtQqPRkJSUpO9nr49z584xYMAAli1bRvv27YmPj8fT05OwsDA0Gg3x8fEcOXKk3tcp9+KLL5KVlcUHH3xw02unT58mIyODQYMG6bdlZGRQVFQEQGpqKgcPHsTPz482bdqQlZXF2bNnAdi5c6fRzKqtrcSsAsLiM7lVVdQ0qFsDOpFfXMa+s8ZXn8vYqdE7jWT69Ons2rULPz8/PDw86NOnD61bt67XOZ999lliYmKQUjJ69Gh69+4NgJeXF35+fvj6+lZZ678iV65cYd68eTd18SQkJPD666/j4+OjP+fChQv1tfm/++47Zs2apf8kAdoSCQ8//DAWFhZoNBqWLl2Kn58fAKtXr2b69OlYWFjQpk0bvvjiizq/D4ZUPmpHDdU0rAHebWljZ832iET1s6ilOtfeaQqmXnsnNzcXe3t70tLS6N+/PwcPHqRjR/UftD4M/fO/87O/ycwv5vfFww0Wg6L13A8n+eVUIsdeGkMLK1Vu+VqNUntHqd5tt91GUFAQQ4cO5aWXXlIJ38Sl5BRxNC5dLZZiJG4N7EhuUSkHYm6e6KhUzqS7d9468han00836Dl92vrwXP/nGuRcde3Hf/3119m4ceN122bOnHndMopK09sZlYSUMEGN2jEKt3R1xsHWil9PXWW0b4fqD1AAE0/6zdULL7ygErwR2h6RSJd2dvh2cjB0KApgY2XBWL8O7Iy6SnFpIDZWquOiJkw66TdUi1xRqpOVX8Lf59J4cKjXdTevFcOaGNCJH49f5u/zaQzvYXyLLhkj9adRqbf4+HhGjhyJn58f/v7+fPjhh/rXXn31Vdzc3PTzGcpHCaWlpTFy5Ejs7e2rLD1hLHafSaJUI1XXjpEZ0t2ZVjaWbD+lluaoKZNu6Ss3Ky0txcqqaX+sVlZWvPvuu/Tp04ecnBxCQkIYO3asfrjm4sWLeeaZZ647xtbWlv/7v/8jIiKCiIiIJo23Lv6ISqa9Qwt6uzsZOhTlGrbWloz27cDvUUm8NlWDlaVqx1ZHvUONZO/evQwfPpwpU6bg7e3N0qVL+eabb+jfvz+BgYH68gTbtm1jwIABBAcHM2bMGJKSkgB44oknWLZsGQA7duxg2LBh1828vdbcuXNZsGABAwYMYMmSJRw5coRBgwYRHBzMLbfcwpkzZwBtcbapU6cyduxYPD09+fjjj3nvvfcIDg5m4MCBpKenAzBixAieeOIJgoKCCAgIqHbCV6dOnfRj+R0cHPD19eXy5ctVHtOqVSuGDBmCra3xFywrLtWw72wKo31csLBQXTvGZmJgR9LzijlyId3QoZgElfQbUXh4OKtWrSI6Opp169Zx9uxZjhw5wrx581ixYgUAQ4YM4dChQ5w4cYJZs2bx9ttvA/DGG2+wYcMG9uzZw+OPP86XX36JhUXlP66EhAT++usv3nvvPXx8fNi/fz8nTpxg2bJl/Pvf/9bvFxERwY8//sjRo0d54YUXsLOz48SJEwwaNIivv/5av19+fj5hYWF88skn/Otf/wIgNDRUPzmrMnFxcZw4cUJfcgHg448/plevXvzrX/8iIyOj9m+kgR25kE5uUakaIWKkhvdwoaW1Jb9GqC6emlBJvxH169ePTp060aJFC7p27cq4ceMArit4lpCQwPjx4wkMDOSdd94hMjIS0JY2Xr16NWPHjmXhwoV07dq1ymvNnDlTX/gsKyuLmTNnEhAQwOLFi/XnBBg5ciQODg60b9+e1q1bc/vtt98UE6CvqTNs2DCys7PJzMykb9++fP7555XGkJuby/Tp0/nggw9wdHQEtHX0z507R1hYGJ06deLpp5+uxTtoHP6ITqKFlQVDujkbOhSlAi1tLBnp054dkUloNMY72dRYqKRfD9UVXCsvcAaVFzxbtGgRCxcu5NSpU3z22WfXFUw7deoU7dq148qVK9XG0qpVK/3jl156iZEjRxIREcG2bduuO2dNYgJuGqFS3YiVkpISpk+fzuzZs/UVRAE6dOiApaUlFhYWPPTQQw1aG6gpSCn5IzqJwd2caWmjZn0aq3F+HUnJKSIsIdPQoRg9lfTroaqCazWVlZWlr0y5du1a/faLFy/y7rvvcuLECbZv387hw4frdM66rk61YcMGQFsiunXr1lXWDZJS8uCDD+Lr63tTyeTExH8+cm/evJmAgIA6xWMoZ5NyScgoYIzq2jFqI3u6YGUh2BmVZOhQjJ5K+gb26quvMnPmTEJCQnB21nYflCfR5cuX4+rqypo1a5g3b951LfaqLFmyhOeff57g4OAal1C+ka2tLcHBwSxYsIA1a9YAlffpHzx4kHXr1rF79+6bhmYuWbKEwMBAevXqxZ49e65batHT05OnnnqKr776Cnd3d6KiouoUa2P6I1qbREb7uhg4EqUqre2sGeDdlt8jVY396qiCa8pNRowYwfLly+v86aUxNfXPf9onBykpk2xbNKTJrqnUzdq/4nhlayS7nh5O1/b2hg7HoFTBNUWpg9TcIk7EZ6pWvokY66ftglNdPFVTk7NMSFMVYmuIBV+ag92nk5ES1Z9vIlydWhLg5sjvkVdZMLzq0W7mTCV9E6IKsTWtXdFJdGpti7+ro6FDqbOEnATa2LahlXWr6nduBsb5deT9P86SnFOIi4PxT/wzBNW9ozSJo0ePYmVlxQ8//KDfNmHCBJycnLjtttsMGFnFCkvK2B+TyigfF5MtsJZakMq0rdP4NOxTQ4fSZMb6dUBK2BWdbOhQjJZK+makrMwwi0iXlZXx3HPP6SenlXv22WdZt26dQWKqzqHzaeQXl5l0187qk6spKC3gQvYFQ4fSZHw6OuDRtqXq16+CSvqNpKa1d1JSUpg+fTr9+vWjX79+HDx4EKDK+jnTpk1jwoQJdO/enSVLllQZh729PU8//TS9e/fm77//ZtmyZfTr14+AgADmz59P+eitESNGsHjxYvr27Yuvry9Hjx5l2rRpdO/enRdffBHQlljw8fFh9uzZ+Pr6MmPGDPLz86t9L1asWMH06dNxcbn+hujo0aNxcDDO2vR/RCfR0tqSQV3bGTqUOknMTWTjWe39nyu51U/uay6EEIz17ciB2FTyiuo2XLm5U0m/EdWk9s4TTzzB4sWLOXr0KJs2bdKPg6+qfk5YWBgbNmzg1KlTbNiwgfj4+EpjyMvLY8CAAYSHhzNkyBAWLlzI0aNHiYiIoKCggJ9//lm/r42NDaGhoSxYsIApU6awcuVKIiIi+Oqrr0hLSwPgzJkzPProo0RHR+Po6Mgnn3wCwMsvv8zWrVtvuv7ly5fZvHkzjzzySP3f0CYipWR3dDJDuztja22as3BXnVwFwOjOo7mcexljHprd0Mb5d6C4VMOfZ1MMHYpRUjdyG1F57R3gpto7e/bsAeCPP/64blJSdnY2ubm5ZGVlMWfOHGJiYhBCUFJSot9n9OjR+hmyfn5+XLx4EQ8PjwpjsLS0ZPr06frne/bs4e233yY/P5/09HT8/f319XcmT56sj8/f318fu7e3N/Hx8Tg5OeHh4cHgwYMBuPfee/noo4945pln9BVBb/Tkk0/y1ltvVVkszthEJWZzJauQJ8f0MHQodXIx+yJbYrcwy2cWbvZu7Lq0i8yiTNrYtjF0aE2ib5c2ONlZ83tUErcGqvWMb6SSfj1s3ryZ//znPwB8/vnnN01mqkmdG41Gw6FDh24qMbxw4UJGjhzJ5s2biYuLY8SIERWe19LSsspZt7a2tvpCbIWFhTz66KOEhobi4eHBq6++WmFdnmtjvTHe2tbkCQ0NZdasWQCkpqby66+/YmVlxdSpU6s8zpB2RScjBIz0Mc3x+SvDVmJjacO8wHmEp4QD2i4ec0n6VpYWjPbpwB/RSZSUabBWNfavo96NemiI2jvjxo3Td/WAtusGGqZ+zo3KE7yzszO5ubnXjaSpqUuXLvH3338DsH79eoYMqXqm6oULF4iLiyMuLo4ZM2bwySefGHXCB21/fpCHE+0dWlS/s5E5m3GW3y78xmzf2Ti3dMbNXvt/6HJu1esbNDdj/TqQVVDCUVVj/yb1TvpCCEshxAkhxM+6515CiMNCiFghxAYhhI1uewvd81jd6571vXZz8NFHHxEaGkqvXr3w8/Nj1SptX2xD1M+5kZOTEw899BABAQGMHz+efv361focPXv2ZOXKlfj6+pKRkaHvq6+sT78qQ4cOZebMmezatQt3d3d27NhR63gaWlJ2IScTskx21M7HJz7G3tqeuf5zAXC1dwXM62YuwLAezrSwsuB3NYrnZlLKen0BTwHrgZ91z78HZukerwIe0T1+FFilezwL2FDduUNCQuSNoqKibtqmNI0LFy5If39/g8bQ2D//9Ycvyi7P/SyjE7Ma9TqN4WTySRnwVYBcFbbquu2DvhkkX/v7NQNFZTgPfnVE3vLGLqnRaAwdSpMDQmUlebVeLX0hhDswCfhc91wAo4DyfoO1wFTd4ym65+heHy1MddaL0mztik7CzaklPTsY51DSqqw4sYI2Ldpwr9+91213tXflSp55tfRBOzv3cmYBUYnZhg7FqNT3Ru4HwBKg/DekHZAppSzvj0gA3HSP3YB4ACllqRAiS7d/6rUnFELMB+YDdO7cuZ7hmY8BAwZQVFR03bZ169YRGBjYYNfw9PQ0iUXM66qwpIwDsanc1dfD5GbhHr16lL8T/+aZvs/cVHLB1d6V+JzKh/U2V6N9XbAQ8HtkEv6ula8HYW7qnPSFELcByVLKY0KIEQ0VkJTyv8B/QVtauZJ9TO6XsrHVZpEVUyUbeaz53+fSKCzRMMrE+vOllHx0/CNcWrpwV8+7bnrdzd6NQ4mHzO73pp19C0K6tGFnVBKLx5rm8NvGUJ/uncHAZCFEHPAd2m6dDwEnIUT5HxN3oHzYwGXAA0D3emsgrbYXtbW1JS0tzawmmyjaxJaWlnbT0NaGtPt0MnY2lgzwatto12gMhxIPEZYSxsO9H8bW6ub3x83ejYLSAjKLMps+OAMb59eRqMRs4tOrnzluLurc0pdSPg88D6Br6T8jpZwthNgIzED7h2AOsEV3yFbd8791r++Wdcjc7u7uJCQkkJKiZtuZG1tbW9zd3Rvl3FJKdp9OZkg305uFezjxMFbCiqndplb4+rUjeMxlrH65sX4deP3XaP6ITuKBwV6GDscoNMbkrOeA74QQrwEngDW67WuAdUKIWCAd7QieWrO2tsbLS/3wlIZ1JimHy5kFLBrVzdCh1FpMZgyerT2xsbSp8PVrx+r7O/s3ZWgG5+nciq7tW7ErOlklfZ0GSfpSyr3AXt3j80D/CvYpBGY2xPUUpaGVl+I1xVm4MRkxBLsEV/p6J3ttKQJzG6tfboxfB744cIGcwhIcbK0NHY7BqRm5ioK2Pz/QrTUdHE1r4Y3s4mwS8xLp3qZ7pfs42jjiYONgdrNyy43x7UBJmeTPs6nV72wGVNJXzF56XjHHL2UwygRb+bEZsQD0aFP16BQ3ezezHKsP0KdzG9rYWfNHtJqdCyrpKwr7zmrXwjXFBdBjMmKA6pO+aytXs+3esbQQjOzpwp4zyZSWaQwdjsGppK+YvV3RyTjbtyDABCfwxGTG4GDtQAe7qucWuNq7ml1d/WuN8etAZn4Jxy9lGjoUg1NJXzFrJWUa9p1NYZRPeywsTG/i0tmMs3Rv073aSVe1GaufVpBGSVlJtfuZkqHdnbG2FOxSXTwq6SvmLTQug5zCUkb5mNYsXNDOLYjNiK3yJm65mlbbLCkrYfJPk1kbtbbK/UyNg601A73bsVMlfZX0FfO2+3QSNpYWDOnubOhQau1q3lVySnKq7c+Hf8bqJ+QmVLnf2YyzZBdnE5UWVeV+pmi0jwvnU/K4kJpn6FAMSiV9xaztPp3MAO+22LcwvUXkzmacBahRS7+mY/VPpZ4CaJYF2kbraiqZexePSvqK2YpLzeNcSp5JDtUE7U1cgG5O1c8irulY/fKkfzH7YrO76evR1g6fjg7sNPOFVVTSV8zW7tPaWbimmvTPZpzFtZUrDjY1q/3vZu9WbUs/IlVbOrugtIDUguY3mWm0rwuhFzPIym9eN6prQyV9xWztPp1MNxd7urRrVf3ORigmI6ZGXTvlqhurn1Ocw4WsC/Rx6QNoW/vNzWjfDpRpJHvPJhs6FINRSV8xS7lFpRy+kMZoE23ll5SVEJcVV7ukr1tBq7Jum6i0KCSSSd6TALiUc6lBYjUmQe5OONvb8Ee0SvqKYlYOxKRQUiZNtmvnfNZ5SmVpjUbulCsfq59RlFHh6+X9+WO6jMHKwqpZtvQtLASjfFzYeyaZEjOdnauSvmKWdkUn42hrRUgX06wvX34Tt7tT7Vr6UPkInojUCLo4dqGtbVvc7d25lN38Wvqg7eLJKSzl6IV0Q4diECrpK2ZHo5HsOZPM8J4uWFma5q/A2YyzWFlY0aV1lxofc21d/YqcSj1FgHMAAF0cu3Axp/m19EE7O9fGysJsu3hM83+8otTDyctZpOYWM8qnvaFDqbOYjBi8W3tjbVHz+vBVtfST8pJIzk8m0DkQAA8HD+Kz45vdsE0AOxsrBndtx67TSc3y+6uOSvqK2dkVnYSFgBE9TLM/H7RJvzb9+QAONg442jhW2NKPSNMO1by2pV9YVkhyfvNsDY/27cDFtHxik3MNHUqTU0lfMTu7opPp26UtbVpVvLygscsqyiIpP6lWI3fKVTZWPyI1AithhU9bHwA6O3YGmucIHvinjLY5dvGopK+YlSuZBUQlZjPKBGvnlyuvoV+bm7jlXO0rHqt/KvUUPdr2oIVlC0Db0ofmOVYfoFPrlvi7Oprlwioq6StmpXwW7hhTTvqZNVs4pSIVjdXXSA2RqZH6/nyAjnYdsbawbrYjeADG+nXg+KUMUnKKDB1Kk1JJXzEru6KT6NzWjq7t7Q0dSp3FZMTgaOOIi13t/3BVNFY/LjuO3JJcfX8+gKWFJR4OHs22pQ8wzq8jUmorrZoTlfQVs5FfXMrBc2mM9nWpdtERQynTlOnXva1MTRdOqYhrq5tH8JTX27m2pQ/afv3m2qcP4NvJATenlvweqZK+ojRLB2PTKC7VMNqIF0zZHredO7bewYHLByp8XUpJbGZsnbp24J9hm9eO4DmVcopW1q3wdPS8bt8uDl2Iz4lHI5vnzFUhBOP8O7A/NpW8olJDh9NkVNJXzMbu00nYt7Civ1dbQ4dSqZMpJwF468hbFS5ZeCXvCnkleXUauQMVj9WPSI3Av50/lhaW1+3b2bEzRWVFJOU135bwWL8OFJdq2B+TYuhQmoxK+opZ0Ggku6KTGdZDOxvTWJ1OP42jjSNx2XF8E/3NTa+fTdctnFKHkTtw81j94rJiTmecvq4/v1xzH7YJ0N+zLa1bWvO7GdXYN97//YrSgCKvZJOcU2TUXTsaqeFM+hkmek1kmPswPg3/lJT861ug+po7dWzpw/Vj9c+kn6FUU3pTfz5ou3eg+Q7bBLCytGC0jwu7opMpNZMCbCrpK2bhj+gkhICRRlxVMz4nnvzSfHzb+bKk3xKKNcV8cPyD6/aJyYjBzd6NVtZ1XwPg2rH65ZU1K2rpd2jVgRaWLZr1sE2Acf4dyCoo4UiceRRgU0lfMQu7TyfTp3Mb2hrxLNzo9GgAfNr60MWxC/f73c/Wc1sJTwnX71M+cqc+rh2rH5EaQfuW7elgd/MnIAthoR222UwLr5Ub1qM9LawszGYZRZX0lWYvKbuQU5ez9FPvjdXptNNYCSv9mrcP93oYl5YuvHH4DTRSQ3FZMRezL9a5P7/ctWP1yytrVjb8s7ND52bf0rezsWJIN2d+jzSPAmwq6SvNXvksXGPuzwc4nXEabydvbCy1n0bsrO1Y3HcxkWmR/BT7E+ezzlMmy+jRtm7DNcuVj9U/nX6auOy4Cvvzy3Vx1A7bLNOU1euaxm6cfwcuZxYQnZhj6FAanUr6SrO3KzoJ9zYt6dHBuGfhnk47rS94Vm6S1ySC2gfx4fEPOZZ0DIAeTvVM+rphmzsv7gQq7s8v19mxMyWaEq7mX63XNY3dKJ8OCAG/RzXv7xNU0leaucKSMg7EpjLax3hn4QKk5KeQVpiGb1vf67YLIXh+wPNkFGbw0fGPsLGw0Q+lrKvypP/HxT8A8Hf2r3Tfzg7aazXnETwA7R1aENK5jVn069c56QshPIQQe4QQUUKISCHEE7rtbYUQO4UQMbp/2+i2CyHER0KIWCHESSFEn4b6JhSlMn+dS6WwRMNoXyPv2kk/DUDPtj1ves2vnR/Te0wnvzQfbydvrCys6nWt8rH6mUWZeDp64mjjWOm+5X9g4rPj63VNUzDWrwORV7JJyMg3dCiNqj4t/VLgaSmlHzAQeEwI4QcsBXZJKbsDu3TPAW4Fuuu+5gOf1uPailIju6KTaWVjyQBv452FC/8k/Ru7d8otCl6Eo40j/u0qb5XXRvnSiVX15wO42Llga2nb7EfwAIzz7wjAH828tV/npC+lTJRSHtc9zgGiATdgCrBWt9taYKru8RTga6l1CHASQnSq6/UVpTpSSnafTmZo9/a0sLKs/gADik6Pxt3eHQcbhwpfb2vblh8n/8iz/Z5tkOuVJ/2q+vNBN2zT0aPhR/CUlcKlQ1BS2LDnrQcv51Z0d7Fv9rNzG6RPXwjhCQQDh4EOUspE3UtXgfLP1W7AtZ8RE3TbFKVRRCVmk5hVaBILppxJP1NpK79ch1Yd6jUp61rl/frVtfRBOzO3wfr0U2Ng5yvwvh98MR5+WgBGNExyrF8HDl9IJzO/2NChNJp6J30hhD2wCXhSSpl97WtSO+i1Vj9RIcR8IUSoECI0JcV8iiApDW9XdLJ2Fm5P4076ucW5XMq5VG3Sb0gDOg3Av51/hfcQbtTZsTMJuQmUaupYibIoB46vgzXj4eO+8NcKcAuBkLkQuRmO/Ldm50k/rz3Hn+9ASUHdYqnGOP+OlGkke84032UU63VHSAhhjTbhfyOl/FG3OUkI0UlKmajrvil/9y4DHtcc7q7bdh0p5X+B/wL07dvXeJoAisn5PeoqQR5OtHdoYehQqnQm4wwAvu18q9mz4QxzH8Yw92E12reLYxdKNaUk5iXi4eBR/QHXitoCmx+Bkjxw7gFjl0GvWeDQATQayEmCHS+Aax/w6Ff5ebIT4eupkJsE8Yfg2Ncwbhn4TYUGHJXVy601Lg4t+D0yiTuC3RvsvMakPqN3BLAGiJZSvnfNS1uBObrHc4At12y/XzeKZyCQdU03kKI0qEtp+URczmZigPHfNqruJq6hlQ/brHW/vpSw901o7Q4P/gGPHYHBT2gTPoCFBdzxKTh2go1zIS+t4vMUZMD/pkF+GjzwK9y/FWwdtcd8ORESw28+RkptV9KJb2DPG9o/GjVgYSEY69eBfWdTKCxpnhPS6tPSHwzcB5wSQoTptv0beBP4XgjxIHARuFP32q/ARCAWyAceqMe1FaVKv0Zof8knBHQ0cCTVO51+mra2bWnfsr2hQ6lQ+bDNi9kXGew2uOYHXj0JyVEw6d3KW/Et28CdX8OacfDjQzD7B+0fg3LFebD+LkiLhdkbtd1CAA//CcfXwu7X4LPhEDwb/O6AKycg4QgkHNX+sSh3+md4YLv2j0U1xvl35JvDlzgQk8oYP+Me6lsXdU76UsoDQGWfq0ZXsL8EHqvr9RSlNrafSqS3e2s82toZOpRqnU7XzsQ11slj7Vu2p6VVS+JzajlWP/w7sLQB/2lV7+caDLe+BT8vhv3LYfgS7fbSYvj+fm0Cn7kWvEf8c4yFJfT9l/bcf74Dhz+DE//TBewDPreBR39w7w/Zl2H9ndpzzd4IltZVhjPIux1Odtb8fPKKSvqKYgri0/MJT8hi6a3G2V1yrZKyEmIzY7nf735Dh1IpIQSdHTrXbgRPWQmc/B56TAC7GsyRCHlAO4Rzz/8D937gNVw7sif2D7j9I/CbXPFxLZ1g/OvQ/yFIv6D9A9LS6fp9XHzg9g9hy2Pw85Mw+eMq7wPYWFlwa0BHtoRdoaC4jJY2xj3ct7ZUGQal2dmu69qZFGj8/fnnss5Rqik12v78crVeJD12F+SnQtA9NdtfCLjtfW0rfdODsOVRiNgEY/4DIXOqP76NJ3QdeXPCLxd8Lwxbov008Ofyak93e29X8ovL9MX6mhOV9JVm59dTVwl0M42unei0f2roG7Mujl24nHO55sM2w9eDXTvoNqbmF7Fppe3fLymE8G/hlsdhyJN1irdCI/+tHTm05zVt11MVBni1o71DC7aFX6lyP1Okkr7SrFzOLCAsPpNbA43/Bi5o+/NbWrXUj5AxVp0dOlMqS69bUL1SBRlwZjsEzqy2//wm7XvA3eu1QzvHLqtbsJURAiavAK9hsGUhnN9X6a6WFoJJgZ3YfSaZnMKbF6g3ZSrpK83K9lParh1TGKoJ2qTfo00PLC2Mu9+4i2Mt1suN+BHKiqH33XW7mPcI7dDOxrixbWUDd66Ddt1gw32QHF3prrf3dqW4VMPvkc2rLINK+kqz8uupRPw6OeLp3DDlChqTRmo4k1F9+QVjUD5ss0b9+uHfQXtf6NS7kaOqo5ZO2lE81i1h07xKy0D06eyEm1NLtp1sXl08KukrzUZiVgHHL2UyqZdptPITchLIK8m7qYa+MWpn245W1q2qb+mnxmrHyQfd3Tgt9Ybi5MEq/1EsklfJjN1R4S5CCG7v7cqBmFTS85pPLR6V9JVmY/sp7apHt5rAhCy4ZiH0dsbf0i8ftlntrNzwb0FYQOCdVe9nBDbnnWNvKzvu+/tFEnISKtzn9t6dKNVIfotoPitqqaSvNBvbIxLx6eiAd3vjXhax3Jn0M1gKS/1C6Mau2mGbGg2c3ADeI7WlFYxYSn4KV/ISudXWjbTSAu795R4i0yJv2s+vkyPe7VuxNfymMmEmSyV9pVlIyi4k9GIGE01gbH656PRovJ28aWFp3AXhynm39uZy7mWu5lXS6r14ALLi634DtwmdTDkJwD0hT/C/xCRalBbzwG8PsD9h/3X7CSGY3NuVwxfSSco2ntr/9aGSvtIs/BZxFSkxqaR/Ov20SfTnl5vabSoWWPBFxBcV7xD+Hdg4gM+kpg2sDsJTwrG2sMbPazTeniP5X3I6ng6dWbR7ET/G/Hjdvrf1ckVK+OVk86gPqZK+0iz8ciqRnh0c6OZiGl07qQWppBak0rNN9fXsjYWrvStTuk1h09lNJOffMFO1OE9bRtl/CtgY/6S48JRwfNv5YmNpA/0eon12El92mcbATgN55a9XWBm2Eqkb1dPNxR6/To7NZhSPSvqKyUvOLuRoXLrJTMiCf8opN2UN/YbwYOCDlMkyvoz48voXon+G4lzoXcOyCwZUUlZCZFokvdvrhpR2GwNtPGl1bB0rRq/gjm53sCp8FTsu/jOq5/berpy4lEl8uukvmq6SvmLydkRqu3ZModZOufKkX5OVqxqFlNqiaLU8xkO04Db3EWw88z2pF/bCpcPama2hX4BTZ+g8qFHCbUhnMs5QVFb0T9K3sIC+D8Klv7BOOcurt7yKp6MnX5z6Qt/av003DLg5tPZV0ldM3i+nEunmYk/3DhUvKn6jwtJCVoWvIrc4t2EC0JTVep3X6LRo3OzdcLSpvr57lQoy4ega7epU+9/TVqXMrWCZUSm1Y+hDv4CND8DyHvBmZzj0qXbUTXUyLsLXk2F5dx76ax0lZUWs3ToHvhin3R5/CILuvb4WvpEKT9EuuqJP+qAtyGZlC0dWYyEsmOs/l+j0aA5fPQyAR1s7+nR2Ylu46ffrq9LKiklLzinkyIV0Fo7qXuNjdl7cycqwlTjYODDbd3btLlicD0mRcDUcEk9qFwpJigJHVxj+HPS6U1vrvRKp+amsOvAKuxL/ZFyJBawIuXknK1ttLXjPodov+xsWV9FoIO5PbcXI6G1QWqgtbha+/p99HDpBx17QMQCyEuDCfsi58s9r3iOgIB1+WwpRW2HKx9Cu682xaDRw7Av4/WXt+PtRL9LF0Y2J8b+wwTKaB8Z9SNuWztrZrR171e69NJDw5HA62HWgY6trugPt2kLgDO2Q0zGvclvX2/g47GO+jPiSgZ0GAtounv9siyI2OYduLjVrYBgjlfQVk/bt4Xg0EqYGudb4mD3xe7T/XtpT86SfckZb8jcpEqSuZWzrBJ16Qb952iT80wLY/y6MWKpd3OOaVm9+cR5f73+ZL+N3UoSGGYUaHmvbG5xsbr5WYRac3KhtlYO2pIHXUOgyGFJOa5cAzLoEtq0h+D5tK7VTb+1xV09p/xCV/0GK/UOb0DyHas/hOUyb3IXQtv7D1sNvz8Ong2Hsf6DfQ//EnXlJW5jswj7tH4nJH4OTdo3ch7wG8stPU/k6P44nfafW+L03BuEp4de38sv1e0j7hzT8W1oMfITZvrP58PiH+kVuJgV2YtnPUWwNT+Spsaab9IWs5cfSptS3b18ZGhpq6DAUI1VcqmHwW7vxd3Xkqwf61+iYorIihn43lDJNGWWyjH137aN1i9ZVH1RSCJ+PhpxEbYLv2Eub7Ft7/FNqQKPRLsm39w3tEoHtfWHk85R2H8dPB5bxSdwvpFhIxhTD47734zVgEVjbVn7NslJIDIMLf0Lcfu0CIyX5gNAm4OB7tatDVXUO0K4+ZWlddUmErMuw7QmI3QldhsCUFXB+L/z+kvb1cf+nXeTkhnMs2beEfQn72DF9B062TlXHYSRS8lMYtXEUz/Z9lvv9K1i45vMx2iqhjx0luzSXsRvHMrLzSN4c+iYA935+mPMpuexbMhJrS+PtyhJCHJNS9q3oNeONWlGqsT0ikZScIube4lnjYw4nHqagtICHej1EmSzjz4Q/qz9o1zJIioCpn2prsvvepr1peW0StLDQru604CDM+AJkGVc3PcCMtX34z6WfcZOCdd3n8P6/juM15Nnqk7WlFbj3haFPwX2b4bmLMG8XPHkS7v9J2xVR3TlAW1Wyuho4rd20Bcgmf6z9dLAiRLt0oVsfeOQv7bKEFZxjfq/55Jfm87/o/1Ufh5HQ9+e7VFIMrt9D2vV4L+zF0caRmT1m8tuF3/QlpR8c4sWVrEJ+NuEbuirpKybry4NxeDu3Ylj3mi8ovvvSbuyt7Xkg4AFcWrrou3oqFbsLDq2E/vOhx/jqL2BhAQHT4dFDfBMynYvW1rzf7R6+nnOcoFueqX19+XJWNto/Ak6NVHdfCOhzHzz6N/S6Cya9B/dtgTZdKj2kW5tujO0ylm+ivyG7OLtx4mpg5ZOyKp0U5z8V7JzhyOcA3Ot3LwLBuqh1AIzo2Z6eHRz4bN95jLmXpCoq6Ssm6cSlDMLiM5lziycWFjWr5limKWNP/B6Gug2lhWULRnYeyYHLBygsrWR6fV4q/PSItqumlgt6lKBha85ZhncexZjBzyMsjbtevl5rd7hjFfR7sEYjcR7u9TC5Jbl8E/1NEwRXf+Ep4fi189NOyqqIVQvocz+c3Q6pMXRs1ZGJ3hPZFLOJzMJMhBDMH+bN6as57DtbwSgpE6CSvmKS1v4Vh30LK6aHuNf4mJOpJ0kvTGdU51EAjPIYRUFpAYcTD9+8s5Tam5gFGTD9c+3olFrYn7Cf9MJ07uh2R62OMzU92/ZklMco1kWtIzotmmNJx9h1aRebzm7i81Of827ou6yPXl/9iZpASVkJkamRFd/EvVb/h6CFI6y/C/JSmeM/h4LSAjac2QBoR/F0am3LZ/vON0HUDU+N3lFMTnJ2Ib+cSuTegV2wb1Hz/8K7L+3GysKKIW5DAOjXsR/21vbsjt/NcI/h1+8c+oW2tTf+De2wx1raHLsZ55bODHYbXOtjTc3DvR9m98+7ufPnm8spWwkrSmUpwS7BBp99fDr9NMWa4uqTvqMr3LMBvp4C38ykx9yfGeo2lPWn1zPHfw62VrY8OMSL136JJjw+k94eTk0Sf0NRLX3F5Hxz+BKlGsmcQZ41PkZKya5LuxjQcQD2Ntr6PNaW1gx1H8re+L2Uacr+2TnlDOx4AbqOhgELah1fakEq+xP2M7nrZKwsmn+7yq+dH5+M/oS3h73Nf8f+l+9v+56dM3ZyZPYR9s3aRyvrVpUXaWtCFU7Kqkzngdob8olhsHEuD/jdT3phOlvPbQVgVv/OONha8dmf5xox4sahkr5iUopKy/jm8CVG9nSp1ZKI5zLPEZ8Tr+/aKTeq8yjSC9P1CYHSIu14fBs7mPpJnWaYbj23lTJZ1uy7dq411H0ot3rdyiDXQfi286Vjq460tGqJo40jd/W8i98v/l79AiyNLDwlnI6tOtKhVYeaHeAzCSa9CzG/0/fwWgLaBbA2ci1lmjLsW1hx38AubI+4SlxqXuMG3sBU0ldMyq+nEknNrd0wTfhnQtYIjxHXbR/iOgQrCyt2X9qtnXi16UHtBKcpK8Gh9gXcpJRsjtlMH5c+eLauXYzN1X1+92ElrPgy8svqd25ElU7Kqkrff8HwpYjw9TwgHbiUc4nd8bsBmDvYE2sLC1bvN62+fZX0FZMhpeTLg3F0bd+Kod2da3Xs7ku76eXcCxc7l+u221tYM8Dek92R/0N+egvE7ISRL0DPW6/bTyM1RKZFopFV16kJTwknLjuOqd2m1iq+5sy5pTNTu01lS+yWm0syN5Hk/GQS8xLp5VyHUhEjlkKfOYw+toHO1q1ZeWIlRWVFuDjYMj3EjY3HEkjJKWr4oBuJSvqKyTh+KZOTCVnMHeyFqMWi21fzrhKRFsHIziP/2ZgZr5109b4/o84fIV6UETv8aXgqGoYvuekcH5/4mFk/z2L1ydVVXmtz7GbsrOwY71mDMf1mZK7/XMpkGf+LMsxErmonZVVFCJj0HpY9bmVpfCznss6x4vgKAB4a6k1JmYav/45rwGgbl0r6isn46q84HGytmBbsVqvj9sbvBbRDNMlLg1+egQ97w4H3wb0/I2/V/gLvaddRW6fmBvsT9rP61Gra2rblk/BPOJR4qMLr5Jfk89uF35jgNQE7a+NfSKQpeTh6MN5zPBvObCCrKKvJrx+eXM2krOpYWsGMLxjq3Iu7snP5OmotR68exbu9PeP9OvL13xfJKypt2KAbiUr6ikm4mlXI9lOJ3NXXg1a1GKYJ2q4dT4cueEX/BiuCtcMx+z4AT5yEu9fT3m8avdr30vbr3yAxN5HnDzxPjzY9+GnKT3g6evLcn89V2E2xI24H+aX5ZnUDtzYeDHiQ/NJ8/Xj3plTtpKyasLGD+zbzVLv+dC4p4YWdj5FTmMnDw73JKijhu6PxDRdwI1JJXzF6hSXFPPLLm1h12Mj0vrXry88uzubo1cOMTE1A7Hge3ELgkYPaURm6ipGg/RQQmRZ53aLfJWUlPLPvGUo1pbw34j3a2Lbh/RHvU1BawLP7nqVUc33L7qdY7R+FWt8sNBM92/ZkqNtQvon+hoLSgia7bklZCVFpUQ3zc7Fphd2s9fy/DiNILsvnzY23E9zRhv5ebVmz/zxFpWXVn8PAVNJXjNqZlMuM+N89xJZswtrpGE//NVe/6lSVykrg4t/s/246pVLDqBLg7g1w74/gcvNH/PKhnNfW4nn32LucTD3J/w3+P7o4amvQeDt588qgVziefJyPTnyk3zcuK47jyce5o/sdtbrfYG4eDHyQ9MJ0NsdsbrJrRqdH12xSVk1ZWNLr9lU85NyfrZpMfl87msUDHbmSVci0T/4iNjmnYa7TSFTSV4zWuhO7mbHtTnI5zxS3p/j61rUUlRYx+5fZ/Bjz4/U7a8rg8jE48AH8bzq82QW+nMCe/Eu0s2xJr/mHoOeESitOerX2wqu1l76LZ0fcDr6J/oZ7fe9lbJex1+07yXsSd/a4ky8jvmTPJe0fic2xm7EUlkzuOrnB34fmJKRDCMEuwayNXEuJppbLNdZRrSZl1cL8iZ/h38qdZZY5dNt9J99Mticxq5BJHx1g7V9xRluQrcmTvhBighDijBAiVgixtKmvrxg/jUbD/K3v8Fb4YixlC94dsobXxjxAsEsw39/+PX069OGVv17hxV/mUrDr/7Q1Ut7ygtWj4I9XtCNzgu6mePoa9ju0ZmTXSVjUoAzxKI9RhF4N5VTKKV756xV6te/FUyFPVbjvkv5L8G3rywsHX+Bi9kW2ntvKUPehOLesXfeTOZoXOI8reVf47cJvTXK9Wk/KqiFrC2veGPsJRda2vGwPt+y5m4O+m1jQKZbXt4Yx98ujJGdXUszPgJp0ERUhhCVwFhgLJABHgbullFEV7a8WUTE/CVnp3P3TE2QShqvsxbrBD+FSlg+5SZB+DhJPUnb1JKtaaPjMyZFuJSW8V2yPp8dg8BqmXSHKQfvLvT9hP4/uepSVo1cyzH1YtdcOTwnn3l/vxc7KDhtLG76/7Xs62Ve+2HpCTgJ3/nwn1hbWpBem8+HID2+a8avcTErJ9G3TkVKyafImLETjtj3H/jCW3u17s3z48kY5/7env+X/Hf5/vNTCizsvnICibIotW7GzpDf7LAcwdvJsxgbXfDnPhlDVIipNnfQHAa9KKcfrnj8PIKV8o6L965r09xzdxDthr9QnVMVAMi2hwAKeSc/gnuxcruuMsbQBFz/tqlUde3HQxpKl0V9QpCnGtdXNyyVmFGVQWFrIn7P+pIVli2qvrZEaRm8cTVpBGp+M+URfmK0qey7t4fE9j9PWti1/zPwDa4s61ss3M7+c/4Wl+5fSxbELVqLx6hNJJOezzrOk3xLu87uvca4hJQv+WEDo1VA8HNyhOA+KcpBFuQhZikRQUofalr7CjXfn7ahTTFUl/aauBuUGXDuuKQEYcO0OQoj5wHyAzp3rtmBEK9vWdJQ1r8uiGA/3EgtmO3RjeJ8AbYvdXvfl0BFauWjHS+sMBjZ2n8in4Z+SU1zxzbNBroNqlPABLIQFS/otoaC0oEYJH2Bk55G8Nvg1HG0cVcKvhfGe4wlPCSe1ILXRr+XXzq9RJ8sJIXh9yOusOLHi+v+HUiLz08hKjtctdVk7TrY1XxyoNpq6pT8DmCClnKd7fh8wQEq5sKL9VfeOoihK7RnTGrmXAY9rnrvrtimKoihNoKmT/lGguxDCSwhhA8wCtjZxDIqiKGarSfv0pZSlQoiFwA7AEvhCShnZlDEoiqKYsyZf1kdK+Svwa1NfV1EURVEzchVFUcyKSvqKoihmRCV9RVEUM6KSvqIoihlp0slZtSWESAEu1uMUzkDjT/kzXub+/YN6D0C9B2B+70EXKWWFU3qNOunXlxAitLJZaebA3L9/UO8BqPcA1HtwLdW9oyiKYkZU0lcURTEjzT3p/9fQARiYuX//oN4DUO8BqPdAr1n36SuKoijXa+4tfUVRFOUazTLpm+M6vEKIL4QQyUKIiGu2tRVC7BRCxOj+bWPIGBuTEMJDCLFHCBElhIgUQjyh225O74GtEOKIECJc9x78R7fdSwhxWPf7sEFX4bZZE0JYCiFOCCF+1j03u/egMs0u6evW4V0J3Ar4AXcLIfwMG1WT+AqYcMO2pcAuKWV3YJfueXNVCjwtpfQDBgKP6X7u5vQeFAGjpJS9gSBgghBiIPAW8L6UshuQATxouBCbzBNA9DXPzfE9qFCzS/pAfyBWSnleSlkMfAdMMXBMjU5K+SeQfsPmKcBa3eO1wNSmjKkpSSkTpZTHdY9z0P7Cu2Fe74GUUubqnlrrviQwCvhBt71ZvwcAQgh3YBLwue65wMzeg6o0x6Rf0Tq8bgaKxdA6SCkTdY+vAh0MGUxTEUJ4AsHAYczsPdB1a4QBycBO4ByQKaUs1e1iDr8PHwBLAI3ueTvM7z2oVHNM+koFpHaYVrMfqiWEsAc2AU9KKbOvfc0c3gMpZZmUMgjtUqT9AR/DRtS0hBC3AclSymOGjsVYNfkiKk1ArcP7jyQhRCcpZaIQohPa1l+zJYSwRpvwv5FS/qjbbFbvQTkpZaYQYg8wCHASQljpWrrN/fdhMDBZCDERsAUcgQ8xr/egSs2xpa/W4f3HVmCO7vEcYIsBY2lUun7bNUC0lPK9a14yp/egvRDCSfe4JTAW7b2NPcAM3W7N+j2QUj4vpXSXUnqi/d3fLaWcjRm9B9VplpOzdH/lP+CfdXhfN2xEjU8I8S0wAm01wSTgFeAn4HugM9pqpXdKKW+82dssCCGGAPuBU/zTl/tvtP365vIe9EJ7k9ISbYPueynlMiGEN9oBDW2BE8C9Usoiw0XaNIQQI4BnpJS3met7UJFmmfQVRVGUijXH7h1FURSlEirpK4qimBGV9BVFUcyISvqKoihmRCV9RVEUM6KSvqIoihlRSV9RFMWMqKSvKIpiRv4/ReU8Akyhn7AAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features = test_data[:, :I1]\n", "generated = generator.predict(features)\n", "gen_max, gen_sum, gen_max_diff, gen_mean_diff = SolarGan.calc_features(generated)\n", "\n", "for I in range(0, len(test_data), 4):\n", " plt.plot(test_data[I, 0:48])\n", " plt.plot(test_data[I, I1:])\n", " plt.plot(generated[I, :])\n", " legend_real = ('Real \\n - ghi_sum: {:.0f} \\n - max_ramp: {:.0f} \\n - mean_ramp: {:.0f}'\n", " .format(test_data[I, 49], test_data[I, 50], test_data[I, 51]))\n", " legend_gen = ('Generated \\n - ghi_sum: {:.0f} \\n - max_ramp: {:.0f} \\n - mean_ramp: {:.0f}'\n", " .format(gen_sum[I], gen_max_diff[I], gen_mean_diff[I]))\n", " plt.legend(['Clear', legend_real, legend_gen])\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discriminator evaluation " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This histogram will be Zero if discriminator is perfect" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.44374865\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "classification = discriminator(generated).numpy().flatten()\n", "print(classification.mean())\n", "_ = plt.hist(classification, bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This histogram will be One if the discriminator is perfect" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.48724818\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "classification = discriminator(real_data[:, I1:]).numpy().flatten()\n", "print(classification.mean())\n", "_ = plt.hist(classification, bins=100)" ] }, { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }