{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "9gQRr-GWd1AP" }, "source": [ "# Exercise 10.1 - Solution\n", "## Signal Classification using Dynamic Graph Convolutional Neural Networks\n", "After a long journey through the universe before reaching the earth, the cosmic particles interact with the galactic magnetic field $B$.\n", "As these particles carry a charge $q$ they are deflected in the field by the Lorentz force $F = q \\cdot v × B$.\n", "Sources of cosmic particles are located all over the sky, thus arrival distributions of the cosmic particles are isotropic in general. However, particles originating from the same source generate on top of the isotropic\n", "arrival directions, street-like patterns from galactic magnetic field deflections.\n", "\n", "In this tasks we want to classify whether a simulated set of $500$ arriving cosmic particles contains street-like patterns (signal), or originates from an isotropic background.\n", "\n", "Training graph networks can be computationally demanding, thus, we recommend to use a GPU for this task." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "1I5AZeped1AR" }, "outputs": [], "source": [ "from tensorflow import keras\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "layers = keras.layers\n" ] }, { "cell_type": "markdown", "metadata": { "id": "n3uLF5hxd1AT" }, "source": [ "#### Download EdgeConv Layer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "Hh6iRC-Kd1AT", "outputId": "49efac63-2b2d-4e3c-9bb9-d2cb9a30d7de", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading...\n", "From: https://raw.githubusercontent.com/DeepLearningForPhysicsResearchBook/deep-learning-physics/main/edgeconv.py\n", "To: /content/edgeconv.py\n", "6.36kB [00:00, 13.5MB/s] \n" ] } ], "source": [ "import gdown\n", "import os\n", "\n", "url = \"https://raw.githubusercontent.com/DeepLearningForPhysicsResearchBook/deep-learning-physics/main/edgeconv.py\"\n", "output = 'edgeconv.py'\n", "\n", "if os.path.exists(output) == False:\n", " gdown.download(url, output, quiet=False)\n", "\n", "from edgeconv import EdgeConv" ] }, { "cell_type": "markdown", "metadata": { "id": "UWhpNlasd1AU" }, "source": [ "### Download Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "DR1mzMPid1AV" }, "outputs": [], "source": [ "url = \"https://drive.google.com/u/0/uc?export=download&confirm=HgGH&id=1XKN-Ik7BDyMWdQ230zWS2bNxXL3_9jZq\"\n", "output = 'cr_sphere.npz'\n", "\n", "if os.path.exists(output) == False:\n", " gdown.download(url, output, quiet=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "1Dv-rn6rd1AW" }, "outputs": [], "source": [ "f = np.load(output)\n", "n_train = 10000\n", "x_train, x_test = f['data'][:-n_train], f['data'][-n_train:]\n", "labels = keras.utils.to_categorical(f['label'], num_classes=2)\n", "y_train, y_test = labels[:-n_train], labels[-n_train:]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "RyYzmN05d1AW", "outputId": "2fb346ae-4603-4fca-83ca-78d8fb109053", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "x_train.shape (40000, 500, 4)\n", "y_train.shape (40000, 2)\n" ] } ], "source": [ "print(\"x_train.shape\", x_train.shape)\n", "print(\"y_train.shape\", y_train.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "5fdLMSL4d1Af" }, "outputs": [], "source": [ "# define coordinates for very first EdgeConv\n", "train_points, test_points = x_train[..., :3], x_test[..., :3]\n", "\n", "# Use normalized Energy as features for convolutional layers\n", "train_features, test_features = x_train[..., -1, np.newaxis], x_test[..., -1, np.newaxis]\n", "train_features = np.concatenate([train_features, train_points], axis=-1)\n", "\n", "train_input_data = [train_points, train_features]\n", "test_input_data = [test_points, test_features]" ] }, { "cell_type": "markdown", "metadata": { "id": "pSNGE7Brd1Ag" }, "source": [ "### Plot an example sky map" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "vH0pb73id1Ag", "outputId": "9a12e040-bfb8-4fbb-a0bb-e3f6a40c995c", "colab": { "base_uri": "https://localhost:8080/", "height": 591 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "def scatter(v, c=None, zlabel=\"\", title=\"\", **kwargs):\n", "\n", " def vec2ang(v):\n", " x, y, z = np.asarray(v)\n", " phi = np.arctan2(y, x)\n", " theta = np.arctan2(z, (x * x + y * y) ** .5)\n", " return phi, theta\n", "\n", " lons, lats = vec2ang(v)\n", " lons = -lons\n", " fig = plt.figure(figsize=kwargs.pop('figsize', [12, 6]))\n", " ax = fig.add_axes([0.1, 0.1, 0.85, 0.9], projection=\"hammer\")\n", " events = ax.scatter(lons, lats, c=c, s=12, lw=2)\n", "\n", " cbar = plt.colorbar(events, orientation='horizontal', shrink=0.85, pad=0.05, aspect=30, label=zlabel)\n", " plt.xticks(fontsize=16)\n", " plt.yticks(fontsize=16)\n", " return fig\n", "\n", "\n", "test_id = 0\n", "example_map = x_test[test_id]\n", "fig = scatter(example_map[:, 0:3].T, c=example_map[:, 3], zlabel=\"Energy (normed)\", title = \"Event %i\" % test_id)" ] }, { "cell_type": "markdown", "metadata": { "id": "NfP-36YTd1Ai" }, "source": [ "### Design DGCNN" ] }, { "cell_type": "markdown", "metadata": { "id": "gEvZz4UId1Ai" }, "source": [ "#### Start with defining a kernel network\n", "Design a kernel network. The input to the kernel network is the central pixel coordinate and the neighborhood pixel coordinates.\n", "Hint: using `layers.BatchNormalization` can help to stabilize the training process of a DGCNN.\n", "\n", "You can make use of the code snippet below.\n", "\n", "Note that the output of the DNN should be `(None, nodes)`, where `None` is a placeholder for the batch size.\n", "\n", " In this case, we perform subtraction and concatenate the result with the central pixel value to combine translational invariance with local information. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "PnAmgWaVd1Aj" }, "outputs": [], "source": [ "def kernel_nn(data, nodes=16):\n", " d1, d2 = data # get xi (\"central\" pixel) and xj (\"neighborhood\" pixels)\n", "\n", " dif = layers.Subtract()([d1, d2]) # perform substraction for translational invariance\n", " x = layers.Concatenate(axis=-1)([d1, dif]) # add information on the absolute pixel value\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", " return x" ] }, { "cell_type": "markdown", "metadata": { "id": "zuHM_ovcd1Aj" }, "source": [ "#### Build complete graph network model\n", "In the first layer, it might be advantageous to choose the next neighbors using the coordinates of the cosmic ray but perform the convolution using their energies also.\n", "Thus, we input `y = EdgeConv(...)[points_input, feats_input]` into the first EdgeConv layer. \n", "If we later want to perform a dynamic EdgeConv (we want to update the graph), we simply input `z = EdgeConv(...)(y)`.\n", "\n", "To specify the size of the \"convolutional filter\", make use of the `next_neighbors` argument (searches for $k$ next neighbors for each cosmic ray)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "fxCGrNvJd1Aj", "outputId": "ea7b23b7-5212-4276-ab1e-cfbf8a9d1a4d", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_1 (InputLayer) [(None, 500, 3)] 0 [] \n", " \n", " input_2 (InputLayer) [(None, 500, 4)] 0 [] \n", " \n", " edge_conv (EdgeConv) (None, 500, 8) 288 ['input_1[0][0]', \n", " 'input_2[0][0]'] \n", " \n", " activation (Activation) (None, 500, 8) 0 ['edge_conv[0][0]'] \n", " \n", " edge_conv_1 (EdgeConv) (None, 500, 16) 960 ['input_1[0][0]', \n", " 'activation[0][0]'] \n", " \n", " activation_1 (Activation) (None, 500, 16) 0 ['edge_conv_1[0][0]'] \n", " \n", " edge_conv_2 (EdgeConv) (None, 500, 32) 3456 ['activation_1[0][0]', \n", " 'activation_1[0][0]'] \n", " \n", " activation_2 (Activation) (None, 500, 32) 0 ['edge_conv_2[0][0]'] \n", " \n", " embedding (GlobalAveragePo (None, 32) 0 ['activation_2[0][0]'] \n", " oling1D) \n", " \n", " classification (Dense) (None, 2) 66 ['embedding[0][0]'] \n", " \n", "==================================================================================================\n", "Total params: 4770 (18.63 KB)\n", "Trainable params: 4434 (17.32 KB)\n", "Non-trainable params: 336 (1.31 KB)\n", "__________________________________________________________________________________________________\n", "None\n" ] } ], "source": [ "points_input = layers.Input((500, 3))\n", "feats_input = layers.Input((500, 4))\n", "\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=8), next_neighbors=8)([points_input, feats_input]) # conv with fixed graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=16), next_neighbors=8)([points_input, x]) # conv with fixed graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=32), next_neighbors=8)([x, x]) # conv with dynamic graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = layers.GlobalAveragePooling1D(name=\"embedding\")(x)\n", "out = layers.Dense(2, name=\"classification\", activation=\"softmax\")(x)\n", "\n", "model = keras.models.Model([points_input, feats_input], out)\n", "print(model.summary())" ] }, { "cell_type": "markdown", "metadata": { "id": "T3rbfhb3d1Ak" }, "source": [ "You can inspect the kernel network using:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "sjhczhrGd1Ak", "outputId": "7b4b407a-86d0-4fce-f003-ffe220f72ca1", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_3 (InputLayer) [(None, 8)] 0 [] \n", " \n", " reshape (Reshape) (None, 2, 4) 0 ['input_3[0][0]'] \n", " \n", " split_layer (SplitLayer) [(None, 1, 4), 0 ['reshape[0][0]'] \n", " (None, 1, 4)] \n", " \n", " reshape_1 (Reshape) (None, 4) 0 ['split_layer[0][0]'] \n", " \n", " reshape_2 (Reshape) (None, 4) 0 ['split_layer[0][1]'] \n", " \n", " subtract (Subtract) (None, 4) 0 ['reshape_1[0][0]', \n", " 'reshape_2[0][0]'] \n", " \n", " concatenate (Concatenate) (None, 8) 0 ['reshape_1[0][0]', \n", " 'subtract[0][0]'] \n", " \n", " dense (Dense) (None, 8) 64 ['concatenate[0][0]'] \n", " \n", " batch_normalization (Batch (None, 8) 32 ['dense[0][0]'] \n", " Normalization) \n", " \n", " dense_1 (Dense) (None, 8) 64 ['batch_normalization[0][0]'] \n", " \n", " batch_normalization_1 (Bat (None, 8) 32 ['dense_1[0][0]'] \n", " chNormalization) \n", " \n", " dense_2 (Dense) (None, 8) 64 ['batch_normalization_1[0][0]'\n", " ] \n", " \n", " batch_normalization_2 (Bat (None, 8) 32 ['dense_2[0][0]'] \n", " chNormalization) \n", " \n", "==================================================================================================\n", "Total params: 288 (1.12 KB)\n", "Trainable params: 240 (960.00 Byte)\n", "Non-trainable params: 48 (192.00 Byte)\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "model.layers[2].kernel_func.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "C7rSVfBfd1Al" }, "source": [ " The kernel network maps the energies an positions of 2 cosmic rays (the central and the neighbor comsic ray) to 8 features. " ] }, { "cell_type": "markdown", "metadata": { "id": "eTPrB2OLd1Al" }, "source": [ "The kernel network in the third layer maps from 16 extracted features (of 2 cosmic rays) to 32 new features and looks like this:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true, "id": "ETRgJcKyd1Al", "outputId": "e8c7a57f-211d-4415-bd7a-a63d119b5172", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_5 (InputLayer) [(None, 32)] 0 [] \n", " \n", " reshape (Reshape) (None, 2, 16) 0 ['input_5[0][0]'] \n", " \n", " split_layer (SplitLayer) [(None, 1, 16), 0 ['reshape[0][0]'] \n", " (None, 1, 16)] \n", " \n", " reshape_1 (Reshape) (None, 16) 0 ['split_layer[0][0]'] \n", " \n", " reshape_2 (Reshape) (None, 16) 0 ['split_layer[0][1]'] \n", " \n", " subtract (Subtract) (None, 16) 0 ['reshape_1[0][0]', \n", " 'reshape_2[0][0]'] \n", " \n", " concatenate (Concatenate) (None, 32) 0 ['reshape_1[0][0]', \n", " 'subtract[0][0]'] \n", " \n", " dense (Dense) (None, 32) 1024 ['concatenate[0][0]'] \n", " \n", " batch_normalization (Batch (None, 32) 128 ['dense[0][0]'] \n", " Normalization) \n", " \n", " dense_1 (Dense) (None, 32) 1024 ['batch_normalization[0][0]'] \n", " \n", " batch_normalization_1 (Bat (None, 32) 128 ['dense_1[0][0]'] \n", " chNormalization) \n", " \n", " dense_2 (Dense) (None, 32) 1024 ['batch_normalization_1[0][0]'\n", " ] \n", " \n", " batch_normalization_2 (Bat (None, 32) 128 ['dense_2[0][0]'] \n", " chNormalization) \n", " \n", "==================================================================================================\n", "Total params: 3456 (13.50 KB)\n", "Trainable params: 3264 (12.75 KB)\n", "Non-trainable params: 192 (768.00 Byte)\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "model.layers[6].kernel_func.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "OuCwEn7Xd1Al" }, "source": [ "### Train the model" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "ZGaBa0Bsd1Am" }, "outputs": [], "source": [ "model.compile(loss=\"binary_crossentropy\",\n", " optimizer=keras.optimizers.Adam(3E-3, weight_decay=1E-4),\n", " metrics=['acc'])" ] }, { "cell_type": "markdown", "metadata": { "id": "_4Oz-G3rd1Am" }, "source": [ "If you don't have `networkx` or `sklearn` install it by executing:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "H-pSFIhjd1An", "outputId": "bdfb52a3-71db-480e-fbee-ece414f6f933", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/4\n", "625/625 [==============================] - 116s 167ms/step - loss: 0.2489 - acc: 0.9097\n", "Epoch 2/4\n", "625/625 [==============================] - 104s 167ms/step - loss: 0.0970 - acc: 0.9690\n", "Epoch 3/4\n", "625/625 [==============================] - 104s 167ms/step - loss: 0.0843 - acc: 0.9735\n", "Epoch 4/4\n", "625/625 [==============================] - 104s 167ms/step - loss: 0.0801 - acc: 0.9750\n" ] } ], "source": [ "history = model.fit(train_input_data, y_train, batch_size=64, epochs=4)" ] }, { "cell_type": "markdown", "metadata": { "id": "BoerrAOrd1An" }, "source": [ "## Visualization of the underlying graph\n", "To inspect the changing neighborhood relation (we used a dynamic layer) of the nodes, we visualize the underlying graph structure.\n", "\n", "Note that plotting may take some time, so be a bit patient." ] }, { "cell_type": "markdown", "metadata": { "id": "9pQnG1Fud1An" }, "source": [ "To perform the relative complex plotting, we make use of networkx and sklearn. \n", "If you don't have installed the packages yet, run the cell below." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "DpftGenAd1Ao", "outputId": "239cd3d5-6c9c-488d-8fe4-15a686cac975", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting sklearn\n", " Downloading sklearn-0.0.post9.tar.gz (3.6 kB)\n", " \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n", " \n", " \u001b[31m×\u001b[0m \u001b[32mpython setup.py egg_info\u001b[0m did not run successfully.\n", " \u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n", " \u001b[31m╰─>\u001b[0m See above for output.\n", " \n", " \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n", " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25herror\n", "\u001b[1;31merror\u001b[0m: \u001b[1mmetadata-generation-failed\u001b[0m\n", "\n", "\u001b[31m×\u001b[0m Encountered error while generating package metadata.\n", "\u001b[31m╰─>\u001b[0m See above for output.\n", "\n", "\u001b[1;35mnote\u001b[0m: This is an issue with the package mentioned above, not pip.\n", "\u001b[1;36mhint\u001b[0m: See above for details.\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (3.1)\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install sklearn\n", "!{sys.executable} -m pip install networkx" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "w4SBcatcd1Ao", "outputId": "c90dbe8e-dd2e-43a2-a6ac-eeac414adf49", "colab": { "base_uri": "https://localhost:8080/", "height": 548 } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/networkx/drawing/nx_pylab.py:433: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " node_collection = ax.scatter(\n", "/usr/local/lib/python3.10/dist-packages/networkx/drawing/nx_pylab.py:433: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " node_collection = ax.scatter(\n", "/usr/local/lib/python3.10/dist-packages/networkx/drawing/nx_pylab.py:433: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " node_collection = ax.scatter(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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/4xKlM2fONLsWoEyZMuWe76uiJUpr1qxptu/gwYOV4ODge57PaPXq1Urz5s0VR0dHxdHRUalWrZoyatQo5dKlSyb7ffnll0poaKii0+mUBg0aKHv27FFatWpltmxzXFyc0rlzZ8Xe3l7x9vZWXnnlFWX16tUKoBw6dMhk3xMnTii9evVSPD09FZ1OpwQHBytPP/20sn379gdqu1FJSYkyc+ZMpVq1aoqtra3i7e2tdOzYUTl27Ji6T3FxsTJt2jQlNDRUsbGxUSpVqqS8+eabSmFhocm5goODlc6dO5tdw9J7VRRFiY2NVQAFUPbt2/en2i2EePRIDJEY8neLIVOmTFHPcfd/9/t7IYT475M4I3Hm7xRnFi5cWGGMufvvmnh4NIryb1ZZE/8YQ4YMYdWqVRaHYYoyc+bMYfz48SQkJBAYGPhXN0cIIR4ZEkPuT2KIEEL8+yTO3J/EGfGokzk1QtyloKDA5OfCwkK+/vprIiIi5EYuhBDiniSGCCGEeJgkzoi/I6nxJMRdevXqReXKlalbty5ZWVn8+OOPXLx40Ww+8P2Ulpbet3Cfk5PTQ11KVQghxH+XxJAyf/f2CyHEo0riTJm/e/v/10jiSYi7PPHEE3z77bf89NNPlJaWUqNGDZYtW0bfvn3/1Hlu3LhBaGjoPfeZMmUKU6dO/X+0VgghxKNEYkiZv3v7hRDiUSVxpszfvf3/a6TGkxAPSWFhIfv27bvnPmFhYbKKghBCCDN/9xjyd2+/EEL80/3d79N/9/b/r5HEkxBCCCGEEEIIIYR4KKS4uBBCCCGEEEIIIYR4KCTxJIQQQgghhBBCCCEeCkk8CSGEEEIIIYQQQoiHQhJPQgghhBBCCCGEEOKhkMSTEEIIIYQQQgghhHgoJPEkhBBCCCGEEEIIIR4KSTwJIYQQQgghhBBCiIdCEk9CCCGEEEIIIYQQ4qGQxJMQQgghhBBCCCGEeCgk8SSEEEIIIYQQQgghHgpJPAkhhBBCCCGEEEKIh0IST0IIIYQQQgghhBDioZDEkxBCCCGEEEIIIYR4KCTxJIQQQgghhBBCCCEeCkk8CSGEEEIIIYQQQoiHQhJPQgghhBBCCCGEEOKhkMSTEEIIIYQQQgghhHgoJPEkhBBCCCGEEEIIIR4KSTwJIYQQQgghhBBCiIdCEk9CCCGEEEIIIYQQ4qGQxJMQQgghhBBCCCGEeCgk8SSEEEIIIYQQQgghHgpJPAkhhBBCCCGEEEKIh0IST0IIIYQQQgghhBDioZDEkxBCCCGEEEIIIYR4KCTxJIQQQgghhBBCCCEeCkk8CSGEEEIIIYQQQoiHQhJPQgghhBBCCCGEEOKhkMSTEEIIIYQQQgghhHgoJPEkhBBCCCGEEEIIIR4KSTwJIYQQQgghhBBCiIdCEk9CCCGEEEIIIYQQ4qGQxJMQQgghhBBCCCGEeCgk8SSEEEIIIYQQQgghHgpJPAkhhBBCCCGEEEKIh0IST0IIIYQQQgghhBDioZDEkxBCCCGEEEIIIYR4KCTxJIQQQgghhBBCCCEeCkk8CSGEEEIIIYQQQoiHQhJPQgghhBBCCCGEEOKhkMSTEEIIIYQQQgghhHgoJPEkhBBCCCGEEEIIIR4KSTwJIYQQQgghhBBCiIdCEk9CCCGEEEIIIYQQ4qGQxJMQQgghhBBCCCGEeCgk8SSEEEIIIYQQQgghHgpJPAkhhBBCCCGEEEKIh0IST0IIIYQQQgghhBDioZDEkxBCCCGEEEIIIYR4KCTxJIQQQgghhBBCCCEeCuu/ugFC/BknrmdwNTWPUC9Hoiu7/9XNEUII8Q8jcUYIIcTDJrFG/K+RxJN4JBUWFnL79m2Cg4PVbdPWn2LhoQT15xdbhjGxY3ViYmKYMGEC8+bNM9lfCCGEuJeYmBgiIyPVn6evP8X3FuJMbm4uEydOJCoqihEjRvwVTRVCCPEP8eEvF/hqT5z6szHWlJSUcPHiRWrVqvUXtk6Ih0Om2on/uhPXM1hzPIET1zPUbYcOHeKbb75Rf169ejUhISE4ODjQoEEDugwebZJ0AvhqTxx2gdWoWrUqmzdv5ttvv+XgwYMkJCRgMBj+I21VFIWcnByTbd999x1Pvfia2XsQQgjxaLAUZ1JSUnjrrbdM9qtWrRq2trZUrVqVzoNGmSSdoCzOOFauibOzM/PmzePzzz9nx44dXLlyBb1e/x9rb3Z2tsnPMTExRD/ek1VHr0ucEUKIR5ClOPOgx5VPOkFZrHGvEo2NjQ21a9f+Tzbzvm2R5xnx36JRFEX5qxsh/rnuHkb63qazLNh/TX19ePMQrm/4nKVLl6LRaPDw8ODWrVsUFRWZnMexZhu8ur5idv7UjbPIO7cTAI1Go25XFAWNRoNWq8XKygqtVoutrS2Ojo54eHjg7++Pr68v3t7e+Pr64u/vT1BQEJUrVyY4OBhbW1tOXM9gz4mLTH3lJZ5u14i5c+eyfPlyJizZjUP9Huq1etYNYHbf6P/wJyeEEOJB3B1nLPUkh+Wc4aWXXiInJ4fw8HBu3LhBXl4e5b8CVRRn0jZ9Su7ZHerPGo1GjTHGn42xxtraGgcHB1xdXdXY4uPjg4+PD35+fgQGBlK5cmVCQkJwcXFR29/1mWEEOFuz7rs5FBcX02zkR9jU6axeU+KMEEL8dR4kzkzsWP2BzrXmeAITVp4y217+mcbKygonJyeqVKnCY489RseOHWndujV2dnb3PX/5+FRR+8F81JXEGfGwSeJJPDRNR35EktudoaK1nQs5nWN+w0xaPAF9UgwA1tbWuLu707p1a9bvO4VzQDit6lVn06ZN+A/+1OzYNS825fuZ77BgwQLy8/NJSkriypUrxMXFcfr0aU6fPk1KSgp5eXno9XpKSkrQ6/UUFRVhMBjUkVHFxcUA2NraAuDcYqBJcinr4Eoydy/G1j/SYjt61g3gkz61uX79OiEhIWY3fCGEEP95o7/9nU1X7nRUtA5xYFd8vtl+5eOMVqvF0dGROnXqcDoxG8XJm7YNa/H777/j9cxHZseuHdmM+GO7GDBgAF9++SXdunUjLi6OK1eucOHCBU6cOMH169fJy8ujqKiIkpISioqKKCoqorS0FEVRUBQFg8FAcXExtra2WFlZodFocHpsAPb1u6vXyjq4kuKrRy22w/hQkJSUhIuLC46Ojv+Jj1AIIcQ9WErQrD1502y/lcMbcenAr/zwww9Ur16dOXPmqK8ZEz++Dhqee+459K3Hmh1vjFNarZYBAwZw5MgRrl+/TlFRkdpJotFosLKywsXFheDgYOrUqUObNm1o164dAQEBKIqCr68vkyZNYuzYsWg0GrP2PxlsxfNPNKDPN4fN2iDJJ/EwSeJJ/EcMHz6chIQEBg8eTO/evTkWn0a/74890LHlM/yJiYkEBASY3SRLzvzC0OeeY8nRW+q2ka3CeOPJB+tdAMjKylIfFoz/v3nzJoqisHXrVkpLS7GzsyP68Z7crDXA7PikxROw8Qi02CMOkP7L5+Sc+o358+czfPhwrKysHrhtQggh7u2XX37hzTffpH///gwfPpzY9GL6fnf0gY4tH2eGDx/ON998YxZnco6sYdCzz7L2Up667c/GmaKiIuLj49UYc+XKFa5du0ZxcTH79+8nIyMDGxsbQkJCqN2mG0c92pidI3PvT7i1MI9BcCfO9OrVi1mzZhESEvLAbRNCCHFvhYWFvPrqq7Rv355GjRqRpNfR66uDD3Rs+Tjj4+PDhQsX8PDwMIs1WQdXAuDa9Cl1Wzv/UqzObmLJkiW0b9+eY8eOYWtry/Dhw3nttdcA2LlzJ7///jv79u3j4sWLFBQUqJ0bcCcppdfr0Wg0uLm58cr7X/BNvKtZW7MPLMOlWT+L72NEsyCerFNZCp6L/zip8ST+tOPX0vlh3yWO/2s+8PPPP8+3337L1q1b6d+/P7a2tjze85kHPl9xeqL658DAQBwq1TCb+2wd1ZEaLsVUzz4Gl/cyqV1l9WHgypUrLFiw4L7XcXV1pU6dOjRq1IgGDRrQqFEj6tevj7+/P6WlpUBZwDkdf9vi8TYegSZtvZtHxzG4tRrMyJEjee+990hISFBHUgkhhHhwx6+ls/xIPAdjkgDYtm0bnTp14tSpU0ycOBFPT0/a9ej/wOcrybjTO71gwQJ0AVXN4oxzo148WcuflrrrWMUfootPlhpncnNz+eCDD9RYURGdTkfVqlVp3LgxDRs2pFGjRjRq1IiQkBC1XmBxcTGxsbHcyv/ztQiNcWbNmjU89dRTnDlzxqwOoRBCiPs7fj2D1cduqPWNMjMzCQoKYt68efTo0YOAgABadu7zwOezKbpTJyk5ORlPT0+qN+9oFmtcmz5FcXoimXt/wubibyT/+BpL3+hLTEwMmzdvZuPGjdy8eZM1a9awf/9+/P39adWqFaWlpcycOZODBw+SkZFBYWEhaWlpLFu2jGHDhlGjRg2srKzUEbbp6el8OO97i2013COWfX0ggZ7zD/DuhtPqtqysrAf+HISoiKxqJypkHBZaXGrAxkpLJTcd/V77kNLItv/a47I6Be1u5b/kl6e9fhRD5QZ39ju9GducmxhLtGo0Gqo3akWahWPHfP0LDhGNwAXe336dXw+cRHN6PbvPXsPWM4izSbkU34rl1q1bXLt2jevXr2NjY0NxcbHaG2AwGNQbcmlpqVliSKPRUNXfzeL1i9MT0SfFkHtmO05R7Sy+P9emT5Efc5ApU6YwZcoUbP0jqdWsLYN7dmR0/y5otVqefPJJ3n//ferVq2fxHEII8b/kxPUMdl1KBqB1VR9enfMDV3Th6uu5f6wlbft3ZsdV1BFgnXCckqA799eS05txK83E2KWg0WgIj26G+YQ8ePbDpWVxJqQym5Lh2uTvqKGPYcnmPRTZupJYaINtzk2SkpK4efMm586dw97ensLCQgCTaXWKoqhxRlEUSkpK1Ov4+/tTO8SPhBLzNhTEHcPaze++cebo0aNqEdqwRu1o170fQ3p3olnVAN544w1cXFzMiqkLIcT/orvjzMaTN/j+4A319cCscxyY/4bZcRXFmbufBfL+WEP+9fMm+2i1Whz9wyiwcLxX53Fl5wec8wpI+f0i/rWakukWyYnrGURXdqdevXps2bIFg8HAokWLeP311xk0aBDR0dG0bduWlJQUrly5QkFBAU5OTnTt2hW9Xs8nn3yClZVVWXmRtAQLV79/nAH47uANvp78Epr0axgMBjYdPGtSJyo/vyyKOjg4VHgOIcqTqXbCTFxcHOMW7uJ0ie8D7V++dgaUDS+1trZGqdMd23LFUdv6lTC6RSXy7H1IKUC9cSUnJxMSEkLVqlW5ceMGObaeFusoWXL3jT//6DryDixVb4aVK1cmLy9PLSKr1Wqxs7PDzs4OBwcHbGxs0Ov1JCQkoPUOw8k/DHKSsQ6pjy66q3peh/h9lB5fQ0xM2fv07Dy+wpu1caitW6vBJsNosw6upOTacRRHL4rTE3llSG/ef/99SktLOXDpJimFGpOif0II8U/25ptvkl6pBb/euP/XkLvjjL29PV5eXuhrdMKu3L26hWcBI5r4UeDgS7ZiR5i3k3pPrVKlilpb6Wq28m/Hmbw/1lJ0ZAW5ubkoioKPjw8AOTk5at1AY5yxs7PD3t6e0tJS0tLSyNV54eQfhiY3BUNKHLpGT5vEGqcbBzj30/vAg8UZwCzW5J/bSX7ccYrTE6nuY8/JkycB2HU2nnS9tcQZIcT/lLsXNqrI3XHGyK31EFyb3Bn5ZOx01wVUxcE3hA5N63Jm10Zu375NcXEx2dnZODg4kJ+fj11gNXyf/eS+1w4quUmCdYD6c/+6XrRyzeDixYtcuHCBxMSyBJizszM3btzg/PnzODg48MILL7B//36KiorYtm0bW7dupVu3btj6R6ozNRwim5o9jxgHDdwrzkDFzzRPRLpRGH+S7et+ZsPCz9XO9N1nr5GqtyJM4oywQBJPwszXq37lg2MWumErULLve4ou7kGr1TJs2DAOHz7M2LFj6dq1KydvZJqtomCJi4uLOl3A3d0d3ydGUBDSXH09P/YwDhGNH6g9dwcOrVaLtbU1jo6OeHt7ExwczKlTp7C2tmbkyJHUrFmT3VnurCtX1+PFlmE8UdOPE5cTWfn9PBbNmoqvry8RERGkpKRw7do1XvhwIYeJsHh94L4PNVkHV6I5vQGXloOgenuTaz/oyhhCCPF35RFRD5c+7z7Qvvnb52OdcJzbt2/zyiuvcPbsWVq0aMG4ceO4mFL4QHGmd+/erFmzRv35sVEzSXC+c6/9/8QZY20Ne3t73N3dqVy5Mvn5+Zw/f55BgwbRqlUrDub7sLFcIXTjvf6PuBQ++eYHGlatzKvP9aFv376sW7eO33//ndUnbrIuyanC61e04IWR8QGjWr+JJjFV4owQ4n/BiesZ9Jx/4IH2Ldj5FRnHf6W4uBg7Ozt1JGv//v1ZveuYmsgx3vt1Oh3du3fniSeeoEWLFoSGhvLtt98ycuRIk/PenbR5UM94JdK2ThjVq1cnICDAbOGi48eP88Ybb7B9+3a1c91gMFjs+M6POWjWfiPXsDrUav80Ce51zNpwa8krKMq9O2qyDq3C/dpu/DuOJNGlhrpd4oy4mySeBACHDx/m0qVLpKWlsSs+n1MOdR/42LUjm5F66Sjvvfceffr0YcSIEdjY2Nz3uMLCQtavX89PP/3Exo0b1e2+vr44OTmRpNdh7xNMblLZ3Gi/QbMeqD11Ck6y47sPycvL49KlS5SUlPD7779z6NAhzp8/T1JSErdvl026sLKyolnXZ7hera/ZeWrd/IVdqxeRn59PVFQUTk5OpKSkkJmZSXFxcVkx8sZ9cWjQQz3G+CW/omW575a6eY463La8tSObSU+BEOIfJTY2lsuXL3PixAl8fX0ZO/unB7pPQtk90a00k9dffx0fHx+mTJmijjS6F4PBwIEDB1i5ciXz589Xp1c7Ozvj7u5Oto0H1h6B5CReRqvV4jNw5gO1p7nVFfb/NJv4+HiGDx/Oe++9x7Zt29i/fz+nTp0iPj6eW7duUVpailarJahOczRPvG52nj4uV1k0ayppaWm4ublRt25dUlNTSU9PVwvH6ho/bXGVVeCBYk1FcWbF8w1pFH7/z1AIIf6u1hxPYMLKUw+0b/KPr+GtzaNWrVpcv36dCxcuoCgK1tbW6PVlRUHKJ6SaNWvG/v371ePXrVvH888/T2Zmplk9QOMIJLRWFu/Hlnz6VB161Quq8PVdu3bxwgsvEBsba3IdS0miikZzQdmK3nq93mLCyvHy72S6Rf7bcUaeZ0R5UuNJANB1yMvkWzmpc5n9B9d9oOP61HBhxvjniYyMZP369bi6mq+cAGVf/nfv3q0WyktISECr1VJSUkJaWlrZKCdfX9zd3Vm1ahX+/v7MmzePL7/8krSbl9BoNGQdWmUy1LUiB7auo6ioCGtra2bPns3nn3+OjY0NGu8wXGonk5sUx4+fzQCgtLSU47EJeFUzP8+uY+fJyysbBXXp0iX8/f3x8PCgWbNmVKtWjfDwcMLCwsiz8ya1SMsvKxZjCLeiMPAZNh4480Cfn32Q5Z6Ace98QG3nAqpWrcro0aMf6FxCCPEomzJlCmt2H8faPeCeCzXc7bnGAfz0+Xtcv36dd999l2rVLNyw/yUmJobly5ezY8cOLl68WJa40elISEjA2tqapk2bEhcXx6+//krt2rVZt24d27dvZ968zWVx5uDKB+qZ3rVxBRnJZfVC9u7di52dHW3btqXAwRerKs2omXKdbz6YBJTFvzS9FV4WzvPVT2vISyurKpiZmUlsbCzu7u40aNCAOnXqqHGm0NGPbMWOvFtXWXjoGtHjx/PDDz9QXJB+37bqAiItbh80+jXahDjg4eGh1oQSQoi/u6W/HuDbFRs5sXsr+fn5DzStOuvgStrUDiUyMpKtW7cSExODjY0Njo6OpKeX3Wc1Go2adAI4cuQI1atXx8rKiuvXr5Ofn4+bmxsBAQEkJiaqU68B9EkxauLHxiPwgeLMhSO7OaGpQXh4OC4uLpSWlrJ//34+++wzdp2Jp9jOnaJcDRqNBmtra4qLi7H1tJyosvEIrDDxZEyqZe5eTEHsIVwCq5CVEIs+KYZMwNbgeN+2elVrYHH71dQ8STwJlYx4+h+XkJBAt3e+J923vrrN0jKfRi29Ckk58Tsn427SrFYVnPVpTJs2jeDgYJP9zp49y4oVK9i1axexsbGUlpbi5+dHo0aNuH37Nvv37ycvLw+9Xs/06dN58cUXOX36NIcPH+bYsWMUFhZibW3Ntm3bsLKyokOHDvQf/Sav/mZ5xTmj7EOrsL3wizqiCcpGNQV1HgU1Opi8R2OP8YP0DkRERBAQEMDt27fJysqitLRUHfLq7OyMt7c3AQEBVK5cmfDwcKpVq8bKGD1br9971aKKeghSN88BQyl2xdmkXnqw5cKFEOJRpNfrmTJlCl8fuoXLXXUywDzWuCf9wcA2UcyY8w1PPlaPtJhjTJo0idatW5vsl5qayooVK/j11185efKkWmA1OjqaSpUq8dVXX+Hi4kJKSgotW7Zk2bJl3Lx5k8OHD3P48GFSUlJwcnJi165dZGdnExAQwBsfz7/vVPOsgyvxvnnApJcZILDzKKyjOt7Z79AqMnctAh4sztja2tK6dWtu375NWlqa+jAAZb3sXl5e+Pn5UalSJcLCwqhatSr+/v5MWnGEyzahFba3ojhjnBZu4xHI1pVLaF694p51IYT4O5i2/hQLD90pqF1RnDFOP9N5VaJOmD8HNi7FYDBgY2ODTqejVq1aLFq0iLp166LX62nXrh27du2itLQUR0dHCgoKqFGjBnl5ecTHx6PRaPD09KSwsJCCggKT+/fd7jdF2ti+zN2Lsbe3p6ioCAcHB2xtbSkuLsaqfm+LNacAHCrVwHvAx2bnszTiycHBAQcHB1JTU022Ozo6otVqTVZMvd90wXuNeAIeaDq8+OeTxNP/qPXr1zN8+HCyrN0r/DLs4OCAxtUXg6M3Vg4u6G9dZmSHOsydO5eCggJCQkK4evUqt27dYvny5fz222+cOXOGwsJCXFxcaNCgAR07dqRx48bs27eP3377jfz8fHbu3El+fj46nY7+/fuTnJyMs7MzDRs2pEmTJtSrV4+kpCTeffddFi1apLbpXlMKck5sIff07+iTYtSV7IycQqLw7PeBxfdovAn3nLaY4wWe6mvDmgahPbOJGTNmUFRUhJubGy1btuStt96iYcOG6n4lJSVcvnyZc+fOERMTw9WrV7lx4wa3bt0iLS2NDCs3tZi4Y9VmZg9dmbsXm93Mi5KvovO58xARpMlk5pC2NI30v9evVAghHimxsbE888wzHDt2DBu/CIuxJu3nidjZ2WEIbYLW3oWCy0d4zF/LsWPHSEtLw9ramoKCAkpKStiwYQObNm3iyJEjpKenY2trS40aNWjXrh1dunThypUrbN68mfj4eGJiYoiPjwfgmWeeITMzExsbG6KiomjcuDGNGzfGxsaGdevW8dxzz6nt+XfjTEUFZMvHmeBuY0w6QLqG6xgS7U779u3JzMxEp9MRFRXF6NGjGThwIFqtFihbKS8pKYmzZ89y8eJFrly5wvXr10lKSiIlJYW0tDQKHHyx8QjELqSuSaHYiuJM7pntlOamm2xrX8WFBcNa3PN3KoQQj6qK6jkZk+xOdTqocSbvzO/q65GRkcTHx6vJIldXVzw8PIiPjzepnWSk0WjQarUmK2Z7eHiQmZlptp+iKGg0GhwdHcnNzQUePM5Y8iCdGJamzGXuXoxOp6OoqEidWle3bl1iY2MpKCjAYDCotQptbW3RaDTqrI/y1/4zcYarh3hx8DN8tSdO3dSmqjdj2kZIAup/lEy1+x9SWFjI6NGj+e6778puHj61sHe3nMyw8Qgk81+rGLiVu4ksPfOL+mX72rVr+Pj4YGNjQ3h4OD169ODrr78mICCAo0ePsmnTJpYtW8bPvx3EwS8Ux4CqbPl2Nvn5+VhZWVFUdKfI6h9//MGGDRsoKipSl6O+m11I3QrfW2nsfvWGW/5hAMDKreL3aDzm7I8zqP3Yk1Su1ZBgdzuub/uWL774AisrK2JiYpgzZw6ffPIJ/fr1Iycnh1atWjF58mRq165NtWrVKpz68eWXXzJq1CgAGoX7MLC+Ne98MpfM63eG3GbuXoyVk4d6Ey+fdAJIUNzov/A49R3S+fHVPtjb21f4OQghxF9t4cKFvPDCC2i9w7DxCMTWPxJr9wCL+ypO3pR4Vca17pMAOFZtxvmzv5CTswuNRkNJSQk+Pj7Y2tri7e1Np06d+PHHH2nQoAFXr15l8+bNbN++nX379uFYuSalLlW4nnddTToBnDlzhpo1a3Lu3Dl27txJXl4eBoPhT8cZ4g5VGGdsPAItHlI+zmTuXky0TTbBtRrSql51lsyeTs2Bv/D7778zZMgQjh8/zrJly/j8888ZN24c1apVY9y4cfTp04eAgAACAgLo0KGD2TXS0tLw9fUtu078EWa+0JWlG39nz+ZVFcYZS6sYbbucTdMJX7FyQheCgmT0kxDi7+HE9QyupuaxdttewHzKsI1HIDZelXEuF2dsPALJ3L0YjUZDXFwc7u7uZGRkUFJSQkFBAVevXgXKFj/Kzs4uO4+NDV2HvMzl29ncvnwGb20eMTEx6PV6srOz6d69O4mJiRw5ckRNTtna2lKpUiUKCwvJy8vDysrqnlPNXVLPk50SZ/E1jUaDd1hNi6/dHWssFRM3PncZE2zGsicAgYGB6HQ6srKyyMnJwcXFRU1IGRmnC+ad20nO8c1m5787zhDaxCTpBLDzUgo7L6VI4fH/UZJ4+h9w7tw5OnXqxPXr1wHzZUEtKU5PxNY/0mxYpXVUR1xysihNOEPJ7cscOXKERo0acejQIcaMGcPgwYPJyspSaz3d8mtMXuXH1ONtGvRBs2eJWnRv0aJF6pQ1W1tbte7T3Wz9Iytc7lN3ZTcvPvUk339/E41GQ0hICEeOHFFfD/V0IMPCcf5OVuT5lyWlFi5cyNatWzm0dQkbY2JITk5m2bJlVKtWjYYNG7J//37efvttpk+fTnp6Oh999BHdunWjsLCQdu3aMXnyZDX5dPr0aUJDQ3F2dsbGxgZ7e3sKCgpo3bo1I/o8gVNRKsOHDwfKVtzTBVS951KmRsfyPQhr2Jb29SJYsGABOp3uvscIIcR/Q25uLk899RS//voriqKYxZncM9stH6i1MoszVrU64pSdRcmN0xQkXGD+/PksWLCA7du3M2rUKD777DPOnTuHk5MTOp0OvV5PvGsdNC7/Gq3TogZuNn7qNLczZ85w9uxZtQ7G3SsDGd0rzijnttKjRV3Oedhw8+ZN8vPzyc7OVhNQjoY8i8c5lOYSVLUq8fHxrFq1irNnz7Jv3w4+/Pkzbt26haenJ5GRkdSvX5+ffvqJzp07M3DgQAwGAwsXLuTDDz9k5MiR1KpVi1deeYVu3boBZcmmlJQUqlWrRkFBAZ6eniQnJ9OyZUu6N6/Dkw2r0fjXH7jxr3a4V4l+oDiTpKtEky798NHms2XLFvz8/O57jBBC/FU++OUCX6vJDct16jRW1mZxxrXpUxiybhEZEU7ihRMknT2Io6MjJSUlamJm06ZNHDt2jClTpgAQ1GU0xzzbgifY1ejB7aPrKL1wATs7O6AsoWN8/jAWJR87diyNGjXi6aefpl27dmzfvh07W1uL7cw9s520Y7ssvubl5UVmZiYpcefwtzAw9e5kVvmaUkbGDhhvb2/c3NyIi4vDz8+Ppk2b0qxZM3766ScyMzPx9vbm9u3b9OjRg7Vr11psj6Xz3yuG3u2rPXE8UdNPRj79j5Gpdv8wR48epX379qSnpzNt2jTeffddNVttZWWFS2jt+y5frb+0l6S1H913tRztpe1cXTu7wtcfdGWF8kNYtVotLi4uVKlShZs3b5KUlISiKLjWaY9bx7Fm58rct5SsfUuxt7enSpUqnD9/ntLSUry8vCgsLOTYsWNERkby4S8XTLLuHreOcmLRVLRaLc8//zxff/21yXkzMjLo1q0bw4YNY9++fZw4cUItFOjm5kbNmjVp3rw5TZs2ZeXKlaxevZri4mI6dOjAxo0bqVSpEvv378fJyYnc3FyiH+/JR18uVOc3z507l5dffpnw8HByvKpj3+bFin8h5aRunIXm2h/UrFmTYcOGMWTIkAdaQVAIIf5TiouL8ff359tvv8XLy4uuXbuSmZkJlPXIuobXwbXPDLPjCi7sxr56K/Xn3DPbKYw/ec84Yx+/j5gVH5v0uprtE1Td4mp05WONlZWV2uGh0Wiws7MjNLRsdOmlS5fK6nZUEPPyDq8gdecSbGxsaNq0KYcPH1Zrbuj1ej7//HNGjhxpFmfa+pWyeEJPDAYD4eHhxMbGmiW9jA8jly+XdeRcuXIFvV6PTqcjMjKSxo0b8/jjj3P27Fm+/fZbEhMTiY6OJiMjg8uXL7N7927q1q0LQNVmTzBl1pdUD/QgurI7CQkJVK1aFRsbGxxqtsG25fMVfoblpW6cRd65nbRo0YIGDRrw5ptv4u3t/UDHCiHEf0tFU+vKK7q4h5zYP+67Klv5OklGq1atIikpiZdffrnC2kl2e77ANucmiYmJahFyrVZLtWrV2Lt3L8ePH6dXr17odDqys7PR6/UVxhrjvdfIOFXPyPi8VNFUuvtxcHAgPz+fgQMHEhcXx8GDB7G3t+eXX37h2Wef5caNG2rb8/LyyMzMJDMzk1GjRjF//nwMBoM63a78SCejB13R22h4LVser+JCeHg4Xl6Wlt8Q/zQy4ulvzji8NNTLEX/bIrX+kHHoZHmlpaXodW4Wz6NPvIBtYNmQR9uqLXBrdYv8mIP3vLahajts/TdbzHjbeAZh713Z4nF3r6yg0Whwd3cnMDCQwMBArKys2LFjB4WFhWodDWcKLJ6r4EpZ4e2CggJSUlKYM2cOp0+fJikpic8//1x9sJjYsTpP1PRTPysvTW2i1s6muLiYixcvUlJSgrX1nX8O7u7ujB8/nhMnTvDtt9+q2xVF4ezZs2zatIldu3bx5ZdfkpOTg5WVFX5+fuzZs4eMjAwyMjIIDAzk1KlTLLtQQHGbcepyrrWskvj1o/EAxMfHE+hieYqGJcXpiehzczl8+DAREREsW7aMQYMGMWDAAJP2CyHEf0r5OFO3khve3t5kZWXRs2dPs30VRaFYZ7kHs+TGGXJLS3Gq1RawPN3rbgUhzbH2XWM5zngEQk7yA63iYzAYcHR0xNfXl7CwMJydnTl06BBJSUnqvbM0M8niebIvHgLKEm5//PEHgwcP5qmnnmLgwIFs27aNqKgowDzO1K3kxqGvq3Ljxg1ycnK4fPkyERERJuf+/PPPGTRoEFu2bDG5hyclJbF582Z27drFuHHj1AUzfH19SU1N5dSpsnjSoEEDFi1aRIJnfYpajWHShosAdKtix/dju5Ofn49Wq8UpN+W+n7WRsed87969FBYW8txzz1G7dm1effVVPDw8Hvg8QgjxoMrHmQcdBbNpzx8WtxclXkD3r2caXbWWZlOjLXFt+hT5MQdNYs1LL71EppUbjjXbYONhebp4mt6K1DOmK1lbW1tz48YNatSogcFgICcnh9DQUAwGA+np6ZRk3LR4LuO919nZmcLCQrMZIMYOGONUuvDoZlw5cQB9UgxhYWHExVmeogdlz1r5+fkAXLlyhaysLOzs7CgtLeXJJ5+kuLgYDw8PXF1dURRFTTy1adOGUaNG8eWXX9434fVnVqsFePf1l3kv4zrTpk3jtdde+1PHir8neVL9G7u7d9W4coORi4sLNWrU4NChQ+q2im4KxqSTkfEGfL+lpe19gim5fRmDwcCcOXN4d+MZnBqaP4yUV5qZhJWVFYqi0K9fP9zd3bl58yaxsbHs3LmT4uJiNcNfXFyMi4sLw6Z8zqIjpjfqrIMr1QCh0Wjo1asXo0ePpqSkBF9fX7Oe5ejK7uWCmTsfffQR/fv3Z8yYMQQHB7Nv3z41UQXQq1cvVq5cyenTp6ldu7Z6naioKPVBwyg/P59t27bxzjvvqNuys7Np0eNZrDpONNn3bKk/leu1Qpdzk7y8PBqGeXP80nYMVe88hOWe2Y7WzgmHiMYW3y/Ajz/+iEajIScnh0WLFjF8+HD69u2LlZXVPT9/IYR4UHfHmexDq8jKylJ/trOzIywsjJs3b6qjniqKM0XFJXj9K+lk5BTVjtwz2++ZhPIOq0nS7csoikK1atVwaPYMqd7R6usVTeMzZN1Cq9VSvXp12rdvT3JyMlevXuXw4cPk5uaq98qSkhK0Wi2bFs/lrd2Z3Cq2U89RmHjR5L4bGBjIvHnzsLa2pkqVKqxbt84kHpjGGZg3bx4ODg7ExcXRqFEj5s6dy4ABA9TX/fz86N+/P3PmzOHVV19Vt/v7+/P888/z/PN3RikZDAb++OMPli1bpiaeSktLGTn5Y7MFNDZcLsSragMqFySTkZHBoM4tWXbxrjhzZA3Yu5oViS3/fv/4o+zB7uzZs+zfv582bdowfvx4dTq9EEL8f90dZ+5V/+fll19m48aNXLt2rcKZFbq7nmmcotpReGEPdtVb3rMdd3eM66t3xP8ez0AA2YmXTX42Jm48PT0pKSnhxo2yCc+nT59W97GPaGJ2nvL3XmNR77tHPJWnT4rhQrm2GpNODg4OFBUVodFoCA0NJS4ujvDwcGJiYtSRv4cOHcLLy4uCgrJO/aZNm7J69WpCQkJwcHDA29ubCxcuoNPpqF27NrVr18bGL8LidMXyyTp9UozZc6Nx9UDXZn0rfKZZv349AwYMICDAcnJP/HPIVLu/qXut3GD8hzx+/Hg+//xzdXoBlN0QXVsOQlPzCXVbfuxhk5uBkXHIp61/JPZh9XFrMcBsn/LXq2gYank5h1fjdGU7iqJQVFSkThPLzs4mNzdXHeFU/q/l/absaTQa+vXrx8GDB3n66af56KOPmDVrFitWrODw4cP3bI/RkiVLGDt2LAsWLKBPnzt1SW7dusXgwYPZvHnzA40o+umnn1iwYAFDhgyha9eubI/L4fU158z2+/SpOvSqV9ZLr9fr6dy5MykGRzr0HshnM97COiuB/Px8tVe/Q9O6bFh453d59wobAB4eHlSpUoXXXnuNXr16qYm3iuqZCCHEvTxInJkxYwbvv/++2pMKZb29nm2HYlevm7ot6+BKilOvVzi9oDg9scI4c2vJKxTdvARUvHrc3ckrw9mtaE5vUOOJlZUVhYWFZGRkqKsRlY+NAIF1HsO645sVvt+QkBDatGnDkSNHOH36NDdv3qR27drcunUL2wpqdpQXGxtLq1at6Ny5MwsWLFC3K4pCjx49mDVrFlWqVLnveZKSkujatSvdu3enX79+nMi0uW+cAZg5cybzV/zCK9M+4tUXBmGVeYO8vDw1ztSs7M3VoztJSSkbHWUsjlv+c7K3tyckJISBAwcyZswYnJycMBgMFkdZCyHE/VQUZ9aObGZx5JOTk5PJamt3j8JxL0gkw958JoExzth4BILWCq/O48z2KR/bKprCXV75ET8ajYZWrcqmkm/cuJHS0lKCg4OJiopi37596jH3eqYJtCs2eR4qKSlRC35bYlyFrrS0VH1usrGxwWAwUFpaqiau7Ozs1BXHnZycuHnzpnq8n58fBoOBvLw88vPzCQkJITExkeLiYpPnjAedHmh8j5am49kFVsPKzd9ke3R0NNbW1sTGxvLkk0/y3Xff4eDgcM/PXfx9yTeFv6m4VMuFTKMee1z985w5cwgPDzepAVRaWopych1JiyeQunEWSYsnkHVgucVzGXut9UkxZB9YRsGx9Sav390zalXBqkWR+stoD/9Ayk+v82r7CA4fPsyxY8c4ffo0EydOVFcYUucuu7mZJE3Co5tZPK9xFaHnn3+eXbt20bhxY5YuXcq0adN45ZVXSEhIYP/+/RaPvdugQYM4cOAAo0ePVlehg7Le6L59+/LZZ5890HkGDBjArl27GDJkCHZ2dmxb/ZPF/V7o34OqVavSu3dvbG1t2bBhAzbZiez78VNKk6+ovRDG1SPij+0iKCiIKlWq4O7ujr29Pba2tiajm3Jzczly5Aj9+/cnPDycBg0aqAFFCCH+rKsVxJlxk98HyhLgb7/9NjY2Nvj6+qqvK4qCy9WdJP/4mhpnMncvpmW05dU/jV9Cs/b/TPahVSavFR7foCadoOJVSptHeON9YhE5v83F+eBXHP5mEn/88Qdnzpxh6dKlODo6kpeXp34pd3BwUAvCQlmnzNAxEy2e28YjkMqVKxMYGMiePXuIiIigYcOG6ipzI0aMsHjc3SIiIoiPj+fChQtERUWpS2trNBpmz57N+PHjK+zdLs/f35+jR48yefJkwsLCuHB4t8X9BvfuRGRkJNWrVyc7O5vXXnuN3q3r8+nL/XAsTFEf3oxx5tKBX6lUqRIuLi6EhITg6OiITqfDyspKjcl6vZ5Lly4xefJkKleuzJAhQ7C1teXy5csW2yCEEPdSUZyxtP2rr74ySTpB2bQz9z++RXNoCWk/T+T8ilkWz2eMM3nndpJ35nezWSLGZxrjvU7ranlhhZyDy0nb9CnJP75mMs1MURQOHTrEsWPHCA8PJzQ0lLy8PI4dO2ZyfEUroNp6BpGQkKDWD8zPz6dv3744ODhUOJNBo9GYJP6tra2xtrZm0qRJ2NjYoNFoqF+/PoWFhUBZJ78x6QTg6emJn58fycnJ6vNCXFwcRUVFZs8OFU1Fv3uEs4ODg/o53z1FvjDxosl2rVbLoEGDmDFjBnXr1iU3N5egoCDefPNNeXb5h5LE09+MXq9n+/btvPvaaIuvn9n/u/rn9u3bExMTY/JFtqioiISEBJObgnFoZHl3J5UcHR3RJJ5Gc34rWfuXMbGelVkhu6KU6xbb1KVeKAMei6BuJTd+/PFHoqOjqVmzJpUrV2bs2LHk5uZiZ2fH9OnTuXr1Kunp6UyYMIGgoCBOnDjBT/PNewYAlOzb1KxZk6SkJLp168Zvv/1GTk4Os2fPZvr06cydO5fBgwdz8uTJB/pSXL16deLj4zl69CjR0dFqD/5zzz3Hnj17uHLlyn3PATB79myioqJwd3fnhznvUnr2F5PXcw6vIj32ODExMeTn52MwGLC3t2fHjh3Ex8db7Dk+c+YM69evp0mTJjz99NNER0czZMgQNSBZWVmpq3CEhoaSmJjI8ePHSU5OJjQ0VP07cOJ6BmuOJ3DiuqV1/oQQouwLdGxsLF9/Ynkhis9mvAWUTf3q06cP2dnZpKamqq+XlpYSHx9PQcIFky+Zv/w4/56xRqfTUXrtOE5Xd5O59yemNHUga88Sk/0rmsbXo21T+rVvQotKOpTUqzRq1IioqCiCg4Np164dV69eRVEUevfuzYkTJ8jMzOTQoUPY29uzYMECMjIy6Pn4YxbP7WlbSmlpKW3btsXa2potW7aQmZlJo0aN+O6771i3bh0XL15k927LCaDybG1t2bdvH127diU0NFR9KAkLC6Nt27Z899139z0HwL59+2jWrBne3t5MfXkImou/m7yedXAlhQkXiI2NJTk5Wd3+8ccf07hxY9LT0806L7Kysvjggw947bXXiIqKomPHjjz33HMEBQWpKwKWlpZiMBjw8PBAURQWL15MaWkpVatW5datW4DEGSHEg7MvybG4PdTLUf2zwWCgffv2jBw50mw/a2trTu1YT/yuFeReO1v2THNXB8bdzzS2/pEUp14ndfMck84R4E6pjwpiTV7sEZa+Pw7S4rG1tSUgIACtVkvt2rXRaDQUFRWRmppKRkYGJSUlakeyUUXn1aclAFBYWIiDgwMDBgxgyZIl1KtXj5KSEovJJ4PBgJ2dnTojw9XVldDQUMLDwzEYDDg5OZGdna3ub2Vlhb29PYD62smTJ1EUxew5yZiAM+5fmHjxvvHb2dnZZPRz+fPodDqqVKmiPrM0aNAARVH49NNPSU9PZ+XKlTg6OjJq1CiOHDmCn5+fSY3du0mc+XuSqXZ/E4qi0KRJE65du8bt27eJiooiNXoItgFV1X0KEy9w+4ey4mzGYY5Rob4c3rzcJPlUfs6w8UZWWlpKt+fGcODsFUozblKQcIHi4mJ1qOYrS/aw8tydoZ4VraDg3noILuWW0M46uBJOradFixZkZ2dTqVIloqOj1aVJAwMD+f7772nWzHRUU3FxsfpFF8znf+cfXUvNkiucPn0anU6nZvBHjhzJDz/8QHFxMb6+vty4cQNra2veeecdJk+e/MCf96uvvsqSJUv4/fffqV27NnFxcYwbN47169ffd+ra7NmzefXVV1EURe0t3nv+BldT88i7dZUhXVurPRSNGzfmypUrTJ8+nREjRpCSkmJxlNInn3zC5s2b+fLLL7l58yZTpkwhLS2NTZs2sWPHDsaPH09hYaHJcNvybGxseP2n/fx4/M4DyL3m0Ash/je9+eabLFmyhNu3b2NjY4NX/w+x8r0z/avo5kVuLSmrRWSMM25WepTUqyY9qRWtxlO7dm3SNS7o7dzIvRmHknpV/WL+1Hs/cSTnTu2giuKMpQKnBYeWUbduXapVq8axY8eYNWsWQ4cOJSsrC51Ox+TJkxk71nxl1MLCQpORT28sPcDyM3e+yBYe34Bych2lpaWcPHmSoKAgtR6FtbW1WrC1uLiYmjVrcuauIrP3snXrVp555hmmTZvGyy+/TGlpKZ06dWLhwoX3rXVx6dIl6tWrR35+vto7vutMPGl6K0I8HWhbJ0ydnvH4449z7NgxevTowZdffolOpyMwMJCkpLIebOPvqlGjRvj7+9O/f3+aNGnCG2+8wdmzZ5k4cSJ169alS5cu6uquFfVG95nxI3/kuqk/S5wRQlhSVFTE+++/z3vvvYdz84Fm9YOM947r169Tv0NvCqydTaZoGWOKra2t2vFqZGVlhZVPuMXpXnfHj9w/1pK23XLC37PtUJwa9VJ/zjq4Eue4Hdy+fRt7e3siIiKIiYmhc+fOao2lY8eOqUXBy6+mWt69inSHhoaSkZGBwWDghx9+4PPPP8fOzo7Nmzff8/PUaDQ4OTnRqVMnFEVhxYoVVKlSRU0oabVa3N3dSUtLMzkGypJ3xgLsxpInFbXduIBUcVqCyedqY2OjdkwY37tGo1GfS5ycnMjJycHX15cRI0awd+9eDh06hF6vp0GDBsyYMYPHH39c7cwZO3YsEyZMICcnh++//57U1FQSExMZP378n6oJJh4tknj6G+nVqxdr167F09OTFduPMHTZBbN9Upe+gU1og3uuOuDq6krv3r1ZtWoVpaWl6rBVV1dXwsPD8fb25rfffsPNzY3g4GDenPU1r28zXxGn/Fzo8g8Zr34wlybtu+Ftp9CjRV0yMjKws7OjpKREXT0uKCiI77//njZt2jzQe7927Rp12/XAO6wmy779gifqR6qJncLCQrZu3aqu6Gd8KCg/HDciIoLq1avz2GOP8fjjj1O3bt371qTYuHEjgwYN4qOPPuKFF17gk08+4dy5cxw+fJjz58+b7JuTk4OtrS1paWk0aNAAR0dH9WZfvXp1dX+DwUBQUBApKSl06dKFtWvXcu7cOQYOHEhKSgovvviiSYLMOD3EYDBw69YthgwZwmuvvUbLli2ZOnUqX3/9NcuXL6dVq1a89tprrF+/Xp2bbVStWjU6PfsSq3PCzN5jRXPohRD/mzZu3EiPHj3QarXM+Oon5l92NNsnfdmbWAXXu2ec0Wg09OjRgzNnznDr1i11dKeNjQ0BAQF07tyZhQsXotPp0Ol0zPx+JZP3Zptdq3ycKS+8UTven/stEb6u9O/QlEuXLmFnZ6fWwzB+CX/77bd59dVXH6gGUWlpKVFRUSQUWPPNz+tYs/gr1n47m+bNm3PmzBk6d+7M4sVl7/HmzZs0aNCAW7duqbHP2dmZxx57jKioKB5//HGaN29+31oVSUlJNG3alHr16rFq1SrOnz/PhAkTSEhIYNmyZerCFlDWAZWeno67uztPPvkkly9f5urVq0BZ/I6Pj8fNzQ2ADh06sGfPHpycnEhOTiY/P5/hw4fz66+/MmjQIObPn68+rIWEhBAfH8+uXbt47LHHmDBhAl5eXkyePJnNmzczdOhQhg0bxvvvv8+aNWt4/fXXSU5OVqcKQtlDxvR5S/gm3rzouMQZIcTdgoODuX69bKZERXWPnq+cweyVO3Bu3FvdlntkDdl7f3iglepcXFzUET/W1tZovcMsXidn9TvkXjtLaWmpSbLFzs4OPEOw9QyiJOMmzvo0dVqaXq8nKysLa2trDAaDmqyBsgUr6tWrx4ULFygpKbHY1orqIEFZkqhOnTpUq1aNTZs2qauT3n0eJycn9T5sjKVNmzZl27ZtGAwGdDodRUVF6v7ln9WqVKlCQkICJSUlJrWiyteHslR3t6KEVHnG67i7u1NYWEhBQQFarZa0tDSaN2/O119/Tc+ePXn33XcZNWoUGo2Gli1b8tFHH9GgQQNiY2MZPXo0Q4cOxcXFhRdeeIHk5GScnZ35ZvVvTNhqPu1P4szfg0y1+5sYM2YMBw4c4PHHH6dt27ZkllouZGpdqbbFVQfsAqvh7e2Nr68v0dHRLF++nHbt2pnUf+rQoQNjxowhNjYWRVHIyMjg3LlzrNiyy+K1Wnd9mscee4zIyEiqVKmiFledNellOtf0xtnZGeeodnhE1EOv16s9ACEhIVy9evWBk04Gg4HOnTuTeeUkOWe2M6pvJ1JTU0lLSyM9PZ3CwkLeeustUlNTy0ZudeumDg01cnd3Z/ny5TRs2JBVq1bRpUsX+vfvz4IFC9Qv7nfr2rUrZ86cYcaMGTz11FNMnTqVJUuWkJaWps6XNnr22Wdp1qwZtWrV4p133uHSpUu0bNkSJycnk6LkWq2WyZMnc+HCBf744w8+/PBDatasyYkTJ1i5ciUff/yxuh9A0y798Xt8KHN+j+FWsR3r1q1j4cKFzJo1C39/f9atW8fAgQN5+eWXmTZtGrNmzaJ69erUqVNHvebFixf5+ud1Ft9jRXPrhRD/ezZv3sygQYMYPnw4Xl5ehNcxX3kHQBtYy2KcsfWPxMPDA19fX+rXr8/27dvx9/cnICAAg8GAlZUVQUFBanK9oKCAzMxMUlNT+Wj+QovXqtmkDb169cLT05MuXbqoiZwrR7YTpimb3hfUojfuVaKxsrJSR/loNBoyMjJ4/fXXH7jw9dtvv83ly5cpTLzI7sUzWfnVTEpKSti9ezelpaXqA0Bubi4BAQE88cQTJl/ICwsL2bJlC88++yxnz55lwIABdOvWjQ8++IA//vjD4pd1f39/4uLiKC4uJiIigueff54dO3Zw6dIlYmNjTfZdvXo1kZGRVK1aFTs7Oy5fvszcuXOxtbVVV+Yzmjx5MmvWrKFt27Y0bdoUJycnfv75Z2JiYti/fz96vV7dP1fnhU/bIexOd+LMzRw+//xzPD09GThwoNrRsn79epo3b07NmjXZsmUL0dHRJjG8tLSU97+wPC3iQmL6A33+Qoj/DV9++aXJKtIV1T365KctJkknAKdGvdB4hVrc/27lO6BLSkoqvE5onSYEBwcTGGj6emFhIfqkGF57cTAaF1+ybTwIDg4mPT2dtLQ0SkpKKCwsRKPR0KlTJ7y9vSkpKaFu3bpqh7OHh4fFGFRRHSQrKyu8vLzIycnh559/Jjc3l9LSUovJq/LJ/6KiIoqKivjtt9/UUUflk042NjbY2tqqz31xcXHY2tri4OBA8+bN1VFPxg4YY9IJMGl/+Tjm4+Nj1iZra2s1Lubn56vPS4qi0LLnINICmjBk1gpqtuzMxx9/TPXq1cumS546xcSJE4mNjSUiIoJNmzZx5swZVqxYwZAhQygpKSEtLY3nx08yuybI88zfhSSeHnElJSU89thj7N27l/j4eLZu3crixYv549jxP3Web5atQ6/Xk5KSwpUrVwgMDOTo0aNYW1tTt25dUlNT6d+/Pxs2bFBXtNFqtXh7e3Ns1y8Wz/nhWxPYt28fly5dIiYmhqKiIjIyMujatSsjv/6VnvMPoGk2BOfe03Fp8Syurq54eHiY1AJ5EKWlpXTs2BEPDw8cHBx46aWX1F6Fdu3a4eLiwrZt2/Dz8yM2NhaDwcDQoUOpWbOmyXkuJBeQ4RrBUy++xpYtW5g3bx4eHh58/PHHPPnkk7z44ousWrWK9PQ7X5KDgoK4evUq+/btIy8vD41GQ3p6OomJd+ZoZ2VlsW/fPo4fP07dunUZMWIEer2e06dPq7+z8kaOHEmVKlU4c+YMs2fP5rvvvmPZsmX4+PhgMBjw9PREURR8O7xAbGgPdA168dmOy/Scf4A5u+Lx8fHhrbfe4tVXX+X06dO0adOGn3/+mdDQUObOnUv//v3JyMhQf4cAxf+aO363/l3Kko+tW7f+U78TIcQ/y/Tp0xk8eDA7d+7kq6++4sqVK9gU/rnaCT9v2k54eDgpKSlcuHCBWrVqcfbsWRwdHbG3t+f06dOsWrWK48eP88svd+KKvb092QmW6/B9N+cDVq9eTWpqKhs3biQvLw+9Xs+bb77JGz8fpOf8A1z2aoZLn3exadAHGxsbfHx8sLa25uTJk3+q/ZGRkYSHhxMQEICLi4taMN3BwYGnn36a9PR0nJyc+PTTsh7zdu3a0aJFC3Q6HVCWRNp97hqxxe606fMca9euZeXKlTRr1owNGzbQtWtX+vbty1dffcXly5fVL+darZaNGzfy2GOPcfjwYRRFwWAwmLV/xowZ6gPPjz/+iFar5dtvv+WLL74gJiYGFxcXdd8WLVrQqVMnVqxYoU6/OHfuHCdOnECr1eLp6YmVlRXurYfg2HMq9o368P2RW/Scf4APf7lAaGgoq1at4r333uOjjz6iY8eOxMTE0Lx5c3r27EnLli0JCQkBypJ8Go2mwtolz/XuhEajwcvL67495UKIfy6DwcBrr73GxYsXOX/+PMHBwWUvaC0Xz65IUI36Frfb29tjY2ODjY2NOhW6vIruUfm34ykuLla/O5c/ru6QKXx73R2vrq/gM3AmWSGtTRI6AAEBAZw8eZKkpCQ17rm7u9OsWTNSU1MxGAxoNJp7joDVaDT4+vri4+NDamoqly9fxsrKymJyx9Y/EseabbD1jzTZXlRUhKIo6nf/8u/j7s4Jg8FAcHAwNWvW5OjRo+Tm5qLRaLCzs+PcuXPo9Xp1upzBYKBRo0Y4OTkBZaOr7OzseOaZZ0yuHxYWpia9oqKi+Oqrr/D09CybltjnVbKbjEBXvyfFVTtwNaIP6ZVbcvv2bYqKikhPT+fSpUt069aNbdu2oSgKM2bMYOjQoWzdupVRo0YxaNAgNLnmM3DAtCaYeHTJVLtH2M2bN2ncuDHt2rVj0aJF3L59mzFjxrA7yx276K5m+2cdXEl+zEGLw0hr3vyFLUvmAWXZ6CFDhnDkyBEuXLiAv78/+fn5VK5cma5du9KnTx+ioqLUoZJWVlZ4tRtmsjR2Xdtklk96Rv3CXd6DLME9ffp0dViora3tA/355ZdfZvHixdja2rJw4ULeeustxowZw+effw6U9RKkpqaqUw2gLMM+b948Yh1qsD72ToE/S/OBr169yvbt29mxYwcZGRnUrVuX9u3bA2UPGMYhqz4+PqxYsQKX0NpcTc1j3odT2LHyewIDA6lWrRqvvfYaq1evJjMzkxUrVlT4+wVISEggMjKS0tJShg8fzsKFC6lVqxbdh461OGXh7s/R+JBVUlJCRkaGOtddp9ORk3OnYGOXwaM54/+kxXMBeIXWYNPP38swVSH+xxgMBrp160ZMTAxHjhzB1dWVyZMn88MPP5Ad2sZsZNO94szkxnY83/POyqq9evXi1q1bHD9+HH9/f7Kzs3Fzc6Nt27YMHz6ctm3bkpeXpyZggruNgRod1ONraW/yybMtqFbNfDW8B4kzHTp0oE2bNn8qzkyZMoV33nkHX19fkpOTqVevHsHBwdy4cUP9Qr1o0SIGDx5sct19+/Yxd+8NDmXfSf5YijOZmZns2rWLbdu2ceXKFSpVqsTjjz9Ou3btCAgIQKPRoNfrcXNzo0ePHoyZ9ilXU/O4FXuaUf064+bmRmhoKCNGjCAqKoo+ffqY1NayxGAwUL16dW7cuEGNGjW4fv06Li4udB40ivUFkRaPuXuKo4+PD7a2tqSkpKDT6SgoKMDBwcFkme+IJu3Rtzavo2U8l61/JD9v2k6ol6PEGiH+xxQUFDBs2DCaNWvGp59+Stu2bVm5ciXa6J5mcQbuHWssTcHu2bMnwcHBfPXVV/j6+pKammq2Ah5YqPF0ZA15B5bSsmVLfvvtN6CsEyElJYXGnfqSUKP/fa/v5eVFenq6WtC7cuXKJCcnk5mZSUlJCX5+fqSlpaklNuBOjSoo+y7v4eGhJo7y8vJwc3MjMjKSAwdM45xP++HY1+9u8jlZqoUIqNMAbWxsUBSFkpISk/p8/v7+1KhRg0Oxt7D3CSY78TL6pBgqVapEUlISJSUl6nOFsZYgwJAhQ1i1ahVOTk7cunXL4vQ7d3d3OnbsyObNm9E7B+AzcKbFNhZtnIGPVT5nz55Vi6Xr9XpcXFxwcnIiKCgIPz8/1q9fj6IoFU7LzF0zhRXzP8a9SjRXU/MkzjyiJPH0iNq9ezc9e/ZkxowZvPTSSwCkpqYSWPsxi//gUjfPIe9M2ao2d99UwfzG5ODggEajoXr16ixZsoTq1e98Oc7NzcXf399kqec333yTZl2fof8LYylKvYFbaSaJiYkm08iKiopITk7m/Z+380uGt3kbN84i79xO9ZzW1tY4Ojri5+dH9erVqVatGsHBwVhZWVFUVIRer1eHju7YsYObN2/SsWNHddvq3cep1aQNt2JPE39sFwD169fn1KlT2Nra4uXlRUFBAfZB1dE88bpZe9aMbEawo4GcnBy159bIYDBw6tQptm3bxqJFi7hw4QL29vZER0dTUFBAr2mL+fbAnVX8uoTZ0qVSKUOHDiUlJQWDwcCGDRto1aoVcXFxxMfHk5CQQGJiIklJSaSkpJCens61a9fU0VPl51471myDV9dXzNp89+dYvXp1kpOTadu2Lfb29vzxxx+8+OKLLFq0iDNnzlCrVi1cXFyI7vUi6265mJ0rP/YIDhGN1J+faxLElO51zPYTQvzzZGZm0rBhQ6pVq8b69evV3lB3d3fy7X3u+YXfUpy5u0irjY0NTk5OlJSUsHz5cp544gmTHtf27dvz++93VmNr3rw5nyxcRae+Q8hNisM6K4G9e/dSr149dZ/S0lIyMzOZtXovS6/emSpuVP7+CHdW8fH09KRKlSrUrFmT8PBwnJyczOLM+fPn2blzJ/369VO3bf3jIvY+wbhqizjxe9kDQ+3atbl06ZK6upujoyNJep3FL9ZrRzajqpeO69evExkZaTbl4vr16/z++++sX7+erVu3qr3QDg4OtBzzKZuu3OlZr2efxof9mjB8+HD279+PVqvlqaee4ptvvuHWrVvEx8cTHx9PYmIit27dIjk5mdTUVJKTk7lwwbwm5IPGGW9vbwwGA1FRUdSsWZNff/2VZ599lri4OH788Uf8/PyoW7cuVuFNOeVQ1+K5bLwqm/x9kWKwQvzvSE1N5dlnn2X06NFMnTqV4OBgLl68yLU8LZ79PjDf/08802i1WqpXr86pU6dwdXVFp9ORmZlZ4QIIAPZB1alUsz4OJbnEH9tFTk4ONjY2FBYW4uXlVXaNrCx8GnXBusUw8/aVuz9qtVoURUFRFJPv8VqtFq1WS0lJCZ6enqSlpZlMXzNydXUlKysL55AoDI5e2BRlkHn5pFl9Jqi4FlZFtRDBfKGPu1/zfvx5s0RWzr4f1VFaBoMBa2trbGxs1FpNAQEB6rNORbW2dDodkZGRZSupB0bj1WWC5TYcWsK81wbzwgsvoCgKaWlpLFmyhJkzZ9KiRQuOHz/O/v371XItFcUtiTN/D9b330X8t82ZM4d3332XzZs307RpU6ZNm8alS5fIzc2tcH4yhjuZ5oLYQxbrbyg3TqLLTaJVq1a8/fbbtG3blsOHD5t8Ed61axd9+vQhJCSEs2fPotFo2LVrFy1btgTALTOGG0k3GDVtmpp0Gjt2LN9//z3W1tZkZmbiWLkmXs98ZNbET6dNZFS/vWg0GmJjY1m7di1bt27l/PnzbN26lY0bN6o3OisrKxwdHQkKCiI6OprDhw+j0Wjw8/Nj4sSJTPz5IJ7+mSQBhHSgZ9fnWDt1MBeSC9BVbUFxeiLXr5fdhJ18o/C08JG1694P7fWjBAcHc/y46dRFrVZLdHQ00dHR/PLLL6Snp6PT6VAUhe/WbTfrad8Up2fBlAnok+4UvOvevTs+Pj64uLio0ww9PT3x9/endu3a+Pr6YmNjw9mzZ/niiy/UKX62/pFYu/lZ/j1zZ6iwjY0Np0+f5tKlS7zwwgsMHTqU6tWrs2jRIrp27YqPjw+nT59Gq9WyZdlCsNATXT7pBLDwUAIpJ7Yxd+qrFV5fCPH3d/LkSR5//HHGjBnDO++8wy+//MJ3332Hi4tL2X08MNricTYegeiTYsiPOWgWZ5wa9qQ47g9Ii6dBgwZMnDiRYcOGsXTpUpo3b67ul56eTosWLdQvkgB9+/Zl2bJlADzboiqff/4r4dWqqUmnPXv20KtXL7RaLampqegCquL77Cdm7du49DueeaIZt27dIjExkb1797Ju3TqOHz/OkSNH2LNnj9oza2VlhU6nw9fXl6ioKI4fP05ycjKxsbEsXbqU+QdussM3jlIgHXhz+EQ+6NuYyxklWFdpRnF6Irf/9WXfsablmoWtuj6N9Y2yVY5u3rypTlUwqly5MkOHDqW0tJRdu3bh5uaGVqvlrU8X8MZ202npxws8iWrdVX3AKC0t5eeff+a3337DxcUFNzc33N3d8fT0xMfHh/r161OpUiX1AezDDz9UE1APGmcAvvnmG9q1a8fw4cOxs7Pj/fffZ+rUqfTq1YsePXpw4sQJLl++jF2BNTSqa34yrZXZ35Wv9sTRJsKDxlV8K2yDEOLvLzY2lhEjRjB79mzeeecdtdN79+7dKL5Rlg8q90yjvXkGMH+myY85iD4pBoPBQGFhIfXr1ycvL4+8vLz71vXTZlwn90wWyfn5jBs3jqlTp6pxwVgEW6PRUJB8DWcLx5e/PxpHBBkXA9LpdAQEBJCVlUVOTg7VqlVTR6WWT9JUqVKFa9eu4ePjg6ZuD9N75L9GezmWKz6u0WjQeVe2+H6McfluOp0OFxcXtYSK2XF+ESZJJ7jz2ZYmxagJKycnJzIzM9WRXa+88gpvv/22OqJMp9PRoEED9u/ff+fcNjZkWbtTo/PjnDp91uL1ASa9/DwvvTScpUuX0rt3b+zs7BgzZgzff/89M2fOVOtOGVU0XbKiOPNETT8Z+fQIkcTTI8CYMdbpdPTv35+DBw9y4cIFdV7vkSNH2LJlC4DZfF6j8v8QrStKTrn4knsrlo0bN3L9+nVeeuklk5vz+PHjWbRoESUlJVy4cIFVq1ahKAotWrRQ9xk2bBjTpk1j/PjxABw/fpwlS5aYFLizz7/Niy3DTJa6HNkqjBeerM6z2dkMHjyYCxcuMG7cOMaNG2fSxJKSEo4ePcquXbvYu3cvZ86cYeXKlWrW/6233uKDb37Gs/+HJscdL/TEq8sEHGu1VbcZe0QqqlOSfzsefXo6+fn59OnTh7fffpu6deua7deyZUs8PDyoUqUK9vb2XEnOMT8Zpjd+nU6Hp6en+jAQGhpKpUqVCAsLw8rKioMHD/LJJ5+QmJiIq6srTz/9NMXFxay7qlgccmykP7lJDUCRkZFqsfjJkyezYMECevfuzfvvv893333Hxo0bURSF2bNns3fvXjy99exOuVOUvuDyEeyrNDK7xqJVW1g290O2bdtGnTp1HrgwrxDi0VZQUIC9vT1Llixh7Nix/PTTT3Tq1AkAvV7PmjVr1C+aFX25UxPfFcQZjasfxbcvs3v3bhwcHHB2djZJOm3evJkBAwbg7OxMYmIizz77LC+88AJhYXdW3XzhhReYN28eQ4YMAcoKvA4ZMoT09HS1fUU3LzGkUQCLjtyZZjayVRhtaoeSlJTE7Nmz+fjjj5kzZw59+/Y1a+fly5fZuXMne/bs4ejRo2zfvl2dnrxlyxZ8azTGb9Ask2OWnkjBp9ur2NdorW67X5zRp94gJyMDjUZDhw4dGDt2LE899ZTZfTU0NJQmTZpQtWpVXF1dSSmyfN8tH2eMtZrc3Nywt7cnODiYoKAgQkJC8PHx4eTJk6xfv57Dhw9ja2tLmzZteP7553l34xlcm/SxeH4At5tHuPava0RHR/P888/j6+vLyy+/TFpaGjt27FBXu1u4cCHBwcFs2bKFTz75hBrueRzIuFNro+D4epOHyPI69B7IByN6MmLECLVuoxDin+PAgQNMmTKFH374gU8//ZQLFy4wa9YsRo0aVbbanM294wxAsb2HxX1sPIPo9lhttm/fzrVr19SODCcnJwoLC01GPFlbW6vJEygb6ZOcnEzfvn2ZPXu2up+Li4tJoiM99jiGQ6tM7pc5h1dTcvtOTULj9LXc3Fx69epFnz592LhxI0OHDqV9+/bk5+erK+tBWUKmtLQUR0dHSktLuZ6nxc/CYAFLq8YWpVzHkoridVFRUYVJJ6g4jpePM/7+/qSnp+Ph4YGrqyt6vZ4jR45QVFSEtbU1JSUlWFlZqSt5Gzk2ewZNvW4kAJ5B7VBS4tB4m66uXV25wfM9RzBnsiPXrl2jdu3a5OTkcOzYMXr27ImTkxOlpaUcO3ZM7YTSJ8WQdXCl2edTUZy5mponiadHiCSeHgFz5sxhwYIFaLVafH19uXz5MlqtlrFjx/L111+DZwiONduoWe+7/8HlHlljkul2Mliu7O+mLSKhqIjS0lIOHz7MlStX+Pbbb/Hz8yMuLk6dcuDv709CQgLXr19nxIgRNGvWjICAAKBspbe952+wLTYLf+dcHm/RQp3zC2U381mzZjGoY3WeqOlnNs/W3t6ehQsX0rFjR9LS0igoKFCnod26dYuUlBQyMjJMzunk5ERBQVl9JmtrawKrRWO6plyZ8kknKLtxvzW4C9ZZCWy9dYOLmkrqa3Zxe9TPbMuWLfz222/07NmT/Px82rRpw9tvv02tWrWAsuG2a9euRVEUAgIC2DDkZYufr5WNLY4126DTZ5EWc4w9e/bQo0cPsrOz0Wg0bN26VS3eZ2Njoy5lnZWVxYIFC2jR41lcm5o/IOWc/JXSnFQK4o7ha12AjY0NvXv3ZuvWrfTu3ZvIyEjGjBlDZmYmFy5coEOHDvTv35+hQ4eyaNEi3njjDZ555hkmTpxIM89gNuw4hCY3hcDAQAotJJ6K0xPJS0ujXr16BAYGqitfCCH+vuLj46lTpw5du3Zl+/btHD9+nNDQUNauXcvw4cPJ1XnhUKO1Gmcq+nKnxpqcZIvXifB14cyFUnUVOGORbm9vb/Ly8khMTFRX6NmxYwetW7emYcOGfPTRR2qcqVatGo06Po17vSc5cT2Dl5/parb6aJs2bZjaM5ru9UMs1nMYP348Y8eO5d133yUsLIz4+Hhu3LhBUlISycnJpKenk52drSayHBwcyM3NVQuzeoeZLk5hVD7pBGVxplPtQLo2i2Le/ovccLpTjyraLpX1//q8+vTpQ8eOHZk5cyYvvfQSNWrUYNy4cfTs2ROtVoubmxv79+/nt99+K6tjuKGjxetrrG1wjmpHUeoN8q6fIyMjg7Zt2xIbG0tQUBCrVq0iLS0NRVGwsbFRE1x6vZ5ff/2VqzkKri3HmJ035+RWSnPSKIg7RnLmDVxdXWnSpAlnz54lPDyc0aNH8/XXX3P+/HkCAgI4deoU8+fP57nnnuPHH3+kU6dOtG3blpkzZ5Iaf4MTV26Sk3iZDvUj2ZZpvvQ1QGHKdUaNGsXLL79MbGysSfJRCPH3tnLlSpYuXcqaNWv46aefWLt2LRs2bOCJZ0aQ5VIFSuwrjDPajDsJloqSLTUrebFqVVkdVeMMDA8PD4YOHconn9wZDRsREcGtW7fIzMxUax3p9Xqsra05nZiNX5NuFJw+jD4phtLSUpMkkb+/P0m7FpF/6QA25UYfGWsnwb9Wy7OxoWfPnhw5coQjR47Qo0cPevToAZRNpzbSaDS4urqSl5dHly5dOHXqFHY+wff9LMuP8LpnXP6T7jV6yPjcmZ2diMFgIDw8HJ1OR0pKCjt27MDHx4ebN29ibW1NYWEhpaWl6rQ+W/9Ik7rAABrvMGxOLCcltyxBWBB3jGtJMXQ/v4XJkyczZMgQnJ2dSU9PJzw8nMuXL1OrVi06deqkrqCq1WrRaDRlSbgrR9C6+qm/k4oGZnw1czrVJo+jRo0a/9ZnJP6zpMbTX8xgMBASEsKNGzfQarXEx8fTpUsXzp49i42NDfWGTuem650vwMast61/pHoTHNixOd9//73JeesPnU6qz526GNaxO7i6dg7W1tbqMsrW1tZMnz6dyZMnqzdOrVaLk5OTOi85PT0dZ2dnxo4dy9SpU5n5W4zJSCbr2J04Xf5dnVsN8Pzzz3Pr1i1u3rypFtcrKChQ50Abv9jn5+cTFBSEg4MD9vb22NnZqUt9WllZqfOmoSw5VLlyZWrWrEmRkz8xIaZDQytinIdtb2/P9HlLcKscSb2ISjgWJFO3bl3q1q3LlStXWLVqFS1btiQtLY0PP/yQ5cuXk5mZiZOTE40aNWLnzp0EBwdz4MABnJyc+PCXCyafQ2HiRewC7zxwhBTEsvuz8erPderUwd/fn5KSEm7fvk1aWhppaWkm87fd6z2BSwfzpFbapk/JO7dT/Szc3d25ffs2er2egQMHsnfvXt577z169uzJtGnT+PHHHyktLaVdu3a4u7vz/fffqw8fc+bMYcKECepDSeMRH5g8KFkqUmhvb8+CBQtYuXIlHTp0UGuOCSH+PgYMGMDSpUsBOHjwIPPmzWPZsmVlhaf7TSS3cjN13/L3AWOsiQrx5dSO9WonAEBg51FYR91JkNTSJvHLhyOws7NTOw80Gg0jRoxg7dq1pKSkoCgKOp0OBwcHrK2tsbKyIjk5GRsbG5o3b87y5cv55vBtk/ur9tJ2wrJPs3v3bgwGA/7+/mrR8MTERG7fvk1GRgY5OTkYDAazOOPt7Y2rq6saZ3Q6HdbW1lhbW5uMPNq3bx8lJSU0adIEg0dlLof2fKDP1hhntFotE977nMq1GtCsVhXqVnKjWrVq2NnZkZCQwKuvvspbb71FSUkJ33//PfPnz+fKlSvY2dlRpUoVEhMT0ev1bNmyhejoaLM4U5R4EV25ONPQKZP1055Tp28EBQURERGBvb09t2/fJjU1lZycHJOVWp2j2uHR+U5sKv8eCi7sVh+mdDod27dv57HHHuODDz5g5syZdO3alfnz57NgwQI+/fRTkpKSaPGvzqcNGzbg7V1W2zEuLo5atWpRUFCARqOhWrVqRD71Gif1d1ZnujvWWFlZ8dxzzxEVFcXWrVvVUd5CiL8XRVGYNWsWly9f5osvvmD79u2MHj2aWbNmsexCIQez7kw3Nnmm8QzCVVNI0tmDZjWJ7q7zlHVwJVl7ltCwYUMURSEpKYnc3FycnZ25ceOGup+tra1JQW0fHx9SUlKwtrYmvPcrFIQ0Nzln5u7FWFlZYWNjQ0BAAMnJySYzOsozjvaxtrYmNDSU7Oxs3N3d6dChAytXriQpKUlNxJR/nrn7vVVUt+lu5etKlX8G/HeTTkZ3f7Z3P8+UnvmF9J0LGTRoEFevXuW3335Ta1YZ6wXn5uYSGBhIWloahYWFFdZh0u9eQNLB9WbbXVxccHR0ZNSoUej1ej7//HP0ej2FhYX4+fmpUxWNKwaC5dpVlv6eKCfXodPpqF+/Pu+99x7R0dFkZ2dz9epV6tSRmrb/bZJ4+oucuJ7B1dQ8tq5cwoIP3zJ5LTAwkPfee4+DMUlsNZjPfy755QNunzusDisdNGgQS5YsUV+3srLigw8+oHXvIdzILCLUyxFvbR7169dXv/hXrlxZzcLb2Njw1ltvsX//fpYvX467u7ta4DQhIQEou8F2HzqWox7mdSyMRe2Mw/51Oh1OTk64ubnh5eVFYGAgvr6+ODs74+joqP538eJFDhw4wLRp03BycjJ5zdbW1mQZ0C5durBp0yb1555TF3OiyEv9uVd0AGtOmK/sY2ybg4MDVatWJTU1lZKSEtzc3AgKCqJPnz44ODgwfvx4OnbsyMCBA/nxxx/JycnhiSee4Ny5c6xfv57MzEw6d+7MjBkzyMnJ4ZtvvuG7ddt5f+53+Pj6MXnTpQqvDWX1niIiIoiIiKBGjRpERUVx9OhRunXrhouLC/7+/ny5fAv9vj9mdp7kH1+jMPGiusLgli1b6NDhzspPly5d4qmnniI3N5effvqJpk2b8tVXXzF58mTy8/NxcHBgzpw59O/fn23btjF16lSOHz9Oo0aNsLW1pUnnfuw8do68pKv0bl2fKVOmmLXBSKvVcvv2bby8vBgzZgyenp707NmTWrVqyZQ8IR4xxjhjW5RJt8dqm3xJc3BwYOzYsTgG12KBhRU0c9dMoejmJfVLd/Pmzdm3b5/JPr1792bk2x+RZdAR6uVI3UpuREVFcf78eRRFwc/Pj9u3b6tFV3v37k1OTg7Tpk2jcePGQNkKp8Z7jkajIbxRO4rbjDNrj/F+qtFocHNzw87ODkdHR1xdXdXaeQEBAeoXWON/xcXFzJo1i08++QQ/Pz+T1+zt7U3izIQJE3jhhRfUVfQmLjvEslNp6us96viz7pT56J3y9/qWLVty48YN8vPzcXR0VJNkrVq1YsKECRgMBubPn8/mzZs5duwYbdu2RVEUli9fTlxcHJGRkbz//vu0atWKKVOm8MXSjTR+vCsvvjSKN9acuee1IyIiaN++PWFhYdSoUYM6derg5+eHl5cXrq6uZGdn8+XyLWa1owBu//AqhYkX1YU/unfvzooVK9TPxzjdcdu2bbzzzjuMHTuWM2fO0LlzZ7KzsyksLGT06NFMmzYNg8FAhw4dOHXqFOHh4URGRpaNfKvRmEWrt/DBpPEM69GuwoK3AMuWLaNv3778+OOP7Nmzh6effprmzZtjZ2dX4TFCiP8+Y5wJ9XIkKsCZcePGERQUxBtvvMHJkycZMGAA/fv3p3abbozdnGB2vPEeZmdnh6urK7dv37Z4nfLJFm9tHnq9njp16pCWlkZsbCwFBQUmtYA0Gg0ODg5ER0ebxa5KdVugffINi21RUq/i6elJTk4OxcXF6uyE8sLCwoiLi0Oj0dCxY0eSk5O5ceOGmoQxxs3yq73Z2tpibW1tMqPDyFIB9Yo+pwdl7Fgxtl+j0ajFwu9m/GzRWuHVeZzZ6+nL3mTswO58/PHH6PV6atWqRUJCAra2tqSmpqLRaAgICMDZ2Znz589XmExL+el18m+cN9k2a9Yszp07x5EjR7h06RIuLi7k5eXx9NNP8/PPP6sdKx4eHuTl5VFaWjai2vh5ent7Ex8fr57PKSQKxdELTW4K2ozrZGdnY29vT/369UlPTyc4OBgnJyd27NjBiRMnqFSpEuK/RxJPf4G7ezHL9/w5ODjQpk0b3Nzc2BGXi22r4WbHG7Petv6R6Lwro81NIffaWfXmZhxd8/PPP+Pm5qYeN/S16ew4ehbH0jzO773TmxgZGUl6ejp+fn5kZGSo/8izsrLUObwREREMf28Bnx3JNGtPI8MFimP2k5mZyc6dO81ev5f3338fDw8PXnzxxQr3KS4u5qmnnmLdunUm243B7quZ0/l57gc89d5PxOnC1deHNPJn3gtPqDdFBwcHnn/+eSZNmsS5c+f49ddfOXDgAFeuXCEzM5PCwkK0Wi3PPvss48ePp0aNGmrdiaSkJN577z3Wr19Pfn6+SQ/y1MW/sPCC+dzi4j3fcuvQBqysrEhPT1eLyhYXF9O9e3cmTZpEz5496devH1988QVg+e+GQ+w2PD09cXV1xcnJiby8PPbs2WN2vXXr1jFy5EgiIiJYtWoV6enpvPTSSzg5OXHkyBGKi4tp1KgR06dPp1u3bmzZsoX333+f9PR0tdciJiaGK1eumCyhevfKGs7OzmRlZVGn50gSC63QpF/ng+HdGD7c/O+qEOKvca84A9CxY0e8vb3ZFZ+PptkQs+Pv7l11qxxJdsJlChMvAuDp6UlkZCRffvmlSW28H3/Zx1sffkZpVhKJp+4UGnVwcMDFxQUPDw8KCgrUoqR6vZ7MzEw1oTRw8hdsSHYza49n7CbahTmzdOlSzp07p46wfRBHjhxh5syZLF++/J4J8p49e7JixQpsbO6slmeMM0d3bqFesAf7cr1Yd+nOdPaRrcLY9snLbN++HSjryGnZsiXz5s2jsLCQ33//nV27dnH+/HlSUlLUh6MGDRrwwQcf0LRpUxwcHNTPYt68eXz33XckJSWZrMzUdthErng3526l+75Xe5A/+ugjXnnlTi/zyy+/TJcuXZg0aRIlJSXs37/f4ohd4ypGVatW5ZlnnuHnn39WV1+9+/OKj4+nd+/epKamsnjxYho2bMiwYcNwdXVl7dq1lJaWEhQUxIQJE9iwYYO6kt/evXvR6/U88cQTzJ07Fzs7O27evImdnZ0ae+9+IEpISGDG0u2s2H4EQ8pVGnoWq8udCyH+enffS3zTTzOudQidOnVi+vTp/PLLL0RFRfHCCy/Qfex7Fa5GZnymMSaWSm5ftpggcXV1xdramlydF8FRDXGhkNLkK5w4ccJsBIxWq+Wxxx5j3759Zklu59qP49FpXIVtcXJyws/Pz6xuUeXKlbl16xYlJSUoikJBQQGbNm1i9erVDBs2jB49episCN6gQQOSkpJISEhQV7Qz3lPvfn/l379DZFOLNZ7+DGNSJqncokcajQatVmuSoCuvopFKGVvm0K9JGN9++y329vaUlJQwdepU3nnnHfWZ0dfXF3d3dy5eLPuOcHcyLffIakqOrSEvLw8HBwd1SqNWq+Wbb75hz549LF++nMGDBzN06FA6d+5MWtqdjh93d3cyMjJwcnLiiSeeYNWqVbRo0YLDhw9TWlpq8e+Lk5OTOrvm5MmTXL16lTfeeIPdu3dTXFxMWFgY58+fR6fTsfyP65xKyKROkBt9G1ou4i7+/yTx9F924nqG2YpoAJUuLMPXuoC6devi7OzMxIkTsfIJt7g63ECfJH7cdQZq3Bn1knVwJXkHyqZRGG8Cjo6OtGjRguLiYuLd6lIS0cZk/6w9S3BwcMDOzo7x48fTpEkToqOj8fAoK+S3bt06xo0bx+rVq3F1deVWsR0Dl5wya8/akc3+7cJtBoOB/v37q9e35NKlS3zzzTfMmjXL4uubNm1i9+7dzJo1i2fHTWb1b3t5a8xw3nyhP2lpabz99ttMmjSJsWPHsnnzZkpKSggICKB79+5cvXqVwMBABg4ciKurK59++ik///wzDg4O2NraotPpqFy5MkFBQVhbW6vDSHfv3q1ev+uQlznt94RZu4y9E8aihkOGDGHmzJl8//33jBo1CkVR+Pnnn3nqKdNejjdmzmfe4pUYsm5RkFC2ApFWq+Xo0aN0796d/Px8jh07RnCw+bxwg8HA1KlT+eKLL+jbty/Tpk1j2LBhuLu7Exoaik6n47PPPiM1NRWtVku/fv0YNGgQb7/9Nvn5+bi4uHD48GE8PT2xtbXFzc2Nc+fOmV2n2tjvKbC/M22iTpAL60e1MNtPCPHfV1Gc8Tv9A342hbi7uzN8+HC6detGkXOAxeWs23OSc7s3E+tQA8eGd6acZR1aRf6BpWqvo06no3bt2vj4+BDrWJOisJZ39jVOo7C1xc7OjqeeeoouXboQHR1NpUqV0Gq1FBQUEBQUxPvvv0/fvn3ZfymRUevizdrz/4kzULYyW3JyMm+//XaF+9w9sra87Oxs+vXrx9GjR7H2rUKe1pEIP1f+2LoSgHHjxjF+/Hi+//57PvvsM3Jzc3F0dKRz585oNBoKCwvp27cv0dHRbNq0ialTp1JSUoKzs7Na3zE0NFStcVFSUsJvv/2mPjBFNu1AUSvz2kzle8Hd3NyoX78+ixcvRqPRULt2bTIyMujXrx8//fSTyXG7zsbTpd9Qs6kaK1as4KWXXqJ69eq0bduWqVOnWvw8tm7dyvPPP09QUBArVqxg/vz5XLt2jaysLJ599lnee+89Lly4gMFgwNvbm0OHDjFhwgSuXLlCeHg469aVTX9o2rQp169fJy4uzuwaAUNmY+MXof5c09eBzeMsrx4ohPjvqijOOB2Yz/UTe8jJyUGr1WJlZUVxcXGFo2CSFk8wS7RkH15Nxs6FZvva2toS2nM8haF3vm9WlJS5OxFl/NnJyQmDe2W8B3xssS36pBjs7e2xt7c36WS2srKicePGHDhQ9p6bN29OXl4e165do6ioSO1MgbIOCE9PT7VciXGVPDCfalcRW/9IKtWoz43zx9RZJZaSK8Ypfw/Czs4OT09PMjIyKC0tNelUNl7T0u+oZuIWtvzwJe3bt+f3339n6tSpBAUFMWzYMHUfR0dHFEUxGdFVPplmn3+bJk2acPHiRUaPHs1rr71GUFAQCQkJdO7cGScnJ2rXrs306dPJzMzE3t7epA02Nja4uLiQn5/PBx98QFRUFJ06daJLly7ExcVx8uRJ9bM1DjYw/k58fHyIiIhg06ZNnD59moEDB5Keno7BYOCjjz5iuzaakwlZ6rXqBrmybpR5R4/4/5O5Mf9lV1MtF/4OrdOEsLAwZs+ezbhx4ygsLCTv+rmySv3lZB9axebNm02STlBWeM7GL8Jkqc68vDx+/fVXDO6VTZJOxv3X7D5OpUqVqF27Nn369KFdu3Zq0glQEzP169dnxIgRtI4KIf/oOpPzjGwV9v96GDBmuidNmlTh8NpLly5RtWrVCs/RsGFD5s6di6IonN+7hbxzO5k5cRR79uzB09OT+fPnU6lSJVatWsUvv/xCu3btyMzM5Msvv+S3334jLi6OKlWqUKdOHRYvXsz169cJCgpCr9cTFBREUVERly9f5uDBg5w4cYKLFy/i5uaGjY0Nc+bMwd2QRcEx0znLxac2q1/mS0pKKHGrxKqj1/Gr2YRRo0ZRUlKCnZ0dycmmBXqvXbvGF1NeIe/cTjXpBGVZ++joaDQaDX369GHo0KEVfp7Tp0/nxo0b3Lp1i5o1a9KpUyd0Oh179uyhuLiY6dOnY2dnpxb/HTlyJF27dqV3794cPHgQg8FASkoK7733HhkZGfTv3189f79+/fB7rJdJ0gngVEI2y/+wXABSCPHfVVGcqd6oFTVq1ODatWs89thjpKWlkRt/xizOZB1cyc9ffMCLb31oknQCylb38QxRe0z1ej1//PEHZ27mmCSdoCzOHIxJonHjxoSFhdGlSxd69OhBcHCw2utrb29PamoqI0aMYNu2bfRsEW3Wnv9vnAEYPnw4165dY+vWrRZfLyoquuciCs7Ozpw7d65sunrqVQxxhzi1Yz2vvvoqGo2Gzz77jJCQEKZPn86RI0d46aWX0Ol0rFy5kuXLl3Py5Em8vb2JjIxkwoQJZGRk8PTTT5OTk4O/vz82NjYkJCRw5MgRjh07xvHjx/Hy8kKn0zFs2DC6N6+D5uLvJm0qOLYeQ8qdhI3eOYCLhS7UbtONmjVrkpaWhrW1tVofo7wX+zxJ3rmdJkknrVaLnZ0d3bp1IyAggLlz51p80AF48sknSUhIoHv37tStW5ekpCTatm1Lbm4uCxYs4Oeff8bDwwNFUcjOzqZp06a4u7vzyiuvqPWbioqKUBSFqKgo6tWrpxYIbtCgAWHtB5oknQDO3c6XOCPEI6KiOBOflq+uEGpctRvurEZWnvHnu6eZuTTubblYtGeISdLJeKylfcvfz2vWrKmOZM3NzSX/xnmLbTHeDwsKCtSkk6+vL3Xr1sXHx0etLwSQnJxMUlISpaWllJSUoNFoqFq1Kh9++KFar8jFxUUdtWOsPfig9Ekx5J7dgT4phtDQ0ArvxXcnnZydnU1+Nia8KleuTGFhIYmJiRQWFqpJp/Kfk6XfUfahVRzc9DOOjo4cOHAAXUBVanUZyob9p9Xpe1D2zFm+BqTxfMY4k5WVRbdu3QgPD6dv375otVo1ubR582a+++47Jk2aRGRkpDoKGMpGSxunLDo6OhIWFqau4t2vXz8SExPp0qULQUFB7N69W61V7Ofnp57DOKulV69e1KxZkytXrpCcnMxnn33GmlO3TJJOACcTsiTWPCQy4um/QFEU4uPjmTFjBpsPncOu22SzfdaObMayeR/y9ddfk5Vl+g/Aq2oDiu09KLgdj3VWApVb9qGg7tNm58jdNo/041vVWkDdu5cV4L5lH0xipXZm+/tc+YUNn7+NXq9n7NixPPbYY4wfP95sWeNff/2Vbt26qfOE7QKrMf6dD3jqyVb/sSUqz549y5tvvsnatWvVL59GM2fOpFGjRrRq1crisb/99htPP/00ubm52NnZqdPEJk2axMSJE7ly5QqLFy/mwIEDtG7dmkGDBlG5cmUMBgOff/65ml23tramcuXK1K5dmxYtWpCRkcEXX3yhFoRNSEjAx8cHvV7Pzp076du3LzVr1iQ+Pp7U1FTsg6rjE16LpJhTai0SFxcXbBo+hWODHmp7sw6uJP/gzzz77LOMHj2aunXrotfr1SVWdTqdSYBp0qQJhw4donv37jz22GNs2bKF06dPc+rUKYKCgu75uZav/2RlZcWNGzf4+OOPiYuL47PPPuPy5cukpqYyZcoUDhw4oK66pygKLi4urNl9nGdfegV362LO792CoiiE93ubkhDz0WnPNKrE+z1r/4nfuhDiPykzM5Nly5Yx9YtFFcaZ9Njj9OnTh+zsbJP7TPn7V2nylbLpcyGNSI3obHae1E2fknd2BwCtW7emSpUqHM+wJi2ii9m+wTd38fbADrRo0UJNis+ePRsvLy+T/W7evEmzZs24du0aALqAqjTv1JuZk1/9j8WZgoICunfvztdff01oaKjJa+fPn2fRokV8/LF5LzhAWloarVq14ty5c+qXZb1eT4cOHdi8eTPZ2dksX76cdevWUblyZZ577jkaNWqERqNh7969DB8+nJiYsrjg7e1NVFQUjRs3JjQ0lKlTp1KjRg3Wr1+PwWAgKysLb29vjh8/Tvfu3fHz8yMlJYWkpCSsfasQVL0eNy+dpDDxorpQiHvrISarCBmnzzVs2JBPPvmEOnXqqDWvbG1tCQsLM1kp0NPTk9zcXKytrYmJiaFOnTrUqFGDJ598kjfffPOen2thYSGDBw/m999/p1mzZmzZsoXWrVvz1ltv8fjjjzN69GgmTZrE1KlTWbduncny3oqiEBsby/NvzOBqWh5ZCbFkXj6JV6cxONbuYHYtiTNCPBoqGvF0v1pEdxfGrmh6l+3xZcT+9iNQVny6bt26nMmxx+UJ80V4yk8Nv5u1tTXVq1cnISGBjIyMe7alIuVHTxmnqxkMBnXamrW1tVoXyriYUvmRSJamuJWv//TvKn+NSpUqmRRWv1v16tUBuHDhgsX3VD4dYCzlMuH5Acya9DK5ubm4u7ujqdsD58a91f2yDq0ic9cik+vodDqsrKws1rLy8fGhWbNmrFmzBkdHR4qKivDy8iI5OZnQ0FCio6M5ePCgyfTAgIAA9fnFxsaGyMhIbt68SUhICD169OCzzz5j+PDhODo64uHhwZUrV5g9ezYBAQHk5OSoSdCmTZtyNVtBr3OjIPkapMWj0WhoPHo2cdpAs7ZKrHk4ZMTTQ1ZYWIi9vT3h4eF8//333D5/mMcDTHN9wx8L5p1Rg1i8eDGFhYVmCRZ/2yIqlyahT4ohPz+fuFOHLF5rxXdzqVevbCW70tJS1qxZw5o1a4g7edDi/u9NHIufnx+VK1dmzZo1eHh40LlzZ/WmZJScnGwyksqQEodz2oX/2MMAlK1UMHDgQCZOnGj22sWLF+854qlDhw506tSJoKAgfvjhBzZv3oynpye+vr506dKFDz/8kA4dOrDt/9j777Corrb9H/7MDDND70gHQUSxYC+IHXuvsfduYowae4m5o9HYu9EYY4u9l9hb7AU7dkWUIoL0PjDr/YNntgwzqMmd5/t7n/vmPI45YHZZe+2196xrrXNd13mdPMm0adNwcHDgxIkTTJs2jZMnT9K4cWNmz55N48aNefPmDfv372fZsmVSiuqdO3fi5+dHtWrVmDlzJpaWlrRt2xYbGxtOnDghEXXWmgRqlgARHy5ty7Pz0iOd4IN32vr166lSpQrfffcdXl5eDBo0CBMTE65cuYJcLkcul6NSqTh79iz169fn8OHDvH79mrt37zJ48GA9F9eiUKZMGe7du8fo0aN5+fIlOTk5TJ06ldKlS+NdtQGXonNRufpz7NgxateujUqlklZlLOv2ZuD2RyjrDyatzghs6vcF4G2Y8fevhEnWJ+tTjGIU438HgYGB2NvbM2LECGIfXsPyjX6/P6KBLxf2b6Zr164IIXB31x9oyRNf069BgJRSOjQ0lCeh+oKsOrSuV11akTx37hzr1q3j0bXzRo/t1qoRTZs2xdTUlB9//JHRo0fTvXt39uzZo3dcSkqKXhrr7OgnJN858Y/aGTMzM9auXcvQoUMNVmY/ZWccHBzYvn07ZmZm/P7771y4cAFbW1tGjRpF37596d+/P9bW1uzZs4eff/6Z6tWrc+vWLRYuXMiSJUsoVaoUkyZNYvDgwWRlZXH69GmWLVtGXFwc4eHheHt74+7uTnBwMC1atEChUFCzZk3c3NxYsGAB5cqVyxdpT4igfSVX8t69kBZpFCVKGaSutgnqiqV3Ba5du0bdunUJCQmhU6dOlCxZEo1Gw8WLF3F3d5e8AM6ePcuaNWvIysoiKCgINzc3OnTowOLFi4tcadfB1NSUHTt2cOXKFU6cOIFWq+XixYssWLCAzp07k2fryeXoXIZNmcO8efNQqVTSxM3Kyorv9t4mvHQXqN0Pmy6zsG3Qj8xCArQ65L0L/7cna8UoRjH+fVw8sIXUa/r9uOrFuU8KYBf0ggHQJEQZPS7i/nUgP4QrIyODCxcukP423Oix2uS3QL7Xps4LR7e4ERMTw7179wxsnrG6AEyfrr9oUzAjHeTbgry8PIQQksi1q6sraWlplCxZUiKZCnoi6Y4tiL/ajxVMhKFDwWt8jHSSyWRMmjTJYH5XVPhfTsxTcp5cIPzmWdLT0zE1NSXd1EmPdIJ8D+jC3mYWFhb4+flJ33U2pkaNGrx7947Hjx9z/vx5qe5BQUEAhIeHc/PmTYl0kslkeHp6EhcXR/ny5bGxsUGj0fDo0SMOHTrEpk2bWLZsGQ4ODly+fBkH/2osO3SVJ/HZyOVyoqOjyc7O5osvvsDExIRwm0qo207DqtlXlOg9H3XNL8jJyeH6UX0PLx0qedgW2Z7F+Pso9nj6fwAnJyfi4/OzyKhUKtLT02nRazgjJ87ELDeVaSN6ExkZSXJyMt9//z2vXr1i/fr1kofRsmXLmDlzpl6scWHRthENfAkUr/jmm294+vSp3rXj4uKoNWwOb+0+ZMizjblBc+dMqlWrRtWqVSlVqhQymYzIyEhGjx5NzZo1GTduHPejU3kem8K4oX14c+cCJUuW5LvvvqNTp05YW1v/4201duxYgoKC9HSP2rRpw6FDh4x2ujqUKlWKSpUq0b59e86ePcvWrVtZt24dnTvnd5KXL1/m3Llz3LlzBzMzM+rUqUOjRo0IDAw08PC6f/8+PXv25OHDh8jlcho3bszp06fJy8vD2tqa58+f4+TkhFvFOixYu5kLR3az7qdpWFlZUaZMGSIiIggMDMTc3Jw8r2rcNatsUN+CHgMFUaNGDcqUKcPVZ29J1qrJeR/Jv0YP5NSpUyQkJHD16lXc3d1p1qwZu3fv5urVq/j5+RncQ2H88MMPrFu3juTkZJKTk3FpPgx1lbbS/uH1ffn163a8fv2a3NxcWvQeQZhbS4NyHELXE1DCjFPyKnrpVrOiHhG7eTx2dnb89ttvkrddMYpRjP83+Prrr6UkBQAHDx5k6/HLNOnYk4olnVn1wwSOHj1Keno6gYGBfP/993To0EFalezduzfh4eFcunRJr1yHkEFYFgi361HJnnubZ3H8+HFp4GxpaUlaWhpOTQdjXq2DdKxp+AUa2iZJdqZChQpSsoJZs2bx8uVLlixZQmSmCeHx6cz/bjw3j+3GxMSESZMm0bdvXwPPpH8CJ06cYMeOHaxbt06yK3PmzKFevXrUrVu0rsOYMWO4d++epEe4YsUKWrZsyYIFC3B1deXOnTucO3eOS5cuSRmXGjVqRFBQEBYWFnplpaWl0b9/fw4ePEhubi6+vr6oVCoePXqETCbj999/z88E1bg9XQd+iSorke++6oe1tTXNmzfn8OHDlC9fHjc3N5Js/XnqEGRQ36LsjJOTEyEhIaSnp3PlaQxZSmsGd2uHWUYsV69e5cKFCzg5OaFWq7G3t6d9+/ZMmjTpo6GIADdu3KBLly7k5OQQGxuLubk5Tb9dwe1sJ+mYMtrXnFvyjSRCPmTSbH6JsDUoa0ZtM6bsuW3UzqjVagYMGMDq1as/Wp9iFKMY/zyEEHTr1o2DBw+Sk5NDm35fUbl+cxZ/P4m0iAefLqAQVCoVVnV7Y1mzk7TNmG6TbmHUIrhXfsj3R44NCAjgyZMnmJiY8Pz5c2rVqkVMTMwnPZxKlCgh6R8ZI9wL6yx5enri7+8v6QsJIUhOTkalUuHs7MybN28MytGJjOtQkPyxsrKSPHR0x+qEzD9Wxr+Lj7WL7p6L8kwr7G1W2HtKV761ux+p0S/Ijn4iRXjovMaKWtwwMTGRSL6ivM6EENg3HohVgfcn/eZ+4k+tk747l6tl1Atc553n3GeBnq0xy4jlyved9BJ0FeOfQTHx9L+I3NxcatSowbNnz8jOziY3Nxc/Pz+ePXtGu3bt+Prrrxk3bhxv3rwhKyuLjRs3EhUVxdy5c4mNjUUul0upQpOTk0lPT9djt7efvEqehSPHd23iwPqlkjj0woULWbdunV760Pv37xOZpWT6vGX869uvaFLFj8ePH0taEi9evEAmk1G2bFmqVKlCZGQk17JcuZXlIJXRo5IDc7obFwD/p6DRaOjQoQPz58+nXLlywMcFXwGeP39OpUqVqFChAnK5nPXr19O2bVuqVatGWloaZmZmBAcH07BhQ6NE08ewbt06xo8fT1JSkrTN3d2dET8f45dLEdI2q8ir2ISflTSSIN8w/LB6C6ufWxQulrebxmGWkZ9mvGCsNUDv+bu58P5DyujGrnlwZz+Ojo7s3buX8PBwyXU4Pj6e6tWrS50vfDBiMpkMKysr6WNtbY2VlRWJchs2RDtRGG83jSM7+gkAjjVaYxEywuCY7PNrmdqzKbm5uUxbfwS1mz/Z0U9Jv/9Be2Tu3LlMnGiYprYYxSjG/w6mTp3KggUL8PT05MWLF1haWnL//n1++OEHvvrqK0aPHs3Tp09JTU2lY8eOTJkyheDgYNLT09FoNJQpUwaFQsG7d+/IysqSsvIA9OnTh29+WMLGvUc5sOUXYh7ke2QOGDCAkJAQunT5MAEYOHAgw6fOZfKPi2nTsBaje+WT2bdu3SI0NJQHDx6QnZ2Nh4cHVatWxcLCgrXXYom0LieV0dxTxpqRrf7X22z27Nk4ODhIGVX79evHwoULDUIAdUhJSSEgIAB3d3eioqLYtm0bO3fu5MyZM5QtW5acnBwqV65Mw4YNjRJNH8Pdu3fp3r27lA1Ihyk7rvH77Q9haTl3j/BlsDs//vijFM4hk8noOHgMoQ6NDcqN2TgW0/S3ZGZmEhAQwL1796R99evXp95XC9hy64POYC3rFJLPb8Te3p6dO3cihKBdu3YcO3aMVq1aFTnRMTc317Mxuv/DUwRb4w29DHSDfZlMxjdLt7I32srgGLeIk8wb2YU2X89GUcIXbVw4SbeOSvu9vLyksMxiFKMY/2+g0WgYPHgwe/fuJS0tTfrtJyYmSovlfwUWFhbY2toSFRWFpXcFFHZuZMa+MiA/fHx8CA8PR61W5491HUoaECUFPZMUCoWUvEG3uGJVt/dnZ4orSHLY29vrLfwDVK5cmefPn0sSH/b29qxYsYIuXbpgaWlJTk6OpGEHHzKymZubf6hPIZLJGJycnMjIyNATLv/U8QVDmY2ROoW3FXZkSL66G+2tvahUKlJSUqhRowaXLl0qUnhcN3eQy+WSoHdBasG2YX+jRGHBMMGC7aKDbn/BkERzc3M92+fm5ka8sMSlr2HyKV29rK2taTxoErfVhmFzBUmzOr3HkWHqRPSDK7y7egBHR0dOnDhBlSpVjLR0Mf4uTD59SDH+DqKjo6lSpQoKhYLQ0FCCgoKYPHky7969Q6vV8uzZM2bOnEl4eDhCCE6dOkVycjJjxoyRytARQLm5uezZs4fY2Fh69eoF5Lu2z5/0JY8fP0ar1eLi4sLWrVtp1Sp/wN6nTx+cnZ2Jj4+XMgrN+3ooO9atw9fXF4CKFStSsWJF+vfvD+S7fT558oTQ0FDC3qZzy9RB75623X3PF3US/9HQh8JQKpX8+uuv9OzZk/3796PRaPQEz3VIS0tj9+7d7N69m5ycHKysrAgJCWHdunVMnDgRHx8fEhMTOXr06F8imgpj8ODB3L17lxUrVkiGKEFmrUc6AaR61ObZmXx3Tblcjp+fH+fPn8fFxQVRKN2s+uV5sqOfkE1+3PrSpUuJiIjgypUrRKTJ9EgngDMxCoYHNcPHWsbcuXMpVaoUERERtG/fnuXLl7Nu3TqjkyWtVktaWhqpqamkpKRIsc6nX6YZHAvQuf8I9i+Zgru7O7WDq/KnkWM2rVhAz+Z1mDdvHomhf+Dk5ER6IU2yM2fOFBNPxSjG/wNotVpatGjBpUuX2LNnD9999x1Dhw4lLi4OLy8vXr9+zdChQ3nx4gXZ2dl8++23jBs3DgcHB2nA5+DgQE5ODu/evePbb79l5MiRuLu7S/sfPXpEo0Af8vLyUCqVTJ8+nSlTpkji4L1792bLlnwdjpCQEJZ9N5YRHTrQuXO+16O3tzfe3t507JjvNSWEIDo6mtDQUI7ffKJHOgEcfyO4/fp/184ATJ48me7du1O5cmVq167N+/fvDfpRrVbL2bNn2bRpE0lJSSQlJfHll1/y+++/8+233xIcHExsbCw3btz4S0RTYVSqVImTJ0/i6ekp2RmVq78e6QSgqtSaf60cS152tjTI37VrF82bNzdIa27/9iYRMU/RTQW/+uorIiMjefToETdu3CDd1EmPdAK4lmJNJfcybP11KXZ2dqxdu5Zbt24RGBhIw4YNGTXKUFtFl1K8oJ3R/Y2zMIP4bINzzEp442GWi62tLX3aN2evEZ2YrPjX/PTTTyTdOkq7du04VIB0AqQFORsbm89t5mIUoxj/BpKTk+nbty8DBgzA39+fWbNmkZGRgb29vQHp9LmZ1hwcHHj9Ol/EOePNQ7QRD7CwsJD6LZVKRU5ODuHh4dJvPTk5GWKeGpBTWq2WOXPmMGPGjA+C5jk5qNVqcm08DATMbYK6kvH0ilSOru+tWbMm16/nh/mVLFmSRo0a8dtvHzLs+fn5SWTE/fv3qVKlCgkJCXTqlO9xk5KSokdcyeVySbtXR65YW1sbhHvriDPdeba2tqSnpxvVSioIlUqFVqslNzeX+Ph4Pa2nwqSTTCbT26Zy9Tdsl9pdSIy4RXLkI8qWLUtoaChKpRIRH478yWm0ZT5oBidf2SUtWMvlcvr06cPq1aspWbIkkZGRmDj76ZFOBdvdJDlSr40KokSJEjg5OfHkyROCgoK4cOECkK/3FBQUxObNmxFC5OvzljQiQg84lAwgOvoJKSkpHN+1mRK95xscUzDM05dYtBkxvHx4FhMTE7y9vSUHiGL8cyj2ePpfwIULF2jVqhUlS5bk0qVLNGjQgHbt2vH9999z584dOnfuTExMDBqNBktLS27evMmzZ89o06aNXsyvSqWia9eubNq0idDQUBo1ys9Ml5GRIaWKLFWqFGvWrKFWrVp6dZg9ezarVq2iRo0aksv7mjVr9OJuP4Y9tyIZt+uuwfZFXSvRqerHBa3/CVy+fJmNGzfSdcQEzoU+pHPTulTysOHChQusW7dOCnfLzs7m8ePHlCxZksWLF/P48WOSk5Np3bo1wcHBH415/lxkZWWRkZGRL6wnkxXZNqNr2pL7/DLHjx9n586deoSZc7laeARUJfzeNdIiHqBQKBBCSMaxTZs2dOzYkbvJava9NQxh7F9WhlNaOF9++SUpKSm4urqSlZVF+/btEUKwb9++z76fogQhN/cJpKyTKU5O+d5QhScyNlHXuLx6Iu/fv6dq1aosWbKE3r17Y21tbbBq07RpU06cOPHZdSpGMYrx15CcnEzlypVJTU3l5MmT/PHHH2zfvp379++j1WqpX78+t2/fRqPRIJfL+fnnn+nQoQO+vr56AqsKhQJ/f39OnDhBiRIl8PHxITs7W0r/bGFhka/D8913DBs2TK8OV65cYdCgQVKIgIeHB926daNbt26fdQ97b0Uy9v9DO5OcnEzHjh35ad0ONu07xsCubajiZceLFy9Yv349p06dwsHBASEEaWlpPHjwgJ07d1K6dGnGjRvHnj17cHZ2lrzM/h0IIYiNjaVEiRLI5fIi7cy0Jp4oXody8OBBunbtSs+ePaV9fcfM4OC5awRX9OOPzauwtLQkMzMTmUxGXl4epUuXZtSoUZibm3MjTsbRpBIG5XtGnuHC5vzV47p163Lp0iV69uzJmTNn9ARfPwcHLt5l9JFIg+3L23rRts6H0P/CtqaDvzmL+jWgVq1aeHp6snfvXgYPHsyvv/6qV46NjQ0RERHF5FMxivG/jNevXzNw4EBmz57N6dOnmTp1Ks7OzuTm5kpZ2z4XOlLGxMQEMzMzUlNTiwy30hFYtra2mJqa8vbt2yLLtbCwQKlUShEKOr0nhUKBsnTwZ4WJGatnwbpMnDiRDRs2UK5cOcqXL8/27dtJSEjA0tLSwCuqIJRKJTJHH8lLKzf2OfAh093HQuc+Foqmq1deXh7m5uYolUqDxCGFofMuksvluAa1x6SeoV5s8rFlpNw7lR/GZm+Ph4cHbm5uXLp0iSwLF+y9y5Ic+Uwv+7ZcLqdcuXI8ePAAGxubfF0op/I4tBlrUL7Nw/3cP/QrQgjMzMwMSDgzMzOWLl3KzJkziYmJwd3dHXt7e+7fv0+1atW4efOmdGxRnlj2N3/l9qn8uZGjoyPK6l1QVf6QAKWwx9vIkSN59eoVWVlZfPHFF0yaNIk7d+7g7e1dZFsW46+jmHj6h7F8+XImT55MzZo1WbduHb///ju7du3i3r17PHjwgKFDh3Lz5k1pMtC/f3+2b99OTk4OHh4evHr1SiorKCiI/fv3c/36dTp06CB1UBYWFlhYWHD+/HmjYqh79uxh4cKFpKSkcPr0aXr27Mnq1avx9zfOCuvw8uVL9u7dy7Fjx7jyNAanXobZfVJ2T6eKlx21atVi9uzZH9Vd+ncx69B91l0ukM7y4QlUj47i6+tLxYoVpdVqf39/Dh48SPny5cnJyaFVq1acPHkSZ2dnIiMjP6lL8bkQQuSHQv6yncM5AQb7320ZjywhAktLS96+fSu1zbNnz6hYsSJqtZqyZcty/fp1zM3NmTBhAl26dKFKlSqSwSlVM4TcxmMMytaFJqhUKjZv3kz58uWpUKEClpaWaDQaatSowfDhwyWPOGPIyspi586dTJgwARHYDrNqH3SYcu4c5vyysZQurZ+++vbrRMLj07l/+TSZkY9ITU1l5cqVREREULVqVVatWoWnpydnzpwxEGQ0NzfnwYMH/ysaLcUoxn8z7t27R4MGDbC1tWXdunW4ublRp04dnj17hkqlYujQoRw9elQS6548eTJLliwBwNXVlZcvP0zyq1evzoQJE2jYsCH+/v7SObq+Zf369XTv3t2gDhEREfTo0YNHjx7x7NkzJk6cSOPGjT/aB0G+t+rOnTs5e/Ysh688wKbrLINj4n6fQEAJMypXrszMmTM/mb3z30FhO2Py7Ax5oXtxdXWlSpUqNG3alKZNmzJt2jRSU1NZty5fN2LAgAFMmzaNoUOH0rlzZ0aOHPmP1SkpKYmlWw7wW5ShJ+vbTeMwSc4nc0JDQ6UxgFarxcvLi5iYGIYNG8bq1asxMTGhevXqnD59msqVK/Ps2TMgfxJ04OJdRux7aVB+zMax5L17Qbt27di9ezdmZmbI5XIsLCwoXbo0fn5+bN68uci6CyG4dOkSkydPzv+74yq/3/rgudXIWcP60e0Nxg63XycS+uwNe35bTXb0Ew4dOoSZmRnVqlWjTJkyLFiwgGvXrumFdkI+cTpt2jRmzpz5eY1bjGIU4y/h9u3bjBs3jsGDBzNq1ChSU1MpU6YMkZGRejIUhWFqakpWVpYBgaMLnZLL5Tg7O/P27Vu9/bqwuoLQeT4VLEtXvg7GhLJ15xVFTqTumUF29BNkMhnp6emUKlWK58+fGxxnaWmJiYkJPj4+aLVaoqKiSEhIMCB47O3tyczMNCBSCoezqV/+iebGLsLDwzE3Nyc7O9tAbLxUqVKSrf7YVF2nl6QjsIoKeTRGbhXVLgUzEw4fPpxr165RsWJFtm3bRm5urnQdY2XqnpGpqSkyRx+jnkZDvJM4tGE5165dk84xMTGR5saQH4qokyKxtrZm8ODBrFixAo1Go9ceMpmMfov2cTb2QxBX8pVd1DJ9S3R0NI8ePSI3NxczMzP6j5vJpn3HpBBNnRB97dq1cXFxITs7m4ULF/Ljjz9Sq1YtVqxYwcOHxhNdFOPvoTir3T+Ivn37Mn36dHr27JkvChoYyNy5czl37hw7duxgwoQJem6OgYGBHDx4MJ95dvIlzam8lB3A09OTq1evUqpUKdq1a5fv5igE5cqV4+nTpzRs2BArK0NdhNDQUH7++WcePXrE9u3b6dWrFytWrPgk6QRw8eJFpkyZwunTp8l48xD5k9N6+53f3yX11X3OnDnD0aNH/1dJp9uvE/VJJ4ByzTBxKc2DBw9Ys2YNgYGByGQyUlJSKF++PJBvZOrWrcu5c+coXbo0O3bs+LfrkpOTg7+/P66urnh5eXFi21rUL/UD0ZKv7CIr6jEZGRnk5OTQo0cPduzYQVpaGpMnT0aj0ZCRkUFGRgblypVDrVbj5ubGpEmTCAkJkcIBX4WeM8h6mHxll2QAdARl+fLlCQ4OJi0tjezsbC5evPjRlSCA5s2bM3DgQGJjYxkbUop9I+qwqGsl1ncPIPbEWqpWrUrHjh31YsmreNnRqaoH4/p35sGDB6hUKo4cOYK3tzfXr19n5MiRxMTEMG3aNObMmaN3vYyMDOrVq/e3270YxSiGIbZt20ZwcDA+Pj4cPZofhlStWjUpQ1rHjh2xsrKSdONcXFw4evQomZmZ5Nl6kuoQINkZR0dHHjx4QN++fXF3dyctLQ2VSoVarebgwYMsX75cT39Oh9TUVAYPHkxUVBTz5s1jypQp1K9f/5OkE+R7GX399dds2bKFpBd3SL66W2+/CDuGMiWK0NBQdu3a9Y8tHBiDMTuTW7oxtqUqExUVxebNm1EoFFhYWHDixAkpLB3yV0dXr17NF198wa5dxrPi/FX069cPd3d3nJycmDVmMNZR1/T2p9/Ym5+FKT2d7Oxsxo4dmy/OHhnJgQMHJM+DvXv34uTkhIWFBV27dmX48OH4+/tjaWmJTCZDo9Gwe80ChtX31StfZ2t0EyC5XM7+/fvJysri/fv3XL16lbCwsI/ew/Lly2nWrBkXL16kTJkyzO5aU7I1aXu/Y/O3+Yst9+/f1zuvipcdg0MCsciKY8SIEUyYMAG5XE5oaCgPHz5k0qRJkrd4QeTl5fH9999/dAJcjGIU4+/hjz/+4NtvvyU6Opr+/ftTokQJzMzMePDgQZG/OZWrP1YVQ9DaeRlkhDM1NZXmQK6uriQkJOjpk9aqVUvqf3RZugGJTCkYmqUjnQoSTgbZ2f7nvJyYpyRf0e+n02/so1pJBxo2bEhmZiaurq5GSSdPT09GjhxJu3bt2LFjB/PmzcPJyUmPdDIzM8PExISEhAQ9MkzXHoXD2bJ96/NWky+rkZGRoUc6OTjky5y8evXK6D0VRkhIfuhbQeJGl/FUB4VCYdSjyli7FJxzAGzevJmwsDAOHjyIiYkJQgipXW1sbAzkTIQQKBQKVCoVmZGPDMrPDD2AVc571Gq13jkuLi5A/iKKQqEgOTmZIUOGYG9vT3Z2NqtXr5aE1k1NTVEoFBLJ9V2HSlR+d5L4QwuJ3zqRpPMbuXTpEnFxcVL7qVQq1s6ZopfFUAhBcHAwL1++pFevXjx//pzs7Gyys7Olufe8eYZOGMX4NyCK8beRm5srhBAiMzNTVKpUSbi5uYlZs2YJrVYrBg4cKAChUqlE7dq1xdChQ0X58uWFSqUS1tbWwsLCQrx7904AwrZBP+E96bD08Wj9pQCkj0wmE7Vq1RLe3t7Stc+fPy+mTp2qV5+TJ0+KOnXqiFKlSom5c+eKJk2aiAcPHnzWveTl5YmOHTsKmUwmXXfnzp3iVkSC2BP6RnhWridkMpmwsbER1tbWwtraWsyePfsfa8vC2BP6Rq9NdB+bSk0FIORyuXB2dha+vr7CxsZGrFy5Urx48UIIIURUVJTo1q2bmD9/vmjZsuW/XZe8vDxRrlw5AQgrKyuhVCqFTCYTKld/YVG+kVC5+gu5XC6125o1a0RcXJxYu3ataNeunWjevLmoVKmS6NSpk9i0aZPo27evcHd3F1WqVBGpqakiLy9PDBs2TMTGxoqyZcsKQPjWDJHKLvgu6N6H1q1bCysrK73tkydP/uh9bNiwQSgUCmFtbS1ev34tbddqtcLd3V0Aonbt2iIjI8Po+cOGDRN37twRISEhIjY2VgghxOPHj4WdnZ04cOCAEEIIV1dXg/rWqVPn334GxSjGfzN0tmbs2LHCxsZGNGnSRKSlpYkLFy5I/VHJkiVFixYtRMeOHYWFhYVQKpVCrVaL06dPC1dXVwM7495qpMFvtXTp0sLKykpERUUJIYTIyMgQTZs2FVqtVqrL+/fvRaNGjUS3bt1EUFCQGDFihFi3bt1n38uqVauESqWSrtm4cWPJzgyd/KMAhL29vVAqlcLe3l40a9ZMZGdn/7MN+j8oys44Vm8lZDKZkMlkwt7eXpQuXVoolUrxr3/9S1y+fFnk5eUJIYRo3ry5iIuLEyVKlPhH6jNjxgwhk8mEUqkUzs7OAhBqtzJ6tkBnawIDA0VWVpY4dOiQ6Nevn2jcuLHo3r27cHFxEbt37xYTJ04UVapUEZaWluLVq1dCCCF+/PFHcfv2bTF8+HABCDMzM2HmEVCkrfHw8BBt27bV2+bg4PDRe4iNjRVqtVoolUqxcOFCvX0hISFSGUWNTQ4cOCAWLlwoRo8eLQ4fPiyEEEKj0YiAgADRv39/IYQQX375pUFdLSwsRGJi4r/5BIpRjGLosGLFCuHl5SWUSqWoV6+eXr9t7COXy4VT08F6falDyCC9Y+zs7KT/FQqF9L+JiYmwt7cXw4YN0xvrFuzzjH2srKyEubm5UCqVetu9vb2NHq9y9RdWFUPyx+8WFqJmzZpCLpcLd3d3YWJiYnB89erVhVwuF4MHDxbDhg0TCxcu1KuPp6en1Ffr7qlq1ar6fVP5RsbnM5WbGVxPrVaLFi1afLSddddxcnISKpVKGnfLZDJha2srHB0dhVwuF2ZmZp8sp2C7FGUHHBwcpDGFbpuZmZmoWLGiePv2rXBycpK229jY6D0/lUolbG1tDcrv1KmT0fYODg4W5ubmAhCWlpaSHdZ9LCwsRNOmTUWzZs2ESqUSgwcPFoAwNTWVnsuQIUP06lmlShVRpkwZo+8rIGrVqiUCAwPFmDFjxFdffSWCg4PF+fPnxfjx40VMTIywtbUVMTEx/1//HP9jUEw8/Rto06aNGDBggHB2dhb+/v7it99+k/bZ29sLlUolfHx8xPjx44WTk5OQyWSiXr164uqzt2JP6BsxecEaoXL1N9ohqd3KSD/chw8fCicnJxEaGiqVr9VqRdOmTSWSID09XTg5OQkzMzPh4eEhmjRpIu7cufNZ9/Hy5Uvh6ekpOnbsKJYuXSoUCoWwtLTU+6FVqVJF6oBWrVol4uLiRMWKFUWlSpXE+/fv/5kGLYBbEQlG22XXmRuibt26okGDBiI7O1s0a9ZM1KhRQzRr1kyULFlSODk5CWdnZ2FraytatmwprK2txfPnz/92PR4/fiy8vb1F/fr1hZWVldRRFjRqarVa+r9atWrC1tZW/PTTT1IZV65cEV5eXsLU1FRUrFhRrFixQiQnJwtnZ2dx6tQpg2sePny4SOOwaNEiMXDgQD2CUGe8LbzKiy0Xn4pbEQkGZV64cEHY2tqKGzduiO+++85gf0hIiOjRo4fw9vaWJlWFcePGDTFu3Dhx584d0bVrV2ky+uDBA2FnZyeOHDkidu/ebdSgVWw3yGi9ilGMYnwcW7duFQEBAaJ+/frC3d1d9OnTR+Tk5AghhBg6dKjUH3Xr1k0EBAQIhUIhbG1txYsXL8StiASx+tgtYVGxidH+1MKrvPQ7nTlzpmjWrJkYNWqU3vWnTZsmzp07J33v2LGjUCqVQqlUikGDBomff/75s+5Do9GIli1bipIlS4rr168LExMTYWpqKlasWCEds2DBAmkQ2a1bN5GXlycGDhwonJycxPnz5/+B1tRHUXZm05E/xdixY4W1tbXQaDRi9+7dwsHBQXTp0kWUK1dOlChRQrI1gYGBwsrKShw6dKjIvvNTyM7OFi1bthTu7u4iODhYGhDrxg2ARDDqJlseHh6iRYsWEikXHR0tevXqJRQKhfDy8hKjR48Wr1+/Fu3btxd9+vQxuGZcXJzBZE33qVixoti0aZPeRLOgzfl51zGxJ/SNQZ+enp4u3NzcxMKFC8X8+fMNBus//vijaNWqlbC1tS3SLms0GtGkSRORnp6ut8ih0WhEmTJlxJAhQ0ReXp5BnZVKpbD2CRSbLzwptjXFKMbfwLt378TevXtFXl6eaNiwodSXPHnyRNy8efOjpIVbnQ7CNbiT0f5URza4uLhI/UjB/kRHtvv5+QlHR0ej1yiKfLK2ti5yn1qtlkiMgp+ChIxarRY2NjZ6JJhEGFlYCK1WK1xdXYVSqZSuI5PJhFqtFrNmzRK1atXS6yeNkT1FzfMsS1b8bGKo8MfJyUmYm5vr3Z+Xl5dwd3cX7dq1M3rff+ejVquFXC4Xffr0ES4uLpLNkMlk0lhDt3Bt7GNraysqV65s8Mx1z7Rwuxd8ljqyyswjQLi5uQm5XC7Onz8vMjMzhUqlEpUrVxaVK1cWMplMyOVyiZwyNTWVtsnlcvH06VPRqFEjqVxTU1PpfYR80rNMmTJi+vTpYurUqaJ9+/aiX79+onnz5iIlJUXMmzdPBAYGSr8T3UJZsZ35eygmnv4moqOjhb29vfRjP3LkiBAi/4Vcf+aB8K7aQFSvXl1YWFgItVotZDKZmDVrlpi0/aq+d1Ov2cYnBOUbSaRCv379RLt27QzqsHHjRvHLL7+IvLw80bNnT+Hp6Sn9cBctWvRZ97FhwwZha2sr1q9fL27cuCFsbW1FeHi4OHPmjN5x33zzjRg4cKCe15UQQsycOVPY2dmJrVu3/r2GLAK//PKLsG3YX69NbBv0E9bW1qJatWri7du3QgghfHx8DFZOs7OzxeLFi0WdOnWESqUS3t7ewsnJSZQoUUIEBgaKHj16iGXLlomnT59+tA7fffedsLOzE5s3bxZCCPH8+XNhZmYmTE1NxdSpU6VObOTIkdKqS0pKiuS55OnpKUJCQsTw4cNF9+7dxZAhQ/Q8oRo3biysra0NVmnPnDlj1Ag27T5EtP/mRzFl4VpRokQJ/YlCn+l6bdVz3k6pvAcPHghbW1tx8eLFT7Z7s2bNxIABA4zu05GdWVlZYv78+WLt2rXSvrt37wo7Oztx4sQJ0bx5c+Hl5SVMTEwMvCzm/PHwk3UoRjGK8QE6L0grKysxfvx4odVqpYFPxYZtJW9blUolZDKZqFKlisjLyxPNJqwyaluM2RmZTCamTJkinJ2dDciTqKgo8cUXXwghhPjtt99EcHCwdE6NGjU+6x4eP34s3NzcRI8ePURmZqZwd3cXa9asEXfu3NFbuDh8+LDo1q2bsLGx0SMtzp49KxwdHcXgwYP/NrlTVL3sGg0wsDMKhUL4+PhIdvDrr78WgwYN0js3Ly9P3Lx5U/j7+wsXFxfJxjg5OQk/Pz/RunVrMXPmTHHx4kXJY80YTp8+LZycnET//v1FXl6eyMjIEFWrVhWmpqaiWrVq0mLHwIEDhbm5uTAzMxPbtm0TeXl5ok+fPsLGxkaEhISITp06iXXr1gkPDw89T6gWLVoICwsLcfDgQYNrW1hYGE7kfALF5LX7Ras+I/W8DwDh7+8vqg36Qa+9Zh8JE0LkE0N+fn5iwoQJn2z3DRs2CC8vryKf5bRp08Sff/5psMiRnZ0t/Pz8xMiRI8WhQ4ekyQcYeo4X25piFOOvwdvbW8hkMmFiYiLUarVYuGGP2BP6Rtx4GWeUVDA2xjP2sQ5sIh1fFNmtUqlEcHCw0T6pIEFVkLwwNTUVdnZ2RsfLgME4uTDxoCOKChMiums5OzuLXr166ZFJCoVCuLi4iIoVK4qpU6cWeT8GBEyhdnJtMVxv/8fu21jdChM53bp1k+pna2srETh/xetJ1zY6wsbBwUFaZDc3NxcWFhZS28nlcjFp0iQxefJko+UUJJB0ZGJBgk7l6i8CWvYTZh4Bxp9d0yF67dXtx21CpVKJrVu3ii1btggbGxthamoqXFxchJWVlXB0dBTm5ubCxMRE2NjYiOrVqwu1Wi0cHBwkjzBfX1+JkNK9j3369JHub8+ePaJHjx6iTp06YvPmzaJx48aS127ZsmXF8uXLxZw/HhbbmX8TxeLifwE6oWUfRwuGdWnOjRs3UCqVWFlZ8erVK1ZejNTLzJJz9wgxR1dL3+u2782bAEORVmOIP7KE9PungPy41PPnz1O7dm1atmzJhAkTaNSoEdnZ2bRp0wa/Wk1Q2Lnx6+IfEfHhLFmyhOHDh3+0fK1WS9euXbl+/Tp//vknNjY2+Pv7s23bNpo2bVrkeeXKlWPq1Kl6Wh6PHj2iWbNmVKhQgQMHDvxbmhxCCL755hvWrFmDTCbj4qNIIhIyGdW/G9H38zOx6TKmabVaSpQoQXx8vNFymjdvjlarpX379owaNYqcnBwuXbrEmTNnuHnzJk+fPiU1NRWZTIazszPly5enTp06VK5cmaFDh0q6Hi9fvmT//v1YWFiwZ88eVq1axXusGPvdXEqVsGLL0lnk5OTw008/cfjwYapVqybpopw5c4Y1a9Zw+/ZtoqOj2bjxQwaF+Ph4WrRoQXR0NPXr16djx460bt2aOXPmcOnSJb7//ntiY2MZPXo0ssod9LIxpFzdLWVjULqUNioOuGdYbZxNMqlUqRLr16+nffv2n2z/nJwcPD092bJli9H3YPXq1djb29O1a1fat2/PokWLJEHyW7duERISwvbt22nVqhUmzn5G65V18AdWfP+tgUhsMYpRjHzobM2DK2f47qt+KJVKFAoFv/32G69sKunZGdnjU7zav0T67uPjQ/9xM1kf6fDJ6xS0M0qlkjFjxjBnzhx++OEHMjMzmTt3LpCvPVShQRuOXrpF+N2rvL79J23atGHPnj0GWhKFsXr1aqZMmcKqVavo0aMHQUFBVKhQgV9++aXIc6ZOncq1a9c4deqUtE1n754+fcqpU6cMEiH8VRw+fJiBAwcSFxfHst8P4l62CmsXzuL41jVAfoak2NhYLCwsKF++PGvWrKFu3bpG66pWqzly5AjXrl1DCEFYWBgnT57kypUrPHz4UNKZsLa2pkyZMtSsWZNGjRqxatUqzp49y549e6hVqxbDhg3j66+/pnHjxoSGhvL69Wvmr9/Fk5hEdvyyHKuc9yQnJxMSEkLv3r15/vw5vr6+7Ny5k65du7Jw4UJKly5NdHS0Xrv9+OOPzJ8/nwYNGtC8eXO6dOnCu3fv6NGjBxMnTqR27dr07t2bKMfqekknMkMP8O7kL5KOhplHgFGh2L3DgxjSqSnly5dn06ZNn9X+LVu2pESJEno2UYdXr14xc+ZMNmzYwPz587G1tWXIkCFAvo0KCAigXbt27Ny5k7dv3xZpa0o+28253b99Vn2KUYz/NhSc0+xbt5gffvgByNcK+tfBe6wpYGcKZwADULuVwaXvwk9ep6CdKQhdtjYTExPUajWlS5fmYWwGpk5eZMW91tMZ0tVLlwUP8nWVcnNz8fDwMBAjLwqnTp2iZcuW5OXlGQiD67K9Qb4djYiI0DtGJpNRp04drl+/jlqtJi0tzUA4/WMZ6Mw8ApDbumKRl0byy7tG9RPhgyC6DpaWlqSlpUnf1Wp1kefK5XKsra0l/S0rKyuDrNNGr+nqj8rBA0uRAe9fIZfLiYuLw8XFhejoaPLy8pDJZKjVarKysjAzM0OlUtG0aVN2795tIPQO+c9LqVQCkJmZKQmRFxZaL/xuWXpXwKHHXIM6tjIJY/vKuVhZWREbG4uVlRXz589ny5YtPHnyhKioKIQQDB48mG3btrF06VKOHj3Knj17KFu2LNWrV2fLli16bZWZmYm7uzvx8fH4+vpy5MgR6tWrx/nz57l69SrTp08nPDyct2/fUq1ZZyw6zjSo174RdajiZffJNi5GPoqJp89E4XS/2gfHeHN4BQqFAiEEvb6eyp+mtQzOK5gZwK9JTzTVexocYwwFU3w6OTkhhECj0ZCcnIxKpWLbtm106tSJBqMXE2H+QTi8rZ+a5YOafLTsiIgI6tWrR7Vq1dizZw8ApUuXZsiQIUyaNOmj5968eZO2bdsaCHxqtVoGDhzIH3/8wd69e40O0D8HGRkZNG7cmOvXr0upkq2trQkICODJkyd4eHiQkpIiieWOHj3aQKRUh19++YWrV6/y/Plzzp8/X+Q1c3NzuXTpEqdPn2bXrl08ffoUMzMzLCwscHZ2Ji8vj0ePHiGTybhx4wYnYs303oWu5W3Q3t7H/fv3uXv3LkOHDpUMeFhYGM2bN8fc3JxKlSqxcuVKYmNjeffuHfHx8cTGxjJ58mSaNGlCfHw8L1++JDk5WUqBbWpqSqs+I7lp38ig3rp3y6J8I6NpYh2eHebNn3uYNWsWQ4cO/exncO3aNVq3bs2rV68MUoQnJyfTp08fDh48yJs3bxg8eDCHDx+WjMuNGzcICgoiLy+vyHrFH1pIiYxXepm1ilGMYuSjsK1JvrKLtEu/k5eXR9ngFmTU/dLgnIJ2xsXFBY17FSybGh5XGAXtjFqtxsHBgfT0dJKTk5HJZHzxxRds27aNoav+4GTkh/MqyGM4PHvwR8vOzc2lXbt2PHr0iAsXLuDh4cHIkSO5fv26XipkY9Bqtbi4uHDhwgWDzK2bNm1i9OjRjB8/nilTpnzyHovCmDFjWLVqFRqNhs2bN9OrVy++/fZbli5dihACV1dXevfuzZw5c3ByciIuLs5oOW/evGHChAmcOnWqyGN0ePToEcePH+fIkSOcO3dOmiTY2Njg5ubG9evXyc3NZfDgwfz8888G70I1swTSLm0hISGBjIwMSeg7KyuL1q1b8/z5czIyMnj+/Dnv3r0jNjaWuLg44uPjWbBgASqVCnd3d548eUJSUhLJyclA/oSqUdcBPPfpaFDngu9WUX2647MjOKa95NixY5/X+CBNGH/77TdatmxpsL9jx46sX78ea2tr2rdvz+LFiyWyMSsrC3d3dyl9uWWFxkZTdscfWkjKvVNSlqRiFKMY+TBmZ3ST/8/JdAZQomYbzBp/fJEb9O2MDjqCRi6X07p1a/78808sgnuhDGylVyfNzd2kp6djaWmJg4MDr1+/loieEiVKkJOTQ3Jy8icFuCFfrNzNzY0TJ05IxI5MJkMul5OXl6dHnuhE0XULBhkZGeTm5koZ+XQwMTEhNzf3k9eWyWS4uroSHR2NUqlEJpPpkUu69jAzMyMnJ8cgw92nUL16dd6/f09gYCDHjx83IIEK1qNwWxUmgswjLlHP6j1nzpyRxNZ1faipqSkZGRmYmppiaWmJpaUlr169onPnzuzZswd3d3eioqL02rJgm33Ou1XknObpYW7vW4OFhQWXLl1CqVRSr149atSowenTp7Gzs+Pdu3colUpatmzJnDlzJIeCK1euUK5cOfLy8nj27Bl5eXkoFApyc3MZOXIkGzZsICsri1q1auHi4kJ8fDx79+7l66+/5v379xw/fpy+M1ZwIdfXoF6LulaiU9X/vcy7/2kotsafgduvE/U6aAB5hRaoXP0l1vxNsnH2WWnvLv3/Ouzjg22987ISpf+bNm1KYGCgxMTn5OTQuXNnAhu10yOdAA49z+b260SKwsaNG6UU1fv27ZM6/UqVKn2SdIL8zs3b25uFC/VXOeRyORs2bGD79u107NiR4cOHF8n6fwzm5ub06tWLSpUq0blzZ4nQmD9/Pvfu3SM1NZUtW7bQqlUrli5d+lHvrJ49e/Ly5UtCQ0MZOnQoUVFRRo8zMTGhUqVK/PHHHwC8fv2atLQ0oqKiWLFiBVlZWQgh0Gq1NOzc3+Bd2BWWzKHL94mIiMDExITZs2fj6OiIi4sLISEhaDQaXr58ye7du6lYsSJdu3Zl/PjxrFy5kmPHjlGjRg1OnDhBcHAw33zzDXXr1kWhUGBpaUm1atVwK1PZaL1175Ymwfh9Pbh8BkvvCthWafbRd6IwatWqRb9+/WjSxJDAtLGxwcnJiefPn+Pp6cmAAQOYNetDOvTXr19LHhBF1UuTEEV4eDi//fab3ipOMYrx3w5jtsYmqCtyJ1+EELzXKIyeV9DOvH37ltToF591vYK/0eDgYGrWrImtrS2Q7zW6Y8cOHPyr6ZFOAA+0rh/tU548eYK3tzc2Nja8ePECDw8PNmzYwP79+7l06dIn6yWXy5kxY4bRLHl9+/bl2bNnbN++ncqVK0vkw1/F9OnTsbCwYOLEifj4+AD5nl0XL17Ex8eHmTNnsnnzZsaMGYONjU2R5Xh6eqLVahFC0LVrVw4fPlzksWXKlOHZs2fcvn2bvXv3kp2dTVxcHIcOHcLHx0dKqb127Vra9h9l8C6EZtrzKi3fW/bp06dYWlri4uJCyZIlCQsLIykpifj4eLy8vGjVqhVffvkl8+fPZ9euXQQEBPDs2TMcHR0ZOHAgI0eORKlUolar87O2+lcyWueC71ZRffrDa+cY9f1C9t6K/GxbY2JiwqFDh+jdu7fRFfk+ffqwZcsWFAoFq1atYtSoUVJWpuTkZL0MTTnvIw3O19W3V69exYscxShGARRlZ3TZTgv+5vWOqfMhYkOlUpEd/+azrmes39BqtSiVSuRyObdu3cLSu4Ie6aSrk8baHbVaTdmyZXnz5o2Uwc7Z2Zl3796RlJT0WaQT5BP/9+7dkwgfhUKBra2tRAoVJmt05aalpUn/6wgUGxsbqlev/lmkkw46T9SKFStibm4OfCB0dPOlvLw8A9LJWAZxuVyOvb09kL9oZG9vz/jx45HJZEZJpxIlSujdkw7GMu5leAez9cQVXr16JW3TzYF0nlYeHh64urry6tUrzMzMOHHiBIBUJw8PD0xNTTE1NcXLy0sqp6h3S2nvLs33ipzTXDmDW8U6ULImuTYeBAQEYGNjw8mTJ6lbty5VqlSR2ubevXtUqFABBwcHZDIZAwcOJCwsDBsbG2mMk5eXJy30lytXDjc3N27evElcXBwDBw6kb9++LF++nKioKL7++mvGDOlttF4+jhZGtxfDOIqJp89AeHy60e1qR08sLCyQy+U8eWqYghMA+YeJQlFpK9Pun9bbZv/2JtVK5odJmJiY8ODBA1xdXQ0Gv+ly4y+7sfpqtVo6d+7MtGnTuHXrFgMHDgTyB9+vXr1i9+7dBucUhW3btjFnzhyjxFLjxo158+YNz549w9fXlxcvPm8CVBDz5s3j119/Zd26dZiZmQHQpk0bKlSowLBhw5g/fz6///47hw8fplmzZkWWs3r1as6dO0d6ejqbNm3Sq69uogCwZcsWfH19adWqFY8ePcLdPb9jNDExoX79+gQHB2NhYcGTJ0/YsOcPo9fqM3Icu3bt4tatW2zYsAEzMzOio6N5+/YtsbGxLFy4UEoTGxISwq1bt/jzzz/5448/OHfunBRyN3HiRObOncuhQ4dISUlh79692JkYpkCFD52zbV6S0ffK3D8IbZNxTNgbRsfVl5l79NFnPgFYuHAhSUlJBgQjwJAhQ1i3bh0A3bt3JyIigitXrgDQrFkzli5dSpkyZciJeUra9b0G9dKtagwcOJALD9/8pclKMYrxn4yibI2Zc0lMTU1JzzC+ilnQzoBxW5Pz7pXed9OXf9K/bUNpUHvv3j0sLS3x9vbWP66E/vdP1fXnn3+mdu3aLFiwgG3btkkTizFjxnDlyhW9FMofw1dffUVMTIzUtxSEo6Mj9+7do2PHjvj5+bFt27bPKrMgvvnmG7p06cKcOXOoU6cOkD8hqFWrFvv27WPixIncvHmTNWvW4OzsXGQ5V65c4fDhw7x//57du3fz7Nkzvf06u/PkyRN8fX15+PAhr1+/pm3bttIxAQEBdOjQAbVaza+//opGo6Hb4FFGrzdk7FTOnz9PeHg4SqWSs2fP8vbtW96+fUtycjKOjo54enpiZWXFuXPnuHz5MidOnGD//v3s2LGDc+fOMXXqVKZOncqSJUtITk7mzp071ArwMXo9nZ1RKBQokt4YtTXqUjX5cv8rxu66+5dsTY0aNRg8eLCUDrwg2rZty8GDBxFC4OXlRb9+/Zg9ezaQ7wW+Y8cOaeEpJ+YpIb6FvHP/x9Zs376dDYfOFduZYhTjf1BU3/2pxUzz0jUlcionJ4fkl3c/aWcKjvkKQqVSodFoyM3NJSoqiqQ84xIdZiW8adeuHS9fvpTID4VCIS04yGQyZDJZfv+kML4wA/n9l6OjI69fv5a2yWQyEhMTyc3NNRrFAfkePmq1Wo8McnZ2plSpUjx8+FCaA34KQghsbW1RqVTcvn1bCoXTXUcXXWCMyCpIFpmbm0uh92lpaSiVSrKzs7ly5QpVq1blyJEjeueam5sjl8tJTk42aB+5XF4kEYSlE97e3tL4QAiBjY2NVEZqaqoUbZKdnS0RUrrokIyMDIkEK7joX9S7pch4T/PmzQGQJUQUOacxaTUZhzZj6fTzFXw7jcXd3R2VSkVoaCgDBgxAqVSi1Wp59eoV5ubmtGjRAgcHB44dO4a/vz937tzRmwsOGzaM+Ph4du/eTWZmJmq1mtDQUK5evcro0aMZN24c7dq1QyaT0TaogsF8vVtFO70wu9uvE4ttzSdQTDx9BjxsjHeINcp6k5GRgaWlJZ7ubkaPkRciqpPObyRm41jiDy8icUd+mIBlxQ+DLsW7J3RrUZ/ITBNMTU3Zu3cvJ06cYNWqVSxcuBBzc3MaNmxIcHAw82aMN3rNwuxrREQEJUuWJC8vj4iICGl198CBA6xZs4Zr1679JVd0Hx8fatSowcSJE43uNzU15fTp08ycOZPq1aszb948hBAcOnTok2WfPHkSU1NTqlatanT/jz/+yKNHjxg1ahQKhYLu3bvr6VkUhFqtllYVTExM8PD44Ao5bNgwBg4cSKNGjZg2bRpXrlzhX//6l9FyTp06RZ06dRg0aBD9OrcyekybBjUJDAzE2dmZvn37UqlSJfr06cPr169ZuXIla9as4enTp3Tt2pWHDx/i6+urF5O+Y8cOjh8/LhkPXeiBk5MT3389gOH19d07CxrztLQ02nkLUk+tJvX2H8QfWULG0ysGqxg///nyL3WG586dY9asWQYTqVq1ahEaGiqtGi1ZsoRp06aRmpqKlZUVw4YN4/Hjx1y7do3gYMOQS50hs2s0gBH7Xv7lyUoxivGfCCEEi7437nWamxCFRqOhSqVAo/vlMsNVUZ2tUVzfQtr906hKlJT2ZT48x7huTcjzrIbSpTT/+te/uHPnDsuWLWP//v1YWlpSpkwZOnTowOiBPYxes7Cdyc3NpVWrVsydO5f79+/To0f+eQkJCTRr1oxt27YZkFqfwtKlS+nfv3+R+7/77jsuXbrExIkTadGiBTk5OZw/f14KISsKubm5HD58mEWLDF3+ASpUqECTJk0oX748JiYm3Lp1S08boiAsLS31FoUaNGgg/X/mzBnKlCnDtGnTCAoK4l//+hdnz56V7FJBHDx4EA8PD/bs2YOzszPfDu9n9HohNSri5eWFh4cHq1evpmnTpqSnp3Po0CHatGlDcnIy7u7uNGnShFKlSrFz507p3Pbt2xMQEMBXX32Fubk5I0aMQKVSoVar+apHm4/amby8PKpUqYJV8kuSLvxO0oXfidk49t+2NT/99BNpaWnMmzdPb7tSqaR69epcu3YNgB49evDy5UuuXLmCXC6nZcuWnDhxgoSEBJpPXMXplx+8Z9Pun5bChmwb9GPTW+diO1OMYvwPLLTGiSeREgvkE7kZz64ZPaZisL4nfNL5jbzbMp74QwsN7Eza/dNkPL2CVcUQibDSobC9KoqQkKXFcfbsWRISEvTO0Wg0qNVqbG1tEUJgb29f5DxGJpORl5fHmzcfPLTkcnmR3kq68Dtra2uysrLIzMwE8sPYZTIZ1tbWpKam4u/vT1ZWVpHRHQX1D2UyGUlJSXrhdQXvJzc3FzMzs4+W5ebmpnc9mUyGVqtFpVKRnp5OUFCQnieog4ODdHyNGjUMPKmcnZ3JTTQ+fzLJTODVq1colUocHR1RKBRkZ2ej0WiQyWSS7Asgla+7DyEE8fHxZGZmYmpqKt2zUqks0gEjJfwehw8fxsTEhOzsbLS39xF/ZIk0p8l6fs3AzmjLhDBm1lIcHR3JyMhg06ZNeHh4SORYbm4uJiYm3Lt3Dw8PD0qXLo2fnx9JSUmSzd63bx8pKSmULFmS2rVr07VrV3Jycti8eTMVKlSgRo0avHz5kpUrV5JRuqnefD3t/mkW9KnHwYMHgfzw1Y6rLxfbmk+gmHj6CP7880+cnZ2p5eds8EMJsknFLCMWb29vcnNzuXfJUDgPwN5Eg42NjfSS29vbs+y7scwZ2gFbW1uDH1JeiTKsvpNBVv1RTNlxjbZt2+Ls7Iy1tTUtW7bkzz//xNraGj8/P/q2qkeIq34nNayejx77WjC0bv/+/VLH/OzZM/r378/Zs2extrb+y22zefNmfv311yLjiAH69+/PkydP2LRpE97e3nzxxRecOXPmo+WOGzdOWtU0BrlczqpVq3j58iUajQYhBFWqVJFWDwpi1KhR7NqV/9x0wniQL1y6Z88eNm7ciI2NDS9fvjTQEdFhzpw5ODg4cPHiRS5evIgqJYpuFfVF5EY08DUQltu/fz+HDx+mXLlyXLhwgVevXpGYmD8QP3v2LFOnTqVq1aqSR5FKpWLTpk106tQJrVbL+/fv9cqb1DKAfSPqMKt1aWI2jtUT4jMzM+OpeTmsmozAqkorHFt/g0N9wxAVgOfvUj/bLdnFxYVly5YREhJiILDYrl07iUi0tbVl+vTpjBunH5OtdCnNXU0JvW02QV1RupRG5eqPda3Oevv+KjFWjGL8JyAmJoZ69eohl8u5dPB3sm4d1NtvE32NBhW8USqV3DpvXEPHNCcZHx8fXF1dgfzV3dmzZ7Pi+2+pULKE3mAJwKxcQ2bfyOFUujuu/RahrN4Fd3d37OzssLW1Zd++fYwcORKFQsH8iSPxTHusd36fas56fd6zZ8+k0LqXL19KJL9Wq6VmzZqMGzeOFi1a/OW26dKlC3l5edLAzhgCAgJ49eoVrq6uuLq60rZtW4O+qDB+/PFHqlevbqBhVxCbNm0iKSlJSkAxcuRIjh49anBcxYoVuXHjBlZWVtJ3yL/3YcOG8fz5c9asWcPz58/p27ev0Wu9evWKAwcOkJGRwR9//EFqaiqHfluGCDuud1xhW9O9e3dKly6Ni4sLEydO5NatW2g0GsLDw/npp5+4cOEC48aNo02bNtKE5MCBA+zYsYN79+4VaWcWda1E0s6penbG3NycNL8myFtMxLZer/xPhQZFrpi/LMKrwhjOnTvH3LlzefLkid72wYMH64nQL126lKlTp+qFaL9KhccyL73zLP9nomssjKTYzhTjvxWPHz+mRo0atKhR1mBOk337EBlvHkoL08mXdxgt4/6lU5iamkrfvb29yY5+giYhysDOWFYMwbXfIuxbj8G13yJsG3wg0wt7vhojJDJD95P66r6UQEg3DtUROtWqVSMxMRFra2vi4uKKJJJ0Y17dHEBH2BQFHx8ftFotWq1WCtWC/EUUIQQZGRk4ODhw586dj2ox6eqjs8uF61MQWq1WjzQqWF+AevXqkZqaKnlOyeVyVCoVWq2W3NxcvSgOyJ8rJSYm0rBhQwAuXrxoUHZsbCzZ0U8M2j333hGSXtzB1tYWKysrtFot3t7e5OXlSbpXuuvpvK+uX7+uV3bv3vlhaQXJN939SQ4YhxYazGd0baaq+QWOrb+R5jRWtfX7cR0mzl7E7t27pWRTMTExZGVlERAQQHZ2NkePHuXt27c4ODgwdepU7Ozy7acusgXyEyMJIdi8eTP79+9nyZIlZGZm0r59e4YPH05GRgYmzn4GtsSyYggmzn506dKFCw/fGISvFtsa4ygWF/8ICjPyoREJ3H/1lp3rVtCwYklOnz7NyZMnpQ6ssECb2auLpF/6nTZt2rB9+3ZOnz5NZGSk5GLf4ZsfuWNmXFdBh8Jq+Q0bNuTatWtkZWXh4eHBDz/8QJzWglKVg+jVrin2IoXff/+d+vXrS1nrzp8/j6/vh5XMjIwMfH19Wbp0Kd26dfvb7dO7d28UCoXRrDQF8fr1awICAsjIyMDDw4PXr19z502SlE1Dd38vXrwgODiYt2/ffvLaCoUCuVxOWFgYe/bsYeXKlTx9+tToSvK1a9f4ad0Oeo8YS0kHc1rVKkdsbCy2trb4+flx48YNo9dISUnB09OTEiVKkJycTHp6OsuXL2fs2LEIe29+231Er/4FsXr1asaOHUtWVhYNGzbk9evXvH79mqioKCnW+u3btzRu3Bhzc3NOnz6NjY0NISEhPHz4EFtbWx49MmTLhRCYmJhI75y/vz9RWUoce/70yTaDfAG/vHcvkMlkHDly5KOhijq0bt0ae3t7Nm/eLG1LTExk4MCB7Nu3T9o2ceJEgoKC6NChAwB7b0Uydtddg/LiDy1EJpMZFYMtFukrxn8bPDw89FzRT506hW2pyizfsIOEiMe0rBnA119/LQ3ICtsZk6dnKJP1mMjISOLj45k/fz4ZGRkMHpwv/j3jtyNsMox0MEBBW/PLL7/w5ZdfkpeXlx9K/uQJY2Yvpd+X4xk9sAfvHl3nxx9/5JtvvmHdunVMmjRJylpXEC1btsTU1FSvn/irOH/+vOQ9+jFotVr8/PwIDw/H3Nychw8f4u3trZe5SXd/Li4uXLx4ET8/v4+WGRAQwOPHj1m1ahVBQUE0atSIw4cPExwcbHBsQkICvUdPo+9X31LG1Y4l079h06ZNErkVEREh6V8URmBgICYmJoSHh0sajk+ePOH69escv/mENJm5UVsTHh5OuXLlyMrKwsnJiVGjRjFjxgw2btwokVxarZb+/ftz/Phx9u/fT1BQEFu2bGHEiBFotVrCw8Mlm1QQPj4+ksaHk5MTOJTEvMN3BseZhG4nt5phtt7Yzd+S9+4FHTt2ZMcO45PYgti2bRsTJkwgIiJCz3Ohffv2bNq0SVq8O3v2LNu3b2fNmvzsgx+zM4BRkdpiO1OM/zY8ePBAIsV1ULn6o3TwIDchCnnia4KDg/UyiRrLPpZ1bQcymQxbW1tJ2Ds3N7dIQejCeLtpHJq3z4okfiy8yoNVCXITo5ElRJCVlaUn9A0fxKp1f83MzCSvpL8CExMTnJ2diY6O1itbJpNJHki6vykpKflt9j8Z5wqLjKtc/VHau6NJiJK8RE1MTMjLy8PW1lZaeJbJZHh6ehIZGanXBhYWFqSnF03Wu7u7ExMTQ6VKlQgLC8PaJxCNmT2Zsa+MhjLq7kWlUn1W2xSuv4+PD0qlkhcvXkjtkJOTo1dnnRC6jojSQS6X069fPzZv3vyXNLAK1sWYALkx1Er+kyeXj0uJNnJzcxkzZgw7d+7E1dWVmzdv4ubmhkql4v79+3h5eUmhgBqNRnqPVq9ezZAhQxgwYADZ2dmcPHmShIQEvvrqK8aPH0/ZFn2LTJYUaJ2FRflGPHOsY7C/2NYYotjjyQh04WiOjo7SNkdHR+If32DT918RXNad1atXc+HCBb0fW/Kfm/B+spPpTb3ZOzwIzY1d5OXlceTIERYvXoxCoWD58uWULVsWExMTLvyx55N1KRiLvXHjRvz9/cnNzUUulzN16lTOnTtHn1b16FTVA3dTDdHR0bRo0QIXFxcptK4g6QRQu3Zt+vTp82+RTgBr167l0KFDnxR3TUpKomnTpvj7+xMdHU39rxcZdUccOXIkTZs25c8///xoebdfJ+JYvRWmHgGYmpoyefJkevXqRYUKFaSwwrVr10rs+tkEa245hjB2193/iQsew+XLl1m+fDmJiYncu3fP6HUqV65MdnY2Y8aMISoqiunTpzNmzBiSk5Ox1iTQqapHkSk0hwwZwoIFC7CxseHy5cv0+noq7sEdicpSSse4uLhw/fp1mjdvjo+PjxSG8fbtW8nI5eTkcO7cOb7//nvatWtH2bJl9VaKnj59iqmTl8H1Aewy9V2XdWETOvFCHfP/KRw4cICTJ09K4usAdnZ22NjY6IkP/utf/2LVqlVSrHxRgntmuankJcUY3Vcs0leM/yZUrFjRQN/G2tqaGV/2pYqdhlsn9zJz5ky9wVvS+Y2I4/MYUlHFvhF1aOctOHfuHJ6engQEBNC5c2dOnTpF1apVMTc3Z9FM4yHRhaGzNU+fPmXXrl2S/atduzahoaG0qxNIp6oedGpQlZycHKZMmUKpUqUMQut0mDFjBuHh4VLm1L+LBg0aYGdnJ+nKFYXs7GwaNWpE1apVycvLo06dOvzr4D0DW7Nz505sbGw+y864BLXDsmRFsrOzqVy5MocOHaJ169bcvXuXOnXqMGrUKMlraO21WB56tGbS/nx3+zBlabZv387hw4cJDAw0CCXTYcKECYSFheHv709cXByrV6/m7t27UspuJ3l6kbbGx8eHkydPSud26dIFG99KmJdrKK20yuVy1q1bx2+//Ubbtm0ZMWIEgwcPJj09Ha1WK6UMDwsLY/ny5fTq1YuqVavqhbbExcWRpTIusO7u6kKqES2/rKjHaDQa/Pz8PsvLtkePHlSuXNlAUL5Xr15s3bpV+t6oUSNsbGzYv39/fhsUYTOaBVUuMoyk2M4U478JWVlZrF+/Xs9TCfK9jNIfnCE7+gl5eXmcOnUKe3t7yRtE55niF3+ZijHHSL24haysLLKyskhJSeH9+/eSbSoqVK4wTOzcsLCwkASeCyP9dRhZj/9EkfRGCtEqSDrpwrusra3Jy8vD29v7L5NOpqamKBQKatSoQVRUlF7/ZGpqip2dHWZmZmg0GkxMTKTxuJ2dnUSKFySdbBv0w7XfIhzbjtPz7NJ5COlIJ4C6deuSlJSkN3c0dS9LYLvBBuGIBREVFYVMJiMlJQXL4F5YdJyJbYuvce23CIfGA/WO1ZFna9euNdo2Bb2QdMiJeUp62FmJxAoPDycyMj9pQ1pamkFIocrVH3mpIBQlShmUpdVq2b9//98inaBoAfKMZ9f1vidf2cXO1fO4d++e5PllY2PDuXPnKFOmDOPHj0culxMdHY1cLmfixIk4OztTv359rly5Ij1DS0tLxowZQ0ZGBqtXr+bYsWN07NgRKysrfv75Z8qVK4c22bhDRG5iNFevXuXGmSNG9xfbGkMUezwZwZw5c/TSNKtUKry8vGjWrBnTpk3D09NTemF1qSl9fX357bffqF+/PpCfIcjZ2VnK5hMaGoqNjQ2enp5SZ2phYYF7q5Fkl2pgWIn/wbst47HIiiMrKwtfX1/evXvHl19+ydmzZ9m1axe9evWS3P/r1q3LzZs30Wg0rF27lkGDBhmU16tXL6Kiojh37tw/0lZjxozh6dOnBoJ2ReHW60Q6rb5ssL2/Wxzffz0AmUyGh4cHc+bMkTqBpk2bYmFhQVZWFjdzPXiq+KATknXrIDVU0Tx+/Jjw8HDkcrmeu6pXlfrImk8wuN7bTePIjs5362/WrBnVqlXD09MTHx8fsrKyGDZsGImJibx9+1Zapc7Ly2PevHnMnDkTU1NTkpKSjGab+Pnnn2ncuDH+/v5kZ2dTc+iPJLvVlPYPr+/LpJYBrFmzhm+//ZaHDx/y7NkzmjRpghBCeqd0cdUlSpQgICCAGjVqsGvXLkxNTbl06ZL0Dtbv2JeIMl8Y1CNmY75HkdLeHUsyiQ27Ku0rWbIkZmZmBAYGMmvWrE+u/IeGhtKsWTPCw8Ol0MwLFy5w4sQJfvjhB+m4sLAwpk+fzp49e5DJZEZT9nL3AElJSdg3HohVzU4G7VKMYvw34OXLl1SpUkUa1KrValQqFUFBQaxatYpmzZpJ2bh0q6uWlpYMGDCAZcuWAbBo0SIWLlzInj17aNCgAb/88gt9+vTB29tbT8/Cr/M4NKUbfbQ+ybunoU6NITs7m8DAQPLy8qhQoQItWrTgxIkTfPvtt/j6+vLrr7/y1VdfkZWVRadOndi1a5eBtsaBAwcYPHgwL168+Fuh3IXx4MEDQkJCiImJ+Ww9wl1nbjD+5DuD7fFbJ5IV9RiZTMaWLVvIyMhgx44duLq64ufnR1ZWFtdz3Hgi/0Dop17fSx3zd8TGxkpu+QUH4balKmPTdZbBtd5tGU9mZP7CirOzMz179sTDw4OSJUvi6urKxIkTuXjxIps2bZJCEwBu375N7dq1UavV7N2712iG0XPnzpGcnEz79u0RQvDNN98QblOJe5oPQujD6/vSwjWbtm3bMmbMGAYOHEjp0qWJj4+X7IyFhQXm5ubY2NhQunRpqlSpQnJyMps2bcLe3p6IiAgALL0r4NBjrkE9dLZU5epPpXrNuHvhhDR5UavVlCxZEgcHB7777juaNm1q1GbqkJubi6enJ2vWrKFdu3ZAPqHYrl07jh07Jp2bnZ1NmzZt2LRpE66urkbtTNa1HeTk5GBTvy/WtbtI+/rXdGNmxypF1qEYxfhPw9q1axk2bBiAgadOQVSrVo179+7pjaH9/PyoVKkSBw4cwNLSUhr3mpiYoNFokMvlkl6SbcP+2BT4rRlDxv7viX9yUxKrLqzHpyOWTE1NJdtoamoqXcvBwYHExERJzFrXj/1VmJubS5nCXV1diYmJQalU0qNHD7Zv387gwYPZsGEDWVlZ+WHGRWRgNvMIoETv+QbbYzaORcSHo9Vq9drb1NSU7OxsyRtJVfMLvTZLvrJLL/SsIBwdHcm2dMW++xyj1yvs+WTsWZuYmGBubi61rbH20/WzXl5evH792mB/YU847YNjJJz9jczMTLRaLXK5XLKPSqXSIITwUyjK46ngnKagZ5kOusRHlpaWNG3alEuXLjF48GAWLFhATk4OpqamODg4cOTIEQIDA2nSpAmnT5+W9ICDg4M5dOgQkydP5tChQ3z11VeMHDlSuv/C920TdY37W/LtvkKhoESzoXqZGUc08GVii+I5TWEUE0//A507/pObF/hx3FCpk/Hy8sKzcj0at++Op62aYV2a6/0IZ86cycqVK6lWrRpHjhxBLpfToUMHEhIS2Lp1KxUrVuTChQsMGjSI169fk5OTI60k1qtXjz///FNycTQtWVkvRjr12m4Szm6QvpuamjJlyhSmT58O5DPS8+fPx93dnZEjR9K1a1fJ3fDnn3+mffv2QH7q5cePH3Pz5k0WL17MixcvjDLefwe5ubm4uLgQGhr6WcKxH3OLTw87K323tbVFqVTy/v17ZDIZTk5OBDZqxxPvdgbnxv0+gYw3D41ez61OB5T1BxtsTzu5kveh+YRdQEAAOTk5pKWlkZCQIHWSJiYmyOVyKWuGTCYjJycHlUqFnZ0dVlZWWFtbY29vj5OTE25ubjg7OzNv3jxycnKoV68eI6b9xPC9hpn9cg7PJvbhNbRaLebm5lKGCl3suZeXF4MnzqJ87UZSiMWAAQPYtGmTpGsVFhZGdnY2crmcSduu8PvtOKn8gsarcLpWpVJJbGwsDx48YMKECcjlcgIDA5k+fTpubsZF8gEmTZrE6dOnpdBEIQRNmzbl2LFjeu/TsmXLUCgUfPnll6SmpuJYpjoOJQN4/+qR3oQkJycHz8r1cCpVgfuXTtG0amm2bt36j0xUi1GM/3/F7deJHD5/nSsnDnB0y2og/zfauu+XWLv70atdU4Z2biatNkL+osLz58/p2LEjffv2pXbt2mzevJlx48bx8OFDatWqxYwZMzh79ixXr14lPj5e8sSpU6cO165dQ1GilDRgM/cPMgih0PUXarWagIAAQkNDpb6jRYsWDBo0CDc3N65evcrMmTOpVKkSTk5OemF0Bw4cICAggFq1anHhwgUqVKjwj7Vb/fr1pcWfz8Hn2Bpra2vUajWJiYlSX1ypcXsiyxkKqsf9PoHMyEcIIfQG1gBWgU2wb/WNwTmKG78TfmY7QggcHBxwdHQkLS2NpKQk0tPTpQG+Lo20zt7ovFIdHR2xsLCQUkA7Ojri6uqKi4sLJ0+e5MqVK/j6+rJq1SqsSlak08+GGQB15JcudXhCQgIKhYLc3Fw8PDzw9fVlyeb9Ujhi/JObtG/fnszMTNzd3UlNTSU9PZ28vDzaTV+vp9tXeJJUeBKzZcsWGjZsyOjRo4mJicHGxoYZM2ZQu3btIp/bnTt3CAkJ4eXLl1J43fjx4+nWrRvVq1eXjiu8yGHpXQGsSiBLiyMt4oFee5q6l2Xot9NYOec7XFXZ7N+/n8qVKxdZh2IU4/86CoYYNwr00SN4LEtWRGbtjCz1HSnh+h7/hfs2XRY1f39/KYuZTttVqVSSl5enJ3atdCn9UTuTcmEzWq0WtVqNi4uLRGzrIJPJ8Pb2JioqP6GGmZmZRDJ17dqVnTt3/i2iycTExKgHTrt27aS5W4MGDThz5gzly5dHLpdz9+5dPDw8EELw7t07TE1NSU1N1Tu/qBDD+EMLEeHXJHJL1zfqBMTlcjmKEqWMkvk6Eqnws/jU9QrOoYwRPh8jHQvus7a2loipguU4ODiQqnIwSgql7plBwrNbRsvWwVg4YlEwFuZZFCGnw5IlS5g7dy6JiYmYmJjg6upK6dKlKV26NBs2bCAlJQVHR0fi4vLnSkePHqV169YIIbC2tiYzM5Pbt28TEBCAg4MDnTp1Yv369Yb34OCBPC2O2qVdSEtLkzLv2tnZcejyfWIzRJEyLMUoJp4AjK6WJf+5CaVSiX3jgagrt9Hbl3R+IwqFAiEEdevWpWLFiqSkpLBp0yaGDBnCtWvXuHPnDoGBgQwaNIj79++zf/9+vLy8SE1NJSMjg/j4eHr16mWgj6T7YVbwLkFZJ1O9/RUqVCA6OprAwECWLl3KzZs3iY+P54cffkCj0dCiRQv27t3LnTt3aNYsf+JiamrKihUrGD9+PDKZjFevXhnVc/i32m/uXDZu3IiFhQWXLl0yEA18/vw5J0+e5MGDB+w5F4ppu+kGZRRk601MTOjatSspKSmSJ5VMJsO74ReIWn0Mzo0/tJCMh+eAfI+uLVu2IJfL83WTfCvR0YiH1b4RdXgVeo7hw4fz6tUrQkND6dq1K9WqVaN69eocO3aMq1fzPYTy8vJITk4mNjaWGjVqsHr1at68eUNkZCRv374lLi5OEqHNysoiNjZWuo5N5WbYtvjaaJ11RsLPzw8zMzMiIiKoW7cuVatW5WyiDZFWH5hyr/QnXFo5Hmtra2QyGaNHj6Z8+fKcPn2atWvXYm9vz4nQp9x4HMGo/t30OnWd+J9OH2rAgAEcPHhQyla3YMECTp48iVKppEqVKkycOLFILZLy5cvTp08fJk3Kz761aNEi/Pz8pNVpyCe4OnXqxJw5c/j222+lEL2CkxJra2tUKpUkGqnD7Nmz9bwNi1GM/yTM2HuLTTc+hJnqPDNsG/Y3amd0E+eQkBApbPrQoUMcP36cPn36EBoayvr16zl+/DhfffUVo0ePlkS+b926RVZWFrVq1eLWrVvSAFgHlas/aicvvh83krH9Pnge2traYmZmhoWFBTNnzqRJkyZ8++23XLhwgdjYWJycnLh8+TJubm64ubnx+++/S95I/v7+5OTksGbNmo9mo/s7iIyMpEKFClStWpUZM2ZIoqk6pKamsn//fsLCwjhy5AhvMhTYfmGYqKKgrWnbti1ly5Zl/vwPK9YutduhbjjU4LyCfXaFChV4+vQpOTk5fP311/QbN9OoJ+++EXWw0ybTpEkTpk2bRrt27WjZsiXx8fGsXr2aHj16EBUVhampKUII0tLSSExMpEGDBvTs2RNHR0fevHlDTEwMcXFxJCQkkJycTGZmJu/evdPzvPZv3oesyoaer7p6KxQK+vXrx5YtWyhVqhTDhw/nxIkT+Hcdz97HBTLCXd9LxpVt2NjY4OLiwqxZs3B2dqZGjRr5dvXOCxI0JvRoE2IweahRowahoaEIIZg9ezbz5s3jzJkzVKlShcOHDzN37lwcHR1RqVTMmDGjSGJy6tSpHDt2jNDQUACePHnCokWLJF0nHZYuXYpSqaRMmTKSV1hBTwZHR0fy8vL0Ql0AfH19efHCcEGoGMX4T4CxOU3BLI8fm9DLZDJJtFqr1eLq6oqnpye3b9+WvJx0RJCtrS0ajUbSJjJGlBQkGzRvnyGEoGLFijg7O+vpSenQuXNnDh48iEaj0fOIUqvVyOXyvxxWJ5PJUCgUmJiYGCRDUqvVWFlZSeNQ3RhVl9VOh8KRFIXvryjvnJyYp6jVarKzs7G3tycxMVFyOAAYNGsNp9IMw8p0fbZSqUQul0vtDVCxUTtSahnap4J2zdhzgHytvvfv30uLJyqVSipbq9VK929ubk5mZqZRgq8o4uv94UWkPSg6edTfIZJqtOjK4+hEsuNef5Ko0mUgrFWrFjdu3CAnJ4dJkyaxdetWpkyZwujRo8nKykKpVHL79m3KlStHTk4O5ubm0nvt4+NDWloab9++Zf78+UycOFGvDXTto3s3Fi9ezA8//CB5EJuYmOhlLSyGcfzXazzdfp1ooESvy7ylKFFKbzKg23crIoHc3FwyMzO5f/8+VapUoUWLFkydOpXTp09z69Ytli1bRnp6OvPmzePdu3e8efOG1NRUoqKiqFu3LpcvX+b58+e4urpKq50Fce/ePT3Xe8gfUMXFxVG9eRfafPUvxv24nPnz55OWlkZOTg7+/v7I5XKqVq1Khw4d6Nw5P2vY7t27pfjcbdu2/aPtl5OTw44dO3jy5Anh4eEGk5u4uDi++eYbRo4cyapVq4h9eI3GrvqMu3+evjhe+/btCQsL4/jxDxl9hBC8fWq4eg35seUmJiao1WpmzpzJxo0bqVKlCsuXL6eKl51Biuj0G3t5cP4wHTp04M2bN/Tq1YvOnTuzefNmtm7dytKlSyX9CMhfCbC3t2fXrl3Uq1ePPn36MGXKFFatWsXevXu5cOEC9+/f59WrV0RGRup5/4gi4oKrl/HCzMwMgOTkZB4+fEhKSgp//PEHCzfs0SOdAF5blOFmeDyJiYkkJCQwY8YMunTpwurVqzEzM+P9+/dsWTqL5mXsDDpopVLJrVu3MDMzw9TUlJiYGBQKBRUrVsTExIQpU6awbt06zM3Nef/+PT169GD27NlGXYvPnTvHTz/9JAmf9+3b14A81WUeHD16NCdOnNBrR1dXV2xsbHj27JmBkKJuYlSMYvwn4vbrRD3SCfLtiaJ03SLtTF5eHrm5uURHRzNhwgQcHBy4ceMGvXr14uzZs8jlcpYtW0Zubi4zZ87k0qVLBAcHc/nyZVxdXTl8+DAhISGoVCrs7e0NPF21eXncuHFDz9NRZ6fGz13J7N9PUrZuCy5fvkxERL7Qq4mJCR4eHsjlcnbu3EnPnj3Jzc3lwoULpKeno9Fo+PXXX//x9lu0aBGZmZmcPXvWQGhcCMEvv/xC3759+emnn3jw4AHVSjrgnqLvCavTuYN8UfecnBxWr16td0xChH4GPx10Gibm5uZ06dKFM2fOMGLECHbv3k0ZB5WBnUm+sosNC2fi6OjI8+fPSUpKolSpUrRo0YIXL14wbtw4fvjhB0l3RSaTYWVlJaXGnj17NmPGjGHRokVs27aNU6dOcevWLV68eEF0dLSUfUoHG5nxDLPqnGRkMhlqtZqdO3eSk5PDo0ePGD16NC9ThB7pBGBZsxOXHkcRExPDrVu3aN26NdWrV5cSUfRoFkSnqh7kxj43uNYPP/yAt7c3lSpV4uDBg3h7e1O/fn0iIiJo06YNx48fl8jJ2bNn079/fymctCBmz56NRqNh1qz8MIYyZcoQHR1tYJNGjRrFiRMnGDlypLQtOzsbJycnlEol586do1y5cgblf/XVV0bbqhjF+L+OouY0ZYNboHYrY5CZyyaoKypXfywsLDAxMaFUqVLk5ubSt29fFAoF79+/5/bt21hZWWFvby/p6EB+n5Weno6dnR3u7u4fzRQH+f306tWrCQ8Pl0gnlas/FuUbYepeFrlczp49eySSp6CXVnZ29t/SchJCkJubK5WpUqlQKBTSMQW1TnVzMSGE5HWq1Wr1FmILh3oby8aXfGWX1D/qiJ2srCzc3d25ceMGJiYmyGQyDm4xrluoszW2trYGocmvbp41er2C437dcyh4nyEhIZIXtIODA25ubhJBpTteR7JkZmYa6IEVrlth5LyPNLrdzMzso+/dx3Dj2C5S750iJ+YpSqXSaPIoyL/PlJQUFi1axNu3b8nOzkYIweXLlwkNDZUiWXSkYufOnXnw4AEqlQq5XC5lCQwPDyclJYUpU6awa9cug2yIuu86km7SpElMmDABe3t7yVP5woULH72nYhQTT3ri3QWhtHdHbuNS5DlpaWlMnz6d+vXrc/r0aV6+fMlvv/0mpSieMGECqampbNy4kcGDB+Pm5oZSqZTImaZNm+Ll5cXmzZulyXZBgboSvefT7cetyGQy7OzskMlkXL9+ncErDrMruSTy4AHYdJ1FbvnWmJiYoFQq+f3333n3Ll/TYu3atdx5k8SM345w/cU7SpQowdKlSxk+fPg/2n4qlYo+ffpgbW1NUlKSHjMP0LNnTz39py5dunB28WhS98xgUddK7BtRh3ubfqB58+bSMXv27OHevXt6brEKhYKsqMcGqcazbx/CWpPfqWg0GiZPnky9evW4fv06z549Y9CgQUxqGcDeEXVIOrqUpJ1TiT+9noEDB0rhcZaWlkRHRzN48GBq1arFgAEDcHExfPa//PKL3sq4DrpJob+/Py4uLnpEYlrEA3pX1fcwG9HAlz82r+LYsWM0aNCAbt26SXUJCQmhTc+BhS8B6L+rBY3RgQMHkMlkLFq0iJIlSxqcl5WVRY0aNfj2229Rq9WEhoZSqlQp0tLScHNz4/r165QqVYp9+/bRpEkTNBoNCoWCjh07snz5cr1n6uTkxKpVq2jatClarRZHR0fMzMz09GQA3NzcGDZsGOPHj0etVrNs2TKys7N58eIFcrmcWbNmGaSYzcvLK9LTqhjF+L+OnzYfNrpd7WZ88KWzM+Hh4cTFxaFUKqlYsSItW7bkwIEDBAYGUqtWLXJycmjVqhUHDx6kZ8+erF+/ngsXLvDll1/Sv39/tm/fzoIFC/jjjz/0MuPpbM1ly2CyyjSXNKby8vIIGvETP97UkFGpKzZdZpHoVR+5XI6pqSnv3r2T+vT69etTtWknmg+fzuSFa1EoFIwaNYrdu3f/4+33xRdfSH2GbgCtw5YtW/j222+l73Z2dlSuXJnLqyawd0QdFnWtRMCbw1TildQ/R0ZGcvz4cT0yQyaTkRPzlJRr+oLo6Tf24WeXT9plZGRw6NAhUlNTWbVqFX379qVChQqMDSnFvhF1ML2zk3dbxpNxZRvLli3Dzs6OMmXKsH79eu7fv8+9e/do2LAhmZmZeoSJDpMmTaJTp04G27OysqTseo6OjtKkTLcK26dVPQPya1g9Hy4f2kr//v1p3bo1ZcuWxc7OjurVqzNs2DBad+tvtK11tqagnTly5AgKhYLY2FjJI6IwWrVqxbRp0wgPDycsLIxSpUoRGBiIv78/v/76K6ampsybN4/vv/+exMREvLy8mDx5Ml999ZWUlEKHc+fOsWjRIkk+oHv37mzfvl3vGN0ih7e3N40aNcLDw4OsrCzevXtHUFAQrVq1onXr1gb1LLxAVoxi/Kfg+L03Rre/ScrGrIRxOYzGHXoQHByMo6OjFFoXHx9PTk4OcrkcMzMzvL29SUlJwcLCQvr9JCYmYm1tTXZ2ttFs1IVFt+0a9uerr76S+tyC+537LMC6nmFEA+T/zr2rNsCifCN8a4YY7NeJaevg6ekJoOfhpPMO1WUy02kt6Tz/K1eujBACHx8fKQxQ50VZMIrBWL+XdH4jaXu/I/7wImI2js1PAFLAU0Yul2NjY0NUVBSZmZnk5uYihCDu8Q2jJBLvXwH/k9ShkJdWamqqJPoef2ihdD0dGjT4oBlc0CP25s2baLVaSpUqJUU/FCSmCsLR0bFIkq8ooq0g8VXwWWRmZmJiZ1zCQyciXpjkksvleotkCoUCtVpNYGCgQRkymUwaFyxdulRPkyk6Ohp7e3vCwsJo3bq1pBUWERHB0KFDuXnzJiqVCo1Gw9GjRyXtxrlz53Lnzh3pGra2tnrJQXr27IlWq6VSpUqsW7eOkJAQicQbO3bs3woF/W/Cf32o3Tfbb7H/rmGGLZ2ImTEXyg09y9O2Tn6mm9mzZ/P7778TFRVFWFhYfvafdu3w9/dn+vTprFu3jmfPnhEQEMCxY8fYtm0bI0eOpHz58ty9excLCwuePHmCR6W6H431BajQoA2pQYbEkeL0Il7eyHdxNDc35/Hjx/z+IE1v1WNYfV8mtwwgJSWFqKgoAgL+WcGzx48fU6lSJX7edQwbj9J42qqZOrwXJ0+ezK+jQoG5uTkeHh48evRI0kaKjIwkNzdXGjwrlUpsbW1JS0tj5MiR3Lt3j7Nnz5Kbm4ubmxv3799nztptnL5+n+gnd4h9eE2qg7m5OSqVCrVajZmZGcOGDeOXX36hQ4cODBw4kFq1ahl42dy4cYPq1auTnJxMqVKleP/+PeXLl+fWrVuSyCHk6060b99eikc/ffo0K1as4OrVqygUCho0aMCoUaOoXbs2ffv2ZfPmzajVajZs2EDJkiXZe/4WP/++l1rlfFCnxWBmZkbZsmUJCAigXLlylClTRvKAuv060Wh44Mr2JWldu7zR9re0tCwyFauvry+vX7+W3El16UOvX79Oz549UalU+Pn5MX78eIKCgkhMTGTKlCloNBqqV6/Orl276Nu3L71795YMVfv27TEzM2P79u2cPXuWP//8k+++M0y1PWjQIDZv3szPP//MwIH5hNrPP//M2LFjGTt2LL/++qs0YLEtVZnBY6bQs22T4tjoYvxHoXDoQ0HEH1mCY+tvDLbvG1GHXi2CiYyMpHz58ri4uHD+/Hl++eUXgoKCqF69Ou/fv2fv3r1s3ryZly9f8urVK54+fUpiYiJ169bFx8eHx48fk5aWxpkzZxg/fjw3w+M/Ghpg6l4W5z4LDPYPKZnMtOH5GcdkMhm//vorsS619e5rYJAnM9oFotVqCQ0NpUaNGn+zxYwjLS2NChUq4Fm5HmNmzMHH0YLzezcyZswY6Rhzc3Nq164tJdCoWLEiT58+JTMzUy+Uwt7enszMTKpXr07//v2l/kmtVhMeHs7W45c5ePYqL+5eIeb+Fb1QBD8/P1JTUxFC0LZtWzQaDdevXycsLAw/Pz/Cw8P16j127FgWLlwI5IfphYWF4ejoyKlTp6hUqZLesU5OTjx58gR7e3tevHjBokWLOHr0qHTvgwYNonv37pw6dYqWLVsihKBjx4788MMPPHz4kH5jv6NKgxaoshKx1iTg4+NDuXLlKFeunKRdoUNRtmbviDpUNdIH9+vXj02bNhl9NrVq1SI0NFQKz4mKipLu3cTEhPXr11OhQgUGDBhAz549paxLBw4coHfv3uzatYty5coxYcIEyQth9+7djB49mjdv8jNcdejQgWPHjhlce/fu3YwdOxaZTCbZaN3vpnv37lKWQN2zr9nyCyb8sKBYh6MY/1H4mJ2J3fwt9vb2KFsbShm83TQOEZ+fOEa3IPny5UuJAKhYsSJarZa7d+9K+kRKpVJalDSmn/SpELRP7ddBqVRSe/hcXluUkbZ9TpiWMei0WnWLn5MmTZJCpHJzc+nevTthYWFSoiJLS0vitBaf1CXSaZaam5tL43BLS0sDD83C23S6SkVpH+nC9P4KigqzKwilUkmJEiWIjo42SpIUFIwvCro6y9LjSXt1v8jjqlatysPYDKNjCmOC6DKZjFGjRkkJVLy8vEhLSyM1NRU7OzvJuUJ3rEqlQiaTSQSdmZmZHmn2008/MW/ePOrUqUP58uXZvXs3kZGRyOVyAgICePv2reQxPXv2bC5f1reHCoUCCwsLmjVrxuHDh8nKypLap3///uzbt4/169fTuXNnSpYsyZs3b9i6dSudOnXS01krtjMf8F/t8RT66r1R0int/mlyYp6SE/OUNqX09YpGNPClhq+TNImfMGECDx484Pz58/Tt25fu3btjZWWFi4sLMTExZGZmUq5cOY4dO8aQIUMYN24c165dIzExkbS0NEkzw9HXOKFQMK1kRIJxBjo240PHkZmZyZBJsw2Mz5o/X9J1+HgCAgIYMWLEZ7fRxzB8+HBJVK1s2bKM2XCO769kMHbXXbr+cp3QPE+Jtc7Ly0Oj0UghWikpKcTExEji5D/++COpqank5OTw7t07IiMjuXXrFjdv3pQIqalTp2Jvb8/8SV9ya+/PvA27SrVq1YD8DigjI4OkpCTpHk+ePElCQgIrV66kU6dOWFhYSEy8zqDqPITi4+NJSEjAwcGBYcOGERkZqdd5jx07lvLly1OtWjUcHR355ptvJIHvyMhIlixZQlhYGA4ODpw4cYLSpUtjYWHBwYMHOXnyJLdO7iX1/mn6tWnA4cOH2bVrFz/88AM9e/akcuXKEukEUMXLjipqfe2jzFsH6FCvMpUqVWLXLv3Vhvv37xcZf96mTRvu3r1LQEAAWVlZ0gqIzoX43r17JCUlUb58eXbt2iWFOa5evZqBAweye/du+vTpQ1paGs2bN2ffvn0IIdizZw/nz5/nwIEDNGzYkAsXLhgVLVy8eLG0uqPD0KFD8fT0ZP/+/Tx//jzfa2Lgv7DpOotdkeZS2vNiFOM/AcZCH3RIvrKL9PuncE16oLd9RANfqnjZoVAoSE1N5erVq+zfv59Zs2bx+PFjypUrx/v37wkJCeGPP/7Az8+PN2/e8PjxY06dOkXVqlX58ccfadCgAQkJCWRnZ1O/fn3u379fZKpi3XaFravR/XOWfwgLEELwr5WbDO5r/ZU3jJ+7ktKlS9OiRYvPbqOPYcWKFaxevVrK6jd01R+8CejO2F136bj6Mj/+EaYX/pCbm8uZM2ekEIJHjx6RnZ2NUqlk8ODBPH/+HK1WS3x8PKmpqdSuXZsxY8ZIK/3Vq1fH1dWVcf07c37jfCLvXGTx4sXSfUO+bqFugKzRaDh27BhRUVE4OzuTmJioZ2cAvcQbERERqFQqmjVrhp2dHQkJCdK+HTt2YGFhQc+ePXF2dqZx48ZkZ2dz8OBB3r17x6FDh/Dx8aFy5cp07tyZ6tWro1KpyMnJYdOmTdy6dYvMyEdYxoVxdvdvHDhwgCVLljB06FDq1q2rRzoB2IsU0m/s09uWfGUXHetVZvz48XrbtVqtXvh7QSgUCi5fvkyfPn1QKpUS6QT5tv6nn36iWbNmZGRkkJGRQfPmzdm0aRODBw/mt99+49ixY/j7+xMcHEyPHj2YM2cO6enpdOnShVq1atGtWzdMTU0pW7as3kq0Dl26dCErK0vPDnp4eNCvXz+2bt3KiRMn6NGjByNHjqTm0B95G9hHen+KbU0x/hPwKTuTFfWYxOe3Sbu+V29f+o29iPhwcnJyyMzMJDs7m9jYWGly7e/vT1xcHLdv35bG4kIIKTMbYEBQqNXqT9qZT+3XQeboo0c6wcfDtHREhDHoRKTNzMyYMWMGnp6eCCEkEXOd169cLic5OZmM0k31PLZsG+hLQRT0GBJC6BEeumRBOhTOjGdmZiaNmXNinpIedlaPhDE1NcXc3FwvFPBz8DmkU40aNYiPj6dkyZJGs8RqtVosLS2lehuDrs6aj2gvValShfv375MV9fiTXlI6CCE4ePCg5AX1/v176tevT+vWrfVIJ92xCoWCrKwsSpcuDSA9A4VCQUBAAJMmTUKpVHL16lUmT57Mli1bsLKywsrKiufPn0uJRXSagwU1iv39/bGysiItLY2BAwdiZ2cnEXtyuZwrV65Qr149Fi9ejEqlwt3dHY1Gw5QpU5h9JIyOqy8X2xkj+K/1eLr9OpGBq0+SiIXBPp2wm06AsjBrqXvZ5XK51HGYmZlRtWpVrl27xtSpU5k0aRKtWrVCLpezb98+qlevjkwmo2XLljx79oz4+Hhu3LghdRK2VVti0+xLg7p4P9lJ3QAP5s+fz/CpczmYVcbgmPfbJklZXNzd3ek6fj773hpmBtPdl0wm+6jAuE4vSec9ZGpqiqmpKWZmZpiZmWFubo6FhQVbt24lLy8PV1dX+o6ZwW9RjgZlFWS0nZycSEpKQqFQUKpUKYYNG8bs2bONuugCHDx4kF69emFubo5MJuP8+fOUKaN//7t27eLMmTOcOHGCqKgosrOz6dSpExEREUREREh1f/78gx6FnZ0da9asoU+fPsyaNYuQLwbx89Z97N+0hntnD3Lp0iV69uzJuHHjePv2LSdPniQyMpJmzZrRuXNnvLy8ePz4MY8ePZIIqqdPnxITE8NXX33FkCFDJP0N3cSxdOnSxMbG4unpycuXLz+aVXDx4sVMnDgRxzLVWbFxJz6OFpzYtlbqQLdv324QirFz506GDBkiZaLQrUbYKnKIvHuRnTt30qNHDz2jNH3peirXbYqDKo8ujaqzcuVKGjRowIIFC3j8+DHjxo0jODiYxYsXc/HiRX744QeOHj3KuXPnGD9+PA4ODjRu3JiXL1+ydu1aKlSoQKtWrfTqlZCQQIkSJahduzbnz5+XDPXp06fp0qULS5Ys4eG7DHYkeFEY+0bUKV4lKMb/ebRcdIpHcYarlkkXfif50jasra0JCwsjTmthsDrm7OxMfHy8XkbKkiVLEhsbK63e7dmzh1mzZhEWFsbEiRPZt28fffv25c2bN8THx0vksg4udTqirj/IoD5dbV6xcdH3WPkEktd4jMF+97CtXD60FQALCwsaD5zEPQvDtPQFRbhLlChhdBKgc/VXqVSSndF5quoG3DqB85MnTxIdHY2NjQ1t+4/irLK6QXkF7UzB7G3u7u4MHz6cJUuWcPPmTaOZV9+9e0dgYCBqtZrk5GSmTp1qQLq8f/+erl27UqZMGX799Vc0Gg1eXl6ULVuWe/fuIYTA2dmZe/c+ZIiSy+UsX76cxYsXI5fL2X7yKvcj3jGq3xfs/3UJpUqVonbt2nh6etKyZUt2797N48eP8fb2ZsCAAQQFBfHq1SsePXrEs2fPyM3NJTY2lrCwMOrWrctPP/1EQECAnmZJUFAQV69excbGhosXL340q+Dt27dp2rQpSUlJXHwUSXRqLuqcZHo0CyI1NZVu3boZhLY9fvyYrl278uBB/nhDZ2fykmKIe3yDvLw8nJycDAigg5fuER6fztypY/G2FPz+++9s3LiR7du30717d/r168eZM2eYN28eY8aMITc3l5UrV9KxY0cGDRqEr68vy5cvp2zZsqxatYqVK1fq1Ss9PZ26devy6NEjIiIicHZ2BvJJr4oVK1KqVClWr17NpPk/c9upiUFbFNuaYvxfR6fVl7j1Oslgu87OwAePGzOPAEzs3Bj0RVu2LJ2FRqORiFutVotSqZQyLEP+QqVuvqMjpPLy8nB3d5eyr+q8d3T9vXmFEKOevH/V4+lzs7ip1Wo0Gg21a9c28FqBDyHJKpVKCh28f/++tJhgZ2eHn58f9+7dIzs7+6P1M0mOlMINdff9OZ5GOpiamhqE0BWEiYkJLi4uREZG6gmsfw4+ljlOp1ery+pW0ANY1w5WVlZS5r7C3kN/FQUTPejqZurkRdYnxMJlMhmPHj0iICAAmUxGmTJlaDtgFCs37jK4L51HUkpKCipXf8xKeJP5LoLS9kpJx0mtVqPVaklOTsbExESK7IiIiCAwMJDr169jZmZGgwYNOH78uF6byOVyypYtNDSxQwABAABJREFUS7Vq1Th58iRxcXH4+Pjw/PlzrK2tpUzfEyZMwMTEhIEDB7Jqxx9GPbyK7Uw+ip79/gfjgzuqIekEYJKZQLly5SRtgCpedtLLcvt1IndfxuBUtgbvHl2XzsnLyyM+Pp5hw4bx9ddfU6dOHRITEylZsiQODg5UqFCBUaNGUbNmTcqWLUtycjKtW7fm6tWr2DXsj3XtLgb1SL6yi/v3DlHOuRvHjh1j0KBBZPk3w7TqhwxiIxr4km3WleTkZiQkJBAeHs6lY/ugsqFIs04UTpc1bsiQIQYxs1qtlpSUFBITE0lOTiYpKYmUlBTpo3N51KVXzszMJDIykhWbdmERYuhJValeMx4cyneT9/T0JCsri6SkJORyOY0aNWLs2LFGn8G6deuYOHEiV69epXz58sybN4+goCC6dOnCqlWrJOKma9eudO3aFa1WS+XKlXn16hWZmZn8svck4fHpqLKT6Nakll7ZiYmJdOuW36Y7HmezYvVlwBmz9jP44setXFg+DiEEP/30EzVr1pTCAhUKBTdu3CA9PZ1y5crRqVMnwsLC6NevH3Xq1OHhw4d64Xk6xMfHU6dOHf744w/atGlDZmYmVlZWRu87NDSUqVOnotFosNYk0KmqBwD23bvz/fff4+npybZt2wyIpy+++IJWrVrh7u6O1xfTSHX8IKgaPHIeNVTRdO7cmVOnTpGUlIRN/b5siinBpv9JNz5w6QGGD2/DoUOHmD9/PnFxcSxatIgFCxYwZswYunTpwvjx46lcuTIbNmxg2bJlhIWF0bFjRxo3bszRo0cZNWqUAfFUtmxZ8vLyuHbtGmPHjmXp0qVAvtBhtWrV+Oabb1h68Cr8YShUGx6fXtxJF+P/NAb/esEo6QSQF3mfkJAQ3r59i4eHBx6g977ffp2Iukw9TNWPyHiTL5KtI/o1Gg1nz55l+vTprF69miZNmuDr64tKpWLixInUq1ePypUro1KpWLJkiUSk2DceiLqmoX5Q6rXd3FfFsGHDBjZv3szJG/uwrNFR2j+igS+1mg/hNzsTKeTsWugFqG9IPOUmRkv/169fn969e9O2bVu9lVWtVktmZqaUpU330dmZ1NRU0tLSSEtLQ6PRkJubS2JiIn9cvIlZI0PiqXH77lzbsZyUlBRJoPvIkSO0bNmSzZs34+HhYZR0ev78ObVr12bGjBl8/fXXXLx4kV69erFr1y72798via47ODhw5kx+OLuTkxNLliwhJSWFOb9s51V8Oi4Wckb3bq9Xtlar5csvv2T06NG896wnhbTZdfuRTXdT+L25HxqNhpiYGLKzs/Hy8uLZs2eULVuWhw/zn3dAQACDBg3C3NycDh06kJ6ezr1796TV3cIoV64cDx48oGHDhh/VMcrLy6Np06a8f/8eGxsb3NQ51C7tBXjg6OhI+fLluXjxIhkZGXor3jqirV69ekR6NQHvD6GU/l9MYFaX6vTs2ZMDBw6Qk5NDRkYGqppffAjnq9yP+CenmTp1KvPnz6d///5s3ryZli1b0rVrV/bs2cP8+fMJDw9n/fr1nD17llatWjFq1CgGDx7MixcvJJ3MgvUaOnQo9+/fR6vVUqNGDUl83tramvHjxzNt2jQiIyNJyDVM5ALFtqYY/7fxzfZbRkkngMyXoXh4eBATEyN53GRHPyEz8hFvyzuRbuqEnX8ZTJPf8u7hNcmjqSB5bG5uTlZWFhYWFuTk5KDRaLC0tJRkOx49eiQtwtvZ2UHlDlgZsTMFvVx0WkGFM53JEiL0zilKzFqTEKVH4OTm5qLVaiXSqSARVJBY0Wg0eHp68vjxY4lYaNGiBceOHePGjRtS+UV5ZKkcPLAUKVKiDZ23l4WFBampqdLC/rt37/Dw8EAIIZFzOnyMdNLdiy4cTEeoGCOTXFxcePfu3QcHhsKZ467uJuncBum7VqslLi7OQCxbF26o0Wgk0kmtVuuRTgXbsDDs7OwMMoeCoZaeNu4lqf+T2bAwHB0dpeyCQggWLFiASqUiNzeXlHId2JHgJRGQyVd2kXbpd0kA3t/fn+cW5aV7twXeXt9LWFgYtra2JCYmUr58eXx9fbl69SqdO3fm2bNn7Nixg5s3b0peU+fOnZPqpvsrl8vZu3cv5cuXR61W4+Hhwbx58+jUqVP+s1GpuHLlCs2bN+fChQuULFkStaOn0XYqtjP5+K/zeCpK00CH3IjbXJ7bFzc3N8mtVIfC8dNpN/aRcGY95cqVQ6lU8uTJExo0aMC9e/dQq9W0bduWTZs2sX37dkk8OzExkcWLF3Pz5k1Gjx5Nl2HfGtV2ij+yhNynF6T43oKxvgcv3WPA1xMxyUzgxfXT3L17lyZNmpCZmYlCoSA0NJQvftxKtm99qTyXxPvkXN/J48ePmTt3Lvfv3+fMmTMkJyfj5uZGy5YtGTp0KKVKlQLyxfQuXbpkVOQUkOKZdcamKF2QturH/PDNIGxtbZk4cSJPnz5l3759UoafuLg4A1fP2bNns2zZMkJD8w2mDhkZGfTs2ZNLly6xZMkSevXqpXeeTuxNXrUTyW41P5x3cz8VtS8JCwsjNjZWSq9aq1U3Isv1MKizbsXFxMSEkydP0qdPHw4cOEDVqlWlY9LS0ujYsSNhYWHs2rWL4OBgo+1UEC4uLkV6dxXEuHHj2LlzJy4uLnqGMDExERsbGwIDAwkKCuKXX34xOHfk5mv88TDeYHvBVaSQboN47tPR4JiZdSwY07cj06ZNo3bt2gQHB/P+/XsWL17MrVu3GD16NCkpKfz888/MmDGDMmXKMHv2bDZv3kzPnj05c+YMFhYWfPHFF0ycOBGA77//npkzZ+Ls7EzFihX57bffUCgUbN68meXLlxMdHY2Js5/RlaXi1YFi/F/Gx2xNbsRt5rYqSe/evcnMzNQLtQXj6bCtXp7Bx8eHq1evEhQURHJyMk+fPmXq1KksWrSIAQMGSMkP8vLy2LZtG7/99hudO3dmy5Yt3IpIwKXvQoO6JBxdRtq9k5K90004th6/zIwFK3gTFsrN47spXbo0zs7O0urrpEmTOJdkS4ztB6+aZh6w//sByGQy6tWrR7ly5Thy5AivX7/GwsKC+vXrM2DAABo0aCD1+7/88gsDBgww6gUqhMgfVP6Px2pRq9A1k87z/dcDCAgIIDw8nKCgIKmv9fX1ZcOGDdSvX1/vnBs3btC8eXNWr15Nt27d9Nt/7lzmzZtHt27dWLlypYGNmjx5Mpv+f+ydd1gUydr2fxMYGHLOgqKAiphzBrOYc87Zdc15dU2ra9bdNWB215zjmnXXnCPmjCKCiOTM1PcHZ1qaGdQ973nfc7493tc1l9Khurq6u56qu57nfm4nYFLyI9GecnUP7u+uYG1tLWW2UavVOBWtgKbJRIM65+6T169fz8GDB7GwsGDNmjWy46ZMmcLixYsZP348Y8aMMSgnL0qWLMny5cupWrXqJ497+vQppUqVwt3dXQrXhBw7Y2dnx9ixY9m+fTsPHjwwWFAZvvUGu2++MSgzesNoUl/nhBQ4ODjQe+x0o96sGQd+oH3dSpQqVYoePXqQlZXFpk2bWL9+PS1btqRKlSpMmjSJRo0a0bt3b1avXs3ChQvR6XQ0aNCAixcv4urqKoX+3b9/n5IlSyKEoEePHjRo0ICWLVty+PBhhg0bRnh4eE44jWcxnLsYJgj5amu+4v9XfMrOpDy+xLud0/Hw8CAiIkKK1NDr99jW6o5lLoJIP6HXZ3XTw9TUFFtbW2JiYqTt7u7uJCYmSmLZ8A8Ji3zGczEHF5F857jB9rykij50ODfRYUCofEbjycvLC6VSyYsXL2TklJubmxR6/ikiRV+vz3lkqVQq1Gq1NDfTEzpeXl4kJiby4cMHGYGhl/hIS0v77PX1yO/e9c9SL2XxJfW1srJCp9OhVqtJSEiQRNlNTEykzOf/DL7U26tgwYK8ePHii8u1sLDAsckIKFTJYJ/+vkxMTFA4FjJ674k7J9OvdX0WLlxIrVq1aNq0KZMnT2b58uWsWbOG48ePo1KpJCJVT7rpPc3177q1tTUJCQk4Ojri7u6Oo6Mjjx8/5tWrV5ibm+Pm5kajRo3YtWsXb968yfdZfLUzOfiv03jKL4udHquGt8HLy0vKFKeHsfhpywotCazdlNatW/P06VP2798vxXkGBgayb98+7t+/T4MGDYiPj2fq1Kl07JiTPeLgwYPUqFGDwKqGGRoA0GXLROX0/3d3dyfq3iW0UXeIuneJGjVq8Ntvv5GVlYVKpWLy5Ml06dKFF3sWsfsf2Xx2D6zK2V9G8erVK4oVK8b169dZuXIlT58+JTo6mvnz5/P69WuCg4NxcnKiQoUK9OjRgy5dujBu3Dipc7zy7B3frz1I634jKVu2rMwwmSREkHHroOwWBtby4ecpI7G1tQXg119/ZcGCnI9x2LBhtGzZ0mBAP2TIEFasWJEjuJ6LdIKcVZc9e/Zw4sQJpk6dSkBAAA8fPpT2K5VK1u47JSOdAMzLt2De2h2cOXOGGTNmoFAoOHbsGCO+NyT8AGb+spqBAwfStGlTHB1zwgdzk06rVq3Cy8uLYsWK8fr16y8inf4Ktm/fzsGDB2WkEyDFF9+8eZNTp04xcqTc/fhG+AejpBPIV28uhhnXARgzfR5JSUmMGjWKH3/8ESEEDg4OzJgxg40bN3LhwgVWr17NgAED2L59O9999x3ff/89O3fuZNmyZTx8+JDr16/LVsr0nhbdunXjl19+YdCgQTRq1IhVq1ZJYYoZkY/wSn4oq0sjb9XXDvor/r/G8o278t03sGYhunTpAmBAOuWXDju4bS/evXtH586d6d69O69fv2bSpEnMmzePdevWMXfuXIlwql+/PnFxcRw8eJBBgwYREhKCd6BxoW9dVqZsNRhyQvo8zDKxiX1I+puH1K9fn59//pns7GzUajUVKlRAq9Vycfk4lrcqLNmZFYNDKFeuHB4eHty8eZNp06Zx7do13r17x5EjR3BycmLIkCE4Ozvj6+tLly5dGDZsGLVr15YGfUIIth6/RMfxC6natJMsTDrz7WPSb8qzAw6s5cO2ZXOkhBkjR46ka9ec7EiXLl0iOzvbgHQ6dOgQ9evXZ8eOHQakE+SQauHh4bx+/RpXV1c2b94s299u4BgZ6QQ5dmbtvlPs3buXy5cvo1Qq+eabb/hl/Taj7f7L+m38+OOPlC9fnpCQEE6dOsWPP360SWFhYRQqVIjDhw/z+PHjLyKdIGeSqA+5/hRmzJhBly5dePTokUQ6wcf04npdplKlSskmFTfCPxglnQBZJuD379+z6+hZo8elqK1YtGgRgwcPlt6pbt26ceTIEezs7BgzZgz16tVDqVTSsmVLqlWrxo0bN3j79i0rVqzg9u3bMr2PYsWKSbIAy5YtY9WqVXz77bd06dKF58+ff3yvEyIomPpYVhe9ntpXfMX/j7h41/h4DiD+/FYAIiIi8PHxQaVScfjwYVq1aoXGzU9GOkGOnfEoWY2goCBpW4ECBSTdJ/2YX68RZGJiYuDJqnGQj9s/7jTUAAW5vpG5ubkB6QR8MoubMURGRkoER27vIr13qR4aNz8sAoJyyC8TuTfkl2Rvy86Wz9OEEFhYWBAfH09sbCxCCAIDA3Fzc0On05GVlSXVJy/ppG9H/cK4QqFA4+YnI53go76VjY0N1tbWUjlfopmVmJhIWloaJiYmDBkyRJqrnjlzhnbt2hk9P2+GOWMoXvxjhEXedtTfl7W1Ne/evUOj0WBjYwMg01PKDT2Bl2ntYZR0yn1fmZmZ+d57usaG8+fP4+fnx61btyhXrhyHDh2iR48eHD9+HG9vb6nu+vGHmZkZtWvXlr3XensaExNDWlqa1Fbly5cnJSWFV69esWfPHt68ybGLxt6danYpX+3MP/BfF2pXyNF4eB1Ap9KONKxQ1Oi+/AirYZNmsnfxRFq2bMnSpUt5/vw5iYmJuLm58fTpU5KSkpg+fTrnzp1j6NChTJ48WRLC7tChAz17fssPlw1DMfJzL42Ojmb27NlS5oTbt2+jVqt5+vQp/fr1Y8eOHYSFheHi4iILEbx+/TpCCK5fvy4bRCqVSurVq0e9evWAHBfPvXv30r9/f1JTU5k9ezarV6+mUMvhRDv8I/uOQzDJrvHwjzTHAPXq1WPnzqUs336Y0dPmcnLvFir4OEn7jx07hrW1NYUKFUKn07Fv3z4D5luvHfH48WOjIWt6lCxZkkePHrFixQoqVqyIv78/48aNIzU1leuxasDS4JznMcm0KuvL+PHjmTdvHi1btmTeWuMpv4PKBzCy1VIgJz103759gRzj3bhxY9LS0rhy5YrkHfavxM2bN1EoFEbThuqhVqsJCwvDz88Pa2trKZvcj0vXgsJQAwzk79OBzWvosemuwTHxrx9LK1e///47QUFBWFpaYmVlha+vL76+vlStWpWTJ0/y6NEjGjRoQMeOHfnw4YPM5fjMmTNERUXh4uJCgQIF0Lj5seZkGO6B90lKSuLWrVsoFAopflytVvNizyJ6jZ7Gi9hUNocuYmX0UyaEPJfS4n7FV/z/BkuMayOUtEpj4oDORvcBPMvH1rgXLUPS9jXUrl2bYcOGUblyZZYtW0ZYWBiurq5s3bqVlStX0rRpUw4cOCARWj/88AMZGRlsDl1Mq+UXDMrV9w25Vy0zMzMZPHgwycnJKJVKoqOj+eGHHzh9+jTz588nMzOTmTNnYmJigpsmnVKlcuxmamoqb9684fbt25LWj34g6u/vz/z586XsbtevX2fEiBGkpKRw7tw57O3tadKkCc9tShHnVgHwg0A/bJNMpYmGtbU1EQeXcPV5DMEtOrJ64Uza1/2YoVWn0/HHH3+wYcMGIGchY+JEubfR+vXrGTFiBKdOnaJ06dL5PgdLS0v279/PzZs3adWqFSNHjmTChAl4e3tz8O47wMXgnBxXek8qVKiAl5cXmzdvzhk8Y5hFtnRhdyrUG8vYsWPZu3cvLi4uODs7o9Pp6NWrFwcOHGDJkiVGibFPwczM7IuIpwMHDsgWboxh+fLldOrUiQoVKnDlyhWUSiWHz1/P9/jcdmbu3Lm8TlWzx0jEX2rUCyDHi7ls2bJ4enqi0Wjw8fHB19eXsWPH8vDhQ3bt2kXNmjVZsGABsbGxssnAixcvuHr1KuXLl6dNmzbo7LxQ23vQss9w+vXrR7t27dDpdLIwEJ1Ox4w25Zm1YjN/Xr9PZmwE3qWmYuz5fMVX/P+A8v5ecNrQk16fJAlyFm1fvnxJ8eLFmT9/PpUrV+ZAWLTBOQDJSgtu3syREbG1teX9+/eSjhHk2Ilr167h6upKzZo1DXTgVCnvjZab35wmN/ShWcY8gfQJnz4He3t77OzsePr0ab7HmJiYYFG102e9qOL+XI94dZMsrT2ZsRGo43MW6E+ePImLiwtRUVEGZaelpcnE1u/cyT/jmzHk9jb7FJmkjUuWQtPg0yGJeujDAEuVKsXMmTPZvHkzzs7OPHv2zOA56qHT6bCyspLpTOUmBvXzEaVSiZmZmWF43T/GFPoweAcHBywtLYmPjzdIitS/f39CQ0M/S6blva9P3fvpuznvzN69e2nTpg0uLi4ULFiQ6Oho3r17x5gxYxgw4GO2+LNnz9KoUSOKFi1KZGSkrI1tbGyIzjbnQmQ2gbWb4kAib9684c2bN7IkIZDz7qQ+vojazp3M2Ai2RD0h/vR6fv31V+zt7fO9r/8G/Nd5PE0b2suAiUx9eoWlLQoxs72cWV21ahWtW7emXLlyfNPdOBs8sEtrjh49SkpKCrdu3eL169cMHTqUDRs2MGvWLNq0aUOZMmU4dOgQjRo1kpFOw4cPp2/LunSv6C4r0yPhHrp3OasYCoVCNjjWarWkpKRIrLlKpcLa2pqtW7eyYMECihQpglKpJD09XRar6uXlRZUqVdBoNLIV5LxQq9WEhIRI5RYsWJCy9Vp9JJ3+AYsKLdl+8gqLFi1i1KhRtG2b04Fv/mUWSWEnObRhmez48ePHM2FCThrXmTNnUq5cOaytcwTQdTodNWvWJCIigrt3736SdMqNfv368f3333PlyhVat25Nly5dcLNUGT12QOdWFC5cmKlTp6LVaunduzd9WtbFPuqa7Lj4C9tpVjWQFi1akJSUxMWLFxk3bhwTJ06kRIkSdOvWjYcPH/6vkE6AQSeYH8zMzAgLC2P58uWSblLfDs2NHpsc9nEAYmpqSp+WdaliI0/zmnBxBxmRj2SuwufPn+fixYs8fvyY+Ph4MjIyuHz5MpGRkahUKlauXMmdO3fIysrC3d1dcjsuXqMxbUbNYcB3synVbTJu3RdgWW8wi+6ZcEPnJdXD1NSU8uXLU61atZywzeinXNuxlIzIR1Lc9vv3xgcxX/EV/8lYs2YNP38/wsDWBFqmsm9Ca9m2K1eu0KlTJ2rVqoWrqyu/b1lrtMwFU8bSp08fhg0bJvWdT58+5dy5c9SvX583b96wf/9+hg4dKpFOM2bkCMdOnTqVst72ZIcdkpWZdft3qW+wtbWVRKpVKhXJyckkJyej0+nIzs6mcOHCbNy4kWHDhlG6dGmysrJQq9WSUCnkZBRq3rw59vb2xMTEGGhb5EaZMmUkYVAXFxeqV6+Od9la/yCdPsKmSlvmrN7GpEmTGDhwIEqlkuvHdpEcdpI5YwfJJimLFi0iMDAQc3Nz3rx5w/Pnz+nXr5+0f86cOYwePZrr169/knTKjdKlS3PmzBliYmIYMmQIzZo142XYFaPH9mjdGF9fX6pXr06lSpVo2LAhS6ePIfuOvN3jL2ynfjk/KleuzPXr15kyZQqTJk3iyJEjuLm5ER8fz5s3b/4y6QQ5tkG/epsftm7dioeHxxcNgDdt2oSbm5vkBVG/cmmjx6Xd/1N6l5RKJbNnz8Ys+S3u8fKMjfEXtkvjmwIFChAWFsb58+cJCwsjOjqa7Oxs7t69y/379zE3N2f//v0cPXqU169f4+joKNU5oGYI0387QpPu32BTqzvOXeZi33gYYe6NGLj8MDqdDq1WS2JiIl27dsXf35/SpUszcOBAPLVZpP6jvp06dWL//v2fbYev+Ir/RCg/hJNydY9sW9KdE7w/mJOJs1q1apiampKdnY2joyOBgYE5diGfyboVqdJkOy4ujpSUFLKzsyVdUv13VbVqVbZu3So719TUlPhntwznWNf3flZMOi/yes58CrnPT01N5fnz50DOfMZY2WqXIvl6EhkcG/+alHt/kBH5iJSUFEnrL2+GNT30pJOVlVW+2fXyQqVSGQ1V+xShok+mpMfnPLRMTExo2bIlkZGRxMbGUrNmTT58+MCdO3ek+RvI21Kf2S436WRrayuzufr7tbe3l9XHWLY8PeGjH2fovbv00Iebf+7+c5OqX3LvAIMHDyY6OhpLS0vu3bvH+fPnycjIMMjyHhcXh0ajISYmhqysLCwtLTHzKIpFQBAmNXpj03YGf6R7c9ejMXdUhaXseykpKQb3nNubT6fTcfbsWa5fz3/h5r8G4r8I4eHhwsHBQQBC4+YnLAKChMbNT9y8edPo8ZMnTxZKpVIAQqFQCN+2o4X3uAPSz7ZWdwEIQKjVauHg4CD++OMPMWvWLFGvXj2xd+9eodPpZGUmJSWJJk2aiFOnTknbunXrJrzL1hIrj98SGjc/AYgmTZoIQFhYWIimTZsKpVIpQkJCpOt16NBBvHr1Sjg4OIiWLVuK4OBgYWtrKzQajbCxsRF16tQRBw4cEJmZmWLs2LGiTp06IikpSZw5c0ZYWFiIw1ceiJ3XXonrL2OFEEKkpKSI3bt3iy5duohGjRoJOzs76Vr2ZRvK7lv/23ntlezenj9/LiwtLQUgrK2tRWJiohBCiPfv3wsHBwfpOFdXV/Ho0SMhhBDp6ekiICBANG/e/C89y2fPnonmzZtL92xtbS2KFCki3N3dhUv9frJ6utTvJxQKhVAoFGLs2LFCq9UKpVIpPduqTTuJ3848FKfvvZLeDzs7O+Hv7y/8/f2Fl5eXqFq1qnj//v1fqmNeuLi4fHJ/ZmamsLOzE5mZmV9cZnR0tHBychJr1qwRQggxbd8t2b07hAwXGo1GKJVKoVarRcGCBYWdnZ1wcHAQjv7lhU3p+sLU3V+MHj1aKBQKAYhChQoJIYRo0KCBaNiwodiyZYsICQkRrq6uwsXFRTRo0ECsW7dOpKeni1evXokhQ4YIf39/4eHhYdD2xn4aNz+h0WhEcnKyyM7OFvHx8aJ69erC1tZW1KtXT3rvateubfD9fMVX/KcjNTVVdOjQQXqP9bam56ipRo8PCwsTFhYWAhBKpVKYmJiItjM25mtrrK2txezZs8XOnTtF3bp1xbx580RycrJBudOmTRPff/+99PeFCxeEvb29WPjbHmFTur7QuPmJEiVKSOUePXpUAKJ+/fpCpVIJQPj7+4sXL14IZ2dn0bdvXxEcHCzc3d2FlZWVUKlUomrVqmLevHkiPj5e3Lp1S3h4eIgHDx6It2/fCnd3dzF16lRx/WWsZGt0Op24ePGiGDVqlKhbt64oW7asdH2FQiG6Tf7li2yNp6enAIS5ubk4dOiQtN3b21tcvnxZCCFEy5YtxYgRI6R9w4cPFx4eHiImJuYvPcvRo0cLV1dXYWZmJjQajQgMDBR2dnYGfZ19UA9hYmIiAFGmTBlRpkwZycYAwsIrQGy78lL8GfZSlC9fXgBCq9WKwoULC3Nzc6ltz549+8X1M4amTZuKhQsXfvKYEiVKiD179vylcqtXry5CQkKEEELM+v2egZ0BhJmZmQCEn5+fsLGxEc7OzsLKyko4+pcXFgFBYtKi1VKbmJiYiLdv34pVq1YJFxcXceLECdG7d29RqFAh4eDgIMqVKyemTp0qoqKiREpKivjpp59EYGCgKFy48BfbGUAcOHBACCFEVlaW6NKliyhYsKAYNWqU9FzMzc3/0jvxFV/xn4QKFSoYzGn077ZKpRJeXl6icOHCwszMTJibmwulUikqV64sLCwshG2t7rJvpuu8HcLb21s6Xz+3yf33ihUrRFBQkNTX5ffT18c9sKowNTX95LGf++XuR/P7lavfWliWCBb2vmWN7rexsRHff/+9sLS0FBYBQUb7DIuAIIPzcs+FvuTn7e0tNBqNQbvpf/o5Um67p9VqJZub+57VarXBM7IP6vFF7a5x85OekbOzs1i+fLkIDg4WkydPFgULFhQeHh6fvRd/f39pXvC5n5mZmahRo8Ynn51CoRATJ04UKpVKVrfcx+d9r/Lev2OTEUKtVkv1sra2FoCoWrWq0W/A2G/u3LniwIEDBtfSj786deok3NzchJOTk6jUf9Zn7YyVlZUAhJWVlbhy5YpkV1QqlVRPrVYrXF1d/93dxX8E/muIp6ysLGlwn/t38OBBo8cfOnRI1KxZU/poVCqVuHz5sjSAcvQvb9BRdO7cWdStW1fs3r3b6IRZTzr98ccf0rbs7GxhZ2cn6tatKy5evGhQv7YDx4jSLfqJiQtWyj6SyZMnC0dHR6nTunbtmnB0dBSAKFasmOjTp48oU6aMcHJykj5SJycnceHCBTF+y0XZh1N10BxRu3ZtUbNmTVGwYEHh4OAg3NzchFKpFBUrVhTnH74x+sFdefZOdn/v378XmzZtEra2tuLUqVMSgdK3b1/RvXt3IYQQ27dvFwEBAUIIIeLj44W3t7fo37//Fz/HdevWCT8/P+Hq6irGjBkjTQz27NkjNm3aJHX2Zeq1FA0Hfi88SlaT2qxgwYLCxcXFaEdkZ2cnVqxYIVq3bi38/PxkRkNf9/8pXFxcPkmkzJgxQ9SvX/8vl/vy5Uvh4OAgduzYIYQQ0kTP0vvjpNLKykpYW1sLIXJIuzZt2kgdtt5oVKtWTahUKlGiRAlRokQJER0dLQIDA8WAAQPEmzdvRFhYmIiPjxcLFy4U1apVE05OTsLT01N06NBB7N27VwydtvCzkwHvcQeEXdkGwsrKSvTu3Vu6h9DQUNGkSRNRrly5HAOi0QhPT8+/3BZf8RX/bjRv3tygf6ldu7bRY58+fSpatWolEd6A6N27t/j222+Fxs1POJRrJMwLFJeVVaxYMVG3bl0xe/ZskZSUZLTcqVOniilTpsi2VapUSVSpUkVERkZKAyX9z9G/vOg3c5Wo37GfKFiwoOxaZcuWFaampkKpVIphw4aJ2rVrC7VaLezs7ET37t1FUFCQcHV1Febm5tKAa/bs2SI9PV18u/qE7NsP7DpJBAUFieLFiwt7e3tRoEABodFohJubm7h796649CTKaJ+hXyDRY+fOncLd3V0sX75cvHuXY4du3Lgh9RlpaWnCzs5OpKamCiGE6NChg/Dz85P+/hyuXLkiatWqJezs7ESLFi3Es2fPxB9//CEGDhwoHj58KNkRB79yov+s1aJGi65Sm6nValGlShWjA/YCBQqI4OBgsWfPnhxC5h82GxBubm4iOzv7i+r3KbRv317MmDEj3/1RUVHCycnpL5ebnZ0typQpIzp16iSE+GhnGncdJLt3CwsLcevWLZGamiomTJgg3NzcZGOXkSNHCkDUrFlTODo6ilOnTolJkyaJwoULi9TUVHHq1CmRnZ0tdu3aJVq0aCHc3d2Fs7OzCA4OFqGhoWLeuh1fZGesAusIW1tbUbRoUZGWliaEyLF9DRo0EHZ2dqJjx47Cw8NDmJiYGCVuv+Ir/tPRrl27T5IyKpVKNGvWTBrP2tnZidatWwsfHx8DosK2SGlpQUG/z9zcXLatdOnSwsfHR2g0GoNr5UdQ5CZaLLwCvogY+Ks/xzq9812o0f+0Wq3snj9FVuclI/Juc3V1FYDw8vIyaG+lUil8fHyEjY2N0XPzbsv7t96O5q2vXdkGQuPmJ0xNTb+YDJLax9Exh2i0tZWVm7vexuqkr8unnq9UR41GVrb++Nzki/69KVGihGzRycbGxqAOsrLd/IRVYB3RqMtAMXXqVFld9Od17NhRmg/Dx0WQL3lP9XXU37eDg4NwcXERFx5FftbO2JauL2xtbUXBggWFSqUSJUuWFI6OjqJatWqiZcuW0vzbxcVFVKlSRbYY+N+K/5pQOwsLC0kXSY+2bdsapH9//fo1nTp14tSpU1I6ZrVajZOTE8+fPyf28XUyYyMwcfCU3DL1sa0WFhYcOXKEFi1aGLhYJicn0759e0aNGkWtWrWk7fPmzcPf3x9/f/+cDF//EHFTqVSM+u0Ml21q8qFoMzZEu1Go5XDKli3L8OHDmTFjBgkJCVLqUx8fH8mt1N7ensWLF3P9+nWioqKwsrLCysqK5ORkOgwex6abcgHqCOviPE8QFC5cmHnz5hEWFsbp06fp2rUrZ8+eJfzGaaNujCGVA/jxxx+lsD97e3s6duyIqakptWvXlu5l9+7dzJkzB4AJEyYwf/583rx5g5+fHz169GD58uWffHbv3r2jR48eODo68ssvv7BkyRIiIyNzXPnNzJgzZw4qlYpevXqRlZWFtbU15Qs6cva3+YiY59KzMOb6qceHDx9YtGgRq1atYubMmdI5pUqVYvXq1Z+s35dCn7IzP4SGhkpZqf4KvLy8OHfuHH379uXIkSOU8bKjVVlPTBI+uql6eHjg7+/P8uXLKVSoENu3b+fDhw+Sm2taWhoXLlzAy8uLN2/e0KRJE/z9/Rk/fjxbtmzB19eXIUOGYG1tzbBhwzh79izR0dGcPXuWQoUKMXHiRH7dc/iL6tu5aT3Onj2LUqmU3JZ79epFSkoKUVFRVKxYETs7O96+fWs0hv4rvuI/FW3btmXv3r2ybVqtllOnTsm2paWlMX36dEaOHMns2bNZsWIFSqUSc3Nz2rZty6+//gpAVna2FFYHOaFsJiYm7N69mzFjxsjc0vWYOnUqgKT9BjlhAU+fPsXGxgZbW1uZBkWrqb9i0XIKRxJceejdDFGqOc2bN6d37948ffqUmzdvolar0el0lC5dGicnJ7KysrCysmLMmDGcPHmSyMhIKlWqhKWlJQqFgpkzZ9Jn7Az2PpbrXCV4VELYezNs2DBOnz7Ny5cvadasGVeuXEGlUlE7sKCBrUm+sosFE7+Vhe21atUKZ2dnihQpIiWAGDVqFIMHDwZg4sSJ1KpVC41GQ3BwME+ePOHevXuSW7wxZGVlMXv2bLy8vGjdujVNmzYlJiaG3bt3U6hQIWrVqsWPP/5IuXLliIqKwsLCgs4Nq7Fz/lju/LFfChG3tLTkxo0bRu3Nq1evuHbtGjVq1ODUqVPSszUzM+P69euftFFfCq1WK6VNN4axY8fSokWLv1yuUqnk6tWrXL9+nYEDB0p2xttSyI6bPn06AwYMwMzMjB9++EGy9XrMnz8fV1dXrl27xrBhw2jbti3R0dGULFkSGxsb2rVrhxCCli1bsnv3biIiInj+/Dlt2rRh48aNzFv+6xfVt27lUuzevZvvv/+e7777DoBChQoREBBA5cqViY2Nld5X/fjkK77i/ye4uLh8MptYdnY2+/btk8LsgoODefr0Kc+efRQkz4h8RGZsBJmmdqRbusmSBuklO/QJAG7cuEH16tWN9lPCiC6Tubk5SUlJmJmZ4VCnN46dZuPYdCRu3RdgW6v7F91jfn2iXpha4+aHRQV5lmZjYXOpqR9t0adCs1xcXLCxsZFsRd72VSgUvH37lsDAQMLDw4Gc/lutVkshc69evSI+Ph6dTmcwF8xbnk6nw9TUFDs7O8zNzXF3d8fHx4eMjAxZfdMfnMl5VpmZX5QNLze0Wi1VqlQhNTWV7Dxjilq1amFqaioLedPXMbdek8iVnc8YMjIyZG1sbW2NQqHA29sbIYSUPc7c3JyoqCiZPRdCnkXRoOzIRyTeOUHq6/uEhoZibm6Oubk5gHTewYMHsbS0lHRh9SLqCoWC+vXrS4LmxkI49WXo7/v9+/cMGzaMN4lZBsfmRdq7cC5evEinTp0IDAzk9u3bhISESNnmmzRpgkKhICoqig4dOrB48eLPhsL/3fFfQzzljj2FnM4jt5haZmYm8+fPZ8CAAUycOJHZs2ezcOFC7ty5w8uXL5kzZw4TJkzAukZX3LovQFOzD85d5lKo5XB+/fVXkpOTCQ0NNfpRJiUl0b59e8aMGSMjnQAWL15MixYtqFy5Mi1btiQ+Ph6FQoF5geJsvxsvOzbdpyYWXgEcOHAAExMTMjIyKFWqFOnp6dja2hIbG0vFihX5448/SExMpGLFimRkZLBy5Urmzp1LhQoVyDQzrqofrzNl586ddO/enb1791KkSBHWrl1LixYt6NSpE3F/rkd9cqGUvcgu/DTR0dHMnDmTR4/yj93evHkzHh4eaDQabt68SUpKCl5eXpQsWZLvv/+eKVOm5HvugQMHKF26NAEBAWg0Gh49esSVK1eoW7euwbGNGzemcuXKUga9FStWcP/+feLj47GwsECpVPLs2TOio6Np2LAhAK6urrIy7t27R/Xq1Rk6fSFF6nWmbL1WxMTEMGrUqHzr+FdgYmIiiZzmxZeIin8K/v7+nDhxgg4dOnDu3DkgR5skMDAQpVJJVFQUkyZN4ocffpDOUSqVlClThoIFC+Lt7U3t2rV5+/YtcXFxzJkzh0mTJjFgwADi4uJITk7m9u3bBkbT29uboKAgYmNjKeJszZdgxYoVlCpViqJFi/LDDz9I4uTDhw+nUaNGbNiwAXNzc0xMTBgxYsQ/1R5f8RX/Dly+fNlgm55c1ePo0aM0btyY4sWLs2vXLhISEujduzcXLlzgxx9/5PDhwyjLtMwZnDf8FtOm31GgyTdMmDCBd+/ecevWLUl7IS+mTJmCUqlk8uTJsu1Dhw6lRYsW2NnZSQKgHh4eaD2LcS01j85PsXpo3P2JjY2VBtKmpqYoFApMTU2JiIhAq9Vy4cIFihYtSpMmTThy5AjTp09n+fLltGrVCmtra34/c9VoHW8/f8uYMWMYOHAgCoWC7du3s2fPHsqVK0dqaiqJZzdIGVkrxZ8m5sQatm3bZqAnYmFhIWmRZGRkcP36dfr37092djbr169n8eLFlC1bFq1WKxFbxvD06VOaN2+Os7MzR48eZd++fbx8+ZKRI0ca2HNra2uWL1+OmZkZ6enpDB48mKioKJydnRFC4OHhQVxcHGlpaTg4OKBWq/H29paVER8fT2BgIA07D6B44x7YFSlDcHAwdevWlU02/llYWFh8kng6cOCALHveX4FSqeTWrVscOXKE8ePHAzkZX11dXTEzM6NgwYIkJCTw6NEjKcMPQOXKlSlbtiy2trZUr15dyu703XffUbduXe7evcvu3bvJyMjgw4cPBjoY5ubmdOjQgQcPHtCxST6ZgPPg4IEDBAUFsWDBAhITEyXyd+LEiWRlZXH9+nXJPv7yyy//VHt8xVf8b0DkRKN88pjU1NQvem/LlSuHUqnExMQEe3t7A31S21rdceu+wIAQUqlU0nmQo6n64sULNm3aZCAKDcYJiZSUFNRqNYUr1sHyC8ghhUIhaUnpkR+xlp6ejkKh+KJsbsZgLFOeWq0mMTGRhIQESbMUkNkO/XPRi4abm5vj7e2NRqORMoJmZmZiamqKm5ubdLyenDIGIQRqtZqAgACeP38uaXJJ92JiIiWAytsen8s4p3HzI9a6CKfvhmNjY0O9evVITU1FqVSiVCqJiYnB1NRUygqrVqtlCwWfwqc0rOLj4xFCEBGRswCuJz+FEGi1Wpk2ZEpKikRUGb0HjQaNRsMff/xBQECAlJQiN4GWmJhISkoKT58+lUjDzMxMaU587NgxihcvLrOxerJQ78CRG+PHj2f1olmfbYPy5cvj7+/PN998g4uLCwqFgt9++w0LCwtevnzJ9u05BKe9vT3jxo2jS5cudOjQ4bPl/p3xX0M85UWVKlWkjvLMmTM0atQIJycn9u/fT0BAACtWrOCXX37h1q1buLu707VrVzYdOW8gSKfzr0PxGo3zZYH1pNPYsWMNUjofOXIECwsLXr9+TbFixbh9+zZly5alSJEiWLgVMlrezadvePz4MSqViqpVq3L37l3at2/PuQcRlGk1gKXbDvHu3TuKFCnClStX8PLyokOHDvTv358///yTmOf3jJZburA7qamppKamMnHiROrVq8e6detwdHSUOjqThAhalfWkjJcdpUqVwtnZGTMzM4oWNZ4JEGDatGnMmDGDMmXKUL16dcqUKUPVqlUJDQ01EHXTt9fw4cNxcXFhzJgxjB8/nujoaFasWPFJIdSsrCxu3brF9evXadSoEQCenp50796d0aNHS/cghCA9PZ0ilepSKKg9Ws9isnTmb10ro240npSSbXhfrhcDlh3i8OHDtGnTJt9rfyk0Gg1xcXFG940dO/aLRMU/hTJlyrB//36aNGnCrVu3OHnyJLdv36ZEiRJYWloya9YstFothw59FLq9cuUKoaGhWFpaolQquXfvHr/++ivW1taMGDFClh3p/fv3bN26lRvhH9h1/TU3wj/w4sULWrduzZs3b7hyeLvBKpIx6AcEzs7OzJo1i2+//RYhBCEhIURGRlK+fHk8PDzQ6XQG3iNf8RX/ydAPsvRQKBRUrlxZ2te5c2eOHTvG3r17ad26NS9evKBu3bps2bKFihUrMmTIELoM/Q6rSnIBcmWJhrTpP0o20MoNIQTff/89arWaSZMmyfZlZWVx5MgRQkJCKF++PHfu3OGbb74hOzsbC1fjdub3M1fZs2cPaWlpdOnShYSEBIYPH86bdA1WgXXYcOgsrq6uVKhQgYMHD9KyZUvq1atHly5d+O2333j16hUp/8hclheZsRHExcVx7do1ypQpw5QpU7C3t5c8kjUaDQGuFrQq60nnhtWwsLDAxMSE6tWry8qxtLSUiPypU6dSrVo1Ro4ciaOjIyYmJtSqVYuyZcty8OBBgzrodDpWr16Nr68vNWrUICAggDdv3nDixInPio7PnTuX5cuXExwcjK+vL0qlkkWLFjF27FiZh2ZCQgL9+/fHr0p9rErWxa5IGWlfim89LFpO4Y5lWazbTKfGN/OoWbMmvr6++dqIL4WFhYVBZiE9tm3b9sWi4vlBo9EQFhbGb7/9xqxZs+jTpw+RkZHMmjWL169f89NPP9G1a1fJ+wxyErVcvXoVlUpFuXLl+OWXX7h69SqlS5dmy5YtnD17Vjo2KyuLoUOHyuxMdnY2NWrUIDo6moXfDf1LdsbV1ZU5c+YwY8YMPnz4gL29PQ0aNKBbt25cuJCT5TEhIeGTWbC+4iv+L6GfgH+KfNqzZ0+++/WefHqiWKlU8vTpU44cOcL+/ftRKBSULVsWM4+i+YpsazQaFAoFarUac3NzevbsSbly5fDw8CA7O1tGEmi1WsmjJC90Oh2v440T6nnJISFEjofUP8SctZ6fzjYphMhXgFqZHGN0e27kFn/u1KmTlLxJCEFwcLB0j5/yxklJSeHhw4eSx750faWSt28/ZhvMyMiQeRqr1WrJnmdkZBATE8OVK1dQKBQGwuVCCPbt22f0+voyNW5+WAQEyci8vKRiZkAIBw8exNzcHK1Wi0Kh4OnTp1SvXp2kpCSUSiXW1tafdCbI7fmkVCql8Y0x6L2cIOedjomJwd3dnfDwcAOB8tTU1Hzf54yMDPz9/TExMeHPP/9ECEFYWBiOjo5YWlpKxFF2drb00+PmzZvodDqaNWuGp6enQdvt3LmTtgNG413bkAj9/beln7U1d8Pf8eHDB9zc3KT5uD7pyu7du1Gr1dSsWZPk5GTS0tLYuXMnR44c+a8WGf/bE08HLoTx49ZTBi/U/fv3iYqKolevXmzdupXt27fTrVs3FAoFe/fuZfz48Vy7dk3yoAHy7Tyf55P+Wk86jRs3jho1ahjsHz16NDNmzODJkyecPn2acuXK8ejRI54+fcqHl8bTHOs72ZSUFG7fvs2vv/5K4VYj6Lz+Jm8L1qfVsvMU7zheWvFMSUmRsdcZkY+o4yZnzAfW8uHUjrXMmDEDLy8vXrx4QbNmzVizZg1bt25FqVRiYWEhW7ldunQpT58+pVWrVhKhFh0dzbfffktcXBwlS5akZ8+exMTE0KRJEzQaDcnJyRw4cIC5c+fSurV8YnXhwoWcrEbe3kRERHD16lXu3bv3xVl9xowZQ1BQEA8ePKBatWrS9vbt23P69GmcnJykbU8tS5AZNIw33vVyMuEE90KpVOJUtILBqsyq8+FsPHyOt2/fUq1atU+6NX8OpqamRicVWVlZXLlyhdGjR//TZetRvXp1Nm3aRFBQEI8fPwZy0ohGR0fz+PFj+vfvb+BFVK9ePd6+fcvKlSvp27cvzZs358OHDwZpyAF+PhNOy2XnGbH9Fi2Xnadi3x9kbqP6VSTdubW0cDO+6q5/h7t27UqrVq2wtbVl06ZNZGVlMXbsWNzd3bl3717OoCIzkxMnTvyP2+UrvuJ/E+cfvmHZoWuonOWryUII7ty5w4IFC+jbty/jxo1j7ty5WFlZERMTQ6VKlfjpp59o0KCBdM7L2NS8xQP52xk96aTRaKSQotyYNWsW5cuX5+bNm/j4+FCpUiWWLFlCdHQ0SZHPjJQIisRoadV948aNTJ48mczijfnpgSkP7Cox4nAk7o0GSoOn1NRUOnfuLCtjfL+O2EbKs78NrOXD8a2rsLW15ebNm0yfPp3bt2/z7bffAjmDcRcXF4k4adiwIffu3WPfvn2EhIQQGxvLhw8fWLp0KXfv3mXu3LnUqFGDlStXsmDBAoncj4yMxNPTkzVr1siuHx0dTbdu3XB2diY0NJTQ0FDevHnDzJkzPxmGp8fdu3eJioqiY8eO0sAdoG7dupw8eRJ3d3dpm0qlItm3Ho8KNse+8TCs20zHtnYPHPzKGUz2lp9+Rt9xPzBgwAD8/Px4+fLlZ+uSH4zJCugxY8YMWQjmPwtzc3PCwsJYvHgxS5cuBXK86nKH9f/5558yAkyhUODm5kaDBg3YvHkzOp2OGzdu8ODBA4Py37pWltmZMj2ncvfuXWm/3s4kHv0Fj9enDM6Hj3Zm//79ODs753gzDx0KQJcuXbhx4wYFChTAxsYGc3NzWfbDr/iKfzdyk0+5J+R6QrbHyCkG56hUKqysrLCxsUEIgYODA1lZWRQrVoypU6fy5s0bHBwcJOJJZetm9NpmTl6kpaXh6+tLTEwMRYsWZfDgweh0Oqlv0tdJoVDQvHlzKfNZ3kV4nU5Heswro9fJSxqZmJhgW6s7Ll3n4dh0JM5d5n4+JO/9CwNyIO36PhJf3JG1y6dgYmLChQsXUKlUsv7bmGfXlyJ3ZnEwJBGzsrKkhV2tViuFDmZlZRlkc87Ozv4kCWlXu4eB15rGzc/AzlhXao3GzY/09HQpY21aWhojR44kMjISnU5HbGys0WsolUqqVq0q1cPExITs7GwuXbokHZPbS0xfb51OJ3kVubi4yOZigOSBp1QqDbzd9FAoFNy5c4fMzEzJYykhIYFXr16RmppKZmam7L3TPzeNRkN6ejqWlpa8ffuWEydOGCzejdpwlnMWVaFyDklnH9yLUqVKSfv1tibuzEajdUt++5xatWqRkZFBQkIClpaWLF26FJ1Ox9OnT1m/fj3ffPON9D5ERkZiamr6T2Ws/bvgb008DV1zkm/2vWT5zRSZC2mBAgWYNGkSXbt2ZdCgQfzyyy+Si+S5c+fo0aMHp0+fxtPTk7t377Jo0SLq1KnDuMG9jF7HxdzQPTAxMZF27doxfvx4o6TT8+fPiY6OpkmTJqhUKk6dOiUx1zqdjqyoJ6TdkKf4dY+/S6OKxTAxMWHMmDH88MMPxKls2XBdzo7bVGlLg079cXJyIj09XUaWTJo0Cd2NXSxpXpC4Q4uxPL+MMQ1yPJbGjBnDw4cPsbS0ZMiQIWzfvh2tVoulpSV9+/YlPDwcR0dHSpQowU8//URsbCzLly8nPT2dokWLUrlyZQ4fPkx6ejpPnjxh3bp1JCUlUb16dV68eAHAunXrKFCgABMmTCArK4tp06bh6elJ586d6dChA+/evWPbtm1SnO6XQKfT8dtvvxEaGsrVq1cpX768tK9atWqkpqaSlpbGlClTqNioHYqABrLz1YGNMHH1pUSVYKPlv3ifwtmzZ3F3d6d48eKf1Gn6FExNTY2GQMydO5dy5cp91mX2S9GoUSOWL19OlSpVeP36NQULFqRevXpkZWWxatUqEhISuH37tnS8QqHA2dmZ8PBwJk+eTN++fdHpdLRq1Qo3NzdUKhUBAQEUKh/EG5sSsmuZl29hQOpmRD5i5cS+xN84zICaPrJ9uVOcOjk58e7dO5YsWUL37t2xt7dn3bp1ZGVl0ahRI0nzRj8p/Yqv+E/E1D036bTuBrNPv5XZGaVSyW+//cbw4cNxcHDg4MGDBAYGAjkLAqVLl2bs2LF06dKF6OhofvvtN7p06cLgbm2NXsc827DvEEIwefJkzMzMjBLFkLNIsGTJEq5fv86LFy8kHQYhBGkRD0i9JvcqrOmYRreQmpibm1O7dm0WLVqE0rkw+57I+z2zss1o2XcEfn5+qFQqDhw4IPVhet3CvhWccLy+lrhDi/mta0nGNixGxYoViYqKwtfXlyZNmrBr1y6sra0pUKAAXbp0wcPDA19fX7y8vOjTpw/h4eEEBwczfPhwihUrhqenJ5cvXyYiIoKXL19y6dIlYmJiqFGjhpRGu1GjRuzatYtWrVqh0+nYt28fJUuWpESJElhYWPDkyRMuX75McLDxPj8/9OvXj7FjxxIWFkaJEh/7QhMTE/z8/FCr1TRv3pwhQ4ags/Pi1Ft5n25TuQ3WRasYLft5TDLjx49n7ty5lClT5p9eEbW0tDRqo6Kjo3n79i0tW7Y0ctZfh548/P7779mwYQMKhYI1a9bw5s0btm3bRlBQkEGYeosWLVi7di1r1qxh1KhRREVF4e/vT6lSpVCpVPj5+VGwXG10/vJwugSPSkbtTOdqvli9C6N/DbnnXtLlnZKd0Wg0CCGYMWMGmzdvxtramkqVKtG3b1+qVasmhZKfO3fuL2unfMVX/G9CoVBIP4AfD92XCFljOklKpRIfHx8aNGiAh4eHRGB4eXmxZMkSgoKCiIyMJCQkhN9//z1fb6GM969RKpUkJiZibm5OVlYW4eHhMg94PSpUqMCff/4pzTP0/yoUComcT4t48Nl09wAKx0JYV5ZHFxgLyZPVNSNDIgdif1/E219H8u74KuAj4WTMYyn3eFun0/H8+XNMTEwkYmLPnj2yMj4HvcZfgQIFpBD13Mivb1Gr1QghaNSokSQxkRt6zzXI0fQCObmncfMz2mYWRSoavZ6pYwGpLkIIbG1tqV27tkTW5A6vzA1XV1euXv0YPq9vv9z3ldcTLnf7azQarK2tuXjxIiqVStJmfPbsmfSOm5qaGiwAqVQq3Nzc0Gg0uLi4SNfVe1zpr2HMKUBPUukX/LOzs0lKSpLKMC9QnMwitWXnWFVsxf1o+eJfRuQj4s9tzvcdvnPnjkQe3r17lyZNmqDVatHpdPTo0YO7d+/K3qOUlBQ0Gg2hoaEGdf5vgEL8TS3t1uOXGHvC0NXyw9YJlC5gS4cOHejXr5/sZbh//z5Vq1Zl//79klt/s2bNOHDgAEIIBgwYwL5wJSYlPwqSx1/YjuL2PkqUKMGmTZvw9PQkMTGR9u3bM3HiRJn3TW6EhIRQrFgx3r9/z6lTp4iJiaFMmTKcPXsWMzMzbGxs8PX1JTrbnFm/rKagowUT+nWkU6dOHD16FK1Wy507d/Cu1ZZLSsNQN7Ob20h/cJqgoCC2bt1KpUqVSE5OZvv27QwbNozZs2dTqlQpsrOzWbhwIYMGDTIoo2bNmqhUKkxNTTl8+KNw9MmTJ1m1ahVnzpwhLS2NlJQUUlJSsLCwQAhBamoqPj4+PH36FNsipcnWOpAe84qjm1fg4OBAcHAwCQkJmJmZUblyZebPn09AQMAXP9vY2FgePnzI48ePefHiBXv37uXly5f4+Phw9+5dtFqtxLTrdDqSkpIkg2JWrBbq6oYE4vAqDjiZ6pjwh6EG0+6BVSnjlUNMjhgxgm3btnHz5k2p4/xSVK9enWHDhhmE7Xl7e7Nv3z4Zy/6vwKpVq5gwYQL37uWEVxYqVAhTU1Nat25NWFiYpAUFOaF+r1+/ZuPGjaxYsYLIyEhpZXzDhg0MGzaMGRuO8uOfkQbXGVrRllNrZ7N//0eidNSoUYSFhXHgwAFuRyRQr1VnUqJekPn2sczd2N3dnZiYGMlAmJiY4OzszLt376TjVCoVycnJhEUm8TwmmUKOFtLz+Iqv+Hfi0pMo2q821DJKPhmKR3o4VatWZcaMGbLQpqysLIoXL07z5s2lZAIbN26kT58+pKWl4e3tjVnlDqQV+rhgkXhpB8nnN1OkSBFmzZpF06ZNEUIwadIkLC0tGTdunNH67d27l7FjxzJx4kSGDRsGQNOmTfn1118RQhAQEEBkZCRKJx9+Xr8Vfzc7lkwbTadOnVi5ciVWVlaEh4cTZ+fP24L1Dcov/O4sN3evoEOHDmzYsAEHBwcKFy7MxIkTmT9/Phs3bqRkyZK8fPmSOnXqcOzYMQMdh1WrVjF//nzev38vCzF4+vQpS5cu5ffff5f0IGJjYxFCSJMhtVpNeno6Go0GpZMPWDlToag3v/+2lIoVK/LgwQO0Wi1eXl5MmTLlL4VMp6Wl8ejRIx4/fsyzZ8+4e/cumzdvpnz58jx9+pS0tDRUKpVka1JSUtDpdNja2mJqaoqpfw2oYrha37eKBysvGE74ctuZY8eO0a5dOzZt2iSFjn8pVqxYIbnz50avXr1QqVSsXLnyL5X3Obx48YJy5cqxdu1amjVrhr+/P3FxcZQvX56LFy/y7t07aaL05s0bKlasyOvXr7l37x6jRo1i9+7dmJqaEh4eTtmyZek0cTH7om0NrlPXIoIAi2S+++47yZPK19eXDh06EBISgsbNj4Fjp3D77DFSX9+XnWtjYyMTv1UqldjZ2ZGWlkZaWhrZ2dlotVqWLVtGyaBmX+3MV/zH4Ub4B1ouO2+wPXL9CInAKVKkCAcOHCA2NpZ69epJno92dnaoVCosLS158eIFdnZ2FC5cmKtXr2Jbq7vMMyb5ym5iT60lODiY48eP4+zsTHJyMhkZGUY9gMaMGcOiRYvIyMhArVZL4zZra2tatWrFunXrpGM1bn6Y2HuQGRthQDoBWAQE4dh0pMH2mP3zSb5r3LPRGPRERm4yQqlU5huxYGpqSkZGBu7u7gbh8nnP099DdlwkaREPpOtZWlqSnJxMYGAgd+7ckc4xNTWVaQxrNBpJIFypVCKEoEGDBhw/flwmsm1iYoK5uTmJiYmfjLTIr83izmzEtkZng+2/dgmkfrkcrydTU1Pq1KnD77//nm/51tbWJCUlSXXw9fXl8ePHKBQKGemkv5fc23x8fGRC9rnbQH9c7lC8+vXrc+zYMUmUXX+Mubm55ERhZmZGWloaGo2GUqVKER0dLTk2QA7JGhUVRXp6OlqtViZ4nvtZmpqaoi1WC5uGhgvbud+3/J5/7nfY2tpa0gUTQhjUv2bNmpw+fRoTExPMzMxITExkzJylrNv5Owc2raGCj5NBHf7O+Ne4WPwHIkVlCRgSTxaV2rBtUT+JOdbjzZs3VK9enTVr1kikU2ZmJt7e3lhbW2Nubs7s2bNZ4+QEN47jWKg4Bzavoc22b3n24QOvXr3C3t6ehIQE2rdvz6RJk6hatarRukVHR3Py5EmysrJwd3cnPj6eRYsWMWnSJBo0aMClS5fo0aMH69evB8A55QXaZAeKFi3KmzdvJDd1Gxsb5q5px6Xfbhtco22DmpxNC2fv3r0MHjyY2bNno1AomDdvHr169ZLYfIVCwcmTJw2Ip0uXLvH48WOUSiVHjx6V7QsODpZWilNSUujRowf79u2TufdnZ2fjUKe3LHRt3vEn/D4zWPqIGzduzK5du4iPj+fy5csSkfTq1SvevHlDdHQ0sbGxJCYmyogkpVKJqamplMXv1atXkrumubk5HTt2xNPTEw8PD3bt2sXt27dp06YNs2bN4nr4B1oZMd5jB/ZA9+4Z1jW6YlmxlbR9YC0f2eBzwYIFeHp6UqxYMS5cuECRIkWMPmNj0Hc4uXH79m2EEP9y0gmgT58+xMfHU7JkSR48eEDPnj1ZtWoVhw4dIiUlhcjISNzcclytBw0aJL33/fr1Y8iQIezcuZPWrVvTpUsXVCoV3w7rj0XLKQbXsVakcfnyZUxNTXF1dcXX15dSpUphbm7O5cuXqVy5MurX10n9R/y7numfM2cO9+9/nCDoBwo//fQTbdu2lXX2HiGDMC/XQvp7QE0fxjX6dPz/V3zF/zbC49KNbrcI7k+1QiYs6Scna3Q6HZUrV6ZixYqyDJZmZmaSuObPP/9M//79eX96Nyb2HhzcspaN7/ey8lQ6T58+pVChQgghmDhxIjY2NowdO9ZoHXQ6HYMHD8bBwYH79+9jbW1N6dKliYqKIiAgQJqAxMbGUraICydX/0izRYt4/fo1hQsXljSeVCoVC38dzPw7htewUWYwdOhQ5s6dS2BgIIcOHcLGxoZ79+7h6enJ+/fvef/+PUqlkujoaN6/fy8j7HU6HePHj6dy5coEBQXJyi5cuDDz589n/vz56HQ6FixYwMyZM/nw4YNEPKjVarKzs3FrNJBsvxyb9Bwo3GoEkWFh0jXCwsLIyMjg7t27EpEUHh5OREQEUVFRvH//nvj4eGlCoNPpEEJIoqYqlYrIyEjJm0ihUNCwYUMCAgJwd3cnISGBqVOnUqpUKf744w8UCgUrdx3jhyuG4fk/DO6EuV+VT9qZevXq8eeffxIUFMScOXPo3bu30WdsDDY2NrLBth4HDhwwGtb2P0XBggU5ffo0NWrUYMeOHfz222/UqlWLM2fOEBAQwOzZsyUhcnd3dzIzM0lKSqJ48eIMGjSIIUOGEBoaipeXFzdv3qRc/dZom082uM6gbm1pVKEoKpWK4OBg7t27R4cOHWjSpAn79u1jxowZKF9ekUgntVpN48aNKVCgAEuXLpVpk+h0OlasWEHXrl2liV5qairD1/+J9YOP7+dXO/MV/ynIL9TapmoH3u2cBuQsYvr6+jJ06FCZR09cXBxBQUGcOnUKtVrNgAEDmDUrRzg57s/1pDy6gLlLQdSpscQ8vEqZMmW4evUqdnZ2REdHY2VlZZR0qlChAj/99JP0d+5FRVdXV548eSKR85DjOWKMcNIjPw+s3Ntzl5cfjImz50feFCpUiDdv3mBtbU1ERITkcaP3Gs19Xl6SLuHiDuJP/4pOp5NC1x48eCDzeMrbbhqNRlpo1R9z9OhRKQOgHr6+vjx58gSdToeFhQWpqalG7yG/Nkt9dg2FWiMPt7t3hH6tR0oLNjqd7pOkk74dPD09CQ8Px87OTgq1zEs8CSEwNTWVedvm1rwqWLAgr169Ijs7W7p/rVaLUqkkIyMDIQTnzp2T6fHq2yolJUW6XkZGBiYmJoSGhjJt2jQpe52+nfX/VygUpKamyvblbr/09HSIfokxZbLcbZq3zY29wwkJCSiVShnxqtFo0Gq1xMXFcfr06ZxyMzOxsbHBrnYPtsZ6oQ0aQNuVl//r7Mzf1uMpv9UBkK8sQs5L4+fnx9SpU+nfvz+QIwTbt29fevbsib+/P6dPn8bZ2VmKyzQxMeH48ePs37+fgwcPEhUVxY8//siuXbuYPHkyVaoYutMnJiby888/ExoaiqenJ2fPnsXBwYGQkBCOHj3KmDFjGDZsGHXq1GHIkCGSZoY+u4Q+U4IQAnt7e65du4aDgwMzf7/HijPPpes099Wy/bsumJubM3r0aOmedDod9evX58iRI6SkpJCQkECFChVk2Wf0KFKkCL169WLVqlVGGeu8yM7OxtnZmcTERCy8AzApUBrzSoaryzGbxpIcnqPVoNFosLW1RaVSSekxtVqtlAJT755pYWGBSqXC2dkZDw8PPDw8cHd3x8PDg0OHDrFv3z4uXrxIREQEU6ZMkVZ0T548Sfv27Xn+/DnBwcH4+/uzdetWPJt8I3PlL2/+gXNLR/P27VsUCgUaNz+qNGjOxaP7OLZlpYGoLcDWrVsZOHAghw4dolKlSp9tH8jxNKhXr54sdKxBgwbUrFkz3zCZfwWmTJnC2rVruXbtGsWKFUOn01G2bFksLS3ZvXu3dJyzszMvX75Eq9WSmZlJq1atmDFjhkSKbdu2jaFrTmJapql0zsBaPtSyjad27dqkp6ejVquJjIzE0dGRq1evsnv3br755hv8/f1JSUnBzc2NggULSl579erV4/jx41J51tbWqF2K4OJbkoSIx0TcOofGzQ+37gsM7ivvd/wVX/F/jU/ZGTB8Rxs1akRWVhbHjh0DcgYiY8eORaFQ8P333zN16lRGjRqFp6enNODp378/AwYMoHbt2ri7u1O0aFH8/f2xs7NjzJgxBtfU6XTs2rWLBQsWEBYWRlRUFN26dePMmTPS93/q1CmGDx9O+fLlmTZtGpGRkaSmpkoriyqVCmtra9LS0ti2bRsNGjTgx0P3WX76oy0Icsnk1YFfCAsLo0aNGmzYsEHSqRgyZAh9+/YlICCA6OhoypYty5MnT7CwsJDVdejQoTx+/JhLly7x/PnzfMXTc6Nz585s3rwZB79yZFs44OLqTmrJ1gbH6T0B9KHEgMzO6AklfXiAlZUVarUaGxsbyc7obY1WqyU4OJjo6GjUajUhISGSaHlKSgre3t5s2bKFNWvWYGdnx44dO3j//j2TdlxlzcWPaaNVj07wcu9PZGdnY+ldAu/ACjy+do4xvdsxbdo0A2+w8PBwKlasyKBBgwwyFeaH33//nSlTpsgyLO7YsYPp06dz69atLyrjn8GVK1eoX78+R48eZdSoUVy/fh1/f38iIiKIjPzoKVu/fn0aN24seeD9+OOPspDqN2/eUKHPDExKhUjnDKzlw9iGxShQoACvX79GpVLRp08fli9fjk6no3Hjxhw+fJjChQvz5s0bScNmyZIllCpViu3bt9OuXTupPFNTU0xNTXEsWoFsc3vSosNzBGK/2pmv+A/Fp2xN5PoR8P4FxYoVo3fv3jx58oTffvtNSr5gZmaGTqcjIyODgIAASUMzL/SeiQ4ODpKnYt6Jt54AUKlUeHt7k56ebtRLyMnJCXd3d27evPmXQljzkjvxF7YT9+d62THm5uY4OTl9sRZe3vvIS5p8CnoPF5QqHEOGGezX2xlTU1N69uxJbGws27dvlzKP54ZeqD23B5HeBulJFr2gu54ccnJyIjo6Wsp8l5vc0yNvm9m9vcrNdVNk9Vcmx1DIWsGjR48oUaKELGzOGPTXytt2+ndEv83V1ZV37959lgxUq9VYWlqSnp5udGFED/3Cgt472szMTHa8QqGQknLVqFEDa2trPnz4IEV2QE64eVJSkuTxZGJiQlZWltFn/qn3zc3NTWa7Pge9N5Ye+jlxtm0ByUsK+K+3M39bj6dSnjakP7uKqU95g33PY5KlB5yRkUHJkiUZNGiQRNCcOHGCWbNmsWTJEvz9/QEoWbKkLBU95IQxzJw5kx9++IFHjx5RtmxZJk6caEA6JScns2TJEo4dO8aQIUNISUlh+/btDB06lMzMTI4cOcKkSZMYMmQIGzZsoHXr1qxbt05iafVumnqi4O7du1SuXBkHBwfWrl3L7GHDSLNwRevsTWr0S36KfEThwoWZN28eLVq0kOpx7Ngx6tSpIwkQWllZGe0s1q9fj4mJCQcPHmTkSEMXTmNQqVTcuXOHFZeiWHfZkMjSo0JwCM9OJvL27VscHR0lAkRPJOUe7Lu7u39W8FVP2gEyfaeEhATatm3Lvn37MDc35/79+1y5cgUTExP2TOlBtm0B1u86xLqf5xDQpTlVR49m9uzZ2Nvb8+DBA06vn4dOp6N58+YsXLiQbt26ya7bvn173NzcaNiwIevWraN58+afbSOtVivzeNKLihvLuvSvxJQpU4iPj6dq1aqMGTOGyZMnc+PGDbKyskhJScHc3ByAEiVKsG7dOgYOHIiJiQlr166lXbt2bN26FScnJ5o1a0bXrl3h9insvYtycOs6ynrZ8fjxYzIyMvD19SU2NlbyaChbtizfffedpG+zd+9eOnXqRGRkJOPHj2fRokWEhIRQpUoVVq1axdu3b1GWbYVV5TakAOqSYGu7ncyYcKP3lfs7/oqv+HegjJcdluHnSfIy7t2a+x3t0aMHUVFR0oDv9evX9OvXj969e0vJFubPn8+1a9dkBMTly5dZvnw5r1+/RqvV4uHhwePHj6V0znoIIdi7dy9LliyhQYMGaLVaxowZw9WrV9m/fz/FihWT9ATfvHlDeHg4ZcqUITIykuTkZFQqlZTZpnfv3gwePJhDhw7RoEEDbt++zdphbYlMBCv3wiS+ecq6yEc4ODjQpUsXFixYIA1Ik5KSePbsGSVLlgRyBm8FChTgxIkTNGvWTKpvXFwcv/76K99//z2xsbFfRDoB/PLLLxRqMUzSNsxvCFuoVGVexb9Gp9NRoUIFTExMcHNzk9kZva35VCpngLZt29K5c2fUajWpqakyu1S3bl06duxInTp1WLhwIZs3b0YIwTfffMPk5qWo6mVB+z5D8HO3ZfGk4bS/vpu0tDSiX93j7sswFAoFc+bM4eHDh2zbtk12XS8vLx49ekTJkiV5/fo1K1as+Gz7WFtby0I7ICe77L9CVPxTqFChAjt37qR+/fqSXtnDhw9xdXVl06ZNdOrUCYBu3bqxdOlSiXgaO3Ys3bt35/jx49StWxd3d3eKZTzizPoTmNh7sGHZAlrUyFkNjo2NxcLCAhcXF4lIUiqV0or8xo0biY2N5dq1a/Tv35+OHTtKWZymT5/OwYMHuXTpEpmZmZhX6Uj2P7RRzACbx5cN7gm+2pmv+M9AGS87CmqSeJFhabDPxN4DDyuIiYlhxowZ2NjYSHpMrq6uREVFSZPupKQkhBBMmDCBmTNnysrRezbpz80dMqRUKqUFYcghEj58+CB5gOae1KvVanx9fblz584XEzz6kDS9B1Z+IXm+vr68f//eKOlkjJjJSwbAx7CwvCFReZGXlDAGrUtBMiIfodPpqF27Nn379kWtVhv1TsrOziYxMVF2Pa1WS6tWraS+X59URy+YrSedIH+vrbxtFv72seTpo/fQMTU15X6Ejm7dusnCH/MLQVSpVGRlZRnsy/u3hYUFiYmJ+Sa0aNu2Ldu3byc7O5sGDRpw+PBhUlNTsba2Jjk52WAOqlAoGDJkCMeOHcPMzEymZ6UPoUxKSqJFixasWLGC3377jfT0HG9wvd3T2/K8Xmd5wx6NtV1ubUA96VSoUCFJP9LGxkYS0s8La2trzMzMiIuLkzRqO8/Zxq4HHz3Z0p9dM3ruf5Od+VuKiyclJeHi4kLsmU1G9xdyzFl11el0lClThsaNGzN58mR0Oh0zZsxg48aN7Nu3TyKd9KhatSparZagoCBGjhzJ/PnzMTU1JTU1lVGjRrF161Z+/vlnNm7MUb9PSUlh/vz5NG/enMKFC1O2bFm2bduGm5sb58+fZ8OGDWRmZjJjxgyGDBlCRkYGa9asoVevXpQsWVLqEPQD+MDAQKpXr87ixYuZPXs2hQsXZu7cuTg7O+eIn906Jn00ZcqUkZFOAKtXrzZw2Tc1NZUxujqdjtGjR7NmzRoePHjAwIEDv7jdo7K0nySdAPp1bMGNGzeIjY3l8uXL7N+/n82bNzN//nxGjBhB+/btqV69Oj4+Pp8lnTZu3CiJnUPOimuFChUAqF27Nv369ZM0tlxdXVGr1Xh5eREYGIi/oymRF/ZSzFnLyZMnOXXqFOfOnZNWbvTaX7GxsezatcvoKkPNmjU5d+4cvXv3ljL7fArm5uayznnevHmUL1/+XyYq/iksXLiQatWqsX79elxdXcnMzMTT01OWSU/vSaCHo6MjP/30Ez179iQjI4MmTZqQkZFBRuQj3l7cx6PzR7gR/oHf78Xg4FeO/fv3Sx4NUVFRKJVKChQoQGRkJDVq1KBjx45s3bqVkJAQMjMzOXr0KLNmzSI0NBQbGxuqNu2EjRGRRJTGxR313/FXfMW/C+3bt+fuppnEHzX+/evf0fHjx3P27FkuX76MUqnk2LFj9OjRg8WLFxtk+CxXrhzm5uZUrVoVf39/SWTawsKCCRMmMGrUKExMTGjbNmdALIRg//79NGjQgPv379OnTx9evnzJlStX6NOnDy1atECtVuPu7i55F/7www989913UkYvQFowcXR0ZPz48SxevJjQ0FDq169P3bp18fHxISPyER9uHJHsjEKhYP78+bLBYW6SQY/SpUtz6pRco6Njx4707NmTX375hTlz5nxxm79IxCChhjH8/MN3fPjwgbCwMPbv38+uXbtYsmQJEyZMoHv37tStW5dixYphY2PzSdIpKSmJ48ePS6GRt27donTp0kBOxsC4uDgp3KRMmTJAziLR8OHDAQj78wDlHXU8vXSCiRMn8scff+Dq6ipl+1EoFGRkZHDt2jVevTLM/qRPb33p0iUaN2782cyq1tbWspX2mJgYIiMjDd6z/w0EBwezfv16unfvTs2aNcnKyiIzM5NJkyZJx7Rv317KuAo571BoaChz587lyZMn/Prrr5w4cUJKdT5v/DfcCP/AzuuvMfMoyh9//EFSUhI1a9YkISGBlJQUmjRpwoEDB6hcuTINGjTgzJkzODs7M3z4cMaPH09oaCjz58/nzZs3BAUF4VSsooEgr7mvcTHer3bmK/5TYPr4pNHtmbER9OnTB7VaTaVKlSR5Cn1adz1xUbx4cSIjI1Gr1SxZskRWxuLFizE1NSUrK8tgcu7m5oZOpyM7O1sSdQ4MDJTICX35+nGzm5sbt2/fNppMJz/kvqb+29fbGb0nbc+ePWnVqpVB5jWlUolWqzUYp+eXaEEv3QE5ZJux/t9YVjhjSI16AeSQGyNHjiQ9PZ3MzEyjcwZ9dje9kLb++tu3b5dIsNzITYrpySy9925eZL59TMq9P8iIfCSRV3oolUpJC3Hnzp2SvVapVNIzyz0PGThwIN27G+oT5s1YCEiEj35f7nswNTWVtAbVarXkcWttbS29R3mhX/AHDLyU9GShfl+xYsVYvHgxW7ZskXl/6xf49fXSXyfve61H7vdN4+aHRYlgcCiIQqHAxMSEt2/fAh89Bzt06CA7X3/P0dHREumk0+mIzjaXkU4Apj7ljNbh1T3jhNTfEX9L4snDwyNHsDjykYEKfW4thVq1auHv78/SpUt5//49bdq0wdXVldWrV0uDcT3mz59P/fr1SU1N5e7du9KLHR8fT/v27Zk6dSotW7bkypUrfPvtt4SEhODi4oKnpydHjx6ldevWHD16lI0bN3Lnzh06duxIWloaXbp0kdL4/vTTT6SmplKgQAGuX7/OvXv3cHFx4T1WWAQE8SZdQ//+/Xn27Bm7d+9mxIgRDBs2TPbxqlQqHBwcDAREw8PDMTU1Nei0ihQpwqFDh6S/x44dS5kyZdiyZQv16tUz2jHkhRCCmJgYlv6245PHpV7bQ90yRbC3t8fCwgIPD4/Plv0pTJgwQUb43LlzhxIlSjBx4kR0Oh2zZs2SwspKlixJlSpVWLhwIdHR0bRs2ZIBAwZw5swZrl+/TokSJShQoAAbNmzAysqKb775RtIryczMxNnZmQEDBhgYseLFixMWFsb06dM/Gy6Xl3hatmzZX5pw/U+xdu1a/P39pfjzly9fsmnTJqkj79Kli4EGSIkSJejduzc+Pj4y11ylUsmsf2RYWXgxFouWU5i04xp+fn4MHToUHx8f3r59S82aNfnxxx+ZOXMmixYtIjQ0FB8fH7Zv306TJk0kQeGnT58Sk5FP9hBdNul5Mjz2ruL5X7M68BX/mWjZsqW0Shl3/XfiL8r7P72tWbRoEevXr+f27dsoFAqmTp3Ktm3b2L9/P76+vrJz7t27h52dHYmJiYSFhUkDdyEEY8eOxcXFhVGjRnH16lUeP35M1apVsbW15ejRo+zYsYPx48fz+vVrfvnlFxITE/Hw8MhJUW1rK3lWPn78mLNnz9K0aVMmTpzIunXrqF+/PuHJSiwCgkizcOXkyZNs2LCBp0+fIoRg4cKFUniFnjDRaDRs2LBBlqBDCMGOHTsMRLxr1qzJtWsfB1ZhYWFcu3aNvn37kpKSQs2aNb+ozZOTk9l2+I/PHlfbOYN6ZX3RaDSS/t8/i2HDhhESEiIthFy5coXy5ctz8+ZN5s6dK+k3TJgwgXXr1tGzZ0/Gjx+Pt7c3w4YNIzk5mcOHD+Pr68vTp0/x9vbm559/pmDBgnTr1o2ZM2cSEBBAqVKlKFOmDDVr1pQRM5Cz+qr3Uq1QoYLRSY0etra2sgH2uHHjvsgj91+FZs2a8dNPP3HmzBlsbW2JiYkhKSmJs2fPAjkyBZaWlty9e1c6R6vVsnr1aho1amSgN/nasTwtl51n5PZbWLWexrFoc4QQ7N69m0KFCrFu3TqqV6/Oli1b+Pnnn/nmm2948OABPj4+9OnTh9DQUI4cOUJcXBwRERHcv3+fcrWNC7anPL4k+7uqbdJXO/MV/xEQQnBu30ajmbV0754xefJkatasKSWy0IcP58b9+/fJyMjA2trawGvj/Pnz+Pn5yUhrvZdT7gQBOp0OjUZDWFgYDg4OMoJDT55ERETg6+srebMoFArJTmjc/LAICPpkprq80Ol0mJiY8Pz5c2bPni3b5+TkJCU1ygtjxJc+pFqPhIQEox5Pbn6f113Nm5kvIiLCILxOD32WM73+lL6Pfvv2LampqZLOkR5BQUFotVrpb32fnzsBR2BgoOxecp/v4OAg/V8/xk9JSZF09iDHe0zvQZrbpoSGhko6wADfffcd3t7etGr1UZcwN3J7RgkhpKx4zs7O0rXatm3Lw4cPSUxMRK1WY2VlRYMGDTAxMZHNM/VtBDlkXkpKCo6OjlLWQD3084sLFy5gYmLCkiVLjGbjMzExkS3WGDtGD9ta3XHrvgDHJiNw674Am5rd6Natm8yDSq8dnFvfN+/7o3/XFdZyLWk98tqZGp4afhw94LOLSn8X/C2Jp9xkhD7NZtqpUHYPrMrYhjku261bt5a0MC5dukTbtm2ZNGkSffr0Mcp+BwYGSh9mTEwMmZmZEuk0bdo0KlWqRFpaGgcPHsTT05Pff/+drKwsChQoYJS8ycrKwtramlGjRnH37l1q1KjB+PHjCQwMJDw8nEOHDuHr60vXeTtQNx6fk7Wg/mj2PBfY2Njg5ubGkSNHGDp0KG/evMHMzIw6depw8+ZNMjMzDQiNFStWSKGEuVG+fHnOnDkD5HTAq1atYvPmzWzZsoV58+Z9tq0DAgKws7PDycmJX5cYPz7uzEYi148g+tgq/Pz8ZB3aP4vff/8djUYj6S/pGf5r166xfPlyTp8+TVZWFiVLlqR48eLs3LmTypUrk5GRQceOHVm4cCFBQUEsXbqUKVOmEBoayu3bt2nWrBlarZYFCxbQsGFDateuTYkSJXj27Bnx8fG4ubnRuXNnWVpZV1dXHj9+zNatWw1C8nLDwsJCEsXVi4rrV87/r7Bz504KFiwI5Kz6mJqa0q5dOwYOHJiT5UGr5cmTJ9LxWVlZTJ8+XQpVCAwMxMzMjG+nLiDeXb5CfDnJhrP3X0sEavHixRk/fjxbtmzh+vXrFChQgODgYObOncvbt285f/68tOKfmZlJxH3j6cNVKe+xcikg27Zk6bL/mk76K/4zMWPGDFnfHvfHOmK3jOe7ugUkW7N582Z++OEHbt68SXJyMm3atKFAgQKsXLlSNqjUo1ChQtLANSEhQRK7HjNmDG5ubowYMQIhBMePH8fJyYkrV66QkJAg2RMwHHC+f/+eYcOGkZSURL9+/ShRogSmpqacOHGCe/fu0bhxY6oPnouiwRgcm47Erv1MRv56GiEE3t7epKamMnDgQC5duoRWq6VUqVIcPnwYFxcXyVNYj4sXL1KuXDlpNVePhg0byrQC27dvz+zZsxk1ahR9+vT5bFsPGzYMBwcHrK2tWTDFeAa/mIOLiD24kMj1I9g4ph0jRoz4JEHzJcjIyGDXrl2yMcXVq1cpWbKkFGbt6OjI6NGj2bhxI/fv36dbt26kpqbSsWNHKlSowMSJE7l//z5ubm7Y2NgwZswYqlevjpmZGUOHDmXs2LHMnTuXe/fuER0dnfM8qlenQoUKMk0mfaKPkiVL4u/vn683ga2trWzys2/fPn788cf/UTv8VXTu3JmZM2cSHx9PVlYWGRkZ9OzZk+bNm5OYmEjdunUNPC6WLVvGhw8fqF27NtOnT8/RcRo3A4rVkx0XeuY5SaaOtG/fntjYWEaOHElgYCA3b97kwIEDaDQaOnbsSHBwMOHh4bx7904K/9bpdERGRlKztNybXQ+VWj4pOXTokJRR8Su+4t+JR48ekZycTNyf64neMJqY/fOJXD+CuD/XS540586d488//+TDhw+oVCrS0tKk/lkfpgQYeAxBztgwd/i2Wq3G1NQULy8vGbGg0WgwNTXFycmJhw8fSsfCR1Fvd3d3yVNXv71q1aofJ/ZNR+LWfQG2tQy9avLCzMyMBg0akJmZyR9//CHb5+DgQHJy8mfD+fTRK0qlkpSUFJldyBvKpUfy24+6ubmhubGNpGNLiPptFIlnN0hExucW6QsXLix5jeWGsbprtVquXLli0MfnjY7InT1PCCE9Y4VCIXnf5r2WXgvJxMSE5ORkkpOTZQk/bG1t0Wg0MoLr7du3pKSksGPHx8W13O9TXujJplevXkmE4Pbt2yUPrhIlSlC+fHkuX76Mt7e3VE5+5emJudxtnJqaSrly5QgKCpKEvY0J4Of1crK0tDRoR6VSadTDzaZKW3b+cQ0bm48S5E+ePCEjI0MKvdMj9wKcXtw8P+H3lEcXSH/9UZPqzOsMXBr0zzc78d8Nf0vi6eLFi7IXNCPyEf6m8dLK1eDBg3N0fE6f5ueff2bBggXs2rXL6IeqR7169aQOpkaNGiiVStq3b8/06dMpVaoUy5YtIyQkBDs7O0qXLo2DgwNpaWlSKNON8A9Eab1lLH9UVBTNmzenXr162NjYSKnsLS0tpXO235WvSthUacvkbRfZc+Ym586dIy0tjaysLLKzs9m5cyclSpSgaNGiHDhwQHIPzMjI4NKlS1LYWW4EBwdz+3ZOVrxOnTrRqVMnzp49i6OjI56enp9t6w8fPkgrJyU9rKlmnyLbrws7TPy5zdKqQFxcnJRN43+C4cOHs3DhQunvFy9e4OnpSbNmzdi2bRtmZmaUKFGCChUqsGlTTshl4cKFGTVqFJs2baJ48eI8efKE48ePM3LkSLZu3Urjxo1JSkqSdX6LFy9m3bp12NrasnnzZiIiItBqtRQsWJCWLVtKnbOlpSUPHjzg3r171KlTxygpYmlpSUJCAsnJyYwZM0bydPu/xtGjR3FzcyM9PZ2oqCh27tzJn3/+CeSssixZsoTvvvuOxYsXU7x4cUqUKMGDBw/YvHkzz549w9nZGZcigUbLrtWkraTbFRoayuvXrwkKCmLdunXMnDmTadOmcebMGZRKJdnZ2ZJnob29PTeO72ZATR9ZeRk3D1Cxy2gy3EvLtpuVaUqjLl8eBvoVX/GvhoeHh9GMJ33qlKSMlx3Hjx9n8ODBXLx4kadPn9K+fXumTJlCr1698i1Tq9VK4cJly5bFwsKC0aNH4+HhwbBhwzhx4gQhISGcPXuWTp06YWtri0KhYP369QghuBH+gYN332Hq/nFinZWVxfLly/Hy8iIyMpI2bdpw+fJlihXLWYS5Ef6B1RfkIV5WlVoza/8tdp++gUajITExkaSkJLKzs2nfvj1169Zl9OjRREdHs337xxX40NBQowscjo6OEhmya9cu0tLS6Nq1KxcuXOC77777bFsrFApiY2NzVtRjX9K5jDz9sG3kZZLvHCfxTk6IVlZWFqGhoZK47j+LiRMnSgKmerx7945u3boREhJCs2bNGDp0KDt27OD+/ftYWlpSpEgRli1bxuDBg+ncuTNZWVkMHz6cn376ibNnz7J27VopwYc+q2ijRo1ISEjg8ePHjBs3jqioKHr27Enjxo0pWbIk589/FBVeu3YtnTp1wtfX12hiEEtLSzIzM0lMTGTnzp24urrKJhb/Vxg4cCCjRo0iKyuLuLg4njx5wp9//klmZiaDBg3i6NGjXLlyhdatW9OvXz82bdrEixcvCAgIYNWqVajVaopXrG207EIlK1G3bl3c3NwIDg4mMjKSWbNmMWjQIBYvXsyPP/7Iy5cvJYFf/WKLRqPh559/Zmyf9rQpLtcU06S+x7RQWdk2myptKVyxDl/xFf9u1Knz8T1MfX1fForWtm1bSa/zzZs3UoKIli1bStnG9ASHPnwoL1GSlZUljeUtLCzIysoiMDBQpqVkbW1NZmYm6ZZuKH0qo3Hzk7IR5yYPIiIipEVFvdfUvagUoxN7m2odP+n9lJGRwYEDBwy266+nX8wF8g3f0hNkeuJHoVBIY0+9DQ8JCZFlvox5eNXAuyzh4g4Sbx3l/bVDZEU9kRa8v0SsPCIigjZt2sieQ34IDAw0mIsARhdSco9B9MSfEMIgtF0PPemSmZnJ27dv0Wg03L17VyJOMjMzpcgO/batW7fy7t07GdmUN3OgXhQ9b8Z4/fGZmZmSN9Ply5e5cOECDg4ORERESOLqei+9vDIrxvSjIiIi2LFjB9nZ2cTHx+Pj4yMjf4zBzMxMWgzJ24Z2XsYXI4SlEzExMSgUCtq0aYOXlxeARCBaWFhQuHBhA0LRzs4O89Rog3coLeI+jiHDMPUsLtse51aBNXtPGiWF/3YQf0NoNBphbm4uPDw8hK2trVCpVGL69OlCCCGmTp0qvLy8RExMjOjcubOYN2+e0Ol0X1SuT8U6wq5sA9Gm/yjh5eUlLly4IFasWCGCg4PFunXrRGZmpnRsTEyMmDx5srC3txdjNp4T3uMOSD+X+v0EIAAxYMAAERcXJ+rVqyeys7Nl19t57ZXsvLw/u6CeolChQiIgIEA4ODhI5509e1a4ubmJb775RgghxJYtW8TSpUuN3lNaWppwcXER9+7dEw4ODiI7O1uULFlSbNu27ZNtce/ePVGwYEFRoEABAQi1Wi1WrFgh7OzsxJ6zt0TzYTOFxs1Pus/cv/nz539Re+eH8+fPCy8vL9m2rVu3isKFC4shQ4aI9PR0UaRIEdGvXz9p/2+//SZat24tgoKChE6nE9nZ2aJx48bi+fPn0jHjxo0TJUuWFK6urrKyAwMDxfbt22Xb0tPTxdChQ4W9vb2oV6+eePnypbSvSZMmIjAwUKSnp4v09HSRlZUlRo0aJczNzYWJiYlQKpXCxMREXLt27X/UDv8TnD59WvZMChQoIIQQ4sKFC8LPz08UKFBAKJVKUbNmTSGEEDqdTjg4OEjH2xYpbfSdvPbivRBCiKioKJGQkCCEEGLp0qVi165d0rWrV68uKlSoINzc3MTGjRuFm5ubmDp1qrS/67BJYtDcdaJ8gzaiaLWG+b7/DuUaiaysrP+rJvuKr5ChcuXKwszMTGg0GhEUFCTUarUoVaqUEEKI69evC1tbW3H58mWxaNEi0aFDBxEXF/dF5S5Yv0tYBASJHX9cE9bW1mLRokXijz/+ECEhIWLChAni/fv30rHp6eliz549wsHBQbSbuUn2fTjX6yuUSqX0fWdmZop27drJ+jwhPm9nbGv3EJ6ensLd3V0UL15cbNiwQQghRHZ2trCzsxPVq1cXGRkZ4t27d6JVq1b53pe7u7uIiYkRrq6u4vz582LGjBmifv36n2yL1NRU0bBhQ+Ho6Cjdy5AhQ4Srq6uYuGClGB+6W1h6lzBqZ4oXL/5F7Z0fsrOzhb29vYiMjJS2JSQkiNKlS4vChQuL7Oxs0b9/f1G4cGGRmpoqhBDi7t27IigoSHTu3FmEhYUJIYSYOXOm+PXXX6Uyrly5Iuzt7YWjo6PM5k+dOtVoe/z222/Cy8tL+Pn5icOHD0vbly9fLuzt7cWdO3eETqcTKSkp4ty5c8LGxkYolUqhUCiEmZmZGD169L+tn4yNjRUWFhbSM1GpVCI5OVkIIYSjo6No0qSJUCqVwtLSUtrepk0b6Xgzj6JG38lpS3LaMy0tTbx+/VoIIcSLFy9Enz59pGuPGDFCNGvWTNja2ophw4aJDh06iBIlSkjjvaNHj4oRM38WJZv3FWXbDM73/bcqWVfcuXPn/7LZvuIrDAAIS0tLodVqhUqlkvV1ZcuWFaVKlRKANMbU/63RaKT+QPquzMyEqbu/sCldP99xOiA7x87OTiiVSmFbq7vcPtTqLhQKhdBoNAIQSqVSNlasUKGCsLS0FBYlgj9tZ2p1l13b1NTUoD4mJib51hUQVlZWQqFQGD1XXzdLS0vJluQuV1//vD+Nm5+wCAgSGjc/YWJiIoYNGyYUCoVQq9Wy9tG3c952y/2zsbGR9YW592m1WgGIihUrCo1Gk28Z+meh/7+Tk5No1KiR7Nl+qo0+98vdXxtrb5VKZbDdxsZGKBQKoVKphFKpFI6OjgIQ3t7esvL0c8VmzZoJS0tLoVarZc9G/wxUKpXs/pVKpShUqJBBXbRarbC2thZTp0797H3lfebW1tYGz9nYe+noX17Y2dkJS0tL4eTkJDp06CDMzc2luud+9429r15eXkLj5iesAusIi8C6n/wG2o+bL2rXrv3v7mr+1/G383g6ceIEGRkZpKWlERMTQ1xcnKTZs2LFCpYuXcrWrVtp164dAwYMYOTIkZ9knvX48dB9soOHY11/CFfsamNetRMTJ07k0aNHBAcH0717d9RqNSNGjCAkJIQXL14wdepU9p27zdY7H2RlmZVthn/VBnh6euLk5MSCBQsYMWKEjKkXQrDu50/r/1hXak2NFl25ffu2zHWwWrVqqNVqHj16xLNnz6QMM8agXwlp3749P/zwA9HR0URGRkrCtcYwYsQIqlevjoeHByqVirCwMLp168aYMWM4dOgQzauVpH3FgmT+I7OCqakpDx48ID09HTMzM0aOHMmIESM+2+b5YcCAAUybNk227ZdffkEIwZw5cyhatCgNGjQgNDQUIQQzZszgypUrbN26lUqVKnH16lV+/vlnmjVrJq2EQo5QrFKpNHBvnT17tsGqvEajYdGiRbx7947KlStTtmxZatSowcOHD9m/fz9Vq1alcOHClCpVinnz5jFo0CBJHFDvEqpfjfp34NatW7KViXfv3nEj/AMRGk+is8159eoVCoWC06dPM2vWLPz9/WUrSzNH9KNnJblGV/yF7dz5Yz9CCJydnSV9Ab3wa2xsLI0bN+batWtUqFCBN2/e0KlTJ86dO8eFCxekVYikl2GMbFUDd9MMLFwL5X8TidFGvSu+4iv+L3Dp0iWysrJQq9WcOnUKnU7HTz/9xPPnz6lTpw6rV6+WtJE2bdokc9fODz8eus/i+xocm45k5OFIzCq158SJE2zduhUHBwdmzJiBvb09Z86coWTJkuzZsycns+f1x1xKkHtwaMs1x79qA+zs7ChevDjXrl3D2dlZ1ucB3Lv0xyfrZFO5DT4Vgrl16xbOzs7Syp5SqZSy1K1du1ZKjJEfChUqxIABAyhcuDBVqlRh+fLlzJ8/P9/j9+7di6enpyTWevjwYcaMGcO+ffvo1asXM4b3YUKnuqjjX0urrRcuXCA5ORlfX1/u379PyZIlZWHRfwWzZs0iMDAQV1dXaduePXskb+k+ffpw6tQp7t27h5mZGadOnWL48OFs3ryZAQMGsG3bNsLCwrhx44bM/pYvX54JEyYYeGNNmDCBK1euyPpZyNHee/nyJXPmzGHQoEEUKlSInTt30r9/f9auXUuNGjVo06YNQUFBVK5cWRIC1mq1pKWlsXTpUmnF//8a4eHhslCK7OxsbkXEs+v6a9wCq/L777+j0+lISkrim2++oXr16hw+fFg6v345P3pXkYdZx1/YTsqre8TGxmJqaippRXp7e/Pq1SuysrL47rvvWLlyJY8ePSIiIoKFCxeyYcMGChQoIIVIvHjxgprFC+Ce/gpddv4hma7mCurVq/dvs9Vf8RVNmzYFcrz29R5Lejg5OfHs2TNu3bqFq6srGo0GtVpNYmKilLjA1tZWVp551U64dpuPbcNvZSFvZmZmODk5yTSZ9Pjw4QNqlyJGvZZMXH2lMCchhKSBq1Qqc7IVK5Vkvn/9yXu0qdJW5vmUO0RKr1VoLJRKfx392F2j0eQrIq3PiJbXUzkzM9MglEuP3MLTKpWKGzduYGZmJhO+VigU+Pj4SM8lv74iPj5e8hrKzs6WefZkZmZiZWVFWFgYWVlZMk2jvM+vUKGP4+LcSUMAo5nK84Ox+83tXWSsvXU6ncH2+Ph41Go12dnZCCEkj6mXL1/K7kN/vf3790vZFSFHd8vR0REfHx/pHnLPy3U6HS9evADknmKpqalkZmZKGedz22q9lpipuz+mpqYGzzxvFt2sqCcGOp3xF7YT8/AqHz58oGDBgvTr149t27ZRtGhRab4ihCA7O5tSpUphZ/dRD1ClUpGZmcn79+/JiHxE4p0ToPv0sxkzoAcPHjzg3Llznzzu/3coxN/Mmrq6uhIbG4uzszPv37+XPgBra2tUKhWTJ0/m5MmTrFq1Kt/sAHlxI/wDLZedN9iuPfML4TdOY25uTsuWLXn37h3nz58nOjpaylrQY+oyDn1wMji3gfVbWpX1pGzZsvTs2ZP9+/ejUCg4ceIEo0eP5saNGwBUHzyXV1bF8q3b/LalaF3WE1dXVym0DmDBggVs2rRJShn9qaxr+oxvr1+/pmvXrlhaWrJs2TKD48LCwggJCcHb21vKFnDmzBmio6MJDAxk7dq10kTkwoUL7Nq1i1WrVmFiYiKFpPXq1YsTJ05IbsH79++XsvZ9Ce7evUvdunVlmfhu3rxJxYoVefDgAcHBwbRu3Zr58+dLLv0BAQFS6uabN2/y888/ExMTw549ewxIx3PnzlGrVi127twpE2R1d3fn1KlTBpkO9dDpdMyfP5/58+fj6enJ0qVLqVGjBhkZGfj4+PDkyRNq1KjBlStXyMjIwM/Pj/Pnz8v0WP6vodPppMx8bg0HoCndRNqXfvMA746tJDs7m8KFCxMaGsrPP//Mvn37aNKkCWZmZqxZswb/qg2I15lKaUgtLCyIjY2VGZu0tDQKFy5MSkoKPXv2pF+/fvz000+yd/LXX38lPDyc7777jqZNm7Jv3z5CQkJIMLHndfGOBnVPunOC7HNrSUlJ4d69e/9jAeGv+Iq/gu+//54ZM2agUqkoVKgQjx59FBi1tbVl9OjRHD9+nBkzZlC1atUvKjM/O1Po8Q5uHN9Neno6Xbt2JT4+nidPnkg2AqBalxG88ggyOHdsTVfuH1rPTz/9RPPmzQkNDcXV1ZXw8HBGjhzJrl270Ol0ONXtg3n5FvnWbVazonSsUpg6derQrVs3KeNNbGwsvr6+BAYGolAoOH78eL7u7gMHDmTNmjU8f/6cly9f0qlTJwOdBMjpL5o3b87du3cJCQlh9+7dnDt3Dl9fX8qXL09AQADr16+Xjh00aBDXr1/n6dOnxMfHo1QquXz5MiEhIaSlpaFWq5k9e/ZfDm12dnbmwoULUt+SlZWFg4MDQ4YM4cWLF9y4cYNbt26hVqv59ddfOXjwIGvXrsXc3BydTkf9+vVRKpWsX79eCqnLDVNTU1q2bMmWLVukbW3btqVAgQIsWLAg33qdPHmSwYMHk5SUxLRp01i2bBlXrlzB1taW27dvc/fuXRo1aoSVlRVZWVkcO3bMaJj9/yWmT5/OtGnTsKreRZZNLvHyLpLPbZQWpebPn4+XlxdNmzbF2dmZgIAANm7cSPcR33P+zhNZuuvLly9LYal6NGzYkEuXLlG2bFk2bNhAt27dOHr0qGTnnz9/zuDBg9m3bx+TJ0+mQ4cOLFq0iBStMxetaxjUO+nOCWJ/X4SpqSkTJ078orDQr/iKfzX084msrCzatWsnyz6sT/Xu6enJq1ev8PDwIDo6mqysLMzNzSlYsCCPHz+WyAKNmx9u3Q37l/dbxlPcWcvLly959+6dbKJeqFChHALJp3KO3mwexOyfT/LdUwAUKFBAys7ZrFkzTpw4IZEZtrW6fzJTXO5y9LC0tCQ7O5vU1FQpW1huqFSqHGIrDxmiJ8/yhlUpFIpPklNfAqVSScGCBWW6hWZmZtJ8M3fonZ4Uy8rKMgjJy32OqampFNauVqvJyspCqVQahLTpE3ukpqZiYWGBhYUFY8eOZeLEiUYz+AFSecagD4fUarXSoruJiQlZWVlotVqDhZD8YGpqarRN815bf5xKpZKRZBYWFjg6OkqhnXZ2diQkJMjExj8Hffvmfc/iL2wn7s/1Ro/NC42bHyb2HphmxBP7+KNOmYWFBYsXL6Zv377SeY6OjsTExABI72bud7Rt27bs2rVLkhXJsvE0+u3p69jWT0NQUBDjx4+XiLa/I/5WHk9JSUlERUWRnZ3Nhg0bpJdDo9GQkJBARkYGb968Yffu3V9MOgE8jzGMLwWISMwiNTWV9PR0rKysqFKlCuXKlUOr1VKuXDlu3LhByzrGJx0RD25QsWJFfvzxR8aNGycNjNq1ayebUIysW4QmpvepZB5jtBw7VYbRj2fYsGE8f/6cBw8eyGLDjSEuLo42bdqg0+n4/fffDYRIdTodQ4cOpVatWkyaNInXr1/j6+vLhQsXSEtLo1y5csycOVMinSAnNffcuXNp06aNtPoBOZn74uPjEUIwdOhQgoOD6dOnzxcLRffr14+xY8dKf2dkZNCwYUMCAgKoVasWHTt2ZP78+cTHx9OmTRsaN24skU6Qk6Vt7969LF682KinW3x8PEWLFqVHjx5ERHwUhhswYADffvttvvVSKpWMHj2at2/f0rdvXxo0aCBpmjx79oxNmzbRfeQUSjXvi0tAZW7evPlvJZ30dV66dCll6raUkU4ApqWb4OhfHi8vL2xsbJg9ezapqam4u7sTEhJC/fr1mT17NkO7NJdpDaSmpjJ06FCaNGnC8+fPGT9+PO7u7tjZ2bF3714WLFhA0aJFefr0qcwYde3alfv373PpUk62B/1AK6RyALWc5MYs6c4J3h9cSFxcHAqFgoYNG35djf6K/1Pokzc0bdqUwMAcvTM94ZKSksKhQ4fYunXrF5NOkL+duf74tbRKm5GRQUBAgET+enp6snXrVhZMGWv03LhXj6hcuTInT56kePHi0orgrFmz2LFjh9TvtvE1wefJTtoHWBktx1aVIQ2cc3+39vb2+Pr6otVqMTMz+6TGwp07d7C2tsbd3Z3Ro0cb9XrdtWsXnp6e+Pj4ULNmTY4dO8ajR4/w9fWlSZMm2NraSqQTIBHga9asISUlRVpRrVixIg4ODnh5edG+fXvmz59PmTJlZIszn8KyZcvw9vaWEdotWrTA1taWO3fuSD+VSsW0adO4ceMGmzZtknRDlEolqampBAUFGSWdIGdgfe7cOdasWSNtW7x4MRs2bPhk3YKDg7l//z47duxg4cKFXLlyBcix4506daJhw4b4Va2Pdcm6LN9++N9OOkFOZr3SdVrISCcAq4qtsPAKoFChQpiamnL58mX279+Pvb09RYoUYcmSJfTs2ZNVs7+TUoXr0bJlS3744QdWrVrFvn37KFCgAM+ePaNjx46cOHECNzc3KleuzMWLF6VzChUqJAnbv3jxAm9vb8qXL0+tEt74pD+V1U1vZ8Q/MlDNnDlTJrj7FV/xf4GePXsCULduXUnrLjdevnyJl5cXFSpUICwsjPfv30v9cEZGBtnZ2TJvW1NHuQehHi279uP58+cGHkEqlYrRo0fneJ7mI5ace/vr1x89m44ePSo7Tp/sKe7Mxs+Wo+/LVSqV5BlkbJ5gamoqI53043orKysDjx59/2yMING32aeynukTgjRu3FhGOmk0Ghnpk3s8qk8qYW5uLttepEgR0tLSJA+o9PR02VxJnwUvb33s7OwoX748kOOdtGzZMrKysmR2Wa/9CFCsWDFJz7F4cbmukL6u2dnZUv09PT2xsbHBx8fHaKZAGxsbqU56ryLLgjlJh/SeWbnn13kJL33b60mn3OOm3HpiHz58kL27Uqa4T0QoCSHyFQl3Cagsy1afe6ySu431Hm5xT2/KykhOTqZPnz4IIbCwsACQSCfIeV/1i056neYdO3ZgamoqidpnRD4y0HxKeXyJdxvHEPfnetasWcOLFy9wcHD4pDf4/+9Qf/6Q/3/QvHlzFAoFLi4u2PiUwrJEMObxb/nwJEcgNSgoiEmTJn1WgCwvCjlaGN1+dMdv3Di+m1OnTkkvSa1atRg0aBDOzs6MGDGCM2fO8O2aE2y8/jEzysBaPvz50zOSkpJ48eKFlJkNcjxr9IZFpVKxZs0afv/9d7Kzs2k17VeupdhLxyZc3EHLpbuMstlKpZK6dety9uxZtmzZQuvWrY3ew48//oiDgwPR0dGsXr2aIkWKyIzU7du3adKkCUWKFOHEiRPUr1+fb7/9lu+++07KGtenT598Q57mzZvH6tWrJSbY0tKSevXqERcXx9KlS3n9+jVt2rTBw8OD7du3y9oiL8LDw3n06JGMAGrUqBGVKlXixIkTjBo1iilTphAeHk6vXr344YcfqFSpkqyMn3/+mcqVK/P27VuDkBPICTlzdnZm0KBBVKtWjWfPnqFUKpkwYQLOzs6Sp9an0L9/f1avXs3du3elydCMA2GkFrSFwo0wK9yIxX+8YFyjYjx8+JC+ffsyY8aML04pLv6ROlafkeKf+eU24JlmxoVnHQoWI+LcAz58+MDBgwdp164dOp0Oc3NzunbtytChQ9m/f7+0QqCLf4s2JYpDhw7x+vVr/P39qVWrFg8ePOD58+ccOHBAusfg4GBOnjxJ/fr1gRxj8vPPP9O8eXMKFMgZGJUsWZKyZcvy2/DhRMZlY2LvIVvxhpzB2KlTp1i2bJlBGu6v+Ir/DVy+fJm0tDRUKhXfTl3A3OXrMXUPIyPyEWq1Gm9vb5YsWYKTk6Gn66eQn505tX8bsY+uMWfOHGbOnIm7uzuJiYnY29sTEhLC+vXr6dq1K53nbOdE5MeB9sBaPoTv/4X2I0cyaNAg2Sp5Xs/NrKwsLhzYzKkda6nUfxZv7T4mD8i4eYCWC9dibW2NEIIOHTrIzp0/fz7169enYsWKxMXFGYQFQE7ffffuXczMzEhKSuLevXsMHjxY2p+SkkKzZs14+PAhhw8fZvDgwVK4uFqtpl+/frx69Uq2KJMbZcvmiEIfP36cunXrArBkyRJ69erF1q1buX//PuvXr6dYsWKMGTOG8ePHGy1HjxkzZsgEbVetWsWdO3dITU0lIiKCGzdukJWVxcCBAylVqhSTJ0+WnX/nzh3ZCnJ+OHv2LKVLl6Zq1aoULVoUd3d3PDw82LhxI507d/7kuZUqVaJHjx5MmjSJ9PR0srOzefnyJeO2XCS95reogclnE3mjvM+gah6MGzcOrVb7xQNaIQQZGRn/IzuTkZEhTRSyzI0TcO7+pXl/7RCJiYm0a9eOt2/fcvToUZRKJcWKFePbb7+lR48ewMfVaEVyDKWKF2DWrFmkp6fj6enJxo0bqVatGk2afFxEad++PStXrqRKlSrStm7dutG5c2fCw8OxsbGhfPnyHDp0iPRLR4l8HmPUzpiZmeHi4kLz5s25cOHCF7XfV3zFvwLr1q1Do9HwZ9hLanUfzR+Hdsn2Fy1aFG9vb+bMmSNl687MzMTExEQiFPQTZJVKhZulCmO+PkN6tGfjD0MJCAiQZbcrXrw448aNy1n4+MfEOa83Sebbx9LfucPPTE1NJcFyPTIiH5ER+QiFWmNQjv6bs7Gxwdramvfv30tJLfJC7zGT1yNHf329Q8D79++lffpjFQoF9vb2sn3Z2dn5ZkaDHM8dPz8/Hj9+zJEjR1AoFJJHUO4sormhUCh49+4dWq3WIDwyKipKqm9uMkXvwaUnfXKXrVAoKFiwoETeKJVKwsLCWLBggTQHLFGiBPfv30cIIYnI6zNV585YDTlEXKFChbCwsODy5csAREZGkp2dTUxMDLa2tsTFxcnOiY+Pp3z58jyxCJA9v9Rre4k9tVb6W6PRSGMGfTvr700v8m5paUmpUqU4d+5cvh5IehkZnU6HlZWVjJzLCwsLC7D3MLovCa30bHMvoAUEBHD37l3ZsXo7k9sOmJub4+rqyrNnz0hOTsbNzU3KcK8X2C9ZsiR37tyRPPyEyMlCn/sdjftzPSmPLkhzJk3iG1L+4akthKBp06Z07tyZ0qVLM3jwYAOh9b8D/lahdnp2u/+yQxx68ZGIUTw4zskF38riYv8q6o1ewmN1Qelvk8enuLl+qsR8yo6tV4/z58+TkpJC165dadq0KQMm/sjKLXsp5GiBq0kaEydOxMTEhAEDBkjZ9CpUqMC1a9dQqVSo1WrS09OlD9HBwYG4uDi0BYrTvvc3DO7WlnXzp/DLL79gamqKVquVdaKQQ/pMnTqVPn360KZNG4OVz4yMDFxdXVm+fDkzZswgJSWFVatWUbt2bXQ6HUOGDGHLli0sW7YMR0dHWrduTWhoqERAlC9fntKlS8tWbPMiMzMTS0tLJk2aJLmpx8bGUqRIEQoUKED37t0ZMWIEJ06coFOnTtSoUYNNmzbJQrX0aNCgAZUqVWLatGk0bNgQOzs7Ll26RExMDA0aNGD79u3cuHGDkSNHsmrVKileWI+HDx8yduxYpk2bxrp164yGM8yfP58zZ86wZ88eSYNpz549wJeFQejx5MkTkpKSUKvVnLz1jAVhhmSnw7U1PL54jMTERJo2bYqPj49s0P6pT1Or1Uputp/7WVpayv42NzeXaYL9tHGf0fpFrh9BRuQjNBoNZcqU4e7du2RkZGBhYUFoaCgtWrSgVPfvSfH++F6Ju0cI3/+zVMerV69SvHhxdDodjRs3lvQ7Xrx4wfTp01m9erXsmsuWLWP16tVcvXqVffv2cfXqVWbPnm1g2C0tLSU9kIEDB7Jp0yaePXuGvb09X/EV/5vw9vYmPDyccr2nE+P0MRNqxq2DLO1XnxYtWvzTZfdctIdTUR8HqImXdnJj3RQpk0puhIaGMnr0aBITEyUXdediFVm1dR/+7naU8bKjcePG9OvXj3v37jFhwgQgx6tm+PDh0iAwOztbNrAvWLAg0dnmuPqWZMfapWREPqJhw4YkJydTqFAhRowYIVto0Gcimzt3LhEREZLeQm5UqlSJ1q1bM2/ePDp37kxERATbtm0DctIsDxgwgPbt2zNjxgzKlStHzZo1Jc+madOmsXbtWh4+fGjULuhhY2ODt7e3lKUVwMfHh9q1a3Pnzh2uXLlCVFQUjRo1Ijk5mUOHDhnYCMjJ4DNt2jTu3r3L+PHjiYqKYteuXQQEBPDw4UOio6NJSEigW7du9OrVy+B5Z2ZmSoRg3lCv3NCHx2/fvp1vv/1W0sM4ceIEAwcOlIVv5od3797x+vVr1Go179694+Ljt6x4YagllrTre2IfX6dAgQK0adNGZmf0z95o2IFG88V2xpjdyf28Tt1+Ts/N9wyuobczSqWSokWLkpGRQUJCArGxsfTq1YulS5fmyA8Ib56bFZHO04dP6CUU9ORfz549mT59upSVt379+hw6dEi24Pj+/Xv8/f15+fIlKpWKDh06cOnSJQOPOGtra2rWrMmBAwcYP348ixcvZuPGjf+jb/wrvuJLMXr0aObNm0ehlsPR+X+MXMj97lerVg0/Pz9WrlyJpaUl6enpZGVl4e3tTVpamhQ2Z2dnR0ZGBuHh4RRuPRKbXN6H8Re2U80yhkOHDhl4FRUsWNAg7EfrWQylrRuKxGiSXoYBGITBOTk58e7dOz4FYxN8yPFWcnBwwMPDQ9JSzIuqVaty7do1MjKMR33kF16mVCpRq9Wo1WpSUlKwtraWdADz3oOVlRXe3t6EhYVJoct2dnbExcUZDUHL75rm5uakpaVJC/C1a9fm5MmTQI7dyk3O6T28jGVyU6lU1KtXT6aDp1arEUJIIWkajYasrCyJmHNyciI6Ohpzc3NZmZaWlqjVarRarZS11tbWFkdHRwOCKi+0nsVw7jLXYHvslvEkvriDRqNBpVKRnp6OVqslOTmZSpUqcf/+fSmUUE8C1ahRgzNnzkhlODk50bJlSzZu3EhKSoqMyPzUnEi/39TdH9duhosrejuTF35+fkRHR0sEW94wvYSLO0i/vI3U1FQaNWrEn3/+SXJystH6ODg4ULRoUS5duiR5khkLQdRoNGRkZKDVamnbti2//vorkONIce7cOT58+EDv3r1JSkqSZQ3+2+BfJFL+b8fcuXMFIFyKVzKqFn/9Zew/XfaECROEQqEQhy7fF1Yl6wrfyvUEIFxdXcXgwYMNjl+5cqVQKpXi/7H33mFRZNv68NuRpmlooMkZlCwiJgQzKIKYc8YcZtRx1NExh3EMYw5jjmNWzHHGLGZRzAFFAUVBcoamYX1/9OltF90Y5pz7/e6c6/s89UBX7dqpqvbae+213mViYkLPnj0jOzs7EgqFlJaWRkREBw8epNmzZ1OvXr3YPfXq1SM+n08SiYTs7e3p/v37JJVKdaIh8Hg8sra2JpVKRYWFhWRpaUkbN24ksVhMa9asYVFyKioqqGXLllS7dm1aunQptW7dWid6X9++falnz55UVlZGCoWCbG1tiYgoLi6OHBwcKDQ0lAoLC2ndunVkbm5Ot27dYveGh4d/NiIRkToqkaWlpU6kuIiICBoxYgSZmZlRfn4+ERGVlZVR7969ycLCgo4dO0bXrl1j0YDS09PJ3NycVCoVZWVlkUwmY1EDGjVqRM+fP6cTJ05QZGQkJ+qTBiqVisLDwykpKYn1TeUogkTqyHb9+vUjInVUI2dnZ1q5ciUREaWkpJClpeVn21wZVUWNaj7wZ7KysiKhUEgTJ06khIQESk1Npfz8fL11+0/i+fPnNGvWLLK2tiZjY2Nq+sNSbsS4kIHUsWNHMjMzoyVLltC+fft0omVUFXFO5lyDZs6cSUFBQZSRkcHKHDhwICUnJ7Pf4eHhVFpayu2rAwcoLCyMjhw5QikpKdS8eXNOBA8A5OrqSk2bNqXAwEASCATk7OxMVlZWX/Q+fsM3/DsoLCxUR46pItrWvyNnrl+/TjwejxZtjSa5f0sa++sKFn0lODhYJypeSkoKi2D066+/0pAhQwgAbdq0iYiICgoKqFOnThQaGsrG2KVLlxKPxyOpVEpSqZTu3btHfn5+nIg2msg0QqGQnj9/TkTqSJ29evUiJycnatiwIeXm5rJ6TJo0iUaNGkWNGzemtm3b0rt37zj1vHjxItnb2xMRkaOjI1lYWNCbN28oPz+fmjVrRo6OjnT//n169uwZWVpa0pw5c9i9GzduJGtra055VcHa2pqsra3p5cuX7NzBgwfJ09OTXFxc6MCBA+y8JgLr+PHjKT8/nyZPnsyuubi40IULF4iIyMfHh0XZ8fb2psWLF1NiYiKFhoZy5KE2Zs+eTTt37iQionHjxtHdu3d10hQXFzN5S0Q0ZMgQaty4Mfttb2//tyKpVSVrnJp0IWNjY/L29qbnz5/T27dvKScnh5RK5VeX8TXIyMigTZs2UZ06dYjP51OXOTs49bJsMZhsbW3J39+fgoKC6MqVK2Rtbc2JmmRkZETrov/U267eo6eQn58fXb58mZUZHR1Na9euZb9nz57NnqcGRUVF1LhxYxoxYgQRETVv3pzq1avHkTM2Njbk5eVFwcHB5ODgQAKBgMLCwsjKyooKCgr+R/vtG76B6F+R7Fz89L77YlsPiouLo4CAAFq1ahU9e/aMvbtOTk4kEolo0qRJ7JypqSk5ODjQypUrWRQvTbQ27fdec/B4PE50Ou3D0tKSBAKB3mhepqamxOPxdKKZferQjjhmbm7O8taOeqZdtp2dnU5UuMpRyyofmqhxAoGA/a/v0KwtNFHVwsPD1f31r7ZqrmsfGjn8te0VCoVkY2Pz2XZozllYWJC1tTWnftbW1iQUCjn9IZFISCgUEp/PZ7Le2NiYk6dcLqfAwEDWLkNDwy9+ZrIqIhSa1GzB1r6a+lWrVo3VycjIiCQSCUmlUuLxeHrbamRkRHK5nLXHxMSErK2tPxmtUPs5ANAbefFL2lVVZDupow+bX/F4PJLJZOTl5aXzDmpkV5MmTcja2ppF99M8a02/m5qasnujoqJo5MiR7DlrohRq1uVPnz79fz0M/cfxX8PxpNnt+n7SbL3Xq+LP+BQqKirQt29fLFy4EFKpFBnPY5H/4CxyX92HQCBAWloa4/fQ4NChQ5gwYQKOHTuGiIgI7Nq1C2lpaVCpVIxM+caNG7h16xars8bSSSqVQiQSYfTo0QgKCoJKpWJRKjQWH/Qvs8Vly5ZBKpUiKSkJgwYNYrsZHTp0wOvXr3H9+nXUrVsXS5cuxcqVK2FmZoZdu3YBAJ4+fYq3b9/i+PHj2Lx5M4uAERUVheHDhyM0NBTLli3D2bNnMWPGDMycORP3799nRJ4DBw5EamoqTp069dk+VKlUEIlEUCgUiI7+GDFg48aN2LdvH3r37s3cAIVCIXbs2IGTJ09i2LBhCA0NxcSJE5GVlYURI0agV69eEAgEuH//PnNhUKlUKCwsxNmzZ7F3714cOHBAr9XLsmXL0KVLFzg5OYHH4yE4OFivyXx2djaLTMDn83Ht2jVMnz4dDx484LhBfA2qcqG5eeYojIyMmJbczc0N1tbWkMlkeqNN/CfRrVs3zJgxAx8+fMDSpUux5+ceML+zCRnHFqNu1gVMbeuHs2fPYtu2bYyzyszMDHw+HwEBAZg2bRpade2nN+9m7brj7t27+O677zBv3jx2XhPdToNWrVrpcAAkJiZi7NixWLFiBQQCAQwNDdG3b1/Y29ujTZs2kMlkkEqlyM/PR0REBJycnPDmzRs0a9YM169f18nvG77hP4levXoBAPwbtdR7/e/IGQDYtWsXWrduDQCoJheg6MlFbF44HTweD3l5eRCLxYw3AAA+fPiAgIAAzJkzBx07dkRQUBAjqV6+fDkA4M6dOxAKhWjXrh1kMhmWLFmCcePGsTGmf//+aN26NZ4/fw57e3sYGBgwTpCKigqoVCr066f+xg8cOIA//vgDvr6+qFu3Ljp06IA///wTpaWliI2NxdKlS/H48WN07NgRI0eOBACkpKQgNzcXUVFRWL9+PQA194RIJMLVq1fh7OyMmjVrIjExEWlpaWjQoAFWr16NKVOmAABOnjyJCRMm4Pbt2zoRaPSBiDB8+HCOC1/Hjh1RWFiImTNnYvjw4Ww3esiQIUhMTMTNmzdhbW2NpUuX4ujRozhz5gzbkSYivHihdiHR9ImJiQkGDhyIDRs26BBbA+pooY8fP0bPnuqACN27d2eWXdp4//494wsBgPXr1yMzMxMzZ84EAIwcORI//PDDZ9tcGVXJGlX2O5iamsLLywseHh6wt7fncHX8T+H333/H8OHDWSTTfZN7wfHpHmSfXIaiw7PwcMccZGVloWfPnti7dy8aNmzIXFisra0xdOhQ/Pbbb0gv1c/rcT72MaKjozF79my2mx8WFsaRA927d8fevXs59yUnJ6NevXqQSCQ4fvw4qlWrhg0bNsDIyAiTJ0+Gr68vCgsLkZmZCQsLC/j6+rLISkqlEiNGjPif67Rv+AaAzZ286+mnYBCZ26NWrVqMGqNLF7UFE5/PR0pKCjp37ox58+ZBIpHA3d0dxcXFKCkpYdx6Gi4bbTc5bQgEgirJqjUROStbogsEAiiVSggEAhQWFn7R+KJxU9L8r+H2USqVbLzWng/LZDJ8+PBBx9qEKrmsaUObc6i8vFwv4Tig5vopKiqCg4MDrK2twePxmGWOpq0SiQQGBgYcbxeNZ4c2tL0KNLCwUNNaaNorEol0rCz18VhpeKByc3NZ3/N4PMhkMmRmZsLS0pLTRxrX64qKChQVFaGoqEjHRS03Nxc3b95kz6u0tJRjEaWJRqodqU0DZRURCs1FKjZ30ODdu3cA1FxXRUVFGDdunI61mKav+Hw+c9EWCoVwcnKCVCplPEnBwcGfpMrRPKuy2Gik/jEOHpnXkbn7Z8gSzlV5j/Y7I6rCTU9q44r9+/czKyeNe15ISAjn/rS0NJSVlTH+WU3EVQAsAnJeXh6cnJxQUVEBf39/7NixA4GBgawP8vLycOHCBezcuRMLFiyokibnH43/l1qv/xTu37/PNO13k7L+YzvR+fn51LBhQ+LxeCSXy5nmW3M0adKE3NzcqKysjIiI9u3bR2ZmZvTkyROWx5kzZ6hGjRrk4eFBv/76KxERNW7cmAYOHEhERHXq1CGBQEC2trbk6upKtWrVIkNDQ5LJZNStWzeysbGh3NxcGjNmDJmbm5NMJqOaNWvSoUOHOHW1trYmIqKXL19SZGQk1a9fnxISEmjRokVMw1+7dm0qLy8nV1dXMjQ0pAEDBhCR2tKIx+ORpaUlhYWFUXFxMZWXl1ObNm3I29ubCgsLWTnTpk0jFxcX1ubPIScnh+zt7en06dPk7u7Ouda0aVP69ddfycbGhi5dusS59v333zONeZ06dcjMzIxuvEilA3feUIM2PZjmOCoqihwdHWnq1Kk6Fl0aPH36lDp06MC5/vjxYxo1apRO2u7du9OsWbM4544cOUKWlpZUXFxMZ8+e1WnHl+CHLRc47+MvRx+Qra0tASADAwOKj4//6jz/LsrLy6l58+YkFovJzs6O8vPzadq0aeTr60sNGjQgsVhMpaWlpFAoqEePHrRs2TKKjo6mwMBA4vP5bDfCuIqduNuv0snCwoLu379PkyZNoo0bNxKR+nvq2LEjq8fbt2+pb9++nLqNHDmSXr16RQ8ePKDOnTtTx44dqVWrVhQWFkbh4eFUv359MjAwICsrK+ratSudP3+e+Hw+GRoakre3Nzk5OVFRUdH/b335Df+3wOPxiMfj0eXHyf9Ri6cxY8awXdNx48axsU8z/pmamjK5orG8XLFiBbv/1atX9N1335GxsTF16dKFKioq6Ndff6WAgAAqKSmhRYsWEZ/Pp5o1a5KzszPZ2tqSQqFgVjDOzs504MABevLkCRkaGpKFhQUZGRnR3LlzOfWMjIykFStWUEFBAY0ZM4aaN29OS5YsoYsXL5K5uTmJxWJycnKily9fUv/+/Ukmk5GNjQ2TFwqFgkxMTMjZ2ZkePXpERESrV68mc3Nzun37Nivn9u3bZGpqSvfv3//iPrS2tqaysjKOFS0R0ZYtW8jf3586dOjAZJ4GMTExbBfVyMiIPDw8aOkfh+jAnTe0dv9ptgvZsmVL8vHxofDwcMrK0v+MlUoltWjRglJTU9m5iooKatGihY5sunbtGvn5+XHOZWdnk0KhoEuXLlF5eTmZm5tz2vElUKlU5Nz+B847WX/or6wdS5cu/ar8/l0sX76cRCIRGRoaUkxMDB08eJDq1KlDISEhxOPxKC4ujjw8PGjUqFHUq1cvysvLI0tLSzI2NiapVEoGBgbE4/Fo2OR5er+3Ru370NixY+nChQvUo0cPZincvn17zrwlLCyMM2c5deoUrVy5koqLiyk0NJQWLFhAkydPJh8fH+rYsSO1bNmSxGIxmZmZUatWrej9+/dkZGREUqmUQkJCyNTUtEqLt2/4hv8E8C8riaosnkxcaxIRUWhoKJMRACgoKIh4PB4JBAISCoUkFArp9evXtGnTpi+2yNGWP5rD0tKSTE1NydfXV+91fUdli5bKvytbClW2ytGk0bQFUFseVbY0qfxbu34aTxKN7P5Um11dXYnH45GHhwfLU2Ppz+fzicfjkVAoJCsrK3aftlXL1/SpVColsa0HGddsQWJbD2YZVPnQth7SHGZmZp99BvqsxSp7LWj6d/ny5Sw/oVBIIpGIeDweeXt7c+rVuXNntmbRZ1WkuVf7WWueqbu7O6cePB6P0zYej8fW2Obm5mRra8vy+u2336p8L/UdYrGY+Hw+OTs7k0AgIEtLy0+mNzQ0JENDwyotnoxd/Jilm62tLQkEAiovLyc/Pz8yMDAghULBeY+FQiEtW7ZMpxyZTMasygFQrVq1SCQSkZWVFdWpU4d9r0ZGRmRsbEyJiYnk7u5OO3bs+H88Gv1n8V+heHJ1dSUA9Ndff9HRo0dJETqI89LMP/Xk85lUgYULF1JgYCBNnDiR3NzcOC9+v379qHPnzmRvb087duwgc3NzvQqEFi1a0Lp164hIPTm1sbGh169fU+3atUkoFFJQUBD5+fkxE0Rzc3Nq2bIlDRkyhCIiIohIrazasmULTZ48WWexTvRR8URElJqaSrVq1aLIyEjq3r07M7scO3Ys7dq1i+zt7dnHMXz4cKpTpw7xeDw2KS8uLiY/Pz8KDw/nuHytW7eOKcK+FJmZmeTo6EhERA4ODhQXF8euvXjxgqysrOj06dNkb2/PKevy5cs0Y8YMioyMJKFQSN49J3Geac/5e6iwsJAiIiIoPDy8yvJVKhW1atWK4+KlQVhYGKlUKs658PBw+v3333XSjhw5kurXr09EajcIzaLpS/DixQuSSqUkd/OnrRefkIGdJ9WsWZNiY2NJJpNRu3btyNzcnNq1a0fZ2dlfnO/fQVlZGdWqVYtatWpFL168oMmTJ1NoaChFR0dTTk4OhYaGklAopO+//56qV69Ot2/fpkWLFpGzszN7bzTCNjExkeadfMJ5LjathlF8fDxt376dPDw8qLy8nLp160YXL14kIqIOHTpw3BQiIyM5iqL27dsz948lS5ZQZGQkubq60v79+8nf35+aNGlCJiYmZGhoSGFhYVReXk4NGjQgAwMDsrCwIDMzM73ur9/wDf8u1q9fTwCoadOmlJ2dTZYtB//H5IzGlXjBggXUo0cPzkTazs6ODhw4QIaGhnTlyhWysLDguBJpsGfPHmrYsCH7Xbt2bVq9ejUtWLCA+Hw+hYSEkKWlJRkYGJCxsTHZ2dmRm5sbhYaGUufOnSkzM5M2btxITZo0oZKSEh33aCK1y5228iIoKIgaN25MU6dOZRPwPn36UN++falt27ZsEujq6spcPKysrNj9Y8aMIVtbW0pJSWHnXr9+TWZmZnT27Nmv6kONDOzduzcNGzaMc83Gxobu3LmjI6Nfv35NixYtoqioKDI1NdWZO4SMXUFKpZJ+//13sre3p5KSkirLnzlzJu3evVvn/MSJEzlKNSKiw4cPU4MGDXTSxsTEkLm5OWVnZ1OPHj1o5MiRX9z+4uJiCggIIB6PR7+s3k62wR3IxLUm3b59m3x8fMjf359cXV3Jy8tLpz7/E/j555/J1taWkpOTaeLEidS7d2+aPHkylZSUUJcuXcjNzY0sLCxozJgx1K9fP7p06RLVr1+fuWHweDwyNDRk7vaVZU3v3/ZTdnY2mZqaUnp6Oq1fv56mTp1KREQrVqygo0ePsrosWLCATp8+zX6vWbOGjh07RkTqjcuQkBBq0qQJ9ejRg+rWrUtNmjShOnXqkFQqpfDwcLp69SpFR0cTn88nIyMjsre3J29v7/9xV8Vv+L+J33//nQBQ7dq1yd3dXUfWmDaNIl9fXyJS03RoFCGGhoZkYmLClA5eXl4UGBhIREQrV678KnewykoTExMTEovF5OGh3zWvcnp9io9PHSEhIXoVI0KhkCla9Ln26TuqVavG2qq5p7LSQqOc0Px2c3Nj5zVpDQ0NqWHDhkxRovn+NQoCbQWLtnuwRjmjnX9l5VhlxY1VyyFf3FdRUVHE4/GYckOhUJBEIiFDQ0NWTuX2mpiYUFhYmLrsfykpATA5rX3w+Xyytram169fk5GREVO6aNpjbm6u7qt/uWvKXPzI29tbb1019zg6OjJXvkaNGlHjxo11+kQsFpNcLie5XE6zZs0iBwcH1pfa6WrWrPnZPtKsE7y8vDjnK5ep/bwEAkGVbnp+fn4kEAho586dJBAIyNrammxsbEihUJCZmRmra+X87ezs2P8rV65kboOAWoFoZmZGrq6uZGdnx3QAAoGAFAoFOTk50d27d8nCwuJ/nH7l/0/84xVPGs4NqVRKgwYNYr7FYlsP2nz+0b/FuUHEVZakpqYyzalYLKZ3797RvHnz2MeVkJCgNw8/Pz+KiYkhIqLNmzdT3bp1KSAggIRCIUVFRZGdnR2bZNnY2FCdOnVo6tSplJeXR927dyciIisrKyouLqZly5ZRZGSkThnaiqf58+fTyZMnKSEhgdq0aUPt27cnAHTr1i0KCQkhPp9PNjY2ZGJiwgaoFi1aUIcOHej9+/dkZ2dHo0eP5uR/5MgRMjc3pzdv3nxV/6WlpZGTkxMRqflFGjVqxLlet25dWr16NTVu3Jh+/vlnnftLS0vJwrOuXi10005RNHbsWNq/f3+V5f/222+M86QyZs+ezRQiGgQHB9O+ffv0pvf396cJEybQvHnzKDQ0lHJzcz878Xz8+DHzyTY2NialUsn4upycnCgmJoZUKhWVlZXRqFGjyNTUlAYMGEDFxcWfzPfvIDc3l1xcXGjgwIFUUlLClJjp6ekszcKFC6lPnz5qPo4uXcjFxYVMTExIIBCQTCYjJycnsrCwYNwvRER3k7LowJ03tO/cLSaAx44dS15eXrRx40bKz8+nFi1aUEJCAq1atYqOHDnC7v39998pOjqa/dZ+t8vLyykwMJCMjIyotLSU/Pz8qHbt2hQeHk5SqZSaN29OcXFxlJOTw3zlXVxcyNramu7du/cf779v+L8NDS/E8uXL2QRZbOtBzfpP+LflTL9+/WjIkCFE9NEiUTNZ2bRpEyUkJLAJ9JIlS/TmMXv2bOratSsRqeWiQqGgOXPmkFAopDZt2pBcLieZTEYGBgbk6+tL9vb2FBkZSdnZ2RQZGUkVFRUUHh7O8teWKRq0a9eOFi9eTEREDx48oO+//54KCwtp7Nix1L59exIIBNShQwcaNGgQWVlZkYGBAYfDwtfXlywtLam8vJwiIiLI19eXM9ZlZmaSpaUlbd++/av7UFPfjIwMUigUnIna0qVLKSgoiNavX09eXl567/dr1lavnOk/fhb9+OOP1L9//yrLjouLox49eui1ur1z5w799NNPnHPr1q2rkpPul19+IS8vL0pLSyMLCwsqKyv77GZPaWkp+fv7swn0lStXqEaNGgSoLYMPHz7MuLd27NhBtra2VL9+fQ4f1n8SvXv3purVq1NhYSHt37+fQkNDKTY2ll1/+PAh9ejRg3g8Hq1YsYJkMhk5ODiQWCwmkUhEMpmMvL29af369Zx8NbLGyMmXBAIBBQcH0+jRo6lp06ZEpFZk7ty5k169ekVDhw5l971+/ZpZmROplYHaHFoLFiwguVxOv/zyC02dOpU8PDxo3rx5bEGh4R2zsLAgExMTMjMzI3Nzcx3r6G/4hv8ENGsKKysrql69OgFqXkFtTqaIiAh6+PAhWVtbs8Wui4sL44bVjL+vXr2iGzdukKmpKZmZmX2x8kZzaNYmGusUQ0PDTyqVvtQqpfKiXJvTtrIyQnuxXllZUPmcj48P+fr66ihgqqpXZYWRjY0NSSQSCggIoLp165JIJGJzdk0+QqHwq9qp06YqLGsq821pc1FplD8GBgaM/0qz2RMREUECgYDkcjmHE1X7WS9evJjTDn2KGoFAwOY2Dg4OZGxsTGKxmCmqtPkgtQ9jY2OysLBgClB9Ck47OzumGPPx8aGuXbtynr+mDo0aNSKRSERdunRhyjtLS8uv7u9PKRwBXQWRdp0NHbw535rG2s3Y2Jjq1atHPXr0YN+YpaUlWVhYkEAgIAMDA6pevfonubKOHz/O9AimpqYkFArJwMCARo8eTRKJhIyNjdk7Wb16dercuTO1adOG8RH+N+Afr3jq1q0bAWoNcOUXafr06f9W3jExMeTq6so5d/XqVQLAlCnaH44+hRCR2kImJyeHOnXqREZGRoxYbObMmSSTyUgikZBYLCYXFxfy8PCgNWvWEJFaafHTTz9Reno6IyKtvKutgWbSrVKpKDQ0lE26y8vLafXq1eTk5ERTlmygvtNWkoN/I72EdoaGhmRmZqZj8XPz5k0yNTX9W2Sn7969I2dnZ1YXhULBUXTExcWRnZ0dZWZmkqmpKcdNgUhNztqo7zi9g/SyI9dp+PDhlJiYqLfsJ0+eUMeOHat0wXv27Bl99913nHM1a9bUcfvTID8/nywsLGjWrFmMYO7KlSufbP/bt2+pYcOGJBQKydDQkDIyMsjIyIj4fD6tXLlSp26FhYXUs2dPMjMzo4kTJ/7HtNxv3rwha2trmjZtGt26dYtCQ0Pp4MGDOukKCgrYREdzaDT5IpGIjIyMqlTMVVRUMCWbgYEBbd26lRQKBZWVlVFSUhKFhITQgwcPaPDgweyetLQ06tGjB7u/8jd0584d4vP5VFpaSuPGjSN7e3s6efIk22VYtGgREaktL0xMTMjExIQUCgXVrl1bx5rtG77h7yI+Pp4AkLe3t85k187O7t/KW+NWpa1cyMvLI4FAQDwej1QqFQ0dOpRNomQymd5xoX///jRhwgRatWoV2djYkFwuJz6fT+3atSOFQkEWFhbE4/GoWbNmZGlpST169GAWPJrvzsbGhlld6lM8dejQgX1zI0aM4Fh+Xr16lfz9/SmwdXda91ccyd38qVOnTjqTPh6PR56enjoWtcXFxeTo6Ejz58//W/2oXd9GjRpxFHTl5eVkaWlJiYmJ5OPjwyyQNXj27BnZBnfQK2d+WLaLjh8/TqtWrdJbbmlpKYWGhrLgIZWhz91u7ty51KVLlyrb0rRpU+ratStJJBKSyWQcJYo+lJWV0aRJkxgp/JMnT8jT05MMDAwoJCREryXt4sWLSaFQUFhYGH348OGT+X8pNErTunXrUkpKCvXq1YumTZumE0SCSG1drP0ttWnThskZgUBAP/74Y5Uu/U2aNCFAbQ0xevRosrW1pZiYGCorK6OOHTvSjRs3KCwsjNPnERER7H3v1q0bx42xvLychEIhrV27llJSUkgul9Pp06fJ1NSUxGIxtWzZkojUCkMzMzOytbUlS0tLcnR0/B9T3n3D/01oXOLs7Oxo/vz5TMlTeQHdsWNHCgwMZJQNgNoShc/nE5/Ppxo1apChoSG9e/eOzM3NacSIETRkyJCvtnrSVjLZ29v/bYVLZQskbeumqtzMBAIBNWjQgGOhozl4PJ5egnQzMzOmKNCcc3R0JB6PRzVq1KjS4kVzaNZjNjY2VLdu3c/215e4vFXOw6gKcm4j3+Z677exsaFBgwaxfoyIiOD0pcZKRtudrXLfOzs7670mFovJ0tKSKZUEAgHZ29tTmzZtyMjIiCwsLJi7XFXKQUDtSvfDDz/onNdsomn6XeOOV79+fY5Loyb/2rVrk0gkoho1arC10te8Z9qBp/T1pVwu17GC4vF4ZGdnx4wxqnp3Bw0axN6lhg0bEgBmQW5iYkJyuZzpBCorZzVKRA3dgPa6SqNIDA8PJ5FIxNzuALV3yfr168nU1JRjGf5Pxj+eXHzfvn0QiUTo2rWrDrHchg0b/q28x40bh59//plzLjg4GG2iRqLXlGVYu/80UlNT0blzZ/z111+IjY3Fxo0bQURQKpXIzMxEcHAw0tPT0bJlS8THx6OwsBA5OTkgIsycORN8Ph9KpRKurq5QqVRYsGABhg8fDgBISkqCs7MztmzZgtq1awMA7OzsWOhPQE1Ed+XKFSiVSpw7dw4HDx5EWFgYI5rj8/kYMWIEei7Yix0fbHG5zBWCiJ+hCB2EvXv3QiQSMXLC4uJi5Ofno3fv3lCpVIiPj0dCQgLCw8Nx4MAB1KhR46v7UKVSsefC5/PRrVs3DmlqrVq1oFAocOrUKYwbNw7t2rXjtG3Lli3wtDXVm3eTWupwyPpCjatUKvz4449YuXJllYSDnp6eSEhI4BDhFRUVwdraWm96mUyGcePGYcaMGSAivYSClWFvb4/CwkIsXboU4eHhMDc3x61btxAVFYW4uDidukmlUuzatQvPnj1DXFwcrKyssGzZsk+W8Tk8fPgQ/v7+mDZtGpRKJX7//Xfs3bsXHTt2ZGkuXryIZs2awcnJSYfsUENuZ2dnh8jISFy5cgUTJkzQS9Boa2uL6tWrw9HRETt37kTNmjUxdOhQODk54ddff8WMGTOQmJjICBStrKxQVFSEgoICZGZmQqFQcPKsVasW+Hw+Zs2aha5duyInJwehoaEsBPzu3bsBqAmVNWSPhYWFePPmDZYuXfpv9ds3fIMG4eHhANSE12KxmEMMnZaW9tmw0Z/C77//Dm9vbw6BtrGxMaYv34zI72fhytO3+OOPP+Dj44M9e/agUaNGjIhcQ3jau3dvHDlyBAcOHMC1a9eQmpqK3NxcVFRU4Pjx4ygoKEBGRgbCw8MRFxeH7t27Y+fOnTAwMEB5eTkEAgGKiopQUVEBU1NTvfV8/PgxMjIy8Pz5c9y/fx/Jycnw9fVl14ODg9Hll+1IrdkXc8+nwLTbr7jPc8XChQvh5eUFgUAAPp8PIkJ8fDx69uwJPp+Pp0+foqKiArVr10aHDh0wceLEv92X2n26ePHHkMp8Ph/ff/89Bg0ahKNHj2LSpEkc4twhQ4YgrIG/3ryiOoYjNjZWL5k4APz6668YOnQoh8BWGzweD/Xr18etW7fYuaysrCr7GQDWrl2L6OholJSUoKCg4LNyRigUQi6XIyQkBA0aNIC7uzuOHDmCS5cu4eXLl3rLGjt2LCOp9/T0RK9evfSGCP9SKJVK1KxZEzKZDOPHj0dUVBTGjx+P2bNnQywWA1CTekdFRcHKygr37t3jhJkOCAiAQCCAiYkJFAoF6tevjw4dOujIIwBo2rQpbGxsIJFIUFBQgNatW6NXr14QCoXYsmULpkyZgurVq+Pu3bvsHm3S8cLCQk6f8vl8iEQibNmyBZaWluDxeEhJSUG1atUgEonw5MkTlJSUYPDgwewezbMZNGjQJ8N8f8M3fA0GDRoEQC0Dnj59yuZZ2u8Yn89HQkIC0tPTOQTcGlJjExMTNt/29fXFDz/8gISEBPTv31/vfFhs6wEj3+YQ23roXFOpVGw9IRQK/9a7LpFI2JzPwMBA5/qrV6/03ufj44MbN26wUPfARzJoeZN+sI1aAou242AbtQSWLdXfZnZ2Noeg28LCAm/evAGPx8PLly9RXl6utyyRSASxWIySkhLI5XJ4enpi/Pjx8Pb2ZmkqE1uLxWJIJBL2m8/nQyAQcPpYQyqtjVputnrrUJaVwvnN4/HQs2dP2NnZ4eLFiwCAoKAgPHr0CIaGhoiIiIBQKERJSQnKy8vx4sULnedrYmICAwMDpKamcq5pnmmbNm1gZWWF9+/fMxJzALh8+TL4fD6ysrKYXDA1NYVQKOTkY2hoCIFAgBcvXrCgQNrQ9J/mvFwuR/Xq1XHr1i3Ex8dzSNGNjIxw9+5dEBESExNRVlbGnqVGhnwOGrmuIRrXlC0Wi6FSqZCbm4vk5GTOPUSEd+/eoaioSKd9gHotKhKJkJiYCC8vL0RFRSE2NhZGRkaMlN3X1xdFRUWMTL1bt24ccv3i4mIAYP3p4OAACwsL9r2qVCpcuXIFlpaWePbsGaytrVngr/Hjx2PQoEH/NUTj/2jF07Zt2wCoJ2lRUVHo27cv3rx5A0NDQ8jlco4S42uRlZWFhIQEzkQDAOafeoqHtuHY/VqM+XfLMeNQHKKjo9GyZUvExsZiwoQJCAkJQdu2bWFubo7U1FQolUrcvn0bjx49AgCYm5uzjykvLw98Ph/Z2dnYs2cPOnTowMpKTk6Gk5MTjhw5gm7dugEAHBwcOJEHVCoV2rZti5ycHHTo0AHr1q3DgAEDOHWOS87GnvuZnHMFjkF4Y1oTCo868PT05ERZMDExwdmzZ1GrVi0EBARg1apVCAkJ+Vv9WFFRwRlYfvvtN5w6dYqjtFizZg0mT54MJycnpKSk4NChQ5g3bx5cXV2RnZ2NTb9NQ9mDk5x8AwzS4WMthVgs1itIFy9ejB49enCiCuhD06ZNcfnyZfa7uLgYtrb6hUJFRQX++OMPJjhLS0uZ0q4q5OXl4c2bN/D29kajRo3A4/Hg4+ODRYsW4ciRI3ojWABqhcyff/6J69evY9euXbCzs2NKli/Bu3fvsGPHDpw7dw5NmjTB5MmTcfDgQQQHB2Pr1q1QKBRISkpCv379YGVlheHDh6Nz585IS0tDVlYW7OzsWF5mZmYsEqCLiwuWL1+OgIAAdOzYEWlpaZxyz507h/j4eNjY2MDe3h4ikQjR0dFISkpCgwYN0KVLF+Tm5nIWBO3atcOxY8eQmJgIV1dXTn6PHz+GRCJBcnIy0tPTIRAIEBsbCy8vL5SXlyMxMRHp6emoV68eRCIROnfuDJlMhry8PKxbtw5JSUlf3Gff8A36oFQq8erVK7i6uqJHjx4wMjJCfn4+6tatC6FQiFatWukoYb8Gixcv1lGSzj/1FJvfKvBQVhtROx/h+w1/4fHjx+jWrRtOnDiB1NRUNG/eHLa2tkwJm52djVevXrHopZpJT0VFBVvgX7x4EePHj8eKFSvYuPz+/XvY2tpix44d8PHxqbKe48aNw7Vr17BlyxZMmDABffr04VyPS87GxmvcCZ3KvTkcm3aDoFoQOg7+kU0KeTwe3NzcoFQqERQUBDs7O3h6emLFihV/ux+1UbNmTUilUpw+fZqdmzZtGuLi4hAfH486deqge/fuOHz4MCIjIxETE4NtS2Yh9/p+Tj4WH+6ipr0J7t+/j5o1a+qUExcXhxcvXjD5XBUqR7fLysrSGy1Ig/Xr13MUkV/yfq1duxa//vorzMzMIBQK4enpicDAQPB4PNy8eVPvPXw+H/Pnz8e7d+9gYGAABwcH/PDDD1/8PhMRli1bhoyMDFSvXh1169aFkZERnj17hhMnTiAgIAAlJSWYPXs2XFxc0KBBA8hkMjx58gTv379HmzZt2Ht46dIlEBFmzJgBU1NT9OjRAwsWLECvXr1w9epVTrk///wzXr16hXnz5uH8+fOwsrJiG3dyuRzr16/HrVu3cODAAXZP165dsX8/9/lqQygUonHjxpg1axYsLCzw559/YuDAgRAKhZBKpVi5ciX4fD46duyI+vXrQygUorCwEC9evMDWrVu/qL++4Rs+he3btwNQb3Lu2bMHz549AwAdpXf16tWRkZGBN2/eICMjA4D6WyQitvH39u1bJCUlQSwW4927d5g8eTLOnDnDFC+aeaxZ8wEcBY5p0yidemnmqX9nPsXn8znjfmlpqU7EPE20t8p4+PChzjkigtjWA/Kgrpzz0jodIG/YkynPiAgikQgZGRkQiURMQaNdLw14PB4kEglmzZoFQK28kkgk6N69OwICAlj6ylH6ysrKIJVK2W+xWAxzc3Md5Zx29D+BQICrR3ci70Y0J03xncNQvo/n1EmhUGDHjh148uQJEhISAKij1WrWpSqVCtWrV+fkrV22RnEVEBCA0tJSds3Q0JA90+PHj0MgECAjIwNEBEdHR6Snp8PGxgZnzpxh7xUA5OTkQCKRcMrQKFSkUikkEgmnP4CPBiBKpRLbt29HZmYmpFIpUwYFBgaytOnp6UxJWVRUxPqNx+Ox//l8Ptv44/P5OpvV+mSXm5sbS+/u7s55D7TXjxUVFTAyMoKzszPEYjFHSVpWVoZHjx4hKSkJffr0gaurK4KCgth9sbGxTNnVpk0b/PnnnygvL4eDgwOnLkQElUqF5ORkFBcXw8LCAv7+/mjfvj0KCgqQmpqK8vJy1K5dmxmmGBgYYP/+/Xjz5g3OnDmj075/HP5/tK76jyEjI4PGjh3LXBGCg4MZ+VZZWRlJpVLGjfR3ERUVxXEJIqLPRszLysqigIAAAtRmsuXl5fTjjz9yzEJlNULIwM5TrzliZUyaNInu379PlpaWzFS9tLRUh/R1xowZBKgZ8vv160dERLdu3aIzZ87Q8+fPafiCLXrrrTl8ek2i9evXE5/PZ/2m8WGVSCS0devWv9WHFy5coLp165JEIuE8j/DwcJo2bRr7vWHDBhKJRCQSiWjhwoVkaWlJCoWC0z9OTk7UdfhPtO92Et1JyqJevXrRpk2bOPlo8OjRI+rcuXOVLnbaePnyJceNQZ97iTYqKiro+PHjJJVKydDQkDYdPkcH7rypkuPlxx9/pO7du9OqVavo5MmTnGsNGjSg1atXf7aOROrn6eXlRa6urnT27FkqLS2luXPnVtlGTVRAsVhMffr0oQEDBlBmZiYVFxfTzJkzWWSrUaNGUUZGhs790dHRNHz4cAJAjTv0pV6Tl1Gj9n04LioPHz6k5s2b07Vr13TuLy0tJWtra9q5cyf5+vpStWrV2LWoqChq06YN+52ZmUldunShffv26bxrGzZsIDc3Nzpz5gw1a9aMrK2tafDgwbRhwwYyMjKiFi1aUOfOnYmIaNmyZdSoUSMKCAggIyMjMjExofDw8C96D77hG/Rh0qRJFBkZSQDol19+IalUylyONXxn/w5u3rzJXJE1+JycUalUNHnyZMa3cfPmTbp79+5Hs+1/uR+Yu9fWkTMGBgY6LqhXrlyhuXPnUlhYGC1fvpydt7Gx4bjCPXr0iJmVN2/enEpLSykrK4u2b99Or169op/XHfyknHH++ThFTt7AoukREZ07d47xZXTo0OFv9WFOTg6FhYWRSCSili1b0osXL4hIPYb5+PiwdLGxsWRlZcVM2i0tLalBgwac/vHw8KCazdvRxnMP6W5SFm3dupVmzpxJrVu31ilX42L3JW5qFRUV1LJlS9afnTp1+qxL4fPnz8nf35+EQiGF9Rz6STnz8uVLsrOzo9evX+sEV/j9998pKCjos3UkUkfWa9u2LZmbm9PcuXOpvLycVq5cqVdGEBHduHGDRUDq2rUrtWjRgvHr7d27l+rUqUPm5uYUGRlJd+7c0bk/LS2NwsPDSSKRkIVnXYr4bgYt3LyfgoODWZrc3Fzq0aMHrVixQu9YHhkZSV26dKFJkyaRgYEBC15x/vx5nXc4MjKS0tPTGReaNszNzWnKlCnUv39/8vPzI3d3dyopKSGpVEoNGjQgFxcXKi4upszMTFIoFDR+/HhSKBQkEonI29u7SlfLb/iGz+HFixd07tw5Ng6FhoZSdnY24xPasWMHZ5zS8Mloc8loorf169ePXFxcyMvLi3x9fenQoUOMMkTbZY3P55Ohg/cXcQ3pO/S5uek7tCPVaVxXtd2nKv/+ElJyI9/mn5QzipCBOi5WdnZ25OLiQjwej6ytrTnlaLtn2djYkIWFBUkkEho+fHiVXEH66ls5TeWofV/ThwKBgGJjY8nDw4NThkgkot9++414PB61adOG47pY2SWRx+PRjBkzdOpQmcS9Zs2aLKCDsYsf2TRoR4cuxzEScYFAwOGL0naP03BLSaVS8vPz0+kDTdlGRkYsSqn2NQMDA5LL5Zxob9qHtnsfn8/nkNvr4/iqXC4AGjduHEtrX7MhmQW0qrLPTU1NSSKRkJGRUZXuesbGxlS9enUyNTVlUe+101SrVo1EIhEJhUK6du0a8fl8kslkOn0jEAgoMjKSPD09aebMmdSqVStWb0NDQxo1ahSLUGlpaUlNmjQhe3v7/8ej1b+Pf6TiSXuANjQ05HDtHDt2jMzMzP4t0kcN50ZlXoToO2/0DnJmAa3I2tqakWJqPtbz58/TiKkLyMi3OSkif+TcY93+J85Aoo/wtHfv3hQfH6/DIaIdFYhIzQvE4/Gob9++dPXqVcrKyuKEDq2KyK7yoqZBZA9qGvUTzVq1TR3GVSaj7t27s4n81+L169dMgaStWHv16hVHwTNlyhQmnI4dO0bt2rXTGYCaNWvGmXRmZ2eTh4cH7dq1i1NmWVkZhYWFfZUvbKtWrRiXxOcUTxqUl5dTp9l/cPpw3kndqFa2trb06tUr+v777+nVq1eca9euXSMXF5cvricR0YkTJ8jJyYmsra1JIpFwQqproFKpmCAFQKNGjaI9e/ZQ7dq1ydzcnNq0acOJLqgPFRUVFBYWRiM3nuG0ccTa05x0OTk51K1bN718VY8ePSJTU1N6/fo1SaVSGj9+PBF9jOx4/vx5lrZTp040a9YsHbL3UaNGUevWrWnlypUUExNDxsbGFBwcTIWFhSSRSKhly5ZUt25dunnzJvtub968SZ6enmzSpk+p+w3f8CXQHoPMzc05mxFyuZz8/Pz+rfwbNmyo8w0fqELOmNYKI4VCQXK5nAQCAeMSaNu2LV14+FqvnLHqOoNDkGlqaqoTeXXXrl20Y8cODr8TkVqx9v79e05aa2tr8vHxocmTJxMRccIUf4mccf75OM3fsIdc6jSjbhMXk3ejCOLz+RQUFKSjmP9SVFRUMG4Le3t7TtRMGxsbevbsGRGpN0I0fCgRERF06NAhHaJduVxOeXl5nLy7dOlCbdu21Sl36tSpnwxsURnTp0+nq1evEpE60u3GjRu/6L7+Sw99Vs507dqVxo8fTydPnqSVK1dyrmnGxaysLyfAT0pKooYNG5JCoSCpVKojfzUIDg5mfWdhYUGxsbGMUywgIIB27979WZ7CGTNm6LSx/tC5nDQVFRX022+/Ud++fTnPV9M+R0dH2rhxIzVs2JBcXFyYcjU4OJgTGXD16tW0dOlSHbL3lJQUcnR0pPbt21NOTg5ZWlpSvXr1KCYmhtzc3Fh7Zs6cSUTqTaOVK1dSnTp1WDQkIyOjL+7fb/gGbYwZM4azHkhLSyMXFxemrNFsBGsf2lycjo6ObHzPz89nxNOFhYXUq1cv6tatG23evFknD9lXcA1pj/OWnadx0lt2nvZZBZRcLmebJZUX39q/AwMDP6t8+hJZI7b1ILGtB8lrhVGrXsPY2G9iYkKhoaGcyHXaEfM0UTV37dr1yTp86tAoS7SVH9oKuM8dPj4+xOfzqXPnzpwAHXK5nKMM4fP5bL3p6+v7RfxbAoGARefTpNeQlJs268+dczSNIjMzMxYNV3vdrcnLyMhIHdBLLGY8VPoOPz8/EgqFJBaLSSqV0rx581j5Hh4eejmoKivIJBIJBQYGqt+BSrK7qv7VKG6qV69OZs0HcNfuzQewNBquK837qM2DLBAIWP5isZitr/SRzGsUcTwejyIiIsjOzo7EYjEZGxuz6Ija6W1tbSk7O5sUCgUdP36czMzMWP4KhYLxWItEIpJIJFStWjUmh/6p+Ee62mmb1hUXF0Mul6Nhw4YAgIMHD0IkEqFu3bp/O//Vq1fDy8sLpqamyMnJwaFDh9CrVy/07xShN72cX4q0tDSUlZWhsLAQDg4OiIyMxA9bLuCkyhcWbcdB5hfKuUfi3RTO3adhzZo1yMjIwNOnT3XyzcnJwYEDBz7bFqlUipY9hiBeaQqJgzd69+7NMY/kZyejMPbwJ/MIH78c7/36ING2KTa/VaDu4DlIT0/Hnj17YGVlxfxWvwYuLi6oUaMGeDweVq1axc67urrC2toaK1aswPbt2zFnzhzs2bMHPB4P8fHxsLOzQ3l5OccU1srKimMSaWpqCg8PD+zbt49j9rlw4UL07t2b4yr2OYSEhODChQufTVdSUoIPHz7gxYsXOHjpLu4UmXOur738CnHJ2ez3zZs3IZFI4Orqyvi6tBEUFITy8nKO29nn0Lp1azx+/BhFRUUoKSnB2LFjcenSJQBqV5eDd9+i//hZKCgoYPf8/vvv+O233zBx4kRkZmbi2LFjqFWr1ifL4fF46DJsPI69LOWcP5mowqbD59hvuVyOPXv2oLCwEAMGDOC4gfr6+uLXX39Fs2bNcOrUKfz+++/YsGEDRCIRQkNDMWPGDLx8+RIA0KFDB1y6dAkuLi6c8uLj49G0aVPExsaiUaNGEIlEMDMzw8mTJ2FnZ4cHDx5AoVBgypQpICJERERgy5YtCA4OZiatV65cQUZGBuLi4r64n7/hGyojOzsb8+fPBwA8evQIQqFQ55v+GuTk5ODp06f4/vvvoVKpcOnSJfz8888Y1quj3vRNAryQm5uL3NxclJeXo6SkBFOmTME9ckb/nY/1yhnDavVgG7UEwd/9hsTERGRnZ8Pd3Z2TJikpCZaWliAiDheQkZER3r59y0k7YPwsGPo0Q6P2fbBnzx5kZn504S7/kIC8mwfwOSz58wmo5Xjc5HmiqNH3+GnnVVy7dg1hYWGIj4//7P2VwePxmIvEkCFDGNcbAIwcORIjRozAunXrEBgYiFu3bkEul+PJkydQKBTMfF/DH6FxudDOu2PHjoiPj+e09c6dO3j9+jW6dOnyxfXs1q0b9u7dCwDIz8+HpaWl3nQqlQrZ2dlITEzEvvO3cCGN695RWc4AwPnz5zFjxgw8e/aMw0kCqN0L2rVrh/Hjx39xXZ2cnHDlyhW4urqiqKgIly5dYtyTGjlzOOYerl27xu7JyMhAp06dEBAQgOTkZNy9exc9evTgyHF9aNF9sE4b08xrYtjkeew3j8fDTz/9hAEDBqBdu3ac94TP5yMmJgbjx4/Hhg0bkJGRgfbt26OsrAxjxozB8+fPsWPHDgBqvsJDhw7pyJnr16/DwcEBSqUSJiYmaN68OdLS0rB582b06tUL+fn5cHZ2xp07d/Dy5UssWrQIixcvxsKFC1FRUYHy8nIUFhbi2LFjjA/qG77h70AsFqNfv34QiUQQiURwcHDAyZMfqSY0XHnabm9v376FmZkZfHx8sGnTJjbvuXfvHgDAz89PhzYEAFTZ+uf1lbmGNDBtGgXbqCWQugdyzkvdA/W66WnP2QsLC0FEzDVLA23OJY3Ll9C6epWcUwCgfB+v4xZdGfKGPdR1Ch+NZ05tofRpDQMDAzRr1gyxsbFs3SASiUBE4PF4kMvl2Lp1K4gIvXv3/mT+laHNbaRxJ9Sm0vjSMYHP58PBwQGurq44cOAAlEol0tLSwOPxULt2bYjFYsYNJJfLGf/V48ePWZu03d0qr4U0rsN9+vRh6TMyMtTuiw248kwe1BVW3vWRl5fH3MgaNGjA7iMilJeXM0oVDf2NvjG/oqICDRo0QFlZGby9vfHHH3/A0tISAoGAI181/Si29YCgWhB7B1q0aAGVSsXcxrXdF/l8PqMTqEy9oqljSokIJoFcjiSTwM4Q23pAJBJBqVQiOzsbRIS2bdvCz8+PpSsvLwcR4fbt21AqlRAKhQgICGDntVFeXo7c3FwoFAqsX78eAwYMgEgkgo2NDUpLSzl8XzweD+/fv4eLiwtWrlyJvn374rvvvoNUKkVkZCQyMzNx8OBBODg4oKysDCUlJUhKSsLSpUvx+PFj3LhxQ6ef/wn4xymeSktLOT6cPB4PY8aMYb+vX78OIkJwcPBX552SkoLRo0dj/vz5WLJkCQBg586d6NGjB3bv3g25KhtuJS859wxv4orHl0+gRo0aEAgEkMlkeJZegis5JsizD9RXzEe4BiKwdXcOl0NlHDt2jMMfsXbtWmRmZnI4G+afeornzu2Q6toKndZcw80SG04ePB4PGWc3ovDQTLRz45LcaWBYjetD/t60BhxrNYaxsTFMTU0RFBT0t4hHe/8wFTYN2qFU9pE3KTExkT23mTNnAlArVPbs2YOZK7dix5V4GDqoJ8+Ojo7w9fVFcHAwsrKyOHmXl5cjKCgI69evB6BeDN69exd9+/bVqUdZWRkyMjKQkJCAu3fv4sKFCzh06BA2btyIW7duoUOHDuDxeEhLS4NMJkPLli3Rtm1bdgQHB8PY2JjxWPw4fZ5OGQDwOuOj4mXKlCkYMWIEAPXgp28wHjt2LOf9/RIUFRWhZ8+e6NWrFzw9PTFs2DBMP3AHHddcw9j99xEjCYRFi8FsESWXyxEbG/tZHhIdGOsny91y4ATat2+P7t27A1C/XxMnTkTfvn3Rvn17pkwCgO+++w5+fn5YsWIFGjRogLVr12LZsmXo0KEDWrdujaFDhyInJwft27fHkydPdDi5kpKSEBISgg8fPgBQ+2onJiZi06ZNiIqKYmTHjRo1wurVq7FkyRJER0dzvqmysjJ4eXmhRYsWX9f+b/g/Dc07p0FoaCjz+d+9ezdMTEx0FvlfijFjxqBv376IjIwEn89HcnIyWrdujQULFiDv9QO0qcYlYO1T2wpHNi/HDz/8AD6fD1NTUxRLrbHq4ivwa4R/trwUEx9kkH6C6uTkZNy+fZvD7/T+/XskJCRgy5YtbGEw/9RT7M50QEb11hhx6BVGbz7HmViLRCLkXf4D2XsnI4j3Ags6+emUBQCG1etzfu+5nwmFRx0YGBjAx8fnb21ydO/eHabVasEzvC9TyqhUKiQmJuLixYsYN24ccnNz4eDggOTkZBQUFKBljyEwqhECib0XDAwMYG1tjRkzZuhsBDx69AgzZszA8OHDQUQoLS3FxIkT9QZ9qKioQG5uLpKSkvDgwQPExMTg+PHj2LlzJ7Zt24bNmzeDz+fj1q1b6NatG+rWrcuRM23atIFUKoWzszP8/f0xZupcve3VljN79uyBs7MzZDIZnj59qvedXLx48Sc5BatCREQE+vXrh8aNG+PkyZMYvOo4kzNjTqbAud1oAOrFslQqxZEjRzBz5kwdno9P4W2eUu/5K/fj0bVrV4SFhTHy4ebNm2Pbtm0YPXo0Dh06xNI6Oztj9erVCA0NxbJlyxAXF4devXqhadOmMDY2xuHDh3H9+nVYWVkhJydHJ4BIXFwc3Nzc4OzsjOTkZDRs2BBCoRAPHjzAoEGDUF5ejlevXsHOzg4//fQTgoODUV5ejuTkZE6f9unTR4dI/hu+4VPIycnB48eP2e/hw4cjOTkZqampsLKyQsuWLZGfn8+ua7hnysrK2CJbIBDgp59+QmhoKMaOHQtLS0ssWLAA7du3h0wmg5mZGSoqKnRIrktSnukocHKv7+dwDQFqJYC8YU8dXqXKkAd1hdjWg811NYvyLyWGBoBMh0aw7rvok5xTAJBzaRvebxuLnJideq9LK8kZWb2OkLv54+7du8jNzQUANGnSBPn5+UxxUVJSgrdv31YZYAjQT8TO4/F0FGia32JbD1jVbwOehatOXvrA4/Fw6dIlVkcigqWlJapXr47nz5+jqKgIhYWF4PF4cHZ2RuPGjXXy0F6raeSp5l0JCwuDUqnEw4cPOZxVpk76lXylBqYwMjJim1KBgYFsDa7hj7SxsUFJSQl73oGBgTq8wEZGRhg4cCCICC9evIBKpUJJSQn4fD7EYjEKCgrA4/EgFouZglP7Hbh06RKHSF+7rysqKtg17c2zCRMmsP/5cu66WAORuT2USiXMzMygUqlQUVGBP//8E2/evOFwPBUUFKBZs2Zwd3dnm4aVidS1ER0dje+//x6Aeg1y6NAheHt7o6ysjPW7pr+EQiF69+4NU1NT/PHHHyAiSKVSmJurjRu0NwA1c4waNWpg4MCBVZb/vxn6tRD/i7Hl6AVMmLNY/dFnJmLv3r0cQm6N1vRTEWOqQnZ2NjZv3ozi4mIMGzYMZ8+eZVp6AwMDdO3aFStXjoPQurr6Zc18i62XXVGQ8h3GzV2JiYO7w6LFIBQ6NfziMlt37w96rUv8yePxkJOTA6VSiZSUFMyYMQMCgQBZWVkoLy9HcHAwjIyMMG7uSmxJ4RLzGQd2RvGLGxDnv0N5eTmOHj2KCRMm4PTp01AoFLA79RRrL3+MIlH04qbODgYAFAuNUfgvy5nk5GS2k6wh2ZNKpZDL5TA2NmYE0KampvD394eJiQmSzAIQL3CGuOkQdFxzDS3sCQNrmyMvLw+vX78GEeH169fYunUroqKiMOvIPZj3+KjQEcSfh/z1BRQVFWHixIkoLS1FWFgYcnNz8eHDB0ZEt3z5cly9ehXnz59H7dq10a5dOzbIan/YcrkcpqamkMvl7CgqKsKJEydQUlICoVAIlUoFLy8v/PXXXyyPK1euYM6cOVCpVGwCYFqYofd5DuvVEbMlZfDz88Pdu3dx+vRp5ObmVqlcHD16NH755Rfk5eV9UgGpDSsrK6xbt479jkvORsc11zhpjOp2wMHl02FanoOMjIwqI/tpo6KiAlOnTsWtW7dw+/ZtiGzcIes0Sydd7PmTKH33HC4uLhzy+NDQUHh4eGDIkCH47rvvGLn/kSNH4OLigrFjx2LWrFlITExERkYGnjx5gvnz52PAgAHYv38/e+e1iSazs7NRq1YtGBkZobCwEFZWVvD398eWLVtw9uxZRjAuk8lw8uRJdOnSBc7OzggICMD+/fsxatQopKamIl+sgEjhgCtP36KRt4NOm77hG7RxNzkbLTtGQWzrgYr0V2jVqhWOHz/Orl+4cAEikYgRj34tDh48iDdv3sDR0RH79u2Dm5sbeDweRCIRQkJCsGtCNxQZWkFobo+yzLdYtDQJ9GYlgnqNwb5ztyD1DEaJq+6E81OI7DEAFa+4O2Sab46IYGRkhGrVqrFJs1KpxJo1a7BhwwZE9BmB+9ZhnHuldTrA4HEMxPnvUFxcjFu3bqFjx47YsWMdGjRoAECtIPkSWVMqlrOJukb5zOPxIBQKmfLcxMQEhoaGKCwsRFZWFgIDA6FQKGBiYoKXRjUg7zoHPx9WWw63dhFiWAMbXLlyBUSEwsJCTJ06FcuWLcPhw4dRXqMNbLQWUYL485C9PIvp06fDz88P69evR05ODnJzc/HXX3/B3t4epaWlaNmyJbKzs2FkZIRBgwZxlA6aiEDGxsYcGWNqagoTExNs374dBQUFEIlEKCsrg4mJCU6ePMmi4SUnJ2Pp0qU4ceIE210uexMPfer/qM6tMd2oAmZmZsjMzMSvv/4KQL3I0Bccw9zcHNWrV8f69euZ5dKXYPbs2ex/fXIGPmG4vmgSLHgFePPmzRdbAO7evRv79u3D3bt3kV5hBKs+C3XSvH5wE0/ePoWhoSFnAeDg4ICjR49i/PjxuHnzJubMmQOhUIiePXvi9OnTTCns5OSEwYMHQ6VSYcuWLejduzc2bdoEW1tbnShaz549Q506dWBlZYXY2Fi4ubnBzMwMpaWlqFWrFsrLy/HgwQPk5eVh4MCBiI6Oxg8//IAtW7YgJSUFgYGBSEpKQl5eHsS2Hlh7+i6MXfwQ4FQ1gfw3fAMAtO0/CnHvVBDbeqB9I39s374dR48eRcOGDWFsbAxra2uOVYVCocD79+8BgFnq2NraIi8vD0uWLEFFRQXs7OwQGBgId3d3DB8+HI6OjiyiaGXkXNqGovjrsK7uh7SXD8Hj8WDk2xxlWSnwszNGgqzGZxVO2hCZ2+uQZGtbp+iDQCCAVCpFhZmTTlnyoK4oir+uowwD1JZPyvfx4AnFnPuqkjOFfCN8+Ncinsfj4fr16+Dz+Uz2lJaWYvz48VUq6E2bRnHKyb2+HzmXtsHOzg4pKR+txDTt1U5v+K/0pbf2obS0VG8ZGmsnS0tLRqxuYGCADx8+IDMzk93j4+ODxMRExMXF4aeffmJeD9rg8Xic5635/8OHD5g6dSrmzJnDqUN+SgIMdXIBUuPvoyw3lylZ1q1bx1GyGRoasvVFRUUFzM3NUbt2bR0S7A8fPmDIkCHo378/tm7divz8fFSvXh2FhYWQSCRISkpSW4+aOup9B0oTbkGS+xb5+fkswItYLGZt0PzNzv5oDfzbb7+x+UxVVnya87m5uahevTqLfFizZk08f/6cpRMKhWwDgsfjcSzYNDJdGy1atMCCBQuQnp6O8vJydOjQAWvXrkWLFi10vsOcnBy0a9cOZ86cQXFxMWxsbHD06FEsWLAAmzZtwqNHj9g9LMqfrQeyTKojLjn7HydneKRvJPpfil+OPsCm62/Y79wb0ZjZoRZ++OEHAOpJV2BgIDNN/Fq8ffsWbm5uEIvFLCymqakpLl26hPHjx+P48eMcM9HKg1Dp2ycwcKg6KpA+fNjxE8LqeGDUqFEICgpSD74VFXj58iVmzJiBixcv4ubNm1AqlSgtLcXSpUuxadMmVKtWDUOHDoXYoxGW3czWyXdJV3+EuMnw8uVLHVc9pVKJ1n2/w/1X71GY+hrl5eWwjVqik8eqds4Y3bsdXr9+jRo1aqBFixZISEhAfHw83r1TLzY0AxCfz0dFRQWICBKJBHVbdcEb7x46eRYdnoX0Z7d1zottPfTW4f22sUzg+Pr6omPHjpDL5cjIyEBSUhIGDBiA8vJyDB06FD/88AO+++47zkD4Jbh48SLatWsHsViMzMxM3L17F3fv3sWmTZsQGxsLe3t7VKtWDefOqV3MPDw88PjxY0zeexP7HuWwfBorirFnUk+mvLK1tcX58+dx8+ZN/Pnnn5g+fbre8vv06QNjY2OsWbPmi+tMRLh79y527tyJswl5yPPRdc9Z0tUfnWp/uZKFiODn54fHjx9DJBJh1KhR2HY/F7J6H/PuGGCHwrNrsH37dri7uyMlJQUtWrTA0qVLmUlvaWkpxo0bB7lcjtmzZ0MgECApKQm1atVC165d8fLlS4SFhWHjxo24f/8+jh07hmvXruHq1asYNmwYhg4dysqztrZGWloac9nbvHkzWxBs3ryZ7exMmTIFXbt2xeLFi9G/f38MGzYML168wKBBg3DirRCS2h8jXA5v4oafI/6epco3/Pdj7sknWB/zmv3Ovb4fdYRv8eeff7LJl7W1NSQSCS5fvvy33O1sbW3x4cMHmJubMxPx/fv34+rVq1i9ejXHrQvQlTV/B6pT87Dml4moU6cO7OzsQEQoKytDu3btcPfuXVy6dAkGBgYoLS3Fs2fP0LVrVxgaGqJnz57waNUHq2LzdfKc284LXeo4Ii4uDv7+/hw3NSLC2rVrMW3ZJqikChSnJarbrmec90o+hrN7N7Kd+4SEBLx48QKJiYnIz8+HSqViiyzN7rJQKESNGjXgVi8EdxS6UVc/7PgJxW91Xdg/J2vEYjHGjh3LlF0bNmzAnDlzIJfLMX78eBgaGuLIkSOQyWSfdSPTRkZGBurXr4+UlBQolUpMnjwZrVq1wvLly/HXX3+Bz+cjKCgIMTExKCoqgkwmw/3797H3eSnWaSnvourZYElUMxQUFLDIeBpr4DZt2nAUpNq4du0aevfujdevX+u9XhVSUlKwZ88e7Lz6AlmebXWuf62cAdQKrVmzZqGiogKdOnXCxRxTGNfvxK6HuErR1bEE3bt3h6WlJXJzc+Hm5oZFixahSZMmLN2OHTuwb98+bNy4EVZWVqioqICXlxfatGmDP/74A9HR0RgxYgRmzpyJ+vXrY+jQoTAwMIBYLMbBgwdZPnXq1MG8efNgZWWFffv2ISoqCm3atEF0dDSCgoLYvM/Pzw+3b99GREQEDh06BFdXVyQnJ+PMmTOYPn063irqcL7Tb7LmGz6F+ZU2gXOv78eR2QOxZMkSnDhxAqamprC3t8f9+/dZGhMTE+Tl5XHymTRpEq5fv474+HgQEerUqYPCwkJER0ejS5cuuHDhAhQKBZMr+vIAAPOQgZzvUJnyFGL7r3t/tefsgK4CRB80loZSn2awaDtO53rGscUofPxpOgyxrQdE5vZMkaBvjM/aMwn5iWqFjqGhIXOJKysrY2uYT+X/uTXKl6QvOzEX7x5e0zmvgVAo5PQXn89n1m0mJibIz89HixYt8OLFC7x69Qrt27fH0aNHWXqBQIDGjRvj4sWLevPn8/lwdXVFWloaioqKOG2uSrEGqDcvsrKyONZcmg0BjTtbeXk5bG1tkZKSAjs7O6SmpnLK1USNKywsZBv9Gjd/Ho+H9PR0GPk21/sO5J5egaInF6FSqSAWi1FSUgKBQAAbGxukp6eDx+NBpVJxlGKVobNmfxULPD6N1Mc3mAtrWVkZDA0N2XuhVCpBRJDJZCgqKoKhoSGKi4t13hW5XM6s1LTf+Ro1auDVq1fMW0PT55r2a/ePj48PMjIyWL+1b98eMTExyM7OBo/HY2VWbsc/Tc78Y1zt4pKzOUonAJA36AKB9cdQknv27IG7u/tXmXlrw9DQEGVlZejSpQvy8/ORm5uL5s2bw8nJCXv27MGECRMgFovV5oB6wnl+TulkbcB9UXOv70fx26c4cuQI2rVrx1yU+Hw+C2sfGBgIJycnVK9eHb6+vhgxYgSsrKxw8eJFpKenY9LIQXrLev3gJuRyOVM6FRYW4uDBg+jXrx/at2+PnIR7yLxzCqXvnsNZRjrmtvxnZ9EttD4sLS3RvXt3bN++HUuXLsXRo0fx7Nkz5vNbUVGBsrIyHDx4kCnsSktLcf91qr5qoUig6+5h6OANk1qt9KY3sv1onpqUlIT169dj4cKFWLt2LWJjY7F27Vrs27cPRkZGuHHjBiQSyRcpnTR+0QDQrFkzLFmyBObutWFSswVa9RqGrVu3QiKRqH2DU1JQXFyM1atXw9TUlA3ouyZ2R9r28Sg8twYHRwRj+/guCA8Ph4WFBV68eIE3b97g9evXVbo/aKBxD/sSaBSSZmZmCA0NxdKlS5EQd11vWlcLI73nq8Ivv/yCt2/fwsTEBAqFQh3a/N5hNHf5+D0dinsH1w5jMHfuXNy/fx9JSUmwsbFBQEAA/Pz8cPToURgYGGDVqlXw9PREp06dkJGRAWdnZ6xduxZHjx7FkydP0LhxYwQEBKBr167o2rUrxGIxRCIRZ9GkUqnYs6xbty5iY2Ph4OCA9+/fY9myZTAyMmImq/fu3YO/vz8sLCxQVlaG3NxcbNy4Ef1+nM5ROgFqjhTbRp05uxnf8A2AWs5oK50A9W6ba93mTMmg2c0sKSn52xxP2dnZiIiIQEFBAfLz8xmvzOzZs3HlyhUIhUIO18HXKJ0CTJUIsOJy5uRe34+U+1fRqVMn5pqssbDSuAF7e3vDzc0N3t7eaNGiBZo2bYp+/fqhY8eOmDXue71lXTl5ACqVCoGBgSwM8rVr1zB+/Hi0atUKf/31F3IS7iH33l+w5Bfq5ebIuxGNxDsX0blzZyxevBhz5szB7t27ERsbi4yMDJSWljIeibt378LBwYEpnx48eICYe/q/48qm9YYO3jDybQ5FDf2WYiJztaVVeXk5tmzZgmXLlmHmzJlITk7GqlWrsHPnTmRkZCAzMxOlpaVfpHQqKipiikULCwtcvXoVdn7BkPu3xPoDf2HYsGGQyWTg8XgoKirC06dPsWLFClhZWWHLli1wc3ND7r9cSjKOLcam7l6Y1akO1qxZA4lEAqFQiOLiYhw4cAAZGRlVhiUHwNzDvoRTMCcnB5s2bWLvw+TJk/H4hv6F39fKmUuXLmHlypUwNzeHXC7HuXPnkHNxK1p5mLI0518X4T5csGHDBly4cAEfPnzAsGHDMGjQIDg4OGD27NlQqVTo06cP5syZg+7du+PmzZvg8/m4du0atm7dCj8/P+zYsQPz58/HuHHjYGRkxHGl1J4DpKamIjAwEL6+vnj06BFcXFxQUFAAf39/1K9fH9WqVQOg5q0sKSnB5MmTMWPGDISEhKBt27bo2LEjzKoH6Hynay+/wsA5G76qf77h/wbikrM5SidALWu6Dv8JJ06cQEVFBZycnJjliwaVFUYjRoyAsbExkpOTmVdAQkIC+vXrh2HDhuHZs2cAwNnM0Kd0Ett6cJROAD6rdCrL4rpF63PT03iMaKOyVWZSUpJ6I+QzVimVoe0qpnwfj8LHF5gVlD4XwoKkRwDUHEgaBbRIJIJQKOQoEmQyGfz9/Tn3y+yq6a+DuT1HFmhc8Qzd6uhNXywy1nteg4qKCsjlcigUCoSFhaGsrAwGBgY4dOgQCgoKUFFRgYSEBKbY0FY6abxPNNxemroY2Hly8jcxMYFSqdRRnuRoyZr328YypRMAxt+qURIBaiVZaWkpDA0NWV6pqakICgriKJ005RoaGjK+XpVKBRMTE/j6+sLHxwfp6ekAqn7WRWlqihaBQMCsjSoqKpCXlwcnJycdmaxvHahpX9ELtZeRgVtdGLSdio6ztkEgEEAgEIDH46G4uBgFBQWoX78+O1dQUIAaNWrA0dFRr4JSW+nk4+MDoVAIIyMjPHv2DEVFRRAKhWyeZGtrq0MZJJFI8OzZM7Rt2xa1a9cGoPYWycrKAhFxLJ30yZm9t5P19tv/RvxjXO20OQ20YefxcXD4888/4eTkpGPy9iWIS87GhTtPMXbuSqycMRYWFhZo0aIFQkNDcfToUVy9ehXr16+Ht7c3CgsL4dysC15+PlsAQE7MThS/ugOegRKLt0Sj/6gJMKIi5Dz+6PZQWlqKR48eoWbNmjh8+DBWrFiBJ0+eYO5cLsdDnTp1oFQqUa1aNSiVSlhbW0P14CSENVuzNEMaOkP58BhatWqFRo0a4eHDh1AqlQgLC4O9vT1Onz4Nd3d3uLq6wsbGBkqlEi8ubYM8PxFihQPCgmthzdEV4PP5uH37NiwsLD5JRi0QCNCuXTu4u7szrXeuSnd3HOAOKjY2NuAFdITYP7LKvB1MxMgXCsHn81GzZk3Y29vjxYsXSE9Ph6enJ4gIhw8fhq2tLf766y/I5XKmfNLsFrm6usLb2xu1atVC3bp1YWZmhiZNmkAkEsHZ2Rk3btyAoHYnCJr9AI3BorDkJS4sG8P8j3fu3AkXFxcMGDAAEokEPXr0YL7TZakv8Pr2edR26ozt27czItbRo0ejbt26sLa2ZuSm+mBlZQVnZ2ds2rQJXbp0gVwu51xPS0vD3r17cerUKTg5OaFXr17Yv38/8zGu46IA5T/FG+OPk4QRTd2+2Pzyw4cPCA0NhVAoxKtXrxAdHY1JkyZBpVLB3L02LiRyub3WxbzGoRH92cJ14cKFWL58OQ4cOIDJkydjyJAh6NOnD3755Rf4+/ujW7dumD9/Prp3745Tp04hLi4OvXv3xvnz5zFo0CAMHDgQgwcPxl9//YWioiK8f/8etra2ePDgAdvRr1OnDnbu3ImmTZvi6tWrEAgEGDRoEI4cOYIMkiFf4Y0bL1Ixa9YsWFpaorS0FEOHDoVD407gBw/QabNB44HYEpeN+Z46l77h/zCqkjMR3aLYRObo0aNwdXX9assRQC1nXmUUotOQsbh5ci8qKirQokULtGzZElevXsXNmzexd+9eGBsbo2HDhnj+/DmsAiPx9vNZMzlTSnmYNWsW4v7aBZWhOTJeP0HpO7VyRqVS4d27dygrK8OTJ0+wevVqPH36FNWrV+fkZWxsDIVCgQ0bNmD16tXg8XhwSLyCYpdGLM3wJm7wVVWgdevWCAoKQlZWFhITE9GgQQNUq1YNR48ehVKpRKtWrXD79m20bdsWa9euRVlsNPLfPcSICTOw4tepKHrzBNnl5cjLy+O4EOuDv78/mjRpgqtXrzLy8/reLnikJ61G1ggEArh2/BFl1Zt9Mm9JWR7KxGK4urrCy8sLaWlpKCgogIGBAWQyGU6fPg0+n4+MjAw4OjoyiyepVAobGxu4uLjAw8MDNWvWRL169eDo6IhffvkFW7duRUhICG7fvo2CaqEQtxwP03+V2dRZgPXfqWW3UCjEmDFjMGjQIPTu3RsSiQTR0dFYtWoVlIVqpd3qXyYg9MAB9OnTB9bW1ujXrx/27dvHeAI7deqkt20a/PjjjxgzZgxOnToFAwMDDudLSUkJTpw4gX379kGlUqFz587o3bs35syZAwBoW9cT9x//CZ7vx02ir5EzFRUVGDx4MI4fP44DBw7A1dUVjRo1wps3b2BWPQB/xudw0q+9/AqHRoTByckMRITu3btj0KBBePr0KX788UdYWVkhODgYy5cvx6FDhzBkyBCEhIRg+PDh2L17N3r37o179+5h+vTpcHZ2Ro8ePbBt2zZYWVmhrKwMhw8fRv/+/QGovwuN3NXsqGsWdkuXLkXXrl2h8KgD8zoR+OPEZYzq1RajRo3C8+fPQUSwsLCAd+v+ett9vtAO8089/UftSH/D/zyqkjWFfCO2KL1//z5nkauxtpDJZCyAjFwux7Rp0zBt2jQcPnwYzZo1w8GDB3Hy5hO8EzsgE8YA3n+2PhrF+5dAI2uU7+M5lkb6LH+0iZ8B9TincRWsDI3CqLLVjb58AXxyrZdzaRvKk+4CxlZQZr6FtPgDiAiGhoaQSCTIz89n9xsbGyM/Px82NjZITU1FcXExx8oMAAreJUCfyqgsK6VKSxR9KHyvO2/Qtn6pqKhAq1atcODAAfz1118A1AGZFi9eDHt7exQXF+PDhw96Nz9UKtXHscy/fZXWS5pAO/qsvDSKO234+voyHjINvQYRMY8DqVSK/Px8ppTS5iDWgM/no169eoiJiQGgtpbKy8vD7du3mVKLz+frfQfyb0br1InH44HP56O4uBhFRUUwMDAAj8djz1QzfuuzuKvshnm3WAGBVTUdC2lNXTV48OABgI/WX1VB01fayqX79+9/DPhV6blpFEtEhE2bNqF2WGfUaFML8Xeu6LS7qu904sGHeJ1R+I+QM/8YV7sf98bh0D1d0tFDI4LZxMfBwQEdOnRAYWEhtmzZ8sV5VzZ3rS3JgFnyZbx//x4KhQLBwcEICgpC8+bNMX36dMyePRtFhlZ6zSgrQ/tjB9QkqPv27YONjQ369++PefPUnEajRo3Cpk2bEBAQAIlEwty6JBIJbty4wbTvMTExCA0NRVlZGYRCIczNzZGeng7vRhH4Zdk6yKgIL26cwZ9//glAvavn5uYGKysrbN68Gb6+vti8eTOqVauG+Ph4hISEICUlBYaGhhg/fjx27NgBLy8vzJ8/H7Vq1YJQKERISAh2797NlAD6UFFRgaCgINy6dQt8Ph+jR4+GVdhQjouAedodPN09j2mrqzJF1aAo9hAyzm2GVCpFcXExDAwMkJycDE9PTxZ9wMbGBq1bt4a/vz8yMjLwxx9/oE6dOigvL2ccHfn5+SgoKEBJSQmKi4sZgZwGNZq2QX6QLu/FiGoF8HdQc480adIExsZqsVNSUoLQ0FBGZC8UClGtWjW2s9S7d29YWFhg+fLlUCqVqF69OgoKCjB9+nS9ROJEhN9++w0zZsyARCJBTk4O8vLycPjwYRw8eBBSqRTdu3dHeHg40tPTERYWhpycHGRlZaFdu3aIiYnBmzdv8PBdPl5nFMLVwuiLFwNbtmzB2LFjMXHiRPz888/sfLNmzSAUCqG0q4Vk++Y69xnE7UH5y+vIyMjA8uXLERX1kQAyOTkZY8eOxfnz5+Hv74+ZM2di5cqVaNmyJQYPHsyUt35+frhy5QoTFA4ODigtLcWAAQPwww8/YPv27Th9+jR7lyMjIzFu3DiMHTsW9+7dQ0pKCtrP2IIMy488Ox7lSTiz8KN1Ro/vf8Z144+L5crQHj++4Ru+RM706dMH5ubmOHjwoE7Ut0+hspypY5gFt/wHePLkCcRiMerVq4eGDRti9OjRLPLOjRs3ILSu/llZU1nONG3alFl29O7dG5s3b4ZSqUSXLl1w5swZyGQyDBkyBLNmzWKTxXnz5mHixIkA1OTijRs3RkJCAgDA09MT8fHxkDr6YOuBk7A3EeHdw2s4cuQI0tPTwefzUVhYiE6dOmHFihWoqKjAsmXL0K5dOxQUFGDIkCE4ePAglEolBg8ejBs3biAtLQ1Pnz6Fu7s7srOz4efnh82bN382iuvSpUsZD4e7uzuePn2KrnN24m7Jx2i3BbcOIuvCFhDRZ+WMpv9w/whycnIglUqxbds2LFu2DFevXmXKJQ8PDwwePBjZ2dk4efIkBAIBI6vWjNkFBQUoLi5GcXGxzo6yhWddGHWcqVN2V3kiWgRUR3l5OTw9PZl1DaAmoV+3bh2TmVKpFAkJCbCxscHVq1cRFRXFLKV79eqF48ePIyIiAtu2beO4PWrw9OlT+Pv7M3fBxo0b48KFC9i9ezdSU1MRGRmJrl27wtzcHP369cPJkydRXl4OGxsb5OTk4MSJExBaV/9qOfP06VO0atUKPj4+OHr0KCMb/uOPPzB9+nTI/EJQUKOzzn2yRwegfH6F7TZrFmKA2vJw9uzZ2Lx5M4yNjTF58mS8e/cOL168wKpVqzB16lTs378fUqkU2dnZLNqQTCaDvb09JBIJYmJikJOTg4CAAEbP8P3332P8+PFo0KABO+cfNQO5dh/JisOd+Ng4qi1z67CwsMDACbOxN8upyj74Jmu+QRtVyRpt1y1t9x0AzBVaH3g8HmrVqqXmKE0zhEzLein3+n7kXv7jky5vXzJOavLSljX/ExDbesDI1hWl6W9Q9ObJ385HY61SXl7OXJVEIhEsLCyQmpoKoVAIAwMDFBUVwc/Pj6Ns0vS1WCxm0ctMGvetUpnzpXJGu++qckPUKIQWLlyIKVOmAFDPj728vPDu3Tu8ffsWGRkZnLSAWoElk8mqXJ9qv1tSqRRFRUWfdTGUSCQgIjRv3hynT5/m9I1MJkNJSQmMjIxQVFQElUoFKyurKqluNBQ2+hSGTk5OEIlEbM7h3qAl3uWrUJGbqtdlHlBvSD9//hx8Pp9Zg2lD3wZhVa58X+LOCYBFFYyMjMTWrVt12mJiYoLi4mKUlZUxzihA7TZXWlqKmJgYFBYWMpdDbdjZ2aHIvWWV7xjw+ffsnyBn/hGudnHJ2XoH6E4BdqyDKyoqoFQqkZSUxAmD+CV5VzZ3vVtige7fTcTJkyexfft2jBgxAi9fvoSlpSUmTZqkJv3+TDjPnJidOqaKALB3714QEbKzsxEUFITRo0dDJpNh5cqVKCkpQa1atTgRUZo0aYKaNWuirKwMU6ZMQWRkJHvRVSoV0tPTQURIeXAV6ycPxs4Vv8LOzg579uzB4cOH0bRpUxw+fBgbN27Ed999h7Nnz7KJrYeHB3bs2MFc5IYNG4aBAwfizp072LZtG+7cuQNPT09cvHgRYWFhnPCtGqhUKkyYMIHxK8hkMvTo0QNLly5FqCIfLXEP2SeXofDQTOyf0hvv37/HyJEjIRaLYe7ipbfvetZ3hOPTPRjT3I0Rw1ZUVLABy9PTk5kmpqam4vjx4xg0aBBmz56NS5cuoaCgAPv27cPFixdx7tw59O7dG2ZmZhAIBPDz82MDOfAvt8Yi/cLYvXZDhIeHIzIykimdAPVAfOLECVhaWmL+/Plwd3dnpq2A2vJOE95bLBajZs2arE9dXFxw9epVTjkpKSn49ddfmb95r1690K9fPxAR/vjjD9SqVQvNmzfHwoULUaNGDSgUCnz33Xe4c+cOYmJisHXrVnV4TyczdKrt8EWDTklJCXPtiY2N5SidHB0dcfnyZVy5cgX3r5zRe39W4jMkJCQgLy8Ps2fPxogRI9guh5OTE6Kjo5GRkYHIyEj069cPsbGxOHr0KAYPHowTJ07g3bt3+PPPP5mvd1lZGZKSkjB69GisXr0agwcPxqRJk3DlyhV89913AMAia2gI3j+USzlKJwCIFzij05CxANS7g8hMRC0xNzqZNi4+r/raN/zfwpfIGQC4desW3N3dYWOjP0pKVXlXljN3is3RILIHjh07hkOHDmHy5Mlo2LAh3rx5g23btuHatWtqufY+HgUPz+nNN/fKLr1yJiYmBvn5+SgqKkJJSQkmTpyIFi1aIDo6Grm5uejatStWr17Ndt6sra1ZhJTDhw+jQYMGbAIIAPHx8eDz+VClvcSaiQOwYMIIfPjwAfPnz8epU6cwdOhQvH79GlOnToW7uztu3LjBggvIZDJs3boVIpEIxsbG8PPzw9q1ayGXyxEUFIQXL15gwIABePLkCXr37l0lR5GGhH358uWws7ODh4cH4uLiQEQouLoD/ml/IePYYqztXB23N07FmTNnIJFIYGDhqDe/Ll5SBFY8wyivEtC9w8z1qqioCGlpaejXrx+z6iwoKEB8fDxzO7t06RKMjY3xyy+/4MyZM7h+/TomT56MatWqgcfjwc7ODkOHDmWuIDweD2WG5nrrERTWHq1atULr1q05SicAWLZsGczMzHD06FGYmZkhNTWVvXdTp07FyJEjWVpra2tcu3YNhoaGsLe3x+LFi3XK6tmzJ8rKylBcXIwNGzYgPDwct27dwtSpUzF8+HDUqlWLRReNj49H06ZN8ejRIzg7O6NVq1aoV6/eV8kZAJg5cyYaNmyIBQsW4PTp00zpNGzYMAwYMEAdbbYKd3FxSQ5evXqF9+/f4+bNm+jcuTP27t0LpVIJsViMOXPm4N27d1i1ahVWrFiBJUuWIC0tDeHh4fj++++Rm5uL+Ph4pKenIysrCwYGBsjNzYWlpSU+fPiAefPmwdPTE5mZmcyCWuPWrXHpiEvO5iidAOB0cgX6jpkGkUgEQ0NDEBEi6nkDT/XLS+CbrPmGj6hK1hQ8PIeKdLWcEAgEHKUTAKZ04vP5jO9OY7VIRHj16hUOx9zjKJ0AtQufyMb9k3X6u2uaL8XX8K4q38djeKvaKP+Q8PnEnyivvLyc8QNqLHV8fHywc+dO2NnZMe6k0NBQjB8/Hnw+nwX50fS1Uqlkrt6F13ZV6YpWlSVKTsxOvekBVKkI1CjIJkyYAIFAwBQ6JSUlePbsGXOb1OYZ1CjWcnJyqqyL9nmNkkZfZDZNcBAbGxs14Xd5OTOG0O4bJycn8Hg8TgS+qpROmvrpa7O5uTmkUinn3oRb52CnfIvit09ZAA7tvPh8Ptzd3SGRSBjtS2Xo2xhUZeuPmqtxGdd8V5pgWjwej1O+UqlERkYG4uLiIJPJdCJFatanAoEA79+/h5ubGwC129zp06cZT1RlpRMAZJBML7G6dgTFz32n/wQ5849QPFVlktqouiX7/8qVK7CxsUFiYiLq16+vN31llJWV4eiFG3qvFfC4PFHLly+Hq6srRFqhND/6i3JD5+bdiIZ76QsYFKjNSTULZh6PB3t7e5iZmUEmk2HEiBFsUguoB4I6derg9u2P5Nu///47Xrx4gdDQUOzdu5dDbi4QCNhHXFpaikWLFmHbtm1o27Ytczm6efMmHj16hIyMDFSrVg3h4eHMggRQT/42bdqEx48fw87ODlOmTEH37t2xceNG3LlzBw8fPsSECRMQFxeHpk2b4s6dO+o25uWhf//+sLKywtOnT/HgwQPcvn0bO3bsYNZmu3btwg+926Pg0XlkPI/F+vXrcfbsWaxbtw5KpRI5yfrNZw8u+gkuxsCAAQM4wqqgoAAvXrxAvXr1YGlpCaVSCTc3N6xduxYLFiwAEcHZ2Rnh4eGoVasWHBwc4OPjw8hAQ0JCkJubi7Vr17LBViKRwMZI/2fwKe6K7du3w9/fH23bqnc9JRIJfvzxR7i7u8PIyIgNWpoJsqurK+Li4rBixQp06dIFTZo0QUZGBvPXDg8Ph1AoRG5uLpYsWYLDhw8jKioKDx8+xOzZs2Fvb4/9+/cjMDAQP/74I6ZOnYp58+YhICAArVrp58eqCmfOnGF9k5CQwFnsxMbGIi0tjVly/TykB0rvcReCAwLt8O7hNXTp0gVWVlbYtk0tTPv37w9LS0tUq1YN/fv3x/nz5zF27FgkJSVh//79yMvLw4EDBzhh2wG1sBKJRKhRowYuXLiAevXqITk5GSqVCgKBAEOGDAEA1KpVCydPnkRBQQHOnj2LpZt26W2fUmKGX375BTVq1MCePXtwZtFIBFqo9KaN+VfUq2/4hi+RM4DaijQ7O5tNKD4HIqqSh4hnYs0xu966dSvs7OxQXl7OCduceWKpjvIp9/p+lN8/Bh9rtawSiUQwMTGBQCCAhYUFHBwcYGZmhsOHDyMjIwNnz55l9x4/fhxJSUmMe2P69OmQSqUYOnQoJk2ahA8fPrAJlUbOaKw7goODcfjwYYwYMQLXrl2Di4sLfvrpJ2zcuJEpoqOiorBkyRLGhzVt2jQ0aNAASUlJ6N+/Pxo2bIiVK1eisLAQPXr0wObNmxETE4Pk5GRERUVh1apVAMAsp+zs7DB79mxs3LgRiYmJOHjwIE6dOgUjIyNcuHABISEhSLp7CYWPL+C7bhEoLCzEgAEDUFJSgtIMLjekBtvmTcD9IxswskcbTmhyADhx4gQiIyMh/Jebt0KhwE8//YR79+7h1atXEAgEmD9/PiIiIuDp6QkbGxusXbsWfn5+6NixI0xMTHDgwAH2bEUiERQi/WPQp+SMZtHTtm1biMViGBsb4+rVq3B1dcWNGzfQu3dvlvb169fw8vLC1q1bERcXh927d8PZ2RmXL18GALx48QKRkZGQy+UoKytDjx498Ndff2Hy5MmwtrbGyJEjERYWhi5duiAkJARNmjRBdHQ0njx5gidPnmDjxo1V1lMfPnz4AF9fXxw9ehQvX75Ez5492bXs7GxcvXqVheMe1qUVlPdPcO5v7SLA3TMHsXbtWkilUuzZswf+/v5YunQpHBwcYGdnh8jISGzatAkNGzbEnTt38PTpU1hYWODhw4eoUaMGJww9ABZlkMfjYfDgwdi3bx/jd+natSt4PB7q1q2LkydPgohw4MABrN15EPqQnFOC6dOnIyAgAJmZmWjZsiW+b2iP/Hun9abP1uKU+ob/26hK1pQk3oNKpdIhmNaGxkpGY7nj4OCAatWqwdPTEwUFBZA76FcwVaWMEH/Bmib3+n7kXt1dpcubTlla3EsAqoyopw2Nq5QGmnWCNjTz6srQF8Vcm4tIA0NDQ7x8+RItWrRgUejkcjm8vb0xevRoWFpaIi8vr0r+vvLycg6XlDaq4iYqfnVHb7OIyywAAQAASURBVHoN+Hy+XuvUunXrgogYkfWNGzdw/vx5lJSUsL4sLCxk7lzaPEBV1aUiV827xOPxGBdyvXr1dNLduKFeF6empkKpVEIikag3civhyZMnrPyysjLmFWNsbMwUOJWh7X6mSZuXl4fc3FwUFhZCIBCwMVmjOKocbIWIQET48OED42TSQLNZpKmTNng8HkrfPdfLM/no0nH2bW3atIkpmzTlaMPMzAyxsbHIzc3Vac/79+/h7u6OiooKFBUV4c0b7vyDiJjirvJ38iUKQ0DtRlqVnPlHgP4BuJuURc4/H9c57iZlsTQjR46k4cOHk42NDRUXF38yv06dOpGBgQEBILGtx2fzLiwsJIFAQO5df+KkMW0aRQBYPtaBbUls60EA6Pjx49SsWTMyMTFh+QQHB1NUVBS5uLiQo6Mj2djYEI/HY3kAIAMDA7qTlEVtR/1C3b+bSFKplJycnEgkEhEAql69OksnFArJ1dWVIiIiqE6dOnT58mUaO3YsmZubU0REBKWkpOi0PS8vjyZOnEhdunShhQsXkoeHh06aiooK6tGjBxkZGdGFCxeIiCguLo4MDQ3JyMiI6tatS2ZmZtS/f3/Kzc3V28dlZWUUFhZGL1680Gmj5hgyZAiZNevP6VNFyEDy9vYmLy8vMjExIYFAQCYmJqRQKEgsFlOfH6bSnhuvaNvxSzRy5EjKzs4mLy8vAkC+vr5kbm5OCoWCTExMyMLCgiwtLcne3p5CQ0Np1qxZ9ODBA3r37h35+PiQtbU17du3j8rLy2neySecesw7+fiT71CLFi1o5cqVlJmZSY6OjkRENHr0aPW7IBbTjz/+SEREjx49ogkTJnDuValUNHjwYDIwMCAHBweaPn06xcfHU1paGllZWdGthA904M4bupOYSQqFggCQSCQif39/iouLIyKimJgYsrGxoZycnE/WUxvl5eXUq1cvsrKyomvXrnGunThxgjw9Pcna2pqkUikZGhqSi4sL8Xg8cnNzo81Hz9PA2WvJ2rcBWVpa0rlz56iiooISEhJ0ynnw4AGNHTuW/Pz8yMLCgpycnKh79+508OBBOnLkCAkEAs57UK1+KNk37EgHL92l27dvU0BAAHXp0oV4PB716tWL9Zmbmxv7DgCQV8Nwvd/usWsPqV+/fpwy7Gs21JvWfshqun///hf34Tf89+JL5ExiYiJ7n2fOnPnJ/Hbv3k1SqZT4fP4XyRkiImtrazI2NqbRm87plTViWw8yrx1ORk6+BIACAwNp27ZtJJfLaevWrUREtHHjRvLy8qI2bdqQjY0N2dnZkbGxsc74++7dO1q7/zQ1jfqJrH0CydTUlKysrAgAOTs7s3HbzMyMTExMqG7dujR27FgaPXo07dmzhxwdHcnLy4vJCG2Ul5fT9u3bKSQkhPbt20empqaUmZmpk27Xrl1kZmZG33//PRERFRcXk4eHBwmFQvLz8yNzc3MKDg6mhw8fVtnPAwYMoMTERDI0NGRt05Y5FhYWZNlyMKc/LVsMorp167IyRCIRGRoaUrVq1YjH45GnpyfdTcqirZeeUJuokZSenk7Dhg0jHo9H5ubmZGNjQ3K5nKysrMjExIQsLS3JysqK6tatSyNHjqTTp09TQUEBjR49miQSCU2ZMoXy8vJ05MyEnVc/+Q7t3buXAgMD2btBRBQbG8va6ubmxtJGRkbq3L9jxw4yMTEhU1NT6t27N128eJHKysrI3d2d1h88QwfuvKG7SVnUsWNH1l/Ozs60adMmIiIqKCgge3t7Onr06CfrWRmbNm0iU1NTWrBgAef8q1evqGXLlmRubk5SqZSqVatG9vb2JJVKSSgU0p2kLGrUdxx1GTaeRCIRzZo1i8rLy+nVq1dUUVHByevDhw+0aNEiatKkCVlZWZGNjQ2FhobSihUrKDExkaRSKed9l0gkVD+iG7UfM5cuP06msLAwqlOnDkkkEpLL5aRSqYiIaMqUKSQWi9l9Mucaer/dS4+SaNmyZRx5ZmZmVuW33njCxq/qw2/470VVskazftDM+SqP2Xw+n/3v4uJCkZGR5Ofnx33P7b0+m7fmnTVtGvXJNY2Rb3POfV9y8Hg8zvgrl8u/KC/NPF7fUbmNlcszNTXlnOvcuTP75tl3LJORoaEhubm5kaenJwEgT09PsrCwIB6PR3w+n/2tqizta3w+n60jNcen+rOqQ2zrQZb1InX6pkaNGiQQCGjIkCHsnLW1NWds0i6/8nj3pXXRrDG0D7lcrrftlcvQPoRCIft/6NCh5OPjw3mPpI4+OvLZwcGBjIyMyMTEhMlWTRo7OzvOXwBM7mnKqvzcNfV0dnb+on7XvJOab00oFBKPx6PVq1eTg4MDS2tra8u518HBgSQSCef9qipvgUBAAoGAzMzMWP0aNWpEtWvXJoFAwOm3qmSHvu+mqrRj9tz9fz28fRb/CHLxACczmKTcRJ79R0KwPrWtOKbeMTExWLx4MQ4ePKhXe6wNDQM+AIjyUnSIzBQf7sLHugUANUlYw4YNofCoA2W1ppx85EFdoUq8g4KkR1C+j0ff3u2wYsWfsLS0hLW1NRISEphZOaA2m9dE8RowYACKiop0tM01ek9BpzXXACO1C1H1LgZ48Mdsdr2kpATDpszHm+wSvHlyBwt//h6TJ0/GvXv30Lx5c7Ru3RpPn+qaJmpgbGyM+fPnIz4+HjVr1kTPnj2Rl5fHzEsBtVZ4+/btiIiIQJs2bfDw4UMIhUL4+/vj1q1buHPnDn7++Wcd4nNtnD9/HiEhIcjIyIBCoUBGRgbHl5jP52P37t0oKCiA4P0jlBspYCUBjq1diDVrDLB69Wq0bt0ap0+fRn5+PgQCASKnbEBMqSViDqt9vlt5R8Dc3Jxp/58+fQo7Ozv4+PigYcOGOHXqFA4cOAA7OzsA6h3fRYsWITMzE2vWrEHjxo2ZRv7nCG+08rVB48guKMt8ix3HRBgaeBnm5vrdIx49eoT9+/ez6BCA2kUNAMLCwrBgwQK8f/8ed+7cgZeX2qUwMTERu3btwoULF1CjRg2cPn0aCxYswJo1a+Dl5YWePXui3+ID6Lrh426ToHYn1M+9j6ysLKxcuRK1atVCSUkJ+vXrh19//VWHiLwqPHjwAK1bt0bt2rWRkpLCrBnWr1+PX375BYaGhli0aBEWLVqEiIgImJiYYMKECSAitG3bFs5GhBxZEWIFRXiQno62bdsiOjoaEREROmX5+flx3DwSEhKwZcsWzJ07F69fv4aJiQkMDQ2RkZEB40Z9oKrfCUIAP556h8HBTti8eTPCeg6FdWBbONRS8zONGDECiYmJ7P3x8/ND3KXjWPhXPMeFqaYwFW2CIpGfGI69e/ey7zzlwVVYetyGtDr3exMqnPDr7vPYW7PmF/XjN/z3IsDJDMGmhbiW83FX1b3sNQKcPgY/2LVrF2rXro2EhAT06dPnk/nVrFmTkW+Wpb7QkTMld4/CglcTgBlKSkrQtGlTNU/dicuYfDGbk5c8qCuKX9xA6bvnMDVUQSwVI0EkQrdu3XDlyhWIxWI2zg0cOBATJ07Eb7/9hmbNmqFr16467uehoaGYeSgOf74hwLYpJO2aQnkjGh8ubgUAvHv3DmfOnMHwKfOhcPXBiN6d8Pvsn7B+/XoUFRXhr7/+wu7du9GwYUO9befz+ejTpw86dOiAmjVrMhlQeTzt2bMnMjMz8fPPP8Pb2xt9+/ZFcHAwkpKS8PDhQ/j6+uL8+fM6UZE00BCtOjg4wMrKCsnJyTphimUyGRLPbITB4xh41WuC57ExKEh6hLCwMPz55584dOgQevXqhdLSUvZcjYJ7oeOaf4W8tg1Hzb7T8P60mvg8KysLFhYW8PLyQnBwMN68eYMePXqgc2c1R5HGqnbhwoXo3bs3cnJyWP01cqbXsDF4df8GlmcloXP1y1Vaae/bt4+NsZpIQLa2tigpKYGjoyMuXrwIpVKp5t/61w52Xl4eDh06hEOHDjG+qtjYWPz++++Qy+Vo3Lgxes7fg19vvQduqTlNigoUCAgIQEZGBkaMGMHcLgcNGgRfX1+0bdtWb/0qo6ioCK1bt0ZSUhLu3LnDrAJv3ryJ77//Hm/evMGIESPQpUsXrF69Ghs2bEC7du1QVFQELy8v1HYyg3nuC9TyrI/osjLMnTsXb9++ZZEYtWFpaYlx48Zh3LhxrN07d+7E4cOHMXfuXIhEItja2iIvL08dWSuwO9L8OyMNQN/tDzDo+4VY911reAa3QqlYjntvcpD3+gHjZgTU86WHl45j95Mirqvsk7/Q2Kc1bEQRWLhwIbOeyMnJgcjGsnJVAQDJfBvEJWf/r+ff+Ib/eQQ4mcEm+yFSzT6Oy7nX9wOZiczqQh8Pjr29Pd6/fw+VSgVPT0+cOnVKxzqnJOXZZwm6Kyoq9EbHkgd1RVH8dUYw/aUWTtqgf1nL8/l8KJVK8Gp1gO0nOGssLS2RJzLHByNXiG0rOGVqoqVpIqGRHqspImJu0pr079+/h0gkYtx4gNpjQiwWM84fTSTRoqIiZkGjyU8fKnMhOTo66tCP5FzahqL462oLlfwP4GUlQSwW61huaaBNRi6t1DePHj2CkZERNmzYAG9vb7x+/ZrjiiYQCCCVSplngGauoV2X0oRbMLarhpw3H5+lj48PXr9+zbiZcvRYYuqLeqix4NGG9jPRlrma8boy2bqmfZp73r17B7lcjuxs9XzHwsICSqUSpaWlzH1PE8QJUMt7sVjM3A81dZdIJCgpKWHPKDlZHeHN2NgYBQUFep+pvvfbxcUFSqUSo0aNQlBQEN6+fQsej4esrCwIBAJm9f0pbs+q2lxh5gQju1qwlBBu374OT09PCAQCzrvxteT6+nDo3jv0C3L5Xy1n/jHk4uHh4bjw4DVE5va4cHQv6rlxhbuVlRWSkpLg4uJSpY9pRUUFoqKisG/fPkilUs4HZ+jgDaG5PYzKC5D6+Aa8vb0Z+beVlRVEHg31kl9KH0Tj2Sn1h2RnZ4fU1FQ8e/YM7u7usLa2Bo/H44SVdHJyQuvWrTFkyBDUqVMHCoUCRkZG8PHxQfUGLXC8VJeRXpsQzr3LeCi1ovNIk67i6e55EIlEEIvFuHbtGmp+wSL6hx9+QHx8PH788UcsWLAAffr0QVRUFEeIlZSUwM/PD69evYKVlRUmTpyI0aNHY8qUKViwYAEaNmyIS5cu4eXLl/Dw8ODkP2DAAMyaNQsbN25EcHAwmzw3aNAA3t7e2LFjBxOsJiYmyMvLw6lTp7B//35MnDgRHh4eOHnyJJRKJZydnfFOKcb3hxN12lF8ZDYKkx9DqVTCxcUF8fEfP9Bnz57hp59+wpQpU7B8+XJIJBKMHTu2Sg6woqIiyGQyNkhZW1vj/v37sLa25qTThFHXvGc2NjY4despflm2Dg+vncPza3/i7du3CAwMhIODA5o1a4YnT57AxsYGPXv2RPPmzSEQCDBs2DBcvnwZEREROHLkCITW1VHadLROveplX8SO5XPY4mXIkCF49OgRrl279kV+85MmTcK6deuwYcMGdO7cGSqVCrNnz8batWvh7OyM1atXo169ekhISGBhUK9fv442bdrA1NQUixcvhkwmQ3x8PHbs2IGEhAS0bt0aW7Zs+aKQ4pXx7t07bNu2DQcvxyG9VpTO9Qgvc5x69jFihHnaHcRtmcER/DY2Nnj58iUePHiAZp37o3pAMF7GXYPyfTy+++47rFixAklJSejevTvi4uIgtK4OeZO+MHSppVNedaTi7LxBX92Ob/jvw7lz59C673dMztRxUXDe8ZCQEHTp0gVz587FgwcPqlRM79ixA0OHDoWxsTEzB6d/EV2LzO3hZW+OO38dgK2tLaZMmYJffvkFHh4eSExMRLXQnnht00Qnz4zjS1D46DykUinKysowatQoLF68GEFBQUhKSsKZM2fg6+sLQO32mpubi4CAAEyfPh0NGzZEfHw8PDw8UK1aNfQaPQXDD+jGZf2w4ycUv1VHy/zl2ENOcIjc6/uRF7MdYrEY48aNY9HOPoV79+4hLCwM165dw9SpU+Hg4IBp06bpKMxHjRqF1atXQyqVokuXLli+fDkePHiAkJAQGBkZ4cWLFygpKYGpqSlkMhm7b9++fcjOzoaVlRVyc3MxbNgwKJVKSKVS7N69G1FRUcjNzWVjulQqhbW1NRYuXIg3b95gzJgxePToEe7fv8+ivF57/g5TL3O5VQAgN3oqSt4+U7tbaE8WlUq0adMGv/76K6Kjo/Hw4UMMHz4cbdq0qXJ8NDMzY/MPY2Nj7Nixg3FiaUPjKufs7AwXFxdsPHwOKblKjB7QA69un4eJiQlatWqF169fo27duhCJRCgqKkLHjh2Zy9/FixfRvXt3tGvXDi9evMDTD8UwbD9dpyzHp3uwY/kcODs7A1B/C/3790dcXBwsLCw+86TV3Ia9e/dGjx49mKvkkSNH8NNPP6GkRO2WNnjwYABqEtWTJ0/Cx8cHDg4O8PT0hKWlJQ4ePIj27dsjJCQE06ZNg5WVFe7evcvZGPtSlJSUYN++fThw4ADuJGVCGDFJJ02LasY4m/DRHS/3RjRytRZGIpEIx44dQ6NGjWBbIwhCMzsUpSWi9N1z+Pv74+zZs5BIJJg1axaWLFkCC8+6UDnVhXFAa52yAGBJV390qu3w1W35hv8uFBYWwsXFBXkicxhYOEKV/Q7Tv++HuXPn6riHaiAWixkHrEgkgkKhgJmZGZ4+1U+8LLb1gMLFG5mJT/UuXL+WZFkgEFTJ0VM5nVAohFKphMjG/bMk12bNB8Ak8OPaKvf6fkxo5YmNGzfi1auP8kdDhq1djkYRoLnm4eGB9PR0DBs2DDt37sSbN2/A5/NhZmaGzMxMHeWVtlJIKBSy/L6kjZq0VV2XSCTMTU4fqiKJ1u4bQL0+CgwMxMuXLzlE2ZrN48quXtrg8/lqbsZ/pZHJZLCyskJ6ejoKCwthbm7Ogiu8fPmSKYCMjIwgdfRBkUCGsqwU2IpL9XL8fgpf2j7gowJL+/lUpWj8FCpvOllbWyMtLU0vgXplhaAmgnnr1q1x6tQp5r5XVT3q16+P27dvc64ZOnjDqs9CnbQFj85DViOE/VbeP4HsC1tYMKnK+FykSLGtB2Q1W/xj5cw/wuLpjz/+YLxEyvfxqOvKnQTl5ORAqVTCysoKpaWlaN68OS5c4A6cDx48QMuWLaFSqXDu3DkEBAQgMDCQhT0sSXkGevsU9C+ytvfv32PevHkIDg7GqVOn4GhkA14N3bpJVfno2LEjDh8+DEDta+zu7o7S0lK9SoERI0Zg8+bN6NWrFwCu7+rem69x/LBuBAeRuT0LW6qtdAKAIueGWLb9MBp5O4CI4O7+aQLBM2fOwN7eHn/88QeSkpJgYmKC5s2bY82aNYiIiMDMmTMRFBSE3bt3Y9Ik9URNoVBALBZj9OjR4PP5mDdvHjp16oSGDRtCLpejoKAAW7ZsYaGJi4qKkJGRAalUirlz57IBWiaT4fp1NYnouHHjEBAQAJVKxfxc8/PzkZeXx5RYrVt//Khe39WvYV6z4wA61XZAWloaJ7wlESEpKQlv377Fjz/+iL1798LJqeqIM4A6TLr2INK5c2coFAqddNHR0Zzw48I6ndW74wZ+QHM/TNp7E1t+aI/09HSkpqZi5MiRmDp1KuLj4xEbG4tDhw4hISEBsbGxyMzMxLNnzyAQCNCkaVe80ikN6DH0B6Z0un79Ok6fPo2YmJjPKp3evXuHkJAQmJiYIDExEXw+n0WXqlevHm7fvs0WGQAQFRWF8ePHQ6VSoWPHjoiOjkZIiHqwPHnyJIRCIXbu3AlbW1u0a9cOJSUlbJf9a2BnZ4dJkybBs9VbjN1/X+e6ttIJALKs68DAzhOCnDec8K1CoRBRUVFQvn+BxNy3UP7r2oYNGzBhwgS4ubnh9u3b6D53F27mV20ZNqRTy69uwzf89yE1NRUtWqgtXZXv45H6+Ab4blxLjydPnmD8+PEoLS1Fo0aNcOzYMQ5HWlFREcLCwnD37l1MmDABM2bMwNixY7Fs2TKWr/J9PJ4nySAQCJCdnY2ffvoJISEhOHPmDORyOfiFGXrr5+togVuPADc3Nzx+/BgLFiwAALa7p7G4BIDffvsNXl5ebCytHNBg/Kp9AHT5MvhyG+DtUxg6eHOUToB6N3z15GFwNxfB3v7Tobfj4+ORkZGBAQMG4P9j77/DorrW93/8NY2hd6mCioBiwd57711jjCXGGhITNdFYE0tiSYwtdk2MNbbYW+y9i6hYQZGigoCA9Dazf39M9nY2M6Ce83l/fznneF+XV8Jus+t61rrX89z34sWL8ff3Z+vWrZw4cYJevXrRr18/Bg8ezP379xk5ciQPHz6kYsWKPH78mMmTJ2Nvb0/jxo3JyMjA398fd3eDFlbVqlUltz6AHTt2sHLlSqpUqSKb4BGFO5OSkiRNI5GUadCgAb/99htbt24FoEqVKlSp8jq4X00CMCWeftu2nw5BLoSHh8uWR0dH4+zsTJcuXdi6dav0XIpDTk6ObEbZysqKhg0bmmyn1+vJycmR2mhVrV4M22ZwTnXqO5tVlxPYM6MD169fl/QN//jjD7Kysrh69SqzZs0iIiKChw8fkpSUJGk0Ve06FNP5bAiZMF36raysLD799FMmTZr0RtJJr9czYMAATp48ycGDB6lTpw7Lly9n9uzZ2NrasnjxYllm7OrVq/Hw8KB69eq0a9eOzp07s3btWlnWwcCBA/nwww+ZM2cO4eHhxWbWlQRLS0sGDRrEoEGD2HXDfKwxJp0AHOr3RhcdSka04RmLFuAhISFkRIdjnfgY3d+DlVu3brFnzx6GDRvGvHnzsKjTh81hSSWeU0l6Xu/xvwFBEOjWrdvfrmTJFL54hFqt5uTJkxLpZG6wa2FhQVhYGAD16tWjWbNmzJo1CzBkDSUlyd8965xE4i8VnylRnA6QuLwoCVAS0WIMnU4nbVuSZo04pjEmncAQZy4/OkpKSoqMHCiabePg4CD1+bVaLTk5OWg0GtRqNX/++aeky6PX66XMp6L3VDx2w4YNuX79Omq1WpYlVdI1lgTRibsktzgLF/PEgHhvwND+VKhQgbt378oyf8BAOL1p4lev18vOwcLCAkEQCA4O5sqVK1IWbVxcnIzw1NTujXWDPoi9+/QrOyHmd+D1eyFmGRWHNz17Y1hZWZGTk1Mi0fQ2RFTR+yEmBxR9Dn5+fuTk5PDixQtpnfie7Nol1/QTf9OY1FIoFDITMPjb7c5Prl8rwph0ArCo1gnh1knSnpvX/iwp27BoRpU5/NPjzH+EuPgvv/wi+1ucTROxfft2qlWrJqXf1a1bF0EQWLp0KXq9nrFjx9KgQQPKly/Po0ePaNy4saQ4P23aNEkM2t7enqCgIJycnKRBtSgyaZHxnJFN5WKyIc38KEiIxMrKCo1GQ3x8vDQLfO7cOUqVKmWieD9+/HieP38uuayICA8PZ8nsb81evzrHsF1xH7Kjb6AkmFlcSqeIb775hho1ahAYGCiVAWo0Gr788ks2bNjA119/jbW1NTNnzmT9+vVER0dz//59cnJyZJ3jOnXq8Pz5c0kYXXQeA4NwbZcuXRg1apTUQIvOZSLmzZvHsGHDKFWqFKVLl8bDw4OlS5fy+eefy843KyuL/fv3M27kILPX89nA3nz99dfcuHGDwMBACgsL2bJlC+3atePKlSscO3aMChUqvBVb7+vrS58+fVCpVMybN48rV66YPD+AnTt3Sh3psNhU1MFy1nnb7RReqV+nOX711VdUrFiRjz/+WCIou3btyqhRo7C0tKRVq1b07NmT8Ivmnav8/m5EcnJyGDZsGEOHDqVs2bIlXsuKFSuoXLkyISEh7Nmzh4EDB0olpo8fP+avv/6SkU6RkZFEREQwbtw4OnToQPfu3WnVqpUkECgO3MqXL4+1tTWff/65yXf5rniXxlHt5IWjo6NEwLVr146IiAg0Gg1KpZKCggLJ6aVFixbStV18+LxE0qmiq5a+dUomJN/jfwM7d+6U/W3cpsHrTlz58uXR6/VotVrKli3Ljh07eP78Ofv27cPT05Po6GjOnz/P9OnTUSgUUraPOEut0WioXLkyVatWJTc3l4YNG3Lw4EHy8/NJTU1l/YIZfFok1lTTvMBLazAqiIiIwNfXV2qbCgoK0Ol0sqwQNzc3PDw8CAsLk2yXwTBJM2jQIHISzbeH4qCjuFiTqbAusXRAxO7du2nZsiXPnj2jSZMm0vJWrVrx119/cfv2bRwcHGjevDm9e/cmMTGRO3fu0LhxY2rVqiURM1qtlri4OGxsbCgsLCQsLEwi2lJSUgyOrs+eyUgnpVIpTXDcvHkTd3d3GjRowKhRo1AqlTx58oTKlSvL7pdOp+PatWv07NmTT3q9Lq00xtrFc9m5c6c06XD16lWJHJk6dSoLFy7k2LHiXc1EiELWWq2WqVOnUlBQYFYc99SpU5KDXVhsKrpAeed19flobj9LlzrGFy9epEaNGrRv355Vq1bx4sUL6tWrx6xZs7C2tiYwMJCxY8fyIjLc5LcAgrxfZ++NGjUKFxcXQkJCSryW27dv4+PjQ3Z2NtHR0ezduxcPDw82bNjA/v37efDggUk59rRp01i3bh2//fYbEREREiEmDm5VKhXOzs64u7szZcoUZs+e/W8bQLxLrFE6ekrx1cHBAScnJx4/foxKpZIyHUQ3OzGDKyw29Y2kU0gzv390+cN7/H+DxMREGUmk1+uxsLCQmT+YQ2ZmpmSK8+DBA5YsWYJKpcLd3d2EdALMZlIYQyz/NsarSzsoSIgEMEuGvw2MBZPfRG4VF2eS81RSQkFxMB4/paamIggCHh4e5Obm8vLlS0lmATBxEDOWQFmxYgWPHz8mPz/fLJFizvWtKIoSHuXLly8xEwkg/6X5yXTjeyaaL6SmppotNzcmVIqOVaysrEwmp1NTUyWh8sLCQum+JCQkSOdrrgTTvl4vtF4VAKTJ+DcRdG969iLEzLBSpeRVTEX/FmNAcWTb24x/RYhOqebiSunSpaX7ptFoJOdIY7JR3E8UUwcDiVlcbDUHtZPXW28rwtyzKYr/hDjzH0E8Xb9+Xfp/b29vPvjgA9l60YFGq9Xi5OQkpbyPHz8eZ2dnNm3axLRp07hw4YL0ovTv35+uXbty9uxZ5syZw/bt2/H09OTRo0c0aNAAnU5HWloaSqUSR0dHQkNDmdQhiCY5l0neP5++zrFMaB9EVlYW8fHxuLi4IAgCAwcOBAydRl9fXxMXhrS0NGxtbRkwYABDhgxBr9ezcOFCpk+fzs+TRuEYf022/cd1PEmJvEGPHj1wVJv/qEZ82J3KlStLrnM6nU5mhW2M9PR08vPzefjwIb/88ovBrjs/n/Hjx1O5cmWUSiWbNm3C39+fCxcukJubi4uLC2FhYdy9e5eBAwdKNdUHDhyQGrucnBw+/PBDwmJTWfFXKBlaF7Zt2wYYGpBWrVqh0+mkUrhDhw4xffp0wKCjNWvWLO7fv0+zZq91tDIyMnB0dKRr1648uX4KyyfnZNfSu5I9LyNCWbBgAR9++CELFy6kXbt2vHz5kj179vDdd9/h6urKkiVLmD59uokzQlE0bNiQ7du3Y2lpSbVq1YiLiyMyMtJku9DQUCm7qzh3ktotO+Hr64tKpeLChQvEx8dz7949jhw5wrJly/jss8/46KOPKCgo4MSJE+zYsYNXUbdQPJB3PvR3DvMyIhRBEOjatSsajYYpU6aY/J4gCPTq1YsrV67QqFEjFixYwPbt29m+fTvBwcFUqFCBhIQENmzYYHaQ8/HHHzNhwgTJNWrlypWy9caZaQDdu3fnzJkzsuD/rqjh62QywA60SDO7bUHKM54/f86QIUPwrNKANMdACh1K8+eff+Ln58fEiRNp3Lgx/v7+HD16FG9vb8qVK8fsJeadmPLiI8m4+Rff96j2L5//e/x34fPPPyco6HWp84YNG2Trxfeqa9euKBQKqczr888/p3LlygwYMIBGjRpx7949atasCRhI+ISEBCpWrChp6Dg6OkqaAa6urpw/f14iUEXHyRH13A3uQidWsDukIf5Zd8nLy8Pb25v8/Hx69+4NGNpzc+R4QUEBTZo04cSJE1L53dmzZ+nZsye9e/emqpedYRbTCCHN/Fg5ayJarZbPB5nv3Iwe0o8GDRrw/fffA8hKm43x4sUL8vLyEASBadOmSZoI27ZtIyAggP3797Nw4UL69etHWFgYz58/R6FQSIR4hQoVJGvo7OxsCgsLpc5gpUqVEASBxZv24tWwO/U69gUMHdgWLVqgVqslp81vv/2W4cOHExMTI2WqxsXFSYSBiKCgIOrWrcvu3bsNVt5F2qXcG/s4uGEZQ4cOZcWKFXTp0oUtW7bw008/8fvvv1OlShX69etHUlLSGweQNjY2bN26lRo1anDp0iUaNmxotk3fvHmzlIFXXJxp1rkPFSpUQKPRMG7cOF68eMHjx485e/Ys69atY+LEifTo0QNXV1cePXrEwoULSbx/lWoauUtPXth+9q9bAsDcuXM5ffo0v//+u9ms2gULFrBo0SImTpxIixYt+Omnn3BycsLLy4tbt24RGhrK5cuXqVGjhsm+y5cvx9vbG1dXV8aNG8fJkydlAwlxgkNEqVKlqF+/PgcOHDA51rughq8TH9fxlC0r6hIpIudFNO3bt8e9cn28G/XgZlwaFy5cwMXFhb1791K1alVmzZpFTk4Ozs7O+Pr68ul409JFgKyHF8m4+Re9KljRtpLHv3UN7/HfAXd3d44fPy614aVLl5ZK2FQqVYkOcOJgXywn1ul0vHz50qzj2NvIMGRf2kL8+q9I3j+f+PVfkXZmPUFBQajVaom8hzeXnhnDeILZnPW7TLMmw7z1+/WTB6V2QZxQfBMUCgVVqlSRMolFiCTTuHHjJBJJPEelUsnnn39OYmIiSqXSLMn04ecTJdc/EcZtlliiZXwet26ZZlcWhZD8xKS/X1TPx8bGhtu3b5OTk0NeXh5arRalUin1F4xRlOjq27cvarVapnmsUChwdHSUSJSiWWRQPBkoEiXGE1klwdyzt4w6S0FCJJ6er9tiY5c+Y4gZa8bPXiz3FGH83htPpL8tzPWdnj59Kp1PQUGB5Ohr7hyN3zOAwV2aU1khJ9ay7pw0+9siAWfsKvkmFPdssh5eJOvWUfpWtvvPiDP/tjz5/zEOHz4s+Pj4SEruU6dOldZlZWUJPXr0EBwdHYUDBw4IbT4cLnw2b51w9XGipHavVCqFP//8U3bM8PBwwdXVVSgoKBDs7e2F3NxcoV+/foJSqRQqVqwoODk5Cf7+/pLbyuHDhwVBMDj1iC4CWq1WSEhIELy8vISgoCDBzs5OUCgUwtatWwVBEIT27dsLISEhQq1atWS/vWzZMsmVoFevXkK3bt2EZcuWCQ8ePJCp1TfsP1aw8AwUqlWrJqSnpwsZGRnCoEGDBPe2I+Qq9l2/lCnrV6lSRWjXrp2g0WjMOgGp1WrB399fWLx4sWBpaSk0bdpUcHJyErp06SJzwdPr9cKOHTuEFi1aCLt27RL0er1w584dwcLCQrC3txecnZ2lbTMyMoQJEyYIXh1CZOdWutPnksOgeO8mTJggHDt2TKhQoYIQHh4u+Pr6CkqlUli+fLlQvXp1yVlG3MfYcSEyMlK4EZMiOfEIgiA0adJEcg2YOXOmUFBQYPY9Cg0NFfr06WPijGMO5cqVE4YMGSLMnj1baN68uWydTqcTSpUqJRQUFAj37t0Teo8cV6xbVVRUlNC3b99iXRafPXsme3atW7cWwODyNvDbJcKNmBTh+PHjQunSpQVvb28BEL777juzx9q/f7/kzNC1a1chKChI8PLyEhYtWiTodLoSr/f+/fuCm5ubEB0dLTg6OgoxMTEm2/zxxx/CH3/8IVt2+vRpYdy4cSUe+03Q6/WCbdmqgk3lFoKld0UhODi4RPdItzbDZes++nG74OLiImg0GsHOzk6wt7eXti1Tpoxw4PIds89H7mB479+6hvf4z4dOpxPKli0rvTsODg6y9ePGjROqVq0qdO/eXVi0cY9Qs9enwo2YFKFly5bSPr169ZK1LzqdTnB3dxcuXLggBAcHC7/88otw6tQpQaFQCNWqVRM8PDwENzc3wdbWVqhYsaLQtWtXad927dpJx925c6cwePBgoXHjxtI59u/fXxAEQdi1a5dQt25dwc3NTXa+Dx8+lJzsypUrJ0ycOFEYOnSo8OrVK8HGxkY6tk/1JoJD9baCo391ISwsTNDr9cKqVasErVYrfLn2pOw78Wg3UnKjcXZ2FkaPHi0olUph1qxZJvezUqVKgoWFhbBhwwbBzc1NqFy5suDp6SlUqVLFxAXv9u3bQpcuXYSZM2cK2dnZQm5uruDt7S04OjoKCoVCSE1NFQTB4Gx56NAhwcfHx6Qd+Gz1Uel4Hh4eQrly5QSdTic4OzsLeXl5gpubm6BSqYRff/1VqF69unD69GnZOQwZMkS6J+PHjxcEQZDFmhUrVggqlUpQKBRC27ZtzTr0CYLBBa5ly5ZCQkKC2fXG+O677wQPDw/h2bNngouLi0k77e/vL9y8eVOIi4sTvpyxoERXxFatWglxcXFmf0en0wm1a9eWrk9yxvWqIDQaMFa4EZMixMfHCw0bNhTc3d0FhUIhlC9f3uyxUlNTJefDsmXLCm3btn2jw60x3N3dhfDwcCEgIEBYsmSJyfr09HTJyVRERkaG0KpVK1nf4F9Bt27dBAvPQMGxelvBtmxVYdSoUcU6P7m0GmoSI+zs7ARHR0fB2tpaKFWqlHQ/bW1thZ9+2272+bh0Gvs+1ryHCfbt2ycsWbJEAISmTZvK3iXjcYDojGXsZAZI7tLiGMd4nUajkfUrlUqliSsXfzuLGTvnie5a4vKS3N3e9V9RVzs3NzfJeazoN+jUfLBhudEY7p1+6+97pVQqpWtydXWVXZMYx8S/tVqtYGdnJwwYMEDw8PCQlptrH8R7a3wsYxc1tVpt1pGw6L85c+YInp6eb+X45+7uLmg0GqF58+b/z56JGM/MPau3dVYzfjbFuZeL1+daobZsO9GhztraWggLC5PuqzkH3qLuge/6z9y5KRQKwcHBodjzLvpdvGm5Wq0WOnfuLLRp00awK1tVKNeir3TPiosz7+qCWNyz+U+LM/944unSpUuyG3/58mVpnV6vl6wWXVvL7ZKdW3wilCpVSggJCTGxfA8ICBA2bdokrFu3TgBDI25jYyMolUrB29tbOHHihCAIguDt7S34+PhI+y1dulR2Ls2aNRPc3d0FBwcHg2WohYXQq1cvQRAEoXz58sKsWbOEli1bmlzT559/LoCh8b13757w+PFjwd3dXTqupaWlcPToUcnytFy5chLx0LRpU6FMzWZCQJv+woSfVghHjhwR9Hq9UKdOHSEgIEAWuDQajUQi3IhJEVYfvSm07DNEOH78uNQ4Ozo6Cunp6cXe/+zsbGHmzJlCly5dhEuXLkkNjVKpFLKzs6Xt3saK3MHBQahWrZrQqFEjYfny5cKyZcsER0dHwcPDQ2jZsqUwbtw44ebNm4IgGEhFPz8/QaPRCEFBQZKVtIiYmBhh9OjRQvPmzYXPPvtMOHbsmODs7Cz8/PPPxV7LokWLhMWLFxe7XsRHH30klC9fXiK+jAm5gwcPCg4ODkKpUqWkBqtoJ9Wz/afCqVOnhEOHDpntXAuCwebayclJqFSpkqDRaGSNmKurq6zznZKSIt13GxsbIT4+XrrnO0PjhKuPE2UdDRsbG2HHjh1vvE4R9erVExYuXCj4+fkJK1asMLvN+vXrhe3bt5ss79mzpxAbG/vWv1UUP//8s+x9FRtwC89AoX3INMGqdJAUJN8UEB0dHYVPP/1UUCgUgoWFhXRe4zaeeyP5VNTW/j3+92D8DXp5ecnWiUSQa5Fv3anFJ4K1tbXQvXt34dChQ7J9xowZI7Ru3VooLCwUFAqFoNVqBWtra0GhUAh2dnYSYfPNN98IarVaIh4SExNlHTobGxuhU6dOQqVKlQStViuo1WqhVq1aQlZWljB27Fhh6NChJsSTIBgIHZGU3759u5CTkyN07dpVFsNu374tEQlWVlaCv7+/oFKpBBsbG2Hx4sWCVekgYdmh68KA0YYJn9mzZwtubm6y9g+Q2g2xTWrY5SMhIiJCmjjQaDQmhJMx9Hq9sGvXLqFFixbCjh07ZB355cuXy7Zdu/dkid9w586dBWtra2HNmjVCgwYNBJ1OJzg5OQlKpVIYM2aMsHr1ahlZNnz4cEGj0QjBwcGCRqMRnj59Kq3LysoSfvnlF6FFixZC69athaioKCEgIEBo06ZNsZMct2/fFrp16/ZGwj80NFSwtbUVMjIyhGbNmglz586VrbezsxNKlSolxWrnFp+YDNCWL18uZGRkyEhLYzx69Ejw8fERqlevLmi1WkGlUslieMeOHWVkqfguiCSdIMgJuAYNGsjen0mTJhV7H4ril19+EWrXri189tlnQuPGjc1u8/LlS+Hjjz82Wb5s2TJh3bp1b/U75vDgwQMpvoj9KpGAdQuqK7jX6yJYeAZKsaekOKPVaoUaNWoI9vb2goWFhTBt2jRBEARhzqF7JQ4G3sea9xAxadIkYdKkScUO5IsOSJ1bfGJ2O4VCIXzyyScmxxH/NW7cWHBwcJDe+Tf9CwwMLNYi/t/9p9Vqhe7duwuDBg0yXedVQUa+WFtbCxqNRvD09BSsrKwEV1dXs4Nw431sbGyEcuXKycZRYowaN26cNDaytbWVxS5PT0/p74ULF0rXX1w7YFU6SLr/4n01Pp5SqTRLlontj7htcYRGSf/eZZ+ipKLxxJqNjY1sUr/ov6Lvn1vb4dI6kTB622dedJmLi4ugVquFMmXKCAqFQlAoFMLcuXMFC89Awa5qK6FUxTom+ygUinciIIuSSQqFQrCyshIUCoUUA5VKpWBhYVEi8aRSqQQLCwvB399fUCqVZo9r/P9arbZY0rHo+/ouBB8gODk5mX02/4lx5h8vLl6vXr1i/1YoFLi7u/MSO2xqd5dtZ1evF7vWzadmkVrHFStWoNVq6d+/v+RIlJWVhVqtxsvLi7i4OGlbDw8PWcmai4sLrq6uJCcno9VqWbJkCW3atCEjIwMvLy+sra05cuQIzs7OZGZmcuTIERP3nszMTGJjYyldujTlardg7+0E9m/+VebEV1BQIFk2Z2RkMG/ePPr16wdAgwYNuLxwIZaWlsS46Kg1pA8KhYIrV64AyBzmCgoK8PPz49OVf3Hg8d/1zuV7MmTxXlxdXQ1ufRpNiQJ4VlZWfPvtt8TFxdGzZ0+ZENv8+fPpNOhzniRnEf3SfCnAk+Qsqd60fPnyki7PyJEjGTZsGOnp6fTq1YvAwECCgoKkcshatWqRmZnJunXrpJI0MFiMzp8/n9zcXMaOHSuJ9gI8fPiQ+vXrc+zYMQ4ePGiSNvvll1/Sp08fGjduLJXCmEO7du3466+/0Ol0DBkyhJEjR7J//34Atm7dir+/P6GhocDfaaA39xB/7xz2pQPIePaIvOcPaXP8V2xtbVm3bp3s2KK+x9WrV6lcuTJ5eXn06NGDxMREzp07h06nIzU1VbISBYMumK2tLf7+/kRGRtKwYUMGLdjFuiuvUzot6/Ul98x67Ozs8PLyktK434S7d+8SHR3NgwcPDCUDn35qdruipXYipk2bJrkXvisSEhL47rvXJQriMy4sLIT4CJzSIujTsg4bNtw3aOsE1yXPzHHa9xlEDacCoqOjpVJZlUrFwIEDOXXqFNsmf0SG1oUCrRNqRw8cm/Q3OYbxe/oe/5twcXGR2uE2beSC87179+bU7SfY1OkhW25frxebl39Po4ryFOiEhATWrVtHTEwM48ePRxAEyXBCq9WSnJwspedXrVoVQRB4+vQpvr6+FBYWUr16dUlEe/HixWzevJnY2FhKlSqFhYUFkZGRuLm5oVQqqVatmon1tiAIXLx4EQcHB7ReFcgqVZn2/T/l5pkzsu3u3r2LTqfDysqKZcuWMWXKFPR6PVWrVmXOnDnkJSby9NxOWtcw6DtMmjSJiRMnStchaiqEhISwL0bJPf6+D5U/otu03xEEgapVq75Rf0GhUNCjRw86dOjAzJkzJR0nMLQx9Tt9yJPkLMq52jDlx1+waDrM5BjiN9yyZUtOnjzJ7NmzWbZsGffv3ycrKwtPT08iIyOZPXs2/fv3R6/X06JFC65du0bXrl35888/pVKvly9fsnTpUi5cuMCQIUM4evSolJb/4MEDBgwYQLly5Th//rxJin/VqlVp3749P//8M998802x11y9enUEQeDSpUusWbOGJk2aMGHCBMCgTeXk5CS7D76pYdxbf4EaTdtx6/wxcp894LPT65gyZQotWrQwOf6KFSuYPHky3bp14+DBg0yYMIHz589z+fJlsrOzpVielJSEm5sbJ06cQKfTUbVqVZKTkxk7dixhQpnXfQcg3bIicAkrKysEQWDs2LFmyxXM4YcffuCnn35i3Lhxsn6WMYqW2okYPnw47du3p2/fvrLSkbdFr169pG9E1JES9U0KEiLZs3IeLVu2RKfT4eRZzuwxfKvU5uvvxnL06FHc3d1p2bIlBw4cYOnSpXz33XfobuwiYcNG1E5eFKQ8Q+PsjW3VVibHeR9r3iM8PFwyNoLX4sp6vd6sjotdvV5kPrgglWHp9XoUCgUVKlTg999/N/sbffr0YdSoUTL5CmM4ODjI+pnAW+uhFofi3Ljs7e3Jzc3l2LFjJu2Fs7Mz6YmPyTMSWi4sLKR06dJSybboMCaiqMBy7o19rP68E927d0ehUKBUKsnLy0OpVKLT6Vi9erWkR6vVasnOzkYQBGxsbKSyd41Gw9ixY7EvF4ylgwdqJ3lprgilgwf6pwYnQY1GIyvDUigUxY6nxPZH1CJ+kwaUye/+XdKn0WhM7ocIFxcXSVLEyspKak8LCgpkzzUnJ0dyh1Wr1Sai6mln1pMdcUn2LJVKJWq1mpo1a5qYlRQHY50tES9fvkSlUpGcnCzdt7mH78sc8Bwv7SDtzHrpb8HIeALkroLG/y86pIsQy/TE/pcgCFJZ69toQol9tJiYGNRqNUqlUrpPDg4OVKpUidu3b5OVlUWZMmX48ccfmTNnDjdv3jQ5llX2C14ZfRMlia/rEh+bCNinpqaiVCqlZ2PlVoacxJj/yDjzj9d4elNtr7u7O56B1cyuiy6ii5Cbm8t3i9fy+bz1LN1yQFaf6e7ubuLeEh0djbe3t6QX8eGHHzJjxgwUCgUODg6SOCwYOm9JSUlkZmaSm5tLQUEB169fx8XFRfpIr169SteuXencuTPBA78ltmJfVt7M5lnlj3BvN5Lg4GC++eYbCgoK6Nu3LwkJCXh7e7Nt2zaCgoKoV68ee/bsQafTkZ2dTXh4uCT0JopAu7q6snLlSs6ePUtCQgIHL9+VdRwBFJXb8cX0+fTq1QtHR0eplrYk+Pj48OzZM0mQ1crKirU3Uuix4iJf7bjFLydNrbkBpo4ewapVqyTCJC8vD09PT2rXrs3WrVvR6/XcuXOH4cOH07BhQ0lDIScnh99//52PPvoIQRC4fPkyvXv3ZsmSJUyaNIktW7ZQt25d2W+5uroSERGBo6MjZcuWNQmgCoWClStXMm7cuGIta8Eg/J2fn09YWBizZ8/mwoULvHr1Cr1ez86dO4mNjcXLy1DvXLZsWYMIYnwEhZEXpOApEjW1a9eWjhsZGUmZMmUk98G8vDzs7e357LPPOHXqFP7+/gQEBLBx40bA0FheuHCBmzdvsmrVKkJDQ0lPT2fjoXMy0gkMTiDn7z8lKipKVpv/JgwePJgPPviAXbt2cfjw4WK3K25AEBwcTGFhIffumboxvgmlSpVi9erVkhOJq6urzJnrxIkTuLu74+XlhYODAz6OpuKKAO0a1mD69OmsW7eOjh07UqNGDVJSUrh79y5Dhw7l2bNnZMXcJevuKXKiQs0e45/uAvEe//cQJyIAOnfuLFvXqFEjtKXMi9C/yBZMlnUc9Bldv/yBG7EpLFy4UFpuYWGBvb29TBNi+fLldO3alY8//hgAT09PQkNDUSgUuLi40K1bN9LT08nKykKpVPLs2TPS09PJy8sjIyODsLAw1Go1t27dIiMjg6SkJPr27UtGRgbleozFovMUph95QnRgHyzq9qFdu3YEBgai0+n48MMPSU5OJiQkhM2bN5Obm0v//v2xs7OT4uP69eupVauWdL5iTF69ejUHDx40aArdjX1NOv2N7DKNmPDTCj799FP8/f1lJEpxsLS0JDExEVtbW6mjp6jeXYozPVZcJN/JPDFwcu9WLl++TNeuXQF49uwZa9eupW3btpLr7fDhw7GysiIrK4vAwEBu3bolkU5gcAIdPXo0n3zyCQ0aNODIkSN8+OGHssGSUqnkjz/+YMaMGVSvXp0dO3aYnMvIkSO5efMmly9fLvZalUollpaWnDx5koCAAEqXLs2aNWsAGDt2LPHx8dK12NnZkZSURH58BEnXDpL77IF0nIyMDBnxlJ+fT5s2bZg3bx5fffUVBw8epF27dlhbW3P8+HE2bdqESqViw4YN1KlTh4cPH5KRkcHEiRNp27Ytt2/f5vnz55y8FWXSd7Cv14uLD5/z9OlTnjx58kbHOxGLFi2iTJkyjBs3jp07dxZLHhUWFpolsjQaDcOHD2f58uVv9XtFsXnzZqytrVGpVDg4OMgmnjIyMsjKysLGxgYrKyua16ps9hi+jpZ8+umn7Nq1izFjxkj9poCAAAYNGsTcuXMpfPGIrLunyI+PKFZc932s+d9GYWEhmZmZPHnyRFpmTCSUNCA1hiAIRL3SF6sPk5GRwRdffCFbZmlpKWl8vnr1CpVKJbXnCoWCEydOmCUL3gaOzT7G8+MFuHb5Gs+PF+DY7GNpXXp6OoWFhVhbW1Opktz5Ky0tTabhB4Y27MmTJzKCHAxtpkfl+ibEnGXNroz/cZlEUKjVaqytrWnWrBkBAQEyMuLly5eSE62VlRVOTk4UFhbi7OyMU4tPcOo7G4f2X2JTz7zOofF3XVRgWzCjA1QUxoSTqNMk9nvd3NzM7iOSadnZ2WZJJzEJw1hzNT09HYVCgb29PVqtFq1WK7XXbm5u0iRbjRo1zAqF58dHSG0ZvBYyv3btmsm27wqdTicR/+aIVocGfcy+02IygfE7YUzQiOSi+ByMCStxH+N1IpydnaV7bIycnBxycnIoKCgwIeeys7Px9/eXYllMTAwfffQR0dHRMr0xEXZ2dsBrXamSxNeLc00UycL8+Ahe3Tr2Hxtn/vHEU1hsKt6Neph9CcNiUwnuOoxOXbqa3bfojW8+ZhE2PaYz90w8P99W4NxyCPPmzWPLli1MmDBB9jIfPnxYcmeZNGmStDw3N1dm65iRkYGbmxulS5emTp06AFJjXrFiRZKSkiTXssWLF7Nz507cK9XjriAPIpY1uhCfr2XatGmyBrhly5bs2bOHS5cucfnyZY4dO4afnx9Tp07F19d0IOTk5MTIkSNp0qQJGo2G37bvN3tvfli8mm+//ZaTJ08yatQofvzxRw4fPsyzZ8+KbTxDQ0M5d+4cJ0+eZNbKzegrmLKsxrCLu8T984f59NNPpUykgoICHjx4wMOHD6UG9Nq1a4wZM4bDhw9z4sQJBEHgt99+44MPPmDv3r106tSJgwcPsmTJElatWiVldJmDUqlk69atTJs2jerVq0sDChGurq5Mnz6dL7/8sthjODo6olKpOHfuHGq1ml69ejFgwAB8fHwoLCxkwYIF5Ofn88svv0gCjyB3znByciItLY1HjwyE3NKlS6lbty6zZ88mOTmZV69eYW9vz5o1a6QZqaioKMaPH0+/fv3w8PAgKiqKr7/+GoVCwZIlS/jwww9p37490+eb73zfioonKSmpRFJNxOrVq5kxYwaxsbH88ccf7N69u8SZZLHhNYfp06czY8aMN/5mUahUKurWrYuXlxelSpWiVq1afPrppygUCoKDg9m8eTOzZs0iLi6OChUqICQ9Ifv6HtkxXl3awRcfdaFcuXJcvXqVgQMHEhUVhZ2dHR06dGDjxo0IgiDNNpkTPPxPcIF4j/9bhMWmEtxtmBRnOnaUO1XGZCro2u8Ts/sWjTPDlx0kpdZQzuSXZfDmuzg2+5gvvviCDRs2SIYLIvR6PQ8fPmT79u3cvXvXxMzA09OTY8eOER0djUqlIjs7m0mTJqFQKLC2Npgd16hRA61WS7t27WjTpg19+/Zl8uTJtPpgKMml5ALP1rW6k6p0YMyYMbJO1tdff83JkyfZsWMHGzduZPv27dJkQNmyZalYsaLJdX/88cd07NgRX19fdh47b/befL9oFZ9//jm7du1i3rx5TJw4ke3bt/PgwYNiZ3wXLFjAlStXOHv2LNN++R2rWt1k622rtqJ0odxa+tWlHSybOZ6WLVvyzTffkJ2dTX5+PidOnJBsqMPCwpg6dSphYWGcO3eO1NRUOnTowNatWwkPD2fw4MFMmjSJAQMGsG/fPtq2bVvixNeQIUO4dOkSX375JSNHjpStUygULF++nMmTJ5foLhUQEMCRI0cAWLlyJTNmzKBly5ZcuHCBX375hfPnz7N06VKCgoIkoiM2NlZ2Xg4ODpw9exYwZEr5+vpSunRpQkJC+OWXXwgODqZv375MmDABhULBrFmz8PHxYeDAgVSvXp2HDx8yfvx4CgsLefz4MT169KBPnz6MnTbX7DnfePSUxMREyUmqJFy/fp0ZM2bwww8/IAgCH3zwAU2bNi12++ImOAA++OADjhw5YpKl8TaoVq0atra2uLq6Ur9+fcqUKYOFhQUWFhZs2rSJpk2bkpiYyI8//siD84fNxpmTO9bi7u7OrFmzqFChAikpKTg5OREYGMi2bdvIy8uTDRjex5r3MIfz95+SaF3WZEyjVCqx8AxE7WheHLjoALMo0ePccoi0zs3NjZs3b3L79m3ZPmq1WibIbPy+WltbmxWbfhu8DXmgUCjo3bu3JLz9ySefyDKEjLOGjMkwY+j1ejIV1mbP4dmr11m/1tbWWFpacvHiRUkM2zjeiXE2OTmZhIQELCwsSFM5Yl+vV4nXWVT8+00wJh5E0kA8F3GcGBQURKNGjQAkgkycdBLbQkEQSsyQUiqVWFlZ4erqKnNaEwSB1NRU8vPzsbKykibMxVhiZWX1TkRSfn7+G7OENBqN7FrfhLclWuH1+1pc3CmpeqekWO7l5SWJ+hvHH5Esgtcko+jSq9PpuHHjhjTeEgSB2rVro1Ao8PLy4u7du1L/SaVS8fTpU9RqtfQc8+MjyChi8PKm90sk1ozxnxhn/tGldnMP32fl2SjUTYbi2QTZzZ196B6rzz0BLAFLChIi0Hi8buScE67jpX2dbbLzdCgJTlVlx7er25NWHzSkhq8T58+fl73MCxYsYMiQIdSsWRMvLy+WLVtG//79ef78OYIgYGFhwb59+9Dr9VhZWdG6dWsWLlxIqVKlcAmshQVW3E14wo0bBwGDvbStrS1nzpwhs1RlHNubEh+OvhWkwQQYGodt27ZhaWkpzZD7+Pig0+moWLGibNbcGPfv3+frr7/m4sWL5Nl64j7wZ5Ntfpg4mrnj7qFWqylfvjy7du1i+/btWFtbo1QqsbOzw8/Pj+DgYKpWrUqVKlXw9PSU3AhSbzyF+6bODb0CLdm2djlJj+9g5aDE09OThIQEsrKyZEGtadOm/PXXX4Dhgz1+/DgHDhxAqVQya9YssrOzadu2LW3btmXLli0mJYtvwrBhw2jUqBEtWrTgxIkTrFixQvbbp0+f5ueff+bQoUMcPHjQxBXE2dmZI0eO8PXXX+Pn58dvv/3G1KlTWbduHV9++SWhoaGUK1eOESNG4OLiQrVq1fDz8+Pw4cOsXLmSzz77DF9fX7p160ZQUBBJSUmEh4fzwQcfkJ6eTlBQEGvXrpUattzcXAoLC/nkE8PgtkKFCkycOBGlUkmnTp2YNm0aFy9eBKBUxRSsu5ta3X41fADqV08JDAyUynSKw6+//ioFnJ49e0qBrzgUV2oHhqwvT09PLly48MbjFMXZs2fx9fUlKioKQRBYt24d9vb2ZGRkSI5Oer2emjVrsmLFCtTqs7y6exbfyrWpXt6LP/9Ox42OjpZmdLKzs7lz5w43btyQrK87duzIgQMHKCwslKURWxakM2HO9ZJO8T3+yyHGGaiA58cLeHVph6wdHrfpHH/eTQdM2yDH+GtkxtiDr6EzciMmhWNFXJIdGvThk5CGUkfAmKTYsWMH5cqVQ61WM3HiRAYNGsTZs2d5/PgxgiDg7e3N6dOnSU1Nxc7ODmtra6ZNm8bhw4dJVTkgZOoJi40n62/XuBcvXqBSqejSpQvZblWwazvK5JyjU7IZPny4bFnHjh1xcXGRyHNHR0fUajWVKlWSOkxFkZmZyZQpU9i6dSsZFi64DZhnss2OtcsYPaAbz58/p3Pnzly+fJkjR45Ibq92dnZ4eHhQtWpVgoODCQ4Oxs3NTcqsjdf6wA7TOFPP157yT66y8+g5HNX51HK15OTfqfMHDx6UtmvdurUsI+nx48c0a9YMa2tr/Pz8CAkJoVevXpQqVYopU6YQEBBg8lsloWLFisTExNCyZUuCg4M5f/68dO6Ojo7Mnj2bkSNHolarGTp0KC1btpTt37BhQ3bs2EF+fj6CIEgOiA4ODkyfPp0ffviBkJAQQkJC+OCDD/jrr79o1aoVGRkZlC5dmidPnhAZGcmZM2fo3LkzFy9eZN26ddy9e5cff/yRihUrsnjxYqpUqSL95p07dyQXvcDAQP744w9evHhB3759+e6777h69SoAVqWDcBtgWsL31bABqNLiUKlUxMXFmXVJFXH16lXJvVan071xkFPSBIdSqWTcuHH89NNPzJo1q8TjlAQrKyvi4+OxtbXl1atX9OnTRxqUBgcHc//+fbh/H4u7Z6nasBXZiTE8vWggBxMTE4mPjwcMA5CFCxdy48YNVCoVBQUFdOnShYiICB4+NGQ+G8eaE3u2UM/f/V8+7/f4z4cUa4J74xncm1eXdtDDT8nhw4fJC+pQLPFRdEBqthyvbk8y758nPz6CxMREs/21unXrYmVlJWsjxXFPdna2VKpUpkwZqWKguPI5YxRHHriWq0R8goHkad68OUeOHCE7OxtnZ2eTEkExA7RZs2ZS9n1RgkGlUlGYKp90EGFMzKWnp0tlVWIGl16vR6vVUqVKFUkqQ0R+fj5aB/OEX9q5zRSmJZhcvzGJYA62trYyokAstQdDnzkpKYns7GzGjRvHuHHjgNfkhqWlJTqdzqSEvjj4+PiQmJhIpUqVpGtTKpXUrFlTcoVPTU2VzkckaIor2SsK42SLN6GgoOCtzxtKzvwRpWDEZ1kclEplievBINNz9+5dAgICZOOjP/74gwEDBmBpaUl2djYFBQXS8URSydLSktzcXD766CPu3LkDGO7hkydPsLe3Jysri5ycHK5cuYKtrS3Pnz/Hw8ODs2fPypITip5jyqnfyXxwweT7srCwMEvwFXeNYpxp32cQ07/+7B9NOsE/mHgKi039ezDwGg4N+hAWa0j/N5BOr6HxCGRO98oMHzoEbwcNS+dNo1+/fixatIjg4GAm/DAf6phqu2w7dIoqQ7ugUqlkH1ZYWJjUOC9fvpzmzZszbtw4qZ732bNn9O7dG5VKxatXrxg6dChWVlYMWbyXfY9ysQPsMAQMsVY1MzOTzMxMLPQ2OJq55p6tXw/a9Xo9jRs3ZvLkyRw8eJDly5dLWTrZ2dnExcXJyh/A0IgsW7aMVatWERUVhV6vp5a/P72b+snuZcaVneQ7VWT//v2EhYUxYsQIAFJSUjh79iynT5/mwYMHREdHU1hYSHh4OPHx8WRnZ2NlZUXlypWxLxcMmJY+LZ3ymfTxxL6ypkmTJmi1WqKjo2XXdjkyAZvKLShIeUbhi0c8f/5cyoBZvXo1o0eP5uDBg2i15sur3gZBQUHExMTQokULgoODuXjxosTEly1blhEjRqDRaHjw4IGJ9XNhYSF37tyhUaNGvHz5ki5durB161ZevHjB6dOnKVeuHHl5ebRq1YqcnBy8vb3x9PQkJyeHfv36IQgCSUlJgKHzHRsbS7du3UhNTaVv37788MMPshmYpUuXSrXWYJiJOXr0KDqdTmZfamFhweWDW9n+ME/2TBs4ZHAsL5mUv9+NDRs2MGjQINavX0+bNm2kmQ4RxllRR44ckUoNikNJM9EAU6ZMYfDgwRw4cOCtrG9F3Lhxg8DAQKKiotBoNMTFxeHk5ERqairPnz/Hy8uLoUOHSuWuov5Twzb18XRUSQFRpVLRtm1bHBwcpNkspVKJUqkkPz+f27dvo9FoZLMN+fERZGEo6WvVquTsvff470RJcaaGrxPLtx3iz7umHa6083+Q9+QGf+7ZyE8//cTjx48ZPHgws5f+BupKJtsv27iDHz/tJZVGi1iyZAkhISEAjBkzhhkzZuDl5SV1EI8cOSLNAKtUKonY7ThpFWsvP0UsDtRc2kH6uY3o9Xp0Oh1Pnz7FQmeNHabwslXLBvejR49Go9Hw888/M2vWLKm8KzExEWdnZ6ksQYQgCBw4cIDZs2dz/fp1CgsLsbPLYXijMqy58Lq8+dWlHfz2KItDhw6xdu1aiSzIy8vj6tWrnD59mmvXrhEfH49SqSQmJoZNmzaRlJSESqXC398f54CagGknatncaVJZc65KhbWfH82aNeP06dOyWfyjoRFSnFGmxpKTk4NCoaBevXrExcVx+PBhli1bhofHv25BbGFhwfnz5/n222/x8/Pj4MGDkhalk5MTp06d4uXLl7i5uZkQT1ZWViQnJzNixAj279/PrFmzWLZsGWlpaYwbN056N8RybKVSSZ8+fZg8eTJnz56VrlWhUHDw4EEWL15MWFgYixcvpk6dOmzevFlWDldYWEh+fj6jR48GDNlS+/fvR6FQEBERIemCAEwNGYCyhrzvUCb7IU7u1tyMz8HCwoJp06Yxb9487t27x7Nnz+jUqZPs+oyfRVZWFseOHTPRTzPGm+JMmzZtWLp0KfHx8TJL7jchJiYGKysrcnNzKVOmDPfu3cPZ2RmtVsvcuXOZPHkyhw4dolu319l1+fEREG1HsL8/UWo1Op0OpVLJunXruHHjBteuXZPiiaWlJXq9nhMnTlChQgXZb4uxZu74T9m9e/dbn/N7/HehuFgTFbGDKs06E1muu8k+qnt/8erBJdIi5ESJxqW02d/QOHujT4qisLDQZPCvVCqJj4/Hz8/P7L6CIEgZNyLpVFRL6VUR7R0RxZEHOYkxVKlShfDwcE6ePCmNsYxLwkTo9Xqys7M5fPhwsUSCSqWi8MUjXl3aYXJe4rhDRpoVGcBbWloSFhZm9lzzks3rzuVEhZoQbgqFwoR0KkrQFc1OESezypUrx8CBAxk/fjw2NjYsX75clsWp1WpRqVSkpaWhVqtl2pNg0B5OSEiQHTs2Nha9Xi+RTIDJ34DsnVCpVLRq1YqTJ0++UW/qbUkn42sQiX3jY0+dOpW9e/cSHh4uLRMzdsw9T/Xf7a5CoaBUqVKkpaWZvNdiOaFxZrGx7hMYsrCuXbuGvb09r169kpGCT58+xcfHRybNIpbjAzJdp+3bt+Po6Ej58uWlyUFLS0tUKhU5OTkolUoyMzNxdHSksLCQX375RUbumXunxfggW/aGrDJzyI+P4Oae1VT5uXhdyX8K/rGldk+K6DMZLy9u3YnjR8m6e4qIi0fp0KED27Zto3Xr1tSuXRt1jmlDB6DKfkmHDh347bffpId97Ngx3N3dsbCwQBAEevbsSU5ODiqVSjYTXlBQgE6nIyUlhdjYWMJiU9n3SF4ra65W1Uubj9tL+Sxu7o19/DD2tWDqoEGDKFOmDOPHj2f69OksXbpUWicIArdu3ZKIp/z8fFasWEHnzp3x9fWlTZs2qNVqbGxsWL16NRM7BLE7pCEL+lSji/YBKad+Z8qUKSxatEgincCQ5dO9e3cWLVrEX3/9xdq1a2ndujV6vZ709HScnJxo3rw51apVw6EwFf8COflnE3uBMQO7y4iHY8eOERsbK0s5de38FQ59fpBShO2bDJTW9e3bl+bNmzNs2LB/i3QSodVquXjxIp07d6Zs2bLSbK44M52ZmSkJs4u4e/cuSUlJxMfH4+HhwYMHD/j555+JjIxk4sSJNGjQQDp2fHw8er2evXv3UqVKFSkgiQO7wMBABEGgdOnSPHv2jJkzZzJ79myTWuLVq1dTvnx5fvrpJ8qVK8eCBQsoLCwkNDQUX19f7OzssLCwYPTo0fj5+TGxQxCFh+eQd3o1O4bXJfPCZqZNm0aVKlXYu3cvP//8Mx4eHnzxxRd07txZaqzDYlPZdeMpT3MNnfvg4GBOnz5dIukEJc9Eg0GvqX79+rKZtLfB/fv3Jb0NMVDk5eUxfPhw6d20sLAw+e0///xTEpa3tbWlW7duJCcnExkZKZUMajQaKWDGxsaazO5YeAZiU7kFv+058U7n/B7/PSgpzgC4BwSbXV+YlkDuswfUqVOHZcuWsXnzZnx9fTm5Z4vZ7auV82TYsGF88skn0reo1+u5f/++lOUYEhJCTk4OycnJUoaKWq2WZvtSUlLIysriWlQSay/L06ocGvRB7e4vW6ZPisL5hXzAItw9wjdDP5D+PnToEFu2bOHs2bMMHDiQR48eSZ2s5ORksrOzZRMcJ0+epEOHDty8eZMxY8ag0WiwsLBgxIgRTOlcRYozS7r4kntlG3/++Sf169dn5syZ0jG0Wi1NmjTh22+/Zd++fezZs4eBAwfi5OREcnIyGo2GBg0a0KBBA/yd1FRWyAc12dd3M3/yF1J8UCgUxMTESOVmIhybfYzjB7OkOGNZr6/hHggCNWrUICgoiDlz5vxbpJMxvv/+e7Zt20bHjh356aefALh165bUjzhTRNi9sLCQDRs2kJOTw/79+3ny5AkTJkzg+fPnODo6MmfOHGnbrKwsUlJSyMjI4NmzZxLBKGbMKpVKSpcuzejRo/nxxx/p0aMH+/fvN9Fg2rJlCyqVivPnz9OgQQPKly+PTqdj7dq1UiaejY0NwcHBBiH5DkH0sosi+cACfu1bkQ6e+fTp0wcfHx+uXbtGbGwsHh4etG3blqFDh0ql5WCINTtD47DwDMTR0ZHVq1e/keAvKbNWxLfffsv333//hqchx/nz5yVpAj8/PxISEsjJyWHq1KksXrxY2s7BwUEWm8PCwiTReSsrK+rVq4dCoeDSpUuyfo74/wUFBSYDWzHOXH+SzHv876K4WPPweSo3HpknbtLjn5ASaZq9XvDyqZmtX+vDFO1fwut4I/bR3lQO9S7aO+bKfV5d2kHqozCJZHgTeSFOsFhZWRWb2aHX66Ws9fj1X5F8YAHx67+SyDCFQsHLly/x8/OTjTlE/Z7vvvsOBwcHaSLWuGqkuGswl+VV9FpcOo0tVt9KRHZ2NllZWdy9e5fZs2dLGTXh4eGy49WpU0e6fp1OJyOdABPSSYRWq32nSV+dTsfRo0ffWeTcHDw8PKT77ejoSL9+/ShTpoxMNxMgLi6Ohw8fYmlpyZQpU6T7Lz3P/fNJ3DReep7iuYkT+eZIJ41HAC61OkjvpZ+fH3Z2drLzEa83LS2N6OhoGSn4zTff8Pz5c1lZnYWFhfQNic9GHCOVLl1aus85OTlkZGSQmJiISqWSDEvs7e1JSkqSJnje5bkAZr/fN8HCM5CC0jXZdvzKmzf+/zP+scRTccJY5Vxtil23cdl86f8FQcDV1RUHBwdCQ0OJv3OJTn7y0jTH51eZ9dVwjh07Ru3atUlISKBfv35MnjxZEnpVKBScOXOGwMBASZDUHPr168fd2CSz6xr3GSH7+8svv8Q9/hLlIv9kQZ9qJG4aT9LxX6VSqs2bN3Pq1Ckp3bR58+a8evWKhIQEqSQpJSUFBwcH1q9fT4cOHaT02cWLF3PlyhUSEhKYPHmyNKiv4etEz5qlaV+nIlZWViiVSn7+2bQEzxiurq707NmTJUuW8NdffzF//nzc3Nw4duwYO3bs4PaGmVidW0ry/vkkbPiae3/MYdOmTdSoUQOVSkXp0qWxs7OTOslgaKBtqshnfR0a9MHapxLW1tYEBATIOq//rzB79my2bdtGhw4d+Pnnn1m9ejXXrl2jfv36nDx5UiJkwmJTadu2rTT4iomJITc3l5YtW6JUKk0aPjFTqlmzZnh5eUlpvYIgUKlSJWJjY2WzPP37m2bdHTlyhMjISGJjYzl27Bh16tShTZs2lC5dmoYNGxIUFERqaipr166VBnDx8fGkR90m6dpB7p8/zO+//87u3bs5duwYDRs25Pbt27Ru3VoSH27UqBFzDt+XRHpdPpxDpylruHXrlkwAvTi8zYBAdBksThjPHGJiYmjcuDF6vZ7k5GTKli2LXq9n9uzZXLx4kS1bthAWFkbDhg1lArpubm5SlmLXrl1ls9/5+fkolUoc/WtgVak5Fp6BJsHVWB/hom0j5h6+/9bn/B7/PSgpzgD4FiNoL3b8FQoF0dHRlC1blri4ONKf3Kaefbps27yw/Qzv2Ybdu3czdepUcnNzad++PV988QU+Pj5SJ2PRokX06GFwzRMHyUXf23379nHiajjmMOanNfJrKFeOsmk3qZF0nO/alMH+8ipi9y8hMjISQRB48eIFAwYM4MiRI1JMqF+/Pj/99BMxMTG8fPmSlJQUateuzaVLl+jatSvHjh3jjz/+QK/XM2rUKC5fvsyPP/4o6SCKcaZD3SDJgWfatGkmDqPGsLS0pHnz5kyfPp0DBw5IxhG3b99m48aNPD+8gpdbJ5F1fDnx678i6fhvfPPNN9SpUwetVoulpSXVq1eXDVa0XhWKHTQ5OTmRmZlJ6dKli+3E/6to1aoVDx8+5Ndff6Vt27b07NmTiIgIxowZw8uXL2VxZvTo0ZK7mzgL269fP9Rqtcmky+DBgwHDrPlnn30mla1nZ2ej0WgICgri6d/lljk5OUycONGkFP/Jkyd88cUX6PV6xo8fT/369WndujWenp5MnjyZv/76iydPnnDs2DG2bNkidZYPb1pB1p2TLJzyJRMmTODBgwf8+uuvBAcHs3v3bnbt2kVaWhovXrygRo0aJCUlMffvWBPt2QzPjxcwbtN5Bg8e/MYO9ZsmOABq165Neno6ERFvr7Vy/fp1SaesVKlSCILAy5cvGTx4MKVLl2bevHl8//33CILA5s2bpf0sLS2xtbVFr9fj7e3NzJkzpQkMkYyy9K6IY412ho5/kf6BcZxRdZj4Ps78D6O4WJOV8ITM54/Nrkt/Gik5cKnVaumbLI4kKUiINFuWJGbMbt26Vfq+3qTnVFz5nJVfLbPLjcmD+PVfkX5uI5aWlma1Q8VsdDBMrtjZ2VGlShUEQZBNEBbVsTWOh/nxEeTcOy0RQ+IkjUajwdfXV5JZEPWU9Ho9U6ZMoVy5clLWV9HMkqLXUDS7q1WrViZts0unsSauYuYIuoKCAikTTXSeE5cbE0/h4eFkZ2fj7e391g6eYkmh8XFEwtscUWiMt3UlLQkJCQlSv1+tVnPt2jVat24tZSGJpOLGjYas7JCQEJYuXWryPLPuniLnqWkbWVx2q0/nUXh+vIDCOv0lwi8pKYmuXbtK55Oeni49M61WK7maihDNwoyrQFJTU9Hr9djZ2UlZTaIAfmRkpKzfIIr0i5pd4eHhJmSh7LkUI5FjjKLSL9K+xTxTMc5YNB3G1LOv/vFxRiG8aw7d/4d4rb1hQDsfWPVZJ/bv38+g+TvNpoCKpTfff/89U6dOleorK1asaMh6sHbH0q0MOS+i0SdFMXPmTCZNmsSNGzcYMGAAx48fx9/fn7p169KzZ08GDRqEo6MjGRkZVK1alVIV6xD5Ip2Cl0/JjpM7eWm9KuAxaD7mYB1zgU9qOBEdHc38+fPp1KkTFSpUYPny5ZIttaWlJYcOHaJnz55cv35dKnFISEigTZs2REVFkZubi16vR6VS0bBhQ/r27cvw4cN5+fIldevWpVWrVqxbt67Ye5qRkcGtW7c4duwYBw4cMKl1fhsIgsCgQYP4448/8PLykjq8Iho2bEhycjK5ubnEx8dLnbFKTTqS1egzs8dUXtlIRct0PvzwQ/bv38/vv//+TgJ1b4vk5GTq16+Pv78/Bw4cQK1Wm7xn3D/G+DYBTJ48mcDAQDIzM6lVqxZnzpwhNzeXFy9eSEFz1PSf2bL/BK3qBRN65E+ioqKw9K7IqEkzadugOu3rVESv12NpaYlCoaBTp07s2LGDiIgIZsyYwZEjR8jMzCQvL4/vv/+eRo0a8eOPP3L9+nVycnIICwszS3bOmjWLWbNmUVhYSM2aNbl8+TJ37txhwoQJ7N69GwsLC2bNmkVYWBjZ2dnce5ENbcebHGe3kfZMSfj222/p3bs31aqZd5AUsWzZMmxtbSXi9k1wc3MjJiZGmnlv0KABly9fJiEhgb59+0r3/NGjR4wYMYI9e/YgCALt2rXj8uXL5OXlkZSUhEaj4dixY3z99ddERkbi3+tr8v2bS79jnCJu4Rkos25913vxHv9dKPr954Tu5cXR1cTExFCpUiUs6vQpttzAzs6O9PR06tWrx7Vr1/Dz8yM/P58XhVZ4VaxB/MOb6JOiCAwMlLQBPDw8ePLkCdWrV0etVtOuXTtCQkIkfaG+fftyPymX6OQsLPLSeFmkzKK49xeAe0cZ29KPkydPsnr1asaNG0dCQgLHjh0jODiY8PBwLC0tmT17NsuWLWPUqFGMGTMGMHTCZ86cyU8//SR1shQKBTVr1qR+/fpMnjwZNzc3unbtSkREBNeuXStRe+/o0aN4enrSrFkzoqKiStQCKg47d+5k8ODB0oDEeEBlZ2dH27ZtOXz4MA4ODpL2jlqtZsKms2y6aZrlrLu1n1oWCZQqVYp69erh5OREr14lC8r+K9Dr9QwcOJCzZ89y/vx5ypQpYzbOdPXVc+jQIfR6Pc2aNeP8+fO8evVK0pAUJ44uRybQtvdA7BU59GpWi19++QWFQkHbfiNo0rEX235dQvjp/SiVSklYNy4ujry8PBYuXMi6det48eIFubm51KtXj02bNvHJJ5/w6NEjUlNTmTVrFl9//bXJdTx4YMjqE3VZ7t27J2WYLlu2jICAAI4ePcqqVasAuH37Nj7VmxDlb3pP36Z9vXz5MidOnJA0qIpDZGQk06dPl5FEJaFdu3Z0796dGTNm0LNnT44fP050dDR5eXlcuXKFFi1aULp0aSZMmICdnR0DBgygsLAQR0dHypUrJwnSN2rUiPDwcKZMmcJff/2FR7uRqKp2kH4n8+ouXp5cC7yPM+9higl/XGRb+Gs3beNYUlJZm1arlTSCipILGmdvdGnxFL54ZDZ7xdfXV8qYLSqAb3yMohpGJcWZ4kru3gQnJyfS09MlWQmxnMnb25vs7GzS09Ol86tatSr29vbcvn1bIgXc3d1NBvXGMC7RE/WqFAoFNWrU4ObNm1JJrJub21u5rL4JJd2j5P3zybp7SvpbnCj18PAgMTGx2EwjkSRzdXWV5DreBOPSMpVKhV3jAW9VIim7FgsLcClb7LugcfZGkZlEZsydEs/Dzc0NrVZLRkYGBQUFMkdBLy8vLly4QO/evYmOjpYRcMYo+p6L96Tou2/u3ids+Br7ghSSk5MlPWaxXE6hUGBra0tGRobUvykuu65ChQq4uLhw8eJFVCoV3t7exMbGSuV/xucSFBTEixcvyMzMfKsyOfHdNL5erVZLbm6u9A4rlUq0Wq1ExJprH1yenicuW/UfF2f+sRpPAI4xZ4hfv1D6EJZEh9OvXz+2b9+OXq8n99EVVI6e+LnZEXNmH2AgRZydndl/MZzSp++hcivP4fVLOX/+PN999x36tDT0SVEUFBSg1WqZOXMmbm5uzJs3j0ePHlGxYkWcnZ05cOAAkydP5qOPPsLHxwcHBwdyAtuSVKObpM+UGX6C3Oib0kfqpsqmujaJm3mlTK4lu0wjWvapT62yBo2PtLQ06tWrJzHgtra2jBw5koEDB7J48WKZrsbx48eJioqSNJZycnJwdnbm8OHD1KlTB51Ox/Tp0/n+++/5/PPPS7yndnZ2NG7cmMaNG/Pnn3/y888/S8J2b4sLFy6wd+9eWU24CJVKxaVLl6SP0traGgsLC7KysniZr6I4/v75w5vEJERSpUoVgoKCuHLlyv+J7o6rqysRERF89NFHlCtXjtU7j5rU3RPUhgXrF5Cens7169epWrUqOp2OwsJC/Pz8WLRoEV999RVzD9/nQF4Qdm2DuAq88nmBb+VOKCq3Y8dT2LEjgnojZxO7bwmzZs2iT58+lC5dGisrK/Lz8/n888+5d+8e/v7+5OXl8e2336LVaiksLGTixIncvXuXsmXLmr2OcePGUb9+fUaPHi1ZdlepUoWRI0fy5ZdfsmLFClnnfdeNp3xlRqT3SXLWWzVOb9LeEDF8+HA6dOhA375933q2RhQQzM7OJjExEWtrawoLC0lNTSU5OZmRI0fi6uoqlXUUFBRw584dnPxrENyoNZEpBdTwtaVz58507tyZNbuPM+uq3BLYoUEfgw6BXlesa8zb3ov3+O/CR5VtmDb0KynOVPdxZNOmTYwcOZLs7Gyyz6wn99EV7LzKk/H8sWRlHxAQQHy+lp03nhL1Ss+nn35KSEgIDRo0ID8ri9gXj7CwsKCwsJBHjx4xa9YsDh06RHJyspSC/uTJE7Zv387kyZMpKCigc+fOnEqxx7reIEm/SXn3FNlRN6Q4U/jiEQGF0USqy5peTKW2VGtZWUrxtrCwkGbPoqOjsbe3x9XVlStXruDv7y+RTmCY4Fi2bBkFBQXY2NiQlZWFSqVi48aNLFy4kOnTp3Py5EkCAwN58ODBG7NX2rZtCxhKCNu0afPONsz5+fmMHDmS3Nxck1lmjUZDZmYmO3caXGEKCgok7QutVsv+a5GgcTE5ZmZGBnvPG8qie/TowbFjx/5PiCelUsnmzZv5/fffqV69OlMWrGFlRJFZzKA2XL29Ucpijo6O5ubNm9SuXZtx48YxYsQIrl+/LhFWzh3HALDh0g6cnZ2xbzqIB76teXAnH+qPpGrparg8Pc+pU6fo0KEDDg4OFBQU0LRpU/bu3cvIkSO5cuUKV65coXLlyoDB7W3ixIkmOl4iKlSoQGxsLBUrVpQN+H7//XcGDRrErl27JBMQEf9OrHmbzFowfHsODg5cu3ZNchMuCU+ePKFx48aAoT9lb2+PjY0NERERHD9+HK1WS2ZmJsOGDePLL7/E3t6ewsJCsrKysC8XjJ9zRWx8K0uOq/v37+fI9YeM3CnPzrat25OM+waHR9vg1ubP5X2c+Z+EIAj89WMIyWk6+g77gn2bfyXt4WsNHmX4fuL/FqIvSHlGQUIko0aNYunSpQjOZbAxQwiI+jAeHh4kFENkiBPDzZo149KlSzLiqehgtuiYpqj2jgiHBn3Ijrj0Tg5vY8eOZfHixXh4eJCdnS3LhklMTJSyUcRlAQEBHD58mF69erF582bZQL9s2bKS06tYiaBQKHB0dJT0o8SqBUEQiI2NlQb7np6eEunk7OxsVm/qbeHQsG+x64rqXonXlpqaKk3siOdXdLuOHTty7949iXgyR3YYkzOWlpZkZWWhVqtRlvIzm+1r/LzEcaRSqcTHx4dnz55h23gAdnV7SvuIZJV72xFY1nztHK8uhsTSarWo1Wpq1apFXFycpKsnuycFBdSqVcusI6pKpaJmzZpcu3ZNyvIT/2tO3Ly4jDy1kxcpDx7RoEEDLl68iL29vaSTq9FoWLBgAcOHD0cQBJmTYtOmTbl48aKUKGFvb8+lS5dwcXFBr9fz6tUrXF1dSU5OJjAwUJZx+/jxY5PMtZJg7IAOUL58eWKzlNg4e6PNf0VK5A06derEgQMHcHd3J1XpYPaZln3pQ2qs+ff3nxxn/rGldtevXyckJERKv8uPj0Cj0aDVaiWGMvfZA7LunuLJtZNSZ6VHjx7UHDKTF9UGMf3IE1z6zeVSthuNGjXC399fYj/79u2LWq1m2rRpTJ8+neTkZHQ6HRkZGSQkJDB8+HA2btzIjRs3uHv3Lmt2HTNr62xc0xsXF8feGZ+gv7Xf7DXde/q6xj8tLY369euzZs0a6tevz6VLl1iyZAlNmjRh0KBBsv0GDBjAZ58ZMoXEWeOlS5dy9uxZoqKiGDNmDKtWrXoj6VQUJ06cYNasWTJRtbdB48aNWbt2LX369KFs2bKo1WpsbW1p0KABDg4OUmMBBjJEZPYzs807KNT00FLaqhArKyusrKy4ceMGISEh9OjRg2nTprFv3z6ePn36zgJ3xUGpVLJ161amTZvGoFGmWUAAL7Llqa9bt24lISGBq1ev8vXXX+NRub5ZoUhF5XayZc8dqjBwzLcMHToUHx8frK2tyc3NxdbWljFjxuDm5iaV54FB36hs2bL88MMP+Pn58eSJXEdLhFarpWrVqibEX9euXfH19WX58uWy5cWleZdxNp/SWRTGulUlwcLCguHDh5v8vjk8f/4cS0tLlEolOTk5+Pn58ejRI4KCgvjqq69o0aIFKpUKtVpNVJSBLHZ2dqZXr140H70Ioc04bllXp8eKi8w9fB9BENixYwfHr9w2+3uuncbg2uVrHJuYljtC8ffoPf67UaZMGVmcadWqFQ4ODrJShMIXj3gZehhFiqGtDA4OplTrYbj0m8vXO25h02M6vl2+wN7enr59+0pESc2aNbGxsWHKlCnMnz+f+Ph4dDodubm55ObmUrVqVf744w9OnjzJo0ePmLNmK9a1u8vOz7pyC1mc0ev1HP95FPmh5oWKT4e+zsQVHTTFkqy0tDQSExM5ffo0Bw4ckO3n6+vLn3/+iUajkdqkVq1a4e3tzZ49e1i9ejWVKlWS3EffFrNmzSIzM1PSZHtbWFhYEBUVRa1atahTpw42Njao1WocHR2pWrWqFA9ENySxk1tg780rM6QTQBUXwyxihQoVOHLkCJs3b6ZTp06MGTOGjRs3cvfu3XcqFX4TPvnkEy5fvsyCX81n5tyJSZSuQxAEqlWrRkFBAXPmzCE0NBTXCrXNxhnHWh0RKsqJjfTS9bn+JBlHR0cePHggDVTat29PtWrVJGF7xd/uf4WFhRw7doyqVasWW7amUChwcnIy0ajw9vZm9uzZDBkyxOR+val8tSS8TamdCFHr6W36Ba9evaJy5cqSTEFGRgZBQUH8+uuvUump2IcMDw9Hq9Xi4ODAkMV7iQ7sg65OfynOgEEH8scV68z+llPjfnh+vAC7Gh3Nrn8fZ/43sWjRIiIiIsh5ep9ja2aR/DfpJH6XFStWlOKQLvExZcqUYePGjbJyzeL0g4orGVapVNIksZg9LsKchlPRMU3amfWknTPfdhU38DenZ6PRaFi0aBGOjo7Ex8fLhKAFQZD0Vo3Pe8+ePeTk5BAeHi59m2I2iWhWVJSMEcuejEXFy5YtS2FhISNGjECv1/PsmYEQUiqV/xbpZOEZiHVAPbPrMsNPyEg5Ozs7tFotSqWSvLw8tFotn3zyiezcS5V6nbBw+PBh6RpF3diiJI7xviLp5OzsjEUxwvPicktLS4lcKVWqFDExMShL+clIJzDEGZuqrWWkk7jcXPme6O528uRJbt26hSAIJuWcKSkppKamUq5cOZP9i4qhG8dFc9lhxQnaKzKTJMc5QGbOBEhjaTDcW1GH99GjR7IJLpEAc3FxkYzBvvjiCwAiIiJkEyT5+flv7bwukojGSPZuJH3jdr1m4tR8MMeOHZMkEYr71h651P+PjDP/WOLJzc3NZNmQIUMksUyVSoWrq6tkizxy5Eh69uyJ3snXZCZ45dko9l8Ml9I1O3XqxMGDB8nKymLBggXk5eXJ6jttbW0pLCwkMzOTFy9eEBoait5GLtJZFA4N+mBVOohVq1ZhlWaeLIh/eEvq0GdmZtKmTRvGjRtHqVKlOHToEIBkIS/iypUrdO3aFaVSyZAhQ/Cv1xqP+l1xq1SX/v37k5eXJznnvCs8PDz48ccf/6XMoqNHjzJnzhy+//57hg4dStmyZYmKiuKzzz7DyckJQRBQq9XUrl37NbGiN9+hv7RtCcuXLyckJIRp06axc+dOKlWqxJYtW+jcuTPPnz9n5syZdOrUiW7dujFlyhR27dpFdHT0v0RGffjhh9SqVYvx48cXK9LoYlHy4CPf0vGtf2/Fpp2o1WoyMjJISUnB09OT9PR0gxVzTAqagEZovSqgVCoJCAiQSnICAwMlW2ZzcHV1NZvWOWnSJC5fvszJkyelZTV8nehXXf4OK+4fo255NwICAujQoUOJNf9vm/EESLbfxk4d5nDu3DlJ4yYnJ4cRI0aQnp5O5cqVuXPnDr///juLFy9m06ZNUkmihYUFOicfzqfIg/DKs1F4VmlA//79ObRt3VudpzFCmvn9Y2cH3uP/DmI7ZYwdO3ZIpbEqlQqtVoubmxtOTk60atWKP/74g1SlA88cKsv2W3k2imVbD/L06VNUKhXVqlXj2bNnZGVlMWPGDMqUKSN1esHQAalZsyaPHj0iJSXF8N/84rWQ4HWnr2PHjnzUorrZbSJvXCA11VDO8fLlS06cOEG5cuUko4XCwkLKlCkju+74+HhGjRrFqlWr2Lp1K+6V6+HTpBdNewxi2LBhvHjxAgcHB27fvv0vtbknTpxgxowZ71zecPr0afr378++ffto0aIFzs7OWFpaMnLkSClLR6VSYWVlJZHwxXXSch5dpWezmvzwww/MmjWLxYsX06RJE7Zt20ZISAhqtZp169bRvXt3OnbsyKhRo/j999+5devWO9lDi5g/fz4NGjSgTZs2pMY8MLtNxyYl6+vlWpjvzKYp7c0u17r68OrVK+Li4qS2deHChYTFpnIr3RILT0Mn28nJidDQUBwcHN4YZ8Bwj4tOctSrV49u3boxefJk2fLqPo64JMoFkV9d2kHnBlWoV6+eZPBhDu8SZzw9PQkODubYsWNvtb0YZypVqkRKSgpt2rRh48aN2NvbS6Lhu3fvJjMzE2dnZ6xKB/FXrLwMY+XZKCo0bEft2rW5fHSv2d+xLF98Btb7OPO/C1dXVypUqICXl5ek7QaGDBiFQiFpvIplU0qlkhxr97cW+AbTcZNOp6NHjx5mdZ+KayeL/k5OlHk5juIG/ubig5hFK5IuIpRKJZbeFcnzrCZdk1qtxtraWiLkIiIiZNlCRWEsQK3T6dDpdLJ+cXR0NGlpaZLhg4jiSqzeFsXdv9y4u2Qel0+8ZmRkkJeXh16vl/SY1q5dKzOrMiZIjO+hqDH0Jk0u0bE0v5gxjbg8NzdXumdiFmtx12LjY+rQW9z2YhZPoUPpYrWlRKIwKko+mSLGcJDrf5UE0d3QGK8u7SAr9i6CIJCYmGiyT35+PgUFBTg6OlKqVCm0Wi2xsbFoNBqePXtGZmampHcp4tGjR7i4uGBjY8O0adOk5cbPDpBl8BnD+G97e3vJpQ8M77o5Ati+fm/0Tq/1zYr71orDPz3O/GOJJ19fX5Myo3Xr1jF//nwUCgVly5YlKSmJZs2aMXLkSJYsWcKWLVu4dNe8SN/mfceIj48nPz+fxo0bSx/xy5cvefjwIY7lq+NcqwMOfobBwqhRo6SPMzc3l9ykN3eYP/7iG4N72e0LZj+ICcP64ujoSGxsrOTekJ2dzb59+5g0aRLbtm1j+vTpgEEr4YMPPmDz5s2sWrWKH3/8Ef9eXxNbsS/a5iMYvPkuLq2GcujQIaKjo98qw8QcRowYgYeHB2PHjn3rfXQ6HTExMfj5+bFt2zYmTpxIUlISFhYWDBo0iNjYWMqXL4+Liws6Rx9c63QyCG8W8/GkRD+gR48eBAcHS3WtYsp9nTp1+PTTT1m9ejWHDh1ix44d9O7dm5SUFH766Sc6d+5M165dmTBhAtu2bePRo0dvDCgRERHcuHGDrKwsJo/8iPJ58nfG5UUoaY9vShpTxo2Ql5cXtra2FKQ8f/v79SqBvLw8CgoKyMkx2FB/++237IrS03PlJVy7fI3HoPkED/qOQ4cOSSVqFSpUKHFAUFzjrFAoWLVqFXPnzuXx49fXdnX1ZOLXf0Wpx4d4tWMqmnuHsLW15dGjR8TGxhYraAfvNhOtVCoZN24c8+bNK3G769evS9bThYWFDB06FL1ez/nz56UMq2HDhuHm5sbo0aN58uQJ4eHh7DxyzuzxMhXWFBQUkBkdTm6Y+azDokg7t5ltQ2szoX3QW23/Hv9dUCgUEukv4tGjR7Rt2xZBELC2tub58+csX76cgIAA9u/fT79+/XApa/59Wb/7MGfOnCE7O5v+/fsTHx8vdYhnzpxJ27ZtsSodhEP1tmz+6wK7d++WdA7y8vLIfhH9xnOuXL8FM2fOZNvyH03iTMaVP/ljyWw8PDzYuHEjSUlJuLq6kpiYSHx8PE2aNGHatGk8fvyYp0+f8vLlS7755htCQkIYNGgQ27dvJ8IqCHWHSSgbfcKaGEeu5nsxf/587ty5Q1RU1Ds7tICh3Zw9e7bJxMqbsHv3brp3787u3bvp0aMHarWali1bcuvWLSIiIvjyyy+xsLDAq2pDvBv1KDHOpF3YyjfffMOFCxekdqdOnTqEhoZSoUIF+vXrx7x589i/fz8HDx5k7Nix2NrasnXrVnr16kXHjh2lWBQaGirLVDUHnU7H1atXiYuLo0vDqgQURsvWV+IpR/5YJZVdGt9XJycnXF1d0aWajzN5z81nKGXGR0m//eLFC9asWYNFnT70WHERdeMheH68gBZjFjFnzhyqV68OGLKXjAlRc7C3tzcZLIDBfVev17Nx40Zp2bp167ix9jvStk+hbPwZkjZ/g1PsWZ4/f15i+Ti8W5wBGD9+PD///HOJMT8lJUUis8QJjuzsbC5duiRllWzfvp0hQ4bw4YcfcuPGDR48eEBClvljPksvIDc3l5yn98m9sU+2zi7XdLADkPXwIrVTTr2PM//DGDhwIB07dpT00ETo9XqZ4LC9vYFUjo6ORlNM9krRgb9Wq8XCwkI22BaFiIu6nYp4m8Gsxtn7ndzeSkJmZiZZWVmyrCunFp/gPvBnXDp/hefHC2j02U+4urqSmZlJamqqZFP/tiSRUqmUtaNFyQEwZF8Zu4SXKVPGbEwTn4MxjMWdi7t/qSd/k2KDlZWVNIFlDsZkUkkTOsb3rCSkpaW98XmJQvXGKO5asp+ZnzAxt312drZJdl6Zrl+abFd0nGEsdi8IgkzjqCjs7e2xsLCQtJkyL2wmcdN4kvfPR3VyIWln1kv3saTMZQ8PDylDLDc3l+Dg1+7Fop4UvHYKfPHihSw5RaFQFDuxXvQ5itcEhgx04xK/wsLCYkk/4+W6xMcmz9Qc7NKj2B3S8B8fZ/7RGk/VWnYj6cptk7pmQRAkgsbNzU2aPbCwsODLwR+yxkzlWE6iYaFCoWDu3LkoFAp8fX2JjY1l5IrDWHX7Ttp24tZLLB3WRra/TW4SuTf2maQdGmPtojmsSXxseLGu7SDx8VW8g2rw64LZfL5/AmkYBherVq3C3t6e7Oxs6SNTKBSMGDECe3t7mjZtip+fH61bt6Znz564uroSFpvKqnPyTKoC/+Z4VK4vs4H8V3DkyBF8fX0ZOHCgJGZaEi5evEijRo1IT08nKytLciLr1q0bs2bNYt26dezbt49Ra47xl94fm1ZVscHQ+BWtGRcbRGcPDz788ENpeZUqVbhz546JmLWFhQU1atSQ3OTA0Fl98OABoaGh/PLLLzx+/BiFQkGFChWoWbMmtWrVIiAgQHI7SExMxN7enq5du+Li4sLJCcOw8AzEyq0M+S+fEvP0PqtWreLx48f89NNPUh15YWEhz58/N8xIRYejvboL2yI10YDJ9WVGy12oYmJi+PHXbSaCcKketcmweF0iUqFChbcWTy0Ka2trfvvtNwYPHszu3bvZs2cPp0+fRq/XE30qBW93d+7ejcTOzg4HBwdSU1Pp3bs3O3bsMNvgv632hog2bdqwbNky4uPji3WkuHv3Lh06dOD06dMolUrOnDmDIAgsX76cunXrcuvWLdasWUN0dLQ0INHpdCgyzQsuFqQ8Q6PRUKFCBT7vXp0kfQpL12+nUdNm3FCbb4gL0xIofPEI/N3f+tre478LdmWrYlO5hUmcAcMEiLOzM+XKlZOl5S+cOYnBf9w1OZY6O0XqdC5cuBC9Xo+TkxO5ubl88803DJi3g/ALhlj0zfEkPpv9hWx/VVocujuHUVXpYHJsEXcvn6Ju3TUG15VXu9ClPeaVYMnejas5kO/MglOGmb1Nmzah1+vx8DBomok6CVOmTGHkyJE0b96cwMBAmjVrxrx58/D39ycsNtWktEtfoRUtejfE2/vfm0ELCQlhw4YNjB8//o2kNBja9YSEBHx8fNi1axcbNmxgzZo11K1bl59//plly5axePFizqY7k+phyBzyrNS9xDijVCpZvHixtLxRo0acO3eOZs2ayX5boVBQvnx5ypcvT58+huMIgkBcXByhoaHs3r2b77//nry8PLy9vaU4ExwcjFar5bPPPmP79u14eXlhaWnJkiVL8PHxQeFaDo2zN/pXCcQ8vU/NmjVZtmwZjRo1wt7enrS0NNRqtTSzr1Sm8OrynzjU7y27lqzw42icvU2uMe/564mKnJwcQqb+aBJnoiz9qdO+gexa3wRHR0dJEL8o5s6dS58+fQgMDKRcuXJSKUNGdDgtBvXgTNw9UhwcUKvV+Pv706BBA86cOUPp0qaD6neNMw4ODnTo0IFt27bRr18/s9ucO3cOb29DJ16n09GvXz+GDBlCcHAwW7ZsoV+/fqSlpfHjjz+Sn58vZTkWNxjTpcWjVCqxsrJiy8QP2XDwLHFpedy/eob+c1ay8rzpJGVB4hPu3g8DSnYSfo//XoTFpnI1ScFfi341WWdMYouZE35+fjwthnh2sdAhqsQolUpsbW1l8akkoXIR+fERpF/+E3ujtqUoxG8g7cx6so30p96VdNJoNBQWFpqIQ9vW6SHb7ql9JVIU9uj1CZIpT9FyOvGajckoMbaJTmQZGRloNBqTLCEHBweysrKkiXalUsnLly9Njm9jY2OS4WnunhYXZ0SIuj//1x5eRTWQSnpelpaWMudAwKye16tLO8i8dRS1o2eJ1yjCXOYOldpice0vhOQnFBQUSESiCJVKhaWlJSqVSkbkWFhYmGwLSKL0YgZyYWEhhU/vY5n8BKfKlWXbFSfeDgZJntOnTxMXF4dCoeD5c9PvTKVSvXFyqTgYPw9nZ2c8PDy4d++eyXaWlpbFxhlxuZikYvxMtT6Vsave3mSflMfhVHI3JVv/afjHEk+zDtzhplsbXLsYCCDjhtPT05MBAwYAhplU45dmyqf9WddnPAVGjlaVeEalnm2YP/82/fv35+jRo+h0OuLi4rD2qcTVDHk6+/5HeVh4BkofV8WKFfHz8+PQodVUzY9H4+xNPI5YBDaW9mnhXsBVJzX3E/So1WpycnIQnt4n5sUjhve8hpOTE7179yYvL485c+bgWaUBFt6lsVbdg5cGkbyUlBSsrKx4/PgxO3fupFy5cowbN46CggJ8mvSCWqYdq0eJGf92Sp2NjQ3r1q2jc+fOPH369I1pjrt27WLo0KHs2bNHsv+2trZmwIAB0t8ZFi5EWcpnWhwa9CF+/VdkR1zC1qs8/m52ZIQfZ+XKlcyePZv9+/fTs6eByGnUqBEXLlx4o4saGIJa1apVqVq1qmQ7rdPppMymVatWsXfvXuLi4qhTpw6zZs2ioKCAnj170rlzZ8DQ8OqToqTG6rvvvuPZs2es3nmUAksnlFnJ5MdHyCxL089tJPfRFdTO3uS8iJasbMXGQf8qQTYQkN1zT9MaZ4CIhFfS8/Tw8JCcmv4V+Pj48MMPPzBkyBD27dsnBWpxZkGlUuHk5MTKlStp164dH3zwAb6+vpw4cULKCBDxLiUQYGgsRQ2O4rLxnjx5QuXKlZkwYQJqtZoxY8ZgZ2fHkiVLcHd3x8XFhZCQECIjI1m4cKEUwFMib9CkiIh/Xth+PC3ycK5ShdDQUGkwNX/yFxy+fZzuP+7mUrzpDEhByjPWr19Po0aN3vra3uO/B6Jws2sXg6OXcZxRq9WcOXMGAH9/f9mMV/OqZamiPM4d/WtS1TXpBj36duTbO5dwcHCgXr16ktU8QKLOmjUX5LMiohhxfnwECoWC2bNnM27cOLyfhaNx9kbjG0yOe1Vpe9/MB7Tv2oJff32MSqUiNzeXzNsXEASB0QO6kZqaSuXKlQkJCWH06NFY+VTCWe+KS2AtUiJvSALc69evR6lUcuHCBerXry85ZDpWb4tFs+Em9+lObOL/k9TtY8eOUaZMGQYMGPDGtv3s2bM0a9aMFy9eYGVlhb29PdWrVyciIkKaBHhRaCWRTiKM44zW1YeK3s64ZDxGVacOVapU4YsvvmDvXkOZVO3atVm4cOFbnbs4WeXr6yvFOUEQiI+P58aNG/z111+MGTOGGzdu4ObmxuTJk/H19cXHx4dDhw4ZOsvxEegSH0uzsXfu3MHb25uqzbsQm5qLRcITbPOSSUlJkUpuXp1Zjz7mBti5kZsUK/VL0v4WvVc5eVHw8qnZwUBxGRMXwx9Rs0xd6W/RndHcLD8YdGiKK5NUqVSsXbuWnj17kpqaKs3O6/V6zp07J72nM2bMYPLkyaxYsYKqVauyYMECPvnkE9mx3jXOgIHQ7NSpE7169TJrVX316lUCAgL44YcfUCgUTJs2DUEQcHR0JCsrizp16lC2bFlOnTpF48aNKSwsNJjXPL1vQgJnXdtNg0BPLqfE8PTpUxwdHWnRogVdu3blefhFHpzcCRampXY5UaE8TjYvwfAe//2QHC1dG4JrQxzz7c0KNIuEilar5dEjg3C9OUIg++5l6W+9Xi9lzYrOZG8SlxaRenodWQ8vonH2xrJsdWyrvpbdKEowiELm5lCcMx4Y+udiW2ZMjpSU6SEew9HR0ax+lV6vlzmDCYKAg4MDr169kuK0cXm0MREhlrspFApsbGxkcV1EUfFnc6SKcZwxd+2iNpN4fsaoVKkSjo6O3Lx50zBW/DeJKXP7F/e8dI4+2PiZnq8xsaFLi5dMVIojsWxtbWW6XCU9T0XGcwoKCmRZSGLpZceOHVGr1fzxxx+0bNmSc+fOUb16dW7evGlyrJSUFLNC47m5uTKH9pJIJ4A5c+bg6OjIq1evTLS+xGtyd3fn+fPnaDQaSV82LS0NlUr1xtJ78fzEd98c6SSeN8WQfgUJkZIIvEiAic+0IOWZWeIp4+FltmzZIo2D/6n4RxJPYbGpJh10hwZ9UOekkH7zCFu3bpWWly5dmrCwMNm23/eqxcdfvXYpUlkVcvLvVPLQ0FA++ugjKlWqRMOGDbkYr2PWiTiK4vedhyijT+DEiRPs27ePv/76CwBlaix2Qjo3zpwxiMu5l+X7b75gVL/uCKO7MWLECB4/fsy5c+cQBIGCggIiIyNRKBTk5eVx7do1qvSfQl75ZgiAS30Q7h4h7sBSBEHg2bNnKJVKyelMEAT8/PxYNncaw3eYNiK//DCFezX8GTZsmDSr96+gS5cu/P7773z00Uey+1sUgiBw584dKleuzLfffsv69YbgGRAQQFhYGCqVisePH/Pb9lOAaaaLxtmbrLun2L11DU2bNmXy5MmcOHGCXbt20b59e7p27YparaZhw4aMHj1aJgT3LlCpVAQFBREXF8fWrVupVKkSoaGhJCcnc+PGDe7du8egQYO4deu1+05hYaEUIJOSknBvOwKHPj9I6/0LnnBi/hcSgWNpacnMscM4d+4cu24aCQnmvyTtweMSUz2nfDmcJWayWEd/8iHfFaaSlZVV4nMwvs6SBgwNGjSgZs2a3Lt3j8ePDefk7+9PkyZNmDhxIuPHj6dDB0PH+s8//2Tbtm00aNCAqVOn8tVXX0nH+VcGBOKgLiIigsDA1/XeaWlp9OvXj+joaI4cOSJpfohOWZs2beKnn37i7Nmz9O7dG3d3d0qXLk2izhrLv7/pBYOaEtS4Axpnb5RZyQzs2IRDDxXMmDFDIp0SExMlG9VD3/al7uhlRBa8HjyLHau7d0vWb3uP/06Yy+5xaNAHMhLJvH2MPn36SDoT1tbWJun+26d8hJN/DSnOxL14RLyHh2ThW7lyZWrWrEmLFi0IDg6mUqfBZs9j3sr1aJ6FcerUKSZNmoROp8NRl0ZhfDJxVw+QZ+uJxtmbri3qs27+dCwsLOjYsSPTp08nPj5e0mkIDzdkVmZnZ9OqVSs6TVnDrXw34gDbni0IfHWXyysnStu4urri6+srxSYnJyemjh7BTzdNO7Ebl83nzDo9I0eOfCsXseJga2vLr7/+SseOHYmLiytxkmPXrl2MHj2abdu20bevwT2oWbNmLF68mLZt2zJnzhwC2pg3ChDjTM9mNdmyZQsJCQnUrFmTy5cv4+npyYULF2jUqBFWVlaS9sa7CKaLUCgUeHl5ATB9+nRevnzJ+fPn8fX1JSwsjNDQUHbs2CE5j4K8BECn01H942nY1RuOPWCPIc5cXjlRGvzY2trSsIIXdnZ27DKy51ar1egSX7ssmkOgpwPm5HNnjh/FojEp6HQ6evfuTWBgIJGRkdSqVcvscdzc3Eosx3N0dGTp0qU0btxYMhhRKpV4eHiwdOlSvvvuO4msCwkJoX379rRo0YIdO3awb98+qdziX4kzlpaWfPzxx6xZs8bEYCUkJIT9+/dTrVo1ZsyYgV6vZ/bs2QiCwIwZM5g7dy7nzp1jyJAh2NjY0LlzZ/bs2YPeyRcbZ2/G9m7JlCnjUDl6okuLZ1Cnphw5EsXIkSNlMVcsid+xch49Zqzn/MvX5SRinPlXSlTf4z8fxcWZgpRnZIUfly0XY4w40LS0tCTtzHoKo0MRbEuVmG0ktmVWb0HoGEMczGbdPUXGjYPvnNX0puwqOzs7cnNzsbKykhE6xWV6OCjzpGyuom6mgORyJuo4iQSSObJBJCmsra1JT08nOztbFseNCYSiWVTwWm+rJFJFNCUxWafR0LhxY8LDw8nOzpauXaFQ4OzszIULF1CpVDIH8DfpOP07UCqVODQdJMtwK/qsiiOr8uMj0GbGk/83SVenTh1u3JDr+JWUuZNvRFCJEBM0zpw5I7n3nTx5EqVSSWhoqEk8rlSpEvfv3zdLsonyLOYy1UTS0SQr7O8JQVFzq+g+Yr9KfEdSU1MpU6YMSUlJb6X5OHjwYA4fPixzgy16DiJhmx1xSUbu1Q/w4PrfUjzG5yDCXIZaxpU/2bjoe2rXLlk38p+Af6TG06lQ0xIGAJuWI/HsEELTpk2lZWXKlJHYfjA8oMGDB8tcip4+fUphYSFKpZLhw4fj5OTExYsXWbp0KbMmmNagAryKi6BRo0Z89913nDhxAktLSxwcHMjJyeHKlSuA4eG7ZDxmVD9D1oxCoWDNmjWcPHmSTp064e3tjZ2dHTY2NpQqVYrIyEgade1PXvkiaf2V26HxCAAMH9D8+fMpVaoUXbt25dNPP+XBgwe0qRnAiCbyLJmQZn6c3b2Bpk2bMn78ePr27cuxY8f+ZdG87du3c+bMGQ4fPlzsNmFhYdSsWVM2Cw0GkuHChQt07dqVPn36sGPtMrP7i43Txx9/jCAIjBkzhvPnz1OrVi1atmzJwIEDAcMMq/FzfVckJyfTuHFjhgwZwrZt2zhx4gROTk4EBATQt29ffvzxRw4cOMC5+0/xbtwT27JVJeE3ALW7v6yMDuCRphyO/tWlBtHV1ZVx48axZ88ewPD87e3tadmypbSPSqXCxkbuLqDRaDj95zraBsgz7QbWcscq+wURERGkpaVJxytJpNve3l6aGSsOd+/excbGhooVK+Lq6kpoaChLly5l4MCB+Pr6smTJEmnbvn378uDBA1avXk3jxo2l2et3LYEQMX36dGbMmGFyznfu3CE3N1dW9iI6VhYWFrJ3717Onj0LwIULF3BuOURWO9541M+GEs30RzSt7ItOp+PevXvs2rVLyo5KT0+nXr162NjYcOPGDbaP7UTyHxNI3j+f+PVfSQH3TcK67/HfiajkLLPLHdp+jkPTQaxevbrE/Zs3by6LM4IgSN9LcHAwrVq14vLly+zevZvGjRuTn2xe9LNJ9QqEhISwZcsWAgMDJfveuLg4MjIypN/YtPgHKaOja9euhnd6+3ZKlSolOb66u7uTn59P+/6fcitfLjT73KGyFGfUajXffPMN1tbWLF++nOrVqxMZGclnfTvyaVM/2X4jm5Tj6JbVTJw4ke3bt9OuXTt+/fVXk1nht0WPHj2oXbu21Nabg16vJzIyksDAQA4fPiyR423btiU6OprJkyezfft2pn0dYnZ/Mc7s2rWLhIQEqdwwOTmZ9evX07dvXylOBgUFFTsj+Sbo9XrGjh1LlSpV6NWrF0+ePKFOnTq4u7vTvn17pkyZYiBXLtymQb/ROPpXR6PRSCSEyq08dvV6yY75SFMOq9JBUpxxdnbmyJEj/Pnnn1J80mg0UgaPCFEbUIRCoeDJtVN0r+4lW97aS0/Lan7ExBiydmxsbChfvnyJ7aCnp2exzlkirl+/LmV1i8YpmzZt4tNPP2Xq1Kl8/PFrN65y5coRFRWFk5MTPj4+3L5tcCL9V+NM//792bNnj2wGHgxW8s+ePeP48ePSwNTGxgYLCwsKCwv5/vvvpYz5Y8eO0bhxY5lOyS8PtFj616Mg8gIftKpLWFgYt27donLlyvTr10/6vcqVK+Pt7c2kSZNYP7YHdpdWmsSZ/+tym/f4Z+JJMXHGtdMYsw51AMePH0ehUEjxJDPmTrEEhwhRC+lNpTvGKKo9ZBzP3gbFZQIZC0unpKTg7OxsoiukT4oy0a1xTbpBVS871Go1lpaWPH1qGjNFIkm8NzY2NjRr1ox69Uwd5uzs7LCwsCA9PR0nJyfZAF5MDJDOp8i4SSzzg5JJlaIQY7SDgwM3btzA399fdm6CIBAaGmri1vY2pNObJkeMNaiKQu3ub1JWWZJQfVEYZ4Zdu3bN7MR6duQV2d8i6V70PWvbti3NmjVj4sSJrFu3Tmob7e3tmTlzJiNHjjQQfn/HAoVCQcuWLWWZRCLs7e3x9TWMASSDEaP14uShKNIOhskctVpNYGCgWU3BwsJC2fVpNBoEQSA6Ovqt+j2WlpbcuXNHIp3Ed8I4BhTVw7IObEDW3VMUJERy9epV2ftgLiamnVlP/PqvSN4/n9Rtk8m6uIW2bdv+Wwko/1/hH0k8tahVufiVQW24FPm6/MjPz09mzblt2zaTFykwMBCdTkebNm0YOHAgP/30E+vWrWPlypUkP7xOQ0f5i9S2NHw/Zqgk1CdmzCQmJpKXlycTeouKijLrtNCkSRM8PT3x8fGhX79+NGvWjPPnz/Pp+O9MtgWYvfQ3lixZQocOHQgJCUGn0/H555+zdOlSqbFp556D6sQCvONOUP7xLobVcUOhUNCiRQv++OMPFi1axJUrV2jbti3z589/Z+JGrVazb98+Bg4cWGwjuGvXLnr27CmbhQZo2bIl4eHhREVFERYWRtrjm2ijzsr2NU7dDQwMZM+ePZILR0JCAps2beL48eMSk166dGmzgedNmDp1KgEBAbRo0YKnT5/KiEpjzD18n55/i666fDgHZY3X9ebFWZL612hIeHg4S5YskRw0RGJp7ty5tG3blszMTAIDA2nVqhU2NjYmDVVhYSHKGj05GvmaUNI/vsT8QU2ZNWsWnp6edO3alZ07d3Lt2jWWLFlSLMPu5OQk2Yaaw+3bt7G2tiYnJwcbGxsT8db169cza9Ys2T5ubm48ePCAGjVq4OPjw/nz599Z9FVEQEAADg4OMptUpVJJgwYGjRFjC1Kxoa9WrRpTpkzhzJkz5OTkkKKw55VXXdlxLaoZBOuTkpLw8fFhxYoVWFlZsXbtWgoKChgxYgQ+Pj4cPnwYf39/IiIiDMTx0/uyjpVSqZS1H+/xvwO/Euxmbev2ZPfZsGLXv3z5krt35RMkSqWSV69eodFoOHjwIGPGjOHAgQP8/PPP3L59m2mjPibv5gHZPrrwwzy5bshiycjIIC4ujvj4eDp16mRSAvDbb7+ZnIf4HTk6OvLtt99SuXJlfvvtN+at2mD2vL+cOos///yT3r1707JlS2myIiwsTOqgTWhfEY7Oo0pGKC0KrlMh15BR4+/vz7x589i7dy9arZY+ffrw5Zdf/kukzc6dOzl+/DjHjx83u/7q1avUq1ePyMhIfH19pZlvR0dHCgsLuXz5MomJiaQ9uonFo9OyfY3jTLly5fjuO0PMbdy4MYsWLaJ9+/YEBgYybtw4afmFCxfe+RoOHz6Mt7c3d+7cITo6mkmTJpndbu7h+/RYcZHnZdrg0PsH7JoMfN2BLmYmvVbzDpw5c4Zff/0VLy8vlEql1HmtVKkSO3bsYOHChQwfPhwfHx9q1aplMmsrCAJluo1mz83XUgQuGY9ZO7obAQEBNGnSBF9fX5ycnFiyZAm//fabifW0iNKlS5t1CRJRUFDA+vXr8fDwoHz58ly7dk2W5frll18SGxsr+2aUSiWbN29m5cqVNG/eXCqB/1fijEqlYvTo0SxYINezEu2vAwICpGW5ubnk5+dja2vLrl27yMvL4+7du5w5c4a5a7aaHUir3f25ceMGR48excHBgWHDhvH555/TvXt3YmJi2LVrF59//jnXrl0zaJMUiTPvs53+d1GSrXnRgb+oh9m9e/d/majMj48g48pO2TJzujxKpRJ3d3fp//8VvK34eV5eHn5+8gmNwsJCQ7nw/h9oYRmLx+2NVMqPxM3NDZ1Oh5eXlwm5IX5H2dnZUmZHXl4eqampMmdvhUJB9erVDRM3f2dG1a9fHzD0OcXjFFeVIGbKg2FC9F8RWE9KSiItLY1Lly5JDtPi7xZtq0ViQdSOA+jWrRsgF+MuKamgKJFRlNR8GxHrd4Fxmyb+tnWAgWDLfnSVlK2TJNK9aPt34MABLl26JCVYiFlsHTt25NKlS6xZs4YyZcpI4x5BEFi6dKkk1m5sUCGK1otQKpWy8ZKxwLxOp6NMmTJkZmYybNgwYmJiKCgoQKFQmC3TdnR0BAwEZnEC8eaQm5srG/MUdR8vibAVBEH2foilfS4uLiYZgCJRnP7kNmq1WlYy+E+GQviHTsOM2nSVA3fNiwh/26YMQ1tWAQwP2M/PT6bz9Pvvv7NkyRICAgI4dOgQ0375ne8XreKzgb3ZuOh7KWXczs6OuLg4HBwccK9UjzwLB07u20ZNXyeGDx/OrVu3uHz5Mr6+vuzZs4fatWvTsGFDQkNDpRfJzs6Ozz77jLlz58rO8dq1a3z00Ufk5OSg0Wh49eoVqampWHgGmoh9AiRt/obrR/4kKMgggrxz506mTp3K/fv3pW1mzpzJqVOncHZ2ZtCgQYSHhzN16lSTY+l0Og4dOsS6deuwt7dnxIgR1K9f/607P6NGjeLu3buyhlxE27Zt+euvv+jUqRN79+6VPtb8/Hzs7e2lD8bNzc3gBmjjgZ1XeYT0F6REGgilihUrkpycjEKh4PHjxwwfPpyyZcsyd+5cdu7cyddff010dDTr1q3DyspKRnCVhLNnz/LRRx9Rrlw5du/ejavr6xKqa9eucfHiRdq3b28oC4xNpdeqyybHqBi7H1VaHK/UTjytZKqplbDhawpfGJzz+vfvz6FDh8jIyECn07FgwQIsLCwYN26cVLfdu3dv/vrrLzIzM1EoFDg6OtKs58eElTJ1d4pf/xXqV08ZPHgwP/zwA05OTqxbt47Tp0/z9OlTmjVrxogRI6TOAhhKJFu1asWYMWPM3pO+ffsye/Zs6tWrx6NHj3BzcyMmJkYm+N2gQQP69OkjK60Tcfr0aXr37o2jo6NUMvquiI+P59NPP2XPnj3S/itXrmTy5Mm8evUKu7JVcfQJJPHxHfq3b4RGo2HNmjWvZ6grt5A0eIyRfmQJDb3UbNu2zSSrbP/+/axYsUJywnz69CkhISG0bdtWJlhoaWlJbm7u+9no/1FI2htm0MazgDVfdpf+9vDw4Pnz51InXRSWnjBhAnPmzCGwQVsSsvWoslNoXb28lDGlUCg4evQorVu3pl+/fuw5d5NlG3ZQw9+blxGhDBo0iGvXrjFx4kS0Wi2//vorK1euZOrUqaSkpCAIAlZWVgQGBnLjxg2TQYK7uzsKhQIfHx/i4uJISkpC7e5vNs4kbPia6V8MZuJEQ8ldbm6uZO8tfkN37tyhW7duTJgwARsbGzZt2sShQ4fMfvu3bt1i5cqVPH36VNL4M9eBM4dLly7RtWtX4uLiTLJ1vvnmG/r168e+ffto3ry5TPzb1dVVmlRRqVR88MEH7DwdiraUL0L6C8nMQaFQUKlSJZ4+fcqGDRtwcXFhyJAhPHz4kIyMDMqUKUNYWBhWVlaMHz9eKht/E5KTk+nWrRuxsbFs2bKFxo1faz1mZWWxcOFCWrRoQe3atbkTn2k2zlR6ehBVWhwpCnueVf7IZH38+q8kQdZq1aphbW3NpUuXsLCwoFu3brRs2ZLVq1dz+/ZtqXzaz8+Po0ePolAo0Gq1tP1oBLfc2pocO3HTePLjIwgKCmLbtm1UqlSJtLQ0unXrhrOzMy4uLowaNUomJH7o0CGmTZvGtWvXzN6TX381CCbPnz+fVatW0aVLF+bMmSMrlV++fDlr166VdchFpKSk0KxZMzIyMpg3b54k6P4uEARBkgwoVcqg/yeWX/j5+fHgwQPcK9Uj18KBUlo9gS4WJCUlya6puFijurqJHfPGm5ivPHnyhOHDhzNjxgwCAgKoUaMGMTExlCpVSjahIZbx/KvE2nv8Z6OkOJN2bjOvLmwBzItwg7xEx8IzECv3suS8iC6R+NB6VUDt5FVs2ZxSqaR06dLFare9CUqlstg4E7/+q3cSIK9bty46nY7Y2FicnZ3NZl+6ublJ5LdSqaRVq1ZcvXqVV69emegNWVhYUKpUKZKTk8nPz3+n/p05DSHpuCVoWRnvr1Qq0el0WFhYyITfxXJIeE0iieV84r6ieLYokg7QtGlTIiIiis06LW5cafwc3mYbY5grPTReJxIib3NcUX8LDP0Ve3t7Hj9+jJ2dHTqdjszMTDQajUxo3PgZiM8+MDAQf39/yYm4qIh4jRo1qFq1Kps3bzZLKlpaWmJlZUVqaqqk8WdMUhk/e9GNUDy+SZmchYUJoSSte8N7UlycSd4/n6y/y+ltbW3JyspCEAScnZ1JT0+XCZ4ba5yJfx84cIAmTZqYPad/Ev6RGU8ALSp5Fbuupv9rhtbS0tLk44iOjqZixYps27aNcZvOszTCCqeOY9jysjS5FdrRokULGjduzFdffSVlXFjnJPLq1jHiwy8Chk5SVlYWvXv3xsbGRmLXRSc6S0tLypYtS3p6Ovfu3TNpEGrUqEF6ejq5ublER0dLWVEOhamUSr4p2/bTpuWo6mVHlSpV2LfPYM/bq1cvsrKyuHLlijQLefToUVq2bEm5cuUIDAzk9OnTZm02VSoVXbp0YefOnXz77bfs3buXdu3asWrVKpNUdHNYsmQJ0dHR/P7777LlDx48IDAwkMePH+Pr6ysbYAwfPpy8vDysra3RarXk5ORIZSIvQw/zQStDxopCoSA+Pp4//viDgIAAPDw8qFq1Krt375au29PTk5CQEJYuXcro0aOpXLmEDDjg1atXtGrVig8//JC1a9dy7tw5GekEBv2iMWPGULFiRVQqFe16my/z+GjkGNauXcv2FT/xUXX5MZwSruNQmCqJJJ47d44///yTypUr02vE16Q6BhBfYCmRTkqlEo1GI+lmqFQqypUrR5NOvcz9NBpnb3Jycjh58iROTgYtouDgYHx8fDh27Bj169dn1KhRDB48WOq8lypVqljtjdDQUFxdXTl9+jQVK1bEwsICR0dHPvnkE9l7s2HDBn788UezQaZ58+bExsby8uVLKleuXOyMeEnw9PSkSpUqHDt2TFpm7VOJ4bN/pVSXr3H8YBY0+Bi3AfM48dKOFStWyIJJcWnOhanP2b9/vwnpBAZC7qeffuLDDz+kadOmXLhwgSpVqnDq1Ck0Go1UIvp+EPC/jYkdgih8eNbsukpBcidEa2tryUEVDANdjUbD+PHjGfP7KRKCB0L9j9G1HMufkQVUqlSJ7t2707x5c1q3NhDN9erVI/fZA46tmUUNXydat25N9+7d6dixIwcOHGDRokWAgdRKT0+XbLKzs7P5+OOP2b59u8l5WlhYIAgCN27c4MWLF4YBbkIkDs+vyrYLaebHD2OHMXnyZInMt7S0pEuXLnzxxRekphratqNHj+Li4kJAQADx8fEEBwcXmxFUrVo1VqxYwebNm0lJSaFz585MnjyZmBgz1rJF0KBBA3r16iUZPBjf15s3b1KtWjXOnTsn60jt3LmTlJQU1Go19vb26PV6Dh8+bJjlv30cy8zX2dBarZaWLVsyadIkevfuzZYtW3j58iWFhYXY2dnxww8/0KFDB0aPHs2+ffvw8fHhzp07xZ6vXq9n0qRJBAQE0Lp1a+Li4mSkExj6B99++y2NGzfG0tKSZl0+MHusD0eM5rfffuPPVT/zUY1SsnW68MO0qRkgdYgfPnzI2LFj6datGx0HfkaZZn0osPeWNPsUCgUFBQXUq1dPGvRYW1vTpucAs7+tdPSUzDdEfSpHR0fs7OzYvXs348ePZ+3atXTu3JkdO3ZQWFhI2bJliy35zsvLk9zhkpKSaNq0KZaWluzbt0+WDffZZ5/x7NkzqazOGM7OzoSHh+Pv78/QoUM5ceJEMU+heCgUCqZMmSLL4L36OJGB3y4hSW9Dg5Afsez6LY7tv6SgxRgu57ibEGnFxZppX4WYdfwVJ7kWL14sCciLE38ODg6UKVMGeD3ILKqL8h7/G5jYIYi+tc1nBxnDHOkEr0t0nJoPNmSztP/SbFaLMfKePyyxbE6v15eYxVgSbG1t0ev1ZjOByuVEUsHVVJupJMTExBAVFYVWqyUqyjxBJ56ro6MjQUFBHD9+/HUpopEgtLOzs9TGFxQUoFQqpUwR4+yh4lASSfU2pYiCIODj44O1tTX5+fmkpKRQpUoVNBqNVA4pTuKIBJXxvmK7LzrzgeFZlVTq/KZsJjs7u3fK2tJ6VcA+uHWxZXgiif42vw2GdtL4/11cXOjRo4f0XCwtLbG1tSUjI4O0tDS0Wi3W1tbSJEpaWhpKpZK4uDjZxEVhYaEsCyg9PZ3U1NRi+/W5ubnShEBaWpqU7STCmHTy8PCQ4qvxOhH5+fl4eHgYspGNShzflHkGby7ddHNzk8r7lEolGRkZFBYW0q5dO2lbd3d3qWIIDHG4uG/nn4Z/LPEUcf2c2eU9a3i90V3n0aNHlC9fnrDYVH6/LC/Vsq3bk/nrdnLu3DmmT58OQGRkpDSD+uWXX0oDir1797Jv3z4+/vhjHj58yBdffEF4eLjEoItZI0U7O2DogL569UpW7mZhYUHDhg05t+RrfmpT6v/H3luHR3G27f+ftbh7QkgggQQI7hrcHRrcnQLFrQ/FirU4lOJaKMU9FAsECe4SJEAIcXfd3fn9kWenmewGaN/3e/z6Pk/P4+A4yOzu7MzszH3d93md13mReGolZV4forOHwK1btxg1ahTdunUTPXE6duxI8+bN8fPzIycnh9TUVOrXr4+Xlxfv379n4MCB7NljuKRCBy8vL5YtW8apU6ewsrKiT58+jBs37pMTbJlMxsWLF5kyZQqJiYliRuTIkSPExMTwww8/0K/fH1na7t27c+DAAVQqlZi91xns6qDrOFCzZk0aNGhA79692blzJ9WrV2fTpk28e/dOHFh79OjB5s2buX//PnFxcXrZ8KJs+OLFiylTpgw1atQgMjKSNm3+yPDGxsbyzTffYGdnJ2nf7evry/mj+wyee5Uyzjg7O+Pm5kZnDy2xe6ZSPjGEmN1TaONUuKiQy+XY2toSFxfH4sWL6b3kV+7YNGXXS4E9MU60mLyWqVOnYmRkxK5du+jXrx/9+vVj3LhxtG7dmlsXThn8bm1aLIIgkJiYyLZt2/jw4QM+Pj68fl1oTNq6dWsOHTrEd999x/79++nQoQPJyckGW4ECLFmyhG+//ZatW7cyZswYnj9/joODg2jarruG5cuXp1y5cqxcudLgfszMzPD392fQoEH4+Phw5MgRg+/7FGbMmMGKFSvQarUsOxvK3OsZHPhgjElFqd+Z1rcl1l7VRE8WwGDA9MoNwywn/pMKrMqVK3Pw4EE2btxIcnIyVlZWVK5cqJTUZQp0ExaFQvFJb7N/8J+J5ORkEm4dN/haM1+pR5KNjY3ET+3p06fY2tryMCKFHcXijGW9nuw8eZljx46JMnutVit2UDt58qRIYq1bt47o6GhsbGyIjo5mx44dLFu2jIKCAvLy8sR7fOzYsWzdulXPl0IulxMfHy+ZGE2ePJlFX9Xm1yE1SA5cQ8GZJVTIe83UqVMJCgri8OHDVK1aFYA+ffqwd+9ePDw8ePz4MWfPnqVOnTp4e3vz7t07Jk6cyLp16z55Ha2srBg7diznzp2jY8eOzJ07l6+++oozZ858ssnCzz//TFhYGL/88gsxMTEUFBTw7NkzCgoKWLZsGdWqVRMVXnv27KF///4YGRnh4OBAbGwslpaW2NnZifvTlVWbm5vz888/s23bNiwtLZk5cybXrl0jPT2d7777Dij05Xn37h2//fYbqampaDQaSTlIfn6+WHJ+5coVSpcuTUhICG/fvpX41uXn5/Pzzz/j5eUlUZIaGRlx/BfDPmFVPJ1wcnLC1dWV2e0rEr93Oi1MPxKzewq2EVfZtGkTpqamGBsbo1KpmDx5MhX7zOKhYysORZqx8qmcSv2+Zf/+/ahUKhYvXsygQYPo1q0b9erVY/PmzRzYWsJvll7oO6FWq9m4cSP37t0TiRFBEPD19WXdunX8+uuvxMbG0q5dOw4fPqxn2qrD9u3bGTx4MDt37hTvKYBdu3Yxfvx4ifx//vz5ep3siqJTp04sXryYvn37MnasYf+uT6FBgwbExMTw/v17lp0Npd+uh1zMKoVFjwVEW0sTWJb1elKtRVfJNkOxRnh+jpbVvUv8TktLS3777TdevXqFSqXit99+o06dOtjb2+sRsPXq1RP9yv7Bfxf61PEwuD3n3R/duD5Fepi6V/xij54vKZ0r6iH1Z2BsbEx2drZI4qQG7yZh3wySA9cQv3c6D3bOIzEx0aAxuJGREba2tigUCkkJVEJCAikpKURGRlJQUICHh4fkM0WRm5vLu3fv9EqSoNAAOiMjA61Wy8uXL9FqtWg0GvLy8gpLYIuo3UuCu7v7Xyo9lMvlYqwODw8XY4lMJuPVq1cUFBRgZWVV2BTi34RG0QYFPj4+onJZB7VajZ+fn+grDIhxoyg+R2TolFNFfYGK+s8VhU3TwbgMWol1CeRmcfPqT3237joW7VB36dIlwsPDCQoKwtvbm8zMTFG0AIiEXZMmTVAoFCgUCnx9fcWEedE1tUqlEn9bMzMzIiIiqFq1Kqampnr3jbu7YeK3+H2qVCopU6YMMTExYiftkhAbG4tVk4ESoulznmdgOM6k3TyEeW5hlVd8fDweHh5iaWFBQQHW1tbiGkWlUiGXyyWijLy8PC5fvszp01I7h78j/rbE0+IpI/W6tZR3MmdVrxqf/ezHjx+pVKlSiaZ+F29LM25qtZoBAwYgl8spVaqUeKOlpKRgYWHBwoULadq0qTiQ6Vzwo6OjiYuLo169esTFxfH+/Xuys7MZNGgQpUuXFmV4W7duxd7eXvTqMTExQZkaSdbzy7wKOcfSpUsZOHAg33zzDdu3b2fBggU4ODiwadMmcnJyMDIy4saNGxgZGVGrVi1xQdC3b18OHDjwRWbixsbG9O3bl9OnTzN27Fg2bdpEx44d2bdvn97gDeDt7c3kyZPx9vamcuXKYmvka9eusXv3brp168bEiRNp1qwZp0+fpm/fvmImokqVKlhbW4seD40bN+bJkyfI5XK6du3K2bNnKVu2LI0bN2bevHl06dIFBwcHSpcuTZMmTZg5c6ZowCqXyyUZ77y8PCpXrsysWbPw9PTk5MmThIaGsmLFCqCwxKpFixaYmppSqlQptm7dSp06dcRFYosWLQgNDaWmhy2VFTGScx7b1EskNWNiYujevTsFsW94dnoH+TGv2bRpE4MHDyY8PJyYmBhycnL4ccchPQl1mJEX/b/5F9bW1gwfPpxRo0axd+9e3rx5w4wZMxjdsw3KN9IyxvRbh2ng44qxsTG5ubmYmZmxZMkSevbsye3btzl+/LiYcfb29mblypUcPHgQU1NTfv/9dxYuXCjpnnDz5k1Kly6Nq6srb968oV+/frx48QJnZ2fat2+Pn5+fxA9jz549LF++/JP30qxZs7h27RrffPONxJz3S2BtbU27du1YsfNwiZJzHbTmDmi1WklwLRowk36bzaz2FT+xhz/g4ODA0aNHMTIyonfv3pQpU8agUZ9Wq6Vu3boG9vAP/pMxceJEzHwa6G0vOhboYGdnR3h4uPj3kydPcHV1LTHOrN99QPJ3QUEBAQEBGBkZYWJiIhJIcrkctVpNfHw8VatWJTo6WiThBUEgPz+fFy9eYGJiQt++fdm1a1fh/tevx9nZWXxv48aNRZPVxMRE6tWrR/XSNmjCQkh6fV9UvmZkZBAREcHr16+xsLCgQ4cOFBQUUFBQgFqtJjExkfr161OqVCkiIyNxcyvsqPbyZcnd03SQyWQ0atSI3bt3s3HjRl68eEHbtm1ZunSpZHzSQS6Xc/78eUaPHk358uW5fPkyR48eJTU1lblz57J9+3Zq1qzJ+vXrGT58ON7e3qJS1tTUlM6dO1OmTBlRXWppaQkUTs6HDh3KvHnzmDp1KvXq1cPBwYERI0awfPlyypUrR7t27cSFgpGREUqlUrIYGjp0KO3bt6d58+b069eP3bt3ExwcjJ2dHc+fP2fYsGHY2NhgamrKxIkTMTEx4eDBg/Ts2RMrKyvi4uJoVd2b3lXtJOdc9N7SarV07tyZnMhQHh7bTH7Ma169esWHDx9ITEzk3bt3pKenczLkKfsfSz0bY2wq49uwLYMHD2bixIl4eXlx9OhROnfujEql4tf1S7CLuy/5TNrNQ1Rxs8TR0RFjY2OUSiXHjh2jY8eOvHz5khUrVohkiZWVFRMmTOD8+fPUrVuX1NRUhg8fLukinJOTw5EjR+jfvz87d+4Uu8rpMsYrVqxg6NChooJ19OjRxMTEGGyVDYilhREREbx48YLy5cuXmFgpCfPmzWPqkvWfjTMAGTIzcZGrW6ikBu8mfu90Ek+vom7aVdT3j4gK5JIgl8tZunQp/v7+zJw5k1atWpGfn28wMVKx4pfFrn/wn4UaHrZUd5c2lMmNCv3ikjRHL8PKf0OKky+Zm/1VewGNRoNSqaRChQriNidFNplPL2GjSSUzM5P4+HjxfUWRn59PWloarVq1wtzcHB8fHxQKBWXKlMHCwkJ8X9Hyv+LlTLm5uSUSSDqvIB2KJjA/lQDRQalUiqXrRff5KRRNjNva2opkiy65r1Mx6RpU6SAIgqi+MTIyEuN40fJkQRB4/vy5OFeoX78+rVu31vPy+TNqpk+ptkryHvJt2JZy5cohk8n0SqU/9d0630gdZDIZw4cPJzY2luzsbO7du4eLiwtWVlZiVVB+fj4bNmwgNDRUvCfy8vIICQlBEATxdyzqATV48GCGDx+OhYUFa9asIS8vD7VaTbly5cTvjomJET9X9DctSr7qSus+5Zure19J18sQDD2jxUlA59hb4n3t4eHBo0ePxI67UNhJsOhzHRcXR5UqVST73LNnDxs2GG7s9XfC35Z4GjxlHialKki2vYnP4mGEvpG3jhHUITY2lqpVq5Zo6ndirzRrXLFiRdatW4ednR1hYWHiwDF69Ggx65yYmKhXbhAdHc3GjRvZvHkzs2fPpl27dpQqVYrbt2+Tl5eHubk5lpaWDBs2jMTERFq2bCmy4AcOHEAmk5GamoqDgwPz5s3jxx9/5PLly/Ts2VNkdU1MTIiLi+PixYuYm5tjZ2eHl5cXb9++xcjIiHbt2onleV+KypUr89NPP3HgwAGysrLo3LkzM2fOlMj00tLS2Lp1K+np6QiCILahNjc3Ry6Xk52dzbp16wgODuann34iIiKCfv36icx8p06dxDrtUqVKkZeXh1KppFmzZkCh55KFhQXDhg1j48aNxMbGolaruXHjhqgmk8lklCtXjvL1W3P0QSQPI1KYOnUqUVFR/Pjjj8ycOZMTJ06wfv16vLy8MDU1pUePHjx48ID+/fvz/v17cnJyOHfuHH5+fsTGxordQm7cuMHvy8YQs3sKtfKfcWxsQ2a2+2NC+M0335CSkoJWqyUjI0M851OnTlG6dGmRJQ8vYdH5PjGLoUOHcubMGdEfZfLkyaxZs4amTZsSf34Lcb9MI/HUSmQXVpByZRdBQUGUK1eO7t27c/ToUTZv3szvv/+Ol5cXUVFRjBw5kg4dOjBv3jyuX7+OsbExAwcOpGzZsjRs2JAJEyYwZMgQ7t69y7Jly5g1a5Z4vHK5nNevX4sdD6ZMmcKLFy9EBt3b2xtfX19++OGHT947fn5+fPjwgdzcXMqUKcPbt2+/+L77+uuvOXQu+LPvy0v8SHx8PDExMRIJa0HsG3JCg7FRp/D06dMv9psyMjJi+PDhnD59msTERARBkBjfQmEgKR4k/8F/Pvy7DzI4cWhTyUVvm5OTk6TU7tWrV3h6epYYZxLePpeQNcbGxqxYsQJbW1tUKpU4Kdd1dszLyyMvL49NmzZJ9iMIAhMmTGDmzJkMHjyYVatW4eLiwtq1a8nJycHY2Bhra2u6du3KlStXuHXrFgkJCTg5OXH16lWRULpy5QqHDx/myZMnDB8+nB9//FHS4jkvL48nT56IpeUKhUKc6EyZMkXPuPlzcHR0ZPr06Zw/f56aNWsyYcIEBgwYQHBwsLjo0Wq1oql0VlYWT548ISQkhBo1aogTzIcPH/LNN9/QsWNHmjVrxnfffSeSWN9++y23b99Gq9ViYWHBb7/9JklWzJw5kzFjxhAQEEBoaCgbN25Eo9EQHh5Obm4uKpUKGxsbzMzMqNGquxhnbt68yfHjx7l69Srp6em8e/eO8PBw6tevj6mpKdWqVWP//v3UqFGDy5cvU1BQwIsXL+jRowcHDx4kKSkJGxsb0tLS2Dmxa6HfRfBWvThz5MgRUQ384sULZDIZGo2GefPmYWZmJpbClRRn3v07ztjb24tdAseNG8eGDRtwd3fHNydUnNzWS7tKavBubt0qnOD+9NNPrFq1iu+//56zZ88yaNAgMjMzWbx4MW3btmXcuHEcP36cjIwM2rVrh42NDTNnzmTXrl107NiRQ4cOsWHDBkaOHIlMJiM8PJzu3buLdgRQqHDu378/U6f+4Wfx/fffl6h6KigoEL0+goODGT9+PH5+fuzdu/eL77tKlSqRZ2zzRe+NfHH/j0WufRkx1uREhqL8eB9NXBgajUZPdV0S1q9fT1paGteuXSM1NVWiANNhyZIlX3oq/+A/CA8jUngUKS1XNSlVscRyJh2JrlQqC/0BO7U0+L7iihNbW1ssLCywtLTEzMwMKysr0fPsfwtKpVJCosTGFqr14+PjsbOzQ6PRUKZMGYllgg5arZYLFy6QlJREcnIyRkZGvHv37otsQIpDN87olEIKhUJUFQF/2hpCrVZz//59vfK3T0FX3aErPyupK2dubi4fP35E6VxOr/Ncfn4+WVlZKBQKSZOK4iT18+fPOX78uEFvoS9RM30OJZXNxecWjs0lXYuSvrt44y1BEAgMDESlUjF//nw0Gg05OTlkZ2eLKjA/Pz/R3iMjIwMLCwvCwgp9dXVEkoODg3idK1SowO3bt5kyZQppaWlkZ2eLJY1FbUh0v2l4eHiJ51ESOalbG7Rp0waZTCY+m5ZuJSthi6LoM2rk6oNtzbYYufqIJGBB7Bvevn0rkmAhISGi/YnuXtaRuVBIQKanp+s914IgGEzw/d3wtyWeWnbTN3YGw61Jzc3NJZLm9PR0fH19qeFhi+J1kOS9GbePkP7+CdOnT5ds10n6LCwsCAoK4v3790RGRnL+/Hmx1jMnJ0fC4FesWJFffvmFSZMmUbduXbEELDExka1bt4o+Grra5Fu3boltNXv37s2wYcOoV68ea9asoVy5cuzcuVPs5qVDbm4u9vb2XH0egZFvYx5GpODp6Sme76hRoz7b9rskWFhYMGrUKM6dO0f37t1ZtGgRPXr04MSJE/Tv3x8XFxeqVq1KZmYmGzZsoEePHhQUFNC0aVPJwBcYGMh3331Hly5dRJZ/1qxZ5OfnY29vz9OnT8Xvq1SpElAYMIKDg4mKipIMAlZWVqJEvWvXrnj3mMLyxzDl0GO6bwxh37NM8f0TJ06kTJkyrFixgtzcXCZNmkRMTAypqals27ZNIteFQgJCJpOJ5QMajYb8mNeooh7qqRsOHDhA6dKlxa6E/fr1w8vLS5LlAShjb4YhjOnfg507d9KpUycGDBhAamoqLVu25O7duwwbNoyMjAwKYt+Q9fwyUU9uiPeVhYUFO3bs4MqVKzx79gyZTIavry+dO3fm4MGDnDx5kvbt2xMUFET37t1Zs2YNERERlC5dmgMHDjB37lxWrFjB06dPCQoKYu3atQwZMgQoHHB1tdYymYwNGzawdu1acXG8Z88eVq1a9dlsmVKp5MSJEyxevJjatWuzfv36T75fB4VCgZD26UGxaJameK20Q6vhjBgxgqNHjzJs2LA/5c/UqFEj1Go19vb25OTk0KxZM5HUMq/SCtcGXQ2S2v/gPxv2ZQyrD17F6N8Lrq6uEvXF27dvCw2FPWypopT6L6TdPMT7e5fp16+f3iRHEAT69+8vmvkvX76cI0eOiAbaUVFRkg4qOv+DNWvWYGpqKsaZuLg4AgICuHbtGoIgiAtonXEmFJL+69evx9ramrCwMKysrPjXv/7FgQMHOHXqlMS/oFy5cuz7/QZ5btXINi0sM9QZn/r5+ZGUlPRJn4mSIJfLadu2LQcPHmTp0qUEBQXRpk0b1q9fz65duzhz5gzt27dHLpezfft2ypYtK8aBoouR3NxcLC0t6dWrlzgBq1SpEtnZ2RgbG6NWq8nLy8PIyIgWLVqIn1u1ahUqlUrMeOqOyd3dnaysLExMTKgy8DseO7cR40ynOdvEMruHDx9iY2PDuHHjCA0NpVOnTty9e5ecnBwuX76s1zVVLpeLY1OLFi1ISEggP+Y16U8u6sWZgIAAxo0bh7W1NV26dGHdunVYWlrq7bMkcnNIzw70798fmUxGUFAQR44cwdLSkqZNm/L9999z4sQJMc4c2bJSLAdRq9X06tWLihUrMnPmTKCQJHJxcWHLli38/vvvTJ48mZiYGEaMGEGHDh3IzMwkISGBFStW8NtvvxEREcGSJUt4+/Yt27dvx8vLC7lczvPnz8X7D6BXr15YWVmxdetWAIYPL+wYrCPcikKtVksWbhMnTuTOnTvMnj2brl27fpFqAaBaWX3iuDg+FWtaTl3PhAkTxLLyLy290XVddHJyIisri5iYGFQqlSTWBL5I/CfW/BeiJGWsyq4U+/fv19uuK4+qU6cOffv2xdfBGO2z3yXvKXoP6zpfqtVqMjMzcXNzQ6FQYG1tTUZGxv9aZ0W1Wk12djZXrlyRbNOR5rrGQUXL0otCqVSicimPacWmuFdrLCYBZTIZHh4efyoBWLREOC4ujtzcXFq3bi024DFEfJWEoot4nfrxSzqZ6cqxjIyMyMjI0KsgKXrd7VsMw3ngCoP+PxqNRjxe3RhY3GQ9IyNDNJwuvm8wrGbS2Ut8CUoqmzPKS9MrGy5+bQx9d9Hrr1AokMvlpKenM3nyZL777jtkMhkODg6o1WpRbdymTRt++eUX0Ss3LS1NLLfTdTlPTEwU76+XL18SFhbGyJEjsbOzE6+NUqmUKOPkcnmJ4/jnno3k5GRRnf3NN9+QmpqKTCYjOy78k58Dw3HGqs0Eye8vCAJqtVokc1++fMmyZcsk3Wx197TOK9jMzEyMszrFt1npSrzV2HPgboSYRPs74m9LPJU00TK0vbj3hiAIKJVKli9fTuTN0+TdO0od03h620WQfHknoaGhnD59WiKn0914//rXv5gxYwZjxoxhzJgxNGrUiEOHDolKEbPSleg6cTFGrj5iJjQ3Nxe1Wk1KSgoqlYrnz58zcOBAateujSAIvH5deNPdvn1bJJ569OjB4sWL9QZnX19f4uPjefHiBR06dMDCwoLyAdOJrtyft46N6b4xhFWX3oqKLWtra/z8/AgJCfmrlxqZTEb9+vXZsWMH27Zt4+nTp1y8eJFHjx7h6+vLjBkzOH/+PE4V67Jwz+88+FAo83R3d6dNmzZUq1aNZs2a4e/vLy5MdFn8pKQk0WA0OztbUqu8adMmvQd+0aJFJCYmkpycTI1W3XmBtC63aL2sUqlkzpw5JCUlER0dzQ8//KBnKm4IlpaW9OjRQxyEEhL0uyfKZDI+fvzIuXPn2Lp1K2vXriUhIYFr1/7wHktNTSWgRR3Sbh2WfDbj9mESXt4lISEBFxcXJk6ciL+/PzKZjCFDhoiTWR3DrxtcVq1axb179/D392ft2rUiGXjz5k3at2/PnDlzUCqV1K9fn7lz53L69Gn27duHWq1mw4YNtGvXjsWLF/PmzRvRk+P69evigjEqKkrSVtrExISdO3fy9ddfk5KSQtmyZalUqRJLly797DUEGDhwIM+fP2fdunU0a9asRL+AvLw85s+fj7u7O/fPHyH3gVShl/n0kl6mxJCE1axWN+x9apGamkpqauoXd88C6NKlCzY2Nrx+/ZqmTZtyO89VXGg4dJyEovEwum8MYdnZ0M/v7B/8x6CkOGOrKNDbVqpUKUk2KTIyEj8/P548ecKF5ePIuLgRRfgtZjV3R33/CK9fvyY6Oprt27dL9iOTyVi4cCFBQUEcOHAAOzs7WrRowb59+2jevDkACidvuk1egkmpCpQqVYpTp06Rn5+PRqMhLi6O9PR0jhw5ws6dO6lSpQoajUYkxe7evUudOnUAqFKlCqNHj0alUkmeT2tray5cuEBycjJTpkzB1tYWoVoX3pf/igTvDvTcfItlZ0PFTnlQqAL9UpK5JJQuXZoFCxYQGBiIm5sbU6ZMISkpiWfPnnH+/Hni4+Op3KwzdXuNp/2AsWg0GiwsLGjXrh1ZWVksWrQIKFwYJCQkcPv2bdHrQ7dQKygo4ObNm+J3vnr1SiSRiv6WHz9+JCcnh3+t2kqEua/kdcu6PSQZ6X79+vHs2TPS0tI4dOgQNWp8vuQfYMyYMRIPCUNZ/cOHD4tG3uPHj8fU1FQSZ7RaLb+s+d5gOUPWh2e8f/8etVrNhQsXGDlyJPHx8UyYMIHVq1eLWWqZTCYuZsaOHYu5uTnOzs7s2bOHbdu2cfToUdauXcuyZcto1aqVqDYeO3Yshw4d4uTJkxgZGXHhwgW6d+/O0KFDuXr1KgsWLKBWrVp8++23GBkZ8eDBA7GkuygWLFjAxYsXxfNatGgRw4YN07sWhrq+lS9fng8fPmBsbIyHhwfPnz8v8XofP34cPz8/lk4bjfD8nN71MpSVNxRrwlRlCc/88wt1pVJJgwYNWLhwIfv27UMQBCyLeIA4dJwkkpv/xJr/LpQUa5Q5ySVWLZQqVYpNmzYhCAI2Njbk3z3EvHblyHgYSOKZNRJVi25hnZ2djUwmIyMjA0EQiI2NLbFzb1FF+ZfCEBmjVCoRBAETExOMjY0l3kXFYdl4AC6DVuLQeSopdUbwwaa62EFMp3T5HIqriqysrMjPz8fU1JT9+/eX2HCnKIqeu0wmE9VRpqam5OfnY2NjI677PoX8/HwKCgok7y1KcBTtRmhRt4fksyV5dOnWd0WTwLp9Fo0nX1IuWbTBw+dQUtlc3PM/OrMqlUqqVq36xUkAKJzz2Nraiufz448/olar0Wq1YqVNSkqhqGLXrl1ERkYiCALGxsZUqlQJc3NzwsPDUSqVoqej7n63trZGLpeTk5PDqFGjxPhR/B4RBEH8/uIKVkPXsWgckslkfPvtt8hkMnFtKwgCOZGhBq/Xl8aZor9/xYoVMTc3RyaTMXLkSNLS0mjQoIF4ne/cuSOe14sXLzA3N2f8+PFA4X3i0GoEjv1/xLbDJGYeffq3jjN/W+Kphoct+Y+kJlntPOQGjcUNmTieO3eO5Rde4zp4Fca1e3A3xwnBrdB0zMzMjEqVKjFs2DCRrU5NTUWr1dKmTRvev3/P1atXOXPmDKdOnaJRo0b06dMHu+ZDse29hEem1QrbRzYYLHHrl8vl9OzZU5yoN23aFI1GI5YjhYWFSWpOnZ2dS2zHWLFiRc6cOcOv50L0JsWbrr4j29RJovzRPQz/U9jZ2eHk5ISxsTH29vacOnWKunXr4t1zKr2332PhhQ9Y9FjA4tPPOHHiBBYWFqJJuy74CIJgsM60eAeCxYsXExUVRc+ehV3eSpcuzZYj5xm5eCtbj17gQVik3j6gsPPc2bNn+e2335gzZ46kNvxLYG5uzuDBg6lZsyZmZmYGO+gsX74cExMTUepqZ2eHiYkJFy9eBODGjRtUr16dd+/ekXplF8NLJ7MqoBrOj/eQfHkXUNi9Yd26dTg6OmJkZMSsWbPo1asX9evXx8TEhK+//poGDRrQv39/KleuzJs3bxg8eDB37txh0aJFhIWF8d133/H06dPCVtDFJvOAuO9169Zx7tw5WrRoQalSpVi5ciW7du3C3NwcKysrxo0bx8OHD/UG2NgCEzqOW0CvsTNQq9Xs2bOHNWvWfLF/k5ubG2/evKFChQp4eHhIiEUdkpOT2bhxI/Hx8djY2JB8eScxu6cgv/0LKQe+JenMar1MSTn/bga/L8/YhuTkZNLS0v4U8QSFtd3BwcHU69ibVNc6Bt+z6eq7v22W4B/876OGhy3l1eGSbaXSX9Cmlv5k0NPTUyLdj4+Pp2zZsrRs2RLT+n2wbDUWTZn6LLsciV3zobi5ueHg4MCaNWtE1WtmZqFiMzk5WSSFkpKSWLlyJdbW1vz6669i56KHxlVxHrgCTd0B1K9fX/xeXfcuHbmia22s+46iCQ4dypYty6lT+k0NbGxsWLlyJcevPUJdvoXktU1X32FWupI4MfT39+f+/ft/qSSiOFQqFY0aNaKgoAAXFxfi4uLYt28fHl2+YcVj+PbUK66Z1ufbA7eJjY2loKCAgwcPipPBsmXLcu7cOXHiVRTFx64KFSqQmZnJ8uXLkclkWFtbk2vuQp/Zq1j9y3GehhtWYbbvNZjAwEC2bt3K5s2bJaT9l2Lo0KHUq1cPlUpFSEiIXqx6+fIlkZGRbNy4UdzWsmVL3r59i1qtJjk5mYYNG7JmTeEi0/TaT6wKqMYYrwxSg3cjCAIWFhZ8/PiRhQsXMm3aNJo2bYqVlRWTJ0/G1NSUjh07Mm3aNKpUqYK9vT21atWiXr16mJqa4u3tTU5ODj179iQoKIiIiAg9kg7+KK0ZNmyY2H0xIiKCV69esWbNGjIyMujZsyebN2/m+++/R61WS+wM5HI53yxYxdT1Bzh7J5ShQ4eSlJSk31WuhFIVuVzOwYMHWb16NU2aNOHHH380eL3Xr19PaGhoYSekIuUfFiEbSQ3erZeVd65UD4+mhjsPxmf/NQ+cbt26cfTo0UIfRFsPLIstNnX4J9b8d6GGhy1j/L0k29JuHsLDXGtQ8WRra4uvry9Vq1ZFrVZjZGSEolZPFvwehmWNDjh0nCQqJhwdHXFxcSE3N1fsumxmZoZGo5E8h7rSXdBX+Tn2/K5EAqroIlw3hzczMxO35+bmUr9+fRwdHVEoFOTn5xce779JKl3nYWM3X4MG6SqX8n9KnVT0nOCPZjG60vHPofi5W/sPEufGOpVMamqqpLS+JOgIkKKNKXQxqCi59SXd3z4F3T6LKqq+RMVW1OeqKEr67OdK9tRq9SebUxmCIAiSuFKqVCkUCgXGxsbI5XKxoVdeXp4oBGjQoAEmJiaiWXZmZiZZWVkkJyfj4uIiXg8zMzNycnJ4+/YtO3fuxK1KQ8z9mqOxKS1RsRVd+3wJaVb0frS0tOTcuXNiEqcoDF2v4nHGyNUHi6qtDH6Pyq4Ubdq0wdTUlJSUFGQyGe/fv8fJyYnKlSuLDWZ0Hr9ubm5ERkZibGwsXgNjN1+MqnU0uP+/Y5z52xJPAGlX90h+0N9m99XrHgeF3hs6CV5cXBzGxsbIHMpiVqub5H0Hn6UyceFq7OzsOHXqFGFhYXh5eeHg4ICTkxMJCQm4ubmRkpJCbm4uDx48oEuXLsjlctb/egrLej0l+xM866CtOwBfX1/27NnDgwcPmDdvnpiV9fX1RavV8uHDB7EEoPhNa2trK2mxq5MWpqamkpSUxIM3hskXwdKJ69evEx4ejru7O2ZmZqKy6n+K4cOHk5iYSGxsLDk5OTyPzSLWVmpituV6OOPnrWDLli0Sdt/S0lJUMhXPXDZq1IiWLQvr1HXmeK6urhw+fJj4+HhyK7Qlvf5oLmS68XOYOdde6yuRAMq5WKNQKGjYsOFfPscrV66QlZUlMZPVISwsjD179tCggdR0uHXr1jx9+hRBEMjIyJCUnby7G0SPmu50qFcJMzMzzMzMuHv3Li1atGDdunWo1Wq2bNnCzZs3xUXh2rVr6dq1K+/fvyclJYWff/6Zjh07Ur16dYk3jIWFBSqVij59+nzynARBYO/evezZs4d9+/bh6urKV199Jco4c3Nz2b59O40aNWLv3r0sPv2M7htDWH8vnTdlu9F+9mY8PT2pUqWKeA9/KTZt2sS+ffvo0KGDWLqhg6OjI0qlEgcHB1JTU1Gr1WLpSWkz/QBQecAcssr6620H8HIwJyUlRWw1/2fQoUMHfv31VyxdP12XXZIk/h/8Z6Js2mNJnLm1aRZt27bVm8SWLVtW4lmQnZ1N+fLlGf3tUr1MlsyvLR41/Hn58iVv374Vu1zZ2toSHx+Pp6cn169fJy0tjdjYWKZNm4aZmRledVroTcwFzzok+XTC1dWVBQsWcOvWLaZOncqdO3dEIszc3FwsJXv48KGeIsff358zZ85ItmVlZZGamkpKSgr3S4gzWQpzQkJCxMYaw4cP11Nw/VW4uLiQlJRETEwMWVlZ9JvwLSku0o45+x4mMGjyXL799ltJs4EaNWoQFBTE8+fP9bKX1tbWIpGj65hjYmLCtGnT0Gg0lOs5FePOc7iFLxvDzDlyw7CCpqK7PVqtlsaNG5fo2/E5PHjwQDSmLl7yoFarmTBhgujHosOUKVNISUnh0aNH5ObmkpycLE6aNfFv6VHTne7+NTAzM0OlUrF7925at26NIAisXbsWhULBN998wzfffEN2djYTJ05k4cKFREREIJfLGTZsGKtWraJatWqihyUUTuDlcjnDhw83eC7W1tYiCblz504WLVrETz/9xIwZMyhdujQ2NjZkZmaSmZlJVFQUdevWZf78+cTHx7PsbCj9dz8i3rs9Y4+94/uTT1iyZInedxUvtSuOXr168fLlS3bu3EmDBg30SDInJyecnZ1FBVx+zGvyXl2jrNUf8y5dwsK13RhMunxHQZn6GIImLcbg9s9h6NChPHr0CLlcjtb80wrsf2LNfxdmta9I84J7kkWqzopCB10L+YyMDBwdHVGr1YW+dBmgqtpB8l6dYiIxMVGi8tGVuhUvNdKpYg0qysvXK7H9u45AkslkooebTk2pK9+9c+cOMTExYsc7JycnunYt7Bqpi6XGDqX19g2GyRfduK5bM9na2uLk5PSXOs4VxeeUJyqVCoVCgY+PT4mKIt2Yrkv6uLm5ERwcjJ+fn7jusfl3AklHbpmUqW5wX6Wsviy2GBoXv0TxVLTEvCh0JeGG/OtKMiB3cnL6IhVYcXh4eEjG6rp16yIIAlZWVmIJnqenp3i/mpqacvv2bdLT02nSpAmpqamiCsra2hpv78I5vFarJTs7m1q1ahEbG0vpzhOQtZ0hXvOCSoXPS1GVnpGRkR5xCTBgwAC9bUeOHClUGubni+t0Q9f8U4btOpLTskYHvdegsJu5SqUiMjJSJJIcHBxQKBR6nfUUCgXVqlUTBTS6JKDyM+Tl3y3O/G2Jp4yMDLKzsyU/qK68oLhKqKj3xsOHD3FyciJTZth756fdB8XORJGRkYSHh5OSkiL+sDr2tThKZKXL1uPXcyEMHDiQihUr4urqSoUKFQgKChKZ8MjISB49ekT16tX1Pl67dm0OH/6jVOvVq1eUKlUKDw8PHBwcOLFvq8GvvXH2KG3bthW9LP6K+WtJUCgUkkHu0p2nBt/nU6sx169fl3S58fHxYfbs2TRu3Fhk2o1cfbCs0pJGXfoDcPToURwcHKhevTrt27enTJky+DRoo0cUWlRpSRUL6cQy4/Zh5ozpT5cuXfQWUn8G9+/fJz4+Hl9fqZpMo9EwYcIE7O3t6dhRyiBPnTqVlJQUwsLCaNy4McbGxri6umJvby/eM6NGjeLBgweMGDFC9C15+fIlX331FQUFBbRt21a8V3NycggICODt27dimUiPHj1wcpK2cTcxMaFMrWZc+5j3SeY6MDCQhg0bikExJCSE5cuXM2PGDE6cOCFO6suWLcviTfvYekOqEnyjLMP3P//Crl27WLdu3Z+S0kIhMffhwwcuXbpElSpVCA0NZcGCBTRr1gwPDw+0Wi3Tpk0Tr5WuRBJg5MiRADj41ibD3fBCYGxTL2p62pGcnPyXiKcRI0Zw69Ytmtb8dFehkiTx/+A/E2fPnpXEGa1Wy4sXL/T8FcqVKydpKS+TyTAxMSEDU4P7fRoeh0ajITc3l4iICJKTk8VJqUwmM6gqlFsbzk7muVbjtwu3mDt3LrVr18bU1JRZs2axbNkyALy8vEhISEAQBHJzc8VW1zp89dVXolS76Pl4e3vj4ODAwunjDH7vtlVLmD9/PrVr1yYqKooePXpw8uTJP5Wd/hSKTnqPXbph8D0JuYXZvvPnz4vXrFmzZgQGBoqKTvgju+xVpwUymYyoqCjc3NxwcXGhS5cuVK1aFbvyNUl0qinZv0WVltS0lZ6P8Pwcy6aPoWvXrkycOPEvn9+VK1dE/8jiC6alS5fi5+cnyZRDIamm1Wq5dOkSbm5uGBkZ0bRpU4yMjFCpVAiCQPny5Tl79ixXrlwRvS3Wr1/PgQMHiI+PZ/PmzZw4cQK5XE5mZiYmJiZotVqxS6Kvry/jx4+XzHUyMzMpU6uZ6CVZHHZ2dnz48IGUlBRCQkLo0KFwIr1q1SqGDh3KsGHD2LdvHxqNBq1WS9WqVTl37hz9vvlWr8Pc9psfqdy0E8nJyZKySEOldsXh5OREaGgo9evXx8PDg99//51ffvmFGTNmEBwcTH5+PosXLxYJJp1hsO7aqtVqLDwrY1S9U4nfMbapF6ZZf82kVVdSkp2djSr305nmf2LNfxcSEhLYvWpBiYtUKCwt9fPzw8jIiFatWtGjR4/CBEWWYRW6bm1S9Fk+duwYbdu2lbyvaLz5lMrGUPmXrp27TvGhM9I2NjbGwcGB7du3o9VqRa+n3NxcXF1d2b9/vzjuqVSqEj2EDG3XlYaLpWpGRiQmJqLVavXmyDrLii8hpT6nPCooKJBUqhSHSakKmFZsipGrD6amphQUFBAXFyd69JiZmRWSW8USSBZVWpL5VFpdoX5yhtc3z3/yeHXkliGy5EtQEjml1WoxNjY22NW8JMTHxxMVFYVWqzVYclmSiqpSpUrinEQul3Pm1nNMKzVD5uhFfn4+SqWSJk2aiESKQqGgTp06lC1blpo1ayKXy8V1v7GxMXfv3sXT0xMoXEd5eXlh5OpDnJ20mYPuXi4qUjBUZWRkZCRpYKErTR87diwjRowgJydHbz30JR6zn+t6p/N/SklJITExEblcjqOjI1lZWaxbt47z56X3hlwuFz0/bWxsxPloQZLhxKEOf7c487clngyV7FSsWJEtW7boldi4u7uL3hvPnz/H3d0deyPDi+b8pEi9h0Mmk7Fjxw5A2g7T1tYWGxubwq55JQyYAOFJUnJk5syZLF++nMOHD6PRaNi9ezcBAQHY29vrTdg7duwomolrtVrOnDkjZuvq1KlDZRcLvZbIg+u4YpodR05ODsnJyfz8889UqVKF+Pj4/3VH++fPn/M0RL8UDWD/lrX06NFD7NISFxeHm5sb6enptGrVikqVKolsr13HyexLcKPVtJ/o2bMngiDw+PFjfv/990L/hhIyIZf3b8Ts+gZyLm8i69h85nevKQ72Bw8eNFgW8DlkZ2djZGREZmamnmpq+fLl9O7dm7CwMPr2lRrcV61aFUEQuHTpEiNHjiQgoHBAefHihdji3NXVFV9fX9auXUt2draoQpszZw7Pnz9HqVSye/duKleuzIYNGyhbtqzYgUGHwMBAwsLCxFaZpvX7kOs/QVKzKwgC27dvp3//QjJPo9Gwdu1aJk6ciFarJTAwEI1Gw08//cSwYcNo1aoVWq2WoKAg9u3bR1yO4WD0056DtGzZkvT0dDp37vynr62FhQX37t0jICAAPz8/5s+fz8OHD3n79i2PHz8WCSYdskwcsajcgkNBd7G3t6f3yG8M7rfg4QlmtK2AnZ0dKSkpZGRkfHGnIR08PDzIzc2lgY8rBU8CDb6naKvzf/Cfj+zsbD2PN3Nzc4YNG0bNmlKCwsrKShy/dc9rfn4+dy5JS8J1MBQzFixYgEwmExMGSqUSuVxO7dq1USqVn4wziXnScN2kSRPevXvH5cuXRd8zZ2dnUZFZFLVr15a0YA4ODqagoIDk5GTs7Oz4af40PU+cMf5e1PV2QqPRkJeXx8KFC8nLy6NHjx4cOiT1NfifIjMzkxN7DSdZbl88Rc+ePUWj9vj4eJo2bUpcXBzr1q0DpNnlpFrDGLv5HJ6enmRkZJCamsqpU6d4+vQpGjPDxrUXfllH/unFCCG7iPtlGrPaV8TFxQWZTMbLly958uTJXzqvmzdvEhMTI1E0QWHi48WLFyQkJIgq4KKoVq0aBw4c4NKlS2RkZODk5MS0adN4/vy5uMjy9/cXu5meO3eO8PBwmjVrRnR0NI0bN2bIkCGYmpqybds2BEHAzc0NpVLJmzdvAOjevTuZmZmi6siuxTA0Lafw3ZkwiTfEo0ePxITGx48fWblyJVOmTBEbdVy7dg2FQsG4cePo1KkTiYmJfPjwgT179nDnzh1MHT0NXpsu/UeQn59Pq1Z/lCB8qitUcaxevZrjx4/TtWtXBg0axPLly8nOzuann34S/TigcMGbhCXmfs1JVdigUCho3KGnwX1mPDzLzr6VJJ0H/woqVqzIr7/+ilVBMt55hhew/8Sa/y5otVrmzJnzSZWKtbU1SUlJeHl5odFoGDFiBIsWLWLHjh0lGhkXJEexcuVK8W+dklDX5bKkz3wKRckZJycntFqtJOmiQ25uLomJiZJScKVSSX5+Pm/evKFx48Zi9UNBQUGJnjglkXA6lClThgsXLoh/68rKdSjaJbWkhKSrq2uhUusLyS9DiVebpoNxHrgClf8IXAevQlW7kFzSkUIhISGkp6eXSG7lhj+SqKujAjcafF9RaLVa8ViKrl2tra2xsLDAzMzsT82FFQqFGEOKGpX/GeiM5IsfU9H/FyUBf//9d9Gbydp/UGGs7jQFk85zsGk2hC5duvDmzRuRuOzcuTM3b96kYsWKolk9wOXLl/nqq68wMTERvz8/P59Dhw6VTCjau0v8nIvC1dUVY2NjPTJKpzKKj49nxYoVBj9bUmL+S8orMx4GiopHjUbDnTt3MDIyolKlSmKJbGhoqMSaRwddt3ULCwsxdhry5tLh7xhn/rbEU+vWrSV/K5VK6tSpY1DV4+npSVJSEo8fP2b58uUEBQXRopoXeQ+lnhY5949T1kqGubk5SqVSlJZrtVoUTt5YVW2F3NGLixcv0rt3bwqs3Rn7w05ULuXJj3mtx1brIGRIB0E7OzsaN27MmDFjyM/PR61W8/HjR2bPnq3XFrhbt268e/eOtWvX4urqytGjR9m3bx8ODg6MGjWK+Ph4vu1QiWNjG7IqoBrHxjZkQY+arFmzBhsbG4KCgti1axfOzs7Y2dmJE/H/KW7evEmdOnWoUaMGae8eM7pYbXqvyjbYagu7DQQHB7N48WLRR8TExKSQdLMtbdC001AdeV6i4VrqguQoQq+fJfv5FRJf3WPx4sXUq1ePu3fvUqZMGdzd3f/0Od+8eZOGDRui0WhEM1+AJ0+e8ODBAwYOHEhBQYGeUXlaWhqurq5MmzaNw4cPi622U1NTDX7P9evX+fDhg8hae3h4iKU6jx49YteuXWRmZmJqaqo3iHl7e/PkyRO2HbsIldpIXtt09R2eNZsyduxYjh8/TnJyMvb29oSEhFC+fHnc3Nzo06cPKpWKJ0+eYGNjo3cuNctLTdt1KEiKIiwsjIKCAs6ePYuvry+lSpXi8uXLVK1a9Yvb0+pK/KBwcR8YGEiC1pyQaDUOvoXlNDovG/tOU7AOWIRR3V60b1TT4P6Snl7lu+++w9bW9i8TT1BYLnXixAnU9w7D+eXUyn+G4v5v1Mx7qtfq/B/856Nu3bp6GT8HBwdu3bpVIqmdl5dH27ZtSU5OxtLSkgcXjjKkXrEJxovzWKsL6/VNTU3FZMndu3exK1+Td1oHOg0eT2BgIIIgMHbOD1hVK4x5JcWZNw/0FUFz5sxh0qRJouFyQkICly5dEjuq6qDL4J05c4aKFSsyaNAgfvrpJxwdHVm5ciVbtmyhqU2qJM7Mal+RwMBATE1NCQ4OJjc3F3d3d65cucKWLVv+0oS1OFJSUujatSseHh5EPb5Bx7JS0qG9p4IaHraiae7YsWOpVauWSPo/evQImaOXXnb5bLgahZN+SW1+CZnB/KRIYp7dJO72KXKjXjJr1iwqV67MggULWLp0KS1atCAgIKBET0ZDKCgoQK1W8/79e7FzExQu1mbMmMG6deu4ffu2mDzQQa1W4+/vz9OnT2nfvj1qtZrTp0+LzUqKY/78+VhaWkq8Fi9duoSTk5PYAOXChQvUr18frVYrKeM2Nzdn27ZtXHwYpudFtOnqO2q3/YqGDRty7949goODWbZsGcuXL2fAgAE4OztTo0YNcnNzuX79OiD1kIFCH8vxgw17KCW8e05CQgI5OTlUqFABFxcX9u/fT4sWLThx4sQXXeNGjRpJkjb+/v707duXhxEp2NZoi0mpCpg37CeSktpWU7FsPIAm1Qx72WQ+ucD0YQHiAuivonv37hw+fBgXFxfsI69TcGYJrS2iUYfsFp+vf2LNfxfS09M/24FaLpfj6urK3LlzgcK5U2RkJPb29mz7YQ7pxRrZuKY+oyD2DQsXLgQKlRt37txBpVIxctZiiXF40e6KQIkLVfiDhFEoFGKyRTf2FPW50T171apVEz9rZWXFkCFDaNCgAW/fvkWj0UgsLXSeOMq7+6iVFCTxECquotER9hqNhvbt26PVasXv1iledBYmWq0WKyurEhU8upKzkgy0P0d+fa5ED/4gXj5Fbn2qLKsk6Cozio7/aWlpmJubY2dnZ3CsKrq20UGlUomE1Zf6uAKS9UPxqqCi/y+6z6L/VyqVREVFYeTqo+/xVf8rnkSnizFEqVTy/PlzunTpwvXr17l27RoajQaVSsWNGzc4duwYDRs2lNgeWFhYlHzNkyJFK56ixyOTyYiJiRHvl/bt20ve8zlVtyAIlK7eBKuqrcR7oLh3WEnllZlPLkq6UarVatRqNZcuXSImJga5XM69e/fIzMwUf1vdXNLLy4tXr15x8eJFsZMx/PFcDSinRXH/t791nPnbEk86Jk83ULpVacjHjx9RqVR6neC8vLxISUmhVKlSJCcnk5GRgb29PY0sEsk/vZjEUytpln+XjOv7RFa1VKlSpKens3//fsp0m8S3V1Kw7TAJs27zOP5eoPrgedj3Wcqv71Vi3XPSmdV6i4JBtV3YuXwuBw8elGyfOHGiXhlXgwYNGDx4MGFhYQQFBQGwY8cO4uLi+PXXX7l69So3btygV69eXLp0iWPHjmFtbU2LFi2o4WFLj5ruInPZtWtXOnbsSM2aNblz5w7Xr1/n9evXYmnVnxlUDMHCwoKXL19SUFBAu3btmN2+Im14LDL1h+YMYNasWYwfP57z58+zZMkScnJyxInkgwcPuBdpeOFWtmo9atWqJf5dsWJFUsIe0txZ+qCn3zpMfsxrVCqVKNNMTU2ld+/e1KhRg59//pmHDx+yfft2ypcv/8WGd1euXBEn4brBOS8vj6lTp7J+/XqCgoL0JtAAy5Yt4/3792RlZeHl5cWHDx/IysrSU0bpYGVlxVdffUWvXr1EBYJWq8XExEQ0kvP19cXFxYX09HSmTp0qGUgAbD18De2aLLm5WL7h4eGBp6cncXFxxMXFERsbi7GxMU2aNOHWrVvs3btX7Apkbm7O4cOHufjbNj2jy7FNvYh5dpPGjRuL216/fk1MTAwZGRl8+PCBK1euiPfWkSNHJGWiAA8jUjj6IJJDQVLT2PazN9N9Ywjzz73HvPt87DtO1gtARtU6Fk4girUMzrxzhLzoV6xatYrU1FTxGf8rxFPHjh359ddfUSgUCInvsUh8wYeg/YRd/PVvlxX4B//vUbRLm5GrD1ZVW5Fj5szQoUPZuXOnwc8YGRnx4cMHCgoKsLCwKJzIhV0kZvcU8q9uw+3ZPj6cXEd2djYmJiaEhoaKfm9X02yx6LEATd0BPHVtx321O32W/cbCWzlYth6H6+BVaDKT9eLM6CZlSX7zgEmTJkkk9zVr1qRSpUpiG16dVHv37t0UFBSwZ88eoJBsT0tLY+DAgSxYsIAPHz7Qp08fwsLC+PXXX+ncuTPt2rXTizOWlpY0b96chg0bsnfvXqKjo7G3t+fWrVs0atTof6ywNTY25tWrV6SkpGBra8tPI1uzs28lMc7sm9GL3r1706JFC6Kiorhz5w6RkZFi/Pzxxx/JtSlrcN9uvtUlCSwTExOin4YwspFUgZN28xDquDDkcrmYYczIyMDBwYFZs2bRt29fYmNjMTU1xdXVtcT7ojgePHhArVqFXTiLLgK+++47Jk6ciKOjI2lpaXreTw8ePGD16tXixFcmk5GTk8OgQYNKvN6bNm3i+vXrBAZKlZw6c9XOnTtjaWlJWloay5cvl3TNA0jTGlYJRKTkihPfOnXq4OTkxLlz58RY06BBA2rUqMH79+85cOAAd+/excjICGNjY4YOHUpkZCRta/syoKa0NGZsUy++n1SotBIEgVevXpGQkEBqaiofPnzg4cOHYkInNjaWWbNmSeY0ujhz732iZIFw6tQpKvadTfeNIRg1HYnzwBV6i0XLej1p164dspcXJdtzH5wkP+Y1oaGh/Pzzz+Kx/RUMHjyYx48fi3FZSHzP0VWzSLpzio5+jv/Emv9C2NjYSMgfQwnYzMxMOnfuzObNm1Gr1fTu3ZvXr1/TqFEj5syZ84eR8elVJO2fhemrQpWq7lnx9/dn6NChOLUZhdOA5eIC2LXdGCwaD5AsigFidk8h+420BLsoCaPVaiUKRLlcLmlZD380FdJBpVLx888/s2rVKpKTkzExMdFTSynTIgm/cpCbp6Wm6kXNoAFx3pyVlSV6WOlIrPT0dGQyGfn5+VhaWiKTyfRK4YtCJzKAzxtoG4KZd22D21V2pbCwsMDFxUU8jr9KbpWEkvx7lUolRkZGBg3EL1++LPlb58uVnp4umnlD4fW0tLQ0qDTV+Y3pOg3KZLI/NSbq5ui6MbokBVB0+h9juEqlIisri71795KXlycm5W1tbUWLlCtXrki6omZmZhba8RQjZku65rqy0aI4d67wWSpOfpb0vNo0HYy83UxsO0wqTKB3nKwXayyqtCTrWdAnj0l3HE2bNhWbleXl5bF8+XLRikT3Ph15rdVqMTc31+sknh/zmrWT+hEXcozW5a3/tnHmb0s8HThwQMIeytrO4JHgycOHDyWyUihUh6SlpbFw4ULMzMwwNjbGxsaGqlWrEvPsJlnPL3No03Jat26NVqtFqVTSv39/evfujb1PLYQKUrf5E29y9DwJdMx20pnVxOyeglvEBY6NbcjCnrU4duwYt27dYvr06eIDZmFhIRIkUJhZPHbsGHl5eXTp0oXevXvj4uLCnj178PHx4fvvvxeJqqysLCZPnszmzZtJT08XJYpFYWtrK1HalC9fnqtXr7J69WpOnTqFo6MjEydO/FMZ2qI4f/68mKkfPXo0Go2G/T8tFZn6iIgIsrKyWLVqFaVKlcLU1FQy0Ns0HYxNk/4G9x3/9hkPHz6kQ4cO2NraEhwcTE5ODqcWDSf14L9YFVAN+cWVpFzZhbGxMb179+a3337j1q1beHl5sXr1alxcXJg8eTL29vY8fvyY+fPn06xZM3r37v3Zc75x44ZYsqAbGBcsWMCYMWNwdnbm4MGDNG3aVO9zixcvFg3Hx4wZg1qtxt3dXSIBLo7GjRvTtm1bmjRpIn63UqkUDXpjY2O5c+cOBQUFrFmzRhxoPnz4gFarJTchwuB+HYy1orrJ2NgYX19fdu/eTaNGjcRyNFdXVy5fvkx8fDyTJk2iatWqXLp0SewiOKt9RVpqHpB+fj25J79nWmsfjI2NadiwoaR+uV+/fsjlcgICAvjxxx9xdnambNmyjB07luHDh7N8+XIAlp0NpfvGEKYceszOKAdsmw2hTZs2WJSpgnntbpLjt6iiX14ChR0LP57+iYR9M0g8tRL7+ztwiAoRF7s+Pj6o1WoyMzMNGsN/DsOHD+fOnTvY29uTm5vLiRMn0Gg0xMfHSzIo/+C/AzpCQBdrbDtMwrTrXOYefcDu3bsNZr10bdJNTEzw8vKiWrVqzJkzh/yY18SEHKdJpdKoVCpycnKYOnUqw4YNIysrixU7D2Naq6tkX5uuviMkRVp/b90ggIwHZ4jZPYWUwDUcG9uQ2R0q8cMPP9CoUSO6desmaWwwf/58/P0LzfiVSiXHjh3D0dGRMWPGMGbMGMqXL0+vXr3o1KkT/v7+9Or1hwJlzpw5fP311zx9+tRgyRcUKnh1ZXomJiZs2rSJd+/eER8fT6VKlWjVqpVeV9kvxfv374mNjcXGxkYsy/hpwTQxzmRkZHD06FHOnTuHra0tKpVK0hnuU3HGVJPJxYsXqVSpEs7Ozuzfvx87OztCf1tG7J6pzGrqSsPMG6QG70Yul1OlShX279/P8ePHad26NeHh4Tg4ONCpUyfevn3Lnj17uH79Oj/88AN+fn4leoDocPHiRSwtLUVvP4CrV6+SkpJCly5dCA0N1SvBg0IVnk7eb2dnJ3qpnD59usQORT4+PrRv354BAwaIqtTMzEwOHDhAXFwcFhYWrFixgpycHG7fvi120dIR+a4W+n4dAMb5aVSoUAFnZ2d8fX1JS0sjNzeX7t274+rqyokTJ3B0dGTt2rUkJiby8OFDbGxsOHjwINu3bxfLLVo7ZWMRspHE06vY1LMcM9tVpFGjRpLkga+vL0qlknr16nHnzh3RM7Nly5asWrWKNm3akJubK4kzAVvvYNN0ME2aNMHa2hqTUhXIKdPY4LkURe8REwg/vob0w9+ReHoVqQf/hXX4FZo0aUJAQAATJkyQmLf+WdjY2CAIgtgJMyMjg5SUFAoKCjh27Nhf2uc/+L8Pu+ZDJeRPcSNvjUbDkydPCA0NLey+mZvLhQsXOHPmDFu3FpYi58e8JutZEF0aVSUoKEjinWNqasriTftIc6sr2a9R9U5YFWuOpFskJxxZWCIJY2VlJSG7ZTIZK1euRCaTiSpeXVWHDomJiTg6Ooqx1dbWFplMJpmvZWdno9FoJOXfgBjXii/+dQSUiYmJqEbMyMgQ43B6erreWKrzxNNBRzrp1il/Rnlk03Qw1o37GXxNSI+joKCA7OxskdSBP0du6Y5J1/2v+NxWt8+aNWtK1oPR0dG8f/++xFKy4vuQy+VoNJpCoiY/HxMTE3JycsjIyDDoIaVSqTAxMRHHcTMzsz/VTbo4MVJiiWdmod2Bt7c3VapUITo6Gm9vb7Kzs1EqlSgUClJTU7lw4QLu7u6MHj2azZs3S3ahVCpJubKLtMNzSA5cQ/ze6ZJrbmpqKp6HjkgrCt39UbT6pLiCSfe8GlK/lbSmyXn/UO8+0B1HUfVYQUEBHh4e5OXlIQgCtra25OfnS0oWiybHsrOzmTJliv6l/HdDleJJqL8T/rbE04dMmcFMldqmNLGxsZIa3/j4eJKTk2nZsiVmZmYEBQWRlJQkabmbnZ1NaGgofn5+2NnZYWZmxrx585i9dM0XH5OOrc2Pec3bi/up5l6YZVapVKxatQpbW1vKlSsnqlZGjx6Nh4cHzXoOYcflZ7xJLsDf35/Q0FCSkpIYNWoUd+7coXnz5qK0XBAExo8fz5w5c0hISDBoSP4pjB49GldXV54/f87Hjx9xcXFhxIgRf8oLae/evfzwww+sWrWKxYsX07lzZ4lZpy7AzZ49GyjMUhw/fvwPE8BPGKql3TxEZVcL8vLyOHPmDLGxsTg6OjJ06FCSk5PRxL/FzzwLZ2VOoRdD48bs2LGDFi1aUK9ePfr168eaNWvEDhqenp7Ur18fV1dXYmMLuwO4ubmxe7fhQT47O5tXr14xduxYNBoNlpaW3Lhxg+joaJGQuXHjhsEOcrpyD5VKxbOYTKyrtWb78UsGiUEdypQpg7+/PyqViilTpnDs2DHs7OwwMjIiPT1dJEJ18Pb2JjAwEB8fn0KCtF0j2peRmthVJJKw2xd5+vQpCQkJvHjxgjNnznDkyBHGjBnDgAED6Nu3L2vXrhW7P7x+/ZoyZcrotVnPCH9K/qvrxIfeETMIkyZNYsSIEWL2JlVhQ4N+Exk3dzl37twhISGBkydPkpqaSnp6OjNmzKBCo3Z6ZK1V/a+48jQc4TOdfYoiJ75wAauOCyPr+WUeXjxGamoqtWvXFlUOQIkdCT8Hd3d38vLycHV1JS8vj/r164vEXXE57j/470DFTsP1xquCcs1o3HUAR44cEbfl5uaSlZXF7du3qV+/PkOHDkWhUBAfHy+R9//8889ic4KzZ89y5MgRNm/ezIotv3zxMansShWWdz8Lwijjj6xXQEAAy5Yto2rVqhw9ehQoXLC7ublRv2Mfdl5+jsqlPCtXrmT37t3k5OSgVCr5+PEjS5Ys4dGjR+K+fvvtN0xNTencuTNxcXE4OzsbPBZvb2+xm5kOrq6utGnThkuXLtG4cWNq165No0aNCA0N/eJzjIqKwt/fn02bNuHv78+BAwe4detWYfncvyfilpaWLFq0SOLxoEssfC7OJL68y5s3b3j+/DkRERF069aNY8eOcfz4cfKiXxF3+xSta5ZHJpNhbW3N77//TpUqVejatSvLli2jdu3axMbGUrNmTVq2bEnZsmU5d+4cL168YPz48dSpU4cRI0aUKMm/cOGC2EnP39+f8+fPM2/ePNEu4Ndff9Ubj3UoKCjA0tISwc4Tkwr+jJi5yGAyRAc3Nzfy8/OZPXs2DRs2FE14PT09MTMzIzk5WTKBbdy4MW/fvqVGjRo4ODjQ0NcNx4SHkn128zEl4eVdHjx4QFxcHNu2bSM1NZWZM2dSo0YNzp49i6urK6dOnRJJy4KCAmQyGV26dJEkosLDw1GlR5H1LIjJA7uRmZlJ7dq1+fHHH/Hw8EAmkxEdHU2r3iMY9v1mFm/aR0xMDKGhoSQmJlJQUMClS5dwrlTPYFLwdlgcaWlpKGxc+RJEPL8HQF70K7KeBZH27jGRkZEMGjRITErZ2dkRGRn5RSayhlCpUiUSExNJS0vDzMwMV1dXfHx89Dzl/sF/Bw7cjcCkZhfJtuKlWlqtlqioKLKysqhcuTI1atTgzJkz9O/fn7S0NHGOrXtetm7dKs7tlUol165dw9Lt0117i6LomqYoCaNT0+tauOs8gTQaDYF3Qll97AYql/J6+9ORBP379yc2NlZUJMnlcqytrfVUSCWVxRW3ntCRIrm5ueJndONubm4uJiYmIskhk8lEYszT01OPrP+zKsbPxZnsjy/Iy8sz6IH1Z8vqsrOzCQgIwNjYWFQxF8WjR49Esk5HWnypJ54gCGKDCR1yc3MRBKFEVU9+fj5paWloNBpkMhnly5f/y2IGKLnMMTO8sIGViYmJaHiu83bSEY1qtZqcnBxiY2NZt26deBy689fdD1VcLcl4cpGcSOlcpKiXru58HSvUMZj80b2npNLKT5nzF4eh8soyZcoASEpH+/btS1xcnEgk69R/xZ+ZsLAwVCoV3bt3p27dPwhmY2NjGjVqRNWqValTp45Bcu3vgr8t8bQ+6I3B7Q1ad2HChAliicSpU6cYPXo0VlZWdO3aFY1Gg729PZaWlqIBpq5l5K5du3j27BmPHz9m7dq1BAUF0bDylw/Ssqw//G0yMjJo06YNXbp0oVevXkybNo379+8TERFB+fKFE39jY2PqjV7K+/JfMePoc7pvDCHCriZ16tShefPmYjeebt26ERISAsDWrVspX748zZs358KFCxLjzeIwNzfXa/mtVCrp1q0bwcHBHD16lPDwcNGbo0+fPiX6Eelw4cIFvvnmG27fvk1QUBC9e/fm0qVLfPjwgcTERKZPn45KpaJ+/fosWbKEs2fPUqlSJVq0aIGxsXGhd1a5Ogb3nXptH9c3TOfq1aviZE5HZnl5eWFkZIS5ubnowTR79myMjY0lhMC4ceP4+eef8fDw4LfffiMhIYERI0YwZswYSpcujbOzs1j6V6VKFd6/f096ejoXLxbK6kNCQiSkUsuWLZk7dy5r1qwRtyUmJhpcENy9e5eoqCiGrz/FJUVNrNpOYNThN6IJqyF4enry4cMHgoOD2bt3L8ePH6du3bqYmZnh4eEh/mZQ6D/k4+ND3759yc/PRxAELCws2Di6LcfGNuTHHn4Mdo0n8/peVCpVoen9v7sAVahQgXPnzjFw4EBOnTrFzJkzJcfx7t07cbAriszMTHHADgwM5OPHj7i6urJx40aio6PptfhXnrm1J9K9pWg4m5ycTNu2bSkoKKBcuXKULl2amEzDRnsqe3co5oGmQ/aLK5K/i0pQdUFFEASMjY1p1aqVpMNDVlaWmB36s/Dy8kIQBNRqNe3atcPa2prg4GDRzP0f/Pdg2dlQsit3N/hanRYd2b59O4Ig8PbtW7p06YKDgwMBAQF8/PiR+vXr8+7dO+bMmYOFhYU4Od+xYwcfPnzg5MmTWFpaMnDgQLp06ULqxz8hs//3M6NUKunTpw+dO3emW7dujBs3jv3794slvm3atEGtVuPZdSIxVQbw7alXdN8YwurL7ylfvjwtWrQQkxdeXl7iIuXly5fs3buXxYsX8+LFCypVqlTioXh5eekRTwCTJ09m7dq1zJ8/n7i4OHr27Enz5s2pVauW2Hq4JKSnp1OrVi2WLl2KSqWiQ4cOZGdn8+233/LgwQMSExNRKBTMnTuXCRMm8OHDB9q3b4+zs7NIypQ0+Uu9to+vyquIj48XifeiHc7s7e2xsrLi/v371KxZk9q1azNlyhRRag+F3c8+fvxIamoqCxcuJDIykv3793Ps2DEcHBz4/fffuXr1KomJibi5uYkE5bFjxxAEQTxG3ffa2Nhw5MgR5s6dK8b9ixcv0q1bN73j12q1fP/994zccAbTrnORNRzC6fyKn4wzSqUSrVbL9OnTcXd3p2vXrmJ2unz58piYmIjeLDKZjClTptCpUyfCw8PFhcjNTbNEj69/1TEi8szPIrlvampKbm4uxsbGnDt3jrlz57JlyxbatWsnOY5Xr16J51cU4eHhJCQkiAvmQ4cOYWxszIQJEwgPD2fHjh00n7SW0NKdWHDuPd03hrD0bCgjRowgPj4eMzOzwmSMrX4JPBQuoJVKJbUrGDYyL4qicaZou3mZTEbt2rXFxKHOTP3PZPiLokePHjx//pyMjAxsbGywsrJi7969TJgw4S/t7x/838Wys6HMPGq4O3TxcSwvLw8jIyNq167N7du3OXHiBCEhIaSmporG2RYWFhgZGTF27Fjxc4IgkJWVxct7V7/4uEpSoGg0GglBUbZsWbRaLTZNB3PH2p/Vt5Jx6PeDnmJL19lNp+oTBIGUlBTMzMxEkuNLIZfLJWNJUQJYp94BxHmwbs5oZmaGhYUFlpaWeiKFopDJZJJkS0kd8T4VZ76kRO9LIAiCqPJycnIiLS3NIJFlyEPpc0SQoe5zRVGSqsfQMT569Oizv+HnOgt+Sgn2/Plzrl69Kp6b7rt0nVJ1jU6K+owVV2oVLyMvnjgoer5m3eahqCn1NtThU90PS3puilskZNw+rEc6mpiYSFSEuiYmK1euJCEhQSRWdedX1G9QJpPh4+ND2bJlycvL01v/BwQEULZsWYKDg/n6668NHuPfAX874unt27c06TaQoFeGs0Jy1wrYlKvBrVu3mDRpEhcuXODkyZPiwyWTydi8eTPNmjUTTTd37NiBlZWV2MEsPj6egoICJk2axLp5U2jnIb0M6bcOk3lXKodWvL6Ef6XS2NgUdkVJSEjg4sWLnDx5kl27djFy5EiRcVcoFHz33Xcs3LCHzcWycyY1OrP58DkuXbrEtGnTgELyIyoqigcPHnDu3DlmzZoFFCpvGjVqVOK1KmlBMGzYMHbs2IEgCOJkJzo6GltbW7y8vOjcubOkVEOXXXjw4AG9evUS5Yw6k7Nly5axfv16ZDIZXbt2Ra1WU61aNebNm0e/fv2IjY0VSYiKfWdj3ciw51Hu+wcGuxVCYScOKysrYmJiGDJkCLGxsXzzzTesX7+eCRMmiAORra0tPj4+3Lp1Cygc5EaMGMHr16+5desWERERtG7dGnt7e1q1akWtWrXw8PDgq6++IioqiitXroieTAqFgtKlSzNz5kxsbGwAiIiIkEhLi2LQoEFMXLias+HSDPemq+94GJEiBtmi0BFPZmZmnDlzhvfv39OlSxdat25NaGgoK1euRC6XU6paIwKmL2fv79clAUetVjN69Gh6NK3J+I51uXpsD8OGDSMlJYV9+/ZRp04dJk6cSGRkJE5OTgwfPpzMzEw935DIyEiDHRIAevbsib29PUFBQZQu/Ud3wTfJBdxKl2YDNl19h2vlBqJR49u3bwtb7coNZ67UyVHkRr3UM/pPu3mIhJMrsLmzldFVTehm9kYMQOXLl2fo0KF4e3tTtWpV3N3dGTBgAE+f/jFxy87O/svEk+7+12XnPxeY/8F/JnqMmqqnnigKuVJFgwYNWLBgAePGjWPbtm2ULVuW8PBwYmNjcXZ2xsjIiICAAGxtbencuTNlypShRo0a4mI1NjaWwMBAevbsiVV+Ev1rSD0s0m4eglBpqa7m6VlqlbFHLpdz9epVnj59yqlTpzh8+DAzZ87Ew8MDjUYjNnZo03eUXpxRVmnPr+dCuHTpklhWBYXJiqdPnzJ+/Hi2bt2KUqnk4sWLn0xweHt7GywrK1++PDk5OXz8+BG5XM6UKVOIjY1lzJgxdOnSBT8/P8kksGgXmqpVqzJ27FhGjRrF8ePH6dy5MyNHjmTVqlVYW1tjZ2eHUqnk4cOHolL5/v37ZGdnY2trS4UKFfBq1NHg8ea8uy8x0C6KgIAAvL29WbVqFSdPnuTJkydMmDCBGTNmsH//fj5+/KPJhS7+6FC/fn2Cg4OJjo6mcuXKtG3blqdPnzJo0CCmTp2Kk5MTvXr1Yvfu3dy/f5/atWuLyYVly5ZhZmYm8Xp69+4dXbtKSy+h0APKt2FbjryQLjx0cQYKjWUN+TgKgsD58+e5d+8etra2uLu7c/nyZa5fv465uTllajWjdsA4Tt98prcgmzhxIkO7NGdUm+qsmzcFPz8/Xr58ydGjR+nTpw/BwcHIZDL8/Pxo1qwZx44d00twPH/+XK/VORSWjk+YMAFvb2+6devG0KFDxddkMhnVWnTlYZ5UGbv56jtOhRSO+dnZ2SQmJmJSoL8Ygz8W0MFHdul5RabdPETirzPp7pLO+s4epF0t9D0zMTFh9uzZWFhYiEmu6tWri+3gbW1tCw1x/yLxNGjQILFRh65UpHhc/gf/+XgYkfLJOKO0cZEoTUJDQ7l9+zbPnj3j9evXJCYmEhMTg62trZgkjI6Oxs3NTaL6trKyoqCggJQ3Dw2qSiw+3tTbVhCrn+DXLXIFQRA9hDIzMzH38PusuTYUrq9080Pd/CorK+tPWxkU76RXXFmqG/90SiwdsrKyyMzMJC0tjaysrBL9bgVBkBAAJb2vJIPonHf3DW7/q9CRaZs2bdLz1oKSCR1DRH9RFFeP6VRp8GWG6VBoLl5ceaNQKFCpVFSsKDWvLq4qMuRlZkgJZmpqqtdJGAqrFHQqIB10Ioc/i5LO1678H9/7pQbxhp4xnRWPjlRLvrxL7/MmJiaSEnNdUigsLAyZTMabN29wc3MzaODesWNHNmzYQFxcnHh/66BQKKhXr96f6gz7/xf+dsSTnZ0dYXGGJxcAF95m0uPfyqHU1FTWrVsnZgEyMzORy+WcO3eOYcOG8e7dO4yMjPSkdN7e3uLkSC6XM/vfXeNsX54s9NW4soukS9uJ2T2F3Mubidk9hXdHVxMYGEhqaioajYZSpf5gQ83MzPD19aVjx44sWLCAd+/ekZmZyZu4NIPn8D5RX6UEhRnkLVu2IJfLRRLrUwbKJRFPFhYW1KlThytXrojbTExM2LhxI/Hx8VSoUAE/Pz9atmzJzZs3cXV15datW7Rq1YrffvuNWrVqcfXqVRo1asTIkSNZtmwZderU4f379xw9ehSNRiN2kisoKCAvLw9zc3MadOpLeinDpQMZtw9jkhVbYlmCjtWVyWTk5eWRlpaGo6OjSJQV7Vw3efJkVq9erbcPT09PDh06REJCAoMHD+b06dNotVrS0tJIS0ujdevWPHz4EOzL4NKgCwFjpiMIAm3a/NE1bt++fQYHv7Nnz5Kbm0v5moaJwP5jp+Dt7S3p7gFSVVqdOnVQKBR8//33AOJi7evN51C2n83+cCPGHQ/HvuVw8fO5ubmkp6cTGBhIfHw8ly9fZujQoZiampKZmUm/fv2oUaMGFSpUICwsjNu3b5OWlkafPn0k9fNxcXF6qobs7GzRi6xcuXLs2bOHefPmsWzZMs6dO8eZq1KDcB26DRxF1apVgcIBMTY2FlttGmVzpab/WXePkRf9Co1GwwR/D2J2T6G9TTwpB74VSabHQSc4tf47zHL+WAQdOXKEKVOmoFAomD59Oi9evMDFxUXMBCiVyv+R4ql37968ffuW/Px8Nm3a9Jf38w/+b+NVVPInX5959ClX02355ZdfOHnyJB4eHjg4OBAREUFaWhrXrl0T20jn5OTg5ORE2bJlJeNup06dRCU+xJE0AAEAAElEQVRUgwYNWNyrLkub20myfR9OrCVm9xS4VZgJjDyzQcz6NW7cmMePHwOF972HhweNGjWif//+3Lx5k7y8PJp2MlwGUDzOAFSvXp3Bgwfzr3/9C1fXwrKkq1evih5RhlBSnIHCsty1a9dKto0cOZLIyEjmzp3LwIEDKV++PGfOnKFy5crs27ePWrVq0a5dO+bNm0deXh7Jycns3LmTdu3asXjxYrZv387+/fspKChg//79yOVySZZz1KhRKJ3LkW5XQe94sp4FQVI49vb2JZ5PWFiY2MHm9OnTdOzYEaVSybp16xg/frw4cW7evDl37twR/UV0MDExYfHixURFRbFnzx5xzE1ISECtVvP1119z5swZmjVrRu22X+HZLIDdp4NZsmSJuI/s7GyJx6AO+fn5bNy4keGTZhs89sETplO+fHnc3d31fhMHBweSkpJQKpVYW1sTGflHN59atWoxfe91tK2mEu/Vjq+23Ibq3STff+HCBZYsWUJ8fDxPnz5lwYIFODk5UaNGDVJTU2nUqBGWlpYkJCTQpEkT4uLi6NOnD/fu3RP38fr1a4ONORISEpg8eTLu7u6EhIRw6NAhZsyYweHDhwkODubk5VsGz7dW8/Yi8ZOcnEzS6/s0sZf6hpiGXyc/5jVqtZpmzZqxb0YA2t9/oFzCDfEZy4p4zq75X1PR6Y8FzOTJk1m8eDFmZmYsWrSIjIwM1Gq12J3Xzs6O2NjYv0w8WVpakp2dTU5ODhEREWRnZ//lff2D/7swNA4XhU2T/qLSpG/fvsjlcvLz83n9+jVxcXHMmzePFy9eYG9vj0ajwcLCggMHDvD27VuJV4yutCY7O5vc2weo+PE06efWk7BvBqnBu3m+b7HYAEP3XBhSr+jmwzKZDAsLC/r374+xsTEtuurbT0DJyhDdPop3iPyz3SKLkw4gVfHoiBVHR0csLS3FkiNBEEQlkSFbhi9ZnBu5+hj07sl8eklPyWJqavrJ9drnEpw6RY+ug1vRJj9QONcurpY0MzMjPz//kySPQqGQzHGL/h6fUvXooFQqSU5OFpPzRY9Hq9VKDLB1+FIVVVHomlIVR2RkpKjUlsvlNGzYEAcHB/F3/9yYWnTNWdL55hn9UdaoeyY+ZxBfknKrJFJNBz8/P0kZXExMjPjMlSpVim+//VaviYju97p9+zZWVlb4+fnx4sULiYWOXC7H29v7s0Tk3wF/O+LJ1taWOl8gl87z8udNcoEoszMzM+PChQvY2dkRFxeHv78/N27cwMbGBktLSywtLXn9+rXYFW3SpEn4+PgwadIk6tWrR3k7FdEhxyU3S37Ma+JunxK3FR0wi04idfj666/57rvvcHFxKWThU2MMHntZB+lCV/cAt2rVSpwwh4SEfFLtBCVnogFJOWJRKJVKli9fTkJCAv7+/jRr1oyEhAQaN27MihUraNu2LQ8jUlh/+g6PIwu7II0fP54XL17g5eUlLjK0Wi2WlpZkZWWRnZ1NVlYW+08bbgNu/j6YAVWsaNq0KaNGjTL4nlu3bok1rZcvX6ZFixbia6NGjSI4OFjMYru7u2NhYVGin4hcLmf06NG8efNGkmEMDQ3lqdyLr7bcxrjpKG5aNsa5jfR4zp8/T+fOnfX2OXbsWLZu3ar32+nw9mEI79+/JyYmhrp16zJ16lRu3rwpyaK8evVK7EChuw4PI1I49FxKUFrU6U6bvqPw9/dHqVRy8+ZNvYVUXl4e+/fvZ/DgwTg7OxMbG8vdu3fRaDScOXMGOzs7ypcvT7t27YiIiCA5OVkv2/rhwwfKlClD6dKlcXFx4dChQyxevJjZs2fTrl07vp9huCRg1rhhjBw5EisrK1QqFd7e3gwbNowPJ9bin3ubhrI3xOyegvbhMVQqFXZ2dixcuJD8mNdUMsuklMkf0lhTU1Py8vLYu3cvpqamDB8+nEGDBlGhQgXS0tJo2bIlOTk5pKenY2Njw4MHD7CzsyMtLU1iMvylSElJoUaNGmKJxcuXL//22YF/8P8GJbV5L4r3JuWp17E3z58/Bwq9jaKjo9FqtZw9e5ZBgwYBf4yHVatW5fbt2wiCwNKlS0lJSWHIkCF89dVXzJ8/n6CgIG6e3q83McmPec2HK/odWOrWratHZlepUoXt27eL28u76HtBgH6cgUIiPD09XVTe6BIHn3qWXFxcJArZoqhfvz6hoaGiF0hR9O7dm/DwcNasWcPIkSN59eoVgwcPxtHRkU2bNvEwIoVlvwVh7VWNN2/ekJiYyIkTJxgxYgQDBgwQ/SisrKxQq9UkJiYiCALLli3jyXvDx9OzkR82NjYcP368xPPJy8vDzc2NnJwcsrOzRY8+Hx8fWrZsyaZNmwBEkktn6msIjRo14tq1a2zYsEGcH+Tk5PDjjz9yKdGCm5aNof5govz6sfZKuPi5w4cPG1Sgjh8/nlatWlHd23BJ2au71wgLCyMrK4tOnToxePBgDh8+TF5eHp6enoSHF35HRkYGs2fPpkmTJmi1Wh5GpLDjltTDzrJuD5r2GEyXLl2wsrIiIiICY2Njvcz64sWL+de//kVBQUGhx0tgIDk5OfTo0YOxY8fSvXt3sdT7/fv3Bku6oXCBYGpqSnx8PNOmTWP58uUEBATQrFkzdqxdZvAz4wf1onTp0mIc2b9/P5fXTKTc+2OMqW5GzO4phB9fg0KhwMTEhCdPnlBQUICDLJMeNd1Rx4WJqgtBEJg7dy6WlpZ069aNTZs2kZiYKC70rays2LBhA/7+/pw6dQpbW1vi4+PFxOafRZMmTSRduf6Mz+Y/+M9BSXPG4rBuEECc2lSc67m4uODg4MClS4Xzat2znZOTw/jx4wkJCSn0NVMo9MgZR0dHrhzZRQWTdHzs/1iY58e8Jr7ImqY4LCwsRNVn7dq1ycjIwMrKitKlS5MeFWbwMyUaRoM4hhdV3XxpuV3R8dTQfosTWLrun5aWlty5c0d8po2NjbHwrKxHzBgy0y6OkoiK3PBHeoRHTk7OJ/dZXHlUEpRKJWq1WuJpqsNPP/0k+Ts7OxuTer0/a1hf9LiUSqUY74V0w11Sdb9p/fr1UavVaLVaSUmfn58fKpUKjUajF/s/paIqW7aspGysJJQ0J9dqtYSEhBAVFSXG7T/jOfUpFZMhfM4gXkcyGVIOFkXRe/jGjRuS13x8fMSSz+joaIKCgiT3io441ZXoffXVV/j5+WFsbMyZM2fE9xkZGREWFoafn98nj+XvgL8d8QTw8/czaGCd8dn3VW/ShkOHChlJGxsbrl27hpmZmThwP3jwAFtbWywsLPDy8mLfvn307NmT6dOnM3bsWEJDQ1mxYgXDhg2jRo0aX2z6WLy2ujju37+Po6Mj+9cvJbdYidHYpl56LQ5XrFhBzZo1efXqlbjtc+UP8OlMtLOzM46Ojjx79szg6zq1jc4rSKPRsGjRIuYff0T3jSE8MqnKXdtmTNlzVVIep3sgipvUGRsbo8g2bGb27vopTp06RWBgYIlk0cWLF8UH5sSJE5ISBJlMxvr165k4caLIXk+bNk2vu6EhDBo0iDlz5rBlyxY6DBqHvLLUk2L7zY9i+UJSUhLPnj2jd+/ekvfs2bMHc3NzWrZsyU8LpuGaKr2mOfdPiIHcysoKpVLJ3bt3GTJkCC4uLly6dInmzZszZswYbGxsxBLN48ePl5gNGz3tO4KDgykoKGDUqFH4+vpKiMRt27YxdOhQTp8+Tffu3QkLC6Ndu3a8fv2aI0eOsGbNGuLi4qhTpw61atUiLi5Ozzw7PDwcDw8Pjh49yvHjx/nw4YNkwMuPeY1LitSXwD39Bd2aVGfHjh3cu3ePDh064OrqyooVKwgMDGTP6oU0KW1MfsxrkpOTcXR0RC6Xo1AoUCgUBAYGEh0djZOTE2XKlCEmJgZLS0uio6Px8PBg27ZtyGQy5s6dCxTeZ6VKlWLRokXUrVuXgwcPYmtrS0ZGxl8inmxtbZk4caL4t87A/h/892FMQDuqKg1PvIrCv8NXoiF0qVKlRBLmw4cPdOrUiZiYGLHbWv369Xn69Cn9+vXD2tqarVu3sm3bNvbv38+5c+fo2bOnaAr+KegmtUXNzYsjKSmJFi1a0L9dI73M3Bh//Thz//590tLSJAvgO3fulGhwrcPnWigb6jBTFB07dsTd3R2lUolGo+H69etM3XOV7htD2PlSS4hFIx7LyorkBkjLCop3xnFzc8MoL9XgdwUe2EVSUpJBRSwUTtR1+7506RKtW7eWvD5+/HjOnj1LWFjhIqtbt26cOXPms5PbsmXLMmXKFNatW8eCBQtwq9KQPfek5JiuVC43N5dffvlForSFQt+rQ4cOsWPHDqKfhuiVYNrE3JEkwWxtbQkPD2fx4sV4enqyatUq+vTpw4QJE1Cr1cyZMwc/Pz/69OlTYpwZNXUOJ06cIC0tjYsXL9K/f3969uwpxtmwsDBycnIoW7Ystra2JCUl0aVLF9asWUNkZCTNmjXj48ePLF26VPQfK25qqlarkcvlPHz4kN9//5309HTRR0l3LpkfnuGc/ETyOYuPIUwd0lMs9S9fvjzTpk1jzpw5XPxtG0ObVSI/5jW5ubmYm5tjbW0tmuBGRkby5s0bBEHAxsaGO3fusGbNGtFQf+3atUyfPh1/f39sbW159uwZPj4+/Pzzz/Tq1Yvbt29jZ2dHUlLSJ1UMn8KKFSskpJWDw5c32fgH/zmo4WHLGH+vL3pvlsKCFi1a4OjoyN27d0lNTWXEiBG4urqK47a1tTWNGzeW+N9kZWVJFusfP36kWrVqbNu2Tc/Au6QSJblcjkqlIjQ0FBMTE5ydnbG2tmbHjh106tSJtrV9yb5/XPKZktrVw59XNhXHp2KOTs1UFPHx8SJBYmJigqWlJRkZGRjX641p17l/Sn2jw6eIiuLVG0ZGRl9MLn0KarVaPLeiv5WOPJd85xeUyukIf50fn1qtFr1+sz++0Js7ZN09Kv6mPXv2xMzMDJlMJlZuyOVytmzZUmJp4qdUVLa2tuI56MrQ5XK53hhblCgzNTU1aEyv694q+Y7PJJE/p2Iq6TOfM4gv+rsUPc7PVVPIZDKePn3Kr7/+ChSud3TJCt1+tFotRkZGuLq6YmRkREpKCjt27AAK1eo6qFQqnj179g/x9Ffh7u7O/ll9UF1eQ+q1fWQ8+t3g+wZ0a8POnTv5+PEjmZmZ7N27l/fv34tlAy9fvsTW1hZLS0tMTEzYsWOHpJOMbgK6ZMkSypYti0KhwNjYmAoV9CX8MpkMBwcHHCvUof3YeTz6mGrwmN6/f0/t2rXFhyI75FcS9s1gYXtvqsdfQPXirOQmvXr1Kk+ePGHp0qXcvftHadOjR48+29GudOnSEk+K4pgyZQqrVq0Su58Vh5mZGc7OzgwbNoyYmBhmr9zCrtvSgda4eidxEFMoFCxdulQciHRd4KAwi9yuTgU6eUmzAGk3D0FSOO/fv0ej0RiU4UOhcXeDBg3QarW8e/dONIXVwd3dnYEDB7JsWWFmtGLFimRkZHy2E9moUaMKjVpHjsSqlGGPo/a9BmNvb0+5cuUMEhozZ87km2++wdfXlx07djC3S1X8c28zq6krx8Y25Or6qdjb26NUKrG0tGTx4sWMHDmSKlWq4O/vT6NGjahbty6PHj0iNTVVXIQFBASweqHhkoqiWbJvv/2Wx48f8/PPP1O9enU+fPjA8uXLadOmDZ07d8bNzU0cnARB4OXLlyiVSpRKJd9//z1xcXGYmJjQpk0bqlSpQnBwMLt372b06NHMmDGDffv2ic9C0Q4gtra2vD74I+mHv2NWU1fUgUu58fMMrK2t+e6775g+fTply5alZs2a/PTTT+Jzs3TpUnEfycnJ3Lt3j5o1azJ58mS+/vpr0tPTC7s9NmuGtbU1KSkpYiY8OzubK1eusHnzZvLz89FoNNSrV49ff/2Vzp07c/XqVezs7MjKyiqxG8Xn8P3334vHam9v/39ioP4H//uQyWSc/H4Yy1rYfzLO1KtUaKz65MkTIiMjCQ4OJj09XfSCu3HjBg4ODlhaWuLh4cGjR48YN24cX3/9tTh5kMvl1KlTh7Vr14rlO8bGxgYXtTY2NrTtNxqnep2IyS9ZbeHp6cnly5cByL65n5jdUxhWUUF/x2ge71koKRFLSUlh+vTp7Nq1S8xgwpclOKBw8loS+dKpUyfOnz9PVFQUT548MfieGjVqULp0aSIjI9n3+w2OhEoTSykutSWT5VatWonPZXEFan5+PvfPH6FMjjTLmH3vGJGPryMIgkH5PxSer7u7OwDHjx/X81iSy+X89NNPfPPNN6KPVt++fcWJYUlo0KABK1asYMKECbRu3Zp6rfVVswBtvxqIp6cnQUFBDBw4UPLakCFD6NixI71796Zz5854pT9hdi0l7azjODa2IXe3zsHX17ewgYeZGX369OG7776jTp061KhRg169elG9enWePXuGVqvF1dWV+/fvc/z4cX6YM9Xg8RSNM40bNyYyMhIjIyPc3Ny4dOkSI0aMwN/fH0tLS/r27VvYAenfC6yYmBhRaaFLfri5uXHlyhVcXV1Zs2YNISEhdOjQgbNnz9K5c2eRUFUoFOL/lUol9evX586Wbzk0sq5YIhdxcj0rV64kODiY8+fPM2zYMFq3bs2YMWMAJORieno6a9asYc2aNVSvXp1FixZx/PhxzM3NMTMzo2bNmsTExGBjYyN65syePRsrKysyMjJ4/vw5Dg4OpKSk4OnpSUpKiki0/VXiqX79+mzcuBEoHGt0990/+O/DrPYVOTa2IeOalsUh9g7qG7sMvq+iuz0fP34kICBAXEQ/ffpUYpvg6urKpUuXxI5mRkZGmJiY6Hnt3L9/n86dO+uN20WJqKIlWmXKlCElpdCrdN68eZQpUwalUknp0qX5+eefcXd3JzloJ3G/TCPr4s967eqLKyV165yRI0f+r6nKP0dm6bro6TzVVC7lsarXU/IeQx5GJeFTREVRjyn4ckWT7ji/BEXJLY1Go0camjoZrg4qSv7k5+dTrVq1EruiZlzfK1H1JF7aIR7jt99+y3fffScx89ZqtTRp0qREdVdJZJ02LZbXr/8gb3TlZIIg6CWXiiInJ0fS0bGkNaRSqfwiFZshFdOf9Xn9VEwour4vbv5dHMbGxhJFoEajEdVRRfczbtw40tPT0Wg0eHl5UadOHdFHTQdbW1ueP3/+f8JH8G9JPOnw/t5l0m7sJ/n3n/Qe/ux7x7HITaRJkyZ069aNN2/ekJCQQGJiIr/88gunTp0iPDwca2trNmzYIPoyGWoZnZmZyc2bN0WmOSIigtq1a4uvm5qa0r9/fywaD8Cs2zwemVYTO3wVR9myZSUPRlZWFnnRrzCKfsSxbauRy+UMGjSIrKwsYmNjWbBgAevXryc6OpqIiAi8vLyoX78+iYmJJXZj0EGhUHxysIuOjub48ePUr1+f69evi9tPnTrFTz/9JBIi27Ztw8XFBXtPfcINYNqCHzl58iT9+vVjwIABzJ49G3MPP66EZ4sDuLm5OaGhoSwKqEOZN4dxCAskZvcUMm/so3nz5piamuLo6Ejjxo1F6XBRvHr1inbt2nH37l1Ji8ii6N+/P8+ePRNbgpfk9VQUgYGBdO7cmapVq3Js9yaD72lYtTyZmZmkpqZSUFBAgwYNWLp0KfHx8SxfvhwPDw/mz5/PmzdvsLa2pn79+ribqmlUSkUND1t8fX2ZOXMmBw8eZOXKlfTt25fdu3ezZcsW8dquWrWK1NRUbGxs2LBhg2jiff3EXtJvS1UNrUsJVHGTkioeHh6EhobSu3dvypcvT1RUFBMmTECpVIpqA61WS4UKFTh//jxyuZyLFy+KkwwzMzPmzJlDRkYGLVq0YPTo0SQkJJCbm4tSqaRmzZrY2dnh5OSEubm5yNSnpKSQ+vYR/+rfmoAWdVAqlTx9+pSRI0eyceNGhg4dSnx8vLiAa9myJcbGxpQtWxalUkm5cuXw9PTk9evXfP/996KPV1paGq1ateLt27e8f/+eevXq0b17d3x9fdFqtRw8eJC0tDTi4+NFY8MKFSrw7t07bG1tyc7O/su1zDKZjJCQEMw9/LCs0hIzj3+Ip/9m/Pz9jBLjTPqtw9w4uY9JkyYxZcoUNm7cSHJyMrm5uURFRTFmzBju37+Ps7Mz79+/Z/78+VhYWJSootu9u9BXQ9e18scffxRf03XVcu84jicubTFtPqbEOAOIzSmgMEOYH/OaW7+tY/GUkYwfP55u3brx8uVLtFoto0aN4ocffiAiIgKtVkuVKlXw9vZm3759Bj00ikPXJMEQIiMjSUlJoVKlSmJjDChUZI0aNYolS5YQGBjI8+fPKVWqVIkt70dO+RfBwcFMmTKF4cOHExQUhFnpStxPVohxRueLFB8fj0vsLfo7RpP8b0NP1YuzlCpVinLlyrFr1y7Wrl2rNxG9cuUK1apVQ6PR8PHjRzw99Sfunp6efPXVHyq3gQMHsnfv3hIzvFAYa3v37k2jRo1o1qwZ184YVqoVJEeJmfn27dszbtw4Hj16RHR0NMHBwWg0Gs6dO4cgCAwaNIjKrhaUIZ4aHraoVCoOHDjA2LFjefToETt37mTUqFEMHTqUkydP4u/vz7lz5wgODkahUDBhwgTatWuHmZkZd84e1Lu3G1hnUKYYd69UKtm/fz9Hjx4lICCA69ev88MPP5Cfn8/q1avFtuhGRkZcvnyZUqVK8fr1a1GtnZeXx6pVqyhXrhzTp0+nSZMmPH78mIKCArKzs0WCTOe96ejoiKmpKYGBgQC0rO6NU3Y4lvlJZGRkMGjQINq0acOvv/7KgQMHxMTT+vXr2bp1q5ic05XPHTx4kAEDBjBs2DCioqKwtLTEx6fw3lm9ejXlypVj5MiRtGvXjkuXLhEUFERCQoJ4zdu3b8+8efMwMjISlQFf8nyUhKFDh+LgW5sK7QZh71PrL+/nH/zfRw0PW6a3q4SfNpxOlexRvrksed0m+g45H1+QmJjI5MmTqV+/PgUFBeTk5Eg8LZ8/fy6qUJcsWYKJiYlEleru7o6Liwu7du1CoVCUaMdR3IcnxaPQ2kEmkzFmzBguXLhAp06dsLGxEZs/aLVa1HFhlFelkBv1UrIALz4+6hbzW7du1RuHDa3DDEGhUIjHBNJudoag0WjIzc0VCbQv8TCCTxthf67cSnfef4Z4+jPlhrrz1XVi1qF69eq4WhgmTJQ5yWIpGhRW/8yebTjJDUBSuJ6qR9edVbe+EARBVG1+KhaWRNblRIaiUCjENYCXl5fkvv2cWbjOY6qkpFJJ/sGGSKXiKqY/q1QrriKEv6bwK4lwK3rMgiBw+PBhoJDwioiIkPgq6mDtVY37SQrSVXZ6r/3d8LclnmJjYyU3Q2rwbvxzb5N4ehUxu6eQcHEb1atX5+zZs5ibm0skzd7e3rRs2ZLk5GRu3bpF5cqV+eWXX0pUx1hYWPDgwQMGDhwotuUcP2+FOBA9fPiQWm16ovWVmswV7TKjw+HDh4mJicHBwQFPT0+xQ8+9e/eQyWRMmjSJESNG0KVLF/r27cukSZN49OgRQ4YMEQfMe/fucf/+fQICDJvGFkXxjg5FsX37dnJzc0XpqQ6rVq1i8uTJREVFSTK5jiaGB8Ob50/w6tUrRo8ejbu7O4qaPbDvuwxtvYG4Dl6FV48p+Pj48OTJEwIDAxnQrhEpD35HHReGWq3m0qVLbNmyhREjRuDr68vvv/9Onz59xJp1KMxYVqhQgRMnThhsMQ2FD/a6deuYNm0aeXl51K9fn1evXn2yW4a5uTnnzp3j6dOnKNMi6VtdKncf29SLo1tWcvjwYZRKJaNHj2bixIncunWL6tWrM3PmTDQaDWXKlMHW1halUomtra3ENBxg+vTpdO/enZ49exIdHU3NmjXx9vZm8eLFBAQEiLLS3Nxc+vfvz61bt8QSBPmTk8TumcrQigqa5N7m4a75IknasGFDZs+eLZru9e3bl4KCAtRqNUePHuXKlSs0a9aMai264uH/FdtPXMLIyIj169fTtWtXRo4cSYUKFUhMTOTgwYMsWLCAvn37olAoxPa2arUaZ2dnWrVqRWSOkjUnQpizeptYuy0IAp06dRJ9boyNjdm/fz9OTk5Mnz6dVatWiVkQQRDo168fX331Ffb29iQmJnL27FnRg0PXPSgxMZHOnTszatQosTR2+/btjB07VjS/t7GxYcCAASgUCvr168f333+PVqvFysqKvLy8/5GJ3uZbsTj0+wF1nf4svpP3yVbl/+A/Gzdv/tHtJzV4N+mHvyP193Vio4kJEybQr18/MjIyxOcYCuPG2LFjefr0KUlJSbx8+ZITJ06gUChKnAQdOXKERYsWYW5uTkFBAUGP34lxZurUqSzetI+M0g0knzEUZ1JTU1myZAlyuZy6devi7u6OiYmJWObUqFEj9u7dy5QpUxgyZAiNGjUiPDycb7/9lqSkJF69ekVSUhJv3ryhSZMmBj2aiuJTfoK3b9/m3bt3pKenSxbpJ0+eZMeOHcybN48bN26IMcjD1nC28PLJA1y8eJEGDRrQtWtXdtxPwrH/j+TV6IPr4FWU7jQeCwsLwsPD8fLyQqvVkv3xBeqwkEI/xrg4unbtytmzZ1GpVNjY2NC+fXtJouPBgwc0adKEW7duiV1uDWHo0KFiZyljY2PatGnDqVOnSny/tbU1586dIyQkBI1Gw42T+1A/PSt5z9imXjy9cgoXFxecnJzYuXMnBQUFBAQE4OnpiVwuFztJmZubU7FiRb04U61aNdatW4e3tzePHj1i9erV9OjRgzZt2tC6dWu8vb3F7PTmzZvZtWuX+NsW3DtMzO4ptLWOo6vpa+IvbMXPzw8nJycqV67MiBEjOHnyJAUFBTRu3Jjs7Gw0Gg3v3r1j+PDhWFhY0LrPSFwbdGXhhj14eXnx7NkzmjVrxsCBA2nZsiXR0dHMnj1bJHAcHBxEtXV+fj5NmzalWrVqKJy8Gbl4K3sCr0nmJra2ttjZ2ZGbm4uFhQU9e/akc+fOLF26lK+//hobGxtWrlzJ4sWL2bRpEy4uLnTo0AEPDw++/vprHj58yLBhw1iyZAkWFhYUFBTQqFEjDhw4QEFBAR4eHsyYMYMLFy4QEBDA77//Tv/+/Tly5AgajYbvv/+eo0ePUrlyZYKCgsjIyPgfEU/LzoZi3n0+2dUCeOnR+Z848w/o1asXFSpUYEoLL9ye7aOh7A11U4PRPjzG77//jkajwdvbG0dHR5RKpZikKK6ecHR0ZOXKlahUKhQKhdj119ramh9//JFvv/1WLBmWyWQScsVQiZZV/a8wcvVBJpNx/vx5EhMTSUpKonbt2kRFRVFQUIAgCPTq1Ytnz559EQlUEopWYHxuH4IgfBHBZRAZhpP3RVU5hoywi5MIhsqt/kpXteLQkTAlQef/q0O/fv2AwnOOj4/Hw1xrkOQpY4nYEVClUpGZmVnidwwdOtSgUkgulyOXyyXrtMTERLEpyaeQGryb2D1T9cg6nXJJEARevHghIeDUarU41hq5+uBQp6OECNSVBxpCSfeAkasPJhX89QjFv6rA05WjFicODdkR6O6Pot/1qVhS9D4o/uzo5mtZWVkkJibqqRhtmg4mtupAPrq3oOfmW3//OCP8TZGVlSWMHj1aUCgUgoWFhQAIDRs2FADJP2tra2Hs2LFCtWrVxG1xcXHC48ePBZVKJTRv3lzIz88XBEEQnJycPvu98fHxglPrkYLnrNPiP6fWIwXLqq0k23T/nOt1FlxcXIQqVaoI9+7dE1QqlaBSqYS7d+8KgiAItWvXFgIDA/W+Z/z48YKfn5/g4uIiVK1aVbhx44agUqkEZ2dnwdjYWPD09BQSExM/e7xjx44VPnz4YPA1rVYrLFmyRJDL5cLp06cFQRAEtVotmJubC4Agk8mEuXPnCnfv3hVGjBghdOnSRRiy+rjk/KoMmCNe11atWgkPPiQbvA5OFesKHz9+FLp06SKkpaUJjo6OgkKhEIyNjYWBAwcKgiAIYWFhgqenpyAIghAaGip069ZNmDt3rpCWlib+Nq1btxa0Wu0nz/no0aPCrFmzBEEQhMDAQGHRokUG37dlyxbBzs5OKFWqlGBpaSlMmDBBMDY2FoxcfYR9IWHCgw/JkveXLVtWePr0qfj3tGnThNatWwvz5s0Tfxt7e3vB399f6Natm3DixIlPHmdycrLQqlUrwc7OTqhYsaIACEePHhWvp0wmE+9tmUwmnD17VvL5nJwc4cCBA0L//v0FHx8fwdHRUTAzMxMAQaVSCU5OToK7u7vw3eF7kt+i9ohFglwuFwDB3t5emD9/vlC5cmWhcePGgp2dnTBy5Ejh119/FczMzAQvLy/BxMREUCqVgnfPKZL92LccLnh5eQnOzs5Ct27dhOjoaOHDhw/ChQsXBBcXF2HVqlXCli1bBI1GI9SvX19o3bq1MHz4cGHdunWCIAjCyJEjhebNmwuOjo5C586dhfDwcMHJyUmwtLQUrK2thdTUVMHU1FSYP3++MG/ePPG8N2zYIDg4OAgNGzYUHBwchMaNGwvp6emCvb29UKtWLWHhwoWCk5OT5Lf6MyjpHi5+P/yD/w4sXLhQcHNzE8dFCwsLQSaT6cWadevWCSNGjBD/DgwMFFJTUwUrKyuhbdu2wrFjxwRBEITKlSsL169f/+R3arVawauH9HmzazFMsK7exuC96Vino+Ds7Cw4OTkJFy9eFDw9PQW5XC6MHTtWEARBWL16tdCpUye977l48aLg6+srlCtXTrCxsRHCwsIEFxcXQalUCq6uroKFhYVw8eLFz16jM2fOCBs2bCjx9evXrwvm5uZCixYtxG26mGxkZCSUK1dOiIqKEhYsWCC0bNlS6L5gt+T8hqw+Jl5zGxsb4cbLKIPXoVGX/sKCBQuEVatWCSdPnhRatGghWFhYCBYWFoKNjY2g0WgEQRAER0dHIS8vT0hLSxOmT58u9OnTR3j//r3g7u4uxMTECNOmTRMePnz4yXOOjo4WWrduLeTn5wtpaWlCu3btDMamR48eCd7e3kLp0qUFExMToUqVKuK5/2vVVuHI/Y+SseWbb74RBg0aJP794sULwdHRUTh//rxgYmIiODs7C7a2tkLlypWF4cOHC0OHDv3kcWo0GmH27NmCjY2NULp0aQEQhg0bJsYK3W+gu74BAQF6n7927ZowadIkoVatWoKTk5NgZ2cnAIJCoRDs7e0FGxsbYeQG6W8RsHifoFQqxXi0evVqwcHBQRgyZIhgZ2cnNG3aVLh+/bpgb28veHh4CFZWVoKJiYng2GqEZD9uHb4WLCwsBHd3d6FKlSrCnTt3hA8fPgjZ2dmCnZ2dcOzYMaFXr17ifMbFxUX46aefhN69ewvZ2dnC06dPhdKlSwvW1taCo6OjIAiC4OrqKvj4+AgWFhbC7du3BXd3d6F169ZC27ZtJdfdzs5OGDNmjFCqVCnB2tpaEARBKFOmjDBp0iShQ4cOQrly5YQhQ4Z88vqXhH/izD8whLy8PKF9+/ZCTk6O4OjoKAQGBgpff/21sGjRIkGpVArVq1cXnj17JgQHBwvGxsZ6cUihUAgKhUJ4+/atYGxsLNja2gqAYGxsLFhZWQl2dnbCjz/+KM4rlUqlYNtsiDSe9Jxr8N4092sufs7ExESoXLmysGjRIsHY2FhwcXER55TGxsaCg4OD3rF97p9cLhf/6bapVCqD7y1pe/F/RkZGBq+T7p9N08GSc7RpOviPz7r6GLwOJqUq/Olz+9Tx6c69+PnduHFDsLGx+Uv7tbS0lJyHuV9zwcjVR9x38e8r/jcgmJubC0ZGRuIxKhQKoXLlygIgiR+687C0tBQGDRr0v3ZtdPFDt/+qVavq/V4enScYvI90n1UoFH/6d/8rx1j8e0r6XkP/dLHX0G8Ahc9uly5dBEtLS0GhUAg+Pj7ib2Bvby/Uq1dPcHR0NDgvLeke/jvHmb+t4snMzIxNmzZhY2MjMon379+XvEfXocfc3BznSvVwbdiNb1duISgoiJkzZ2JnZ4e5ubnIOOrqfz+FyBwlprW6SraZ1uqKb8VKBt+f+vE1sbGxfPz4Uax7tbS0ZN++fezevZuPHz+Kred1OHPmDGq1GqVSSWxsYd1rfn4+Xbp0wcG3NrY127LhtzOfbAmtg7e3d4kG4zKZjNmzZ7N3717kjl4cfRDJtyu3kJeXR6VKlZDJZCxdupR9+/Yxffp0Tpw4wc5JXTk2tiGrAqqxd1A1Wjr8wZRfvHiRsTPmGfyu5l17M3jwYOzs7ESPJHt7exo2bMjZs2fRarV4e3uTlZUlloQdPXqU2rVr07RpU4yNjXn58iU+Pj6flSx2796d2NhYbt68Sbt27bhy5Yqka0BoaCgVKlRg9erV3Lp1i0ePHuHv78/WrVvJy8ujIPYN3vJEPfPdjIwMsT42NzeXbdu28csvv7B582aOHj1KbGwsERERDBgwQOzQ5OLiQqtWrdi4cSOZmZnk5+dTo0YN0V/swoULHD58mIgsOZZVWjJ7xR8mvObm5syZMwcTExMEQWD8+PH07duXQ4cOkZWVhYmJCb169WLv3r28evWKN2/e4OTkJGYikpOTadCpr56JbYJDdep16E2NGjWwtrZm/fr1hIWF0aNHDxISEtiyZQt9+/alefPmPHjwgFKlSlG2dnPU5VtI9mNRpzuNuw7g0aNHHDt2DFdXVzw8PGjVqpV4fYcOHUrdunVFFViHDh3Elq/z588XO15Vr16dr7/+mpYtW4oKvK+//pr/j723Do/qXrv+PzMTd3cSYiTBnQAhuAR3dyvuLcWteHFocSmW4O4SLLhbCCFAhJBA3GVmfn/M2ZtMZgL0nPd9f6fPw7quXiV7tstX1n3fa1laWpKSkqKmFzZixAhWrlzJvXv3qFGjBnfv3uX9+/c4OTnh6OjIvXv3RMeSfwclCe1+y/b4B/5nYsaMGXTt2lXsG7KystSiV4I4/saNG3n37h0+dZpTuf1Q8kwc6dixIzo6OjRp0kTUHPP29lYTfdSGRzGpyMuof2+mNTtiYKRdjDIzPoqEhASSk5MZOnQo79+/RyqVkpOTw5o1a7h06ZJaNhaosoYXLFhAUFAQMTExpKamMmfOHM6cOYNRqbLY1mzNkF/n07ixpl10cXytnwFVhtWDBw9o1Xckhx7Ecv7Ba54/f061atXQ0dHh3bt39O3bl7p163L+/HkOzewr9jMHhtaiX2ULsd1PTU2l+9AxWo/Te/gE1q1bx+nTpwkKCuLNmzc4OTnRuXNndHV1RY0pLy8vDh48iJmZGUuWLGH27NlMmDCB5ORkTE1NefTokYZbYHE4OjoyaNAg5s+fj5mZGZUrV+batWvi77m5uXTo0IEmTZowf/583r9/z4QJE/jw4QOPHz8G4N39UDpWdVHra65du6aWzdyrVy/mzJnD+vXradeuHR8/fuTz588sW7aM5ORk9u/fj62tLVWrVmXatGliyWPXrl3Zvn07UqmUBQsW8PbtW/JMHDEu1xCsS4tixHp6eowZM0Z00Tt58iStWrVi1apVxMXFIZVKCQgIYMWKFdy7d4+EhASqV6+Ovr4+Ojo6pKam4lDOn3PF5CTvZJhTtWlHatWqha2tLXv27BEz7t68eUNoaCh169alXbt23Llzh3bt2mHhWRmj6u3V9qNbsSW+AUEcPnyYJ0+eUKNGDVxdXTE0NGTt2rX06NGD5cuXM3fuXNauXcvgwYOJiIgQy0TLly9PYWEhHh4eSKVSjh8/jp6eHmlpaeTn51NQUEBycjJ9+vShQYMG4nH9/Px4+PAhISEh5OXloVAomD17NgMGDODJkyc8ffqUwsJCrVbs34Mf/cwPaIPgbJyYmChKUHz8+JEXL15QtmxZ3r59y5IlS4jJlqHvU09r+Zenpyfz5s2jsLCQlJQUdHR0UCgUYobkvHnzxHGljr0XZv6d1bY38tYuZ6FIU+kPmpiYYGpqir29PbNnzyYvL0801UhKSiI/P1+tlAu0lxrpOZbBvFJT8RqqVaumNieDkt3lvqXXI2RwYV1ao/RJKOkC9VI5o+vr1ErlSirFE8rB/91vvyiEcUXxTC2FQsHAgQNLzDYW7lFR97yic8KiGo7FM7IKCgo0soCUWsr7srKyMDc3F89RJpNRUFCARCLRcOEsKCjAxcWFnTt3frU0sSRoMwMqLCzE0tISiUSCmZkZUWkKjUw8SbnmWo/j5eUlGmMVx/eIrv8dna2aNWtqHKe485zaORfbt/JfmczF3wHh/SosLBSrkxQKhXjvs7Oz6d+/P0qlEn9/f6ytrTEwMBCzqaytrUt8h/+b+5n/WuJJgI+Pj1rZgqDxULduXbp168ZPP/3ElnufeeXWFr3Awez+5MTis694+PAhGRkZhIeHi9va2dmpObSBSvx4xIgRLFq0iC1btrBi826t5xH+/BmV9NTTNm0/PaRTg2pi5yGQH40aNaJFixYYGhqSkZHByJEjadWqFQMHDmT27NnMmTOHwYMH8+LFC0qXLo2JiQljx46lYp8ZZNYZjn79oYw8+k5Ml0tJSeH8+fMa5yRMRFavXi1qHQnaEWfOnBEbmvcWlRl+OIoJ+x8TkuJKs5//4MWLFygUCgoKCvj48SO//vqrSl/ExYUWNXwZHlSNLo1qEBwcLB7PysqKl3euaL0/k4b2JSwsjC5duvDs2TMsLVUDbWNjY7y9vVm3bh2gGswLgrgSiYQ2bdoQFBSEhYUFHTp0+OZkQMDy5cuZNm0a2dnZDBgwgG3btpGfn0/37t2pV68ekydP5sWLF3h7e2NjY0NBQYEoKK1UKsXSNQGvXr1SE6seNmyYSKLUrVuX1q1bA6qGYsiQIUybNo3169eLhI5gj+3o6MjTp0/x9/fnzBmVWPHtXAdsei7GqtV4cgNH49xqJFFRUWRkZDB58mRMTExYv349+fn5rFy5kpSUFHr16kWPHj04cOCA2AitXLmSoUOHsnPnTmJiYigoKKDroFFa7497xVp8+PCBvLw8bG1tadSoEe3btxfTmnNycsjPz8fb25s+ffrQrHMfrft5l5zDnj17ePz4sdhoKv9lcZ6enk65cuVwcHCgsLCQSZMm0bFjR3FbJycnDAwMkMlkrFixglOnTrF//37y8vJISEhgz549/PTTT1oF8Xr16kW3bt04f/48tWrVomnTprRs2ZJHjx5x8uRJ0tLS8Pf359y5c9/1vqjdmxLsjb/X9vgH/uehcePG4kBCqVRiZGSEvr4+DRo0wNnZmdDQUBWJ6t6Q3MDRpPi2ZdypOCKM/EhLS2PHjh3i91G1alWN9gVUROz06dPZtm0bK7doF6vOzc5CFqFuo1xBFk/nhtWxtLSkXLlyIgHk6elJo0aN8Pb25vnz59y5c4dWrVrRtWtX5syZQ9u2bZk2bRohISGYmZnh4eHBgQMHOPVBD8tuC0jza8ehTE+xn5HL5Rw5ckRjgJWXl8e7d++4cOEC48aNE/u58ePHs2zZMvHvQ2/krA7XZ8L+xwzZH8HQdSd58OAB2dnZFBYW8u7dO7Zt20a9evXw9PQU+5nWtcvTt29f8XhGRkZkxb/Ven9qlVW5qwnaHzk5OSiVSuLj45k6dSo//fQTAEFBQaLjLajGETt27EBfX59GjRppWGGXhG7duhEZGcm9e/cYO3Ysq1atAlQaQ05OTlhbWxMfH0+3bt2QSCQYGxvTvHlzcXttYuuxsbGiw9CNGzdITEzE2dmZmzdviqXvUqmUZs2asXXrVjp06EBCQgJz587lzZs3BAYGYmtry5EjRxgxYgSjRo1CqVSy/ma86N50UVYVy4YD2LdvH7m5uSxduhRbW1tWrVqFnp4eCxYswNPTk6lTp9KqVStRZxLg3r17ODk5sXjxYp48eUJBQQG/rd6k9f40bt+D1NRU8vPz0dXVxcbGhuHDh4t6HADx8fG0bt2aN2/eMGf5n1r3o2vlxOHDh7l48aKa7kVKSgqOjo5069aNzZs307JlS8zMzFi5cqXaYL99+/bExcWRnJxMu3btiI+PJyEhgfz8fAICArC3t+f69et07qw+AXd1deXFixckJydjZ2fHmjVrqFSpEjdv3iQ+Pp6YmBh27twpBlP+Dn70Mz9QErp06cKBAwdo2rQp27dvJzs7W3zXpVIpFz+bMO1KKpYtx2k4scnlclGuQS6X4+3tjampKUZGRqJ2GnzRjylJU08Rq942WcbfJT8+AgsLCzIyMvj06RO3b98W51yCIYa9vT1KpVJNKBo0iQ2hhM0iaKyqlK2Jas5jZGSkVSPneyGTybBo0F+jPA6+lDcJJXpVq1YFvhAzL6+rlz9/zbUO0CBfih7jP4VcLufVq1cl6j0J5FlRAi4pKQmJRKKme6UNxbcTSsEqVqyoQZIULXvMz88X3UCLQldXFwcHB16+fIl5YF+1e2/ZcMA3r1Vwrive7wqGXqDScFKa2mnd3tjBndevX6uRV+Hh4eJ5Fr+m79H2Kum+a4OgK1wcwnG/pnkloLj8glQqpaCgABMTE+RyObdu3aJ06dIAarJADg4OlC6tIleV/9LZKleuHOXKlUNPT6/Ed/i/uZ+RKP/O3f//AZMnT2b58uUUFhZibGyMo6MjTZo0oXv37nTo0IGz917RZdMdje1SQqaS8e4ppUqVEiOEnTt3pkqVKkybNk1cLzs7G3t7e7EGtnG3QUS6d9DYX/yOCZgXppCmY8n6PYep7OGIn50hfn5+uLm5ERYWhrm5OZ07d8bAwID9+/eTm5tLZmYmL1++xN3dnffv39OxY0caN27MzZs3uXHjBhKJBHt7e/ZdvEPvvx5rHLeF9CnHt6/BwMCAY8eOkZmZSXp6Ounp6YSEhHDo0CGx82nTpg3Jycns2KFi9PX09KjTpidRXp009hu/Y4LIjvv7+9OuXTs8PDzIzs7mwYMHREREYGNjQ6VKldi9ezfBwcH4+vqSm5tL7eGLSXH4Ir5uFneL/dN607BhQ5o3b06lSpW4cOECt2/fplu3bgwbNoxmzZrx4cMHxo8fT1pammgHCapJQsuWLTly5AiOjo5YWloyZ84cjYhKcZw9e5aTJ0+yfPlyypcvz6dPnwgKCmLr1q1qDVxmZib9+vUjJSWF2NhYNm3ahI+Pj5qD24wZM3j9+jXBwcEkJyfj6enJli1bGDlyJDExMRqdzeHDh0lJSWHgwIFqy0eMGMGGDRtE4fcBk+ZwQVpF49yzDs/m54Fd6Ny5Mw0bNuT9+/d06KB67+bMmYOBgQEWFhYcPnyYNWvWUFBQgIGBAWFhYbx8+ZLHjx+zZ88eXiXloROkKRqoe3kl5/ZuZMaMGezevRuZTMYvv/xCz549sbOz49ChQ4wbN47du3fTqVMneo+dznWj2hr72TugKulvn3Dp0iWePHmChYWF6BR08OBBUlJS8Pf3548//tDqBjlq1CiRdNTR0cHBwUFDa23kyJGsXbtWY9uDBw/yyy+/EBcXh76+vlizLkAmk/3bGhxNJq0lUtdd/Ht4fQ8mt/D7yhY/8D8Z6enpIlmuUCiYNGkS4eHh1KhRg507d7Jq1SqexKWzPkrTSTF+xwSMcz9x6dIlKleuTGhoKGPGjNEgHSpWrCjqcDiWr41e62la96X8/BaJjTsd+w/nl2H9qOJqSffu3Xn48CEfPnxAqVTi4OAgip1HR0eTn5/PsmXLGDFiBJmZmYwcORKpVIpEImHv3r3k5uZiaGjIkq37+V2zm2FcuULWzZlEQkIC58+fRyaTkZ6eTkZGBq9evWLGjBnk5+djYmLCsGHDyM7OZuPGjRQWFqKrq4uXf1Oy647Q2O+n3b+QHfMCUOn3jBgxAl9fX6RSKa9eveLBgwfIZDL8/f05cuQIY8aMEXUs2s7YypPCLyK08qen2DGhE2vWrOH27dvExMTg5OSEvr4+Pj4+nD9/Hjs7O+7evYtMJqN27dpqrq+HDx9m0aJFtGrVipiYGDEjrEKFCl99N5KSkujatSsnT56kb9++3Lp1CwsLC44ePYq7u7vauu3ataNjx46ig6CTk5OaO21ycjLly5cXSZ4yZcowa9YsxowZw/nz58WJkoD8/Hx69OjBwYPqYuV37twhMDBQFIAt36AN6bWGapx79pE5BPi5sGvXLkqXLk1sbCzHjh1j9OjRPH78mCdPnhAQEMC5c+fYvHkzd+7cwdLSkj179mBpacm9e/c4e/Ysx8OeYtB2hsb+sw7PZsuSGejr69O2bVvy8/Px9fXl9u3bRERE4OrqipubG7169WLz5s0cDL3PxLMfNfZz8Cd/SHrHxYsXCQsLQ6FQ4Ofnx9WrV6lUqRIbN26kWbNm9O3bV3w/iiIxMVFNsLhFixZi4EeAh4dHiTpldnZ2ZGZm4unpybNnzzR+3759O/369dOy5dex4ORzNl5/J/79o5/5AVB91+3bt2fRokV06NCBZs2aERsbi1wuJzZHh3T/nzS2KTpmF2Bra4uJiQkpKSniJPbVq1dYWFigq6tLQUGBKru11xKN/SXsnIRCoUDXyhkbfQV5H17x8eNHxowZw5o1awDV5FhwSF66dCnjx48XM22/Bj3HMjj2W/7Na5BKpd81af+efX/eM5ms6Odqy4R78DVY1O+nlh2TdnM/qVd2lLitvr7+f0ScFYU2baDvxdecZv/d4+no6KCvry+OrYV1hXvxvc/1e1DUHEsmk6lIHOvSWvff2ewtK6aP/e535f/UeRa/X4ILndDvVq9eXQwyFj83AwMDDAwMStSmMjY2Jjs7W1wvJSWF6tWr8+zZM3Jzc8Vjr1ixgoyMDNFwqXTp0ty+fRsDAwNxTlT8Hf5v72f+z1C3/xdRr149li1bBqgYfCsrKxwcHHjw4AF169Zl6fodINO8wTILR6ys4sRMisLCQpydncWX5O7du0ydOpX79++jr69PYWEhnTp14uLFk8gy9NGp2FLcl2CfqeKFPxF+egcDFi8W3YmuXLkiZpKsW7cOqVRKt27daNy4MXl5eXh4eGBoaIiHhweTJ0+mT58+TJ06lSdPnlCpUiUCAwP5kKldjHbX0XNkffiATCajQ4cO6Ovri//p6elhaGhIZmYmLi4uhIeHEx8fL34oeXl5PI6Kx9RLc7+61i4UJkSKQqShoaE8f/6cwMBARo8eLaYxgko4W4CBgQFzOlSh19gpKI1tKEz5wPsPr6h6cDmGhobs27ePkJAQCgsLkcvl7Nu3jxUrVmBlZUVISAj9+/fXiDpGREQwY8YM7ty5w86dO7l+/TrdunWjc+fODB48uEThuObNm7N9+3Y8PDzIz89n6tSpTJyoaRsdFhaGv78/v/32G/369dNqKypE8wH69etHz549GTp0KGfOnNEa4TA2NiYuTpNpTklJwcnJiSpVquDn50fVTr25cPi5xnoL1m5h45RB/Pbbb1SrpnK72b9/PzY2Npw9e5YBAwawbt06fvrpJ0JDQwkODsbIyIjy5csTGxsrsuebNm3iicSAY5FfosRpN/eTfvcSx48f55dffiE4OBg7OztmzZpFrVq1SEhIICsri/Hjx2Nra0vz5s25desW0qpxmBdJyR5e34PaZRyhjKMYxY+MjKR9+/bExsaiq6tLYWEh+vr6WsvecnJyMDExQUdHB7lcjlwup3v37vz++++AatDRvHlzBg8erLEtqCbq+fn5eHl5icLmReHt7f1vC78+2j6bDD1rvKvWZecfyzTKLn/gfxfMzMyQyWTi4MHR0ZFnz55x7949li1bxvjx46nXZyKgSTzpWbvQrFwVkSg3MjISHUkTExOZPn26KDquq6tL+fLlMTaWEfnoBPqVW4v7ybp7+MugKD6C28GrqbJgHKAiLIQIs5mZGQcOHKBy5coMGzYMGxsbcnNzGTVqFGPGjKFcuXJ4e3tz4MABnjx5QkhICBUqVKBu3bpgYgt8iXAKmL5oFVmRkUgkErp06YKpqanYxxgYGODg4EB0dDTW1tZERUXx4cMHcdBYUFBATEou2grD9W1LkR8fIRopPHr0iOfPn+Pv709QUBDTp08XSwqKOuIB7P21G3Z+NdG1diEn4R2FCZE0P7sRmUyGqakpZcuWJTExEalUyqdPn7h+/TojRoxgyJAhnDt3jtzcXBQKhdg3C452YWFhnDhxgoSEBKZOnYqZmdlXAx3W1taMHDmSChUqkJSURLly5dRK7gQIIsCLFy/G2dmZoKAgjah0cHAw5cqpXDSPHDmCQqHgzz//pF+/fhqkE6gmF9omPx8+fMDU1BRfX18qV66MV5OerLiVrLHeup0HOLdhHk5OTigUCvT09OjcuTNbt27Fzc0NV1dXXr16Rdu2bTEyMqJly5akpKTQokULFAoFnz9/BqBOnTo0ruHIX3e/WDin3dxP6qt7bNu2jU2bNomuW8HBwSxevJjVq1cjlUrx9PRk5syZDBs2jBMnTpDl1URtkDygljPVSltDaWuxL8zLy6NFixZkZWWxY8cOjIyMuHv3LkuXLlV7poCYuS2VSjE2NiYjI4OmTZuqEU8NGzakYcOGWp6uChKJhKpVq3Ljxg2N36RSKd27dy9x269B5/lJ4ndsQd+mFFdO7P/Rz/wAoPquHR0dMTMzE7O3g4ODsbKyokKbjoREa26ja+WsMWmWyWQsX76cDh06YGNjQ8+ePfHx8QFU7bKzszOJH1+TduuA2tiOl+fJjVNVg+THR9C6WzfqDezCr7/+yokTJ0TTIsENXDBC+l6i42sZJ0Wv4e+STgCG9qW1/2BqB3wZJwoZJd9C6pUdZEfcpKx/Q17cUi9X04aSSKfvJdGEtkuhUKg5uglZWsXRtWtXjh07puGA9q1noY1k+hbJVVhYSJkyZYiKilJbV7gX33quJZF17u7uvH2rnsUs3CuhXE4ul8O/HPGK9g8594+w7PxmjX2WdL8lEonorFecUPy75FjReyCRSMjLyxMDevAl66r4fZVIJNja2hIf/6W/LH6+WVlZ2NnZ8enTJ/GdePLkCba2tuLcUl9fn7/++otWrVpRUFCAoaEhpUqV4tq1a2ploKlXdlDFVsrIX+fgYWvyX9/P/NeX2gUGBor/lsvl2NnZoa+vT1hYGBs2bCD0+D6t2+lZO+NYvjafP3+msLCQjh07smvXLkJDQ8XU7SZNmpCQkEBoaChGRkYcOnSIhIQE4k79geG1tXw+voxmPKZLGfX0wL/++gtATOcG1QvasGFD8QWqVasW5ubmSCQSGjRoQE5ODq9fv2bChAmULl2at2/fkp+fT7169fjtt9/wtjfXeh1CGp1CoeDhw4cMGjSIX3/9lZ9++glXV1ecnJwAePbsGe/fvxcHtQIy47XrchQkxYoNn729vfhR5Ofnk5mZWWIDmpmZyeDBg8mLC0cRdYu8D6/EeuCUlBSys7PJycnBwMBAjFrq6uqybt06fv31VypVqqTBAGdmZvL8+XPatGkDQEBAAGfOnEEikRAUFMT169c1zkOIBJ87dw5jY2MePnyoVl5YFKGhobx//x57e3vatm2r9bqioqJo164d0dHRhIWF8fjxY3r16kX16tW1rm9kZKThMhIfH4+RkRFxcXGcOHGCnTt34laCg1P1MqW4e/cu9vb2PHnyhDp16tC+fXvS09PJyclRu+asrCwkEom4b0HjSV9fn3HjxrH31+70sI5lUTs/EnZOIvWKquzn559/pmzZskilUlavXs3Lly8JDw/n48ePmJmZcfHiRY4dO8bbt2/Jysoi49pO4ndMIOP8OjqZRmllzOfNm0daWhrVq1cnICCAq1evcvXqVSZMmEDz5s0ZOXIkhw4dIjk5mR49evDnn39iYWGBo6Mjtra2OJT3x7RCY0zcyvPu3TsKCwtLLK/09PQkOzubgoIC7Oy+pOAK9eWTl2gv2/gWMjMzVToF8REkPzjzX99I/8D/GxTNkjQyMhIn3S1atCAnJwcbfe1toqGtKxFJ+UilUrZu3UpgYCAZGRn4+PiI+jOPHj0iJiaGMmXK8ObNG65fv87HM+uRn17E5+PLKP36ADX149WIiri4OCIiIpDL5Tx8+BD4EhkULOIF8hagfPnyGBoa8uzZM65du4a9vT1z587FwMAAY2NjVqxYQd2K3lqvQehnlEolGzZsYM+ePTRv3pzZs2dTpUoVnJyckEgkpKam8vjxY7FvE5CfpN0xNiv+rUiSOzs7i4O0/Px8srOzvzp47tu3L9kxL7DLekt+fITKyruwkMLCQj5//kxERAT6+vooFAr09fWpUaMGM2fO5P79+yQnJ+Pq6srp019KKx4+fEjZsmVxcHBAR0cHZ2dnduzYQbdu3ejevTsbNmzQqhch6ApJpVIOHjyIq6urmtOPgHv37lG2bFk+fvxIgwYNtJZCnDx5UiyzGz16NO3atSMhIYHlyzWjsyUhOzub3NxcsrOzuX79Ops2bcJEqVkSAuBlZ8qmTZsYM2YMUqmUUqVKsXz5ck6fPk1ubi4JCQniREEY/JuampKWlkZOTo7o4vP8+XOW9w2kyqcLLGjri17oKlEr5ciRI7x79w5XV1fKlClD+fLl2bhxo5hFXlBQwKRJk8jMzCQlJYXUKztI3TeN5JMrML25nlntK2uc9/Hjx8nIyCAtLY2aNWty8eJFjIyMmDBhAq1ataJnz55s2rSJN2/ecOjQIfz8/ChVqhQ5OTnUq1eP6y9jsazaHANnXzZu3Iifnx9du3Yt8Z7q6Ojw+fNnXFxc1J6bnmMZKrQZxIsE7ff3W/jtt9/EMh8/u3/fHe8H/udBKLfz8fHh06dPxMfHq0jOVo20rq9j4aChdWNra0vfvn0xMDDA19eXkJAQEhISMDQ0RCqVEh8fT0FBAamh20Wdo8xDs4g7uU6cq0gkEg4dOkRSUhJ+fn5ERUWJ7aBEIiE6Opq//vpLra0u3rYVnQR7eHhgLtVOzhQvC/rekueiyEl49819C5k7AopqSmlrl/PjI3h8ZGOJxIStre03z+t7STShvyp6PkJZnbb7ERoaSo8ePb5bk0hAcdKkJBR3FXzx4oWYcVMc3ypNLImsE+bJ2o5ZfM5WVJMrfscEEouQTsJ8F0q+38L+iu+nqLbX34VMJlMjDOVyOTo6OmRmZqLr4K2hd6VUKomJiVEbT2gLkqemplKpUiUKzJwxLtcQqa2HGLQU5nhv3rzh9evX1K1bl5ycHF68UGWQFy8DNcxOoFO1Uv+I+cx/PfEkRKKFj8DJyYnExESysrJwcHDAz84Qy4/3NLYzqN6RjNrD+OwSgI2NDcePHyc5OZnMzExu3bpFVFQUkydPFiPQv//+u2gvL5FIyIp+Ttbzy+xa9RvTp0/H3PwLMTR8xmIOPYilXGArsczNz8+P8uXLM3XqVHEfXl5eagSFlZUVixYt4sSJE9y4cYPc3FwWLlxIkyZNOPVEywf94pzYECqVSkxMTBg/fjxdu3Zl6dKl2Nvbs2nTJk7dfsHvB66SZ+KoQdI46uWRfuuA2rKM2wcxzFY1BJaWluzdu5dTp06xevVqSpcuzf79+2nfvj3t2rVj9uzZnDt3TkzpGzhwIJ8+fVL7oIQPvWhDULu2qmzrjz/+AKB+/fpIJBIuXbqElZUVd+/eBb7UvZ45c0YckIPqQx86dCjBwcGEhITQt29fkQXesmWLWAsfHx/Pxo0bmTlzJoGBgZw9e1bjNj569Ijjx49jb2+vRmQKyM7OFuvYe/XqRf369YmPjxf1PLRBEHG8ffs2M2fOpEWLFkyePJnatWtjampKw4YNefv2Lf7eDgwL9FDbtl8NR7FxSE1N5dOnT9SrV4+TJ08ikUgwNzfn2bNnPHifzKEHscTnq3RJBBKmoKAAXV1d3N3d2blzJ7NmzeJp6HHW/zqQgo+vxeMYGBjwKCaV9uMX4F69IS1atKCwsBALCwukUilLlixBJpOJ2QsKhUJFxtw/zeTB3TSu+dSpUxw5coTSpUtTunRp9u3bh7+/vygifubMGcaPH8/nz58ZNWqU+N6kpKSgp6fH0HUnWRNugFWr8Vj3WMTvFyKpVq2a1g7u8+fP1KhRg+TkZN68eUNAQAC7du3CudVIsb58dlgW40MelviMSkJoaKj474yMjK/a/v7A/x44OjqKbdmHDx9ITk4WU6nnzJnD8e1ryLl/VGM7o1qdSa4+iMAxyxkyZAh5eXnk5OSwaNEiEhMT2bp1K46OjshkMk6cOKEWMbVSppP1/DJXD+1g1KhRahppVatWJVPfhvr9fyZd1wojIyNMTEzYsWMHXbp0EUVJhUzNPn36kJmZiaWlJfXr1yc8PByJREJKSgq3bt3CxcUFO1k2pYzU33crZZragLtly5ZUqVKFRYsW0bt3bzIyMhg3bhznH7xmyb5QqjbrxKNHj9Taew9zqVZbZzuZanAkk8nYsWMHJ0+eJCQkhMaNG3P//n369etHUFAQY8aMISQkRCzDPXToEKdOnQLQKM0t+r0K1s5dunRBX19fzE4ZMWIEzZo1Y+/eveK6UVFR5Ofn066dunlIQEAAp0+f1gh0PHnyBC8vLzZu3Mj9+/e5e/cu8+bNY/jw4WIWdlFcvnyZ58+f4+npKQZRikMIaGzcuBEzMzO2bt3KxYsXta5bFG/fvmXt2rV06NCBnj17kpiYiIuLC+7u7rx48YJB7Rtr9DNBbjKxn7ly5QrLli1j27ZtYmaZQDCdOHGCh9EpnI1Iwda3BpaWluTl5ZGVlYWZmRlGRkbMmDGDbdu2YZidwO7fxvDx+S21Yzk4ONBj1BT6z/mTHqOm8PnzZ8zNzTExMSEwMJBffvmFU6dOiSU6me+fkfH0Ii1raZq2pKSkMGbMGBITE/H09GT37t3UqlWLq1evcv/+fUJCQlizZg1WVlYsX76cUaNGkZGRIfZjLSb/yQObxpg1G419n9/55FyX169fi5kgxTFw4EDi4+OJiIhAT0+P0NBQypYti3XjQTj2W06qXzs6/Bn2ty2qhSAeqCZ+t27d+sYWP/C/CY0bN+bChQv06tWLkydPkpSUREpKCp4WMtJvH9RY36JeLw09IyEzxdLSkrCwMD58+IChoaEoEC2VSkW9NYEAzYl9iUKhUNPslNi48/vBa+SbfpnYSyQSUS9KCMIAWrP/hElws2bN0NPT48PTMAoTXqutkxsXrkHsFA88GBgYfFO4WshmKYri2Sw6Ojrk5uaKZIHQr5cqVapEjaavZQN9T6bX3yGGhOA8qGdAaSNTPn/+zJo1a/5tbSmpVKpBaBU9128ROEVR8PE1WXcPqy37nkwi0ejCsQw21Vti7lHp6/e7mFi6RCKha9eufPjwQXw/TNzKl7h9Sfv5dyFmZKEKoIHqHRN0zIprjQkoeo3FExVA9V59dqkr7sO+z+8Y11GVkjs4OFBQUED37t05d+4cQUFBpKSkiHpT/v7+avsqWmr+347/+lI7UDVGApNqa2tLREQEZcuW5eXLl9SuXZvFi2dTpnYzFA5+FPg0VdtWXqYR0ieXsdaJJisrS3STK4r09HR27drF9u3bGTBgAEZGRiQnq9LWhYGq0PBY1O/H1hhriHmMeZff4OZ+Xl/Zwe7du+ncuTMrV65k1KhRrF69mnrt++DTvA/nDu5ixIgRLFy4UCxJ8vHxwdraGjMzM1JlFmy68V7juj/e0yRRQPUyP3v2DM+ajdnyWo8rkf/Kamo4TtUgF4nGvn//nrLGd9g5fDnvPmfx/tldJizaho6ODjKZjN9//52WLVsyZswY2rVrR6tWrWjVqpV47Y8ePeLGjRts2bKF9PR0DAwMsLS0xNbWFj09PSIjI7G1taVMmTJcu3ZNvE/OFetik6yj1pEtWbKE0aNH06BBA7Zv306NGjW4evUqtra2omB1cVhZWbFmzRqePn1Kr169ePHiBVZWVoSFhYkDyXr16nH06FG8vLxYt26dGoGVmZkpkjXOzs5aIwoHDhzA29ubZ8+eER4eztOnT8UMg+JITU3l7NmzBAcH8+jRI5RKJS1btmTWrFliSaCVlRXt2rUT//41yI9HJ3ZwJuwhfy6ezZ41syhoo3LJEyZLgqZTTk4OaWlp1Bgyn47rb6oOWqU/Sa8ukp19UXz+Q4YMEevwQaWlZGdnJzaO1tbWSKt2oPPG2yD1o9OGW1g2HEDfUnJ+/vlnxowZQ0ZGBgkJCYwbN45Dhw4REREhNpTPnj2jUaMvkbfPnz/TsWNHypYtS6NGjZg9e7ZaKebmzZvZtGkTgYGBDBw4EIVCwb59+8R038+YsvO+etTjaEQ2Cxtqz0AzMzMTXVTkcjnu7u6UrdcSnWcWausdfqTSSlnRTVNHqyScOHECc3Nz0tPTOXnyZImlnD/wvwvly5cXNWDevHlDVlYWgYGBXL16lcaNG/Py5Uukr16xqEczfttyCIt6vdS2V/g0xsr7Grlx4WKGa3EsWbKENWvWMGnSJORyuTigF77pojpmMdbVVG2AS2Mc+zUm7dYBquvE0qpVKwwNDenSpQu7du2iwMyZWt1GE/rsPdWrV2fPnj14e6sym6pWrcqzZ89EDZtpyzcRo1dD7ZySJeboOZZRG5wJ7UBSUhKhT9+RVd2RmyH/MuowDyTPNwESvkQQw8PDMXz/nv1blxKTmoezmS6NVncl9l+k/owZM5g5cyY1a9Zk0qRJ1KlThzp16ojHioyM5MaNG8ydO1cs4/X19SUmJgZjY2P09PSIjY2lSpUqREZGfhFEtS6NjU1ZGnTqL57LsmXLcHJyIjQ0VI1kys/PJywsjJEjR2o8FyHQ0aVLF6ZNm0bPnj3JysoSXdUETJ8+nb179xIXF8enT5/UIuF37tzh1q1bVK5cmYCAAI1jKBQK8vLysLOzY8aMGRgbGzNr1iwNN0JQRY6vX7/OqVOnuHXrFosWLaJly5bs3LlTFFitXLky3t7eIvn2a5AfNZ30adtrMFtWLmTLkhm8be6Du7s74eHh9OjRg8jISPT19TEwMCAjI4NatWqx/tZHXt0JA0wxaDuDzzf3Q2QkgJhlK6BLly707dtXzVHJ1taWgauPESFzgzdpYFGfGkMs2DiiJc+ePSM7O5tffvmFK1euUK9ePQoLC1EqlWRnZ2stWxEchKpUqcLu3bvFibO7uzuDBg2iTZs2HDx4kLp161KrVi22bdsGqIJY5h6V1DSVADZee0vr2s00jiNACDgK70G9evXYdfo6Hf4MU1tv/dUompdz+O6IckpKCrq6uuIYsqij3g/8gK6uLi4uLjRs2JDZs2eL78rGjRtJubyNrPAb1Ok0mLcm6uSsee0uZEfcFEuYAZHgFPYrl8vJz8/H0NBQrU8RdGWMjIzIz8/H2toaRYU2opN3KmAhtyDj+i78/f2JjIwUx9CWXlVQmNgS+vQdMplMLJ8WiAupVMr58+dRKpUYOPuiY6+eXWvg7KvRzxSFnmMZTOt0V3PcE/SWisMw4hyJb+4gNXegIDlObZ8SiQRnZ2cKCgrIzMwkOTlZHBfHxMSUmGWlp6cnllMVR1paGnqOZdC1ctY4nlBe9ne1moSsIrlcLsqmCMS8n58fL1++FMv/bWxsvmv/RcvrdHR0kEql5Ofna1xTcddehUKBtbW16EpaEpRKJZ8vbiH9xTWt98LExETtXRQgk8kwrddHrdxTWcKzLem4+/btw7JBfzWHRp2b+8m4vutvBY//E10tQOwPFZauWp3zsiNuYpD1kfT0dIyMjLQK1AvQd/JBVj5I6z5KlbIiJSWF9u3bs3XrVu7fvy+SV6ampjg7O6tdS/Fqp/9m/NdnPMGXqCaomNOEhAQCAwNZu3atmJWSE/uSguQPWrffHHKMz58/k52djYWFBaNGjaJfv37cv38fhULBoEGDmDt3LsbGxvj5+fHu3Tv8/FRlRnK5HBsbGxo2bPhVi8ZevXphZmbGhw8fqF27NqO3XGT3JyfOZzohaf4LpVqPUiNWzp8/z8OHD7ly5QpTF67Uet46lk5al4OKAHtk15QrkeoNhXntLug7fYnsCbWm7++HYvzpOfY6ORgaGqJQKFi9ejXt27fn0KFDPH78mPbt24tpfKBqiGvWrMn48eMJCQnh1KlTLF++HKVSSd26dSlVqhTm5ubExsYyZ84cMjIy6Nu3Lxb1+3FJpxrGTUaoRQo7d+5MamoqtWvXFp3tLl68iKWlpZoTUHHk5+ezYMECnj17RufOnXF2dlYjSUCV0r5582ZcXFzUnAubNm3Ks2fPqFatGkFBQRr7njlzJr///jt2dnb07NkTXV1dpk2bJorGKpVKnj9/zpIlS2jdujVDhw4lIyODadOm0aJFC+bNm0ft2rXVyIuOHTtqkBlv710m7dE5LoRspm/fvkyaNIlt27ZRs2ZN8TgrVqzg1atXbDp0nkRr9fIzhU9jSlWuh5GRERKJhAsXLjBz5kwmTJjA0KFD6dWrlzjAkMlkmJaugFG19mr7yCkdgEnp8vzyyy8cPnyYoUOHsnbtWrZs2cLx48dp2bIlEomEWrVqqZFOmZmZeHh4YGdnx4gRI5gzZ45GdOfAgQOMHj2aatWqiTbUQs26VCrFxVc7MRRyOpTBgwfTrFkztQmlnp6e6PAEsGvXLroM1Jwwgop8ehidovU3bTh+/Dg2NjYAWnVVfuB/JwR9GUB0Q61VqxbXrl2jfv36YibrrZPBFKZqCiQDbNhzmIyMDNq3b8++ffto2bIlBw4coLCwkPXr12NnZ0e/fv2QyWQkJCQwefJkcdvCwkI2btwIqAbhOhWKDUj8O3P1eTSGhob89NNPrFy5kuHrz9L7r8d8dG/Oc6cgOs39SySdAKZMmcLLly+5cuUK9+/fp00v7XpqJWk3WNTvR2Gj8dx8n6G23Lx2Fwyc1c0EzMzMeP/gCgYfn5AbF46pqSlSqZQWLVowfPhw9uzZg6+vLy1btuTw4cNi+y2RSPD29qZ///5s3LiRU6dOsW3bNiwtLfH29qZixYpYWFiQm5tL/fr1ef36NWfOnMGifj+UTSdh3GQE066kiv2MgYEBzZo1Y8OGDWRkZKBQKEhPT0cqlSKTyUQtIm3YvXs3ISEhVKtWDX9/f969e6emrdGoUSN0dHSoXbu2GvE/ffp0bt++jZmZGTY2NhqTm5CQEFGvcNq0aejr62NlZSVmq4GqHGH79u10796d9u3bc/PmTXr37k2tWrXYsGED7dq1U3P1CQwMVBsbAYTfOEPW88vMGtWPtWvXMmTIED58+IBUKsXIyIjIyEh+/vlnbt26xYsXL6jXvg+vpOrEl3ntLliXqYaOjg6pqanMnTuXX375heHDh9O3b18xY1QqlWJiYkLP0VNVpFMRJFpX4o+QU0ycOJExY8awdOlSZsyYwZAhQ1iwYIEYvBowQN0RqVGjRsTHx9O0aVMOHTqk5o4HKuL26dOneHh4sHjxYvT09MT3SKlU4ldTU78R4Mnbj4wdO5ZWrVqxe/duMagBiGYgoAqwuLq6Mn6JpqYIQOirRK3LtWHJkiWi/blQGvsDP1AUXbt25cSJE2I5tFwuZ+nSpYAqW+P+Ve2uvUJ7XTzLwcLCAnd3d6ysrLQ6bmVlZSGVSpkzZw5yuRwLz8oi6STAvHYXZHae3Lhxg/T0dBQKBRb1+2HWeR4WLcag32Y6JnV7aexb+LdMJqNM9XpfPe/iEDJHipJOwrlYl6mmsb6bmxu20iyNbBZhIm5mZkZsbCxSqVSjxEkIjhcvMRPGrIJjnLGxsdhXfC2zpaCgQPzOvwaZTKbRLxStFhFIJzs7O/HchTF0bm6uhiuaNhQnVISEDYlEotGWChCeW3HS6WsZXCVlEmkjnQB07L3UNcb4Mnf+GooGdvQcy6iRTsI+ZHaegKazXUn9/PeQTkLgSEdHR61Msyi+pndVunRpUTu6KIrfU9MytbTuw9CjGvfu3RMz1g0NDVmyZImYNFOnTh2uXr2qds3FncH/m/GPyHgqW7asKKyakJDA58+fCQgIYO/evTRp0oSwsDA+fvyIsd5rtCklCbaCwgC3V69eVKlShTVr1tC9e3eaNm2Kv78/5cqVY/r06SQlJWFubo6Ojg6FhYU0bNiQX3/9Fbf6XbTs/YuwWl5eHqtXr2bw5N84h3pU7GvRspJsDyWZn0Tb+qIoU7sZebW1nwuoCKu8D68AGDx4MLa2tqSmpvLhwwfS09OpWbMmSqWSadOmcefOHTHymJOTI6bK+vj4iB+cUIYmuJnl5+fj5uZG2bJl0dXV5dixYyxevJiEhASSMMW80XiNa6/nbsajiyqr7p9//pmkpCQMDQ1FO82itbtFsWXLFn755RdatGihSrPU0yM7O5slS5awbds2Fi5ciI+PDwYGBixevJgFCxawfPlyQkJCAFQW6GlpnD17Vk0kXcCRI0d4+vSp6Dbl7e3NyJEjOXnyJCdPniQyMpJy5crRqlUrxo4dK9ZmJycnf5XJLoqcnBwiIiKQSCQEBwczZcoUHj9+zPbt25k/fz7R0dHs2bOH6OhoVaS/RV8o01pjP3n65qKAbWpqKm/evMHExARTU1McHR2xsbEhJSUFZ2dn2vQfzkEt1ZsrN+8h5aEqky47O5vAwEDkcrmaCJ6VlRV5eXmik5ynp6fKrnv9elq2bKm5U2D48OFiZllsbKwacWVtbU11H1c05XjhdMh28uMjMDQ0JCQkhJUrV7Jt2zYuXrxIaGioGGVKT/uIr7ke70q4x28/Z31XJFoQzPXw8BAnTj/wA6DqzIWBa1RUlBiFVCqVBAcH07VrV3Jzc1UDAi0i4/ClLW/cuDFHjhwhODhYJJiVSiWXLl1ixowZBAQEkJiYyMWLF3FychLFort37867d+/4bVfJE46s+AiioqLoPXY6ydUHqf3+rayMkvoaE3IQEsGFe2BdphomX+lnZBaO8C+B2kaNGmFvb09OTg6fP38mKyuLatWqYW5uzqFDhxg7diygaguNjIyYMmUKI0aMwM/PTyznUCqV6Onpif3M8+fPady4MZUqVUJHR4d79+5x4sQJrl+/Tqa+Dea11Um09VejaOpnR+LLO8TGxnLo0CEAUY9K0C/ShidPntCpUycMDQ25d+8e7u7uKJVKDh48SKtWrRg3bhytW7dGIpGwcOFC2rRpg1KpJDMzExMTE8LCwkhISBCDNcURGRkpZuYsWrQIfX19Hj16xN27dzl58iS3b9/GxsaGoKAg1q1b910TGW3Ytm0bEomEmJgYjh07xowZM2jbti1ly5bl8+fPXLx4kT/++IMlS5ZgYGDAmuO32X8sXGM/+QaWYnb4ixcvMDY2xsTEBCsrKypVqsSHDx+wtrZm0KBB+AQ258gZTS3JPccvkPUv8fexY8dy7949evbsSUFBAQkJCdStW5d3796JGn/t2rXjxo0bIqlafGIIsHLlSnJycsjNzSUyMhI7OztxMG5gYICvsxXawo93L53kWlw4UqmUatWqMWTIEJYtW0ZGRganT59WkaimdmSnfMBEko1c8Z+XXx84cIBatWpx5MiRf1Q0+gf+36Fhw4asWLGCatWq8fLlS3Jzc0lMTBTJj7xPWlTG+aKpk5CQgJeXF8nJyaLGqqDBZ29vL7pnAuJ8xsvLizdv3iCRSJCYaS/PEeY0OTk5GJUqW2JmhzaHOrlcTtTjW1j7tSu+W60aQdoC+kWRp6c5q7t165ZYqlYUAqnw8OFDJBIJnz9/RiqVikGjMmXK8OqVam5UvMRMoVCgo6MjElNCdklJCQdFr/9bmULCuRUv2RPumZCRpKOjQ1JSkoaBwt+FRCIRSQ/BjKNolqqwvKjAedHlcrlczI77uwLwjRs31igfLymJoiTBfB0dHfLy8sRAdPny5YmWOmjbhbiPoi55dnZ2opZwSSLkwj0RvouiCAtTZbsWFhZy9OhRjfJ8+Lre1fPEN1hYWIhyCAKUSqVa5tzXxO8FMnLFihUqLal/mTnJZDJKly7NpUuX1M79n9TH/COIpypVqnDkyBFAlSqZmpqKlZUVqamp3Lt3j5cvXxIYGMiCBTOYtOsiCp/G4rY5D45inOsN/yKCypYty82bN+ncuTN16tQhJycHLy8v6tatS3x8POvXr2fs2LFcunSJ7t27Ex4ejpOTk8o+0doTbUU5RV9ApVLJ4Qs3MG6iKZhc0uS4iqsl3SpaEfLkiytN3sPjtK9XmT/+CKN27do0atSIwYMH4+npydlXKUzYr8UT+19QpKmieTKZjPfv32NmZkapUqUICAjAwMCAKVOmAKqJlpWVFdu3b1fb/sqVK8ybN48OHTowaNAgpFIpubm5ZGVlkZiYyL59+2jdujVZWVlcvXpVjCoMGDCAjeceoemtA8279CX7+WW1Rk4ul5Obm0tubi7GxsaiuLmBgQHh4eF06NABQK2sDlTp/7Nnz+bdu3dMmTIFFxcXZsyYQfXq1alQoQJXr14lPDwcX19fUSDV2dmZevU0ozDNmzcXSSeA169f07ZtW9q0acP48ePVsgeKQtB4+h5kZWUxZswYVqxYwejRo1m5ciXR0dG8e/eOtWvXcvXqVTEq4+zszC/D+zP54meN/aRGqwR2JRIJPj4+7N69W+13Ozs7fH19ady4MQ+jUzhYrFQA4Pyh3fzUuTkPHjxg+fLl/Prrr5QtW5Zhw4bx8qWq9v/atWu0aNECf39/1q9fT3Z2NkePHlUrYSwKpVLJiRMnGDFiBMHBwRw9evRL5oaeHgcPHqR58+boVu+s1oFn3jkkdjr5+flMnz4dUE1AOnXqRI0hv5HyxQ2dxzf3I3t6EZMKX75vASVNqIsjNDQUXV1dUlNT/6OO/Qf+56FOnTriICUzMxMrKysUCgUVK1Zk3rx5zJgxg9TUVJ4+fUqlSpW4mv6COLMvZRABVjli+96gQQOWLVuGmZkZ7dq14+jRowwePJg+ffpw6dIlhg8fTvny5Zk0aRI1atRg1qxZ4vsYHh6OQenKWs+xaF8TEZ+KjZZ1vkbCVnI2w1cZTbjkS5ZL4ZOTxD8NY+DAgURGRjJnzhwqVarElfc539XPAKLunEwmo1OnTtja2ooOo2vWrGHNmjVi8EhATEwMU6dOxcrKitmzZ2NhYUFBQQFZWVlkZ2eLWZRCmyS4BY4ZM4arMblc0zJma9G1H8n3T6sNNAW9k6LuMzk5qszf3NxcevbsybVr11i5ciW9en0pn5RIJHTu3JmWLVtqBDp+++03pk2bxqZNmxg/frwYhDAxMWHBggUa59W6dWtmzpwpnldeXh4BAQF06NCBli1bMmPGjP+45LegoIB+/fqJBFtCQgJr164lPDwcY2NjJk6cKJJJxsbGLFiwACdT7UPAvE/RoolFcHCw2m93796lQYMGjBkzBl1d3X9lm2oSTwO7tGbdyyu0bt2a/Px8HBwcWLZsGS9evKCwsJDbt28zYcIEQkNDuXr1Ks+fP6dPnz6sXr1a6zkplUrGjh2LTCbj119/FZ0FhWd68OBBxowZQ5pLlFo/o3h2RnTwUigUzJ8/H4VCwYgRI6hYsSJle0zFJu1LACLt5n7uHNmm1Y67gY+dxrKSzjUhIQE/Pz+OHDlC5cqVv2u7H/jfBV1dXUqVKoWxsTFhYWGixMeMGTNYuXIl6Ylv0I0MpcCrgbiNZfxd3heZrGdkZJCcnIyRkRHGxsZkZmaSl5enRjT4+vry6dMnkpKS2L59Ox07dlSRHHp2aJO8L9rPmDh6aFnj6w51We+fYXj/iFrWfUlaQCVljggoybiiuMubi4sLHz58EIMMxbVnpVKpRh+kcaz8fI1SrO916PsWtJEfRUkRIRvGx8eHFy9eiIH//1SDVNg+ICCAK1euiMeytrYWhay1rV+1alWuXr2q9puFhYWGOVRxFCedJBLJN0XJix+/+DU/e/YMPUftOlvCPoqSellZWWLpaknEWUZGhoYLn6WlJSkpKSgUClxdXYmOjqZ9+/Zat/+ac55AIBbPcLKo3099DvRUu76j5ONL8bwfPHiAvr4+bm5uvHr1CiMjI6Kjo5HL5WrZWIL21D8B/wjiqWgkumjDIZfLsbW1xc7OjhUrVjBmzBjq1KpFdtIlzoU9FOtPa9Xaz4kTJ6hbty41a9Zk//79PHr0iJ07d3Lo0CF0dXU5ceIEgYGBnDlzBrlczty5c6latSpJSUkcuvKAWftvY1BRMwsl/9M7tcZHJpNR0d2BN1qu42uT48U9anN9by8eR8VTkBxHYUIkJ8zM2LlzJ8+ePVNbt7RNyUJ3+Y9OkBOrKjno0qULe/bs4fnz55w5c4bVq1ejo6NDw4Yqoelz585RunRpunbtqiZUVr9+ferWrcumTZto0aIFs2bNIiAgAENDQ8LCwnBzc6NatWrk5eWRl5eHs7MzT58+Zdu2bfx18qrW8zJRZpMjkYiCh4WFheJHaW5uzooVKxgyZAjJycnY2NgQFxdH9+7d6d69O3K5nPT0dA0NqNKlS7N3714uXrxIx44d6dOnD1OmTOHChQvMnTuXkTOXou8bSKBfaRpV8lBrBAoKCggLC1MrLdTX12fu3LlMnDjxm5MAPT09MUqhVCr5+PEjUVFRvHnzRvx/Soqq/MvY2FgsVZNIJEyaNAk9PT2qVauGgYEBM2bM4Pz587x69YrWrVszfvwYci0qY1D1i/7R8Poe1A7aRNu2bcnKyuLRo0e0atWKefPmieViRbVLKjqbYfT+BtludcVlaTf302H3cMqUKUOPHj2oUKEC+vr6XLlyRaWPYW6OkZERXbt2JTMzk2XLliGXyzE0NFSVUFpY4OfnR82aNWnWrBnVqlUjISGBihUrsnv3bvbs2UO7du1YtWoVD94n4xfUj6WzfqZurXLMnz+fcePGkR1xE10rZ2TZSUiSv+ia1ahRg8ePH4tRgvMPXmPuqX7PzWt3IX7HBNX7VIR8Gl7f47t1N5YtW4avry/h4eElptD+wP9OGBgYiFEl4b2Pj4/H39+flStXilbrdnZ2/PLLLxz66SfiM0DX2oWCpFgOpkTjmfmUOXPm4OPjQ0ZGBllZWQwePJgtW7bg7u6ORCIhPDycjRs3kp2dzfbt21mzZg2GhoZ41mxM+TYDefc+DptWmhHg/ET1vsa/nAeRWq7ja/2MTCZjXqfqBLTrLUbddNPjiIqaKGbkiPvJKrl8VRJ+QZzMW1pacvXqVeLj4zl37hzjxo0jOTmZGjVq0Lx5c4YPH05wcDBjx45VM2woVaoUO3fu5OrVq3Tt2pXOnTszePBgLC0tsbS0RCqViiYVf/75J6NHj2b58uX06dOHxB2HuPZO87wUqfEYGxuTkZGhpq8glPx+/vyZevXqcevWLSpVqsTz58+pUqUKGzZsoHTp0iQkJGBra6tGSpcU6KhRowbbtm0joF1vomWO2Jfzp0opC7FMWzhueHg4Z8+eVRsAd+jQgc2bN2NlZVXiPRYgTE6kUilpaWka/YyQ1SCTyXB1dcXb25vw8HAGDBhA6dKlcXd3p1WrVnTo0IEqVaqQnZ3NnDlz2LRpE8OHD2f05gscfPllktq/phM7gvN596/zrVy5MpMmTaJnz55IpVJq1KhBjRpfdMLunztI1t1bGNfoIC7LuX+UM+9CqVevHitWrMDf35+HDx/i7OyMn58fGRkZ+Pv7k56eTnBwMImJichkMo4dO4arqyuenp5Uq1aNhg0b0qhRIwwNDalYsSLt2rVj7ty59OjRg3r16nH1eTRVOw6jXmUfWrZsibu7O5UrVxb7GUnmJ4xyvkyuLC0tsbKyIjs7m+zsbKLSlaSlqWe9CtkMxScVf6efuXnzJjKZjNjYWCQSCb6+vt/e6Af+V6JLly7MmTOH/Px80tLS0NHR4caNG+Tk5GBtbc2bg8vQdTiGoZ0bgVV8Ob7jS4mvRCIRHcOEd3rPnj0MGDAAAwMDsf17/fq1OP698jyaLNtyGDrqYeinWZpavJ9JjYn4JjlVnKyRSCQU3jtI4ssbSC0cKUiKLZGkKYmUgO8TrhYgOD6bmJhoZJoAYunatyBch7GxMTk5Od8kTf4TzaCimTaCSPzbt28BTWKtJI2pr10DqNzUmjVrxoED6iZT2kinohDGO+Lx9fS+STqVdC5fI2lKQnFS6O/s43uSAoqalgkQrs/W1lbUclIqldiX8ycTQ417n3plh9jXFP1NeK5Fn4O2zDmTCo2RR4Yh86qjdk2pbx6JfyuVSgoKCmjQoAFv3rxBT0+P58+fI5FI1MYUf9f18P9PSJT/icrW/yPk5uZiYmIiirBZWFiQkJCAi4sLnTp1EgezpUuXpn///ixdulSjDEpfX58XL14gl8tp2rQp7u7uHDhwAGtrazIzM3F1dWXUqFEsXrwYe3t7UlNT+fXXX/n9QiRmtTp99fxKR+znyqEvImlSqRSXViORlPuiW6Tz+hJbx7TT6qoGKhclb29vjfNeuXKlWKYAiCLZBWVbqr3EOW/ukHo9GMWnKBQKBe7u7iQnJ7Nq1Sr69OkjrpeZmUloaChnz54VXVyuXbvGmzdvtKb3JycnM2vWLFJTU1m4cCGrVq3i8+fPbNu2jf379/P48WO2bNmipplQnNUdXt+Dc0tHcenSJXR1dVmzZg3Dhg3DrWp9Ugp12bpqEeUdTahZs6ZYCvj777/z6dMnYmNjiYuLIzY2Vq3k0NraGmdnZ1xcXHB0dMTR0ZELFy5w7do1+vfvz4KTz0l3+UKmdfIzZXILX86cOcOZM2dIS0tTidvauLNhzyFkWUk8v3pSzRa2KHJzc3n37p044I+KiiI4OJjq1asDKgcCT09PPDw8xP9bWqoPUkeMGIFEImHdunUsXryY69evs2zZMsaMGcORI0cICgoSSx9//vlnOv80icbte7B/2x+0qK7K+Dp58iSrVq3i2LFjLF26lK1bt5Kbm0uHDh2YPXu2mGLaunVrbty4QfOePzF04nRcLQ2o6Wmn3hDq6TFmzBhiY2O5cOGCKHQsTLqsra2pWrUqp0+fFgXtz549K+qDJCcnk5eXR3p6Orq6ulStWpWDBw+y7UGymli+VcJ9Hu+Yg0KhEDtPO0N4fOko5cuXRyaT8fbtWzFjorCwENfAzshr9tZ4Dp+PLyPr+WVxP8d2b6ZRJe0ROW2wsrJi4cKFjBo1Cnt7ew3HrB/43w0rKyuRMC5fvjyrVq3i1KlT7NmzR5zgDx48mNzcXA4fPqzRXkulUlauXMno0aOxs7OjadOmDB48mIYNGwKqUt6pU6cybNgwbG1tyczMpG/fvux+noVpzY58Cwk7J5EbFy4Odm0aD9KY8M/pWJWBAwdqFVFVKpVUqVKFx4/VM5m8vb01osEjR45kz/MstbbcMOUNUcfWkR8fgVQqFV1n27Rpw5YtW8S2Qy6Xc//+fc6cOcOtW7cwMjLi7Nmz7Nq1S2vaulwuZ/PmzRw4cICZM2fi5+dH5cqViY2NJTk5mUGDBlFQUMDJkyfFbbT1M86fVU55CoWCfv36ERISgtTWAyMHd1oGVGPLkhl4e3vz7t07TE1N2bt3LxKJRK2f+fTpk5hZamxsLPYzTk5OODk5ERMTw+bNm+nZsycrQ9+RWaq2eA6V9RIJntKDy5cvc+rUKSIiIvD19cUvIIhNwUd58+gmd07vK1HzRy6XExcXp9bP7Nq1Cz8/P3R0dDA3N8fT0xN3d3c8PT3x9PQUHV4FvH//nvr16/Pu3Tuys7Nxd3cnJiaG9u3bs2zZMs6fP8/06dPJyMigVKlSREdHY+dXk+qNWjJ/8liquFry8eNHmjZtytWrV7l06RKLFi0iKiqKWrVqMWfOHGrUqIFSqWTy5MmsXLkSExMTLj56w9vPWYwf3Ivoh18CUDo6Ori6uvLbb78xZcoU3r9/r/abTCajfPnyHD9+HEdHRz58+MDp06e5fv06T58+JS4uDrlcTnJysmoSYG/PX3/9xa0cezaHfSlFqqibwOmFP4mDfj3HMuhZu7B/6zp2r55PeHg49+7dE8vlCwsLsa3ZCv36QzWeQ/F+ZvrYofw6RNPNqyR06tSJiIgIzMzMuHXr1g/n1B8oEYWFhaJUQnh4OGXLluX169d0796dvXv3IpfLkUgk6OrqoqOjQ0FBATo6OiiVShwcHHj79i0GBgZidocQ3C36zllZWZGRkYFx3V4aWjvaEL9jgjiJ1tXVxTSgN6ZF5kEliX4DaoS/np4eCoVCq9ZN0bFo8bY8+/Vt0sJC/mM3sv9TKH5+2q7/7xBD/zeO/3/7HP5P4P/E+f2/vsZv3fvvPR/jcg2xaTNRY3nGubVkxkeVuA/hW3F0dCQwMJBDhw5hampKfn4+OTk54nf+D6ByRPwjiCdQEUf5+flIpVJsbGy4e/cu1apVo3Xr1mKkdvfu3cyYMUNkjAVIJBI2bNhAcHAw69evp3z58ty7d48KFSoAKkIgLS0NiUTCxIkTqVJFJYR84uYzRh3TdJsrjt6echRRt1i4cKG4zNvbm7hcXbYeOMneDSs5unUVxsbGDBgwQE2UVMCQIUPYvn27WgNdunRpXF1dxfTIhw8f0qlTJ/H6hBdenhqPeWGKGPnw8vLi119/JSAggObNm+Ph4cGJEye0kiqRkZH06dOHqKgoatasSUBAAC1atKBixYpqDOrTp0+ZOnUqL168YNy4cYwePZoOHTrQpUsXevfurfHSG7r40WnAcCYM7k0VV0tatWpFZGQkUVFRGBoa0n72dq5+0hfXz753hKRLWzE3N8fQ0FDNSac4lEolycnJ4mRh8eLFPH36lPLly2NgYEBUmoLCYjpTAK7hIXRqUI2uXbvi6OjIotMvWX/1S4lA3+oOtHQuEAf8b968EWuM9fX1xcG+QC6NHTtWbSL0LYSEhLBixQpmz57Nb7/9xpAhQ+jXrx+nT5/m4MGD1K9fn379+mFqasqjR484e/Ysw4cPp0WLFpw+fbrE/UZHRzNr1ixOnTqFubk55cqV4/z582RlZdG1a1dCQkLIzc3F3t5eQy/MwMCA6tWrixbiAoQyixo1anDy5EkNEk1A8+bNOXfunKgB1qTbYG6ZaZY0ur8+wNMUKSZFJtdD6rqxeXQb3hVxYRTQYfB4HtholtQVHRCBytGweDpwSUhNTcXBwYHExEQsLCzw9/cXa7l/4AcAKlSoIGaYVqpUiREjRjB79my8vLy4cuUKEomErKwsXFxcNKJ/EomEgIAAXFxc6Nq1KwMHDmT06NHMmTMHUOkItWzZkgULFhAfHy8Kiz+MTtFw0CoJfb2VLBvdjex/ucUZGxtTaO7C9MWrcTbTZWgnlXuXk5MTb9++1YiCXbhwgQ4dOqiJgOrp6WFiYiLqVKSkpNCrVy+xzSk6sPKy1BGzRK2trenQoQOLFy+md+/ePHnyhDNnzmgVuUxOTmblypUsXbqUgIAAKlWqRIsWLcTybwEpKSnMnj2bBw8ekJOTw71791i3bh0mJiYMHTpUQyNDz7EMHpX82bNhJVVcLVm4cCG7du0iLi6OtLQ0Bq85wfkiXYnR+xu83LtQdBC9e/euOA7QhszMTOLi4oiLi+PSpUssX74cHx8fHBwceJ8pITtA0/DA5sE2mlb1plu3blSqVInFZ8LV+pmBtUvRvjRq/UxMTAwKhQKZTIazs7PYz3h4eLBs2TLRAON7YWdnx759+3j06BFHjhwhNDSUjx8/0rNnTzZu3Ei5cuUoLCxkwYIF9O7dG09PT4yMjIiNjf1q8GXZsmVs2bKFnJwcAgMDOXfuHKmpqXh6ehL5Lye8Fi1acPasuiOvgYEBHTt2VDOMECCM6Y4fP65VHwvg3LlzNG/eHD09PQwMDPCp05zEyv001ivz7ijhN86Q4dFIbbLgnhtJ6MpxGut71GiEvPEEjeXF+xlB++V7o8q2trZMnjyZdevWERsb+1Utjx/43w0hUJyamkp6ejpubm7ExMRgaWlJbm6uWtamnZ0dpqamfPr0CV1dXbEsSCCbfHx8RMJZgLm5OTk5OWw/HsqUy9qEMDQhEK8CZDIZOvZe6Fg6UZAcR4MKpbl48SJyuVxDQ0fIJCksLMTDw4O4uDh8fHzEIAKoyoKKj/G/NYG3srIiJydHFOEuioCAAO7du0dubq6aRpAAbTo+ApmXn5+vpg+kr6+v1dlO2/kJpMD3EkPfgrbMsaFTF3JGrtmnFm+jip+DV8Fb7D6EERsby40bN75bq0lPT0+j3K13797s2rWrxPPUBm33/O9A0DmzsLD44mL7H+LvnpOeYxmtJdfCvS9+z7PuHeHzBe3GFN/aV1EI/YyQqS2Uj165coW2bdtSUFCAvb29GtfxD6FygH9IqR2oPgaB0c/MzGTEiBH07t2bly9fiuv06tWL8ePHi2Jyurq66OrqMmvWLGbNmsWNGzeoV68eenp6ohCXYPu+dOlSoqKiRNIJIE/fAvg28bRi7hRy48JxcHAQM39iYmJUjfL7u/RpWY8zu9ejq6sr6tgUx+rVq3ny5AlRUVGUL1+e27dvk5aWxpMnT0RdhilTpqi9aPnxEeILm/evMrZ69epx5swZ1qxZw/jx4zlw4ADbtm3D1dWVnTt3aji7eXl5cePGDTw8PGjXrh0eHh7s3r2byZMn4+joSPPmzWnatCkVKlTg2LFjODg4sGvXLgwMDDAyMqJnz57ExcXxyy+/qO3Xx0af7bNGiCVrAkGjVCrZczaMaVdS1dY3qt6ecuaFPLp4hLS0NFatWkVaWhoZGRnif1lZWaL+R3Z2tqgPlZCQQE5ODteuXUNXV5cBc/7krDq/AoBH5dpERDxjxIgRlK/fmp0J6mJ1f937SMrTcGqXcaRJkyYMHToUW1vbEgebf0cj6Nq1a0ycOJH4+HiCgoJUdc8FBQQGBhIUFMTp06f56aefOHDgAPv27aN06dIikXn16lXu37+v5rpVFK6uriL5evXqVebMmUN2djbm5l9EGceNG0fXrl3ZvPlLo2hgYMCuXbvYvXu3Rkcik8lEba+cnBwN4ikrK4vDhw+L6bq5ubnk5+er9AC0ZLm2/elX3l5SLwzadOM98XlfsjKKlpToZXxAmXBWLWtQSKstOtC5devWdwsx7tmzByMjI8zMzFAqlT+chn5AA15eXiLx9P79e06ePImxsTHVq1cnPDwcPz8/jI2NadCgARcuXCArK0t00QkMDCQsLIw1a9YwatQopFKpmmnCmDFjGDBgALt371YjrN9+/j6tOIDfZ/2C7F/vuiBWmh8Xzs29q9i3bx8TTExEgkBbu9WwYUOuXLlC9erVmTt3LosXL0Ymk2FhYcHhw4fp0KEDBw4c4Ny5L+LmRfuZ8AQp+vr6KJVK3r9/z5UrV+jSpQsDBw5kwIAB1K9fn8GDB7N48WK141pZWTF37lzi4uJ4//49/fv31yj/bt68Od7e3qxatYqePXsSFhbGvHnzuHr1KidPnsTf31+jZEmS/J6rf13H1lbVPk2ZMkXUMLzw6A2DQ9SFs7Pd6tJz9FTOB28iKyuLTZs24ejoSHp6Ounp6WRmZpKZmSn2NcJEJzc3l4yMDHJzc3n06BEA/t3HoM1eokr9FuQnvWThwoXILUpxz6qh2u9bb8YQc/MRtTztqVy5Mh07dqRUqVIllndbWFh8t55gbm4ulStXJikpicaNGyOVSrG2tiYkJIRu3boxf/58KlWqxJgxY/jw4QO9evVi3rx55OXlkZ+fz6xZs0RXreIwMDBg2rRpTJs2jdjYWGbOnElOTo5oQ15YWMjJkydxdHTUKJPo168fPXv2ZM+ePWq/CQKvBgYGYsZtUSgUCkJDQwkODkYmk6ne9/x8lbC9Fgz7eSal5s+ny6Y7asvfGnhptXK3VKTx8elpNQdJoZ8Rxpygykp5/Pjxd2k1Ce9R//79mT9/fon27T/wAwBz5sxBqVSSnp6Onp4eMTExyGQyUlJSqFixIk+fPhX16apVq8bNmzfJyMgQ+xYHBwc+ffqk5oBWFGlpachkMh5GxoHWojlNKNI+it9pqVKlSEpKIvvDK9G06Ny/dGxAu0i3IGMQExPDkCFDSElJEYlp0O5+VrSfKYqipJWXlxeRkZHiGFAgjK5fv46BgYE4QS/elmrLOCwqJC6Md+VyOXl5edjb24uB/JLOT9AD+l7x9ZLg4uIiZt4XJw+USiW7jpzFpo0m8SRoTEmlUpVrXLFziNR1x0g/gri422o6V8Lz0dHR0UriFRQUiGLsSqWSvn37apTpfYvkEOQs/i6Kz0NKly6NlZUVnz59+rf3KUAgcAwNDdWu28jIiNzcXK3E3Nf0vXx9fUmrpX7Pjau3J/35VZSf32oEG7SVCuY/OoE8UVOYp0yZMshkMjHIJ8xxBg4cSMeOHdm2bZv4jv8npZ7/f+EfQzwVvbHZ2dmcPHmStm3bYmdnR0xMDKVKlSI/P5+AgAAOHz4MfLG5PHpUVdLTt29fFAoFWVlZotaAIDy9a9cuTp06pXZM3ZxvRwfyHh4nO+YFEolEdOwpqpa/adMmgoODmTZtGpUqVWLmzJmsX79eY1JgaGhIdnY2jo6OjBs3jl69euHs7ExmZiarVq1i4sSJLFiwgEuXLqm90DY2NmRmZlK3bl3u3LmDnZ0dhoaG/PLLL/Tt25dp06aho6PD7t276d+/P3Xr1iU4OFjsNED1QV68eJHq1avz8uVL0ZEsLi6Oc+fOMXr0aFJSUqhZsyYFBQVcuHCB9u3bk5OTw/Pnz/n5559V9qwWpZBZOKJI+4i/v7/WgbREIsHQzg1I1fjtfkQMmWlp6Orqcv78eUxNTTExMcHMzAxHR0dMTU2xtLTEwsJC1GqwsrJixYoVbN26ldatW6uEu7OknNWSQTB2QHdRo+HQg1h2ahHObdi2Gx2runzzuf9d1KxZE1NTU+Li4sRU5JycHBwcHHj9+jU7d+6kdu3amJubExwcjFKpZPjw4SxZsoSZM2dq2GaXhMDAQObMmUNUVBRTpkxh1apVmJqa4urqir6+PjY+1cnVNSM/KZb29aviUaMRb3efp0ztZrwKO6sW1Vk792cGDRokunEdOnSIGzduEBcXh0wmw8vLi3r16hEREUGFChU4efIk0VlSLnxn9gaApasP2Znx5OTkUFhYKGo8hYSE0KlTJ65c2oDU1oOs6OfkPL+ElZUVtWrVErMxJkyY8N1R6M2bN1OtWjUx6vZD8PUHiqOoBW9qairHjx/Hzc0NJycnrl69ip+fHwB9+vTh6NGjamLVYWFhrF69WnQ/y8jIYOLEiezYsQMTExMePHiAvb09v//+u1r762iqnXDIjryLkdcXLZ20m/vJiX2JmZkZ9vb2ODo68vLlSwwMDMSB9/jx4+nYsSNjxoyhSZMmauQzqAbYeXl5SKVSpk+fzqJFi3BxcSEtLY358+eLhhITJ05UE6e1sbEhPz9fdFnV19fH2NiYli1b0qRJE9asWcOFCxc4ePAgU6dOpUyZMly4cAFXV1e142/atAlPT0/u3r3LpEmTmDRpklj+LQiQe3p68uTJE6ZMmUJmZibh4eGcOHGCDh06MHbsWP7cd1psoxz189Usl4siXaGvdfnJq3fJTE5GLpcTFhaGu7u72M+4urpiamqKhYWF2M9YWlpibW1NQkICzZo1w8/Pjw0bNqC0ctOaqTaidye1fuaeln4mqEu/7+5nipaufAsGBgbUrVuXiIgIcUwBqrJRhULBwIED8ff3RyqViuYUjRs35vHjxxgZGdG9+/eVk7m4uLB582aOHj3Kzp07Wb58OTY2Kqn7bt26IZPJMHYrR4G+JYq0j/w0dSEHz1/Hyrsqya8fiP1MfsoH2jf2Y9euXRgbG/Pq1StCQkK4dOkSr169Qi6X4+DgQJ06dUQHu5CQEAycfbXee3cb4xKJXDNnL3LS48jKysLIyIjCwkLu37+PkdFL6rna8uB9MtkxL8h6qnpv/fz8uHHjBpmZmQQFBeHm5vZd9+bgwYPo6+sjkUjIzMzEwUG7G9MP/ADA1q1bReJBIEIUCgW2trYkJyeLhCvAmTNnxD4nLi4OHR0dUlNTRWKlaCAeVJlFGRkZpKen8+eSOVj3WKRx/OL9jGtmOEmpMRT8K9siNjYWe3t7zMzMSEhIEI+vLXNEyBZSKBQicbtz5041vSkXFxcNUgdURFBRUXAB8fHx+Pr68uzZMyIjI0WyycTERCSwDAwMqFy5Mnfv3kUul6tlxrZs2VJjblc8q6mwsFCNkEhISPhmBpZQkv8tZ8CvQVdXlzFjxnDu3DkuXLig8buJiQn539CYUigUJRIk9yJiiI+KEo8FKsLMxsZGdPcrjqKkE8Bff/0lnos2wrB4kAH4KkFUvXp1Xr9+rVWHSzimu7s7bm5uXLlyRZxHlrTPos8JUHtmxZ+hQqHQOFfhvRT0PYu+f1/T98py0J4IIDgPa0N2xE2Uhap3MyfqfonvR0REBJcvX6Zz585iQEY4vydPngBoJAMIBi//BPxjSu2CgoI4c+aM2rK6devSv39/DA0N6dWrF/fv36dBgwZqH8eiRYtYvHgxw4cPZ8GCBWpMua+vL8+fP0dHR4c5c+YwdepUQPUiTps2jTVr1mDfbCi6lVqJ+0u7uV9NTEw/M568vDwKCwvR1dVl+PDhrFixgj///BM7OzsaNGigpp00b948bG1tGTZsmMY1urm54e7uzqVLlzAxMaFVq1ZcuHABa2trIiMj8fPzIzs7G7lczqdPnzAyMuLVq1eEhYXRqVMnrl69SqdOndT0lgDu3LnDzJkzadKkCbdv3+b69escOXKEWrVqqa23fPlyNm7cqPUDl8vl3Lx5UyyPePjwIRMnTuTWrVskJSXxzrySWnZKJz9TlvXVrmdVUmnJ/iE1eXzpKGvWrOHu3bvfHSl880bFGHt6flGjnrTzGgdefEl7Gl7fg8kt/MS/Nx2+wPw7mum0h4fX+W4B0TZt2nD8+PHvWhcQMybc3NyIj48nOjqagoICKleuzB9//EHr1q1p3749GzZsEAVq/fz82Lt3798iSQQx2N69e/P06VN++eUX3N3dCX6Zg1mR+n7lpygktl/0kQoTXqNj/8XFzyzuNp/Ob1Ib/Ldv354mTZqIE2elUsnWrVvp37+/2EEUL2EcXt+DZmUdtD5zt1f7uHUyWIyyFIVPt8nkun8p20u7uZ+0q3/x7NkzmjVrRlxc3Hcz/UqlEnNzc0aPHs3q1avFCUFMTIwaCfAD/7tx69YtUdBaGHy5ubkRHBzM2rVr2bVrFwUFBbi7u6uVCvj6+mJgYECXLl2YMWMGSqVS1OOoVasWt2/fRiaTUbZsWXHgoFQq2bt3L8OGDcOq4QAo20zcn5CqLwyc7I2lvL8fKkZzXVxcePfuHdHR0SxYsICZM2eqZVfdunWLZcuWqTSOimUDbtmyhREjRpCXl4e7uzvZ2dnIZDKysrKIj49n3rx5HDlyhPfv34slun/99Rf169fHyMiIiRMnsnv3bsLCwtSIpYSEBDGj18vLi0WLFjF9+nTR3U7A27dvqVq1Ki9evNBKqEdGRlKjRg3q1KnDixcvaNWqFQqFgvDwcF7oequZLrRwk7F+mHa3zZL6mcPD65AV/ZzJkyczb948MdDyLeTl5XH79m01ncaFp1+yoVhbV7Sfuf4ylt5/aRJPf6efmTdvHs2bNy+xDK048vNVZJyxsTHx8fGcOHGCoKAgatasiZeXF8HBwUyaNIlq1arRo0cPADGLaceO7y8PWbhwIefPn+fSpUvk5OTQpk0bmjVrxsyZMzH0716iRXreh1foO31xqTWLu0361b/Izs7GxMSEqlWrEhQURJcuXdQMRY4cOULt2rWxt1dN9LT1M5Nb+JX43FP3TSMtSvNZeHScgLzMl3dA+PZmz56NsbExP//8M2fOnKF58+Ya22qDv78/Ojo6PHnyRAxAXr16VWxXfuAHisLd3V2r3MBPP6n0yv766y9xsqxtkl8STExM8PHxITAwkDt37nD79m2cgoZrZJEX7WeECbqxsTGFhYW0adOGAwcOIJPJWL58OePGjdMYcxkYGGBqakpmZiYmJibfLIsqnnEiYMaMGcybN09tmZDN5e7uzps3b8Sy7JycHCQSiVhWp1QqRSJJGM+VVFJVNGO+KAFVtNzu75TO/Z0SquIwNDSkVKlSpKWlIZfLRZJBX1+fatWqiVIQ36MzVNI5kPSO/Px8dHR0qFq1Kk+fPtW4/8XLJe3s7NTEx83NzcnLy9PIpiuK7828MTAw0NiPiYkJCoUCuVxOQUGBRoZWScczD+xbYj+TGxeOgfOXDOmvPUOB9BSSRopeh3XjQZgU0dEU5iG6Dt4l3nMn/XyNb7r4Myx8coq4U39oPR9QZQtu2rSJuXPniufo7e1NbGwsGRkZau8rIOoj/hPwj/ETb9Cggdrfnp6ehIaG0rRpU9FWV0hDLaoZ0bRpU8qVK8eKFSvEEgFjY2MMDAyIiVF5tZcqVYoJE1R1/vn5+ZQuXZrVq1errElv7CZ+xwQ+H19G/I4JpF7ZQX58BFnPL5MfH4G1tTXLly8nICAAgEOHDvHx40eio6Px8fHREOyeNm0aly9f1nAMABXhZW9vLzozPHv2DB8fHxITE/njjz/IysoiISGBlJQUnJ2dqV27tujoZ2BggJ2dHfr6+hpMds2aNTl16hR2dnYkJSUxcuRIWrVqxfDhw9U+6gkTJmBhYcGkSZM0zk0mk6Grq4ubmxtTpkyhf//+uLm5UVhYyN2oT2qdGcDBlxn/slnWRBVXS4YFqgtC60RcQj8znsGDB/P48eO/lZ4uiKwKUCqV7Pq5C+U/nMYj4RqHh9cRJwM5OTlMmDCBoR2b4pmnnuJY8Pgk984e+L+mx+Dr60tgh7441m7HpIVrRUHuBQsW0LVrV4yMjNi0aRNDhgwRyVMjI6O/Vd/85s0bPn78SO/evcnIyGDs2LHs2LEDnzrN1UgnQI10AtRIJ4B051rsv3SXxMREnjx5wvr162nRooUaUSORSBg0aJBadtuvQX5MqqTSCbB5sI3JLfy0PvPh9T24cmgHBw8exMDAAHNzc6ytrTEwMMDQxU+NdAJV+rJp6Qp4eHiIE5LvrVt/9uwZhYWFDBw4UJyIN23a9Afp9ANqEMwC4Et9/c2bN/H39ycpKUks4X758qXKnOBfaNiwoUhkGBsbq4S/bWzETFhQlYuHhISI23Tv3p1BgwaRkZGBb94rjX4GEPuad/cu8+DBAzw9PTE0NCQlJYXjx48THR1N6dKl1UgnUE1+mzdvLg5aiuL169di+9qoUSMyMjKYNm0aUqmUGTNm8Oeff5KYmIiNjQ0GBgaiIcf27dsxMDCgsLCQFi1aaJTT2dvbs2nTJn766SdCQ0MZM2YMW7ZsoUqVKmKWIagmWrNnz9bo0wV4eXmhq6vLwYMH8fLyomPHjhgZGXHnTaIa6QRw5r38b/UzOfeP8u5+KP7+/ty4ceO7SSdQTQaKm4N8Or+JrMOzcYm9yL7BNcR+RqlUEhISQuPKnuhHqWvQZdw+yPZls0VNrW/h72Q8geo9+/333/Gt24LqXUbgVKEOTZs2xcbGhuDgYEAVkAsODubBgweAqhSyuP7ft7B69Wr+/PNPQFXKPXHiREaOHImlV5USJwOAGukEqn5mXfBJEhMTiYqK4sCBAwwaNEjDxbZ9+/Yi6QSqfiZkUHWST64gKXgKY+qXBlTPvY2Xerbb8PoePLl8jFKlSqGvry+WNhq7llMjnUDVz+g5llET6L9///533RPBxbB///5i8MjQ0FDNBfAHfqAotGWRGBkZkZeXR+3atdXkNUrSX9M2jsnMzMTa2popU6awbNkydHV1ybkV/NV+RiBKsrKyyMvL4/Dhw2L52uTJk0XntaLBDAcHBzIyMsjPz8fY2BhjY2O8vb0xMDDQel7aSCdQtUlFs9cdHR1JSUlBR0eHyMhI3N3dqVChgri9UqnE0NCQ8uXLq5FMHTt2pLCwEJlMRt26dTWOU3TMKEzchWsE7e5jQpugDdKUaNJu7ldbVtRt7WsO2QUFBbx+/ZrMzEw1zcjCwkI1/dHUKzu0PjcBQhmXtnMQsr90dHS4c+eO1vsv6IQJKO54l5mZqVX3ClT3y7hcQ3QdvLX+LkDYvzbySldXVwyqFX1nShrf6+jooOvg/dV+pijpBF9/hkKmXWZmpgZ5VnB3v8a9L+rUVxTCPS9OOml7p3QqtizxfEDFSwhGLIIeWVENxuLlo4GBgf+Rptb/S/wjiKezZ8+yfv168QXXd/KhWbNm6Ojo4ObmpuaSUr58eVauXAmAZ83G3PqoIFPfBmtra3bu3IlEIqFSpUq4Va2PcflGGLr4cenSJZGs0tPTY9myZWKj6erqqtEoF4Wuri49e/YkPj6eHTt2MGbMGMqXL8/9+/c1ygxAxeBu3ryZmTNnaojr5ebmitvUq1eP6OhoNm/eTGFhIRMmTMDU1BQjIyP09fXJzs5m7Nix7N69m/fv3zNhwgTGjx9PmzZtNCYEwnH79u3L0aNHycrKol69ejx+/BgPDw81ourChQts27aNO3fuaOzj0qVL+Pj4sH37dkaMGEGbNm24desWk+Zq14T4mnbJr0F+HB5eh7wrG6mWdIk3h5ZTt25dfH19S+yYvhczZ84kISGB9w+u0KuutxhZzsjIwM3NjZUrV2JoaIhv3itWtnRmeZdKmN5cz4fTfzJmzBgOHjz4Xccpbmf5LSw6/ZL3Pl2JL92M3Z+cqNRvJpMmTWLo0C+uOm5ubsyYMYOhQ4eKJKk27YuSMGzYMEaMGIFSqWTYsGHMnTsXOzs7SpXVnhb6LST+m4/i9slgsp5f5uGFw+zduxdQPXPl2SV8Pr6MLd18xUla69atSUxMZP369ejo6DB69Gg6D9QU7QXQsXJW6xi2bdv2Xc9g61aVcP2dO3fECdbOnTt5/vz5v3eBP/A/DsnJyeJAVehrHCvUFrNyPDw8xAGFqampKMjvW7cFSrcanL7zEh0dHS5fvoy9vb3KDrtMNcq1GoC+kw8LFy4US/UAlixZoiJZDQ1p1arVV/sZc3NzPnz4QNu2balTpw6XL19m0KBBrFixQms/Ayr3vU+fPnH06FG15dHR0aKzV79+/SgoKKB169ZIpVLWrl2Lp6cneXl5pKSkYGpqSu3atUlKSmLy5MmiM93kyZNLzPasXr06p06dokyZMjg4OFCuXDm8vLzElH2AsWPHYm1tLQZ8ikIwETl27BgdO3akUaNGPH78mNrNNN3w4Pv6mTLJt9C5tIK0q3/RuXNn3NzcNAwV/i7u3LnD+vXryY0LxykvlpqeX8S/27ZtS//+/cnPz6d9aehi/o7lXSrR3SqG5MvbWLt2LT/99NN3HcfY2Pi7NZ4EfHauS5RXJz55tqTDn2F8dKilljGuo6PDtm3bmDRpEomJiaLr1fdi79692Nra4uPjw44dO7CzsyMoKAhjY2PW7tj3t84VIE/P/NsraUHm+2fkhl8l891TOnX64rpVzzSZ+B0TqKV8JQaeXF1defv2LeHh4WRlZbFs2TKqNQjSul99W1fS0tLECdipU6e+qx9++fIlBQUFNG/eXMxszMjIYPx4TbOTH/iBh9EpGPrV15iA5uXlUadOHQYNGsSVK1dwcHDA0MUPl4CO4rqBgYGMHTsWqVRK7dY9MCnfSG0/pUuXxsvLC1tbW2rWrElhYSGfPn36aj8jYOPGjbi7u6uVvunq6mJvb4+NjY2ajpOPjw9mZmaioHfDhg15+/YtCoVCo2/6mixC8az35ORk8vPzKSgowNjYmKioKDXnVUEnVSjJFbBvn6r9MTQ0/Cph7OjoqNUR7Gu6PtqQm5v7VWJIm76UQNwJpV1ZWVlqpIHgZFgU33pu3yKnioutW1hYqF9fsTItgfi3trZGoVBozWayqN8Px37LsWkzEcd+y7FuPEjruUHJulCurq40atSI6tWrY2FhoWEgApp6uoWFhSU+j69B2zZSqVSrXplgsNSiRYsS7/237vnXjlt0eUklcoKur66uLnp6ejRu3FhrmSqozKuEZJr/dvwjiKcqVaogL99afMEd+i7jXuEXfQQbGxs1hlZHRwerRgMpbDSeJdcSSKkxGGXFttSsWZOwsDDy/YLIqjsCvcDB2PVeSvvZ28VBhVwuZ8+ePdy/f5+lS5eWSIJIJBLMzMxYsGABR48eRUdHh27dujFx4kT27dtHaGiomgtAUZiamvLnn38yaNAgtcagoKAALy8vAHr27El+fr5YwpGXl8erV69ISUkhJSWFxMREMjMzGT16NGfOnGHGjBmEhYUxfvx4DUeZ4sdeuHAhS5cuxcXFhQoVKuDv78/MmTMBVcrjrl27aNOmjVoDcP36dU6cOIGXlxfJycm4ubkRGBhI+/btOXdgp9ZjudsYa10uoHIpCwoibnB2zwasrKzIysqiSpUqGBp+nwCiNjx48IAVK1YAqpKOli1bql37wIEDkUgkmJqaEh0dTZs6FehY1YVm1cpgbGyMnp4e7du3/65jGRoafjX1tCgeRqeolQUAyMoH0bT7EI1169evT0BAAAsWLMDU1PS7I+Opqak8ePCA6dOns3btWqpWrUpAQADZ2dkc3rnxu/ZRHN96hiUhLS1N1OASNFiys7OJeXSNrOeXWTBR3cI6KSmJYcOGUatWLY4ePcqRvzZo3a9OdhJ2dnailsHYsWO/i3g6duwYDRo0oE2bNug7+WBcriHe/k1Fk4Ef+AFLS0v09PTUBlM6QVNYdFr1rgUGBqo5KEokEqwbDSSn3ihOp9pxRb8mXp0nERwczJs3byjVZjTGHWYTpvTGoe8ydj5JF7NzQaWdsHbtWjZu3EhUVJTG+QjQ19enZs2a1KxZk23bthESEkLVqlUJDw/nypUrrFu3rsRvYMWKFWzYsEGtfDohIUGMmgUEBCCRSDh8+LDY5zx+/Jjs7GyysrJITEzEyMiIZs2aMW7cOOrWrYutrS3Pnj0jPz+/xMm4RCKhV69eHDt2DDc3N2rUqMHUqVNp2LChmL1z/vx5/vrrL27duiVuFx4ezsqVK7GwsGDv3r306NGDRYsW8fbtWyxkmgNS+HYbVcXVkuznl3l77zKWlpYolUoKCgpKNGv4HigUClq1aiVq0xU1JQGVYHBBQQFGRkZkZWURVNOPjlVd6NakFkZGRujq6jJq1KjvOtbfzXh6GJ3Chmvqzr5ZrnU1MsOsrKxYvXo1AwYMwMzMTGvmRUmYPn06q1ev5unTpxw8eJDZs2erjEP27GH84F7fvR8B/24/8+rVK5ycnDA0NBQzjABmz55NfnwEJ9bMoKz9lywRiURC8+bNadCgAatXr+bBVe1jJWvdQqpXr878+fMBCAsLU5v0loS//voLExMTXFxcKFOnGcblGmLo4sdvv/32b13fD/zPxaLTL+nwZxjSugNw7Lcci/r9MDExEUkBOzs7FAoFW7duxTSgN3a9l5JZoROO/ZbTYNwKJkyYwLVr13BtO4Zo325Yt54g7qdy5coolUqePn3Ky5cviYyM1EqACDA1NVX7e+jQobx9+xYjIyORAMnIyCAhIUGc3JqZmYkOdrq6uhgaGhIfH8/Vq1cxNzfn9OnTGv3S31F2ycvLQ6lUolAoxHlSamoqJiYm2NraikLqlSpV0kpotWrVSm18XtxMJj4+Xuv5fE3X52v4GjFU/Pz09fXR1dUtkYgTygf/Lr6HVJTJZLi7u2voPxad77m5uYkB2qIVIEU1MLVl8ZjU6PDVLB5tiIuL49SpU9y4cUOtVKxo5pMQKJNKpTRurHK7/tbz0AZt22jTfQIVMalQKNi/f3+JxJCNjU2J97xo1c633qnimUrF9Zvy8/NJS0vjyJEjGvsQgqSuVQLV+sD/ZvwjiKe4XF2k5dV1HBKtK4kDqcDAQLXo5ZtUOaZFbNtBldZWvn5r2g0axydb9UFiqmMNOgweT3JyMsuWLaNr1674+voycOBAIiMjMXD2xbxyM/GDMjQ0ZOTIkdjb23Pjxg1+/vln9u//knLXqFEjAgMDWbhwIQMGDNDagJQpU4bRo0czevRo8Xe5XC5OhNu1a4dCoWDEiBGiiJ1cLhc/AKVSSefOnalRowY+Pj7o6enh7+/Pzp07USqV36z19PLyYt++fYwaNYoKFSqwc+dO/Pz8+PDhA0FBQTRv3pxGjRpRsWJF0tLS6N+/P2FhYSxdupSzZ89iZWXFgwcP2LRpE7dPhTCoTim1/bvnvMbD/Ouv15s3bygoKCAvL4/MzEzmzp3LmTNntJYhfi8qVarEmjVrsLa2xsTERC01Py8vj82bN3PmzBlmzZqFUqkU02DHjRvHw4cP6d27d4klIMXxrUj0zz//zPTp09m6dSuHL2i/pqhP2gf7w4cPJzo6mvT0dLUyla9hzJgxdOrUiTt37nD9+nUmTJjAiRMnqFevHg/PH0ISri5e6K4+1iA3Tl3by98s/bt1SIrj2LFjrFixAjs7O9EF6rfffhPf9dDQUDHTrrCwkICAAIyNjTlx4gQRERFYyFO1prEmvrxDZmam+Nw8PT2/WS6XmZnJp0+f6NGjBz7dJuPQdxk2bSaS32CsSCr8wA9IJBJmrdmuMZhafzWKh9Ep1KtXT414ehidgkmxfibFoTpr9hzHs1YT0p3VNfQ+21Vl5qqthIWF8fDhQ168eEHPnj3p3bs3K1aswL6cP6YVm6gN3IYNG4anpycxMTF07dqVIUOGiJFKKysrunbtio6ODmXLltUq1qmnp8fWrVsZOXKk+HtSUpI40ZBKpZiamrJ7927Wrl0LfIm2Ct9qcHAwr169Ep1Lf/vtN2bMmEH9+vVZtmzZV++piYkJ8+fP588//6ROnTqkpqZSqlQpTp06hbGxMXv37hW1gQ4fPszmzZuZOnUqr1694ujRowQEBDBlyhTevHnDgQ2/U9dKnYAxiLqKSd63M1GEyVJKSgoNGjTA3NycWbNmfXO7kiCVSrl16xYmJibY2Nho6CVOmDCB4cOHs2jRIj59+iRq9FWsWJEzZ85w7tw5OnfurFZeURK+1c/s2LGD8ePH8+eff7J161beJGrPXNKWGVa+fHkGDx7Mnj17vpvcunHjBnK5nKpVqzJ27Fg2b95MVFQUrVq1Yu7cuZSx1iPr3pESty/ez9h9fvRv9zMjRowgKioKY2NjoqOjAXj69KlItGZnZ7NkyRJx/b59+1JYWMjRo0eJiopC+SlKaz/z7n4oeXl54nhLIpF8l0bT4cOHqVWrFv7DFpEXOAabNhOx672Uucee/FvX9wP/M6EtEGleuwuO5WtjamqKUqnk6tWrHDp0iKpNO5Lv1UBt3bcG3jyJSycJU5S+TTT2I7cohZmZGXPmzGH06NG0adNGJIFkMplqslokQ6potqPg/gWq70fIZBQgkDmpqanY2dlx+fJlsTTQyMiI9PR0jI2NmTJlivhN/l0IgRGh9KroxFwYzwm4fv26RokWoFbWXq5cOdVcrogMizZIpVICy7l+tXTua5BIJGrHEIi54nPAnJwcDSF1IfsZ1ImI4uTU9zg4Cw5/RbctOs/8/PmzWqVQcRT9LScnR9y2aD9UYhaPtQsSieS7Xb8lEolaAoYwvil6DwRSTE9Pj4sXL6oE9+MjSL+l7rZXFMX7meLP8FvnJ1QkCYEqbSgp8CaVStXPPz6CvIfqGeIZtw+K51P0ORWVZ/iWcVLRIKmk+S//mPnMP4J4KimVXlhePBKdkK2dKVaa2JJZgp1op/7Dad26NTdu3KB///7i8kWnX2Lf53csWowRowlr1qzh999/x8DAgJCQEGrVqqWWOSGXyzE2NiYyMpKXL19Ss2ZNrZkxrVq1wtXVlfXr1wMq5tXX11e0elcoFGzatEltm6IaJKCKxAnZHytWrGDjxo00bdpUa7mdNjRv3pyLFy+KmSM+Pj6sXbuWhIQEwsLCiIyMJDw8nC5dvkzGhDIMoTEaO3YsM9pURHphGX6pd6iWdInQVePx8/P76uBeKpXSr18/qlSpQlpaGtOnT+f48eO0bt26RMeFb0Emk/HkyRP8/f0ZMWKEWuPSoUMH2rdvT9OmTQkKCqJ06dLib6VKlcLb25t169aRm5srTrK+hm9Fok+cOMH8+fMZPHgwFw7v0bpOn/bNmTRpkkbDJpFIWL16Ne/fvxfF07+GwsJCTpw4wdSpU5k6dSrTp0+ne/furFu3Dnd3d2rUqEHGtZ0k7JzE5+PLyDk6l8tTW3F4eB18U2/z8a+JrG5divp5d5Dc+ovFjW1wS330zeN+DR07diQpKUl06+jevbvYqSxbtoxSpVRkZatWrXB0dMTFxUXU0ImJiSErbA+dzd5qTWMVGuTi6cLaIFjD25ethW7Flmq/CaTCD/wAlOyE9vZzFk5OTsTHx6st0wYdS6cS+5khE6YxZ84chg4dyurVq8X3eNHplxi0mY5Vy3FqUes///wTV1dXPn/+zNOnT1m0SN2V6MOHD1y4cIFOnTrh7e3N06dPNY7p4ODAggULGDx4MAqFgrS0NDGiNmjQIFJSUrh3757aNkUJe1ANvoR+qn379nz69Im+ffuKZQ3fgoeHB/v27WPp0qV4eHjQo0cPOnbsSHR0NKmpqZw/f57z58/Tr18/8Z4olUq1UlgbGxt2/9yFljrPybuykXn1zHhzaDn+/v40btxYa4q+gLZt29K+fXtOnDjBpUuXePz4Mbt372bVqlXfdf7aoK+vj4WFBRUqVFDTitqzZw/v3r1j1apVjB49moyMDKysrABV/1SvXj0CAwMZM2bMd5EZ3+pnIiIiWLlyJSNGjGD8+PE4m2uPzi6ZMUlrQKpDhw44OztrmJKUhFGjRjF79myGDx/OtGnTWLduHcOGDSMlJYXRo0fz7t07Pl/YzMe/JpJ8aiUbO3tzeHgdhlbQ5+NfEynz7iijyuQgu7OL8eUKsYu/+V3HLQlSqRRdXV2MjIz48OEDzs7OdOvWDVAFAfv06QOoyrLPnz+PtbW1KEyck5ND6pUdjCtXqLWfEfrl4pM4bcjKyuLjx4/U79iPBKuKar8dfJH+o5/5AREl9R0VA5oikUjIysri2rVrbNiwgSqB2kXtI+JTydU10/rb++Qcpk2bxsKFC6lfvz6vXr0S23TTen1Uk9UiGVJFoVAoKFWqFG5ubujq6nLhwgWRcBAIIalUilwuJz5eZa4kZEeZmJgglUrFdl3QrP07KEpEWFpafjVTS/gmCwsLv6pv8/z5cxQKhdo8TJteVpUqVbh06RKpV3aQfmCGRpvwrTZAyMIS1pXL5SXq1RbPBjM1NdWo9tDV1RXnWRKJBF9f3xKzm4ve59zcXJRKpTieLvqbsbGxmMn5NQjblKRRVWIWT1KsmKn2PTAzM0OhUGBvb0+TJk00giyC/pNwXfAlCSMldLtaqVvRfyfsnPTVMri/I5NSEkoKeisUCo39f7qwWXU+J5ZjdX8LeXf2qa0vwM/Pj7y8PAwNDdWeW/HnoC3j7J8yn/lHEE8lpWE7maoeepkyZdSICoMC7SKZBclxJX4s8tR40tLSSEpKEiPDJUUl7MvWQl9fH319fRISEkTBTgHx8fE4Ojqir6/PzZs3qVq1Kp6enloZ5qlTp3LlyhWuX7+OUqnEysoKiURC1apVxXXKly8v/vtRTCrG5Rqi51iGBg0aEB4eTtmyZQFVrbWJiQmBgYEauh5fg66uLuPGjeP69eu0a9eOyZMnc/78eZF5vX79uhoZVxRSqZQFCxYQERHBp/C73DvwB92b+qOrq0tqaupXRTU9PDxYvXo1DRs2FCOUAQEBbNq0ibp162oI3H0vrly5gpGREa1btxaXHTt2jCdPnrBxo6rk7MGDBxrlEQKuX7/Otm3bOH369FePoy0SnZ6ezqZNm2jZsqX4DgQFBXH96C6Uz9XT+k1jb+Kkn8/y5csxMzNj5MiRauUO+vr6tGnThrNnz9KjRw+teigCZsyYQe3atRk7diwVKlRg6tSpKJVK6tatS4cOHXjz5o3KOeJTFHmvrtGtiSpC/+bORc5vnE9pU+jatSs7ls+hknkeq2aO17Dm/bsQnCpcXV2JjIykUaNGYoR/1apVLFq0iLlz5/LkyRNSU1P58OEDYWFhYkdrYmLCXyvmak1jlUgkGJUqS6yu8zcb2h07dmBjY0Ncuvaoxdc0Yn7gfxeuvdYu5C/0QUWdQ0pbaxd6/Vo/8/bJbczNzcnOzhb1okrqZwSxzurVq5OUlMT8+fO1ax3o6jJ//nw2bNhA/fr1NfojgFq1atGiRQvmzJlDVlaWOAnp0KGDOJguOuhNwlQsE7K1teX06dNqOjW9e/dm27ZtZGRk/K0SrSZNmhAWFsacOXO4ceMGgwcPFgeV58+fp3z58iWWGKxZswaFQsHJv9aRfP8M5oUp2NjYkJ6ejqen51ethNesWcO4ceO4ffs2oJp0PHz4kHnz5nHgQMlR069hz549lCpVSo08yszMZNSoUZw+fRqpVEpWVlaJgsAzZ87EwcGBfv36af1dgLZ+Ri6Xc+bMGXr27Mnjx48xMzPDw8OD169fs3fNQrKLZRxZfbzH3TP7cXNzo379+rx+/Vrt999++43MzExmzpz51RLEt2/f8uHDB9LT0zEyMmL+/PmkpKRgbm7Ohg0b2LVrF5aWlpiamlKYEIlzfizNqpXB2aCA+UPaQdI7Tp06xaQBnZk7sDWrZqoyzf9Tc2UfHx9sbW05cOAAkyZNEr+By5cvs3v3bi5dusS4ceOwtLQUs+mEUiaAS/u2kP0iVKOfMTAwwNyjEkblGn6zn7l06RJKpRLHMpW037sf/cwP/AslzWmO794sahtFRUXRuHFjfJ2ttK576/wxKnlouoICtKpfgwkTJtCwYUNmzZqFk5MTCQkJqslqMZMZ89pdsPWtIZYzAaLjclRUFHp6emIWj0CAt2zZUszmAVU/lJSURGJiIr1798be3p6IiAicnJy+OsEXyoSKZvkKph7GxsbI5XK1yb1MJsPOzk5t3b8LIStJG5kvXK+uri7pb5+ojT0NDQ1LbMu1QTi3wsJCJBKJ2nlrQ1JSklp1g1DCKMDQ0PCr5b7CfS5qeiKTyUSXOCHLOSsri5EjR4rH+Nb+SpIT+Zq49t9BcnIy3t7eLF++nISEBI1+vCTSX7i/RUvdipe9fav8UTDyKl5qqg3FjcKgZOdEbZDL5eTHR6CMuoXy01s1N0X48i0oLF1F8lVIYgE0hPJLyjhbfem11uX/TfhHEE8lISgoiD59+hATE4OZmZk4qTXJ+4xj6jO1dXtVscVRL4/8+Agy7xxS+y391gEmDehMZGQk/v7+dO/enejoaH7fqF27aNcxVQZFTEwMBgYGammownJBVE8ikbBhwwbmzJlDlSpVOH/+vNq6UqmUTZs2iZlBwsRi//794gs5YMAAAKwaDsCu91JRyK35L3/g7Kz+8k2fPp0//viDnJwcsUTve2Fra8uuXbuwsbERGWsLCws2btxIssQMv5b9MXRRieMaGhpSuXJlfv/9d4yMjPj555/JyckhLS2N0NBQypcvz4QJE75LF6Fp06Zq96Vz587MmDGDypUr/y1tCwGxsbGkpqaKxFJubi4DBw7k2LFj4v19+PChGrlXFCYmJpw9e5ZevXp9NQpsbGxMdnY2CoWC0NBQ+vfvT58+fTA2NubgwYOcOnWKAQMGEBwcjIuLC9HH1zDMI4PlXSpxeHgd9vzSDS8vL3bt2oVUKmXLli04OTnRt29fMYXT1NSUrKws9u3bJ2YOFceQIUNYtWoVJiYmRERE4O3tTX5+Pv369aNLly5s3boVmUxGbGwsffv2ZezYsQwfPpzIyEj69euHnp6eGsk2YsQIAgMDCQsLIzQ09G/f/6Kwt7fHz8+PkJAQfv75Z3F5+/btWbx4MbNmzRJTtN+8eYOtrS36+vp4eHhQu3ZtUlNTcXFxQSaTYWFhgYuLC8HBwZRuPw7bXkuQ1+hFhz/DSkwxVSqV3L17lyZNmpAv1z4AKihh+Q/878LD6BQOP9LMCMl8epExvdoSGhqqll1bxloP+TN1crplaR1G92yjSgO/rW5SoHx+lunDe3Pw4EFMTU2ZNm0a9+/fZ8Xm3VrP52O26r0U+jVB/68oig7IOnToQFhYGGPHjlX71gQMGjSIpKQkMjMzcXFRaSS2bt0af39/AFFzqGj6tl3vpYzfHqrh5jZv3jwuXbpEjRo1/nbWkBDo6Nq1K1KpFKVSib6+PnFxcdyMiKd864G4Va0vXl+ZMmXo378/3bp14+DBgyQmJiKXy5k4cSIVKlRg4cKFJCQkfDOC6e/vr6YnZWdnx40bNxgyZMi/JTR+9uxZTE1NadOmjbgsKCiIgQMHiiLyT548oVIl7UQEqMi2CxcusGOHdlFS+NLPgMqRcNq0aaJ49bJlyzhx4gSjRo3iwoULTJ48mTVr1uD8+R6Hh9dheZdK7B1QFbv4m5w+fRpnZ2fCwsKoUqUK/v7+oqudqakpCoWChQsXEhsbq7Vs8/Lly1SpUoXAwEB+//13LCws8PHxEUs1f/nlFwwMDHj9+jXGxsZiKX9+fj5169ZFLpcze/ZsTExMAOjSpQu+vr4kJiYyc+bM/4h8atiwIXFxcZw5c4aFCxeK34WdnR2rVq2icePGKBQKMZO7ZcuWSCQSDA0N6dOnDzdu3MDZ2Vmc2FauXJkePXpQY8h8LLrOx6rluK/2M6Ayq7C0tESmqz3D4Uc/8wPfC6VSSVJSErVq1cKaDLLuHlb7Pe3mfiJvXyD8xhnSipUb5T86wbals/D29mbmzJkYGhp+EQgvYbJaaGil4VoWHx9P27ZtmT9/vkZmx4kTJ8RsnuJlQgcPHiQ5ORk9PT2xfdGG4sLUbu3Gql1/r169MDY2FokbqVSKnp4eiYmJ4thdJpNp9E3fglKpRGHpqkF4gaqvFRzximZa2draolAoxACAtiyu4lnCAgTyTFsgXRCwBs0MHKVSqTb/kcvl35Wl8/TpU3H+KTx3qVRKdna2OFcV+tyvtbnfyu4CSL+2k/gdE9C5u/ur4toCirqPF0V2djaDBw8mLi5O7ZoNDQ3Jz89XO8+iwuz/CYrqh2VkZHyzDPNbWrvfm9mXnZ3No0ePxPPX1dVV+xZy6o3CuvFA8VkLZXdFq7qg5Iyzy68+/ddnPf0jiKeSIkUFBpYcPHiQu3fvEhAQIGoD5eTk8PbwCuJ3TKC/j4SPf01k48hWIuM8oKoVXczf8fn4MhJ3/UypZFXjWFhYSFxcHK1bt8bd3Z1D2//Uetxb545x8+ZNcnJyMDQ01Ehfj46OFsuIBAwePJjTp0/To0cPli5Vd4EzNTVl/fr1KJVKsfE/ePAgenp6GLr4cS02D/MqLTCt1UltO21pdX379iU6OpoaNWqwfPnyEu/p13Dx4kUOHTpEkyZNyM7Oxr3DOHpse0B2xc7Y9V5Ku5lbSU1N5eHDh2IUfNq0aQwbNozp06czfvx4Hjx4wLx583j48OE3yYuAgAA10V1Qle/16tWL/4+9945rKv3WeL8JEHqvgiKgKCiCBXsdO4piF3t3dKxjn7E79l5GHXvvvaKi41jGCqKCIiCISlMQpLeQ3D/4ZUtIgjjn3HPPnOvz+cxnZGdn752dnXe977PWep7atWt/U0mkYpHm7OwsDJxdu3ald+/eSkTTixcvyhSWrlu3LvPnz6dx48Yaz5+fn8+WLVto3749t2/fZuHChZw7d47+/fujr6+Pnp4eW7duxd3dXWjRcTEV06NuReo4mlOrVi1mzZrFqVOn+PTpE506daKgoIBr167h5uZG9+7duXDhgpA1f/36tcpgGxYWxt69e8nNzeXUqVMsX76cM2fOsGnTJlq3bs348eOxsrIiNDQUCwsLduzYwerVq6lYsSJt27ZFW1ubPn36KInSNW3alMjISOrXr8+ePXtYsWLFP14UNGrUiJiYGG7duqW0GE5OThZaYzIzM3nw4AESiYTu3bujp6fHnj17qF+/Pu3atePo0aPo6ekxd+5ccnNzGT59EQVVWiqdR91v4dy5c+zYsYPs7GxatmzJpAnqnfJ0tP4Vw+B3/L8MTXEmL/Ypf//9Nzt27FAinjIzM8l7cIzEfVOo9uk+qUd/Yc/kbgK5Ufj4BHv61RBKvY1j/hSyxJ8+fWLBggU0btyY47t+V3ve3A9vyczM5PDhw1hZWSnZKyvOXzrp4ebmxuvXrwkICKB169Yq48XatWvJz88X3peVlcXTp08xdKxJoUMdjLzaq5Rvb7vzRuW3ZWBgQO3atbG3t+fQIfXE2dcwf/58rl69ysSJExGLxVTtNY3+e0P47O4H7afT8MdlfPr0iYiICPbs2YNIJKJBgwZs3bqVDh06cODAAa5du8a0adPo3bs3c+bMKfN8CmeYkhVa1atX5+LFi3Tp0uWb27vDw8ORSqUCsbR//37i4uJYvXq1sE9ISIjGylooLtW/c+cOkydP1pikkcvlPHjwAF9fX1atWoWvry+BgYHMmDFDcFxcsmQJ69evZ+/evUBxdraOozk96lakcbUKHDx4kOXLl3Pr1i3Wr1+PTCYjIiKC9u3bU7t2bVatWkV+fj7GxsakpKSoxOOCggIGDBhAeno6J0+e5Oefiyti27Zty5IlS5g9eza1atUiOzubrKwsXrx4QY8ePRg3bhwDBw4kLi4OKysrZs6cKRxTIpEgkUjw9/cnPz+fvn37lkvzSh369OnD8+fPqVChArm5ucJ9qVmzprBgyMrK4uzZs9SsWZMFCxYgk8no2rUrK1asQFtbm/fv36Otrc21a9eIjo7m7J2nvDOsrnQedXEmMjKS7du3c/fuXRo0aMCmjevVXuP3OPMdCmiKNQpiyMnJCZFIRJcuXahTpw6i5+f5cGAan69s5PDQOshCiomod+/e8fmvvaQcnknKxbV00X2FTeJ9dHV1SUhIQCqV0q1bN2H+KU1Tr/2an/IeS0tLdHV1hQoTuVzO06dP+fPPP5XGzJIklEIAXEF0WFtbk5OTQ2FhoYpLnQKSCtUwbdpPJc7g3k4ggmxsbNi3bx/x8fEC6WRgYIBEIsHQ0JCnT58KrWwK98jyojThVbLVUC6XI5VKhSofBZmQlpamVKGirv3sw4cPSCQStQSEJo0gmUymQvA4OzurPX5JYlBT+xsUJ9ozMzMF123F/4uKipQqZ0sTjSWPrU6XStP1FyRGEn3jSLkqndRVfWlpaZGXl4dYLFaq+DI2NlZr7qVYj6m7zyNHjixXW7TiOYcvz3PJyi4nJychOVdelF4naqrAViRehPeZO6r8FgzqdRN+C5rWnwWJkRSkqv89/2+vrv1XREJNZamFqfHIZDJMTExo2bKlsCCIiIggJSWFwqQoogIPoZMRT0pKCo8fPwaKdTEkmQlkv7hJblw44eHh6Ojo4OLiQlhYGBMmTCjuB45/RQ3ilM4pCg8kNy4cf39/5s6di1gs5tmzZ0r7vHv3Tq3FdcOGDQkPD2fLli306dNH+GErtkFx5i43N5dRo0ZRb8Rv2AxcRYiuJ2Yd1DvgqHvAevbsSVFRkZK43regatWqdO/encDAQG6FveWVSPmzPC2w4UWS8nkbNGhAvXr18PDwEDLzIpGIP/74g8WLFxMXp3wfS0IhhFd6kFm1ahXe3t7l0sFQ4OjRo5iZmQltdqdOneLVq1ds3rxZab+CggKNvdcKTJo0CU9PT3r1+lKanJuby5EjR/Dz8+PPP/+kWrVqXLt2jXnz5lG5cmWVY0yZMgUdHR2cnJwwNTVV6Vdv1aoV/v7+TJgwgVOnTnH//n3EYjGFhYW8fv2aly9fCn3aWlpavH//nu2nrrHj+nOCYz/Rpk0bYXFZVFTEyJEjOXv2LNWqVWPy5Mn4+fnx11/FQqlLly4Figey7t27k5KSgra2toqOmKGhIfn5+RgZGbF582aMjY3/8aKgS5cu3L9/Hzc3N16+fIlTvVbYNe7K2TtPgeLFh4ODA0+fPuXIkSN8/vwZAwMDWrRowa5du1ixYgVPnjxBT0+Pw4cP8+nTJ0Qm6jNLL94lKwXL48ePM3bsWDIyMhg4cCDZOepLhr9nor8Dyo4zWlpaGBsb4+TkxJs3xY5h7969K26LSIzkyek/sBJlkZeXJyRARCIRttq5QgtPVFQUenp6GBgYUK1aNZo2bVpsrpAQgSzsitI50++foEEVG9q0aUOTJk0wNjYW2sQUKFlZWxLGxsaEhoZiaWlJtWrVBCFWuVzOnDlzkMvl7Nu3j0ePHtGrVy8sWw/Hqv8KziSZYOkzUe09UBdn1q9fz5UrV/j48WOZ+kqaYGVlRdu2bdmwYQN3X8WriLEnmdcitpROduXKlenUqRN2dnZCpRYUt/7l5ORw+rRyNXNptGzZklu3bilta9q0KTt37vym9m6pVEp+fj6urq6IRCIyMjKYPHkyV64of49lVdYq4OLiwtatW2nZsqVwH+VyOXfu3GHEiBHMmjWLwsJCjh07xvbt22ncuLHKxPr27dvs37+f9u3bU6FCBZUKBSsrK3bt2sXw4cPx9/fn48ePeHp6kpubS2FhoUDa5efnI5FIePjwIcdvPGLTxYc8jklm6NChSvpm06dPZ+HChfTs2ZMzZ84glUo5c+YMYWFhtGzZUtC02rp1K5cuXcLAwIBDhw6pXHfjxo2RSosd5KZOnUqPHj0EM4pvgZubG5mZmfTt25fjx48zcPIcLOp25MWHHGHibmdnx+3bt/n8+TMbNmwgPz+fjRs3MnPmTHr06CFYm584cYLMzEzEpnZqzxWZ+FlprvL+/XsmTZpEYmIiJ0+e5OkzVZ01+B5nvuMLNMUanbw0Jk2axLt37xCLxZibm9O1a1eSk5PJi39FdtifpMc8Uxlvq5hpkRd+i/C7AVSvXp0xY8YQHR1NixYtOHr0qLBIdzJGpXoqP+QCsuQYQQtIMd+0sbFBIpFw+fJloFiLB4rHvpIC5FpaWoKIeEpKitAqV5q4MDU1FUgfs+bqnS8VxFtOTo5Aaunr6+Ph4YFEIkFLSws/Pz9B21NLS6vMeam2trYSQaFOF8e0cW8kFaoptRoqoBg7SiZwSoudl0ZpYkEBTRUxCjMPBRSu25pQUvNIHQoLCxGJRFSvrkya6+rqCsl2dZ+15PWoI50UZJeLi0u5qqEUbtYlcf9+sZ6fSCQSrkHbtio+P81HavqF6LG0tBQqnxTnKn3/rKyslP4Wi8WcPXsWQ0NDIfGgDvXr1xeeLShe02lra6OjoyP8FxsbW+aaVQF1raIKaCIbS0sTaBRp17C95LklFvZqX/unLrH/U/hXEE91HM0Z08JFaZuilzQgIEAo2VcIq8bGxiIWi9HS0uKvv/7C0dERW1tbtLS00NPT48aNG1y8eFE4lomJCS9evGDRokUqE8/g3fNIOTyTz3cO8fnOIRIeBVBQUEBOTg4TJkxAR0dHJTuoaUEAxT/GqKgoPn36RK1atcjKyiI2Npb169cDxT9MCwsLZOaOvDdy++q9UfeALV++nEePHpGWlvaPWtVK4uTV22q3q1uI6OjoqPzYDA0N2bp1KyNGjNDIsENx1ZO6dofDhw+jp6dH9+7dy3W9ly5dQkdHhzZt2pCTk8Po0aO5ePGi0qCVlJSEnZ36SWVpnDlzhidPnjB9+nR++uknevToQVZWFvv372fMmDFUrVpVY0BZtGgRJ0+eZMeOHfj7+5OQkECPHj1U9uvduzeenp7MmzePOnXqEB8fz/jx45V0OBQZl3bTf2dpUCFLbryn57YH6HeYIgx6IpGInJwc3rx5w8GDB7G2tmbRokVYW1tTuXJlunXrBhTrQT169AhLS0uWL1+uloDz9vZGT0+Pd+/e8dNPP/3jRUHHjh15//49/v7+zDx8D3m7aei2HI1V/xU0HruC6OhoYmNjadCgAZMmTcLCwoLp06fz9OlTxGIxHh4enDt3DltbW5o0aVLcs66hxPTnkQO4dOmS8LeivUKATH2w/p6J/g4oO878/vvvXL58mbVr12JpaUlKSgp3795FJBKhra1NWloazs7ONGvWDC0tLYyMjJBKpRw7dkxJ62Hbtm3cvXtXZfIRf3kLhZeWCnEmJ/I+d+7cITg4mCNHjgiaGSVRVpwRiUScOHGCMWPG4O7uzqNHj5DL5axZs0ZwPW3YsCE3n79RcYxVB3VxxtPTE21tbRwdHdm5c+dXj1EWHofHqt1e3jgDxYmKnTt3CnqB6lC6rVuBnj17Mn/+/HK3d1+7dg19fX2hza5Dhw6MGjVKZbKfkJBQ5iRYAX9/f3x9fWnevDnLli0TrnP27NkcPXqUSpUqqVS3KfDkyRP8/Pw4e/YsMpmM9+/fq006OTs7s2bNGgYOHIhYLObWrVucPn2axMREYSGVk5NDXl4e+5+lM+N6Mmv+TqH3jkc8M2uiNLnW19fnwoULxMTEsG3bNuLi4vj48SOVK1dm+PDhQLFW4qJFi3BycqJmzZq0bNlS5Zpat25NQkICsbGxNGzYkOPHj7NgwQKhcutboKenR7Vq1TgSnsuxVEeM249Hr8scqvScypMnT4iPj2fu3Ln06dOHevXq4erqio2NDQEBASxZsoQTJ05gbW2Nubk55ubmGuPMmgUzBfkDKBYkVspuf48z3/EVqIs1WY9OU8O2WJvU29uboqIi0tPTWblypbDol0qlDBo0SKWa4tWrV+jo6NC3b19kMhnbtm2jZ8+ePH/+HC0tLWEe5Ofnh1H0DVIurScz5DIpl9aT++Ao58+f58OHDwKho2hxmzRpkjDWZmRkCK8ZGBgoXYOWlpbSfEsdMZFrYKta5VQKRZ8ThXOV/Myenp5kZGQglUq5ceMGurq6GBsbq5A2JdGyZUvkcjkSiUQg4sta5Jd0sSwLJUmL0igoKBDuk6KiExCcCjWh5GsxMTFlkmmaCI2SSE1NFeKggghU6IZpmjN8DUVFRZiZmeHo6PjVaiiJRKLRjVsxZyooKMCs5RDsBq/hTqELdoPXYN1zHpIK1fj06ZNArincx0vO5Q0MDJTW6vr6+mhpaTFw4EDkcrlSkkQBxTpNUYCigJaWFlKplMLCQpo2bUqDBg0AVdKyNMqqnCsvxGKxZpF2DdsV0PQst65u/Y9dYv+n8K+JhLN83NnoW4mC2zuVekmfPHnCrl27aNWqlSDm6enpibW1Ndu3b0csFvPixQtMTU0xMDAgKCgIHR0dmjRpgpWVFTY2NixatAhXV1datGiBWCxWYoMNDQ3RcfbGrPkAzJoPoMKQteDlJywcTExMCA4OVrrWuLg4Fe2lktDW1ubGjRv4+PhQpUoVqlSpIvSXGhkZkZeXR5GBqpBZaSi0qbZt26ZUJqjQXrC2tlap9CkPsrKy+Pvvv6lbty6/L5undp8lsybx008/ceHCF4tITQsCV1dXJkyYwOTJkzWes3379moXBFCsLREZGcmECRO+eu1PnjyhcuXKgrh4//798fRUdpj5WvuDAh8/fmT9+vU4OjqyadMm2rVrR0BAAKNGjcLU1FRJe6M0Nm3axNatWwkLC2Pz5s38/PPPGBgYaMw0TJgwAalUytatWxGJRCxZsoTo6GilKiqRlTNS19bKb3TwoMKQtdQZtpBTp04xduxYCgoKOHbsGDdv3kRHR4datWphZ2eHlZUVp06dYv/+/Xh5eaGnp8eoUaPUXk/Tpk15/fo18+fP59atW8KiYOHChezZs+er904BReDVsqnCC7nybyLBtCbJsuLF1E8//US9evWIi4tj3LhxzJw5kx9//BEobids1KgRU6dO5eTJk8WCgWF/Kp/o5TVSIoKYMWOGEBRLf8eaBvL/7dmB7/ifwywfd44Or4dNzBWlOHPx4kXu3LnD8uXLMTIyEtpqbG1t6dChA5aWlgQEBODj44NIJOLy5ct07tyZ+/fv07x5c3R0dOjQoQMDBgzA3d0dY2NjoYoRijOQBbY1lOKMVt0eyGQy3rx5Q6NGjVQ0BtS1dJfGjBkzOHz4MB07dmTPnj20adMG+PK7/FpWDYrJt4E+zViwYAHv379XOX52dja7du0q3w0uAalUSlhYGOPGjWPS8H5q95k1bjiDBg1i7dq1wkRUU5yRSCTs2rWLcePGKdmDl4Sbm5tGYmrChAkMGjQILy+vr+pHnDx5El1dXVq3bs3u3bv5+PGjipNsYWEh2traX80O5+fnc+LECaGtMCwsjKtXr7Jo0SJcXFzKjDMRERG0bduW48eP8+zZM0aMGIGWlhampqZq969duzbTpk1j6NChSKVSOnToQHJysuD8BsWZVFFNZSetbFNnKgxZS7U+M/jjjz+YMWMGXbp0YezYsbRq1YqLFy+ydOlS9PX16dy5M+/fv2f06NGIxWKSkpI4depU6UsBwMvLi/DwcE6cOMH27duxtLTk1KlTvHnzhh9//FGjsK061KpViy3HLpNmp+z8K3X9ASydEIvFPHjwgOfPnxMZGcnGjRs5efIk9vb2WFhYcPToUVq3bo2enh5Pnz6l6GM0WaE3lI5lnR3Dk8DT3LhxQ1jcWFhYkJubK3zP3+PMd5QHs3zcBR22M2ObUD3vFcHBwUyZMoXevXtjaGhIZmYmr169EtYqCxcuJCcnRxjftLW1cXFxoaCgAC0tLV6/fs3p06dxdnbmypUr1KpVS6g+1NPT4/z581i1HYlV58kY1+mEVefJSOr3xsPDA3Nzc+GZzs7OJj09XUmuQyKRCK10ubm5wty0qKgIAwMDbt68Keyrjpj4WqxJv3+CvPjisVkmk6GlpYWuri4SiYRz584hlUrJysoiNTWVxMRE5s6dq/FcUDxvVOgiKSqnvrbILxlXNGk2lbW2K4mCggIhBmRmZn6zu58mlNVmp6OjoxJvFALacrmcgoICoaPhW2Bubi6sr9VJpyjOKZFI0NfXx9DQUGNyXy6Xo62tjVV1b9UWM9cGakmckhVeBgYGKt0xCoIxMDCQ7Oxstc9EaVJUMQcqeWxDQ0N27twpfFcKMfnS97SsyrlvgaJVsbRIe1boDfgUW6aYvaZneUJr12+6hv8v8K8hngC6NvVk/aR+FCRGCiVuj6I/8ueffzJz5kzu3r3L7du3yc/PJzs7Gz8/P/Lz8zl27BiFhYV4eXlx5swZBg0aRHx8PJaWllStWpVz584REhLCoEGDOHv2LNHR0WRnZyOVSlnyxyG1D5jIypnY2Fjc3NxUHGLK08YFxRnaDRs20LBhQ2rXrg18Gfg0PVR5t3ZiFn4Oj4QACoNO8ueff/LLL7+oTEzXrFnDp0+f2L9/f3lvrwAfHx+aN29OSEgIng4mKpmZSlnhhFw/w7Zt25RaCyQSiUY23tfXFxsbG40LlFq1aqm1AofigfPJkyecO3dOxU68JGQyGZmZmXTt2pVjx44RHR2tVvi2LOJJKpVy4cIF+vbty4QJE3B1deXGjRucOnWKH3/8UbjPiuD3/PlzlR7z/fv3s2jRIp49e0ZERASVKlX6qqMFwNKlS3n8+DFnzhSXQjs4OLBo0SK0tLSKhRUtNfccp9rWw9TFS2gZyczM5OnTpzx69IiYmBi6detGaGgoCxYsQCwWExkZqdb9CoozAt26FWvVnDx5UiAvraysOHnyJG/fvmX06NFq+69LIz09HWNjY6YuXKH29Tcp2cTFxXH8+HFMTU3p1asXMpmMx48fM2PGDDIyMhCJRDRu3Jjg4GC6detGz98OYOihTMCJxGJsbGx49eoV+/btI+RdGtFFllhWqye4Uagb4Me2dPlfnx34jv9ZNHK148GRDUpx5l22mFGjRnHq1CmOHDnC8ePHycrKIj8/H3d3d5ycnDhx4gSrVq1iyZIljBs3jnXr1hEaGkqNGjUwMDDA3NycFy9e0KtXL/r160dkZKSQ2Tt+4xGG3t2UrsO0cW8MHWuyevVqmjVrRn5+vtI4r6mluzTat29PSEiI4KIGCLpEmuJM+rUtGD4/iXPUScze3uLly5esWLFCZYz+8ccfSU5O5s2bN99sT/zHH39Qp06d4jbzT7GMauak9HonZ23eP73DwYMH2bRpk9KEUVOcqVChAosWLWL06NFqJ58ikQh7e3vi49V/7hUrVtCgQQMlZyB1uHv3LpUrVyY/P5+pU6dy7do1lX1evnxZpo5gSEgIEydOxM/Pj+TkZHbt2sW7d++4evWqMLkvKCggKiqKhIQEbt++rTRJjouLo2nTpmzfvp2WLVty7tw5evcuu6IAiitBe/Towfjx44VsskJAWEdHB50y4ky+Swsa+PTh8OHDNG/enPT0dBYsWMChQ4cICAjA3t4eiUTCgAEDiI+Px9HRkSFDhqhtu5BKpVSpUoWgoCCCgoKYNWsWULywWrhwId27d6dr167ExMSovFfdsVxcXDjxlQrtfv368fPPP6OlpUXDhg357bffhAVsUFAQU6dOJTg4GEdHR2YevodRrTZKx0k2dMHeZyxpaWn0798fgCfv0qjT/UcMKtUoriz4Hme+o5xQ6LDVcTSn0+Bx2DTw5V22mJ07dzJw4EBEIhG+vr5kZ2djampKgwYNlOZdEomE2NhYoYJk7dq1glFD9erVcXBwEEhosViMpEI1kq1qK12DgXc3+k/4VahQUVTHFBUVCULbJiYmFBQU4ObmhoGBAUVFRbx+/VpoK8vPz1ca/9WNvZpizec7xcLUtkkPlKpDCwsLMTMzo6CggPz8fEGrqLCwEDs7O7UGGiXx6dMn3NzchFiRm5tbLic2RZz58OGDsK0k2aOpHVsdSaDQjALKbI8rDU2JA9Cs+QMo6WopyBNFJ4Tivf/ErdrDw0O49+qgOOenT58oKCjg8+fPGmMsFH8XOdqa2wnLInFycnKQy+WIRCLheyksLCQ/P7/MamfF/VAIupduV9XS0uLSpUvUqlULFxcXgegEhCooKG4D/KftceWFUa02GDYdoDTfK93W92+OM9pf3+V/F/Lz8zFrOUQggx4CLa3zeXjvMK1atWLgwIHY2dkJGQBjY2PGjBnDzZs3sbGxoVatWkRHR1OhQgX279/PpEmTaNCgARMmTODcuXMqlom6VpUA1ZLBCtW88PHxwcDAgLi4OEaPHk3lypVxcnIiLS2N+Ph4KlSooJblXrlyJf369aNSpUr4+/sXl6H3GIJ53Q5kJ76B/9hCpt8/oUR61TdM41zQJT4UFoKXFx06dODKlStIpVIiIiKUtJAaN26MRCLh3bt3SKVSFc0HTYiKiiIoKAi5XI6VlRVnz57F3t6eDjXt6DXsJz68DuXwke34n6tIfn4+sbGxvHnzBmdnZ3R0dMrU+pg/fz69e/fGy8sLb2/lrKRYLMbKyoqPHz+qJWl0dXV5+vQpbm5uVKxYkYEDByq9LpPJePDgAWKxmFatWtG0aVNu376t9v4/e/aMiROVtUxevnzJnj17ePbsGT4+PmzatEnpOjp37szgwYNp3Lgxzs7OmJqacuLECYqKigRSbPfu3Tg5OQni6jY2NkyYMEFJbLYsKBwQ+/Tpg5WVFXXq1OHPP/8U3HeMTDQHI4A7zyIFwvTWrVvY2dkxd+5cdHR0aNWqFaNHj+b9+/d07NiRnJwcjeRbnTp18PDw4PHjx4hEIqVKNS0tLRYsWMCVK1fo2rUr27Ztw8XlCzEpl8sJDQ0lICCAO3fuoK+vT+XKldET5aOuY9rZypBu3doxa9YsVqxYwdu3b9mwYQO1a9dGW1ubffv2UatWLby9vTlx4gQ27g0IylYdWOVubXGVJZN94yzn34lZsLVYiNmox0IyH51GdHMPOnauFKa8I+XSevbv3YOzleG/YpD+jv95FBYWYt5qKCb/sZ5OB9rVNGH+/HmsWbOGsWPHoqurS05ODo6OjjRv3pzp06czfPhwZsyYwZYtWwgNDRWExPX19WnZsiVdunThyJEjNGyorGdUoGsGvFW5Dq/m7Tl1ajvx8fFkZ2fTs2dP6tWrh5OTEw8fPqRr167k5+erraQ8e/Ys+vr6dOjQgcqVKxMdHU3DTn0x9mzLs7hiTQ51ccY5N4qQ6L95+SSd9/8xvhgxYgRisZjHjx/TqVMnYV+xWEyXLl0ICAjgyJEjDBigXrujNKRSKZs3bxYWNhs3bmR055p0qmXP/jNX2LJiAS5TRtGyZUvu3buHtbU1gYGBdOjQ4atxpmnTpoSEhLBy5UolMWsF2rZty/Xr1xkyRH1p/KFDh2jVqhV+fn6cO3dO6TW5XI5cLufDhw9MmzaN9u3bM27cOLVuPeoSHJ8+feLQoUNcunSJmjVrMmrUKGrVqqW0z6VLl/Dx8WHs2LGkpqZy8OBB8vPz8fPzIykpic2bN9OlSxcaNmzIihUr6NWrFzt37mTAgAFlZsNLwt/fn8TERBYuXMiCBQs4ePAgIpEIKysrcnLKdu+J/phJcnIyubm5PHz4ED09PW7evMmnT58YPny4oC8zbNgwjh07ptExUFtbm9GjRzN//nzkcjm9evVSyix37NgRd3d3Ro8ezfjx45XcA6G4jfHKlStcu3aNjIwMPDw8yP34FnXeRM5WhqxevRpLS0tOnjzJ7NmzSU1NJSEhgV69egnVCV5eXiQlJRHyLo1DIclqr1vs0RGrN0E4Ojpi1+FH9Op2hSo+WFXxIf3+CXIi7wtx5pdZM+jUzPt7nPmOMrE8IJwdsaaImw7DDCh6/RdPn95BLpdjZ2dHZGQkaWlpSi20NWrU4ODBg4KGnIKQKCoqwsjICGtra9zd3QXdu7y8PJLzxahLiQdHvleztXhO2qRJE96+fYtMJuPhw4dMnTqVdevWkZeXJyzMFeOxRCLB3t6e2NhYJBWqoWPhQGFqvGB1XzrWpN8/QfrfRwCITS0WfFZUtOrp6WFpaYlUKiU1NVWp5ao8WnxaWlpYW1sTERGBWCwWiJ/Pt/aRE3kfI/sqZCVEq4hiy+VyatSowcuXL5W2KaCOfDEwMEBfX/+/LG2iQGlXUTMzM6H9rrxGPyUJKsW//6lJUEk5GcV3UDIOK6RtWrRooSJMLhaLVciy6tWrE1uOVrKS342enp5QASsSiTAzMxPuk6JCThO5JxKJMDc3FxJ9EolEuHaRSIREIhGqwBT6jbq6ugLhGRQUJHyuT58+IZH8s/Y4dVBXPQVg0rAn2a/+piAxUonzAJTizIoetdDREv+r1jMi+X/Fw/b/A1x/Gs3IY6qs5vwmBhzasIQ///xT6aHX1tZGS0uLYcOGsXXrVvr160daWhrBwcGsX7+eH3/8kXbt2mFjY8O2bdtUjvvnsxiGH1VliOun/cXf5w9x7tw5WrduTXBwsFAqv2bNGho3bkxSUpJwLXZ2djg5OVG5cmUmT56MtrY2s2bNYtKkSay48oo/bn/J6qXfP0HO/SPFNsRdBxD9MZPcj2959fcVpkyZwsWLFzE0NMTe3p5ffvkFGxsbunXrxvr16xk8eLBwnJUrV7J06VJWrlzJ6NGjv3pv9+7dy4gRI3B1dWXp0qX8+eef/P77F8elGjVqEB4ejoWFBb/99htNmzbFyMiISZMm0blzZ5ycnIiOjhZsudUhLS2Nnj17cuzYMZUs6N69e5FIJEImUR3evHlDvXr1OH78OFWrVsXCwgITExNB7LugoICqVavSvn171q1bp/YYnTt35tKlS6Snp3Ps2DHOnDmDi4sLw4YNo169ehpbIyIjI/H09CQ/P585c+awfft2MjMzuX79Om/evGHEiBHIZDKCg4OpVasWYWFhbNy4ke3bt5d121WQlZVFz549WblyJd27d+fNmzeYm5szaf1h9oRrzproPTtJzPVDam1Xvby8SElJ4aeffmLt2rXExMQIYpHqkJmZiZ2dHXl5eYKdrQLBwcE4OzuTmZnJ6NGjGTZsmCBC+f79e2rVqoWPjw/NmjVDV1eXO3fuMGbMGDJdWivpyYxt6YJ7QRQTJ05k1KhR3Lx5k+vXr+Ps7Mzx48epX78+rVu3xt/fn1atWjFixAjajpqt8R7kRD0i/d7R4nbY0vc09IZS9npMCxdm+bhr/Pzf8f9vPHmXRo+t91S27/Z3Z8WMscJ4r4ChoSHZ2dnUrl2bkJAQbty4wZAhQ9DT06NixYpkZGSQm5uLpaWlWkI85F0a3dWcz+DvLSSF3SciIoIaNWowadIkfH19iY2NZfbs2bRt25a4uDhh0mRqaoqTkxNOTk5s27aNqKgo2rVrx969e/n9znuVOJNx5wAymQzHOi0QmdqS/j6KpVNHU6lSJfr06YO9vT15eXkMGjSIX375hbp16+Lt7a1ULZmSkoKTkxO1a9fWSDKUxLt373B3d0cmkxEYGCi42ymSIwoS2tDQkF9//RV7e3v69OnD7NmzycnJYdWqVQwcOJDz589rPIdcLmf48OEMGDCAtm3bKr328eNHpkyZwsGDBzW+XyaTUatWLVq2bMnq1atJSEigatWqHDt2jDFjxpCenk6rVq14//69SsWzAhMnTmTixIk4Oztz7do19u/fT2FhIQMGDKBz584aq6JzcnKoV68eEREReHp6YmJiwp07d/jpp59YsmQJLi4uZGZmMnfuXObNm4dUKqV9+/ZcuXKlXJXWJTF9+nRcXV0JCgpix44daGtrs3HjRn67nYLESb0oesX4v/j7wGphol9ywu/s7IydnZ3gErd69Wp69uyp9jgKtGvXjuvXrxMaGoqHh4ewPTk5mbi4OGrUqMHUqVMxMjKiY8eOXLt2jSdPnmBnZ0fHjh1p37690E5kY2ODc/ef+WDxpb1+bEsXJrSoTMWKFbl+/brQXjh27FhycnLYt28fBw8eZOvWrQQEBODr60uncQv546nmRWRO1CNyHp/Cqr/6Sl4FRjWtzGxfjzL3+Y7/f0PT2J969BcyY9V3ARgYGAjVLVKpFEdHR0HgG6BSpUps27YNiURCu3btgGLjorDELPT9VOUzEvdNERb5enp6SjpGjo6OxMXF4ebmRkpKCqmpqYK2Uul5psIRzajpAJWFsqJtvSQhxadYgQAwNTUlPT1d0NYpLCzE29ub58+fK7WGGRsbC7qK5YG+vv5Xq/M9PT0JDQ0VKmlKL4u/5vLm7+/P8ePHhXuijnixsrIiJSWlXNdc+tzwhTRSECKK45bXge6/AxKJhLp16/L48WOlz6m4Jih+NnNycoQ5UUmSpyRsbGyQNx+DgWsDldeguBIuNyZYrVuetbU1KSkpGBkZCW2MpZ9FxTXZ29uTnZ2NlpaWQAxqa2sLpKliLmZvby8Iipc8nqJCSltbWyC+tLW1y3zG1V1vZmam2tZx6/qdMWgzVu37ylrTlMS/bT3zryOeTj+JY8qJZyrbf/3BgVZOBnh7e6vVd5gyZQpr1qzh48ePODg4sG7dOhYsWIC2tjaHDx9m9erVnDhxQknA8/r163QdNhGbgatUjqcYqB8+fEjbtm25cOECLVu2JCIiQrCsV0DB0MfGxhIREcH48ePJzs4urib5bT2nMl3UHl8vOwkDAwP69u3LsGHD8PT0JCsrizt37tCpUyfmzZvHpk2bGD16NKNHj6Zp06YMGzaMZcuWCec1MTHB1dWV5cuX07p1a43ieb179+bUqVOMHz+ejRs3qt3Hzs6O1NRUevbsye+//y5Uh8lkMn7//XeOHTtG69at+e2339S+X4Fnz54xd+5cTp8+rVSJFR8fz5w5c76qIRQUFCRoes2dO5fp06cL2W0tLS3Mzc0FJ6fSSEtLo1evXlSsWJH09HT8/f3p1q2boLFVFnbs2MH8+fNJTEykVq1atG7dmgMHDvDp0ycaNmzIo0eP0NXVZe7cucyePZshQ4Ywd+5cweXvW/DhwwdBc+zVq1eYm5sjt6iMae/FZb6v4Nklcu4dxtbWltTUVKVAV6VKFczNzfHz8/uq9ThAdHQ014Ijsa1aS2DTT548yfDhwxk5ciS2trbcvn2biIgIqlatyubNm9Vm/pOTk7Gzs0Mmk+Hg2ZTPRRI8ne24e+4gDg4OnD59mp49ewrVXa1btxbKdG1tbXn58iUzZ85k9+7d6Ni5ljkIf75zSKNjSmmcGdvkX5Mh+I7/WWiKM93sMlg6yo/GjRurtXEu6XpnaWnJoEGD2LlzJw4ODri5udGoUSPq1q1Lhw5fNHTev39Pky790fKZpXK8xH1TkH54ja+vL69evcLDw0PQy/H19VUyyQD4/Pkzb9++5e3bt4wZM4bExES0tbXxau1HSt1hao9fkBiJt7c3qamp3LhxAxMTEywsLDh+/Di9e/cWqoPc3Nw4efIk3bt3Jysri/v37wtER926dYmMjOTKlStUrVpVo77DiRMn8Pf3p2rVqoSGhqolSnr37s2VK1cwMzPj4sWLQlsgFLu3LViwgJycHB48eKD2HArk5OTg5+fHzp07VRxHO3ToQEBAQJm6GwUFBTg7OyOTyahUqRKPHj0iNjYWDw8PsrOz0dHRISIiAmdnZ7Xv/+GHH2jYsCHBwcG0b9+eQYMGlcvUIjw8HF9fX96+fYuOjg5PnjzBw8OD+Ph4Ll++zIgRIxCJRNStW5egoCCOHDlCSkpKuTQQS0Mmk+Hr68ubN2+IiIhAW1sbQ0NDKtVuTkajHzW+LyfoLG75EQQFBdG6dWslUwdtbW3mz5/P6dOnefLkyVevQSqVsnzHUWo0bCXEmbdv39K2bVsMDQ2ZNGkS165dIzw8nLy8PDZs2EC7du1UvjuZTIaZmRmZmZkYO9VCZmiFJP8zqVFP6NatG3Z2dqSkpFCxYkXWr1+Pra0tz549w87ODl9fX5o2bYqXlxd+fn5o2VTBbvCaMq874+8jmDRVr01WEt/jzHeUBU2xJvv6FlKCLqt9j0LLp+SCXiQSCQtyuVxOtWrV6NOnD4sXL8bIyIgmTZrwLC4d3S6qcz9FHCi94JbJZFSvXp2IiAgePHhAgwYN8PLyElquFUSTop1MJBJpnKOVJLcUZEq9evUICgrCwsJCSYxasdYoTVhUrVqV169fa7yX1tbWAjEGXxzojIyMVAw9SsLS0lJIJCm0FzXpy5XcVwFDQ0P09PRUtpd0wCtNIP1TKCrC6tSpQ0hIiMrrX/us/xTGxsb4+vpy/PhxoLiyrjTh06lTJ5KSkgSzCSgmQUtqQ5asMJJUqPZVUkUToaOjo0P79u1VYk9RURE2NjYcOnSItm3b0qNHD6pXr86+ffvIN6pAga4ZugXppEQEAcrVZJr0I+ELoVYSpav6QLXCSywWU6NGDcLCwtQe92v3oLxrmn9TnPlXaTyBZoHGXeuX4erqyrhx45S2K0rPFS0A8+bNo0ePHixcuJCCggJ8fHw4ffo0ffr04cSJE+zZswcHBwesrKzo2LEjYjP1jjSKXs5mzZopCeupE3wVi8WC/XOnTp1wd3dn48aNpKSk0LSjerc2HQsHMjIySElJITw8XNC6MTY2FlodFi1aRExMDI8ePaJ58+Zs27aN06dP4+fnh0wmIyQkBJlMxtOnT+nUqZPSoKgYmAsKCnBwcODMmTMEBgZqJJ2guB1t4cKFfP78WaklUSwWM3HiRCZMmCCIhJY1uHp5edG3b19mz56ttN3BwYGEhISvDsyKQTUzM5MjR4rLdBX3RCwWq7gMArx9+5aFCxfStm1btLS0+O233zh79iz+/v7lIp0ARo0aRUREBD/++CNRUVH4DZ/EvN0X+Ss0lsePH+Ph4cHhw4eZPn060dHRyGSyf0Q6JSYmMnbsWHr37i1UJaWlpeFkjIoOSmlIvDozYukujhw5okIyRkdHEx0dzS+//FKu6zgRWcCKEBlTTjyj+9Z7dJi5lf79+wv33dvbm9OnT/P69WsGDRrE5MmTlfrioVikskaNGsJAnB7zjOwXN3l55zLTp0+nVq1aJCcnY2pqipubGzNnzhRaYD5//oxYLMbd3Z1du3YViyOq6Wv+p1DnmPUd3wGa48zhP9aRn5/P7t271bY1KbLL58+fp3v37uzYsQNjY2PBYWjo0KHs3buXDx8+YGtri5OTE66urqRJ1ScEdCwckMlkXLhwAQcHB8FVUpHpLA0zMzO8vLzo2rUrDRo0YPLkyYSHh/PrsvUajw/FZH7lypXZvXu3UD3Sp08fRCIR7dq1Iy4ujvr161OlShV++OEHvL29qVKlCh8/fiQrKwttbW2ys7Np3ry5oFEHxZNsRawZNGgQffv25ccffyQiIkJjdc7OnTuJjS3OhJcknQBatGjBhQsX+PDhA2PHjtUoIg7FE8Xt27czatQolUWEIsNdFnJzc5HL5SQlJfH69Wvy8vJwcnKioKAAsVjMzJkzVUinzMxMdu/eTadOnQRtvWvXrjF9+vRyO6m6u7sTFRXFoUOHkMlkvH79mgOX7/B3gpSZK7diamrKypUruXr1KjKZjF27djFy5MhyHbskCgsLmT9/PhYWFjg5OSESiSgsLEQsFnPj+C7qG33W+F4D7260Gv4LBw4cUHHyk0qlLFq0qNz6kqsDo9j5zlyIMz9tu4q7uzuvX78mKioKsVjM77//ztOnTzl58iQrV67k3j3VCpEePXoIz4P0w2uyX9wk7XUId+7c4d69e2zcuJE///yT5cuXc+XKFSwsLITv5MmTJwQFBdGlS5fiVouEiK/GGS3trztgwfc48x1lQ1OsyYjXTLCUNKZQQC6X8+jRI0GTU1tbmxUrViCXyzE3NycoKIhM9NUf7z9xwMXFRYgrCqmJuLg4zMzMWLhwIcePH1dqeTUzMxOIFYlEUizyrEEjrqT+jUJgOiUlhXHjxqnIayQlJamQTsbGxiQlJSklq0s7fYpEIiWtJQU5kpWVpTQfFovFShIRirWRrq4uVatWVWrpKo2SbXCK17Ozs8nOLv6dl/xepFKpcN6vrWtEItFXjSjgS6ufOtKpWrVqZGVlfZOQeclzltYRKomcnBz++usvioqKKCoqombNmmoLGUJDQ6lY8cszUNqQRC6XC9VR5ZnPmzbujbFXe5VrLSwsVCKdKlWqRO3atYX7f+DAAaC4IvvIkSNIa3bGqMdCLDr/jGH3BVi1GSG07CniuJaWlkYXWnVtlAWJkWS/uKlUlVW68komkwmkkzrJm/+uNc2/Kc7864gnTZbXjwKOY2lpyf79+5V+PH5+fpg4exIjs2Lr8QAKCgpITk6msLAQW1tbMjIy+Pvvv+ncuTNr165l586dJCYmCr2g4iz1lTMlXRDkcjkXLlwgJyenTItrKGbkHz16xPjx4zE3N9cYdJwsiwdPuVxOUFAQ7dq1w8/Pj8uXLys92Obm5ty8eZPDhw8zbtw4rK2tSU9Pp0qVKjRu3FgoMdXW1lZyaahatSru7u4YGRmRm5tLamqq4HikCRYWFkyePFnFjlIBZ2dn+vfvT05ODt27d1cq/S2NAQMGkJ+fr+J2U5brkAI1atRg5MiRWFpa8vTpU9LT08mUWGJY8wcGTJqDm5sbULxwOHToEH5+fixYsICWLVsycOBApk+f/o8tRY3/o3ky9o8rDDvyknUPUhl6+AWTdv9JaGgoPXr0QCKRsHLlSmbMmPHNxz916hSDBw/mt99+o3379kLpr6mpKWfPnmV255o0zrxL2uX1fL5zSP0x3uvhs/wCODVQCSAZGRnlIp5C3qUpteUARIgdad17OHXq1MHIyIg2bdoI2jIDBgxg+fLl9OvXT6ndxsDAQEmoV0Eapqens337dk6ePMmsWbNYvnw5MpmMO3fuMG/ePAoLC+nZsyefPn0SdGAU+HxrHymX1qu97tyYYMEZRYHCNFVrVfjuMvQdmqEpziS/eoydnR1dunRB27aqEGd0dXWpXLclIueG/BUWy7p16ygoKMDR0RFzc3OOHz9OdnY2tra2xMfHM2HCBFJTU3n79i35+flfdduRy+W8ffuWpKQkPnz4QHJyskbXHQXOnj3LunXrqFq1qsZnveT2Z8+esXr1ajw9Pdm6datS1lQsFrNixQoiIiIIDAzk8uXLdO/eHTc3N9zc3JScXUu6iM6fPx8DAwMcHR05fPgwV69eLRYTLwOmpqZYWlpiaGiotmLG0NCQWrVq0bdvX/z8/Lhx44aao/zn8zk7M3XqVCZMmKA08W/Xrp1GF1UFjIyM+PXXX6lWrRppaWls3LiRkHdpGNT8AbuajYTKXrlczu3bt4XWPolEwvLly+nevTuNGjUq12KiNMRiMX379uXjx49cSdTl17/SmHriGYbdFzDryH2mTZuGpaUlFy5coG3btujrq19QasKrV6/w9fXFw8OD5cuXY2xsjJaWFtra2ixZsgRra2vmdqnFx4PTyQwJUHuM/REyxh4N5eDfkejaK5NPhYWFdO+uPqlWEurizOVYKW37jqRJkyaYm5vj6ekpJLo8PDw4e/YsW7duZd26dUrfaZ8+fYR/l2yt6dq1K5s2bWLhwoU0btwYPT095s2bJ8TngwcP8uHDB/766y+l7+rzrX3FzpYa4qzcoHzZ5e9x5jvKgqZYo1jMliYDWrVqhZ1HY8QujVTmd+Hh4YwZMwYTExNSUlIE0j8+Pp7U1NQy44xIJOL169cCafHx40ckEgnZ2dn06NGDc+fOcf/+faXx+9OnT9jb2wNfdJ5Mxeod00qe29jYmLp16xIbG8u+fft49eqV0NJUEiV/j5mZmWRlZSlVECnIHgWysrLIzs4WRM/lcjm1atVCT09PqZJFT0+P2NhYlWt0cHAgIiJC+FsdWaQ4v6WlpdLrCrJK0X4sEomElsGyjlfyNcFAowwCqDSMjb+IdEdGFj8z32L0obgms5ZDqDBkLVZdpqp1llOYNynw4sULFXe8y5cvY21tTUZGhtJ2dQSVmZkZ8GWcTbmwRuNYa+EzEeue89Cx0+zYlpWVRVBQEFKplM+fP7N//35EIhF5eXms238G/Xp+Svsb1u+Orn11QadYLBaTn58vODv+U5SO91paWjRr1gxAo1vut65p1OHfFGf+da12CoS8SyMyKZ3B3TpgUvilpchn1h+85AvbKkuORmz9pf3HJP4hy/0bMWjQINLS0oRSSEtLS7S1tRkwYAC7d+9GLpfTqVMntLW1idB3J8n8iwBo1qNT9KthyObNm9HW1haE1jp37syzZ8+oV68e3bp1o0mTJlSqVOmrE89pB+5w8mWJH2p4IK0tMtDX12fXrl2MGTOGLl26MGrUKIyMjEhISMDY2JjmzZszZMgQfvjhB2HAnjt3Lps2bRJY+QoVKpCYmKjUjx0WFiYImjo6OvL2raqobVlwc3Pjjz/+oFWrVkrbFSLbCxcuJDIyksmTJ9OzZ0+GDx+u9h4UFhbSrVs3Vq9ejbt7cX/qpUuXiI6OVhH/VoeioiKmTZtGnKU3j7PNhO1+rvrkPzrO+/fv6d69O3369BEqhwYPHszatWuxsrL6ps9cEpp68hWlji9fvuTXX3/l7Nmz5T5meno6P//8M3Z2dowdO5Z58+ZhaGjI4sWLcXZ2pnbt2hw6dEioqIKvl2gqkPHgJJ9v7UMul2NsbMzbt28xNy970jx7xzkOxaiy82t7e9GjrmbXo8zMTMaMGUO9evUYOHAg27ZtY9++fcTExCCXy+nRowdnzpwR7G337NnD5MmTSUxMZNu2bezatQtXV1cCAgKQSqXY2NiwfPlyBg0aRF5enlJpq0G1xmoF98pzT8a2dGFmx39PT/R3/H+DkHdpvEnJZnD3juTFvxIm8i49plBU7YuzYmFSlNKkyOjdPeZ3q82qVat4/PixQJwaGxtjYmKCk5MTWVlZvH37Fj09Pfz9/YkxrsWTvC/jUvr9E7gXRBIWFkZubi4SiYTc3FwGDBggOK+OGTOGJk2a4OHh8VVh6WWXX7Ltzhvh7/yQCyzp04CgoCD2799PlSpVCAgIoF27dhgZGfH27VtEIhFeXl707t2bAQMGCNWhAQEBDB8+XGiHMDAwQCqVUlBQQEpKijAp19XVpbCwEJFIJDhclhe//vorkZGRnDx5UuW1rl27cv78ebKysgQ3tOXLlwsLjtJYsmQJVlZW/PhjcftYbm4u/fr1K/cYffr0aVZcjVDSDupfxxrDqEBu3rxJ06ZNGTp0qJA5PXbsGPn5+Uqai/8EZcWaGrYGtG/fngsXLpSp11cSMpmMLVu2cP36ddavX8/Jkye5efMmK1asYPLkybx8+ZL79+9z9uxZpk6dWizEWs44kxV6g9yb28jJyUFLS4uTJ0/SrVu3Mt+z4/pzltxQFTb+WpyRy+Vs2LCBR48esXXrVoE8mzNnDnK5HHd3dz5//izMfWbPns2OHTu4f/8+1tbWVK5cmalTp7Jp0ybkcjm5ubn8/PPP3Lp1i7/++kulhaK0uGtpzUBN+B5nvqO8UMQaZytD2tV15dOnTyrPXYXPYURHv8agXjdhW9bjM3jKYvj7779p3rw5EyZMYOrUqUrafz/88AP379/HwMAA3QZ9kNT2Fd6vrpVJIeRsYmJCRkYGEydOZMOGDQwePJhTp06Rk5MjaAtVq1ZNIDyGDRvG/v37MW42UKP+jUgkQk9PD1tbWwwNDXn58qWg1aOAJl0gBdTpGilanGbMmMHKlSuVjqPQG1KgpCaWQgPKysoKR0dHnjx5otIupe58VapUITo6WuWeKVCyhassGBsbK312dULSpb+f8ug7fYv2k6YxvmR7ZGkoiEKFBqziXL/++is7duwgJydHhRj8p9dRElmhN/h0qVi/t+S9MzAwoE6dOrx79w6xWMzHjx/Jzc1FJBJh6d0JQzU6SikX1lAQeVcgB0vfMwV5+C2OhN+Cr8WZ8q5p/m1x5l9LPEExw2xmZiYIrVVt2Jb8ll8nLNT9mCQSCZs3b2bjxo04ODgQEhJCQkKCQOhM/m09z2ISyU56w+MrJ9DR0aFevXokJCRQrVo1rl+/zogRIygqKmLMmDG8evWKe/fu8e7dO0xNTWnUqBFNmjShdu3aSi0GCptULZsqTF2wgmM7NzGiWxuSk5NZt24dubm5NG7cGFNTU6ZPn865c+fYvn07r169YufOnVy7do3ExERMTU1p1aoVw4YNY9q0aTx8+FA4x8CBAzn/93P2nLyEs5UhzdwrCmWDurq6GnuZNWHZsmXcvn2bgADlTGhoaChHjhxh6dKlQDExtH79eu7evcumTZuUyi8VSEpKYsCAAZw5cwYTExOysrIYMmSISiWUJmiamK/v5EC35rVVtiuExb8Vbm5uyGSy4sqxhl14Y9dCZZ/MwM2IYh+RmZmJv78/+/apF5orjVu3brFw4ULmz59PWFgYFy5cYMmSJdSrVw8o7nf/+eefhfsqlUqFyb2V7xT03Ft+9Ryf/z5KLXksf/31V5kL1PT0dJo0acLrNKnawa48fcRyuZx169axZMkSYUDX0dEhLS2NSpUqKVXCiUQiqlSpwh9//EGXLl3Q0tLCx8eH0NBQoqOjefDgAT169MDNzY2H+RUw/Y/LGHwZlHUsHECshZ2NNVl2tdGrpNnCHGBFj1r0rf/PKt6+4/+fqFq1KtHR0ejq6iK2dlGr+1cayYdmkPP+pdI2sVjMsGHDePz4MWZmZjx79oy7d+8KospP3qbi238E038czJQhPRCLxTRq1Ijw8HCMjIwEi/pFixYVt986OXHv3j3CwsIQi8XUqVOHJk2a0LBhQyGjqECDBg14FpdOxRr1aFzThfSYZ+Tk5BAQEIBEImHy5MkcO3aMs2fP8ssvvwhuSHv27OHMmTO8evUKbW1t6tati7+/P6ampnTt2lU4fvPmzXnw4AEX7oWSLTZk3++rOL+nuHVbJBJx69YtmjdvXu57/vnzZ6pXr67SvgvQpUsXLly4IPx948YNlixZwrx581QSIlBMuPj7+zNlyhQaNWoEgJ+fH8eOHStXq7WmOPOrtw4ju7dVydTPmjWLAQMGqDjWfQ0TJ07k9OnTGBsbo6+vz+T1h5kXEK2yX/aNrRS9vodYLC63YG18fDzjxo2jbdu2eHh4sHjxYoYMGSLYtvfr1w9LS0sOHz5Mfn4+RUVFwsLVvucv6Lg2/eo58j/EkHVzB7FBN1UcgktCJpMxffp0fj9y8R/HGYC///6bgQMHkpiYiJGREZ6enty8eVNF/0zhlqVwtHv16hVNmjQhPz+fFy9eMHDgQD5+/MiTJ0/IrtpWKTuuWPhJKlRD36UeVtbWpCQnf1V343uc+Y5/igMHDjBq1pKv6owpUFKjycnJiaSkJKXWIAMDA8aNG8fKlSsJDAykx6gpyI2skaYlkJ8QoXQsRftRWlqaQJ7o6+uzYcMG5s6dy4cPH3BwcBB0OEuiVq1aQguzpEI1dK0qkZ/yXmm9pXCe/vvvvwGEMUZLSwsbGxvq1q3LsWPHqFGjRpldE+r0dUQiEVpaWkilUpYuXcqRI0e+2lKtjuSqX7++UmdHSa2msuDh4aFRy6c811BeAkghAF/W+q08ouoKGNb8AasuU1W2p1xYQ/aLmyrb7e3tadSoERcvXqSgoEDQRhKJRMydO5fFixcLOorfCkvfKRh5tC5zn/wPMeTd3k16zDOBKJJIJFSpUgVTU1OePXtG/fr1BdkVZ+8fKGozReU46u4rFBdsvHnzBn19ffLz879KQpZEWe56JaGJYFQ814i1QFaEUe2OZa5p/o1x5l/XalcSJW2kzczMMLRTL/JZGks27mDMmDFK23R0dBgwYAAxMTFcuXIFXV1dQSQWoGFVW6Sv7zF5UDeguFonKyuL9PR0wsLC0NXVJSwsjNOnT+Pp6cmQIUPYtm0bAQEB/PHHH7i7u3Pp0iV69eqFr68vM2fO5Ny5c1SpUoWioiIKEiM5unwKfIrl+vXrQhm/vr4+T58+pVKlSowbNw4rKyu2bNmCu7s7a9asITQ0lJSUFM6cOYOhoSGjRo0SBkxFz3BwUSXM+y4VNBQMmvRn4sSJvHz5stwDU0loarcrPYBraWkxdepUli1bxsiRI9mzZ4/KD9bOzo7ffvuNUaNGIZPJMDIyKm490SDwVhoRCeqdLaT6FqSnpysJFubm5pZbz0mBoqIibt26hUwmIyoqitjYWKRpCWr39XSy5fPnzxQUFHD16lWGDx9eZhDKz89n+vTpHDp0iDlz5rBkyRJ0dHS4fPmyQDr16NGD1NRUfvnlFzIyMsjIyBDcF2UyGb7e5dOQMmvqz2uX7kplxCUhl8vZu3cvNjY2vHz5EjdrPZXyb7PER1iJvi5aKBKJSElJITMzk8zMTHR1dalbty5W1b2ZvP6wUD5sZGSEXC7n9evX9OzZEy0tLTZv3iyIExYWFlKvXj0cHR15+PqDEukExb3fBoYG6Fg5YtV5MtL6A75KOgHoaP2rh73v+P8AimRBUVERhhVUzSDUYe6q39m1a5dSmblMJqNLly6YmJhw+/ZtCgoKlMaIupUtkEXfZ2T3tpibmyOTyXj+/DmWlpZkZmZibm5OtWrVGDt2LPr6+nTt2pXly5dz8eJFTp48SefOnYV2Cx8fH0aPHs3evXsZOnQojx8/piAxkne3TnBp/2bMzMxYvHix8NnWr1/P6tWr6dixI76+vowcORITExN+/vlnbt++zcePH3n27BnNmjVjy5Yt9O3bV7husVhMaGgoI3+/yI+nXjPlxDOe2banRv9fuHHjBvn5+d9EOkFxTDcyMiqXQHWbNm04d+4cx48fZ+LEiSqZVrFYzI4dO5g9e7ZAZDVt2lRY/HwNrz+q15KydK5BTk4OHz58UIpt4eHhQst3eREZGUlGRoagKVVYWMgv40eo3Tcv+R1paWlkZ2fj4+PDmTNnymyvOH78uJCUCg4O5tSpU5w8eZJBgwYhEolYvnw5f/75Jzt27CAtLY2cnBzc3d0xNTUFoH5F9ZVkpaFr64Kl/zJGbrqgcZ9nz55RsWJF1q5diyw5hhGNlTUxpc8vk/FGVbhf7fl0dfn48SP5+fmkpqZib2+Pg1dTmg6cgp5D8f03NDQs1gcsKKB3795ERUWxb98+dHV1iYmJITMzkz/++IOrV69iVNlDpSXDtHFvHLyaYujWFLPmA5C6tS+X2Ov3OPMd/xT+/v7UaNiq3Psr9JNkMhkFBQXk5eUpdRnk5ORw5swZioqKaNeuHa1qOZH94qYK6WRubo5cLhdapRQ6m7m5uSxduhSZTIaenh5JSUkq+kpQnHz28vJCLBZTkBhJZugNZMnKrbTa2tr89ddfgm09FBMZWlpawm+yb9++ZZJOmtrCFC5/enp6LF68mPDwcKXqfnUtXwUFBejq6gpx0N7eXljfKMa/8nZIKAS1v4bSHSCKdVNJHaySUGxXJI3z8vKQy+UqpFNJnahvWdt9rdVf6Vp0dBCLxZw9e1a4ZwpSTktLi5s3b6KlpaVWa7c8yHujql1VGrq2Lpj2XoxVmy/x0djYmDdv3vDgwQNyc3OJiooSWh7fPrmloqNUsp1V8bny8vKoWLEiDRs2FFrvFJVlCn2mknFeXUtkeUgn/YruSqQTFMcZSYVqFCRGCmsaqy5Tv7qm+TfGmX/fFZeAvr4+P/30E40aNSI3N5f3L4O//ibgxO7Nghi0AorWH4UYnaOjo1LZftWqVUlNTaVp06aYmZkJYqpubm5kZmZSVFREnz59sLCwwMXFRakE08zMjA4dOrBw4ULOnz/PuXPnGDBgAAkJCUoEy5s3b3BxcRGsg0vi4MGDTJkyhe3bt3PmzBlu376t9LqnpycbN27k5cuXmJqaYmNjg5mZGVUatCGnsnKm0tC7G0OnLsDd3f0f6U/o6+tjZWXFX3/9pbRdkyOAm5sbFy9eJDk5mV69eqlkSpo0aULLli1ZsaLYmrhRo0ZfdSz6/Pkz8+bNY9H08WpfH9y9Iy4uLjRo8MWqMzQ0tFwZaKlUyo0bNxg7diydOnXizp07TJgwQRBfvXvuIFmPzyi9J/3+CazF2Xh7e2Nqasrt27cxNDTEz88Pa2trWrVqxb59+4QB+vnz53Tu3BlPT0/EYjFHjx7l8OHDjB49Wil7npGRQWFhIcbGxsL2YcOGYehYE8cWvTj/10PKC1376hy6/0Zpm4L4adKkCSNGjKCgoIB+/frx7NkzZvm4c2ZsE9b29sLkwTae7VuEl5eXINpXFkaNGsW6deuEZ0LHuxcG3eaz4dFnYaJQ0s5UMQF58eKFsFCF4kB6584d5MY2as8jt1UdwL+Gf1Mv9Hf878DIkSNZsmQJABba5SPF7105w9KlS2nWrJnShLdka7S9vb1aMUtjY2MsLCywsbFBKpVSvXp1ioqKKCwsJDY2lrZt2zJ16lSlqkqJRCIIih89epSAgADmzJmDvr4+L168EPaTSqVYWVlhaGhI48aNlc47YMAA/vrrL5YuXYpUKmX+/PlKr1tbWzNr1izu3btHkyZNsLCwwNLSEisrKwb/PI/Lb5TvTbZjU8yr1tHopvo19O3bV6j0LAl1ccvY2JgtW7bg6+tLly5dVGKkqakpGzduZMSIEUil0nLpPBUVFXHo0CFWzp2m9vUBXdpSsWJFXFxcBG0IxeKnPJ/55cuXLFq0iA4dOrBhwwYGDBggTJbDwsJICL3H8EalKoXDAxnv3xmJRMKVK1f44YcfWLx4MTY2Nnh4eLBgwQIh4fL582eGDBkixJvFixczYcIENm3apFQRZ2lpSVpaGlKpVEjmPX36FCMnD2wbduHBI/W6jpoQkm9NyDvlpFBWVpYwX0tMTMTKyors7GzmdvUU4swA6wTiL2+hS5cu9O799XG9WrVq7N69GxsbGwwMDHhc6IC2zy/88TQH20GrMWs5RImEVMTwHTt2sH//fsH8QyQSkZWVRUyy+sRKlpEjJg17ftM9+B5nvuOfQkdHh8Yeqg7BmlCSIFi4cKFAtpZESkoKLi4u+Pr68ujRI0BVeEHV+gABAABJREFU0Lp69erY29srLZ5lMhlisZjY2FgyMjIoKChALpcraXeWhKINTwHFnFdhuqR4v+Ic7u7uVK1aFblcTlpaGklJSSpri5IwquyhdtGua18dfX19zMzMKCgoEAintLQv41BZjmWKREFCQnFi2dLSUtg/KSlJ4/WU/uygXkS6JEp/N4ox92sEkJaWVpkdC87Ozv9oTadO4Lo0MaOAVCpFIpEIlT0lK4Bq1qzJnTt3qFChwjc76ylIHG0N5Js6GHh3E0ifT58+KRFx6enpyOVyZDIZRUVF5D08hkXQLvJvbadK9Gmy7x0GwMTEBF1dXeF5fP36NceOHUMmkwnaiYqYXhJf08TS+DklErTN7dW+pmPhgKRCtW9a0/wb48y/mniSSCQsW7aMo0ePUlhYiL1uAVULlNn1vPhwpb8Lnl7kTdBNYmNjGTp0KC1bFrcp6dpXZ8aWk4isnPHy8uLOnTtK4q3Vq1fn8+fPVK5cmY8fP7J69WpiY2MJCgoiOzsbqVTK/v378fDwYPXq1Xh7e3Pu3Dm1162lpYWnpydjx44VLJN9fHywtLQkMTGRLVu24Ofnx8KFCwkMDBSyD5MmTeL06dMEBwczevRorgRFcPpJnNIET6HlpKOjg5GRES5ejdRew39VAX/IkCECUaRAWVaU2trazJgxg99++43hw4ezf/9+pcF37NixREVFce3atTIXBFlZWSxdupS+ffvi6elJQug9ZGFXlPbp42GGJDOB1NRUUlNT2bp1q+DyV7duXbXHLSws5OrVq4waNQpfX18eP37MlClTuHr1KnPmzOGnn35CT09PGHymtqlCa2kwKRfX0jL/EZ9v7ePEiRM8fPiQK1euUK1aNTZt2kR0dDTx8fH069eP7du3Y2dnh5WVFT179qRJkybs37+fIUOGsH37drVZlZ07d6KlpUXlypWF+2XUdABW/VdA4yEY1O+h4RtSj2QdG+RyOY0aNeL06dM0btwYV1dXHj58iEwmY86cORw+fFjYv46jOT3qVqSRqx26urqYm5srtddogrOzMzk5OTRu3JiBk+Yo6a5B8UTBtGk/3Jv5YGxsTF5eHllZWWzYsIF69eoJz5HiM+vkpqqcA8DBQbMOiDqMbenyr7Ec/Y7/PZgyZQq//vorhoaG5MaFQ7jy+FRa/DH3yTle3rlMXFwclSpV4qeffgKK48zcXRd4+SEHOzs77ty5I8QgBRSTpfDwcCHzeuPGDTIzM8nIyOD169fo6Ojw8OFDZs2axdixqtoFCjg6OtK3b18eP36MsbExnp6egh5TQkICPj4+TJ48mePHjxMXFwcUu46+fv2aFy9ecPDgQU6ePEnIuzSVWKMQQzUwMMDGxoYWnXupvYb/SqyZMWPGN2dO27dvz5kzZzh06BCTJ09WajmpWbMmgwcPZubMmXh5eQkugaUhk8k4deoUHTp0IDU1ldz3LykKU24bGNW0Mk7GxRPcgoICfvvtN7KysoiPj1fbVg7F9+z58+fMmzeP9u3bs23bNn744QcuX77M5s2badeuHc2aNRPGvypVqtDXTY/EfVPwtfxE4r4pvD23gRUrVjBhwgRatGjBjBkzCA4OJiUlhQ0bNvD8+XNq1qyJlZUV1atXx87OjkePHmFgYMDly5fVxsARI0ZgZmYmZP5FIhFmLYeg7fMLej/8iF7LkRSkqq/01YQ3KdnMnz+f4cOHs27dOoyNjdm2bRt5eXnUrFmTxMREIWOuiDO+jT0wMDCgqKhI0O4qCyYmJvzwww8UFRWx7eRV8l2UW+AVccbUxQsPDw/y8vKEKuZBgwYJ7nhCtVim+oqFOhrmDZrwPc58x38Vv/7YH/v0F0rbetUwISforNK20gTBgwcP+OPkVaESQ19fn/79+5OVlSVUNGVlZQkGDgpNNMV7FcRLSSh+HwUFBchkMjp16iTM0cViMQ4OX8iCkkn3kvD29hYSLoKgtZkZHz9+JCgoCD09PWTmjsgr1wdLJ433RWyq3h1U29ye3NxctLW18fX1Vep2+BoZk5GRwfPnz5WSvhKJRKWqq0qVYjLQwcFBrXOcgmxRrBNK7lPWNQiJ1tS3ZRJAUqlUiRQsfcyYmJhvEhYveQxZyBk+HpxOyoU1xaYKt9RLhcjlcmJiYpBKpYLzqwKvXxc7MZauVvua/mRJEsesqf83Xb+OhYNgwFTyfhcWFgr3ys7OjiZNmtCgig3ZYTdpW6eqoE01YMAAjI2NkclkWFtbC9VOgEaNKnXkkGnj3hjWavvV6y0oKCA/RVXXEIoJRk1Vb+rwb40z/2qNp5Lw8vIiOjoaAwMDrgRF0LJzL5ytDEl68YB0bfNiW+r0JOx1C3j//r1gibxt2zb+zrLi5ocv2Un5i6sM8DBi8ODBVK9eXfhh2tnZCcx3eno6tra2Sqr+jo6OtGnTht27dxMWFkbr1q0ZOXKk2owtwM2bNzl16lSxE59EQuXKlbl69SpWVlbk5+fz9OlT7t27x4MHD8jIyMDJyYkmTZrg4uLCgJXHoUZ74Vg/NnemrXU2AQEBrF+/nrS0NMzNzVm67TDLn6gp/bu2ivb1quHl5cXo0aO/OSOdm5tLpUqVlPQlPnz4wJw5c9ixY0eZ75VKpaxatYonT56wceNGIeOfm5tL165d+eOPP5gwYQKXL19WOt/WrVu5fPkyEyZMoGvXrlSvXp03b95gbGzMjafR7Dtzha0rFjC2jw8dO3akf//+nDlzhlmzZhEVFYWtrS2nTp0SMhv5+fkEBgZy6tQpPnz4QOvWrenZs6eKRTYUa28cOnSI1NRUtLW1efDgAV26dCExMREfHx+hl9nCwkKwZi2N2NhYxo8fj62tLQEBAeTk5KCrq0uDBg0YO3YsHTt25Ndff8XMzEyYdMvlcqo2bEudlh25dGQ3MpmsXEKvmqCXGkVrrUi2bt2q8tqKFSs0OvHduXOH8PBwHj16xKBBg1QWy+pgb29PYGAgo5buIMGxncb9Sosn6tpXx6tZO0Lv3aAwKQpfX18CAgIwbTFYqQ1ibEsX2tWwo4ca7RUFcqIekvf6IXt378LZyvBfOUh/x/8ebNq0ialTp2JhYcGmwxeYtnAlae8i8KhgRHDsJ3QsHNDJTyP3fTi6urpC0qBLly649Z3J8bDPwrF0o2/hmBbC3Llzady4sTAGOzk5cffuXYG8qFGjBuHhXxIoIpGIzp07c+HCBfLz82nWrBkikYi7d+8q6QcqEBERQXR0NH5+flSsWBE9PT1WrVqFr68vcrmcqKgo7t27x71794iLi8PU1JTGjRvTsGFD5s+fT271Drw1+FJK3q+2FZXTQtixYwchISHo6+szZswYBk6ao1YHqUbcJZq5V2TgwIH/yE20SpUqnDhxQokwUYiLfw1Xrlxh5cqVLFq0SHCWAZg+fTr16tXjwoULrF+/Hmtra6B4vL18+TIbNmygXbt2jBs3jqVLl7Jq1SoKCgp48jaVNynZ9PNtg5u1HidOnKBly5Zs2rSJM2fOEBAQQKVKlejWrRsLFy4UjvnkyRNOnjxJUFAQnp6e9OrVS2mCq0BAQAD9+vUjKysLmUzGr7/+yqNHjwgMDMTd3Z03b94IWd3Pnz8LrSAlkZeXx6+//kpcXByvXr0SxFZdXV0ZOHAgo0aN4tmzZyxYsICzZ88K2fbh0xfxKDyWmGcPkMvl2A5a/Y3flDLamXxg3/wxKsmoWrVq8fTpU40Lt99++w1PT09CQ0NZvnz5V8/Tp08f7Ozs+GxendsFThr3Kx1nJBWqUbPRDyTHvCDu2V2qVKmCgYEB7y3rKbV1j23pQvsadmqf7ZLIef2Y9VMG4e5g8T3OfMd/C/r27cuoWUvIkOsxZkAPEkLvoa2tjblrHQp1zYsrYT7FKklclNaOMUt8TMie+Vy4cIGhQ4dSpUoVgoOD0dPTo6CggKKiIoYNG8aBAwfKpWMEXzSPxGKx0HpV3taukmLkUDyWBwcHk1u9A8YNviRS0x+cJOP2fqGiRiaTFVf82FT5qg6SQuupRo0aPH/+vExdHsV9kMlkgpi6JhgYGJCTk4O9vb1A0Gk6dkmtH11dXRUHuLK0gErqYxnlpyiRaP9dKK1b5erqSlZWVrld3UoKsH9NDL40SupzAf+lNU3KpfVkh17H0dGR3NxcmjVrJnS3nD17FrlcjpaWFgcOHMDf3x8TExMkEgmpqalCVVtmZiY9e/bk9OnTyOVyQYxe0zOjSRML1IvBm7p4IdW3UNIj06TxpF/RvUwN0YLYEH6fPvRfvZ75P0M8PX36lAYNGmBnZ8fUqVP59ddfycvLo0KFCohEIuLi4oQfuq6uLr169UJPT480sSnBlqpCZjXiLlHVXJuIiAiqVq2Kj48Pw4cPF3p4d+3axbJly3jz5o3w49PX12f69OnChDMrK4uGDRtiZ2dHYGAg2dnZSr3EzZs3F6zntbS02LZtGyNGqNd0UNhpX79+nfN/P+e5XQeVfTqInjOoU3NCQ0NZsGABd+/exdXVleUB4UqWxe0cYM9kP4qKirCxseH9+/dqFyxfg7u7O1u3bhXEXFNTU5kyZQp79+4t1/vDwsKYMmUKQ4YMoX///ohEIt68ecOPP/6IsbExO3fuxNDQkJ07d3Lq1ClGjx5N7969EYvF/Pjjj+zYsQO5XI63tzePHz/mypUrdOrUCbFYTOvWrTl//ryg6ZSSkoKXlxfZ2dk4OjpSuXJlZDIZ7dq1o0ePHmUuiHr06MHz589JSUkhMDCQ8PBwtLW1GTt2rCAOb21tzevXr7GwsGDx4sWMHj1aeL9cLufAgQMcOHAAe3t7xGIxy5YtK54sf/7M5s2bOX78OPHx8WRmZiIWixkxYgSbNm3itwuh7L5fgh1PCAN7DzVXWT5kPw8k9/0LdO2rkZ8QSXbodeG16dOnC24gmpCZmYmfnx8nT57EwsJC435nzpxh9uzZ3Llzh4GT5hBeyVfjvvAleJQejPOenOfzrX3k5+fTpUsXnsdnkKdjQsDxfcKgW/r5VocxLVyY5fPvcX34jv+dUExOzc3NcXV15d27d0RHR2Nra0tWVhY5OTlfqvR0dKhfvz4NGjQg+nOR2jHbImgX3VvU4cGDBxgbG9O+fXvWrl3Lxo0bad26NQ8fPhQ0nEpOEjt37qwknjxmzBjOnz/P/fv3qVSpEhkZGUIr1c6dOxkzZowwyS393tJIS0vj9u3bXL9+najUQl45dlHZZ5J7AV2belKrVi22bdvGoEGDANXfYm7wWT4G7kRfX5979+5Ru3bt8t/s/0Cdu115iScoJmimTZuGqakpixcvRl9fH6lUSvfu3alfvz7VqlXD39+fGzdusHr1aho3bszkyZMxMTEhNDQUT89iJ7uSSQVzc3M+f/6MlZUVz58/F5InMpmM9u3b8/TpUwwMDKhduza5ubnUrVuXXr164e3trTHzvWvXLmbMmIG+vj6jRo2icePG2NnZ0bx5c7KysjA0NMTa2poPHz5gbW2Ni4sLN27cUDrG06dPmTZtGu7u7kRERLBo0SIaNWqETCbj2LFj7Nq1i+fPn5Obm0t2djYeHh78/fffbL4bp/S95cUEoefirXKNlbTSeV+kSnapQ+bTKyCXqcSZypUrq7UyL43Ro0fj7+9P69aahWYLCgqws7MjISGBjgPHEuuqvupOAU1xRhZ2hay/D5GWloa9vT2FJg6YVnRlxtihjOpRnDQpT5z5sbkzv3Sq8dXP9h3fUR4EBgby8OFD5syZQ+PGjRk3bhwDBw6kX79+aGlpCdXpcrm82CmuRkNoP13lOL/U06ZN7SqMHTuWGzduUKtWLV6/fk1OTg4GBgbk5eUJJJKCQPqaiLKHhwcRERFCKxN8XVjZ1NSUrKwsioqK0NbWxszMjJSUFAwdaxZX8ZfChwPTsCST+Ph4ZdHzUr/fzIenyLx7EAsLC7VmFIrPoxAeLwkFAVNWx0bpz1W6vaxkK7smKNoay1uRpKOjg76+fplE2H8Fpb9fdWLkCqJN0/Up7ld5xddBlXDJiXqEgWuDMt5RNj7fOQQUf5782BAeXDpKjx49sLW1JSwsTJiTyeVy2rRpw7179ygoKEBbWxt3d3eys7OJiIjA29ubZ8+eUVhYqPJ9lybWvua+p4gz6j5vSWJKkwB/6feUxr99PfN/hniC4kxxamoqJiYmpKenk5eXx5QpU3jz5g0nThSXL4pEIpo2bcqFCxcwMzPj9JM4ppx4pnIs25gr3D24Fh0dHV6/fk1AQADTpk2jY8eOtGjRguXLl2Nubo5IJOLjx4/FVtFOtRj3yyJ6d2ghLIqjo6Pp168fHz58QFdXl549e7Js2TIAFi1aJGhoiEQihgwZgr+/P4mJiSQkJJCYmEhiYqLAlCv6opP0HElzU213WtPbi551K1JQUEBOTo6ShkPIuzR8+w0n5c1LHPQKqVKlCnfv3kVbW5tZs2Yxe/bsb77fy5cv59atW0K1T2ZmJj/++KNSq9bXUFhYyIoVKwgNDWXDhg3Y2dlx7do1FixYQO3atXn16hVDhgxhwIABaGtrs3XrVmxsbBg5ciS2trbEx8fj7e3NzZs3uXLlCj179qSwsJAnT54IGl7Z2dlcvHiRqVOn4uXlhZaWFo8ePcLU1JTffvuNPn36qL02mUxGkyZN0NLSIiIigj/++INevb5MbJ8/f07fvn0JDw9n/fr1xMXFcezYMbKysrh16xaenp6kpKQwYcIEpFIpKSkpzJ8/X63rEhSXyXp4eFBYWIhUKqVy3ZZqJxHqMLauMRuvPEfHpnwC+wrkxb8i5+xC1q5dy8iRI8v1nsePH7N27VoOHz6scRHl7OxM7dq1efjwIUlJScw8fI8jz9RXggl48xCcG6psTtw3BXnKG+rXr4+rqyvPnj0jJOSLAKFcLsfarT5S62plir6W1ynpO76jLMycOZN169ZhYGBAYWEh+fn5+Pn50a5dOyZNmiRMUExNTblz5w61atXSGGcayl4xpUczGjZsSGpqKteuXWPKlClCS2tgYCDv37/HwcGBhIQEkpOT0bWvTqe+Q5k9cZTwPOfk5DB06FCuXbtG8+bNiY2NFdx8IiMjqVGjhjCRcnR0ZN++fUJ8Ufz3+fNn4fdcVFREbm4uHwycyPFUXcwr7O6Tk5OFaiEF+k/4lfM3H6CTl8bI7m35/fff0dLSomnTppw7d+6bDR7Uudt9C/GkwOXLl1m9ejVLliyhcePGfPz4ke7du2NkZISuri61atUSqtmePXtGQEAABw4cwMnJicDAQIyMjITMs4mJCbm5uSxfvpwpU6YIC4r79+8zdOhQKlWqhI2NDcHBwaSnpzNixAgWLlyoMcGzaNEiNm/ejIuLCxUrVhTmKwooqq1fvXrFkiVLuHTpEhYWFgwaNIj58+dTVFTE6tWruXHjBlKplB49ejB27FiNLQ52dnakpqYilUoxdfHCtPfict3Do8Pr0X3YOHSbD/+GO18cZz4cmMbPP//MokWLVDQs1SE7O5uuXbty/PhxjQ55P//8M4GBgejr6xMcHEz7GVt4Jaqkdl8FpFF/o63GoS9x3xQKk6Lo168fL1++5P379yqOgV2HTeR2VMr3OPMd/yNQENlXrlxh69atnDt3juvXr7Ny5Uru379PYWEhSUlJBAcHF0sytOpDUX3VZzPlwhpyXv4lVH9YWFiQnJyMjo4OtWvXRl9fn/v37+Po6Ci0yhk61kRkYkvBpzi1Wj86OjpCIiYtLU3QptNEQEgkEnR0dMjJycHGxoawsDD69etHWFgY2dY1sej8s9rrVriqlaywEYvFaNtWFapmZMkxQkIoOjpaqTulJGxtbTUSU1+DglxRkBDldS9TfHYDAwOB2Cld/aQOWlpaQqUX8NVqrP9uiEQilSSBps9c8rspC18jbEoi5dJ6zFqPQFvfuNzXDODjpM2BqT2pXr067969E2RnRCIR0dHRwvW7uLgQHx9Pfn6+RlLQxsaGT58+IZFIVEi5r5FD6Q9OkhNx76vVeaampqSnp6vsY1irLVadJ2s8/r85zvyrNZ5KQ6EfkJOTQ2BgIFZWVkL2r1q1ari7u2NkZMTz588FUkaTMFcVG2OBQKlatSoTJkzA0tKSPXv2IBaLyczMJCoqitevX2Nvb0+ryesx77uUwzHadN96jyWXXjBr1iyaNGkiVElFRUWxadMmRo8eTY8ePZRayWrUqEGFChWIiorC2NiYVq1aMWXKFNatW4e/vz9mZmYUFRVRr149Jo/or/aa+/u2wc7Ojtq1a3Pr1i3lz2OmRd6r2xQkRvLmzRseP37Mb7/9xps3bzh16hTu7u68f6++71QTSrvblZUx0AQdHR3mzJnD7NmzGTRoEIcOHSIlJYW4uDgCAwO5cuUKQ4YMEcT6duzYQd++falQoQIfP34kMTGR3bt3A8Ui5U+fPqVhw4acOXOGo0eP4u/vT79+/Xjx4gV+fn5cunSJ8+fPk5SUxPr161m8eDG2trb88ssvSox2Tk4Obm5uODs78+HDByZMmKBEOkFxtlUkEpGfn8+FCxdYsWIF1tbWdO/enbZt23L27Fl8fX2Ji4ujQYMGXLt2TSPpJJfLeffuHZ06daJJkyb4+vrSqmtftfu2rq680NN/c4fVP/Ukae8kyFPvvqQJeg5uaFdrzvDhw5HJZGVmuBSoX78+tWvXZteuXSqv3b9/n7t375KZmUlgYCCJiYnY2toSfXot6SfnCNkJtVBDOgHo2zpRpUoVwsPDSU5OViEKjx8/Tsab50g/ly0A+V/VNfuO7wBYsmSJ4MDj7++Pn58fNWvWxMHBgXbt2mFqaoqzszPZ2dkYGBgAmuNMBSMt1q1bh0wmw8LCAn9/f9q2bYufnx89evTg9evXgpucrq4unX/dgc3AVQTp1KT71nssDwjnwoULuLu7ExAQQMeOHbl48SKvXr2ib9++9O3bl6lTpwqTLQMDA7p27UpQUBAymYw6deowYsQI1q5dy8SJE3F1daWgoICKFSsyceJEtq/+Te11j+jTBTc3N8F9tSRe3rlM9oubfI5+yu+//46/vz+fPn2icuXKVKxY8ZsJo29xtysLnTp14tSpU+zYsYPp06cTFRWFjo4Od+/eZdu2bSxZskSo4rx69SqzZ88mJiaGkJAQLl++rOSA99dff7FlyxYOHjzI7du3mTBhAh07diQwMJAKFSpw48YNjh49SlRUFI8fPyYsLAw7Ozu6deumon8xevRo9uzZQ5cuXcjNzVUhnUpi5cqV/Prrr8yaNQtjY2M2bdrEoUOH8PHxITAwEHt7e44cOcL48eM1kk5JSUn4+PjQsmVLfvjhB9r3HKh2v9Jxpkp+ND1a1uXDvTNopcaW55YL0HNww8izHQMGDMDIyKhcixRDQ0NWrlzJuHHjVOJSdHQ00dHRHDhwgMTERIKCgpBIJNglPYBrq8qMM+pIJwB9m8ro6ekREhJC165dVXS6UlJSuHfhMLKMsp2rvseZ7/jvglgsxsfHh8uXLzNixAiePy92e2zSpAmvX79GLBbz+PFj2rdvj1wuJzHiqdrjSNMShN+Qk5MTycnJQHGCISQkhIiICORyObGxsZiYmGDWcghW/Vdg6TtFo3CyQkOnefPmwqK9rKoXqVSKtra20PZkZGREWloacrmc/ZvVt/WWFNsuOWZoaWlRkBhJbvgtJJkJSKVSUlNThTVMSdKppND3t5JOCnFpRbWU4nOLRCIlAkZd23DJ16RSqeB4XR7SCYq/m5KOfP+TpBMUX7ciVgk6UGrGbYlEojExUBqa9ItyopRNktLvnyA79DpZQd82VwAIiJUiNa3IsGHDMDExoUaNGkgkEmQymZJhxYcPH5SKOmQyGRKJBGPjYqJLUQFYVFSk4h5oYWHB51v7SLm0XuN1mDbqhb5LPbWvlbwP6kgnAGRlk5r/5jhTtvT+vwwdOnTA3Nyc3Nxc5s+fT5MmTdi0aROLFi3C0NCQe/fucffuXWxtbenYsSNXrlyhjqM5Y1q4KJVQp98/wZFb+zhC8UL6jz/+AIoZ57i4OCpUqIC7uzv169enQoUKXLgXSoyusgPFjruxfDx0ntyPHzE1NRX+S09PJzk5mePHj3Mw4C4vZi/GRJRH2PPiSa1MJiMoKIiAgAAePnyIubk57du3Z9WqVdjZfRHVixe/ZPudLw5lXjofeJsYyQcQSvFL4s8//xR+ZDo6Opw7d07Q6Xny5AmbNm3C09OTmTNnlkvUE4p7oxXudq1atfpHxJMCtWrVYvTo0cycORMzMzNu375N48aNCQ4OVnJeio+Pp6ioiOjoaIYMGYKRkZGQPZXL5Tx8+BAjIyMWL17Mpk2b2LRpE9bW1hw4cIAaNZRL4H18fPDx8eHt27eMHz8eOzs7WrRowfz58+ncuTMDBw7k0aNH1K1bV8XdCYoDg5aWFvv27WPQoEFoaWlx9uxZvLy8cHBwoH///vj6+rJ27Vq1YrOfPn0iMDCQa9euER8fT82aNRk1ahQtWrRAX1+fA5fv8Ncd1WAzobUrOY9Pc+XZO5ycnYh+cIms/2Rm9eMek1tVc2uCOhhUdMfCwoKCggIuXrxYZmuDAtOnT6dbt240b96c6tWrC9tHjhzJ69evBZ2sqKgoMjIyOHHiRHHG6PVTRNqSb3JtcLU1oaVHZ16+fElwcDCHDikvKqZNm0ZhYSHitLLFb/+N7g/f8b8P2tra9O3bl8OHD3Pu3DmOHz/O+PHjWbRoEZ07d6ZChQrExMRQo0YNPD09SU9P1xhnNvyn5PrOnTuC26eDgwPx8fFUqlSJSpUq0a5dO7y9vTl89R7PpbZK1/LH7Rg+HpxJfkIcEomEFy9eYGlpKVRPvX//nqjUQv6O70dhajxPb5wVBFLfvHlDQEAAv//+O4WFhTRvXkxA16xZU6mS0fLjHj7ZfNFXSr9/gs/RT/kMKi6hubm5xMTEIBKJEIvFDBo0iC1btqCtrc327dsZPXo0fn5+bN26lTNnzpS7+knhbley3e6fwNzcnClTpjB27FiOHDnC1q1bWbduHcuWLWPjxo3Cfg8ePBA0RYqKimjb9otoqFQqJS0tjSdPnvDy5UtOnDjBuHHjcHd359OnT0RHRyvdv8qVK3PhwgXy8vKYN28e9evXx87OjpUrV7JhwwYSEhKYPHkyK1eu5M0bZdfRkoiNjSU3Nxd3d3fc3d3ZvHkzrVu3ZvDgwdStW5c1a9bQokULlffl5+dz9+5drl69yvPnz7G1taVdu3a0a9cOW1tbrgVH8vBklMr7JrR2pVNlMSPnrkVPX5/wpHBB/yMj6jGGDZ2+6d4bVGtE586dycjIoF+/fmoTF6VRr149vL292bFjh1L7+p49e1i7di1isRgnJyeysrLQ19cXXB5FItE3x5lKZrqMWr6cJUuW8OzZM5VE09y5c0lPT0csKTtB9z3OfMd/J4YOHcqoUaPo2rUrenp6REdH06BBA5KTk/Hw8CA7OxtnZ2fCw8Np2bIl6Q9OKmmU8fIa+QkRwp8xMV9iUN26dXnx4gVGRkZ8+vSpeJFtaEcFNcLJOZH3KUiMVKl6OX/+PFZWVmToWAgVSAWJkUIVjOL/MpmMzMxMmjZtiqenJ126dKGwsJAHDx7QrFkzclzbYVLiujMenFRbaQVf3OlkMpmSAHRBQQE6Ojro6uqSlZWFRCIR9v2WCiUFFFUucrlcxfBGAXNzc9LS0tS2JlaqVImkpCSB2Chvg5GpqSmZmZkqerF6enoqJMh/BxRzjpKQyWQYGRmRmZkptCiqu/6CgoJyO9hpcu1Lv3eM9HvH0Heph0gkIic66Ns/RAmYVnTlzJkzpKenU6VKFW7duoWlpaVS8qq0cLhifa7Qf5bJZCQkJKjVr1JUPmeHXkfHwuGbnbU13Ydv2effHGf+T1U8QXFGMC8vj3v37jFq1Chhourt7U1sbCwWFhbcvXuX69evM2rUKAAl2/iPB6crCYM5OTkJ/7a0tCQqKgp/f39CQkLYvn07CxcuxKaqes2dTXuPMWPGDCpXrszbt2/59OkTf/75J1KplGUB4Sy8n4Ol7xR0Ov/KoDWnGDx4ML6+vly4cIF27dpx/vx5Dh06xJAhQ5RIJ5lMxt+bp5O0fyoLOjhzZmwTTs8fIjhLGBkZ0blzZ8aPHy8w1G3atCE8PJz27dtz6NAhIXOiwIQJE4iIiODIkSPUrFlTrbOFOgwdOlRwt1OUhn4L5HI5AQEBdOjQgZiYGEJDQ9m9ezcjR47Ezc2NqVOnkpSURMi7NI7cjyZd25xevXphbGzMH3/8QWpqKnv37qVnz54MHz6coqIiDh8+TP369cnIyBAIuCdPnlCnTh2116BYGCQkJGBlZUW9esWDX3h4OOnp6Rw/fpy0tDQVtl+R+Th69CgDBhSXNycmJiISiXj//j2Ojo5YW1sLpFNhYSF37txhzpw5+Pj4MH78eHJycli0aBFXr15l7dq1xMfH88MPP2BoaMjgzi2QPr+sdM6xLV1ws9bj9psMzJoP4HPFplj2Wy5kpN5HKH+v5cHnmGekp6eTn58vZPa/RiCKxWK2bt3KhAkTlDI4YrGYgoICYmJiSEpKEkgpHR0d4dkoK1NgmfFa+TwRN2hS3Z5jx44xffp0tLS0lFpIoXjxq6enB59iVRxBFPi3uj98x/9O/P7770JbQWJiIh8+fBAm2QqEhYUhk8moUqUKeXl5SnFG7/Ymja4xTk5OfPjwATs7O0JDQzlx4gQzZ86kYx/1dr27T1xk+/btuLq6snfvXpKTk4mJiaFLly7MOPQ33bfew6TDBCz7LWfFlVf8/PPPtG/fnuXLl2Nvb8/evXs5f/4806dPx8PDQ4k02bt3L092z6O74WvW9vbizNgmtLX+MmG7d++eUlWvnp4ewcHBDBs2jMePH5OcnKyUcfb29hZaBytWrKhU9VsW1LnbfWusiYyMZNCgQaxfv579+/fz/PlzTp06hYWFBY8fP+by5cuCe9/N0DdUrVoVAwMDLl26pNH1dNOmTdy/f19whQoJCdEYZ/T09Fi5ciUfPnxg+vTpdO3alT///JMGDRqwYMECoXpY0yR+9erVgvlDcnIyFSpU4PTp03Ts2JFPnz4J4ulyuZxXr16xYcMGunfvTq9evQgKCqJ///5cvnyZffv2UbNmTWFe0cG7OlmPTiuda0wLZ+o4mrN430XMmg9Az7sHEt/ZQpzJTfn6xLk0pFlpfPjwgdzcXKKjozl//rzmbG8JTJkyhUuXLikJ7CtaHfPy8nj79i0ODg7I5XIMDAyEWFNWnGlTRbl9I+/JeSzkGTx+/JiePXvy8OFDwYlSgTp16hS3+KTHfY8z3/E/BktLS8zMzIiOjqZ169Zs3LgRiUSCXC4Xkgy5ublYW1uTmJiIcfQNEvdNIffPP/h4cDqWcXeV5kwSiUSo3gkODkYmkwkSJSKRCImlekdORZWGuqoXac3OGq3lS+4vk8lYsGAB/fr1o27duowZM4bx48djbGxM2l97yTo9n5QLa/hwYBppf+0t875oa2vj7e2tFAe0tLQoLCwUxtCSZE9ZpFPJGKUJJdv8SiItrdjpVV08Gjt2LCtWrFCpBJNUqCa4DqpDenq62vv8LY51ZVVhld6vNOkkFouxtLQkM7O4g0LRYlgairlCeYXlCxIjNbr2GVRrjFnzAZg26y88Q9KM5HIdtzQy4l+TmppKZmYmx44dEyrioqOjBTONkp/ByspKbSwyNTVVejbUSYuUFWdyY4JJf6CcLCvpUlh6LVMS6u6VAv/2OPN/SuNJATMzMwoLC/npp5/YvXs3ycnJ5OXlUaVKFSFj16BBA96/f0+TJk04deqU8N6qVasKPc6KMruhQ4eya9cuunXrRrNmzZg2bZrS+U7eDGLaNdUSTk09mCHv0tQ6pOzq60ab2lVUtpfGkCFDhDbA69evC5VLK1asIDAwkM+fPwNgbW1NcHAwW7ZsEbJ3PXv2ZO/evXTr1o3AwEC1g9P69etZuHAhv/76K9Onl60xlJeXR8WKFQUthG/R3rh58yarVq2iQYMG/Pzzz0oOPQUFBQwcOJDw8HCq9pxKSP6XCi7dmNvUEb0lLy8PiUSCn58fvr6+Su+PioqiadOmJCUlIRaL6dKlC+fOnStzML579y5dunRh586dXLx4kQMHDmBra8ukSZPYv38/LVu2ZPPmzcL+f/75J8OGDWPGjBmMHj2aqVOncubMGQYMGMCuXbu4dOkSnTt3xs/Pj/T0dHJzc2nYsCEdOnSgXr16alsh5s+fz6JFi4S/tbS0ePj6Ay19e1OYGo+dTh4dB4zhqtxT5b2J+6agY+Gg0W1BHYoyP6F1cR7v3r3D1NQULy8v4uPjkUql2NjY0LFjR3r06EGtWrXU3rszZ85w7949Vq1aJbhByGQyqlWrRmhoKPr6+rx7947Ro0dz/vx5ioqKhCyQYZP+SpmC/JALJF3dhqRCNSSWFSn4FIebtR4rVqxgzJgx9OvXjzdv3nD06FHhPTNnzuTMmTNkZmYK5dUKx4xde/aioyX+V7s/fMf/XnTq1Inr169TuXJlTE1NmTlzJr1798bOzo53794hkUjYtGkTS5YsQUdHh9DQUGGiMWLECKFFWCwWI5fLqVatGvfv3ycoKIhZs2YRHBysdL6gNyn02v6w9GV8c5xZ07ECPVrU+arF9Llz5xg8eDAZGRkMGTJEMI2IjIzEx8eHNm3acPbsWfr06cOhQ4cYOnQoa9asQSwWs337dmxtbblw4QLTp09XqopU4PHjx/j5+VG3bl1Onz79VYOLku52PXv25MiRI+UyxYiNjWXJkiXk5+cze/ZslWs5evQoEyZMoFrv6cSb1hS219X7ROjB32jevDlJSUkaXU/t7e25cuUKnp6erFq1Cm9vb3744QeN15ORkUHt2rVp1aoVvXv3pmvXrhgYGODn54eFhQVXr14lJCREqRrM2tqaFi1acOrUKU6cOMG0adOoWbMmmZmZNGjQgLCwMNLS0vDy8uLdu3e4ubnRvn17WrVqpWIJDsVVD1WrVlVaLB278ZCxMxaQlRCNKPUto39Zyvk81e/tn8QZAJOH23l5+xJyuZyOHTsSGxtLdnY2RkZGNG7cmD59+tC8eXO1VXAJCQkMGTKEixcvCuYwp06dEv4vl8s5f/48CQkJTJs2jaysLMRiMc7Oznyq2EwpzmQ8OMnnW/vQsXMVKjSsRFksX76cn3/+mb///psffvhBKfl2//59OnXqRM+ePYVKLUWcmTj5Z7zr1vkeZ77j/zU8fPiQU6dO0adPH/r160dUVBT29vYMHjxYqAY9cOAAenp6mJubk5OTg1QqRU9PT6k6SFF54+DgQFpaGhKJRHDHTE9PR1dXF7lF5TJ1aUrr+WjS7fl4cDq5ccpurNra2ujp6fHs2TN69uyJhYUFvXv3ZsGCBWRnZwtEB6gXu1YHHR0dXF1dSUhIICsrCy0tLSEZWl7todJwdHRUaYmGYtLOzMxMSNSWRumqJ1dXV8RiMRERXyrOyhKbVoevibyr23/cuHH8/vvv5X6POijcpL+1SkwTSlaclXS1K0iM1PgMfb5zqEw9PXXICr3Bp0vrhL/d3d2JjIwUBO09PT158uQJBgYGyOVyPDw8lCRjFBCJRNStW1dlHqYJ/0REvDw4GHCX6YtWsW7Dxv8z65n/cxVPULwYLSwsZNeuXTg7O3Pq1CkMDAyUBqADBw5QVFREfHw8rVu3Fl6zsrLC2toaNzc3fHx8MDAw4NixY7i6umJmZqZ2MOrZqh4Fzy4pbWtilq3x4dDUm5ku01W7vTS6dOmCtrY2+vr6hIWFKX3u69evExQUhJeXF2FhYRw4cICZM2dSu3Zt3r59KzhRtGnThmvXrqk9/uTJkwkPD+fAgQN4eHiUaa9Zst2uvLh//z5+fn5cuXKFAwcOsGDBAhVbaIlEwrZt27CsVk+JdALId2lBvfY9OXDgAMePH2fAgAEq73d1dcXV1VXQTyldjVAax48fp0uXLly8eBEzMzPOnz9PXFwcV69e5dixY7x8+ZKdO3eyfv16oHhRdzeugCxdK7y9vXFzc+Phw4dcunSJpk2bUqdOHVq1akWbNm04cuQIc+bM4eLFi8ydO5cGDRqgpaVFdnY2MTEx3L9/n3PnzvHbb7+xdq3y4CuRSBjo04zsFzcpSIzk3bt3BGio9NexcED6lXaz0vh4eglv377F0dGRW7du8ddffxEZGUlAQABDhw7lwYMHdO/enUqVKlG/fn3mzZtHZGSkEAi7d+9OVlYW205epeukJZi6eDFnzhxCQ0OLs8Pa2qSkpLB06VJMTU1p1KgRYrG4eMJzax+J+6aQcmEN+RcWk3R1G1DM9Cs+78uXL1mwYAHjxo3j7NmzSlnoLVu2cODAAS5cuKDU01+QGIkk4Sl96zvSo27Ff/0g/R3/O7Fz505EIhHx8fG0bduWHTt2AMUxJCiouFR8woQJiEQi/Pz8cHNzE57TqlWrYmdnh66uLsuWLaNSpUrExsbi5OREQkKCWvtkb2crbFOVKxrNEh7hbqOv9vo0xRmRsc1XSScoJnrs7OwwMDAQkjFQbIcdHR3N9u3b2bJlC4cOHWLr1q28fPkSe3t7zp07R+3atXn69Cnjx4/XOAGuX78+cXFxWFtb4+DgIJhUaIJigQXl0xNMSEhg3LhxzJw5k4kTJ7J//361BJi/vz9uTTsqkU4AT/Isad17OAsWLODy5ctMmzZNhXSC4mTB8OHFYtshISFlOvfFxcVRvXp1Bg4cyMaNGxk6dCh79+7l/fv36OrqsmnTJl69ekWbNm2EMTbkXRoyR2/a+Y+iffv2TJ06lU2bNjF37lyaNm3Kxo0b0dPTIyYmBnt7e65evcqGDRvo3LkzhoaGFBQUEBcXx5MnTwgICGDXrl20bdtWKZMrFotZNvVHPodcpSAxkvz8fA6cvar2M5S0wS4vskJvEHrzPPr6+vzxxx9cunSJFy9e8PDhQxYuXEheXh4TJ07ExcUFd3d3Ro0axa1bt4RKAXt7eyZMmMCcOXNYsfMYj5Jh4sK1nD59GpFIhKGhIa9evWL06NEYGhoyevRodHV1yczMVIoz4utrSPtrL3K5XCnOJCYmcvnyZRwdHTl48CBNm37RgYqOjqZz586cPn1aybFX8X7fGpbf48x3/L+KBg0a8OzZMzw8PEhLS0MqlWJvb8/nz59JTU0lPz8fXV1d8vLyyMrKolWrVjRo0AATExNkMlmxFMF/SBhFRW1OTo4gU6Go9sjPzy/WTgo+p3T+klUairWSInGqb+uk9prFpnZKcUYulwsOm3Xq1MHY2Jhjx46xbds2MjMzBUdnBXx8fFRMCHR0dL4c/z/7SqVS3r9/j7W1NfXq1RPGTQsLi3KRTpUqVRJ0fRRQt86D4oT4x48f1SaNGzRogFwuR0dHB1tbWyQSCVFRUUqkk23NRiptWaaNe2usfIJvr+wViURs3779q/uVbiUuXYV18eJF4f4ptCpLnuNbUZLAUoydfIoFwLSJej3bb0VudBCfr2xU2hYeHi6cu6ioiGfPik1eFO1zmoglXfvqvMozKfO7KYmSccbk4XYlMrEgMZLM0BtfJZ1KP1disZgLezfRu37l/1Prmf+TFU8ymQxjY2NkMhl9+/YlISGBa9euYWtrS2JiojBgtWjRAh8fH27fvs3Hjx95/Pix4Prg6OjImjVrmD17NhUqVODZs2fk5eVRp04d7t+/L5xLLpczfPhw9u3bh+cPXanRsBXnDu4gL/4VLVq04MKFC7x69YqZM2eSlJREbGws8zbsZmu0qqtL9bfnaVHTkeHDhwv2zOqgqDKKj49HJpMJAnilsXnzZubNm8fFixd5/PgxCxcupHbt2vTu3ZuePXsyZswYpWovdVizZg2LFy9m7ty5TJkyRe0+Jd3tyqp4CgkJYfHixVSqVIlZs2YptQ8qEBgYKDjCGRsbM33zCbJq9VTZT+GqVBaioqJo1qwZd+/eZePGjWzatEntfgqR8fv37yMWi/H29ubatWvUr18fKK5sUDiI5Obm0mXOTp4W2Ajvl7+4irfOF3cELy8v3Nzc+OWXX2jSpAl5eXlcv36dtm3bCgO5SCTCwMAAGxsbrKysiI6O5uTJk7i7u5OQkEB2djbZ2dm4uLjw+fNnQQyyLFcIRUbqa24LCmQ8OCmUM3fp0qXMSrWUlBSuXr3KyZMnCQkJITc3FwcHBzp06EBe9Q6cifiyyDVPCqJnFS0ePHjAuXPn0NLSwtPTk3HjxjFgwACqVq1KRkaGUjZLXVZHkbnZu3cvt2/fpl27dkJl3YULFxg6dCjHjh1j/vz53LunXNmhzjb3O77jvxuNGjUiODiY5s2bExYWxsePH+ncuTPt27dn0qRJAOzatYtNmzbx448/Mm/ePB48eICzszMikYhhw4aRmZmJmZkZDx8+5O3bt0ILX2kb47Nnz9K/f38kFarhVr8FSVHPefvkFlWrVuX48eNUr16dwYMHExMTQ2xsLLXbdCOmqurYWSH0IM3cK9KzZ08aNWpU5udzcXHh1KlTuLi4qJD7CoSFhfHDDz8wYcIEOnTogL+/P6amptjb23P58mV8fX05fPgwJiYmGs+jILgbNGjAiRMn1FYylXS3Gzx4MBs3blRbqv7x40dWrFjBmzdv+PXXX/H29lbZ58OHD6xYsYKaNWvi5OTEkkOBxNg2V9lvVQ8PetevXMYdKkaFChUIDAxkxowZGtsHw8LCaNmyJcuWLWPkyJG4u7vTq1cvlixZAsC+ffv46aef0NXVJT09nfr169Nlzk52/P1WOIbR+/u450eQkZGBm5sbNWvW5Pr16zx58oQePXqwceNGmjdvjr6+vjCeSiQSIaEGxfMCJycnXr9+TY0aNXj06BH6+vq0bt2aS5e+JNDcfUeQ49Fd5XMorKLLG2dyX/7Fx/PF4sFmZma8efNGY4tBbm4u9+7d49ixY9y+fZvU1FRMTU1p3rw5Q4cOZfHFMCK1vnwfjtkR8PQsFy9exMTEhN9++42rV69y9+5dKlSogIWFBS9fvizz+iQSCXZ2dsjlcsaPH8++ffvYuHEjbdq0ITU1FTc3N5YtW8bly5e5cOGCCuF5/fp12rRp89X78B3f8V/Bjh070NfXZ/PmzYwfP56LFy+Sl5dHv379OHjwIOfPn2fPnj2CxMjff/9N8+bNGTx4MFlZWRQVFSEWi4X1TXR0NAYGBuTk5FC/fn2Vqg9JhWro21Qm9+NblQWzgYEBRUVF5Ofna5yTlnTuUkBHRwdnZ2eio6Np0aIF1tbW3Llzh8TERGrXrk1oaKggVG5ubk5+fr5K63FpzR1jY2PGjx9PcHAwgYGBwrhnZGREfn5+uWQj/klVVEno6upiYmJCcnIy1atXx8HBgT///FPpGvPy8pBUa6a2UrSkex8UE+3llTv570DpsTzvyXk+XPtCXunq6iKVSv9x9ZMiUVSyik0kEqGvr4/Iyhmr/ivUvi9x3xQMqjUuV5zJDrtBWsBGxGIxhYWF6OjoIJVKBfdFBVlWHh1iddVL6bf3Y2JiUq728K+hZPWXv7+/UhcHfHFQNDMzQywW8/bt23I5wf5b8H+y4kksFjNixAiKioq4desWT58+BYp//JGRXwbCAwcOsGbNGi5duoSbm5uS5bTCGeb06dO8evWKyZMnCw4SQ4YMEQaq5cuXc/ToUeRyOSkRQXwKDsC44JPg8CASiahQoQLBwcG8fPkSOzs7pg/vjc0nZWvt/JALXDuyneXLl6uInpXGtm3bqF27Nrq6uhpJJ4Bx48Zx+vRpOnfujJ6eHvHx8ejq6vLzzz9z+fJlzMzMiIpSFRUtialTp/LixQt2796Nl5eXWlcIhbtdVFSUiggbwIsXL+jXrx/bt29n/fr1rF+/Xi3pBMWCt8uWLaNv37507twZc231g8T0MUPo1KkTO3fu1Hjtrq6uVKlShcWLF2vU3Zg6dSqrVq3i5cuXVKhQgSZNmvD7778LpBMUi4Bra2vj5OTExIVrlUgnAFHNDtx+8Y7Hjx/z9OlTjh49yrJlyzA2NubUqVOkpaVhZmbGnTt3BNtOKBa3e/fuHfv27eP48eM4Ojry/7D33WFNNVv3KyEFCL2DNGmKKAj2riB2ULGjiGLvvWPvXey99wK214aKvQMqKkoTQYpI7wSS/fsjX46EJIj33u/33Xtf1vPkUc6ZM2fO5GT2zJq91/78+TO6d++OsrIyjBw5Ei1btpQZKJu691T4HHZqJeAVpKJFixZ4fTAQWtHKSSStpCewjrkgE0Nf3XsESLw4hg4dipCQECQmJiIpKQlLlizBm6+ZMqQTAOSYNAXfrB769u2L4uJinDx5Evn5+Rg3bhw0NDRARJgwYYLMNVVJJwMDA7DZbOzevRtEhNatWyM/Px/NmzfH06dPMXz4cAQGBmLbtm3w8fGRa2/lcMVa1OJ/C4cOHYKKigqePXsGPp+PL1++oH79+oiKimLKjBo1CpmZmXBzc8POnTvRvHlzZoJ98OBBPHr0CJMnT0ZeXh4WLVoELpeLsrIyODo6MkTr+/fvMXToUJSUlICbnwInQRE0hVlgsVhMWmw1NTV8/PgRkZGREIvFOLxxCbxsZb1oNZOf48VfZ7F9+3a8fCkftlcZxcXFKCgogKurq1LSCQAaNmyI2NhYHD9+HOvWrUN8fDyGDx+Ou3fvYuzYsRg2bJiMp4gitGzZEikpKdDS0oK5uTlCQ0Plykiz24WFhaGoqEjO1uTk5GDRokUYNWoU+vbti+DgYIWkEyCZ2O3btw+jR49G586dkZuseCdy/FAfeHh4YMqUKdW2f/HixfDz81M6Obx37x7atWuHY8eOYezYsejWrRscHR0Z0gmQ9DcRQUtLC76+vlgcdEiGdAKAQotWePwpGR8+fMC1a9ewdetWxMRIPGFv3LiBBg0a4MGDB8zcg8ViQSgUIi0tDffu3cOGDRtgZWWFT58+oUuXLoiPj0fnzp3Rq1cvGa9RGxsbqEDxnqShvh7q1q2LYzN90J6v2DMAALhfQuGWeQ+Z138tSnk8XrW2Rk1NDR4eHti/fz8+f/6M9PR0nD17FgKBAEOnLpIhnQAgSVAPGlYNoaqqii9fvmDr1q04f/48AMnibdKkSUrvBUg0PKQeE9+/f8fKlSsRHR2N8ePH49mzZ2jcuDGGDx+O06dPw8/PT26nv2/fvnIC+7Woxf8GfH19cfr0afj6+uLIkSNwdXVFeno6srKymPnToUOHwGKx4O3tDT8/P1y9ehUsFgsmJrLeR1KBcemxyqSTNDRXmBaDvHehDHnE5XIZj4zi4mIm1EyYFlOtjg2bzUbz5s2ZDf/Y2FhGtPrWrVtIS0uDpaUlvnz5Ai0tLYYcy8rKkpn7Sq+vPO7zeDxoa2vj9OnTSEtLg4qKigzB8DuSQUpy/QkUefu4ubkxeoZSLd/KKCgokLRHiado1eN/mn1PCqnW4J+AZ+ogR+younkznj5sNhtlZWV/7HklBYvFgqenJwDIhCdqaWmhtLQULC1jhdcVx72CMC0GuQ+PIe/ObqX15z4+hR8nZiP/zi6IRCKUl5dDQ0MDP3/+hJ2dHcrLy1FRUcHYRCmk3nOVvegAxf2h3WoADOo1/ZeQToCs91fVyCN1dXVm0zw3N5dxePhvwn8l8QRIRMZVVFTw/ft3cDgcfPnyBRYWFnjx4gVTxsrKCq6urli6dClOnToFT09PODg4MJkX3NzcsGfPHjRv3hx3795FYGAgiAhv375lYorHjh2Lrl27ws7ODtbW1rC3t4exsTGGDBmCjx8/IiMjA5MmTUKbNm2grq6Os2fPIi4uDq8PLELasZkw+Xob50c3Q6CXRCDZwsJChrVXhGPHjv12QiVFhw4d8P79eyxfvhwzZszAX3/9hebNm2Pt2rUICwtTmA67KszMzPDhwwcMHToU9evXR1BQkMz5zZs3Iz8/H87OzjIDZlxcHPz9/bF582asXr0ae/bsgYWFhVz9hYWFWLJkCWxsbBAYGAgejwcjIyNERERg9cwxcOHKpi/Oe34BCa/v4+bNmzh37ly1bT969CguXryokHgaPHgwrl27hgcPHiA+Ph729vZwdnbG27dvMWTIEPTq1QteXl5ITk5GZmYmvn79incJisMO954OwY8fP5CcnIy4uDh8/PgRnz59wpAhQ5iMEWZmZnB2dsbVq1dx9epVnDlzBl+/foWJiQnWrl2LnJwcpKSkIDs7GyNGjMCBAwdw/PhxdOrUCatXr4aNjQ2m+A9UeP8N/u64cuUKnj9/Djs7OxxdMg4FL+W92ejjbUSdXodXN89DQ0MDPB4PEyZMwPXr15mMQDUBn89Hw4YNkStWrLGycts+TJ8+HdbW1hgzZgz27NmD7du3Mx6FI0eOrLb+zMxMJkSyZ8+eTAbBd+/eoX379vD09ER8fDxCQkJw7VmUnFBjixYtavwstajFPwonJydYWVkxu1Pbtm1D48aN5Qj9jRs3YuTIkRg0aBBOnjyJjh074smTJ+BwONi1axf69++PJUuWIDg4mCHTtbS04ODggOvXr8PR0REbNmyApaUlBAIB0tPTIRQKsWzZMhQWFkJdXR3z5s2Dg4MDNDU1MXr0aJiZmeHknAFIOzYTOtFXMN2pAn+tGQs9PT0YGhoiKiqq2hTNO3fuVErcVIWOjg5iYmJQXFyMRo0aYdy4cejbty9SU1MxefJk7Nu377cTfDabjRMnTiAkJATDhw+Hj4+PjNfinTt3UFxcjO7duzMeqIBkUr9q1Sr4+vrC3d0dV69eZYS2K0MsFuPMmTNo3rw5HBwcoKKiAnV1dWzcuBGvbp6HfkaETPmS8CvIjo3A/fv3q93gAICJEyciKSkJxsbyk+jjx49jwIABuHjxIiwsLNC7d298/PgRDRs2REBAALy8vODl5YVjx44xJNGLFy+QUazgRgB2n7iIlJQUJCQkIDo6Gm/fvsWtW7eQk5OD8PBwzJ8/H0lJSYyduXbtGqysrJCQkICQkBDm3MiRI6GpqYnQ0FCcP38ew4cPx4ABAzB27Fi0a9cOTetZKrz/slkT8fHjR3h7e+PgwlFyMgMAwIt7gPjL23HlcBAj0NqhQweIxWL06tWr2r6sDDabjQYNGiAzMxMDRime8zyLioO5uTmcnZ3Ro0cPXLx4EQUFBXB0dMT379+r9bSTivgSEbS1tSEQCEBESE5ORocOHWBhYYGoqCgcP34cnz59At+snoytSUxMhJGRkdL6a1GLfxUEAgFsbW3RvHlzvH//Hm3atEFGRoZMWPbbt2+hra0NNpsNZ2dnXLp0CcOGDUNGRgaaNm0Kf39/lJeXMwSSdJNbXV1dZkNUEXg8HkP+6OnpyRDIuQ+OIu3YTGT/tRVpx2bKhBkZGBggOzsbBgYGcHR0ZLR1IiIiGPuTmprKtMvW1pZJ3FNWVgYzMzMAEpH1qiFfFRUVWLNmDX78+IGEhATGXtja2sptTCgSEK/8DIrC5xSh8tpM6pkrjYKpqKhAZmYm009VSarqxLUr4x/1LKqcgEGKqVOnyh1js9mMyLZUNL4qpMelz/CPeoWtXbsWN2/eZPRfpSgoKJAQf3npCq/Lf/ZrbZcbcUOh0Hbe8wsofROMstQvjHcTh8NBYWEh7OzskJGRwXxfRCT3TlT2DJZ+/8r6o1jlf8fjqPLvl8/nS8I0K4U9lpSUKI3W+Y8F/Rdj4MCBpKKiQqampjR+/HgaM2YMTZ8+XaZMSkoK6enpUXl5ORERLV68mExNTenHjx9UUFBAurq6dOzYMZo2bRq5u7uTgYEB6evrU58+fUhHR4fOnTtH3bt3p7KyMqqoqCB3d3fq2bMnff/+nfh8Pjk4OFBsbCyJRCK6fv06FRYWUt26dQkAASBtbW0iIqqoqKA1a9ZQRUUFbdu2jfr27UupqalyzyQSiUhPT49EItEf9UVZWRm5ublR69atqXv37iQSiejgwYPE5XLJx8eHysrKalRPcnIyOTo6kouLC6WkpNCwYcNo9uzZpKqqShwOh9q2bUvfvn2jMWPGkK+vL3369Elpe7Zs2UL169cnfX198vb2ptevXxMR0dy5c+nVq1dMuT6jppPnzK1k3WsivYrPoNOnTzP9x+PxaM6cOQr7Izc3l+rUqUNsNpvq169PS5cupWnTppGPjw/p6uqSrq4ueXl50bhx48jW1pZcXV0pNDSUoqOjKT8/n6ln+fLlVL9+fTp06BC17DWYrOZfl/tEfMtW+px6eno0bdo0WrhwIRkYGNDt27cpMjKS9PX1adq0aXTixAkyMDCg1NRUiouLI319feZ9rIxRo0bR1KlTyX9LsMy9192U72OxWEz6+vrEM3Ug7TZDSLvNEOKZOtDMmTNJIBCQra0tNW/enEJDQ6lbt240dOhQUldXp9jY2N+/BET08uVL8vDwoBW7jivsD5tm7sTn8wkAsdlsatWqFfH5fBo5ciQ1b96cgoODafbanSRw6kQ8Uwfm+6z8YbFYBIDOnj1LAKh169bM8fr16xMR0fSjD2Tuq9PBnxYuXFijZ6hFLf4VCAsLIx6PR2pqamRlZUWxsbFkY2MjV87S0pLCwsKIiOjZs2eko6ND165dIyIiV1dXWrNmDXXt2pW6d+9Ourq61LhxY2ratCkZGRnR6NGjac2aNXTv3j0iIpo8eTLNnDmTzp49S02bNiVVVVX666+/iIjozp07VFJSQr6+vjK/pbdv3xIR0b59+ygtLY0ePnxInTp1okePHil8rkaNGtGNGzf+uD/mzJlDRkZGNHfuXHrw4AG9e/eO9PX1ydLSkmJiYmpUh0gkoiFDhpChoSHdvXuXli1bRnv27CFDQ0MCQA0bNqRPnz7Rxo0bydPTk65fv05isVhhXbdu3aKOHTuSnp4eNWnShE6cOEEikYj++usvWr9+PVOud8A0mnnkHhl7jKTghxGUlZVFPB6PGcPatWtHWVlZCtvq4eFBGhoapKamRjNnzqR58+bR0KFDqV69esTj8cjd3Z38/f2pR48epKWlRZcuXaKIiAjKyMhg2v3lyxfS09OjdevW0fTp08mgXtM/sjXt2rWjIUOGUO/eval9+/Y0YsQIKioqIldXV2rUqBHFxsaSvr4+nTt3joiIzMzM6PHjx3L1fPjwgWxsbOjHjx/UdNTK39qa6dOny9mZZs2akbm5ORkbG1OzZs0oMDCQ5s2bR5MnTyZ1dXXauHHj718CIsrKyqIePXrQ4cOHydWzr8L+0LFtzLznbdq0IYFAQA0bNqR169ZRt27dKDU1lVTr1K/W1gCg+vXrk7a2NpmamhKHwyEAxOFw6OfPnyQWi8m4y1jZe3tPpYqKiho9Ry1q8a/Ahw8faMKECWRhYUGfPn0ifX19mjFjBvXq1YtycnKIzWZT//79iYgoKiqKBAIB6ejokJeXF506dYpMTU1p3rx5xGazCQAZGRkRAFJTU5OZc1W2G+rq6gp/L9LfiLGxsdLfVOV5+suXL4nD4dCaNWtIX1+fOTdt2jRis9mkoqIicw2bzWbGXwBkYmJCxsbGxGKxiM1mM20VCATk7u7O2AZpu6QfHR2d37ZP0bzzn/lUfZaq5wSNOpNe14kkaNT5n75XTdpQXXt4pg4Kx9XqxsrffddVj2lrazPvXOXzVlZWBID03QPk5vEAiM/nk6qqKunp6VFoaCgZ1GsqY2cqv4vSeg0MDOT6oW/fvnJtGj16NHXt2lXu+65Jfyh7R3imDr+1M9W9a6NHjyZDz9Ey9+2xYJ/Suc1/Kv6riaesrCzi8/mkoqJCFhYWtGPHDurWrZtcuZ49e9LMmTOZv7du3UqGhoaUmJhIW7ZsIRcXF2rTpg0tWLCAVFRUaOrUqWRubk79+/cnY2Njsra2ZoiP3bt309ixY8nS0pJmzZpFPB6PioqKmLpjY2OZwV76UfRSffz4kTw9Pen8+fMyx8+dO0dNmjT5h/vEz8+PNDU16fnz51RRUUGHDh2i5s2bk56eHu3atavG9axatYr4fD5xOByaOnUqzZ49mwCQpaUlDRgwgFnklJWV0apVq0gsFpNIJKKjR4+Sq6sr6enpkbu7O925c4eps6CggO7evSvTH2tvfJL5Ea69IZn4tmjRghYvXkwuLi7E4XBITU2NOnfuTB4eHtSrVy/q1asX+fj4kLa2NvMD9/HxocWLF5ODgwP169ePuc/UqVOpUaNGSsm8oqIi0tTUJC6XSwBo6MYLv52MSxEREUFGRkbEYrGobdu29Pr1a1JTUyOBQEAWFhZkZmZGOjo6lJCQQNra2mRoaEibN29WWNfDhw+pQYMGJBKJqLFHHxI4daLrzz8oLDt+/HiZd6xVq1Y0c+ZMCgkJoaCgICorK6O9e/dSnz59KC4ujrp27UrOzs5kaGhIQqGwmm+e6Nq1a2RpaUmmpqYEgBr5LZbpjxlHw2ju3Ll08uRJAkD3798nc3Nzpi0CgYA6TNsqc41ZvwWk5dyZ1C0akKWlJWM87OzsaN3Bc9SgxwjSqutMXC6XFi5cSKWlpRTxLfuPFma1qMX/FqQEt6amJhUVFZGRkZFcmcuXL5O9vT3zd1RUFOnq6tKJEycoOTmZdHV1aeTIkbRs2TLicDg0YsQI6tChA9nZ2VG7du1IXV2dUlJSiIgoPj6e+vbtS6ampjR58mTi8Xh08eJFpm6xWEweHh4yY0BISIhcm/Ly8mjUqFE0d+5cKi0tZY5LNzj+UZw+fZo0NDRo7NixRESUkJBALi4upKenR76+vjXe6Hj48CHp6OgQj8cjR0dHCgsLIwBkbW1NrVq1ogsXLjDj9t69e+n79+9ERPTixQvq2bMn6evrU4MGDWj79u0yZP6tW7dknleZnVm5ciW5u7tTQEAAcTgc4nK55OLiQj169KCePXtSr169yMvLixwcfk00+/TpQ507d6aAgACysLCgzMxM5ll0dXUpOTlZ6fN26dKFBAIBAaC2bdvKtUuZrSkoKKC2bdsSi8UiExMTKi8vJwMDA9LQ0KA6deqQQCAgbW1tOnDgAHXs2JHs7e3J1dVVaTsMDAxIJBLRrFmzSN2iAfkt2alwXH358qXMO9apUyeaOHEiBQYG0qVLlyg2NpZevnxJnTp1omfPntG8efPIx8eH+Hw+RUZGKr0/EVFiYiI1aNCALCwsiMPhkKqqqlx/NB6xjBITE4nD4dDAgQNp2LBhMosRU1NTuWuMBiwlDauGZGxsTDY2NgSAuFwudR40mhp5j6LWXr7EYrGoU6dOlJ6eTkREx/96VGtravFvgZ49e5Kvry9NnTqVDAwMyN/fn3r16kXr168nFRUVZgPCxcWFOnbsSBwOhw4dOkR+fn5048YN0tLSkiNnlC2EK5NObDZbZu0i/U0qIhoqkxAcDoc0NDQYIsnKyoqph81mk6qqKmlqajLEhCISg8Vikbm5Oenr65OamhqNGjWKGSel7VR0fU0/qqqqMkTFv4J8kn6aNWsm87dOxxEyY4i+e0CN6/qTdlUlYKr76HTwV0j8KPr8I/0sbXdlOyn9fqWEYVXSRkVFhdq3b08cDocaNGhAAoGAnJ2dGZJU2T00NTVl/razs2PWbjX5cLlc6jx7p8L+UNb/9erVI70q5Jlhv8UKCSjpc/LN6skcNzQ0pPUHz/0t7Mx/JPEkFotrzAC6u7sTm80mPp9Pjx49IkdHR7kyP3/+JF1dXZnJ8NGjR0lPT4/ev39PAoGAuFwuwxrz+XzKyckhNzc3srOzo8aNG5O1tTV9/vyZpk+fTiYmJtS9e3f6/v07OTo6Urt27WTud+7cOeLz+YwHiDKUlZXRokWLyN/fn3JycoiIqGPHjn9EECnC4MGDSUNDgzw9PalTp07k4eFBMTEx1KhRI7K1taXIyEhavHgxPXjwQGkdMTExzI+ZzWaTv78/6erqUvPuA+lSeDJFfMsmoVBIHTt2JDU1NWrcuDHp6elRixYt6Ny5cwpJnqtXrxIgMWh2dnY0au5KhT9Cj4GjaODAgTRz5kzavHkzzZkzhwQCAamqqhKLxWJ2dImI+vfvT1wul+rVq0daWlrEZrPJy8uLiCQ7+tLFW0lJidJnFYlE5ObmRmw2m2xsbEgsFlPEt2yaEXSGWvUaUm1fx8bGUqNGjYjFYlGdOnVowIABjJGTvk/Gxsb09etX0tPTYwag4uJihe0wMDBg2g6A3N3d5cqVlJSQhoaGzKDWsmVLhe17+/Ytubu70/Xr16lLly6kp6dHbdu2Vfo8+/fvJz8/P5oxYwaxWCzS1NSkz58/0/G/HpHAqRNtPHyBVq9eTWFhYRQQEEC9e/cmIqIBAwZQv379aM2aNeQxaJTC71X6aTdlMxUXFxOfz6eGQxfJnJt/5jnTlotvkhRefylc+cKuFrX438CZM2eIy+USj8ej7du3KySeiIhsbGxkvIi+fv1KBgYGtH37dmrXrh3x+XxmYsdisejSpUs0f/58MjAwIBcXF9LV1aVLly7RqVOnyNjYmMaMGUPHjh2jzZs3k0AgkPPAkHodKtpwqYzg4GDy8PCg9+/fExHR8ePHlY4ZNcW9e/eIz+eTr68v6ejokL+/P0VFRZGvry/p6+vTvn376OHDh7Ro0aJq66k8gfb09CRLS0uya9GZdlx7yUzI1q9fT2pqalS/fn0yMjIiW1tbWr58ucymT2VId8yNjIzIe+RUpXamb9++NGHCBFq9ejVt2bKFzM3NSV1dnVgsFvXo0YOp7/79+8Rms6l169aMndHR0aHS0lKaPXs2tWnThnR0dOjJkyfVPuuaNWuIxWKRtrY24x0W8S2bTFv3qXbyWVJSQv369SNVVVXicrm0b98+ZtEotTPq6up048YNatiwIQEgDQ0NpTbeycmJHjx4QEFBQcRiscjU1FTGC1gKT09PGTujp6en0Jbm5OTQkCFDaN26dTRnzhxydnYmLS0thXaOiCgyMpI6depEISEhzDxj2bJlVFpaSuoWDahhrwA6f+8VzZo1i549e0YmJiYkFotpy5Yt5OnpSfPnz6fAwEDSsWus1M6Y9ZhIIpGILC0tyaLXZJlzo7Zfk2lPr8kram1NLf4tcPbsWZo3bx7Z2dmRiYkJQ4A3aNCA+Hw+iUQievDgAZmYmBCXyyUbGxsKCAig8+fPk5GREZmamjJzzeo+KioqMmMvi8Wio0ePKvSKkm7wVv20a9eOmjZtSnp6emRtbS2zeK/s9ST9qKmpydg/qf0CJN5ZbDabNDQ06MuXL9SlSxelRIAyYq0qSVHdh81my5EhXC5XoXeWoudQdPxf7V30j3zYbLbC/qmpt84/Ssqx2WyF711lUkj6fUsjaNTU1MjS0pK0tbWJxWIRj8eT8Xar/H5U115FxFPVd1b6nTZp0oQ0NDRk+qNhQ8lGRYMGDcjExESurpGzlyu1M5VJvKoEn2Hn0cw5c3NzMmja429hZ/4jNZ6kMadUA7GzgwcPgsPhQCgU4s2bNwrTVBsYGMDd3Z3JQgQA/v7+jIBfUVERysvLoaqqCkAiJLd8+XK8efMGRUVFKCgoQPfu3dGwYUOoqKhg4sSJ6N69O9asWYOwsDC8ePECkZGRTN1SsUwOhwN7e3ulbefxeFi1ahXGjh0LHx8f3L9/H1FRURg9enSN+0oR5s6dCxsbG4SGhiIiIgKurq5ISEjA+/fvsXr1ari7u2P9+vUICAhAaWmpwjqkooUNGzaEQCBAWFgYph6+jx8uwzHzwjv03fMM1r2n4cGDBygpKUF+fj7S0tKwf/9+FBYWIiAgAG5ubjAxMYGamho4HA569+4NQBInHRcXh7BwxdloDG0bon79+gAkwr0bNmxgskEREXx9feHh4YGsrCwk5InR2nc6Ovj4Iz8/HzweDy9evEBubi5SU1MREhKCNm3aMPHOVVFaWorGjRvDwMAAy5cvx/Tp08FiseBqqQsnQREEpT+r7Ws7OztERkZi9OjRSElJQXKxCnRcu4Bn6gCRSAQzMzMMHToUFRUVyMnJgbGxMY4fP65QgJXNZkNLSwsPHz5EQkICWCwWXrx4Iacno6qqiszMTBgYGACQvMuTJ09W2D4XFxdcuXIFwcHBcHV1RcOGDfHq1SusWrVKphwRYenSpdiyZQuaNm2K48ePw8vLCyYmJqhXrx72rVmAoo9h2L92IZ4+fQp7e3sEBwfj9OnTAIDz58/j4sWLmD9/ProNGF5tnyUJ6kHXzhXQt0aBRSuZc2feZSEyKQcA8OGTfDw7AJSL/rkMJbWoxZ9i8ODB0NLSglAoZGyOIv2kPXv2YOLEiczf1tbW+PjxIwIDA/H48WOUlZWBzWaDy+VCR0cHe/bswYIFC9C5c2fEx8dj8eLF8PX1xcaNGxESEgIul4ujR49iypQpUFdXx7hx45i6P3z4ADabzYi1Voe+ffvi5MmTWL58OTZt2oS9e/f+03bG3d0dLi4uOHv2LPLy8mBkZIT9+/fj1KlTeP78ObZt24bOnTtj165dMvaxMqQJKywtLWFgYIBXr17Be8khlHeajk1Pf6LvnmdwC1iBefPmoaSkBF+/fsWHDx9w7949ODk5YfHixWjfvj0sLS2hqanJCORKdX0yMjLw+N0XhfdWNbSEm5sbVFVV4eHhgRkzZiA5ORnW1tYgIty6dQtWVlZ49uwZLj9+C4v2/bBi13Hk5+czKczfv3+P27dv4+nTp9DQ0EC9evWU9tf06dOxY8cOXL9+HZ6enszcwNVSF+L459WmUVZVVcXFixdx9epVlJeXY0nQYdh19oWGdSOIRCKoqqqia9eusLa2xrdv36Cqqorp06cr1MICAE9PTxw7dgx79uyBiooKcnNzsWfPHrlyt2/fRqdOnQBIROa7du3KzJMqQ0dHB6dOnYK2tjbi4uLQtm1bcLlcmSQeUoSGhsLf3x+GhoZYsWIFWrRoAQ0NDYwePRp79uxByfdoJD++hFc3z6N79+4YNmwY9uzZAxaLhRkzZuDOnTtYu3YtFi5cCLa28uzAXOce0LBqiPRyVbAbdpM5dzeVxdiZsrIyRH1UPBeptTW1+P+Nvn37IiIiAjk5OTA1NWUSUMTFxUFfX59JrlRWVgYbGxs4OjoiJycHo0aNgoODA86cOcPo41UVVq4MkUiEzMxMLFy4EIBkDrhhwwaZMtI5tyLRZRUVFTx58oRJeJCWlgYLCwtm3ZaVlSU371ZRUZFZh0k1gerXr4+ioiJwOBywWCz4+fnh4cOHSrN/K8pozOPxarx2ZLPZaDFuDUz9t8DAaxZM/bdAp4NEH8vCwuK3GkxWVlYK1xRcfcWZuJXpCgGAkZERNm3aBBaLJaP986eQ6k5JbR+fz5fRvRKmxaDoY5ic3lRVVO27mrRJanOrrr+5XC5sbW2Ztkkzg5eWlqKiogIlJSVISkpCXl4e1NXVIRQKmfYDEv0qaRIN6ZqJzWbLaGsRkZzIvIqKitycSPpbCA8PR2FhIdMf5emx2LVrF7Kzs5GYmKhQx/HCrYdKn1271QDwTB0UiparN+3D9Nv3798hhrxwPfDfZ2f+I4knADLZwapD3bp14eTkBCLCzJkz8ePHDxgbGzNZHaQ4fPgwzp49K6Men5OTw7yc0uwwKioq2Lt3L4yMjLB06VK0aNECAoEAx44dw9WrV3H27Fm8fv0ad+7cwc+fP5l0p926dWN+LC9fvoSuri7YbDZsbW1/+wytW7fG1atXERQUxAgu/zNwcnJCeno66tSpg/z8fFy/fh0HDhxAZFIOuPZtYOXWAUKhEAkJCWjXrh0iIiIQmZSD4IjviEySCJguXboUQqEQcXFxyM7OxqlbT3H0pWxmBq5LT+ZHlZCQAD6fj8aNG2Ps2LEIDg5Gbm4u3NzcJNnR3ryBUCgEi8WChYUFUlJScPHwLoXtDz66BytWrMDBgweZwebIkSMwMDCAqakpRCIR0tPTUW/gXGQ1CUCiaQfcJmcYdxmLsWPH4s2bN9i6dSuysrJgZGQEHo+nsE9TU1Nha2uLTp064fbt2wgMDJTJblRRUcEMmFVRXl7OCP09f/4cly5dQsvx65DWaBj4HcYyhmzKlCkYNi0QB+++h2nDVoiJiUG3bt0U1gkA7du3R0hICN69e4dGjRph7ty5CsnLT58+QSgUgs1mo7CwsFpBVw0NDRw6dAgNGjSAmpoa6tWrh+XLl+PVq1fMs4wdOxYCgQDZ2dmYPn06hg0bhitXruDt27dITk5mRPvj4uLw9OlT9OnTBxMnTmTEIAMDA2Fubg5NTU0smjJGaVuk4OiaQWBqo/Dc18wifPjwAVs2bVR4nqvyHzus1eI/GAsXLgSbzcb79++RmpqKunXryiVi6NKlC3g8Hi5d+iX8X1ZWxow/LBaLESp3dnbGypUr4efnh9zcXAwdOhRz587FsmXLYGhoiGHDhiE2NpYRpv7rr79w/PhxpKVJEiAcPXoUuroSskJfX/+37TcxMcGFCxegra2N169fo2PHjv90nxQVFcHCwgIcDgdbt25FfHw8nkR/R1SBGnr5T4ZYLEZubi7atm2La9euydiZ0tJSdOrUidm0OHjwIO5GxuFaXJnMPbKNmzB2pqysDEZGRrC2tsbAgQOxe/duxMfHM0kObt68iYKCAujr60NVVRXXr1/HvZAzCtt+7/IZLF68GDt37mQ2YL5+/YqCggLUrVsXLBYLeXl56LfiOK6UOAAt/THq3GeYdB0HOzs7JCQkID09HR8/foS6ujosLCwUkpFisRjdunXD3bt3kZCQgB49euDCBXkhVWX48OEDRCIRcnNzMXXqVDTwXQBV78XIa9AH+oPXQt9jFMzMzLB42yFE5nDBNbHH06dPsXLlSqWEZEBAAB49eoS7d+9i3LhxaNSoEWbOnKmwbEqKxO536dJFYYZRKVgsFsaPH4+lS5ciOjoaHTp0QGxsrAwRe/LkSSZT5MWLF5GdnY1Hjx7hx48fqFOnDrMhkp+fjx07duD06dPg8/no06cPAImtrVOnDgwMDCTZgZRkkZKCq1cHqoaKRdS/ZhahuLgYzZs3R2aG4ixTtbamFv+/wePx0KxZMxgbG0NVVRWJiYm4c+cOhEIhbG1tceHCBWRnZ6OwsBBDhgyBWCzG9evX4e3tjXbt2mH9+vUMiVxd1jep4PiaNWuY5DzS7M+AZPFORJg7d67C66XrnVu3bqFnz544fvw4kpOTZcpUXv9wOByoq6tj7969ACTCz+Xl5cwc38bGBhUVFUwGufLycgiFQqXkGc/UATqNuzC2QSgUygqDV0OYqNapj1TthjLHpATCt2/f5MpXHUc/f/4sk8FNuk4oz/qusK3Kst3Z2dkhMzMTBw4cgHb74XJE2J9AOsfQ0NCASCRCWVlZtQRaVTF2RRlbdTr4y7WJZ+oAQUN3mX4ViUQK1+z6+vr48uVLtWtaqYC7ou9548aNIEnkFjQ0NKCpqcmQodVBJBLJkWDKnCyICB06dEB5eTmKi4vx7t07uTJCJd+rFFy9OjUScRdVKP49/rfZGXmZ//9gEJFCMqq4WDY9jLq6OurWrStzTEtLC7169cLEiRNx5MgRAECfPn0gFouxa9cuhIeHQyAQoGnX/vhQJEBX33Hw79UB2dnZCAkJwefPnzF06FBcvnwZmzdvRlhYGFavXo3Vq1fjyJEj0NLSwoYNGzBv3jxkZWXBxsYGbDYbNjaKF9dVoaGhARUVFXTp0gU9e/bEpk2bFGZqqwl4PB6aNm2Ka9eu4e3bt1i0aBGS9NzQd88zSYFmo9GuQTvg7WU8fvwY3ebtgXrTPsz1og83GYKutLQUampqUK3fHvq95CemfAMLCNNiIBAIUL9+fZSWlqK0tBRlZWUoLi5GREQEIiIimAWanp4ehEIhXF1dweFwIGrkBVVXL6Y+3bTX4GsCsemSjBe6urpo1qwZCgoKkJGRAXNzcxw8eBDfSzg4kmIg0xZVN28cv7ML519PQcmPb/Dx8cHu3buhrq6OAwcOYNiwYSAiiMVihIeHo1+/fli0aBFGjhzJZFmTDnJExKR7/f79u9y5uLg49OnTBwKBAEVFRZi/cS8OJevJtEe71QC8ZAmxd88zAHxwey7E7qcpmN9deRYef38JWbVt2zZYWlriyZMnKCgogKampky5x48fo6SkBGpqahCLxdWmQ5di+PDhaN68OcaPHw89PT20a9cOycnJ8Ju+GG4deuB7+ldkZGRAU1MTt2/fBhFBXV0d6urqaNmyJZ4+fQp9fX0UFhYiPDwcxsbGTBt0dHSQmpoKFouFpXOHYueTy1Bv0kdpW3RUhNBSU4WixE6r5k1F5N0QpTssdQ0Ev33WWtTiXw3p2CFFaWkpk0a4Mg4dOgRfX1/069cPgCRr6KVLl3DgwAEEBwdDS0sL5o3bov3gAPDN6qFFixZYtWoVgoKCMHfuXLRq1Qrjxo2Dt7c3FixYAE1NTeTm5sLPzw9NmzaFh4cHPn36hNu3b8PGxgY/fvyAtbV1jZ6BxWKhbt26sLKywuTJkzF48GAMHz68Rps8itCnTx/0798fRkZGWLBgAZL0XDHsuHTiZoXG/kvhgkQcO3YMwzdfgnarXxMs9W9PmSyp5eXl6Nu3LzQaukOv5wy5+/ANLVGeHgsOhwMXFxcIhULG1giFQsTExCAmJobxwGSxWNDS0sKoUaPAYrGg0qQfOI26M/XppL6CubU+XmVwQUTo2rUr6tati+bNm+PHjx/Q0dHBzJkzYdqwFYKiZTN78l29kJ31Ha59x6Eo/Svq1q3LZJa7desWSktLmZ3/oqIidOjQAXXr1kVYWBgKCwtRUFDAvEtSeyISifD9+3cZGyM97+npCZFIhIKCAvTwm4hw/TYy7dFo1hcN3Lsx9l2z3wrc+aEGt2q+t0aNGiEvLw9mZmawtbVFTk4OHj58CA8PD5lyCQkJyM/PB4vFQlxcHJYvX17t+wBIvGyvXr2KKVOmwNHREXv37kWPHj1w7208ErOLMX72cvRo0YDZNPny5Qvj4bxo0SLMnj2bsWtHjhyBra0t3r17BxcXF2hpaSEzMxNCoRAuLi7Q19dH5IuL0GrZX2FbeGW5cHFxQZyCc++f3kW/JpLsq7W2phb/Thg7dixCQ0MZAkbq4ZOQkIChQ4eivLwcfn5+OH/+PLKysmBgYIDv37/Dz88POTk5mDBhAgCJl6J1k44Ie/MR5dkpMt4upaWljIeR1CNVmmkO+JV57cCBAwrbyOVyUVZWBktLS2RmZmLw4MHMOTabDU1NTXz69MuTsKKighm3VVRUUFZWxnhP/vjxAw0aNICenh4eP34MDocDJycnREZGwszMDBkZkszX2trayMvLg04Hf8a7RBuS7GeVM+1VPg8F51la8l4tgIQkqNxHfD4fQqEQGhoaCr2+pJDOC8rTY5H3/ILcvSvXyWazmfLJycnQ0dFBUhEbRlW8ZbRbDUBxzHOmXVW/v8pgsVhgs9kQiUQoLCyErq4ucnJyGIKm8j2lqOo1VlhYKPO3Ig8e7VYDFParovoBID1dPqNdVdJImokuNzdX4bNJ8fNn9dEnldv9u/7icDgQi8Xg8XgoLS0Fj8dDvXr1kJmZifT0dPk2/k+2wqr9IYUyYhEAUCBZU2lra6O0RD4iC/jvszMsqkm82n8IlBFP4eHhMmmhGzRogI8fP8qVKy4uRp06dfDt2ze5FLxZWVmYfeIxwn78Yl05sWFwYyfBz88PXl5eePLkCby9vbFt2zakp6cjMDAQTZo0wYkTJ/Ds2TOMGzcOYWFhaNu2LTNpdHJywocPH2r0fMbGxoiOjoZIJMKUKVPg4uKCuXPn1jgNaGWMGDECGzZsgJGRESKTcn6RTpWQdkxCJJn6b5E7l358FsrTJSFe+vr6gL411PsslSt3crgLTu9YAx6Ph23btv1RG3NyctCrVy9MWrIRK7ftg5WeGvp1bIKcnBwEBwfD2dkZOTk5ePLkCX78+AEigoqKCvT09NBv9gbczDGstn6TnCiUvjiLqKgoiMVi9OjRg5ngf/78GXZ2dsyuS+VPRUUFysrKUFRUhIqKCoaRr4yKigqZgdukpTf4HcfW6LlDJrRWGlYhFothbGyMnz9/ok+fPvD398fnz5+xYMECmXK9evXCzZs3YWlpicDAQIwaNapG9waAkpISTJ48GSdOnIBOR38Zgsgw8y2Oz/SBo6OjzDXv3r1D48aN4eLigvfv30NDQwMaGhpo0aIF4uLiUFpaigYNGuDr16+YOnUqxowZwxgAVevG0Gj0a0GT/+Iich4cBQA0HLpIJtxuQgcbFDw5hdWrVwOQn0BM6GCDed1k21aLWvz/QEFBAczNzRmvFulETxEaNmyI+fPnY9iwYTLHxWIx/DZfwtPsX2mjBUlP0VL1BwQCAYKCglBQUAA3Nzc0bdoUy5Ytg4uLC1xcXDB8+HAMHz4choaGWLt2LQIDA5nxis/nIyUlpUaeT15eXmjZsiXmzZuHDRs2ICoqCjt27GBCd/8EFy9eRGFhIUaMGPEP2Zmfp+aiNOUzxGIxdHV1QXpW0B6wSq5c8PhWiLwbgsOHD+Pp06d/1MaysjIMHz4c7fsOx8FzV0H5PzDdrw9yc3Px5MkTVFRUQF9fH8+ePUNcXBzj6crlctFt/BK8VXOptn7Dn5HQTnyAJ0+eoKysDA4ODrC1tUV+fj5evXrFeOoKhUJm8SX93oRCIYRCIQoKChSGsBGRzM66rmtXaHWdIldOEaqzM4DEM3rv3r34/PkzBAIBTp06hevXr8vMsY4ePYqpU6eiuLgYPj4+OH/+fI3uXfn6WbNmgZy9Zcmh6FAcmuKFDh06yOy8l5eXQ1tbG5qamsjPz0dFRQUsLS1RVlaG1q1b4969e/D398f+/ftx5coV9OzZE2VlZZJFUuvBULdvztRVGnEVP+7sBwDodhoJrRb9mHMTOthgWCMtmJv/Co2x6DVZJiSv1tbU4v8KIpEItra2ct43KioqjHeJvb090tPTUbduXQwaNAgPHz7E8+fPoampic6dOyM4OBi9lx7B48xf44p1SSymtLPAmDFjkJMjCTV1c3NDREQEU8bMzAy5ublyG/pVId10rQxVVVWUlpbCw8MD9+7dAwA5DxUejwcOh4Pi4mLw+XyYmZmBxWIx8hLdunVDaGgodu/ejZiYGGzevBlEBG1tbRQUFIBjbKfQlqQdmwlhWgx4pg7VngdQozIcDgeGhoaMh/GfQBn5oaqqinr16jFeNVLCRuDUCQZes+TqKY59CXX7FszfVQm0yqjOE0hfXx9ZWVl/9AzK2lQVlfusptDR0QGbzUZ2djbMzc3x/bvEo8jMzAxpaWkKn6Pq80nD+6Qgot8SjhwOh+ERpL8jKfkkBZ/Ph0gkYo5XvociO1P5Hr+7v7u7O9xnBOHA01+/6/9GO/Nf5fGkbFf28+fPzIDMM3WAZfv+iEzKkZt0qaurY8CAARg7dizOnj0rcy6piC1DOgFAhX0n+HlZYulkf+zcuRMnTpxAZGQkmjdvjrFjx6JHjx54+vQp3N3dsW/fPhARWrVqJfMDCQwMrNGzxcbGgs/nQ09P4jVz5swZRmdnx44dNQrZq4zGjRvj3bt38PT0xNfMIoVltMztZSa1lbH7xEVM6tkMpaWlEqb5508sa1EHRyqF241vb4O2juZou3v3H7VNitu3b2PYsGHw7doaB9cHwkG/IcaMkYRpVXXvnT59Ou7du4fU1FSYm5vDVIMN5FRff7puI6RlHGEGjps3b4LD4TCT2+zsbEYThMvlgs/nQ1tbG3w+H+np6Yxh1tHRQf/+/Zk44+LiYhw7dgwFBQXgcrlgsVgoTEuAYhUpeXzNLFK6IJDqPH38+BECgQDu7u7Ys2cPJk2axJClRIRv374x7qfe3t41vLMEampqmDdvHp7HpKG4ilfST4PGKOQb4OzZs3B1dWU0S1xcXFDHuQ2KjetCzbwcE329sHnzZly5cgWBgYFYsWIFSktLERYWxoT9CdNimDjqgoi/FBpi/8Y68BjYGl8zi1DXQABXS11oDvgVvpT78BhmDHRHw5buzPla1OL/AlV35LRtXBAc8V3he3nkyBH06dNHjnh69z1PhnQCgCLLNhg8wAHndq9HixYtsHTpUsTExKBjx47w8/PD7t27sXnzZsyZM4cJwZg1SzIhlLr4N2/evEakEyAJBT99+jQ4HA4WLlyIyMhIDB48GDNmzEDPnj3/pEvQuHFj7NixAyNGjFBqZ7TN7Zldzao4cfk2Aod1QXR0tGS8zclBO+4PvC//tSM9urUl3Kz04DZq1B8R7FJICYxJg3si/M4lpJaUYsSIEQAkdqUyHj16hDFjxqCwsBBsNhv1zHTx9jd25qehK97fOAHh/9jSmJgYJCUlobS0FOrq6igvL0dqaio4HA64XC64XC4EAgFUVVUhFosZb4OKigqMGjUKfD4fXC4XHA4HwcHBiI2NBZvNlizqfiZBub+sLKqzMwDQuXNnHD16FB4eHmCxWGjSpAnu3r0r48UnDfFRV1f/YzsDAIMGDcLRaw+Q6FDFI8nRE3r2brhx4wbq1KkDV1dXhuxr23sYUgsqkP/2ORYEDEBQUBDy8/MRExODtLQ08Hg8TJs2DY6Ojsz8RZgWg5+XVihf8H2+hZCjm2XsjNQrRAr12FCc2bVCpkwtavF/AX9/f4Z0UvROExHi4+Oxfv16WFlZYfz48cjLy8PAgQOxZs0aWFlZ4frzDzKkEwAkqtnDonEznD9/Hp6enuDxeIiIiJDxWElNTa1RG9XV1SEWi2XkS6R6rvfu3WPqrFevHmJiYpj6hUIhtLW1UVxcDJFIJOMZJV3nmJmZYdGiRSgtLYWrqyszRhJRtSFNwrSY354HFHuwVPZMYrFY4HA4DOlkZGTEeF1VRuXwssoEhXTuWxWlpaUyoVxsNhsCgQAoylTY5sqkE/DLC0pR3dX5mCjSPv4dqvXiqYSqXmLVwdDQED9//kRhYSHT3u/fv0MgEKCsrAw5OTng8/kyRJB0PV2/fn1kZGQwBJp004/L5UIkEoFrYq/QQ6tyf0kJJyJiflcaVAzh59cynsZisRgWFhb48kVWH/J3dib34TEUxzxnzqkVy4ZwR0RE4K/OdujhXOe/2s78VxFPyuDl5YXWrVsjim0D7VYDEA2g755nGN/eBvO7yzKJO3fuhImJCbKzsxmSB4DSSfOQsdNQ9FEy6P31118YOXIk4uPj4ebmBj09PWRnZ8PQ0BA9e/aEhoYGMxGSLggGDRpUo2fYuHEjevTowfzNYrHg7++PDh06YPLkyejduzdGjx5do5CIL1++YP/+/cjKykJRURFGzl4OoL5cuZvnjiI3Nxejz8uLr/5M+CgzkNnb22Npn8bwdrPCko07cefSSTx8a4PJ7S4ojA2uCU6cOMEQgBwOBwUFBUrLSr2p8vPzERAQgJXTRkG7gz80mvWt9h6VB0UigpqaGjIzM+U83qoiNzcXVlZWKC0txa1bt9CoUSPY2NigRYsWCA0NxapVq7Bs2TKGnBJ++wDHrHfI0P+1O14YdU/G00eKOeP9sU+XgwEDBigU+G3Xrh0OHz4MgUCA4uJiTJkyBTt27MCiRYsAAPHx8SgtLQURwcTEBIaG1Xt+SXHw4EF8/foVenp6CA4OxtBJy3AgSn5B2G/EBCQ/vgSBQIC0tDRoampi3c1ocHosgBCAodtg7Ht+ARwOB/r6+owHiKqqKrp16wZXV1eEh4fL1KnMEFtZWcHVUpcZfN3d3eVcfu10OPBxUyzaWIta/P+Cubk5pkyZgrVr10KrnR+0Wg3AzAuSSWRVW9OsWTNGbHvs2F+ekMrsTN/h41D0MQyAJNyoe/fuePToEQICArB8+XL8/PkTjo6OzMaGFAYGBsjIyMCOHTtq9AxSPaLKobuurq64fv06Fi5ciOvXr2Pjxo01HtOnTZuGx48f4/Tp0zBr1BpoIe/1GXxsL7hcLgYdeiN37tPLBzKbH+rq6jg7fzC+ZJbhyfsYzB47HIfOCtHP7oacF2ZNcfDgQWacNTExkdN/rIz27dvjy5cvEIlE2LFjB+bPnwFBm6HQbK5c2wiQn3wLhULcvXtXLnRNEVq2bImXL19i9uzZWLt2LcaMGYO3b98iIyMDbm5usLOzw82bNyUeCMXR0Pr+AvnmLZnriz7cg6Ch/H0m+vXHdkNVNGjQALsVbA4FBASgX79+8Pb2xs+fPzFjxgwMHToUnTt3Zt6xjx8/oqKiArq6utXqCFbG+/fvsWfPHri6uuL48eNw6TMGiQo22weNnoL4e2dARHj69ClatWqFdTejEWMtSUJi3Kgf9r24gsLCQpiamqK8vJzxPraysmJCWitDmZ0xNDSUsTNXr15ltGakcHBwkClTi1r8X2Hnzp2IiIhAmlFzpR4U6urq2LZtG3JyctCjRw/o6+tj1KhRsLKyAgCo6CgW5u4/ciIc1QqY8CypltOfQLqAHzFihExSAul8WOoNxWKx8PnzZwCSNZE0EZQ0bEpFRQXR0dHgcrlQV1fHjBkzIBaLcffuXWhpaaG0tBSZmZkwNjZmwraUESLS4787L0VVkqDyuEFEMuRHZdJp4sSJzHgqJY4UaftV7S+pp03lvq6oqEB5eTlKE6OgUoUIq+rtJIUyoqdq3SYmJkhPTweHwwGfz5fzTvsdhGkxyK8mjFkKab/WRNhd+r1XDfOTtk2RaLzUWUCqqQvIhg5Kdcx41Qi7S/tLWraqZ5KW4QWUv7nIaD1L5UWqEk9SKLMzlc8JBAJcCAlBly5dAEhkZp49ewZVVVW4Wqr+V9uZ/y7FKiXQ0tLCthOX5djOvY8SmMwlUvB4PPj5+SEgIEDmuLIYy4qcX+z/mDFjoKOjgxYtWsDZ2Rnh4eEQi8XIysoCETHECYfDgVZdZ1h3HIi3ybk1eoabN29i3rx5csetra1x5coVZjdDqolRHerUqYMfP34gIyMD2tra4OR9h/jDLZkyec8voGMja6yfOwEBLc3lzs0fMxijR49mdmilk05XS1000iyBMC0G9+/flwsBqynevn0LW1tbZgH0O+IJAFavXg17e3tGuFcUfglFIctQErYXWTe3K7ymQ6/+EFg6MX/n5+fD3t4e69evl9mhePDgAeLj45m/dXR0UL9+fWhpacHFxQWXL19GSkoKzp8/D1NTUyxbtowx8ICEdbfOfYuKm2shfHgATik30FM/C3nPZUVk855fQMLr+7hz544cwSKFn58fQkNDGePdq1cvPHr0iIkxf/z4MTO4SzMF1gSPHj3CmjVrMHv2bDx//hzIl9/BAYDMr5Ldp6KiIujq6mL+xr3Y+0h2sabdagCeRH9Henq6TIgli8VCZmamwrCRymCxWFBVVYWT06/vZuXKlXj6OQUa/yNcqKOjg759+8otLmpRi/8LsFgsrFq1Cou2HKiRrTl+/DiWLFkic0yZnRHn/dJCiIqKgqamJqysrFBQUIDc3FyUlpYiKipKTmeqXuuu0HbxhEhXsYByVWzatEnhmKGqqootW7ZgwIAB6N27t2R8qAEKCgpQUFCAsrIyzBs9CMXhl2XOS+3MGB9PeNnx5c4tnugHNpsNR0dHqKiowMrKCurq6nC11IV7XQ1w81OQmJiIHj16/PHiCJBMZO/evYuuXbsCkISzK/PyleLVq1ewtLTE3LlzUVFRgez7h6H35hAKQ3eh5IFivZPR0+dLMnX+D6Sh3cOGDZPRBsnKysLVq1dlrt2yZQtYLBYWLVqE3NxcBAcH482bN8jKysKrV6+QlJQkU14z4T5Mo06iMHQXdF4dwKb+Lih4FSxTJu/5Bfz49BIPHz5kEkNUhYuLC/Ly8qChocGM9c2bN8edO3cASBZbUq8Ea2tr6OjoVNtvUvz8+ROHDh3CuHHj8PTpU8SGKw6NTIt9z0gStG7dGh37j5SzM2pNeuNFbDpSU1Pl5BPu379fI09wLpcrk9AjLS0NA8bPgaZzZ0bbydzcXO57qUUt/q+go6ODY9cfKvTgkL6zBQUFsLGxwd27d7Fq1Sp0794dQUFBiIqKwrt375QSMD/ionDnzh2GXGnfvr3E6+Y3qCzWbW9vj8LCQhw6dAiAxDZWDtWWEgmV54HSsKbKItLm5uYQi8UQCoXQ1dXFu3fvsGbNGkYcuqKiAklJSTJaQVJvpcqo7K30u/OVoSjTW1XR7aqoTOKLRKLfkk7ALzKGiOTqlxJcuQ+PIe3YTGRe24y0YzOR9+yc4srYiqVXlNlHHo8n45WmDIoSKeU8OCrbpmr6lYjQrl07PHz4UKmDBIfDUXgfVVXVahM5VUXlOZCamhp8fHygraLYrlf9HSjTrirXqgORSAR1dXVYWlri2DHFIY01RVFREeZt3AOBUydoWDVEeHh4tVlv/5vwt/B4AoDELMXxyIrczTdv3sww6CYmJgAkhMr49jYyEx9uXBjKUiWMp62tLZo1a4ZLly7h58+f+PbtG8POSv81cWqJAqhBYNsEag06QgTlnleVkZmZifLycjlBdClUVFQwe/ZsREVFYejQoZg0aRL69lXs6fP27VssWLAAvXr1wsmTJ2Fubo6goCC0bNkSuyaswLZDp3Ht9CHkxkm8uF69eoVrXevBy9USDyKiMX/iSGYg2bVrFxo3bozFixfLEAQCgQCWlpbIz8/H9u2KCZ/fYffu3TJZdAwMDH4rHjdgwAAm601FRQXs7OxgZmaGJk2aYOnSpeDomMoNKB9ZVjDwXQ+tt9exxb8DDA0NsWTJEixduhQLFiwAj8eDq6srPn78iJKSEjx69AitWkk0h4ZNC8S7r2kIT8yCr68v8z1/+vQJFhYWTIiniooKwsLCoK+vDz8/P4wb5YVRo0YhNTUVF+zsoFLyHSQwwOxxwzF140kAkkF+6dKlKCkpkSPvOnXqhLS0NAgEAhQWFoLFYmHq1KnYvn07Fi9ejOvXrzMhfpXfg7S0NJiYmDCDvlAoxJEjR3Ds2DHExMSAiMBms6Gnpwdzc3Nc3LcJ49eclnnnJ3SwQUJ2Oxw+HIt27dph9erVeJ+vCjyQd7/+ll2CJtayx6Kjo1FWViYR7Psfd1RWUSaEZWVQs2kiaVvaJ7y8cQ4ODpIJVHl5OV6+fIkt9+Jl4u5/97upRS3+L9C4XRccvyCf+aSqrWnUqBGsra2xZcsWZqxTZGcaqaTh+nfJbp6KigpWrlyJ1atXIycnB8+fP2cIeen4I7B0goqOKfhWLkiq3wk69QGfGtgZQBI69fLlS6Xn3d3d4ebmhunTp+P69etYunSpQo27rKwsBAYGwtLSEnw+H9bW1oxX0e2DG/Ag/BN2rVuK3FcSnY+oqCgcdtFBgKctEn4Wwt+nO4qSJERCXFwceDwenjx5wmg9AJIJszRl9bVr1/4hAfTr16+jV69ezKTWxMSE0VdStsBwdnaGhoYGE3Kira2N8QO6oaSkBDNnzoQWX0fOzlyOL4dW/5VgvQrGHE97uLu7Y/v27bh27RpOnz4NNpsNKysr1KlTB48fP8acOXOY1OVq5o5oM2wmYrPLMcXXiwmLKCoqgrGxMb59+8YQ9cOHD8emTZswbtw42OsZYP/+/VBVVcX69etREpqAQrYAK2ZPwvzdIUzb4uPj0atXL5w/f57JQiqFoaEh4uLimE2Q6dOnY/DgwejSpQuePHnCLBL9/X9lWMrPzwebzZbxirt37x527tyJFy9eoKKiAiKRCAKBAG5ubnh96wLmnJyG/U8SmfITOtigdY9d8PT0hKamJk6cOIHYcl1sfiYfcpKcW4ZmCr4n6YZc1bAHnqkD1GyaQIXDwajuLbFhniSrHhGhpKQETr4LZezMuHZ1saBHA4XvQi1q8X+F5FzFC+nKHhzq6urYv38/tLS0mDHUzMxMok+T8hl1vr9AQSXvyKoEjNRLRlnGL2U6nT9fXkJFXBzEYjETlpaXlwcOh8PYKRUVFRnCQyQSoaioSIYgiY+PZ67X1tbG4cOHQUTQ19dHZmamUjJF6q2kZmyNiuwUxpZUPf87kWlFmDJlCrZu3VptmWbNmuH169dKzyvSv5JCkVePFFU9aRQJWhv0nA6uXh0Z7SBdXV0moZMUUrKu8rHqhLeVZZ6r3CZhWoykX/XNUZ71Xa6OhIQEdOzYUeZ7q+ydVDXznZqaGkpKSlBWViYnhC4VANfS0kJubi64XC7evXuHBg1+jdUqKiooLS1FcLBk40VHp3phdwDKQzH1zVGUFgNDQ0MZUXxlfSe1MwBQkhAudx+djiOQ3aQ/DCRFcDa6BPOtFd76vw7/VeLi1eHc6yTMC46SO97LMA8Turqgbt26MpOuBQsWIDIyErduyXoCRSbl4OLtR0BBBgZ1boG2bduitLQUffv2xZkzZxAVFYVJkyYhIiJCZlDV7TiiWpfEkAmtoSPKRWhoKPr37y8T5rdo0SLExMTUKMVyWVkZli5diszMTGzZsoUJGcvNzcWSJUuQn5+PtWvXwsTEBHZ2dkhNTUVpaSl8fX1x6tQpZGRkwNHREdnZ2YyLbYMGDTBjxgzMmDEDJSUlDMOsoqKCqVOn4tu3bzh48CCTuhuQTOKaNWuGMWPGYNy4cb9td2VkZ2cjICAAly9fZo7NmTMH4eHhuH//vsJriAjTp0+HpqYmNm7cCLFYDGdnZ+Tl5TEkIJvNBsfYDlr1W0LQYqBcHYrEVjdv3oxt27bJLHgGDRoEl+FLsO/xV+ZY3ouLyP0fQWwAaNKkCUQiEV6/fo1nz54hKioKt2/fxq5du2BhYcGUi4uLg52dHZO1Sl1dHZmZmWCxWPDz88Pz58+Rn5+P4OBgNG7cmLnOxsYGvXv3Rv/+/dGmTRsQEbp3746zZ8+idevWyGFro1hFAw+unYerpS7++usvDBw4EBcvXsTt27dx7do15Ofnw8nJCSNHjmTcnfft24f8/HyIxWKsXr1a8jtIypGJNy4sLMSVK1eQnJyM8PBwNGjXA8fSjOT6syhkGTSFWWjUqBEuXrwIAPDx8cGzZ8+g3cEf4nrKw0z61hMg//EJNGvWDPPnz0eJurFCscffCeTWohb/v6HM1kxw08Rodyfo6ekxk6vY2Fi0adMG6enpMjt6kUk5iP6ehaM7NuDGid1wcHBAamoqjIyMEBERATU1NXh7eyMuLk7G46Wqi3hVhExoDWtNCRFgYWGBFi1+ueqnp6fDzc2txhoeFy9exP79+7Ft2zZmsicWi3Ho0CGcP38eK1asQKtWrTB69GicPn0aJSUlsLOzQ2ysJCmFs7MzPnz4wOzyamlpYd++fZgzZw5+/PghYz8HDx6MHz9+YNOmTXBz+5WPjYiwZcsWBAcH/7GoOCDxCD169Chjux48eIDZs2cjNDRUxp5Vxl9//YXjx4/jxYsXSE5OhqamJsaNG4egoCBGq0o66dRpN1TuekVj1v379zFnzhw5Ed/RO6/j2Ktf30fxm8v4efcg83fjxo2RlJSEJ0+egIiQmJiIjRs3YvHixXB3d2fKJSUlwcTEBOHh4ejVqxcaNGiAyMhIRuhXU1MT9+/fx7p162RCP6dMmYK0tDQ4ODhgzZo1AIAVK1agadOmuHTpEj7/LMW7hDRcO30InZzrIiUlBa1bt0bfvn1hbW2NkydP4uvXrzAxMcHAgQPh5OSEI0eOoKioCM+fP4dQKISzszPevXsnZ2cACRH64cMHxMXFIUOkjjd6neT6M/vsAhiyiyASiRAdHQ0iwoMHDzB8+HBwmvSDqlsl7amsREDfWuZ6s7wPGNXEAPv27cPH9CIYDt1Qo++sFrX4v4QyO5P51zYURd0FIEmkJBAIoKKiAg0NDaSkpMDExARt2rTBjh070LFjRwTMWYFiFQ1MGNYP+ihgPPuli34pSVI1M9nvbI1UVFoq8qyiooL27dtDQ0MDV69eBYvFgq6uLnJzc5WSGpVhamrKRBFERkZW65mqLHStMtTV1aGnpyczt68KqTYwINnoqKxFWPlcTSHVMOJyuTKeOlJZln8EgkadYdBzutzxzNPzUJz8iXl+DQ0NpVEUwO+Fr38HZZnrqkJDQwMlJSUK+47L5UJVVVUuuoVn6gB1Y2tM9OuPNbPGQk1NDcbGxmCxWPj6VbIOMzIyws+fP2W+b0XfP8/UAXxDS5T9TIIBqxCpqalgs9moW7cu4uPjayQsXxVV+6405TNU68jK11TuT6f2PVHYWlZDEPj72Jm/RagdAHBVFD/q0cMH0bRpUxgZGckwv6tXr8abN2/k3NhdLXXx/UkwJg7qAWdnZ8yaNQupqanIysqCo6MjLCwsMHfuXKiqqsLLywv9+vWDfUvP38bBdvCSTMpmzJghx4RfuHABs2fPrtFz8vl8rFu3Dv7+/ujTpw8ePHiAY8eOoX///ujXrx+OHj0KU1NTsFgsDB8+HHw+H40aNWKytxgZGcHe3h5Tp06FpqYmli1bho8fP2Ls2LHMhFNFRQXa2toQiUR4/vw5unTpgn79+uH9+/dMO1gsFg4fPlyj9MpVceTIEYwcOVLmmImJSbWGZsOGDTA1NcWqVatgYGCA4OBgBAYGolmzZkzsOJ/PhzAtBqxCxdkbFOmrzJo1C8ePHweLxQKXy4Wamhoef0qWIZ0AQLtlf4ycvRwdOnRgFpDh4eHIyMjA1q1bUVFRgcuXL8uQTgBgZ2cHQCIyf+jQIeTk5DDppe/fvw9jY2O0bNkSnTt3xsCBAxnD17ZtW7x//555V1gsFqZPn45Vq1ah2N4TfK9A6PaYjr57nqHb/D3w8fFBcXExBg4ciNzcXMYz786dO3j48CEsLCywdu1abNq0CXw+HwYGBoy4qqulLnzczJkBMTc3F+PGjcOCBQtw5coV9GjRAOPb28g8lyv/J3Lj3+Lr16/Izc3FhAkT4OnpiXv37kHdokG1pBMAhHwpwqlbTzFhwgTk5eUp3YVQpolTi1r8X0GZrVm9cgWsra1lNjPs7e3h6OiItWvXypR1tdSFSnI4Bno0B4fDwdq1axEaGorJkyejXr16ePnyJc6dO4fS0lK0adMGI0aMQKOOXtUuBACgo9dAmJmZYfDgwXj8+LHMuc2bN6NTJ/mFvTL0798fx44dQ2BgILZt24ZXr16hR48eEAqFuHXrFuMZOmHCBJibm8PR0RHa2trM9QEBAWjatCkaNmyISZMmoaioCAMHDkTLli3RqlUrGBkZMckdIiMj0axZM6xcuVLGxZ3FYmHGjBmIjY1FXFxcjdsOSLwvTUxMZAgmExMTiEQipWHdL1++xL59+3D8+HG0bt0aAQEB2LhxI5o0aQJ9fX3w+XzJAiUtBvxyxXUoGrPc3d0RHh4ODocDDocDVVVVlGmYypBOAKDetA+Gz1iC/v37QyAQ4PPnz4iOjoatrS1Onz6N8+fPIyQkRIZ0AgBLS0vweDy0atUKHz9+RHx8PLp27YpTp07h1atXYLPZ8PDwwIYNG9CgQQNm8Tly5EiEh4fLzEmmTZuGoKAgPMrTRYqTLwy8ZmHkmU8Yv/cWHB0dkZSUhJ07d+LmzZtYsGABfv78iY8fP8LKygrBwcG4dOkSDh48CIFAAD6fz2gTVrUzgEQvZdasWdi7dy/M1Srk7Ew7/RJQ5lckJCQgNzcXly9fhqWlJWbPno1yrTqypBMgRzoBQKp2Q0xcvAGvX79Wmka91s7U4t8NyuwMxL8W9B4eHpg+fTqGDRsmSbpjaorY2FgmEca3b98QdvEILmycg4LEKEbaQppIB5B4VnI4HKipqTEbJorCkeTa9z9zNqlYs0AgwOrVq3H9+nUAkk2D7OzsGpEVgMRj/8OHD3jzRqIFWDm0t/KmTWVNqur8KoqLi6slnSqHd0m1fSp74/wp6QT80jCSetNK68vOzoa2tjbYbDZ4PJ6M48FvIVbSDk0jmeevjnRSFl7GM3VQ6klc9fjvvkdpXxYWFirtu/Lycsb2Sj2pjbuMhan/Fmh3m4pTP82g08Ef6urqKCkpYUgnQBL6TUSMFzQAJoqjMkQZ8Rjr6QJO3nf8/PkTLBYLzs7OCAgIkHzPfxCKCSjuu6qkE/CrP9XU1JAlVBwO+XexM38b4kmZdkZ5dgpKS0vBYrFkYnHZbDamTp2K4cOH48ePH8yPVip8V6eOZFBdunQpDAwMcPfuXYwYMQL29vbQ0tLCoUOHoK+vj/Pnz2P1dsW6D5VRz0wXIpEI5eXlaNKkCUxMTNC6dWvMmjULGRkZaN68+W/rqIx27dph5cqV8PPzw9GjR3H58mV06NBBpkxiYiJ0dXXx/v17rF+/njm+a9cusNlsrF69mknXzWKxsH79enh6eoLL5cLFxQXjxo3Dq1evEBwcjFmzZiEwMBCnTp1i6nF2doaJiQkOHjyImkIsFuPGjRtyQqXGxsZK3X2PHz+OlJQUzJs3DyEhIdDS0oKXlxf69u2LN2/ewN3dHUFBQXBzc5NM6DOTFdaj7B3p1KkTk9q6uLgYO44qjq0+f/MBHj58CLFYDF9fX5w7dw4jRozA6tWrMW3aNKUxylJ4e3vj9evXmDVrFurVqwcHBwcUFhaif//+cHFxQVJSEkxNTXHq1Cn4+fkhJiZGZkHQtWtX3H7zBWjQRabezyxL6Nq7wczMDLa2tjh69CgaN26MgoICDBw4EL1798bEiRNx7NgxPHjwAG/evMG4ceMUanaIxWLcvn0bBgYG4PF4mDx5Mlq0aIH53R0RMqE1pjTTRtqxmbi2ajSsra1hZGQEXV1dHDp0CA8fPkRJSQkat+siV68icHTNmP+zlWT1UPad1aIW/1dQ9k6WZSajsLAQKiqyk47jx49j69atchPhy5cvM5nCBg0ahHbt2mHu3LmM9+L27dvx+vVr8Pl8bNiwAcs2/z576OCe7lBRUWHGcyMjIzRs2BCjRo3CiRMnMG3atD96VlNTUxw4cAAhISEYMGAA1qxZg0mTJsk8o66uLhITE/H27Vtm0QCAycR579497Nq1C9ra2tDS0sJff/0FKysrZhIZGRmJmJgYxMXFoVmzZoiLi8OkSZMYEp7NZmP27NlMJrqaYvfu3Zg4caLMMWNjY5nJb2XExMQgMDAQJ0+eBIvFwu3bt7F9+3aMHTsWX758QVFREV6+fAlvb2+JSG6W4kVNdWNWWVkZysvLUVJSgv1nLissc+nOY1y8eBFFRUWwtbXF169f0atXLzg7O+Po0aO/1VoyMTFBUlISUlJSsGXLFmzYsAFhYWGYOHEiGjdujDp16qBJkyYYN24cGjdujPz8fBk7o62tDdvmHii3lyUpb30TQbVOfZibm0NVVRUXLlxAv379GO2zd+/e4eTJk4iPj8fYsWPx6tUrjBgxAn369FHYzpcvX0JPTw8CgQBOTk7YvHkzY2e2DHBB2rGZODlnACwtLcHhcODn5wc/Pz9kZWUhOjoanXoPrrYfKkO6SK6s2VkZtXamFv9uqG5NI8Xbt2/x4sULXL16Fc2aNcPFixfh4uLCeKgmJyfj/fv3UFVVBYfDQU5ODvT09NC9e3cZ/aWKigqZMUDZRqCydrBYLOTl5aFVq1YKCYrKpFZ1IdPSdVjl9kizf0rXN9URQgKBQG7zVxmkYzGAGhFZUvxung9AxpuXxWKBz+cznmGAZKOgplCm1VVZF/J3qC7Tn6Jnrs6TrDKkmUgBWWJKX1+/2u9ZOn/gmTrIbR5otxqAAp4+fvz4IacRZmpqKuOgULlP2Ww21NXVoaqqiq9fv6K4uBiqqqrQ0dHBrFmzsG7dOuaZSl+eQ8bJOci/swOZp+dB+PoXEVU5lA+o2W+hctkmTZpg+ijFurR/FzvztyGeXC11Ma7KblllFnPSpElwdHTEzp07mfNjx47FixcvYGtri9u3bwOQuMRX3U2UYsGCBbh69Sr69++P9+/fo1WrVpg3bx7sjH+T4PjTbayfMx5r166Ft7c3MjIykJCQgGnTpuHhw4cQCoUwNjZGnTp10LlzZ6xZs0ZG6LoqcnNzMW3aNOzbtw8vX77E9OnT0adPHxmPJLFYjMuXL6NNmzYy1549exbZ2dkIDQ3FwoUL0ahRIzRo0ADLly9HWloaVqxYAS8vL0RFRWHTpk0wNzfH69evsWPHDixcuBBRUVGYPn06M2AfPnxYTkC3Oty6dQtdunSRW5wp83i6desWbt26ha1bt4LFYmHevHlM/PXTp0+RkpKCrVu3onHjxoiNjUVZWRnyv75Hax1Z9r/4zWW8vHFOLiW6FJWNSenPJIVlKk9aN2zYgIULF4LNZiMoKAj79+9HRESE0rThUtSrVw/x8fE4f/68JKUnj4c9e/bg1q1bCAgIgL29PWbPno1Zs2YhJydHZheDxWJB1Uixwdp9/AKSk5Px6NEjAJLdIx8fH8ybNw+9e/dGUFAQXr9+jaNHj8LR0RErV66Uq+Pdu3fo2bMnioqK8PHjR/Tv31/GU8PVUheDW9RFeXosRCIR4uLiMGfOHHTo0EHm+3x173q1fSBFZYNakBiFQY1kXVAndLD5W7il1uI/C66WuujjIKuVI7U1o0aNwvDhw9G/f39Gy8HMzAz6+vowMTFhwpJLSkpQUFAAIyP5ENaWLVsiISFBknly6FBs2rQJw4YNg4mgenNe/OYyGplp4vbt23BwcEBaWhrS09Oxe/duqKqqIjMzE15eXjA2NkazZs0wY8YMPHr0SOlOplgsxsGDBzF48GDGI2vhwoU4efKkzKQ0ICAA1tbWMlpQycnJWL9+PRwdHVG/fn20bNkSXC4Xb9++RVFREY4cOQI+n4+6devizZs3WLBgAUJCQpCWlgZ9fX106dIFvXv3RkqKZIyYPXs2YmJiqs1IVxn5+flISEiAi4uLzHEdHR2FgrBpaWkYP348jh8/Di0tLcyfPx8dO3aEuro6hEIhtmzZgpEjR8LU1BSlpaWoqKhAbvxbsD7flakn7/kFnNi2Uqn9rmxnDFUVT+y5pb9E6n/8+AEvLy9UVFQgJCQEGzduRFhYmIxguSJwOBy8ePECjRo1wooVKzBjxgwMGTIE+/fvZzyFHz58CBMTE6ipqSExMVHmel1LxSKoe08FIzk5GSkpKdDU1ERFRQUmTpwIdXV1bN26Fa9fv8b06dNx9uxZ2NnZYe/evXIaYdnZ2Rg/fjwOHTqEGzduYNKkSTh16hRjQ6SeUbwCib399OkTbGxsMGvWLBk7cy/kdLV9UBlSW1OW+gU6abLaLLV2phb/jpDqAVaGT32BjGfG48ePsXPnTowbNw6GhoYICAhATk4OFixYgPz8fGRnZ2PkyJG4ceMGRCIREzp848YNsFgsmeymAJgMyca/sTVVPUSUkRTS8a6kpARaWloMoaEo+YyqqiratWvHaMRJ1xgsFgvq6urVahNKry8tLUVysuKNZwAyIupVdYgU/b+yd40UiuylMjKKiBhvMOnaQE1NDTExNdecUuahU/L9V5a33+kf1jTTX+V21wQaGhpyZVksFnJzc2WOV/6+2Ww2RCIRhEJhtYRY8+bNUVpayoz5RIS0tDSmjJqaGkNC8vl87Nq1C7q6uigvL8dff/0FNpvNEGMODg4yns+lpaUo+R6NnIjbKEr6yERDsVgsuUx2yvpIEcqzU/DkyRPMHzMY+HRH5tzfyc78bTSepJDqCFjrq6OJtT5znM/n49mzZxg6dCjU1dVx5MgReHh4MK6g586dw8CBAzF27FjMnz8fNjY2Su+Rm5uLNm3awMDAAJ06dYKGhgYKbD1k3OYLo+6hNPEtUJCBoqSP0NDQgIODg1ya+SZNmmDRokXw8fFBZmYmo9EjnaCrq6vDxcUFXbp0Qf/+/XHnzh0cPXoUixcvRseOHZl6MjIyMGnSJDRr1gyzZs3CnDlzEB0dDRUVFcb1taysDPXq1UN6ejo0NDQwY8YMzJs3D+bm5mjTpg0j0Kanpwc1NTV07doV+/btg5qaGjw8PCAWi7Fx40bExcXh8OHDOHToEExMTNC4cWNMmzZNLnxOEXx8fLB//36ZDBiARHzWx8cHMTExzCD6+vVrLF++HBcvXoSqqipevXqF/v37IykpCWKxGHXq1EGLFi3A5XLx/PlzZpGioqIiyWb0Nh5Dx09H11auOLFNQrRoa2szMdiK8ODBAwwZMgTlTj2h0eyXcHdZ5DUs7dMYq1atQlZWFlavXo3Pnz8jMTERDRs2hKWlJTIzM/HhwwcIhUJYWFigadOmaNKkCRo2bCg3+RaLxfD29kZsbCy0tbVhZmaGy5cvo6ioCEFBQThx4gS+fPmCFi1aMNomERER6B0wDdyeC+XaXTl2ODo6GpMmTcKePXvg4OCAZcuWQSQSYeXKlQoNVH5+PpYuXYqsrCysX78epqaK0/BKy1YOp7l06RK8vb3RoEEDxMbGQkNDA0JNM4Ux1JVRNb7cwsICSUlJCnVAalGLf0dI39Wh3p4oTfnMHD9z5gwuX76MsLAwXLhwAZMmTUJMTAyEQiHc3d1x7949XLlyBUlJSZgyZUq19xgzZgyuX7+OzZs34/z582g2ehUOPP3GnJfaGVbhT1T8iENFRQV0dXXx4sULGRu2adMm3L17F7du3YJQKMTNmzdx7do1vHz5Ej9+/ICKigrs7e3RsWNHJuR34cKF6NWrF8aPH8+EDlRUVGDt2rX4/Pkztm/fjrS0NLi7u6NLly4ICgqCvr7E5vbp0we3bt0Cm82Gs7MzXrx4AS8vLxARQkNDIRQKwWaz0aBBA2RnZyMlJQVOTk749u0bRo8ejXr16sHDwwMTJ07EkiVL0L59e6xduxY3b95kyPXqsGvXLhgaGmLgQHmtv4YNG2LLli1MmuP8/Hz069cPO3fuRL169SAWi2FkZIQPHz7AxMQEPj4+yM/Ph5qaGpKTk/Hu3S9h+a9fvyKHrQ2/SbNgb6yNy4e2AZBMikNDQ+U2fqTIyspCx44d8d2gKbQrhemzv9xDM24KE7o9ffp0qKur49WrV6hTpw7q168PsViMd+/eIT8/H1paWmjSpAmaNGkCNzc3mbG5cl8sWbIEgwcPRkhICD5//gxNTU2EhIRgzZo1iIqS6MikpaUxmigDxs9BWqNhcnVVtjNFRUUYMWIE+vXrh8GDB+PevXvYsmULTp8+rbAdYrEYx44dw6lTp7BixQq0bt1a2dcHQJKtWOqZ1rlzZ4SGhmL//v0YN26cZNGhY/FbOwPI2xoiqrUztfiPQdV39dSpUxg1ahQAyXjMYrGYcf/z58/Izc2Fu7s7UlJSoKKigvPnz6Nfv34AJOFNUm/Ye/fu4fr16wxBUFkQW1VVFeqtfaHZ3Idph9TW/E6sW0rCiMViGBgYICcnhyEIpOLj0n+VedZI9ZWkukI19cD5R1BVu6imWkbVobLGk4ODA+Lj48HhcH6bUbU6VCcMXhP8sxpPiqCvr4/s7Gw53SU+n89kKwR+6YlVxe/0llgsFtTU1BhiiMPhoH79+vj8+TOzsaerq4utW7diz549CA8Pr1a8XQppyGPlKBtlml7K2lgVlfuTz+cjMTERaUL+39PO0N8YHA6HABAA8vDwICMjI/r58yctWbKEVFRUiMPhUPv27QkArV+/nioqKqhr1641rn/kyJFkYmJCLVq0IDs7O3Lt3JcETp2IZ+rA3FdFRYVUVFSIx+PR2bNnZa4XiUSkp6dHIpFI6T0SEhJo7dq11LJlS+Lz+SQQCMjOzo58fX3p5MmTVFRUxJTdsmULzZw5k7p27UqampqUlZVF7gMC6MLrbxTxLZumTJnCtKtly5bk4eFB4d+yacP5B8QzdSA1NTXy8fEhfX19srOzIw6HQ1FRUfT69WtisVi0d+9e8vDwoI8fP9KnT5/I3d2dnj59SuHh4WRmZvbb/oqNjaWRI0cqPJeRkUHW1tZUUlLClPXw8KCcnBymTJMmTejgwYNEROTr60uOjo5kb29PO3fupEaNGjHP1qNHD+aa9+/fk46ODqmpqREA6t27t9L2bd26lVRVVQkA6enpkZq5I83ccY70HZrQzZs3adasWRQQEEAJCQnMNRUVFfT48WOaMWMGde7cmWbPnk1PnjyhxMRECgkJoUWLFlHv3r2pe/fuNG7cONq/fz+Fh4dTWVkZEREtXLiQDA0NqX79+jR48GCm3p8/f5K5uTlxOBzicDhkYGBALBaLuFwu2fjMJKv515nPupufmOuePHlCnp6elJaWRiKRiKZOnUqbNm1S+LxisZjOnTtH7u7udPfuXaX9UhWPHz+mXr16Mf2Zl5dHLBaL6X+BUyeZ9kk/Bn0XkF63yaTfwU/mNwKA9u3bV+P716IW/05o3bo18x7r6OiQnp4eXb58me7du0fq6urEZrPJycmJ+Hw+mZubExGRv78/JScn16j+s2fPko6ODvn7+5OqqirNXruTNBq6y9kZ6fgwYMAAEovFMnU4OzvTX3/9pfQeeXl5dPToUerduzdpaWmRqqoqmZqaUrdu3WjTpk307ds3pmx4eDiNGTOG3N3dqW7dunTgwAGavXYnrThxmyK+ZdPbt28Z26ulpUVDhw6lK0/e0fnX30hg6cTYYwsLC9LW1iY+n08rVqwgkUhEfD6fWrduTRMmTKBDhw5RQUEBDR06lLZu3UoVFRVkYGBAX79+rba/xGIxeXh4kFAoVHjexcWFLl68SEREpaWl5OXlRS9evGDOb9q0idq2bUtERKGhoaStrU1Nmzal3r1704QJE5g+19bWZq4pLy8na2trsra2JgCkq6vLjPFVER0dTVpaWsThcIjH4xHfrB6NXrWfzBq1pjlz5tCZM2eoc+fOFBoaKnNdTEwMrV+/nrp3705+fn506dIl+v79O92/f582bNhAgwcPph49etCQIUNo48aNdP/+fcrNzSUiorCwMNLV1aVevXqRhYUFM28oLy+nBQsWEIvFIg6HQ9ra2qSqqkosFouajlqp1M5kZGRQ165dKSwsjIiIgoODycfHR2Y+Uhnv37+n7t2709atW6m8vFzZVyeDqKgo2rt3LwEgNTU1IiKytLT8rZ3RbjOE9LpNJpMBi0nQqLOMnbGzs6vRvWtRi39nXLlyhXJycsjZ2Zn09PSIz+cz73j37t1p+PDhpK6uTvr6+lSvXj2Z34Cenh7p6uqStbU1mZubEwBydXUlQ0NDZp4s/fBMHeTWNJXrsbOzIwDM/E8gEJC7uztxuVy58lU/WlpaxOVySV1dnbn2d9f8rk3Vnav6sbW1JUNDQ7njOjo61ba/QYMGMvNdRZ/K34eiz++u/1d8FPXnn/RP1Q+bza5x2T95Pp0O/jLjt04H/2rr1dXV/e392Gw2sVgsMjU1leEBeDwecTgcpc/C5/PJwMCAvL29f/Xjb+yMQd+FcnamcePG/9dDxP8p/nYeT5VhZ2eHr1+/Muz1mjVrmJT0c+bMQXFxMTgcDsaPH4/4XBHcew9G8qdwBC2ZUeN7rFmzBosWLQKHw8HChQuxYsUKmfO6urooLi7G9u3bERISgsuXLzPum5cuXcLatWtldDGqIi8vD8uWLUNmZibWrVuHOnXqICIiAhcvXsSjR48QHx8PkUgEU1NTfP36FSwWC8bGxigqKkLXeXtwP+2Xa3rR6xDYFn6At7c3SktLkajtgkeZv1wgNZKf48PJVbh16xbGjBmDnz9/om7duli3bh0ePXqEbdu24d27d5g2bRr27NkDExMTjB07Fu3atcP+/fsxc+ZMmbTLVTFr1iwMGTIETZs2lTsnFothbW2N8PBwiMViDBkyBCdOnGC0thITE9GiRQukp6dj1apVWLlyJU6cOIHw8HCcOXOGSR1av3597Nu3T2Y39ebNm+jXrx+T/nnw4MHYvn27zP3DwsKwdOlSvHv3DgUFBcyOjEAgwNGjR7Fnzx5MmzYNXl5eSp+PiPDu3TuEhIQwHgd9+/ZFx44dweVymSxx4eHh+PjxI+MZRUQ4c+YMtLW10a1bNxw4cABEhEWLFiEoKAgikUhup6Rt72EYM3MRGlkbM0x6cHAwTpw4gePHj0NVVRVjxoxB+/btERAQINfWmJgYzJ07F82aNcPs2bMVuhT/DnXr1pV4chlY42cJC0XpX5k0o4p2CIrjXkPd7ldi7LznFzCovkR7oHIIbC1q8Z+EHTt2YOrUqczf69evx7p167Bz506MGTMGpaWlEIvFWLJkCU6ePImLYW8wNXA1tq9aVONdsI8fP6Jx48aoqKiAm5sb41kpBY/Hg5GREVxcXFBeXo4dO3bAwcEBgGRsNTQ0RFaW4qQL0jJHjx7FmTNnsHTpUrRt2xapqam4cOECQkND8f79e5SWlkJTUxNisRjfv39H/fr18fXrV7SeuAExKlZMXWWR16Dy4TqGDh0KXV1dfFCxw5NsNeZ8aeQ1JARvQU5ODrp27Yq4uDhoaGggICAAAQEBaNCgATZv3oyPHz/C3d0dQ4YMwZYtW/Du3TtYW1vj0aNHePDggdJnuX//Ph4/foylS5cqPN+8eXOMGzcOI0eOhL+/PwYNGiSjOWhmZobQ0FAUFRWhXbt28PPzQ0BAAPz8/JCSkgKRSARbW1t06dJFxo7k5ubCxsYG+vr6KC4uhqamJj58+MB4iwGS0LlBgwYhMzMTnz59YsIOOBwOVq9ejaioKNjY2CAwMFCpVy4ApKSk4MqVK7h9+zZ4PB68vLzQq1cv6OnpITc3FxEREQgPD0dkZCTy8vKgra2NunXrYt++fTAzM0NRURGio6PB4/GQlpYGCwsLGBsby2U8bNlrMDp5D8aAru2ZdzU+Ph5jxoxBUFAQGjVqhKNHj+L+/fs4dOiQXJsLCgqwfPlypKenY/369Yw9/xPMnz8fu3fvhu/URTh97S4oLx2F3z4otTOFUfdkUr/nPb8AFyTC0tISu3fvZuYBtajFfzrKysrg7e2NxMRE1K1bF6GhoYyHkH1LT6ib1EVi1Evkxr2Vue7MmTNYvXo1vnz5IpN9rapninQeXBUGBgYoKChAWVmZnDdSZc+RqtndpGCxWGCxWExbpR7vv0N1Xjt/4tEjEAiY5xSLxYyYdXXL5bp16+Lbt29y3lDNmzfHq1evmOf6d15y/659lb3e/pVYtWoVli1bhoqKCoXvRFVvrppmFBw4cCA8PT1x7pxEl/fhw4cgImhra8vNd3R1dRWG2VeGgYEBDOs3Q56Yj9zkGBQnf4J9S08IO06TK6vIzmgm3Me4cePQtWtXhevcvwv+1sSTUCgEl8tlsm0JBAIEBgYiKCgIp0+fRnp6Onbu3AlRIy+k6zZirhvf3gbzuzvW6B4+Pj548OABcnJywOVyJZNIYzvwDS0xd7w/ipM/4cCBA9DV1cX69etx9epVHDp0CBcuXMDOnTsxaNAgTJ48Wa5eIsKpU6dw+PBhBAYGKtWdAiQD5/Xr19G7d2/mmKVre7C6zpUrWxSyDBU/4kB6VtAZuFru/HDTDKyYOhK3b9/G6NGjkZqaiuHDh8PGxgYnTpxAWloaoqOjMXz4cBw8eBB169bFhg0b8OTJE0RERDDhbnL3LSpC//79cfPmTaXPUbduXVy5cgWzZ89GUFAQHB1/fQddu3aFubk5vn//jufPn+PkyZMQCATw9fVFTk4ObGxskJ2djYyMDIV1S7UtSktLoa2tjTZt2uDs2bMAJCmdlyxZgs2bN8PLywv169dHeHg4ysvL4eDgABcXF+zcuZOJf68p4uLiEBwcjAcPHsDAwAB9+vRB165dmThzImLIqBs3bjDZnKytrZGdnY38/HyUl5dDTU0NRkZG+PbtV4jN9u3b8SGtEF37+6GugQBPr57C27dvsWfPHlRUVMDPzw9DhgxhXKylKCkpwdq1a/Hp0yds3LgRdevW/aNnqoyQkBAEBF1RaOyrTgKEGYngGVnL1/E3SS9ai/9eiMViiEQi3L17Fz169AAA3L59G4MGDcKmTZtgaGiIS5cuISIiAt3n78X5D7nMtTW1NcePH8f06dNRUFDAhCqoGNmCo2uGPh6tMcKrI/r16wciwtOnkmyRN27cwMuXL/H27VtcunQJL168UFh3ZGQkFi5ciO7du2PixIkyRElVREdHw9nZmVmMCCydYOC7Xq5cYfBSUOZXlGvVgd7gtXLnTd6fwIu/ziI1NRXdu3fH+/fvMXnyZHz//h3Ozs5YuXIlPn/+jFWrVsHb2xv9+/dHWFgYVq5cibdv3yIyMpJJvV0VgwYNwrZt25SGDHfv3h1t27ZFdnY2nJycZIj58+fPY/HixWjbti3CwsLQqFEj7NmzB7169WJEehs2bIjJkydj2DD5ULSvX7+iSZMmjK5EUlISPn/+DDU1NaSmpqJ3795YvXo1Ro4cCU9PT1y6dAmFhYVQU1NDy5YtsXbtWrRo0UJp/ytCdnY2rl+/juvXr6O0tBTdunVDnz59YGb2K3mDlIx6/vw5Nm3ahOLiYnC5XBgbGyMlJQVlZWVgs9no3bs3QkJCmOsGDBiAnJwcbDh0Hl8zi1D6MwmHNy7B0aNHYW5ujm3btiEuLg7bt2+X0TkhIly6dAm7d+/GggUL4Onp+UfPVBllZWUw7TZeJnOwMjtTdTEgxYUxzdHM5s/sdy1q8Z8AkUiE0aNH48mTJ9i6dSt27tyJl6UmMr+L/JeXkBN2hPlbEQExf/58pKam4uzZs8ymhrRcZWJAlBEPLS0t5OTkKG2TVNJBSiAQkQyJZWxsjB8/fgAAnJycIBaLER0drbQ+oPqwLADVhmwpayMRQUdHB40aNcLnz5+ZrHQK78/jwcHBAR8+fAAgCacqKyuDvr5+tZs6/wikdf7/IrKMjY2RkZEBbW1tpTq4/0ooe66ahhNK9ZscHR3x9etX1KlTB1++fGFILWX1KzrOYrHQsWNHsFgslNbrihRtJ+ZcwctLqF/2BZ+49jWyM0d9ndCxkXVNuuC/Gn9r4qkyNDU1UVhYiKZNm8LLywsHDhxAdHQ0YrPL0XfPM7nyJ4a7IC3qGY4fP44WLVpg8eLFSuvOz8/H69evMW/ePLDdfJCh78KcG9/eBgkhW3HkyBFGy2f8+PFYtGgR8vLy4OTkhKtXrzI7CAUFBYiMjERQUBDq16+PTp06MUK0VT+VBdGEQiHu3LnDsPEjl+/B/RL57A6Z1zaj6GMYNJ07Q6/HdLnzhaG7sGZsH+jq6jLZ49TV1TFv3jy8ffsWly9fRvPmzXH69Gn4+/vj6NGjsLS0RGhoKPr27Yvly5dj1qxZcvUeOHAAampqCifrUtjb28Pc3ByrVq2S0cZ49+4dmjdvjtGjRyMnJwf5+fnw9vbGrl278OXLF2hoaCA1NRUWFhaMMVOEBQsWYMeOHSgqKgKbzca8efPQpk0bHD58GE+ePEFmZiY6dOgAIyMj3Lx5E05OThg2bBgmTJjwW/G+36G6HWopcnNz4ezszIgjamlpMZpKbdu2xe3btxnDbd1nOqh+Z+baRpx0XF0RgIKCAvj6+mLatGlyk/0bN25g06ZNmDZtGry9vf+pZyIiWDRuB06PBXLnpMZeakQ4enWg00ZxBqItA1zg42b+D7ejFrX4d8KQIUNw9uxZqKio4NmzZ+jatSuuXbuGtm3bIjIpR6GtWdpKHc+vn8H3799x48YNpXWXl5fj48ePWLlyJaLYNhDadWTOjW9vAxckok+fPuDz+VBVVUWHDh2QlJSEiIgI6OjoYOfOnfD29mbsR0pKCrZt24aCggL0798fHA5HoZ0pLCyU2eW9ffs2szBx6T0GuY69qzaVsTMCp04w8JK3B+KnR9DbxRROTk7w9PREq1atkJOTg+XLl+Pu3btIT0+X6Cfl5GDkyJHw9fWFl5cXkpOT0bFjR2hoaMhoLUmRlJTECKArw8iRIxEbG4uuXbvK2PWioiJYWFigXr16GDVqFBYtWoRr165h4sSJiI6OhlAoxMuXLzFw4EDcvHkT9vb2Cut/8eIFPD09mcQQ9vb2CA0NxciRIyESifDy5UtwuVxs27YN06dPh62tLZo2bYqgoCAZ8dt/BEVFRbh9+zauXLmCjIwMdOrUCX379pVr69ChQ3HmzBkQEdTV1VFcXAw2mw1vb288evQI2dnZACQLx8kH7+Lyl1+74CNa1MHS3i5YunQpxGKxnHagNOlEkyZNMGfOnH/Im7YyfKcsxDMNea2sqnYGbBWo2TWHoJ68dtQ0dzvM8FQsmF6LWvyng4iwbNkynDlzBn7TF+NQsp5cmcokDJfLRUVFBXg8HuNN7+7uji9fvkBLSwvR0dHMuFCV3M1/cRE5D46Cz+dDU1MTpaWlMDAwwLdv3xSTCTweDAwMkJGRwZBQLBZL5t729vaIjY1V+GxM9IESW5J5bTMAKD1X9DGs2r6ribcTIPGYEQgESE9Ph4ODAz59+lRt+T8Fj8cDm81WmN37X6E7BUjWihoaGjA0NMSPHz/+Zd5NXbp0wZMnT0BEKCsr++O2GhgYoMKpp8JNbB6PJ5e0SUpoamhooGHDhkxiJ2mWO0XkEv1PFl3pOyc9pqKiIrFR+tYwHLpBrm21dubPoXzr8m+Gb9++wcDAAG/evEH79u0xfPhwODk5YcP5BwrL9xjoj8IP9wEA6enpcHJyQrdu3aCuri5XVktLCx4eHjgQHCq3sNj7KAGmqZJd6qysLIjFYqxatQrFxcWMSv/UqVOhqakJPp+PqKgoCIVC9OnTBxYWFuDxeNDX14empiY0NDSgqanJfNTV1WUmfDo6OiguLkZsbCyyWVq4r2CRw2R3UZK5rSA1nsmQkZGRgWnTpmHXrl3YuHEjtm3bhsTERDx9+hTBwcE4dOgQRowYgZMnT8LT0xMnT57E4MGD0bBhQ3Tt2pWpk4hw/vx5RuRcEcRiMX7+/IkRI0YwpFNeXh7WrFmDs2fPwtvbGyNHjkTXrl0xbNgwHD9+HElJSeByuVi/fj0yMzMVZsqoDHd3d6xbtw6AZODat28fLl++jJcvX6JOnToQi8UICwuDrq4ueDwejh07pnRx8aeoU6cOJk6ciIkTJzI71OPHj5fboVZT+xWSUlxcDHV1dbRp0wZBQUFwc3ODUCiEXYvOKKhEOgFAVIUJHkQlYs2ssVi5ciVatmzJnEtOTsacOXNQt25dXLt27Z9e3ACSQdusvisU+Zdx9epAmBYDYVoM1B1ayRiTqvi7pBetxd8DZ86cwd27d5GZmQlvb2/cuHEDPXr0wK1bt5DCVRxmNGXhShR9DIO2tjb27NmD3r17y3irSMHlctG4cWMEbj2o0M64/ryL8vJyCIVClJWVISYmBomJiaioqEBhYSH279+PS5cuQUNDA9+/f0dsbCy6dOmCzp07Q11dHZqamrC2tpaxMVK7UzmbWPfu3REaGoqdO3eiRY9BCsk0qZ1RlhHmR1wUdj6+BEAyzj179gz169fHhg0bMHfuXDx+/Bjx8fFo2rQpIiIi4OvrCx6Ph65du+LDhw/Q1dXFjBkzsHnzZhlPm71792L8+PHVfkfZ2dlIT09HYGAgAIntOXnyJIKCgsDhcPDo0SNYWFhg4sSJmDFjBmJiYsBms9G+fXu4ubmhoKAAtra2SuuvV6+eTCiBdHIcGRkJb29vlJWVoaysDKNHj4alpSUGDRqEBQvkCfx/BAKBAD4+PvDx8YFQKMSDBw+wZcsWxMfHo2XLlujbty8aN26M+vXrM5Pz4uJiWFlZISsrC0eOHEGTJk0gFArh4uKCdyn5MqQTABx9mYL4B5fQ2EJHZpOptLQU69atQ1RUFDZv3lxtgpY/QZ36rsB3+eN/YmdqUYv/ZrBYLCxfvhwWFhbYcOEO4Ca/0Sf9vQBgNjAbNGiAqKgosNlslJeXIyMjg1mIFxcXg2fqIPe70mrZH+zUKGTFhENbWxtNmzZFmzZtcODAAbmIA+mmeGpqKrhcLogIurq6yMnJkZGPiI+PVxrmJW2rMlsizktXGpZVk4xk0g38qmCz2SAiRtw6JyeH8fL68uVLjcPBagpFGbGlUTR8Pl+hOPefwtTUFKqqqtDW1q5xhtiqUPQ93blzR0lpCSqTPCKRSM7zKJ+rB9Mq75l2qwEojnku5/mkoaHBbOqUlJTgxYsX4PF4UFdXh7W1tQwhKL1f//79ERISItPH0vuLRCKUlJRAXctYYdv5Bha1duYPUX1OzL8R9PT0cOGCJCXlli1b4OLiggEDBmDB5FEKy5/etw1NmjQBn8+XDOYbNsDW1hZGRkaoV68eBgwYgN27d+P7918zoq+ZitnjUTMWYOnSpWCxWCgsLMSXL19ARDAxMUFKSgquXr2KXr16ISkpCevXr8f79++xYsUKjBkzBoMHD0bPnj2ZSa+9vT1MTEwgEAjkPFasra2xceNGWFlZwdVSF05sWb2GCR1ssHzqSElGmIx4lIRfkTkv/nCT+ZFnZWXBwcEB5ubm4PF4sLKywtSpUzFv3jxYW1tjxowZEAqF2Lt3L/z8/JCRkYE+ffrA1tYW69atw+rVqxnW++nTp2jevHm1O58LFiyAnp4ebG1tUVFRgT179qB///7o0KEDCgoKcOjQIXh5eaFevXqIiYlhdkc2btwIFRUVPH/+XOFirTKEQiFDJJWXl6Nhw4bI5+ph6KIglGn8CsvIycmBs7Pzv4x0qgo9PT0MHz4c58+fx5kzZ2BqaooFCxage/fuaNq0KQwNDZkdKUdHR7T38cfkzScg1rOCvr4+kvPkDRQAzF21CVu2bGFIp/LycmzYsIHJDLV27dp/CekESAxN4nvF6W2lxl7RpKUyfFzNasPsavFfh69fv4LNZuPHjx8IDAzElStX0L17dwizFKyeAfTq0BwaGhqwtLRESEgIWrZsCSMjI1hYWMDT0xPLly9HREQEM54qszM9Bo3AlStXoKmpCaFQiIcPH8LW1hYsFgtRUVG4d+8eFi5ciPT0dPTs2ROxsbHYt28fJk6cCD8/P/Tp0wceHh5o3rw5HB0dYW5uDm1tbRnSCQDatGkDNzc3jB8/Hq6WuhjgpC1zfkIHG7y8cQ76+voQ/0xAwatgmfOGPyNlJpN169bFli1b0KJFC2hqamLr1q1wdXVF37598enTJyxbtgwnT57Enj17EBYWBjU1NcybNw+3b9/GwIEDmcVAaWkp3rx5ozSTHACEhobi+/fvsLKyAovFwsOHD9GtWzfk5uZCJBJh48aN8PPzg6GhIV69eoWPHz9CRUUFmzdvlvFOVZY+G5B4HTVv3pzRO/r69SvcPH3Qd8ZaJBbIltXV1cXYsWOV1vXPgMfjoUuXLtizZw9u3bqFbt264fTp0+jSpQvi4uLg6OjIbKQVFxdj9LxV2BL8BBkidYhEIkRHR4MEBgrr1rd2lCGdbt26hR49esDZ2RkXL178l5FOpaWlOLpDfhcaAMCWvJe/szMA0LGe0b+kPbWoxb8zRo8ejakjBik8V5mEISJwuVxERkYyqe2fPHnCbEpIoSzdfSlXCwAYomnfvn1yYWpSoom5//+Q8bq6ujIyGoCE/P+d940wLQZ5zy/IHMt7fgEl36Ml515clDlX+OoSkxkNADP3rS6UXAo1NTWoqKiAxWLJEVMqKiowMjKCpqbmb+v5ZyESiSAWixV6QSkCz9QBAqdO4Jk6KDyflpaGhIQEREZG/sNtUvQ9sVgssNlsqKmpMZkTK0MaasliscAzdYB6g44ybVT2nik6LhQKGScD6Ua91Dvv8+df2YWl+omARP+2oqJCqVcbESklKd07S+ZgauaOtXamhqgNtauCvn374vLlywCAN2/e4MiRI7iRyoO4nqxIWP7jE2jZsiWcnJywceNGaGlJBloWi4X379/j6tWrePLkCaKjo1FaWiohZ9w64HuDIXL37KeZgPVzJ+Dz589wdXVF92ETkJxbBl5ZLnavnItly5ahXbt2mD59ukSs+R/A8+fP0b9/f0Zj6dChQxg9ejTmrNuFPScvQZyXjrQPz6GlpYWBAwciOzsb+/fvh2Pb7tCzrg/1ikKM7dcFW7duRUZGBthsNlRVVWFkZITU1FSGfEpOTsbBgwcxevRoFBUVobi4GDExMZg2bRrOnTuHmJgYDBw4EIGBgbh37x4OHDiAiRMnYt26dbCwkA/9A4CgoCDk5OTgzZs3MDU1RUJCAnx9fTFixAgsXLgQ0dHR0NDQwO3bt9GuXTuEh4ejoKAADx48QGpqKr59+4aUlBQkJiZWG2IhxerVq7F8+XK4BayQ0fbKe34B4sgQ6OrqwtXVVUbr4v8HPn78iKFDh8LOzg75+fmwtbXFo3xdFFn+WkjlPb+A4pjnCuPZd/W2Rs+WkvjkR48eYfny5QgICICvr+8/HSpYGRUVFTAxMYGpqSnSTVpC0LSPzHmpi6wy12hAQjptGej6L2tTLWrx74T79+/Dw0NiU2bPno0uXbpg0KBBGBl0BZc+/RK3zHt+AYapz9CuXTuMHDkSbdu2Zc6lpqbi2rVrCAsLw9u3b5GdnQ0VFRWYOLVETrPRcvesG3sRIQe3gs/nSzYMTB3Q2ccXr+5dx5GNS3H27Fnk5+dj7dq1SvWPfgexWAwjIyO8evUKNjY2iI6ORtOmTaFn7wZNM1vEv32ORyGS8PTLly9j4sSJ+PTpEywat4OqoSVUSrLRu40zsrOzcfHiRWhqako0fExNkZ+fj7y8PFhbW6OkpAReXl5MuQcPHqBZs2YYOHAgFixYgFatWsHIyAjHjh3D5s2bmcQXUk8iRYiIiEBgYCDGjBmDxYsXo2HDhjAzM8PixYuRmZmJtm3b4syZM+jZsyd8fX0RHBwMVVVVTJo0CYsWLUKfPn1w+vRp2Nvby4lwK8KzZ8/QpUsXaLUfDp5LT+Z43vMLKH5+BiYmJuDxeEpDTP63INVb5HA4EAqFMDExwbMiQ5Tbd5JpY+7DY0o1vKTafN+/f8ecOXNgaWmJxYsX/8uFu7t164aYmBiUO/WASsPucufznl9AeWaSUjsDSIjQed1qptlZi1r8N2DKobu4FvfLo0iZ0LaBgQGaNGmCR48eoby8nAl/ky7Ylekq5V9cjNz4tzA2NgbfrB4q1PTwM+Hjb/WUAInsiZ6enoxmaU2hr6+PAp6+Qh0ggUCAOi5tkJJXDsr/AXO1CsTESM5LQ9WkoVY1DV2TkmdVBdalz2NiYsIkNvpHIN3A+F1bhg4dilOnTlVb5k/E1f8RcDgcJlRSEWqiR6WsjdXpd1V9p1gsFuOFJv2by+Uq9BhTBBMTE2RkZICIsGrVKsyYMQPe3t7o06cPjkbm4Keh/LpEN/0NpvoPwPLbX5XWW2tnfqGWeFIAPT095OTkgMPhICEhAStWrMCjT0lYFXQAh7etxa1Te5mymzZtktMsksYoV8aPHz9w9epVHInMRqp2Q+a49IfF4XAQFBSEZP0mOPM289eF0aF4tH0mLC0t/6lncnBwwJo1a9C/f38sXboUmzdvRlFREVauXMloMTg6OuLq1asYP348rl27hmnTpuHAgQMYOXIkAgICsHjxYrx9+xZ6enrg8Xj4+fMnnJycEBUVhYKCApiYmDAaSkuWLMHy5cuhoaGBtLQ0fPnyBXPmzMH58+fRpk0bLFmyBFZWVpg9ezY0NDRw69Ythe0+d+4cwsLCMGnSJPTq1QumpqYIDQ1lsicZGxtj4cKFmDt3Lnr27IkPHz4gKysL586dQ5cuXZhF2ZMnT9C0adPfhiwcP34cDx48wPhF6zDw4Gu58yETWiMp8hF+/Pjxv7YTrQj379/H+vXrceTIEZiZmUEsFuPa8w+Ydj1ZrmyLvEcIjc6QEVutT0m4tW4CMjIyMG/ePAgEAqxatQo6Ojr/8rb6+PjgyZMnYLFYKODpw2jYRrkywuuroauri6I2E+XOrfdphEHN/rn3vRa1+HfHqFGjcPjwYQDAkSNHYGBggOHDh+PQ5Xt4FPkZJ3ZvRlZMOADAxcUFb9++/W2dpaWluHPnDrY9SEQC/1e4l9TOsFgsdOjQAe4zg3Do2a+xoyzyGg5O8ULPnj0VVVtjzJo1C58+fcLNmzfx4sUL9OzZE9nZ2WjSpAkSEhKQk5MDgUCAV69eYdGiRVi2bBlyc3Ph4eEBIyMjvH79GosXL8b169fB5XIZzYxu3brh7t27DAn17ds3cDgcuLq6Ij8/H58+fcKHDx9gaWmJAQMGYPny5bh27RpevnyJU6dOYfTo0UhMTMTz588VhsMnJCRgzJgxOHDgAJYvX47g4GBEREQwXq2dO3dG06ZNsXXrVvTp0wehoaHQ19eHh4cH9u6VzAe8vb0xY8YMzJgx47ffVXR0NCZPnoz/x953hzWZrG/f6SGh996rgDRFsNGx9957byv2tde1rGt37d21t7WABVEsWFFRUQGR3nsngcz3R05eCUkQ3d1zzu87ua8rlzKZd955J8k8M/c8z/0s+nUvxp/9JPP+xSlt0UJfhSK4/l3IysrC6NGjsXDhQiphyY2n8Zh6WXZBHYLXOLp5JYLn7EQ8vp48T2hngfmdHLB9+3ZERUVhw4YNcHZ2lrn+ryI8PBz9+/eHl5cXnj59Cp5LMDRCZe2JVsJ1FNvLfq9nBdrC30Ff6VWrxP8kLkW/wsQ5S0CvLEBF6juFIWUNRb/19PRQUVEhFdalEzQOqq37UH+XxpxDxaOTqKurg6b/aGg0WIcKXl9Dzs29ACBDQtDpdLRt2xavX79GVVUVRCIR5syZg82bNzf7mSTkxrdIDhqNBn19fRQUFPxQOByHw0HLli3x9u1b1NXVyRBPEuLqP5XFrvF9v4e4aQ44HA7q6+ulnvuvPuu3+vijxJnEI7vh58zhcCASiSgvOw6HAyaTCS6Xi61bt2LUqFHgcDgoKirCxIkTMWLECEoTd8f1F9j8UFYreENfVyy4+FamXGlnZKEMtZMDiWZDXV0dnJ2dsWXLFrSxMcDqsd0xsV8o5d3EZDIpxvxbMDAwwIQJE/B49wJcmtIWvw1wwyIvJsofij1w6urqcPBypDTpBABOIdh15vpfep4rV65AJBKhf3+xAejUqRPFCj948IBi05OTkzFq1Cjs3r0bZWVlVFa3ixcvwtXVFVFRUcjPz8fUqVNRUVGBoqIiJCUlITo6GlpaWigoKKDIoWXLloHD4aCkpASOjo7Q09PD2rVrMXjwYGzZsgXz5s2Dj48PfH19UVpairNnz8r0++7duzhx4gQIIfj111/Rs2dP2NnZUS6su3btgqamJn7++Wd4eHggMTERpaWl2Lp1K0JDQwF8Tf+akpLSZPrKrVu3IjAwECdOnMDs2bPx7EOK3Hr7Tl/B69ev4e7u/qMfx3dj3759OHjwIC5duiT2IsrJwerVqzF3hexJMwBcj34O9odwLG/Lg2HKLZh/PIM7v86As7MzhgwZgunTp2Pnzp3/COl07949XL9+Hba2tigsLARbV74XW8t2wUiIuYVR3tLhj1P8rJWkkxL/Ezh48CDlWTRu3DioqKiIPVH7BGO0fwtwK7+elJaUlDTrxI7L5aJnz564+9tMys6cn9gGwhfiMANCCOJzq6RIJwDgePTAthNX/pImRU1NDQ4fPozjx48DACwsLGBlZQU2m00JkQNij5pZs2ahe/fucHNzw5QpU1BfX4+CggI8ffoUhw4dQl5eHg4dOgRNTU1UV1fj4sWLiIiIQEhICL58+YKOHTvCxMQEr169wsePH0Gn0+Hh4YFnz57h9OnTWLp0Kfr06YPY2FgIhUIsXLgQHA4HP//8s0yq5ry8PIwdOxYdO3bE5MmTMXDgQGhqalKkU1FREeX9bG1tjTt37sDOzg6Ojo4U6STBixcvYGlpqXCMnj9/jm7duqFfv35YtGgR3iRny603ed4yvH//Hi4uLnLf/ycQGxuL4cOHY+fOnQgMDERFRQXOnDmDuSvlh7Kdi4gGIQQbh7WF2YfT6KyRi9zjc/H75M7o0KED9PX1cfXq1X+EdKqrq0P//v3RsWNHxMTEAAB0tTXl1k1NSYYLQ3qcp/hZY3aIg3IzoMT/LPp09ICHlhB1uUky4WUsFos67G5ILuTn58toCW0bE4BLU9rCruAxso+GofbZWbH2kamTFOkEAGz37mAZ2kkRFJL9lKqqKthsNk6fPk2FXm3btu27nknSruRfSTgzACmNV0IIcnNzv2nvJBEmDUOnWSwWamtrkZmZCQ0NDejri8OnOBwO5XAg2VM1h4hRFNrHYDBgYiI/xOxbaHzf7wlVaw5qa2tRV1cnFWbfXNKpYUbDhg4a3+pjyf2jyD4ahoKrm5F9NEwh6USj0ah2uVwuVFVVqc9v6NCh4PF46NWrF5XdTkVFBVwuF+bm5vD398eWLVsAiPWutm7dilatWkklYjIxMpTfTwYdkztKh5Ar7Yx8KIknOdDV1cWFC2Jh0/LycrRo0QKHDx+Gk5MTVq5cCUNDQxw7dgx0Oh2XLl3C7Nmzpa7/VtiSh7kW+nqaItTLHjt27ICenh4WLVqEzDKh3PqvkrIQGRn5w88zffp0HDlyhPrb2toaXC4XHz58wKxZs/DTTz/BwMAAnp6emDlzJuzt7aGqqopjx45BQ0MDW7dupSZHJpOJOXPmID09Ha9fv0Zubi68vLygpaUFBoOByspKFBcXw9LSEioqKpTLrLW1NX755RcsXrwY27Ztg0gkgrGxMc6cOYO7d+/i2bNnmDdvHmXknj17hilTpkAgEGDcuHE4evQoWrRoQcWJi0QiLF68GHQ6HTweDyKRCGVlZQgLC8OoUaOoZ+VyuaiurkZOTo7CNNQikQiHDh1CVFQUbt++DTc3N/x58oDcupeO7sGVK1f+LRuC+vp6zJ49GxkZGTh+/Dg+f/4MLpcLU1NTrFixAqpE/glVfUk2DAwMcPnAVtzZvxZaolLU19cjKSkJISEh8PLy+kf6KxQK0bVrVwQGBuLp06eg0+loYaojt27Un2dgaGiIlX08qA3ypSltla6oSvxP4ePHj1SmlW7dusHR0RG7d+9GUFAQLC0tsWzZMhgYGFBizo1PVpuCxM54Wmjj119/haurK5YuXQqaApFM13bB+Pnnn3/4WcaPH48ePXpAV1es+2NkZITc3FxERUVhz549WLhwIWxtbWFmZgYzMzOMHTsWALBz506Ymppi8eLFaNGiBdVep06d8OzZM5SVlUFXVxe+vr549uwZeDweDA0NUVhYCB6Ph1atWlG6VSEhIQgICMCqVauwYMECdO/eHTY2Nhg6dCh+++03dOjQAb1796bCH8rLy9GpUyfU1NTAysqK0iJqSE7169cPHA4HFRUVyM/PR4cOHcQep1evyozB+/fvZfRJGiIyMhLh4eH48OEDQkJCFOsTleVi9OjR/7YDjosXL2L58uWU/pKxsTG0tbUxePBg5CTGyb2mJi8V2tramDFjBn5fswDdnPUgzElEdnY2RCIRRowY8beGcDeEr68vDAwMEBkZCUIIDAwMwKuvkFu3vjgb28cGKu2MEko0gqamJlauXAkmk0kRQICYXPn9998VzmUNCZ2bN28iNfY+St/chjAnETU1NaDRaJg4Z4n8a/9FJEjmhrIycWh5eXk5Hjx4gO7du4PL5WLNmjXfZe8a6+pJBNHpdDqYTKaUWPm3oKGhARaLBRsbG5mwO6FQCCaTidzcXOTm5lJh1bW1tT/k8aNI27a+vh61tbUyGoo/AkX6RM0RV28IKysrKa1ckUgk14O4qZDqhqLdUhpfzeijIDsBle+jpLy0JOPD5XLh7OwMQgj8/PzA4XDAYrFQWloq9r7T1KTWWufPiw/iJCF4BgYGyM/Px/z58/Hx40cwmUyoqanh8+fPmDFjhlR/LBUkPLLS5WNhFyelnWkOiBIK0bNnTwKAACAmJiaEEEJ69epFDAwMyNu3b8nOnTsJl8slRkZGZNGiRU22JRKJiEgkUvgeIYRsOnSOWCy8JvNyD+pNnJycyIMHD777GXbt2kXc3d2lyoYMGUKmTp0qVWZnZ0e0tbVlrjcwMGiy/RcvXhAej0dat25NuFwu4fP5pEuXLsTV1ZWwWCyioaFBNDQ0qHFUUVEh7u7uRFVVlSpr3749qa2tJadPnybdunUja9euJVpaWuTQoUPU2Pz555/E0dGR8Hg8YmlpSfT09IimpiZhMpnE19eXODk5yTwTIYR8/PiRzJ07l+jr60uVp6SkkNmzZxM7OzvC4/GIuro6AUDodDoBQIYOHUp+uREv9TmsD48nmZmZhMVikUOHDjVr/H8UpaWlpG/fvuTEiRPky5cv5KeffiL+/v6EzWYTAITP5xM+n0+0A8dK9dEgdCIZPHgwad26NcnJySHTpk0jbm5upEWLFqRjx47/WH9FIhFxcXEh1tbWhMFgEDqdTszNzQmTySSafqOk+thiyCLC4/FIt27d/rH+KKHE/xXcvn2bmguZTCbJy8sjR48eJWpqamTJkiUkMzOTcDgc4unpSVxdXUl9ff0P3Ucyl959kyzXzug6tCJ+fn5kzZo13912fn4+0dLSItXV1VTZgwcPiLW1tVS9ESNGECaTScrKyqTK7ezsSHx8vML2hUIh0dHRIfb29tQc4+npSbp27UqYTCbR19en5nDJONrb2xN9fX2qjMfjkdzcXBIfH08CAwPJgQMHiKGhIRkzZgypqKgghBCSnZ1NgoKCCJPJJFZWVsTGxoYwGAzC5/OJhoYGmTp1KrG1tSVCoVCmjz169CDt2rUjp0+fpsrKy8vJli1bSJs2bYiGhgZRUVEhdDqd0Ol0QqPRiL6+Pllz9a2MnamvrycGBgYkKCjouz+L74FIJCLr1q0jkyZNIkVFRWT79u3E39+fmJiYEACEw+EQIyMjmTlcP2QCWbp0KTE2NiaJiYlk7969xNfXl+jo6JCWLVuSnJycf6zPmzZtIhwOh/D5fEKj0YiqqirhcrkEANEKGCP9nQ4aR0xNTRWuvZRQ4n8Vbm5uRE1NjfB4PGqOBEBoNBrx9PQkLBaLmJiYEAcHB6n3JS8Gg0GtlRkMBmEymdR7Ojo6RMXUSaGdodFoRFdXl1rP6unpkX79+sm9j7yXl5cXodFo36zn4OBAdHR0iJeXF7Gzs/uu9lesWEHU1NQIAMJisQifz5epJ9kv/BMvFRUVKfvV1Esyjk29Gs/hmn6jmqwvmVMb96k5z8/hcH7omWXsTOiEb17j6upK3dPGxoYAIL///jv1/ZR8V7W1tQmNRiNcLpdYW1tT33XJOBsYGJB9+/YRGo1GvLy8iJWVFYmNjZX6zdTV1ZGpU6eSPiuOythsJZoPJfHUBCoqKqQmt4EDBxJCCPH19SWmpqaEEEI6duxIDAwMiJGREVm9enWT7TW1+KmtrSXdunUjjoMXKpwcLCwsqAVyc1BfX0/09PSkFvT19fVEW1ublJeXU2UpKSlEX1+faGlpyWxqvkU8EULIvHnziIuLC/Hw8CCGhoZk0aJFxNTUlOjo6MhM1r169SI2NjbUhEWj0cj27duJvr4+iYqKIm3atCEqKirkzJkzUvfYu3ev3ElOX1+f+Pv7k169esntW2pqKpk2bRrR09MjR48eJUFBQURPT4+YmZmRkSNHkunTp5N58+aRiooKavK2sbGhPiuv0H6E7xxAzkY+I4QQUlxcTHr27El0dHTI8ePHm/U5fC+Sk5NJYGAgOXjwIBk2bBgZMmQI6d69O9HS0iL+/v6EwWBQZJ6+vj5RMXUifJdAom7Vkvz0009k3Lhx5MiRIyQoKIjcv3+favfnn38mt27d+kf6HBYWRrhcLkU6aWtrSxvy0H7Ewn8AWbf3DxIWFkZOnz79j/VFCSX+r8He3p76rRgYGJDq6mqye/duwmKxSG5uLjl8+DBRUVEhQUFBxMvL64fJJ0IIWbNmDfGbtUWhneHxeDILrm8hNDSUzJs3T6qsdevWZP/+/dTfdXV1xNXVlZiZmZHLly9L1bWwsCDp6elN3uPly5dES0uL9OrVi/B4PLJ3717i6upKtLS0ZOyMh4cHsbS0lCqfNm0a0dXVJVevXiUjR44kqqqqZMiQIVJ2uaCgQOEifvXq1cTIyIhUVlbK7V+PHj2IpaUlOXfuHBk6dCgxMTEh+vr6JDQ0lKxYsYJ06tSJlJSUUItedXV1kpaWRgghZO/5m4TvHEAGTV1AtdelSxfi5eVF+vbt27wP4TtRU1NDRo8eTVasWEEWLlxIOnXqRCZPnky0tLRIu3btCI/HozZePB6PWLUKIHznAKJt50l69epFgoKCyM2bN0mnTp3Irl27SF1dHSGEkEePHpGZM2f+I31+8uQJRYYxGAzCZrOl1mienp5E1dKVbDp3n7TvNZy8efOGbNy48R/pixJK/F/GuHHj5JIJkvWlhYUFASB1cCzvRafTiYmJiQyBZWZmRgw7TZKyM34zfyMTJ06k6kgOoHk8HmEymaR///5EU1Pzh0gLyX6CyWRSc3hAQADR0NCgSOrvaYdOpxMGg0H09PSkSLVvtcNkMql587/txTayJ3znAMI2sv9m3W89p4aGBrG1tf2P9FFHR4faD2poaFBEl6SsY8eOVP+dnZ2lniU4OJgi1VRVVQmfzyeamppk8uTJxMbGhtBoNOLj40MOHTpE9u3bR/1eqquryaBBg8jJkycJIYTEphaRCy/TSWxq0X/qJ/x/FkriqQn8/PPPUl92FRUVsnDhQvLp0yeirq5OAgMDiVAoJFpaWqRDhw7EwMCA/Prrr999H5FIRCZNmkQmTpxIaDQaGTB5HrHvNJx4dxkotQhu2bKlzEK5KSxZsoQEBARIlW3atIn4+/tTf9fW1pLQ0FAydepUYm9vT65cuSJVvznEEyHijdO6desIj8cjYWFhRCQSkTdv3khtqCQTA8fYgdiFDicqpk5SE5yhoSHx9/cnDx8+JAMGDCAbN24kERERZOPGjaSoqIiaXBobSg8PD7l9evHiBQkMDCQsFovQaDTi6+tLduzYQW0c1qxZQxYvXkzu3btH9PT0SN++fQmfzyf37t2j2tDR0SEAiJaWFklMTCT37t0j69evJ1++fCHa2tpSp9t/B6Kjo0nLli1JYGAg+emnn8jevXuJnp4e8fDwIH5+fiQyMpI8f/6c8vYyNTUlgHiz6u3tTcaMGUO6d+9ONm7cSAQCgVTbJSUlJDQ09C9tWuXhjz/+IKqqqkRFRYUwGAxiYGBAfH19pU5M2Gw2OXXqFOnTpw+1QVFCCSUISUxMlFoYMZlM4ujoSMrLy4m7uzvR0tIi+fn5JDQ0lOjr65OQkBDSvn37H7rXxYsXycCBAwmXyyW6Dq1Iz1lriLFrW2JoaEjdn8fjEV9fX5KXl9esNpOSkoiOjo7UvJKfny9TtnTpUrJ06VISEhJCunbtKtWGiYkJKS0t/ea95s2bR3x8fEirVq2ItbU1KSsrI8XFxWT48OEyi1OOsQMxatubqFu1JID41Foyvv379yc7duwg69evJ0OHDiUJCQlk1KhRRCQSEUdHR2rOatgen88n2dnZMn0qKioi06ZNo+yTjY0NmTdvHklNTSWEiOf0rl27kpSUFOLu7k6cnJyIk5MTmThxItXG9OnTCSDe9B06dIjU19eTbt26kfr6euLu7k4GDx7crM+iucjNzSXt2rUjISEhpH///uTMmTPExcWFmJubk3bt2pHt27eTzMxM0rFjR0Kn06lDJDabTQwNDUlAQACZMGECGT16tFzvpgEDBpDk5OS/tc9JSUnE2NiY6OjoUB4WEyZMIHp6elLf3enTp5PAwECK1FNCCSVkUVRURLhcLuXdqGhj39A2WVlZESMjo28SFhJCmMFgEK6JI1FzDSLBg8aTq1evEnd3d2oubvgyMzOj1rN/x+t7vZFYLBZhsVgKr2vKq0hClpi0bEfc3NyaHKN/0kvqf+WloaFBIiIiqL89PDwI8HVvKPF2otPphMvlUmPOZDIprygzMzPC5XKJiooKYbFYJCEhgdBoNMLhcMirV69IVlYWGTNmDPVb6dq1q/Kw/G+Cknj6BiIjIyn2WsXUiWi6hxJNW3fi7OxMnJ2dSdeuXcmrV6+IiooKWbx4MdHX1ye7d+9udvsikYhs3bqVDB06lDoxkCw4+/TpQ7H3jo6OhMViETU1NZmT5ca4d+8eefbsGdHS0pJZKJuampI3b95Qf8+aNYtcunSJnD17lvTr1490796dek/i7t8cZGZmEk1NTbJq1Spibm5OAgICqBPsGzduEDs7O0Kj0WRcKXWDxxOOsQPRa92NcIwdiJqaGmnVqhU5deoU4XA4lLvvqVOniKOjo3iCdwkkbCN7ajLh8/mkrKyMVFdXkz179pAOHToQXV1doqenJzXJOzo6kuvXr5OqqiqybNkysnz5cjJq1Ciip6dHoqKiCCFEahGdkJAgRXJ5enqSbdu2kYiICEKIeMOora1NLly40KwxagpVVVVkzJgxRE9Pj6xatYokJSURX19fYmBgQHx8fMiOHTuo8I7MzEyipaVFTp8+TQZPW0gM2vQgOvZepGPHjmTQoEFNLrh//fXXv5Usi4yMJHZ2doTL5RImk0m4XC4ZMmQIcXd3JyNGjCB0Op2wWCwSEBBAAgMDSUlJyd92byWU+P8FmZmZxNPTkwDihbu6VUui7dmZGDr7kI4dOxJDQ0OSn59PdHV1SevWrUlAQAAJDg7+rnu8evWKBAcHUyfK5ubmhBBC9u3bR9hsNmGz2YTH4xFVVVXC4XCIh4eHDHndENnZ2eTcuXOkVatWZOvWrVLvjRgxgkyaNIn6OyIigkycOJGUl5eT3r17y9gVAwODZhPi9vb2ZMOGDURNTY14e3uTS5cuEUIIycrKIi4uLkRdXV3Gzlj3DSNsI3ui26or4Zo4Ei6XSywtLcnKlSuJu7s7YTAYREVFhRw5coS0bduWsI3sib53d6lTVzabTY4cOUIIEYdH9uvXjxgZGRF9fX0pt34ul0tu375NEhMTyd27d0n37t3Jvn37iJaWFlmxYgUhROw5W1NTQwgRrwEk3gWSxfPTp0/JjBkzCCFiO+zs7ExGjBjRrPFpCiKRiOzbt4/o6uqSAQMGkPj4eDJjxgyioaFBvL29yZQpU6QIRwsLC7J3714ydMbPxMJvAFG3aklcXFyIn58fZTPl4d27d2TUqFF/ub8S5OXlkdatW1MbWhqNRpYvX07c3d3JggULiLa2NmGz2URdXZ306dOHxMTE/G33VkKJ/18x6edfiG3wUBnvEjMzM7kbfi6XSzgcDuW1Ke8lIZXat29PbGxsCIvFon63qqqqhMfjUV5UDdfnEm95SbnE66hh2yYmJn8rcSO5R8M2mxO2JnlxOByiHzJBytbo9ZhDdFt3U+ix0zAa4Hs8kP4vvb7Hu6yhN1lzx8PExIQcO3aMLF68mCqj0+mEzWZT4yvpg4RYZbPZhMFgUOSSk5MTFWrH5/PJhg0bCACycOFC6vfRuXNnkp6eToKCgsiLFy/+g7/U/7+gJJ6aiS4L90hNLsZdp5IxY8YQb29v0rt3b7JixQqiqalJLly4QHR1dcnhw4eb1e7NmzfJqFGjSGZmJvHx8SHq6urE29uben/8+PFEW1ubODg4kODgYMLn8wmLxSKzZs0ihBDy/v17mTb79etH2Gw2MTAwkCIhGmtunD9/noSFhRFCxCTL5MmTpTYElZWVxMjIqNlj9Pvvv1Ous2w2m7i5uRFra2uyZcsWcunSJeIa0FNuzHfDV48lB8mJEyek9DoA8SZp+aVXMuEhkklLQjT5+/uTAwcOkNraWqnTawaDQW7evEl0dHQIm80mkydPJiYmJqRz586ktrZW7vNER0cTV1dXijWvra0lY8aMkSKnPnz4QLS0tMiff/7Z7HFqiPz8fLJixQpiaWlJunTpQqqqqsjKlSuJuro6cXNzI1OnTiX5+flS13To0IGsXLlSRoNq/M5r37xfdXU1CQwMbHJD2Vy8efOGtGvXjlow0Ol0snz5ctKyZUuyfv160qFDB8LhcAiHwyGBgYEkKSnpL99TCSX+f8b169eJSdepUr9r52GLyapVq4ixsTF5+vQp4fF4ZNasWcTX15f06NGjWe3m5OSQgIAAkpWVRTZu3EgdYkjmvvPnzxMNDQ3StWtXYm5uTtTV1Qmfzye2trakvr6eJCUlSek3ESImkzgcDmEymeTu3btUuSScW+LBJFm4VVVVEUII6dq1KzExMZGyTc094CBETNJJDmnodDqxsbEhDg4OZNq0aeTx48ekTddB37QzrcavIc+ePSPe3t5SdobFYpFZh6Nk7EzDjZOOjg5xdXUlS5cupQ52Zs+eTbUxadIk0qFDB8Jms4mnpyfp2LEjsbCwIB8/fpT7PJWVlcTf35/Q6XSioqJCbt++Tc6fP08OHjxI1REKhcTJyYmMGzeu2ePUEAKBgBw/fpx4eHgQW1tb8v79e3Lnzh1iaGhI7OzsSGhoqEx45f79+4mrq6uMnemx9KBCm9kQY8eOlTrk+lFUVFSQ0NBQoqqqSm1I58+fT1xdXcnMmTOJr68vYbFYhMlkkr59+/5jIfBKKPH/Exr/rhuGW8sjdwwMDKi1NADqgKIp8oHNZlN6ewYGBsTMzIzyhJLUcXFxkXvfxnsARS/JNY09t+RpFP1d5Im6ujrR09MjDm07NWlnmtJR+l7Npf/fX43HQ8t/tNT7I0eOlPpMVFVVyZYtW6iyxuH2kvDPxp57DAaDmJqaUppfTCaTtG/fnqrbEN27dyft27dX7l3+Ziiz2jUDr9KKEQ9TqTJWy654k1GKub/sxKdaDTxLzoelpSXCwsJw/fp1zJ07F2fOnGmy3U+fPmHLli3Ys2cPjI2NkZ2djYcPH+Lx48dUnf379+PQoUPIycnB69evERoaCjU1NezZsweurq7w8vLCu3fvpNotLy+HQCCAQCCgUg0DQFhYGBYvXgwA+Pz5M/bv34/169cDAGxsbJCRkQEmk4nMTHEWgbKyMqnsFd/CkydPUFEhzixTX1+PDh06IDU1FbNnz0bfvn2RpSBrX0PE1Rlg3PzVVKYLCXKEXBx5Kp31QMN3ABj6NgAAJycn5OXlISoqCuPGjQObzQaNRsPu3bsBAK6urigrK0NRUREEAgH27t2LrVu3Ijw8nEqZ2hgdOnRAXFwcdHV1oa+vj8+fPyM3NxcGBl+zQjk6OiI6OhojR45EeHh4s8cqISEBU6ZMwZgxYxAVFYXFixdj1apVcHR0xIEDB9C6dWscPXoUu3btgq6uLl68eIG9e/fi2LFjSEhIQLuew7AnOlmqzdsZ4u9qU+ByuRg+fDgOHJCfta+5SEtLw4wZMxAbGwsiJrCxdu1anD9/HrNmzcLKlSvx4MED1NbWws7ODkuXLoWNjc1fuqcSSvz/DiMXXzBbdpUqqzDzRZGmAzqOmof+k+Zi0aJFOHbsGObMmYPMzEwMGjSoyTZra2sxZswY7NixA0ZGRvj8+TNGjx6N4uJiau7r168f4uPj8ebNG7DZbFhaWoLFYqGyshK6urrw9vbGL7/8ItNubW0tWCwWDh8+TJVv374dzs7OUFdXh1AoxMSJE7F7926oqKgAEGe8adeuHbZv3/5DYxQTE0NlnROJRHB1dUV6ejp27dqF9u3bI6NU8M028nXd0aH3CDx79kyqnKZrhcufKqXKNHwHADqWAMSZkvLy8hAXF4dVq1bB0FCcWnnVqlWg0WhgMBhYvXo13rx5A4FAgNjYWFhZWSE5ORkODg5y+8Lj8RAVFQVnZ2cEBwfj/PnzeP36tVRGOyaTibi4ODx48ABTpkxp7lChtLQUmzZtQufOnXHlyhW0aNECjx49wowZMzBw4EAYGRlh1apViIiIgIeHB0pLS7F582ZERkZi4cKFmL9ht4ydiRMa4H1OpYI7fsXy5cuxcuXKZvdVHurq6jBq1Cjk5uaiuroahBB069YNN2/ehL29PZ4/f059HzQ0NGBvb4/hw4f/pXsqocT/73iVVizzu9bwHQC+azBUXQLBNLCVuSY3NxeAeM7lcDgwNTWlspcpyl4pEAhgaGiIKVOmYMmSJVBVVYWOjg58fX0BAIQQvHv3jrpeJBKBTqeDTqejsvLbc4wkSxkAZGZmgslkUm3V1NTIZLprCMl8ragOaZBxjUajSdUrKyuDpaXlN22Nhu8AsI3sZcrZRvZiu9KMuvL6/e8AjUYDjUYDm82mnp3L5Sqsz2KxmhzvpiBvPNR9+lPjweVyERERAUIItW7Q1NREWFgYlRVQ8n2h0+mg0WhwdHREdXU1jI2NqTpMJhP19fXQ19eHhoYGALGNycrKQlVVFSZNmkTd/9GjR0hKSsKkSZOUe5e/GUriqRn4UiB/Aqy1C8S823mochuA98ZdoOI7GKWlpZg1axaio6MxdepUXLlyRe61RUVFmDp1Kg4dOgQul4uioiJUV1fDxcVFJn1mr169EBMTA0IIbt68idDQUKirqyM+Ph41NTWYMGGCVP3Xr19DU1MTjx49wsCBAwEA+fn5+PLlC8aOHYuamhpMnjwZ+/bto4glScrQDh06YMeOHQDEBBaLxQIhBEVFRXj37h1u3ryJw4cPY82aNZg6dSr69u2LHj16oEePHkhMTKR+zPX19WjdujX4fD5UVVVhYWGBqtyUZo03U8tYpkzF2ktuXQ2ntqDRaHj06BH27t0LJycnlJSUUO9r2rij/Yg5WLLlAMLCwihjwmKxYG1t3az+AECXLl2wadMmuUSci4sLoqKiMHToUERGRipsgxCChw8fYuDAgVi/fj369u2Lmpoa/Pzzz7hx4waCgoKgrq6OX3/9Fbdv34abmxt17adPnzBt2jRqEf7LzoNy76Hou9oQI0eOxIULF5pl2OWhuLgYTk5OePToEWpqakAIwaRJk3D8+HF06dIFZWVlUulUs7Oz4e/v/0P3UkKJ/yU8/5Qqt/xSFh8xxA70zgtw4Hk+bGxsMGfOHBw/fhzx8fEYM2aM3OsIIZg6dSqmT58OZ2dnAMC1a9ewaNEiGTtjbGyM5ORkaGlp4cuXL/Dy8kJVVRWqqqpQVFSEnTt3Ss0Zjx8/Bo1Gw/79+3Hs2DGq/LfffsPWrVsBAEuWLMGoUaNgb/91Qe3q6oqgoCD8+eefMv2tqqpCYmIi7t+/j1OnTuHXX39FWFgYBg0aRNmZPXv2QFdXl1qACwQCWFlZQV1dHTo6OqjITpZpVx6+x87ouHYAg8FAWVkZbt++DUNDQ6lDHVVVVSzctAcD5/+KpdsOUQcnTCYTxsbGzVqQW1pawsnJCeHh4Xj//j1atGgh3V8mE2/fvsXt27cxa9asJttKTU1FWFgYhg4dChsbG9ja2sLDwwMeHh6ws7NDWloapkyZggcPHmDw4MFSm5nly5cjJCQEhYWFWLZpp9z2m2NnzM3NYWVlhfv373+zrjwQQuDt7Y3Lly/jzZs3qK+vh5WVFcrLy8Hn8/Hzzz+jpqaGql9YWCizFlJCCSVkoej3q9vtJ+h0D4PRqN+g6TdKbh06nY7a2lokJCSgsLAQgPi32rVrV+jp6VH1CCGg0WgoKytDWFgYNm/ejOTkZFRVVeHhw4dSZEDD+UckEkEkEqG+vv6bz9G4Tl1dHbXGb0hKyQMhBPX19RCJRBTJ0tgmNqzbuK3nz59DWJQpt35DsLRNZMoU2RlF5cBXwollaAe+c0CzSKqGaIo0kgfJgbJAIKCevanxFAqFTb7fFOSNUcNygUCAvLw8cLlcXLhwATQaDRkZGejYsaPU2kMCBoOBqKgoGBgYoKKiArW1tRg/fjyYTCY0NDQQHx+PFy9eUPWTk8VrhqKiIgDAlStXsGnTJuzfvx8fPnz4oWdSQjGY/+kO/F+AlS5fbnmFuqXU31kaLnAP6o3Y2xexdetWHD16FCNHjsTp06cRGhoqvqaiAhwOB2PGjMGmTZtgZGQEANi0aRM6duyokM12cnJCcnIyWrZsiQsXLqBdu3Z49OgRWCwWnjx5gj179qBN10H4UlAJ2zbBuH16P3g8HnV9WFgY+vfvT/1/9uzZMDc3R1VVFbKyspCZmYna2lqw2Wzs27cPKSkpyMrKQm5uLnr27AltbW0YGxvDxMQExsbGaNGiBYyNjWFoaChFxohEIsyfPx979uxBDd8QFv4DkJf0DinxTwEApTHnZJjtxhAWZYJtZA+WtgmERZkQZCcorFv7L+KDEIIpU6aAEAIdHR2cPHkSKRpu4lMdkwDMuZkDbptBCHF8gwkTJsDBwUFmYa8Impqa6NmzJ8aNG4fRo0fLrePu7o7bt28jJCQEv/zyCy5cuIDbt28DEBvDS5cu4eDBg/Dw8MDWrVuRmZmJBQsWoEuXLhg4cCDU1dUxc+ZMLFq0iPrcUlNTsXnzZly7do3ayNBoNJw9exaFUMMvL+tk+qHou9oQDAYDM2bMwNatWykPuOaipqYGQ4YMQU1NDWVknJ2d8ezZM1hbW2PGjBmYMmUK5fnG4/Fw796977qHEkr8r6KVvTlw9xuL2RahKMiMQ1nZZ4wYMQIHDx7EiBEjMG3aNOzatQuA+NBATU0NmzdvRosWLdC1q9iLKiMjAyKRCFZWVnKbZrPZePbsGUaPHo2TJ0+iS5culFdocXExAgMD8eTJE7xOL8H7KlXsOReBYf1CqesfP34MBoMBT09PXL16FVVVVRg0aBCEQiFycnKQlZWF6upqREZGIj09HSNHjkRxcTGKi4vRo0cP8Hg8KTvTunVrGBsbw9jYGHy+9Nz2+PFjdOrUCdCxRAuXAOReOYOipFeoz88HrZl2BoCUrVGEqsoq1NWJ59tu3bqhvr4ebdu2xZAhQ3DixAlsvPkJfxT8a/FcD1j3DcPCzo5wcXGhCL9vwcnJifLsqaiokLtRYLPZePfuHVq0aAGRSIRXr17hzJkzMDER3/vly5fYunUrRCIRZs2aBVtbW4waNQrBwcHYvn07ysvL4e/vj61bt1LfgaqqKuzZswcnT55EamoqhEIhCCHo378/wtZuwZDDsTL9aI6dAYBFixZh+PDhTa5tFGHNmjVISUmhNpcsFgtt27bF69evERERgYkTJ8LX1xevXr0CAOzZs+e7DpOUUOJ/Fc35/Wr4DkBVQozM+ru+vh4qKiqorq6myrhcLoqLi1FQUAA2mw2BQOwJRAih1oKpqalSXkS1tbVUHUWERXP3AfLQHOJKAkm/mrpGXl8E2Qnf3NN8j535Vh81/UZJ3as05hxK7h+VqsfhcPDTTz9hw4YNUuUNSXoJGAxGk8/c+P3GnxOTyQSXy0V1dfV3jXdjKBoTYVEmtLW1UVNTg6qqKohEIty/f5/yQHvx4gVmzpxJ1be0tERKSgpEIhFYLBb09fURFxcHAJg8eTKOHj2KqqoqymO6Mc6cOYOXL1/Cx8cHZ8+eBZ1Op6KClPj7QCMNZwIlFGJ9+Acp11RhURZY2rInpoxnJ0BPe4GkpCSoq6vj/v37CAgIwJUrV2BjYwMHBwd06NABY8eOxYABXycQGxsbnDt3Dp6enjJtSj4iGo0GkUgEHx8fvHz5Et27d8erV6/Qs2dP5Bm1xbMKDeqaCe0tMcpNA5mZmcjIyMDIkSMxadIkvHjxAllZWXBycgIAaqFvbGyMDx8+wNbWFps2bUJqaipev36NGTNm4M2bN02OzadPn+Dv749ly5ZhwoQJYDKZmHfiIc69L6XqlD45j9L7R0EIkZqAefa+MhMpAJmyqoQYGI36Tebe2UfD5BoktpG93PqLvJgIaGkFMzMzKvTjWwgJCUH//v0xb948bNmyBePGjVNYd+/evZgyZQrU1dXx6NEjREZG4sqVK+jVqxfGjh0LVVVVnDt3Dvv27UNmZiays7PRtm1b7Nq1C5aWlrh9+zZ27tyJJ0+egM1mIzg4GLNnz0bLli2hoqKCjRs3YsyYMbCwsMCwjWfxZ9JXYzLFzxoLOjs165kkIQvHjx+Hjo5Os64RiUQYOnQo0tLSpE77+Xw+nJycEBUVhfHjx2PAlPkYNX0eSGkOChNefvdJixJK/C+jsa2Rh5aVr/Dywu/IyckBADx9+hSDBg1Cnz598Ouvv8Le3h7W1tYwMTHBgQMHqE3/jBkzUFFRIRUapwgbNmzAokWL0KdPH0RGRsLV1RXdu3dHjUMnHG4Q9jyylSH62TKRlZWFadOmwdnZGWpqarhz5w5atWoFBoMBJpMJQ0NDmJiYgMvl4u7du0hPT8esWbMwbtw4GBkZUc/SFBwcHBAQEIC1a9dCR0cHS8+/wPGXudT7DRfi37IzJfePyizkK95GQtU1SOa+hacXoSLlrdw+qVm6QnvwLzLlG0P0EOJhB01NzWaRLmfOnMGOHTvA5XJRWFhIESrykJWVBUtLS9TV1WHdunVwcXHB3r17YWNjg1mzZsHKygoJCQmYOHEi+Hw+7t+/DwsLC2zfvh1BQUFISkrCb7/9hhs3bqCqqgqenp6YNGkSevXqhdatW0MgECAuLg7t27eHis9gJLG/EjrfY2cAYO3atXB2dkbv3r2bfc2hQ4dw/PhxPHz4kCL8gK/rpFevXuFTYS3OR0Qj40MsHv15Eq1atWp2+0oo8b+O5tiZgqubUfk+qlntcTgcmJiYUN4oEmLpR9EckuXvgJqaGgDxYQ2TyYRIJIKamhrq6uooD1+Zvjw5j5J7R6i/JbaGa+kuZT8q3kai8PqWZtsZRfsZyT3k7Wlyjs2BMEccbVJcLJbasLGxwefPn7/57Hp6esjPz5cq4/P50NbWRnp6epPX0ul0DB06FCdOnPjmfb4FVVVVML36yf28JXIAwcHBuHHjBvW+sbExsrKyAIjXBWlpaVJkaEMwmUy4uroiISEBxsbGSE9PlyHiGpJsWlpaOH/+PAIDAxEyeAImz18Oa10+PMy1/vKzKqEknr4Lr9KK8aWgEmcvXMQTkfyYzyk2FVg4YTAA8Q8zMjISXC4XXbp0wezZs7Fy5UpwOBz8/PPPWLJkCW7evImoqCjs37+fcluVB4nbqgRubm54+/YtHB0dkVfPg2pfOVoKtzaBW5mD8vJylJWVwcnJCV++fIG3t7dcl9KioiIUFBQgNzcXdnZ2YDKZ+PDhA4KDg6m4WQnT3PDfvLw8REZGQiQSiT2mLtzCkuhSmfYbT6pMJhOq7YY1a0LOOTYHKva+0PDpT5WVxpyD4Pk51NbWYsaMGbh+/Try8/OhoqKCejMvqAROlmmnOmoPaCnPUVlZCS0tLbi5uYHL5cLMzAwWFhYwNzeHubk5LCwsxBubpUuxc+dOiiGfMGECFUYiD6GhoXjy5AnKy8thamqKzZs3o2/fvmAymSCEYNWqVThz5gwSEhJgbW2N7du34+PHjzhx4gS+fPkCY2NjDBo0CNOnT4empibV7vr163HlyhXExMTAx8cH7dq1w5IlS2Dq1h66Vi1w6fg+eH7npPjgwQNcvnwZmzdv/mZdQghmzpyJB/HpsPVoi6t/HIQwJxEeHh4oLi7Gnj17IBAIsOtRJj400EOb3NEaC7s0f5OihBJKiG3NhZiPOPG6SO77Mx1rsXjyMGrxNHDgQBw+fBhOTk4YNGgQjh49ioKCAnh7e+Phw4coLi7GsmXLcP78eTx48ECh3lBjLF26FGvWrIGHhwc+fvwIt8BeyHaV1dBh3t0CdnkWEhIS0KZNG3FdNzepkFsJRCIRnj9/Dj09PeTl5aF9+/a4ceMGevToIWVX5Nmas2fPorq6GiwWC6PmLMdtuMu039jO8Hg8sFsPaPZhRmMbVBpzDhWPTkIkEsHNzQ2urq64ePEieDweaDQaBCbuUA+dIdOOMPoAKt9HQSQSwc/PDwwGA0ZGRpSdkfxrZGSER48eYezYsUhNTQWbzYampia1qJaHHTt2YPny5SguLgaLxcKqVaswadIkaGmJbUBkZCTCwsLw4cMHqKmpYfHixbC1tcXevXvx4sULcLlchIaGIiwsjDqEAsTafR4eHsjOzsbu3buxe/dusa1qHYhCAQMXj+5BkPv36V1UVlaiZ8+euHnzJpjMbzvZh4eHY+GmPbBq2QbhZ49CkJ0ACwsLiEQijBkzBjNmzEDIvF0oNvxKNCntjBJKfD9epRXj3qc8bLubJPd9RUSIRJqjISRhTZK5ixACe3t75OXlSclfAOK1f0NC2dfXV+owUxHJ0hQx01yoq6vLaMhK9lZBQUGorq7GtWvXoKmpiby8PIQMnoDSNhOb3RedbrNlyCd5exp5dqYpYo3vHADdHnNkyr+HHPwWdHR04OzsjMTERJSUlCgkcpoCi8WS8Sii0WhQRDUwGAzo6OggLy+vSQ+30aNH4+rVqygsLJTyuGMwGJg4cSKeP3+OFy9egM/nQygUQiAQgMPhoLa2Vur7yufzoaamhpycHHCMHcDSNkFdcRYYJWKijcvlorKyEnV1dfAatxo5Wq5UH5R25u+BMtTuO+BhrgUPcy2cPScb4gQANWnvsHD9QupvkUiE6dOnIyoqCpcvX0ZQUBBoNBpYLBZcXFwgEomQkZGBDRs2gM1mo1evXjKaUFVVVUhKSkJCQgL1KigoQEJCAggh+PDhA/jOAZBd3gOubYMQc2obKioqcODAARw5cgRv3ryBsbGspxYgDgMcN24cWrdujfDwcPj7+6Ourg6HDh2iTgIkYW2S/4tEIvzxxx+IiIgAnU6HUCjE7uPnAYsQmfZZ2ibSxJOBrYyLqrwJWnJtzZPTuHVwI1KLqjGsZwjVlqqqKubOnQsul4tdu3YhPz8fdCRAnj9TSVoCBP8SSTQ0NMSZM2eoE5rU1FSkpaXhzZs3SE1NRWFhIfLz81FRUYH6+nqKBe/Tpw/Mzc1hamoqFWb47t07mJmZgcViQSAQ4OXLl9Bv4Y0/43JgpsnBkinDKcFtkUiE8vJyjBw5Em5ubli4cCH69u0rVwtEIBBg06ZNePXqFTZt2kQJwM6dOxdV6fHIy09GVtwjeJp3lzt2itChQwds27YNaWlpMDc3b7Luxo0bEZHNgdB7Al4AMBr1G+ribuBV+O/UxqdWzRj57tK6AHuik9HJ2VB5UqCEEt8BD3Mt3H0h33W9NuczFh3dBUGDE7vIyEg8fPgQ79+/h5mZGUpKSsDhcNC2bVtKw+KPP/5AWVkZ/Pz88PnzZ6nQtbq6OqSmpkrZmfT0dLx9K/bykXjfxKcXoME6jAJdwxCFKW/h6+sLT09PzJ8/H7169VL4fD169MCJEydga2uLpUuXIjo6GgcOHACbzZayLw3/X1dXh2PHjlGL2AevPgEe7jJtN7Yz9ZpmcoVcSZ18YdialNdYOtgPZi28MLxXKKozxBoPNBoN8+bNg6OjIy5cuICysjLU1NTAUFf2kAUACr7EQ1BaCgaDge3bt8Pc3BzZ2dmUnXnw4AHS0tKQlZWFmpoaZGdno76+HjweD8XFxbhx4wYsLS1hbm4uReAVFBSgpKQEbm5uMDY2xuXLl9GmTRuklANRXzLw5Paf2L9+McrKyqixW7t2LczMzDB48GCcPn2aOuVvjEGDBmHu3LlIT0/HypUr8f79e7x8+RL5H5+L1xEbliDo1CmFn6s88Pl89O/fH8eOHcPYsWObrPvixQvMPBgJYZuJeA2xnWEk3EXyxd/AZDKxc+dOvPhSgGITaQF+pZ1RQonvh4e5lmIN2xxZjxk1NTXKM0gSTidBQUEBzMzMoKqqiqqqKtTW1uLz589yk/c0JJ0ASJFOQNOaP3+VeGpIOmlra6OoqAiEEDg7O1O6tmfOnEFZWRk+fPgAppzIFkV9YRvZy+xhFO1palJeozz2erNDCZsKRwPEhElNTQ34fD6qqqpACJFLEDaFVq1awdDQENHR0QqTLjVFDskjnb4VzsflcpGXlwdAHLooyE4AnU6nngcQ294jR45QAuYS0klfXx+VlZU4fPgwBAIBXFxcpJJtSbzufHx8EBsbi5qaGlRWVqK6uhq6wePBb9WbqquT9xIm+S9QWFgIoVCIvHqeFOkEKO3M3wUl8fQDWDBlDPr8/limnGvuAk2/USi5fxSDBw/GhQsXwGAwMGT6Ikyatwxeof3wLPwsGAwGtm3bhrNnz2LmzJmg0WhQVVVFaGgotmzZgoSEBGRkZAAQn9ba2trC3t4empqaKCgowMuXL6mTQxUVFdSXZMvt56CuAbhzYB1qa2sxYsQILFy4UCHpBIgJnKKiIty7dw9RUVG4e/cumEwmOnTogNevX0vVJYQgMTER169fx61bt6hsAQDAFshfiKuiGhITN2zYMGi6h+KaYicvKQgKMyCoqUFfP7F2SF3u1xMaHo+HadOmoaSkhNLQ2r9xKdJ1rLG3gSuxoygNptZ6ePSvyTI5ORm6urqws7PDnDlzMHz4cNDpdDx8+BCOjo7Q1dUFAPTs2RPXr1+Hg4MD3r17h6dPn+LIkSO4c+cOWrZsicLCQmRkZEBPTw89e/ZEnz59YGFhgRNvyzH65Hvq/uVCE6kThI4dO34z8yEATJs2DYGBgaiursYvv/yCjx8/isdEIIC2tjZ1WvAjkGQeOnhQvlg5AJw4cQL7LtxCfVCYVDmzZVewXt2BIDsBjx49gmc/WQ8zQCxkqZyolVDi+xDYyhk7nsvaGY6hDYxG/SbWlki5h6qqKlRUVGDVrmMYCX1M/HkdNi2YBqFQiMTERNja2iI1NZXSPRgwYABOnjyJhIQEJCcnQygUgsFgwNLSEvb29tDT08ObN2/w9u1blJaWgslkgs1mo6amBqqkSm5fK7KTkZeXh7y8PGRmZmLLli1NPputrS1mz56N4uJiKrxc4gKvra0tVbewsBAREREIDw8Hj8dDZWUlRCIR6orlewTpqwBf/vV/FxcXBI5diCtypkeaAsFvYVEmVswYjYULF0JLVArJjG1oaIhFixahW7duqKmpQX19Pbp06YIbN27g5zNP8cfrAqoN0/J4pP/LRtXX18PJyQk6OjoYOXIkFi9ejHbt2lFh8G3atAEAREREoEuXLrC1tUVeXh7Onz8PbW1tnDt3Dvb29hQ5CIjDDqZMmQJLS0ts3LgROx9m4NQtyXfFAjT33hD9KxSExWIhOzv7mwLnT58+RUpKChYsWABLS0ts27YNxsbGePToEczNzZGenk55VH0vxo8fj06dOmHIkCEKQ9yTk5MxZPoiCAN+kiqvtw8E2+gaBNkJKCoqwvOPqeDJ2Zcq7YwSSnw/FOk9NbQzJfePij1H2WyMnL0MHbr1w8zRgylSHhDPcykpKQAAb29vxMbGor6+nlrzNuX10hjfIlkkkBBhPwIWi4WioiLQ6XRwOBy8f/8empqa0NbWxtKlS8FkMlFcXAyRljmM7GQPdeX1URFhJg8S4kaQndCsUGx5elKlMeco8kdC0jRMAPK9Yt83b96k7ERjYhEAdILGQbV1H6n7N/TSkpBOFhYWyMzMBJvNRlXV1zWDPBJKnleVSCSSCoWTfG+EQiHlxQSIDzVEIhEKCsS2V5GNi4mJga6uLurq6mBiYoIcIVeKdAKAQn0vdLBUR4AqAYvFQsTHIryT05bSzvx1KLPa/QA8zLUwuaN8EUtJSszz58+DTqdD0KIrkqz7YN6Ft8h1GwmdoHEoLi7GvXv3cO3aNSxevJjKCMFgMGBubo7y8nJcuXIFly5dQmhoKO7du4c5c+Zgx44d8PT0xLt37/Ds2TN06NABubm5cDbkU9pIEgx118HAIG8p9vnXX3/F4MGDERUVpXBCUldXp7ypJJPh0qVLAYgntps3b2LWrFno3LkzduzYAUII8vPzQaPR4OLigtzcXCyZPAy2wi9S7Y5va46PD8Oho6OD+fPni/U8KuSTJRVvpTPDlT05T02uGRkZ0NXVhYGBAdTU1KCvrw8HBwdcv34dnz59wvjx49GnTx8MHz4ci7o44dKUtmA8O4HiMz9juKsaDA0N4ejoCE9PTyxnzJ8AAIwXSURBVAwZMgT19fV4+/Ytxo0bBz6fD39/f/j7+8PZ2RmlpWIC7dSpUzB2bQu91t1g5xMCAwMDPHnyBAUFBcjLy0OXLl3w4MEDnDhxAm3atEFGRgZ+PXweZ94WSz2HWpt+OBP5FNu2bUNISIjCE4WGKCoqwoULF3D48GGEhIRg165d0NfXByBOWx4YGIhRo0Z98yRZEVxdXSESifD+/Xup8rlz51KaZOPGjUOPYePlXt/Q0H56/kBuneYK0SqhhBJf0ZSdAcS2poCoorS0FKrthyGjxRCsi8rEmSJz6AaNg0gkwtWrV5GXl4fOnTujoqICjo6OsLS0hL6+PnJzc7F582ZcvXoVYWFhSE9Px+rVqzF//nyIRCJcuXIFhYWF8PLyQkxMDDZt2oTc+KcytmZie0uwyr4uwtPT0+Ht7Y1jx45JLTobws3NDcnJyVRIHQB07twZ2traIITg1atXWLt2Lbp164YZM2aguLgYlZWVIISAz+fj+fPnuLBvM9zY0jZkhJcBkp/fhYGBAVavXg0bGxtkfXottw9VSc9lnkWykC8pKQGTyUTbtm2hqakJPp8PV1dX5OXl4cCBA9i6dSssLCxw7pz4+nWD2mCiZSkKrm7GWNNCuNYno02bNtDV1cWqVavA4/GQnZ2NX3/9Fdra2rC1tYW3tzfatWuHBw8eUM9v7R0EWLXB4GkLkZaWhsLCQmRnZ+PLly+wtLTE2bNncefOHQwZMgTV1dW4fv06Fmz8HacakF6AOBX1+gNnMGzYMJiYmDQrq96IESOwY8cOjB49Gi4uLhg5ciQAYMCAAdizZw+srKywe/fub7YjDywWC5MmTaLE7yV4/PgxzMzM4OrqCmdnZ2iZyw8BbWhnFGUtVNoZJZT4fjTHzph7dMSLFy/gOmIp7nO8seZOOvSHb4JBqGwIGiD2kG3s1QSIw/GOHz/+TaJFQrI0RGnMOQhzEqXKfpR0Ar4KiUu8aWk0GkpKSpCcnIz8/HxkZ2ejpqZGbl/Kn56X8fah0WgKCbPGe5qGhJGkD98CjUZDyf2jyD4ahoKrm5F9NExuaB6dTgeTyQSPx5MJbeZwOFBXVwfbyF5hZrymhN4bkk6A+LvBMRbP2QwGg/pcU1NTUVdXJ5OxUJ7n07fIscZJoBpqh2VkZKC4uBhaWlrgcDhITExsfDkA8fhKPIDT09OhZmIrt55j647Izs7Gn3/+CS97M7l1lHbmr0Op8fQXsOX2J7mx0ZKY26bE4GqzPoFtZI/N+08g+9NrrA2bgPT0dPj5+SErKwvGxsaULtP48eMxbNgwhfoI0dHR8PPzk3KBpNFo6D5kLCLOHUNVejymTZuGVatWoaysDEeOHMGDBw8QEBCA0aNHUxlxALEQqLu7OwYPHkxlufv1119x584d1NTU4MOHD9i3bx+Sk5Oxdu1aAMDUqVOhoaFB1XF1dcXjx4+haeOOO0/jsHX1zxjfJxj79u3D6dOncffuXRBCsH//fiw+91yKeaYE5f71LL0CffHHjnXU+yYmJigpKUH37t1RXFyMW7duwczMDElJSZg5cyauXr2KZ8+eUc9UV1cHU1NT5Obmol+/fjh//jxyc3Op8EBnZ2e0aNECq1evRl5eHurq6iiDyWKxkJCQgNMfqqVEGBsKC/r4+CAmJgaVlZW4f/8+rl27hri4OOTxLCHwGiLzWRVd34LyfxmhHj16yE0p3hCdOnWCm5sbMjIyUFlZKRWK2adPH9y8eRM0Gg1Dhw7F/v37m2xLEVJSUjB//nycPXsWAJCXl4clS5bgwIEDIISAyWTCyMUX9M4LZK5tGOdOo9Gw5upb7HuYQr3/vUK0SiihhDRepRXj3Mt0/PFMVuyz4OpmCIsy5dqZvBPzqBPppdsO4W1KDpb9NBkuRqro0aMHIiMjYWxsjMrKSujp6WHgwIGYNWuWjMeRBEKhEDweD3V1dVK2xtjYGEKuFgq+xKO1tR727NkDCwsLnD17FufPn4e5uTnGjRuHVq1aUYvQ169f4+zZs3j48CEePnwIQggOHDiAJ0+eID09HYWFhfDz80O/fv0we/ZsJCUloW/fvggMDMTdu3eRmpqKFi1aIDMzE0J1E9x+8gahbT1wcd9m1NXVwdjYmPICff36Nbos3AOORw/qWRqLkHsH90DsvXBUpceLy9hssNls2Nvbo23btti9ezd4PB5u3bqFvLw8jB49GgcOHEC/fv2oNkNCQnDnzh1YW1vjzZs3YDKZ+PPPP3HmzBlwOBx07twZBw8exNOnT6XCBQBg9+7dKLX0l7YzDfqooSFOFMLlcvHq1Stcv34d0dHRKCsrQwr0wQ+eKve7Ufk+Crq6utTpsyKcOnUKK1aswJYtWzB27FhkZGRQ640TJ05QovRGRkZIS0tT2E5TEIlE6Ny5M86ePQtNTU3U1NTg8uXLGDNmDHW6rW3nCbV+q2SulayZJBiz7QruZn/VqVTaGSWU+Gtoys7U3t+HkrQEGIz4Vea9hmtAtpE9fEJ74XnkNSlvKEAcFhUdHY22bduiqKhIynNFEdhG9uDomYNWnoeampomw9Ik2fQkhxnf6+0jD3Q6nQpZY+jbgKVtAlKWC0s1IDExUepgn8fjoaqqSqEo+l/J0NewL39ly66pqQm6Rx+otflqtxRpSzX2UFOkMcWOPY3Pd/5AYGAgWrRogd9//x0ikUiGZJLY/h/tf4cOHahDmobg8/kwMjKiEno11u9qDDqdDm07T/D7rJB5z6vwLuaPGwhvb2/QaDQZAX6lnfl7oCSe/gJepRXLDbmTTMRNicGxdM2lJieLqgQ83DmXmiyHDBmCP/74o9l9ycjIgKOjIyorK2UmvhFeBljdXyzEWVxcDBqNBnV1dURGRuLo0aOorq7GsGHD0L17d4SHhyM6OhpZWVm4FvMORg7umDS0N8b1CsKQIUNw8+ZNsNlsWFlZoXXr1sjLy4ORkRG6du2KkJAQhIeH48iRI9i1axeGDBmCFy9ewNraGm/fvsXAgQPh5+eHyZMnY86cOThy5Ai0tbVx+M8ojJ4xHyXpX+N7RSIR6HQ6eObOIHxdiEpzwCrLREVFBXV6y2KxEBAQgC9fvmDo0KFYsmQJdu/ejSVLliA8PBxt2rTBkydPEBwcjOrqanh5eSE6Oloqy9rr169x9OhRxMfHo0WLFtizZ4+Ui6ehsw84PZbIjDf73jb07uCO5ORk1NTUUKEXT58+FRtIQzu5m8EDAx0wZWAXpKamwtTUFGVlZTA2Nkbv3r0xdepUGBoaUnXfv3+PgIAA7Nu3D1OnTkVaWpoU+RgeHo7evXuDwWDg4cOHcjMiNhfjx4+HhoYGEhISoKamBicnJyxbtox638PDAykablBvIO7e05aLnRNCKEMycOBAnDlzhhLht1JmgVBCib8FTdkalrZJk6Kjje1BTeyfyL21D4A4fCw9Pb1Zos+A2P3ex8cHb968gUgkkmlbIr5ZV1eHrKwsmJub48OHDzh06BDevHmDbt26Yfjw4VBVVUX37t3RqVMnrNx1DFxdM0wa2gfj+wTj7t27mDFjBgQCAXR1ddG+fXsIBAIwGAwEBQWha9euqKysxE8//YRZs2bh/fv3WLRoETQ0NBAREYGCggIsX74cL168wMGDB7FgwQIUFxfj0adMzFqyDnEPb0uRGACgauECoqYPUUk2qjM+gMfjUSLmIpGI8mr19vbGjRs38PHjR/j7++Onn36ivJZ1dHRQVlYGKysrHD16FG3btqXaz8nJwcmTJ3Hz5k3Y2dkhJiZGKmsd39wZukOl018DQNn5pZgzuh9ev36Nuro6yjZJvJaFQiFUTJ2gP3yTzLX2KVdw78IR6OjoUCnQg4KCMG3aNHh5eVH1RCIRTExMcOrUKfTr1w83b96UyhBXVlYGe3t75ObmYu7cudi0SfZezcW1a9dw+PBhqKiooKSkBMHBwQgLC6NsiLOzMzJ1W0l9p0Z7G2P3pE5U9iWJKL3SziihxN8LRXYm59gcMLWMv8vONCQ0JMkhJJpzqqqqlAerPOjo6KCkpITSvGN7D5RJLNSYLGlOKJ+E/BGV5sgQY/L6UFRUBEtLS/B4PLx//15qb2JnZ4dPnz5Rz9eQ6OIYO4CpZSxDMv0V8umvEjeS+/+oaLuia3OPzwW9OI36PNXU1FBfXy/eB8nRfPo70Pizlow/m81G586dZQ70rayskJGRAaFQCB0dHfGh0sD5SFGxo+qM9jbGij4eMvdS2pm/H0ri6S+iMSPa+CRV3g+14PpW6Hb7SaY8/+R86sRVQ0MDCxYsQM+ePeHs7PzNfjx58gSBgYGo1zSTe88tXYxxcvta3LlzBytXrsSsWbOo9+Li4uDj4wMWiwV1dXVoaGggeM4OXE74GibBSY5GwtmN1OQXFhaGQYMGwcvLC3Q6HaWlpZg1axbMzc2xdOlSEEJgZGSE0tJSuLm54ciRI+jSpQtevHiBc+fOYf78+aipqUH//v3x8eNH0Ol0xMfHQ0dHB/n5+VBXV4dt/7nI13WXO7YGBgaIiIjAwIEDkZycjNatW2Pbtm3w9vbG3bt30a9fP2zduhXDhw9HTk4OWrZsiWPHjiEjIwPZ2dnIzc1Ffn4+ioqKUFxcjNLSUhQXF6OiokLKRbhlz/EobdFbZjzrHh7C5E4eCAwMRKtWrWBgYEC5cgJiUky1/XCoNzhZkLDlpaWlmDJlCo4dOwYGg4HIyEjs3bsXjx49gkgkgpeXF8aOHYuVK1di7NixWL16NaKiouDs7EwZcEBsgPT19UGn05GbmyvTx28hOzsbFy5cQEREBLhcLjIyMjBz5W8oEXGwdNZEFCXGStWn0+kwaNEGq7ftw5PbV3Bh72aoqakhLS0NHA4H169fR1CQfCFFJZRQ4q9Bka1pajEJQOFisSbzI2g0GmbPno2uXbvCz8/vmwRUbW0tzMzMkJ+fD46xAwxHymbE7Ex/i4iTe2BoaIgnT55Q5RUVFXB1dUVRURFUVFRACEGPpQdxJ/OrK34LZCJ8/STqb19fXyxevBgBAQHg8XgQiUTYsWMH7t+/j927d8PQ0BCBgYF4+vQp1NTUsHz5cjx58gT6+vpUooyKigpYWFhg0KBBOH78OIqKiqChoYGysjLU1dXBtv9cVFu2p+5Z9uQ8iv/l0Uqn0/H+/XvMmzcPt27dgqWlJUaPHo358+ejvLwcXl5eaNWqFc6cOYOcnBz06NEDwcHBcHR0RFZWFnJycpCfn4/CwkIUFRWhtLQUJSUlKC8vlzrg0G3dDfygKTJjWXR9C8YGuiAwMBB+fn4YO3YsLl68SL0v0cyYtPsGItK+bnym+FljfidHzJ8/H4MHD4aXlxcSExOxc+dO3LhxA8XFxbC2tsaAAQNQUlKC6OhoVFVVoVOnTli3bh0VJiHBTz/9hO3bt6OoqEgq22pzUFVVhfDwcFy8eBFlZWVITU3FvPW7UCRk4uSeLXgecU7mGm07T0ycuwSW2jz8PGkoNDQ0kJKSAiaTSX2OSiihxN+PxnZGM/sZ/DRKcPBypFxyvCk781ez0Kmrq0OkbQGdwb/85babIsYaok2bNoiPj0dFRQWV/buuro5KJFRfX99sb6qGBIlWwBip/UDj+zesK08UnMlkgslkStmN78VfzYynFzIePK/e1N+lMedQFXMKbDYbly9fxv79+3H+/HnU19eDyWRCTU0NZWVlCAoKwq1bt36oz6qqqhAKhaitrZVLLjYeKxqNBk1NTRQXF1NEH60iH1bqNCQmJqK2thYqKipQUVHB+v2noWXhCGslqfRvhZJ4+hvQkBFt5ygtIC1vshMWpMn98ZPHR5Dx8CLF3EpcKwFxbK61tTX8/f3RuXNnBAUFUQvDuro6DB48GJ06dcKGM1Goaz1Mpu3Ca7+h4t1dAOLJnMlkora2lhKWra2tpcKq+ObO0BiwRqaNmj9Xo+xLHOrr67F06VIYGRmBxWLh8+fPuHjxIoYPHw53d3ewWCyw2WxwOBwMHjwYv/zyCzw8PODj44MPH8SnDHZ2dmAwGOByudSiksvlYtCgQVi3bh0exKdj1vUMmT40NDZ8Ph+hoaF48uQJsrPFAus6OjpUqtbi4mJwuVxoamoiPz8fjo6OMDIygo6ODvT09GBoaAhjY2OYmprC0tISZmZmiIyMxIABA+Dh4YHq6mokl4qg3n+17HiGb4caTwWaDAFsNBm4du0aALE7cX5+Pggh8PLywv6Lt7+LLS8tLcXevXtx4MABfP78GUwmEx4eHjh58iS2b9+OuLg4hIeHU15bk37+Bfm1dCydNbFZ7WdmZuLChQu4efMmtLW10a9fP3Tq1AkqKirou/IoYmt0v/alQUghIN7k3Lx5E7NnzwaLxYKWlhbu3buH8+fPg8ViITQ0VCrLnxJKKPH3QmJrrpzYj2NbvoYkKVpUK1poFt3YivK4O6DT6VQIlkgkApPJhKGhIdq2bYuQkBD06NFDSlB65syZ8PDwwKlTp/A4ux663cNk2pYsYlksFjQ0NFBbW0uFQAiFQmpRqmrhItfO1N34BcVJr1BdXY1u3bqhV69eYLFYKC8vx7Fjx+Du7o7evXuDw+FQIXEHDx5EZmYmtm7dipCQEBw6dAju7u7o0qUL0tLSQKPRUFdXR6VJ9vHxwc6dO1FM18DIE29l+tAwtIvJZCIgIAClpaV49uwZAHFYhZqaGkQiEUpKSkAIgba2NnXK6+rqStkZAwMDGBsbw8TEBBYWFrCwsACfz4e6ujosLCxgZGSE9zmVcj1rC65vhRqfh+q8VJzcvhbdu4tFbhuGXejo6CAnJwdvs8qbbWtEIhHOnz+PgwcP4vbt2+DxeGAwGLh48SLU1dXRvXt3PHr0CLa2Yi2Me29TMGneUpzet71ZdqayshI3btzAxYsXUVlZiS5duqBPnz4wNDTE9AN3cO3z1xCbiueXUBgpndzi559/RmFhIS5evIjJkydj48aN6NatG1asWAEVFRWqX0ooocTfj4Z7GjVBISZOnIiBAwdixaVX4Hr2pOpVPLuAoqgj4LXw/0uERlP4q2QJoNgJoPTcEtTlJsHc3ByfP39GbW2t1NwqOeiVZFiTeI5WV1eDyWSKdXzliHA39/7fS541FOdWFKooiWiRaNQ2hKqFC3SGrJcpL47YgXqhoElPLIn3UosOXVFGuCj4Eg8UpsDU1BRpaWkwMzNDSkoK6uvrKTJoyJAhuHjxIp48eYKQkBBKBLwpNPQKE+YkUnvgw4cPY/369UhMTIShoSGysuQnF5Gg8Zqo4vkllN4/SjkW+Pr64vFjWe8+Jf55KImnvxl9+vTB5cuXpcr4rsHgmzujMu09Kt/eUTgJueXeQkdnc6xevRpnz55Fq1atcPfuXcTExCA2Nhbx8fHUKa1kUlRXV4epqSnevHkDDoeDnmNm4pmmn0zbFW8jURy+DSKRCFZWVhgwYAC6desGT09PvHz5El27dgWfz4e7uzuyOKaocOkn00blnd0ofXMbNBoN7duLT4iTkpJQW1sLCwsLanEvORGoq6tDSkoK2Gw2GAwGysrKYGRkhLy8PKlNiGSSasj2T9lwGNcKdWT68C1jQ6PR4O/vj5CQEPB4PGzatAmGhoZgMpno1asX5syZo1DrIjMzE+Hh4bh16xZyc3ORl5eHjx8/ykxgtVmfKEE9oIHnAZsNU1NTFBQUgMlkYsSIEdi6davCvjYFc3NzBAQE4PHjx2jXrh2ioqKQmZkJkUgEc3NzPH/+HAdfFEidTEnCXBojPT0dFy5cwK1bt6Cnp4d+/fohLU3sGhsaGoqWLVti4aY9OFdqKXNtm9JonP19IwDx56KqqorZs2fDysoKY8eOxbp167Bggaz2kxJKKPHPYc+ePZg6daq0BoNrMLgmjqjJ/IjKt3cAKF7wjjUrxKkdv8Dd3R1Hjx7F48ePER0djdjYWLx58wZ5eXlS8zOXy6VCpmk0Gvr27YusWjYynYfKtC3xpuJwOBg6dCi6du2KgIAACIVCeHh4QCgUwtTUFGotg5FuEiBzff3DQ8h/fh21tbVwdnaGsbExsrOzkZGRASsrK3A4HBk7U1JSgvz8fIqEkSTpKCkpgYqKCpXpp/Five2w2cg0k/XSbM6mxtbWFoMHD4a+vj7+/PNPxMbGYsKECbh16xbu378PVVVVuSK6FRUViI6Oxrlz55Ceno6SkhK8fv0aau2HS4dEZn4E18SR+ltiZ1gsFphMJpycnJCRkQFtbW3qQOd7MWrUKOTl5SEmJgZjx47FrVu38PnzZ9TU1EBNTQ3nzp3DK5F5s+xMRUUFrl+/jkuXLqG6uhpdu3aFjY0Nrl+/ju7du8PHxwfhzz5g7i1Z79yV7VQxuoc/9beWlhZcXV1x6tQpWFlZwdHREW/evPmhZ1RCCSX+GnJzczF8+HBMmTIFE345BANnH6TF3kddwgOxFuzfRKzIw9/RtiLyqvzWThTFRsi9hsVigU6nU/ZCXkY2Go1GlUtssY6ODjw8PHD37l3KE0evdTfw5Hi0ih4fRnr0BYX9lndPCSRkmLm5+Td19yQ2E0Cz7YwEfD4ftbW1lAB74xA3Ho+HiooKAOIxk9yHwWDAwMAARUVFYDAYqKio+GY4ZOO9VtmT8yh/eILaLwJisXFzc3NERkYqDONT9J1pqHvJYrEoLyol/r1QEk//AI4cOYIxY8YAkH8SzXh3DfWuPaRilhkJkUi+uAV8Ph+Ojo54+vQp5ebZGCKRCB8/fsTdu3dx48YNREdHS6XQtByyHMSitcx1kok6Li4Orq6uVHl5eTkuX76MgQMHgsPhYFTYctzneMtcbxp/Ck76KoiNjaW0M8aOHYtBgwbJ7efkyZNx7NgxqYnb0tISxcXFcHNzw9OnT+Hg4IApU6Zg/vz5KCoqAo1Gg729PY7feIAB+5/JPnvEBmTGPQKNRgOHw5HJmmRkZESdaru4uIDFYuHdu3coLy8Hl8uFuro6dZpBCIFAIIBAIKA2WJKT34KCAsoDTCQSgWPsAFUja/BU1YA2w2X6xYnejt2r5mPOnDno0qULlRlKR0eWPPsWdu7ciZ07dyIvLw/JycnQ1NREYWEhLC0twWAwUFNTA0NnHyB0nsy1l6a0hYe5FtLS0nD+/Hncvn0bBgYG6N+/P0JCQsDhcCASiSg9L4kQ44hlO3Gvxly2M+/CkXptF2UADZ19sGrLHswaOwS9O7h/lw6ZEkoo8fchOTkZdnZ2crWWSmPOQfD8HKqrq6ETOBb8RimQKx//AQ6Hg7i4OFhZWSm8R05ODu7du4fw8HA8ePAAX758zVaqSJdIYmeGDx8uExJ16tQpBAYGwsDAAPsu3MK6F7ILR/OPZ2CtQcfnz58xZ84cREREQFVVFWvXrgWHw5Gpf+PGDQwfPpzyPKLT6dDQ0IBAIMCsWbOwdetWcLlcrFu3DleuXEF4eLi4/3w+jl67jzk3c2Ta1H99FK/uXEJdXR0lGtsQEi+wiooK2NraQl9fHykpKUhPFwvzGhoaSmVNEgqFEAgEEAqFlO1SVVVFdnY2tRBnsVhgGtiCq28OdQ0tuXZGcG0tfhrRG9XV1Th9+jTev3+PlJQUWFsrzkqlCHl5eXBwcACXy8WOHTvQv794PWJvb4+CggLU1NRAxdRJrti3xM6Ul5fj2rVruHz5Mmpra9GtWzf07t0benp6AICTJ09izJgxFEno1W8KCuy6ybTnrlqB8F3LUJebBJFIBBUVFRy6chdhy9ejviQbmXGPmq1DpoQSSvz9KCsrQ9CcHQrlL5obytYU5BETf4V44vF40NDQAE3XCqxuPyts43uFuxsSQo37LBE5b84z1Fxdg9z3T2TK5UFXVxdlZWVSbdNoNNDpdClyShG50/DQReJVBDpDruxL9tEw1Od9hr6+PhUW3lCCRE9PDywWi0rIBMiGvEn2Ttra2qioqAAhpEkxeUXribrwX1D+5S3Kysrg7OyM+Ph46OrqorKyElVVVRT5JwkPr6urU0w0vrqB+sRHYJSID3xmz56NYTMXKzWc/s1QEk//AOrr6zFv3jzsv3hbrltj3ol5aGHAw4e8aqgaW6MkLQHCnESwWCwIBAKsWbMGixcvbta9ioqK0LZtWyQlJcHPzw/Lli1DglALayPlZ0Cq+RiN+vp6ODo64vr167C0tJRJtXzkyBEsOfcczJZdqbLSmHPgJ92Bl5cXUlNTkZeXh7Vr12LEiBEKF4Tv379H27ZtUVFRIROvTKPRYGxsjEGDBqFNmzaoqanB1KlTMXv2bAwcOBBdunRBj6UHEZ7ydbKTxBOzWCy0bdsW8fHxyMz8mr6UTqdDxdQJGqZ2mDK8H3atmgcnJycMGjQIU6dOBY1Gw/79+/Hx40fExcVBU1MT/v7+CAoKgo2NDQghKCoqQlZWFnx8fFBbWwsXFxfEx8dDRUUFRkZGaDVgGh7V28g8ayvhe1zbuQxCoRCHDx+mUlF/L0QiEaXbtHfvXvTpI94wZmRkoE2bNlRoRrWhK+LVZclFu4LHqEt6DCsrK/Tr1w/BwcGg0Wg4d+4czp8/jxcvXlCn2WlpaTAxMcHdu3dRxtKWKyoJAGVPL6Dq8R+wHzgfZSZtqPJJHa2xSM7JtxJKKPHvwdmzZzFz1RZwFYRp9fc0wR9//AGOsQMYWsaozk0BClMgFArh6urabC+S+vp6LFmyBBs2bIC1tTWWLFmCGiM3rL8n6+5ecHUzquLvUUKjp0+fRnBwsIynaX5+PnynrEedXSBVVv70PIQvLqB169ag0+l4+fIlRowYgZUrVyrUFhIIBHB1dUVCQgK18GwILpeLAQMGoH379vDw8KAyhUrmaZFrD2Sof03ZXPHsIorvHYGqqip0dXVhb2+PiIivp+KSE1KDFm3Qc/gExNy6grLkN1i/fj2mTp2K4uJiLFu2DHw+H48fP4ZIJIKPjw+CgoLg5eUFJpOJiooK5OXlYfDgwXjx4gWlESgJk2g9cBreqLjLPGsQLwM3965GZmYmBg0ahGPHjjWZra4pBAYGIjMzE66urjh//jxV3rp1awgEAtja2qJEyx6f9drLXOtY/BTky1OoqKigR48e6N27N7S0tPD48WMcO3YM0dHRKCwshJqaGrKzs6GiooLdu3fDoW0nhXYGEJ9wmxXFQitgjJTwqyIvKyWUUOLfA0XC4wXXt0p52DYWz26O6HdT+JFQOzU1NQDiQ3UJGhNj5U8voCjqMDWfNzcTHoPBkIrQkOBb4t8/QswxGAwqm56wKBOi/GQZ+6alpYXi4mIAkGv/JCSZvM+hqbGtS3oslX21OZ+jqqoqqqqqfiijoKK+0J4eh+hzDPz8/HD69Gn0798fZ8+epca7rq5OJpudIqJPgornl1Dx8AS6LtqH2JqvzgFKO/PvgZJ4+gex6lgEDn2QdZOsSnyK/AurKYGz4uJiEEJAo9EwbNgw3Lx5E/Pnz8fcuXNlrpXUI4Tg1KlTOHToEFavXg1fX1+qjiIDEVj3ElMGdkFMTAwWLlyI6upqGBgYwNPTExkZGejUqRMcHcUul7/99huSiuvg0bETft+4Ev0DWiE5ORlMJhMzZ87EnDlz8McffyAiIgLe3t4YO3YsbG1tcfDgQTg6OsLDwwOxsbGYO3cunj59CkBWPK+6uppaNAsEApw8eRI7d+7Eu3fvwGAwUFVVJRVrfmrnL9i8WSxme+jQIWzatAnv37+nnq+xeJ9m9nMInp2lwhAksdqbN2/GpEmTKG+fxmjdujWcnJxgb28PFxcXnDx5EhYWFjh69CjK2TpyBXUlJyeqqqqwtLREQUEBwsLCMGfOHBliTxE8PT2RkJAADoeDkJAQnD59GoBYnHXPnj1YtGgRBAIB6HQ6hs1cjGhuG5k2OlQ/QV1uEt68eYOysjJUVFSAyWTCwcEBXbp0wejRo2Fqaory8nKMGTMGBw8exJo1a+Dq6opUTXccjJElLAHAoeQ5PmnKEl2Sk28llFDiP4Nj0R+xLPyz3PckZL1k8Sk5LbW3t4eWlha4XC7u3r0rM0dJ7Awgzvy5cOFC9O3bF+PHj6fqKrIzw/Sy4GzIh6amJqZOnYrU1FSoqKigbdu2KC4uhpOTE7y9vWFnZ4elS5fibVY5VI1tcPXkAZzbswlbt24FnU6Hm5sbrl+/jujoaJw6dQoaGhoYM2YM/Pz8kJSUhCtXrmD27Nn48OEDzpw5gzVrxHpRjU9e79y5I5X04NatW9i1axeio6NRWlqKpKQklDK1KDsjyk9GQEAAKioq0LdvX3h7e2PhwoVSi+4uC/ciHibU3wZFcXi+fzFVh8fjoUuXLjh+/Di4XK5cO7N27Vrs27cP+/btQ0JCAh4+fAhLS0vcvn0b8blVTdoZJpOJ9u3b482bN+jatSt27tzZbNHvpUuXYtu2bRAKhdDS0kJGRgY1ZteuXcOECROocHgXv+4o85kk04Z73m0YcwR4+vQpCgoKqMMlIyMjBAQEYOTIkWjTRmyfJk6ciMmTJ+PDhw/iFOTOXXEyNl9h//xVMnCv2lSmXGlrlFDiP4eLsRkIOyf/oKK53k3yvEcB8ZwtCX1qjL8zjE9CjGmz6lCa/AZVVVVUmFzjDGw0Gg08Hg+EEFRXV1PZ+CoqKqCtrQ1vb29ERkYCAIRCIdhsNkXwNCZ/ADEBxDSwlcp2J7knj8dDTU0NevfujfDwcIrs+ZYgOQCpfn9vFrlvja1kz6aiooLa2lpYWlqiVatWOHfunAwJpaKiAmdnZyoDa8NxBMQeV0KhEDY2NkhIkP3cmuoLtzIHhoaGlH1UUVHBqlWrEBkZSXkwA9LEW2OirzF6GpThz1x1mXKlnfnn0bwdsRI/hB7+ssQAAPDs2oBtZI/q6mqUlZVRQtGEEJw4cQK7d+/G1q1bZbRz0tLSYGtri9evX6NPnz5IT09HeHi4FOkEAB7mWtDNk85IFmhYh9TY+xCJRJg5cyaqqqoQERGB8vJyRERE4MOHD5ReREZGBj59+gRBdgLynl3DL3Mngc/nU26d7u7uMDIywty5c3H79m107doVCxcuhKurK6ZMmYKgoCD06tUL9+/fx/Lly2HvGwrbkKFgGYpPMJlMJiwtLZGYmEj1j81mw9nZGQkJCRAIBOjZsyf1LH09TeFhroXVq1fD1NQUhw8fxqpVq5CYmAg1NTU4ODhgVNhyqQkaAEqMWiO1ggYmkwkGgwFCCNasWYMlS5Zg5syZMDMzQ2FhodQ13bt3h7q6Ovbv34+QkBB0794dERER2Lx5MwoKCrB+3mRM7igd1jDCywAoTAGDwYCqqiqysrJgZWWFEydOQF9fH3PmzJFyj1XE9ebl5aGyshJFRUWwt7fHlClTYGlpCUtLS0RERMDd3R36+vr4448/UJr8BvhwW+p6VmIUzuzegFu3bsHExAQTJkzAL7/8gh49ekBNTQ2ZmZl49OgRcnNzoaamhq5du2LAgAE4evQoxowZg5V9PVEZJz/zxIsv8jcKXwoq5ZYroYQS/x64WhoofE/DdwCgYwlCCEQiEbUITEhIgJmZGdTU1ODh4SG1UBSJRPD09MT169cxb948/Pbbbzhy5AgmTpwoRVB5mGuhs7n0EiLUFIi9/VVQOiUlBYWFhTAyMsLdu3cRFxeHJ0+ewNbWFsnJyfj48SME2Qmojr+HDfOnUELgLBYLdnZ20NPTw6BBg3D58mWsWrUKV69ehbu7O7y8vLBgwQK0bNkSR48ehZubG5w6dIVN0BComH49sdTT08Pnz9KknI+PDz5+/IiSkhKYm5vD2tpays54eXmhe/fumDhxIqqrq7Fy5UowGAwYGxtj4MCB2PHHVSnSCQBytVuCY+xAHaQEBATgw4cP6Ny5Mzw9PalDBAmOHj2K7du3482bN+DxeJg+fTpKS0uxceNGvHr1Co56XBk7M8XPGkbsWnA4HKioqODt27cwMDBASkoKrKysKCF1CRTZmfT0dCp8wtDQEBs2bIC7uzv09PSwfPlydOnSBSoqKpg/fz4GBnmjLu6G1PWa2c9w84+9VBhlv379sHbtWowdOxYWFhYoLCzEy5cv8eHDBxBCsGLFCuqQY+XKldg0rD1yj8+FviBbbv+uPo6TW660NUoo8Z+DlS5f4XsavgPANrL/ZhvySCdAbHMakk6SvQaDwYAwJxGlMdKZL0tjzsmQTlZWVrCzs4OZmZnCw15BdgIq30ch/fUDSi/XxsZGfJ9/ETYWFhYAvs6fEmKKyWSCEAKOsQMExu6IivsCDodDJTSSSHbII10AMfHiqMdF5fsoKryv4fOLRCLExMRQEitsI3uZPY28cW4YceLu7i73uRVBkJ0gd2zr8z5TY0Cj0VBbWwtjY2Po6OggLi6OGhs+/+t3wt7eHo6OjlKHVpI2AKCmpgYikUgu6dRUX8x44jF1dHTE/fv3QaOJ93Rr167F06dPQaPRYGZmBgBSY19y/yiyj4ah8tMjuff785HSzvynoPR4+ocx5sgzRH2S3bQ35SbKYDCwZ88erF+/Hh06dMDhw4cBAB06dMCjR49gYmKC+/fvK9R1uHbtGnr06IFhMxfjQ2Yh9mxchdbWeigqKsLcuXOhpSUmcSTpqfX19SkCZvr06WjdujWmLdsEto4p1FCNbj7OyM7Ohre3N3JycrB7926Ym4v1gKqrq6ksMyKRCLdvi8kQNpuNuLg4XEoWSQmTtmTlYu2A1pTH0aNH4kmhrq4OW7ZswZo1a0Cn0xEcHAxNTU3k5uaioKAAxcXFlKGQTGoFBQXUCYOl/0CI2oyQGYviG1tR/eE+ZVS0tLSgqalJaZUsWrQI69atAyDWpHr8+DFev36N2bNn48iRI2CxWJQ4np+fH+7cEbsUSzyxLHV4GBDYGtOnT0daWhrCwsJgYGCA7du3Y9++fSgqKgKXy0VZWRl69+6NIUOGYNSoUXj//j2lgwGIDQ+LxaJO6lVVVTF48GDMnj0bLVq0QEJCAnbt2oXnz5+DwWAgPT0dGhoayK1TQRVDFR62JpjQNwQhISFYtGgR9PX1MXv2bLx+/RqxsbF4//494uPjkZqaSrnCSnQ3JAZVN3g8OO7d5X6nCq5vlRsLrjwdUEKJ/zwap8BuCEW2hkajYdCgQeByuYiOjsbbt2/B4/Gwbds2LFiwAHQ6HWfOnEGPHj3ktpuVlQUbGxvo2HvBxNEDq+ZNR6dWDqivr8eOHTtw9+5dbN26lbJTgwcPxpkzZwCIkyfExMTAsV1nMLWNQcpysWL6aFy4cAFt27aFvr4+Vq1aBQ6HA21tbZSVlYHNZsPQ0BAeHh74/fffAYhPyjdu3Ahhi65Sz6+V8wIXlo7A+vXrxUR9aSkVIhEXF4cOHTpQWVkDAgKQk5ODgoICFBUVobS0FDU1NZSdqaiooDQUeTweRq/cjeuFumiMkvBtKIu7A0II+Hw+eDwepRXo5OSE+Ph4AGKPqyFDhiA2NhaZmZkICgqClZUVPn78SAmyvn//HhoaGlIev4c2LcPz588xe/ZsCIVCDB8+HNevX8cvv/yC+Ph48Pl8lJWVwcnJCTt37kSfPn3w+++/U5nwJJDoZADitUZwcDCmT5+Orl27oqSkBOfOncORI0egpqaGuLg4WFpaIrWChiqGKrSYQkwe0BkjR47ExYsXcfv2bWzZsgWFhYV49uwZ3r59i/j4eCQlJaGkpERKAF5yGq+pqQmae2+oN9C4lPq+Km2NEkr8V+JH7MxfAY1Gg6qqKsrLy8E3dwbU9EGryAezNAMlJSXfvL6h9yvbyB4Gdq5gVRcj+fndJq/T19dHaWkpaDQaampqQKfTweFwwGs7FKoN9BJrX11F7q19UtnH5XltsVgsDB06FCdPngSfzwchhAoN09HRobK2crlcMJlM5Obmgu8S2GTW2MZoGHLXEIr61BBsI3uwdUyB8jzUZn2isvw1hIGBAfLz8yndpqKioibblAcVFRXU1NRQfzfWp5L0RRJayC7PgqOjI2VPgK8aWpKMvJJEI/KojKa8njqwU/FAYCFTrrQz/zyUxNM/DEXhCNlHxROKirUXAKA6+aUUg6+urg7f7kOQVlwDQz4dvdq7ISwsDHw+H/X19YiPj6eY+Yb4888/MWbMGBQVFWH37t24du0arl27JsVAh4eHY9OmTVi2bBl8fHwwd+5cFBUV4fnz50hJSYFR58mgu3Sm6ntw8tFBXfx+aWkpOBwObt26haVLl2LixIlITU1FUlIStmzZgpiYGABig3Hl4RvMuCqbbUGS9YjBYEBXV7yAFwqFKCkpgZOTEwwNDaGvrw8jIyOYmprC3NwcVlZWsLW1hbr6V9fIqVOn4t69ewCAGr4hRMGy8cEN02IDgIaGhkya0erqaszfsBtX7sbg/OHd4FbmoHXr1qitrQWXy0VKSgq2bduGqVOnwtRUOgRgyJAhKCkpkXL3bIjCwkIqS2FZWRm1gbGwsMCrV6+wd+9enAh/iPwaGkrSE8CrzsPDhw9x7Ngx3LhxAwMGDMC1a9dQWVmJ8vJySlywT58+6Nu3L9TU1DBq1Cg4ODhAKBQiMzMT1dXVqKmpQW1tLWxsbODk5AQnJye4u7vDx8cHJiYmIITA0NAQZWVlEAqFMHPvABIiG9oJADWZH5B7fJ7MJD7FzxoLOivjoZVQ4r8BZ56nYcHFtzLlimwNjUaDmpoadHR00K7nMES9jMdvKxdgWKd2YDAY4HA4WLNmDWbMmCHTZlZWFjp06IDk5GS0atUKffv2Rfv27dGhQweqTnJyMn766ScEBQVh+vTp2LlzJ168eIHU1FQ8ffoUGn4jwfPqTdW3qf2MIS14ePHiBdLS0sDlcvHo0SM4Ozvj7NmzKCoqQmJiIh48eIBff/2VWrCOm78ad+geMn2UZLCh0+nQ0dGhbGBhYSEMDAxga2sLHR0dGBsbw9jYGObm5rC0tISNjQ0MDAyoE+nHjx+jZ8+ecHNzw6tXrxC2djsOpMkuTBuGfjTMvCfBpUuXIFAzxvRFq7B97RL08/eCqakp8vLyAACXL1+mEl4MHDhQqu0///wTEyZMQGpqKuUh3RD19fXYu3cvdu3ahdTUVCr1N4fDwfv37xEbG4vtJ/9EUm4ZilLFXmYnTpyAoaEhBg4ciOXLl+PatWvIzMxETU0NSkpKUFFRAW9vbwwePBguLi5YsWIFUlNTYW1tTWXjq6urQ0VFBfT09ODq6goHBwe0bNkSbdq0gZOTE+h0Onr16oXr169TYrNWrQJQ6zdT5hmAr6Ekxl2ngtVAY1Jpa5RQ4r8DTdkZDocDuokLANk9DSBfA0oeJEQPg8EAnU5HWVkZNDQ0YGFhQUVFAJDyVFIEJpMJTf/R4LfqTZU1DFlTU1PD8uXL8dtvv6G8vFxKF6px338k5I9Go1FkiYWFBZhMJgoKCigiReLdZWNjg6SkJBgaGiIrKwtugb1Q4j1B7v0kSRiaQnPHumE/NTU10atXLxw5ckQqzE4S+gcAPXr0QGRkJPT19SkPW0IITExMkJGRIXVvUWkOarM+QSQSoVOnTnj16hUKCgqgqqoKQojCsW7YJyaTKZWUg8lkom/fvjhx4kSTY9CUzlMfBz62jPaXIVKVdubfAyXx9G9A4y+3xJ2wMRNbGnMOVQkxYOuYgmvpDr7LV9FVRsJdbBjiCwcHBxgaGkp5yzTEwYMHMXv2bAgEAowYMQJsNhvz5s2DpaWlVL2ysjIsWrQIAPDLL79QhI4iomyRFxODgttQOhKfP3+Gt7c3tmzZQglpb9iwAadOncL48eMxZMgQ3E+tlhsTbpP/EIm3ToIQgvT0dOTk5MDZ2Rnnzp1DYGCgTH1FEAqFYDKZoNFoOHnyJOaeeCjlsTPFzxplD8ShiyUlJXKF9wDAcfBCVFt+FVAtf3YRRXcPwcTEBC1atEBERISUW2xNTQ2uXLmC6upqLFmyBCkpKc3KuPPixQu0bv1VJ4lGo8Ft1HIUG7aiynrZqeD0oiHUZoTH40FVVRWampqg0+lISUmBmpoaNSEbGhoiLS0N9vb2mD17Nry9vSlvtJycHEyfPh3e3t7Q0dHBw4cPKe85Qgg2btyIVq1aoaamBiOW7YB6qOwGU4Lso2HYuvQntOrUH+kltcoMEEoo8V+I77U1HD1zqFh5QMXJj3qvJSsXy3q2hKGhIQwNDeXObXFxcRg8eDAVsrdr1y58+fIF06ZNk6pHCMGBAwdw6dIlbN68GU5O4kWdIjszw6EGAwJbw8zMjBJ79fLygrW1NS5cEKed/vDhA7p164a+fftiwoQJeF/Jl2tnWtXFI+7KfuTk5OD58+dwcHCAp6cnfHx8sHv37uYOKQghqK+vB5PJxKdPn9CjRw/QPPqg1rojVaenLRd/rh6H1NRUhTomRp0ng93APtE+3kHK5a1UuPjBgwfRsmVLqWvOnTuHVq1awcvLC/fu3ZN5Xx7Ky8uho6MjtSGz6RcmJeI+zEMPT/Yuwt274pN/FosFPp8PbW1t8Hg8yqax2WzQaDRoa2sDEJN269atg7e3N5ydnUGn01FXV4e1a9ciISEB8+fPx7hx4/D48WMq7PDUKbHGmJWVFSZOnIhEoZZcEVlAbGe8LHVw9epVpFXSldmGlFDivxCN7Yzg9TVUV1crtDMsbRNwLd2h6hok9V5DvSIGgwEGgwGBQAAGgwF9fX0QQlBcXAyRSAShUCgjIi2R0ZC83xh8Ph/Tl/+K00VmMu/ln5wPQXYCtLW1YWBggCVLlmDixIlo2bIl3r59SxFDEuLlWyLnzfEsotPpoNFouHjxInr16gUulws/Pz/cunULTCYTTCYTtbW1EIlE8PDwwBf1llJj2kGnGifmDQCfz5fKZN4YPyJkLiGaGh/ON8zgJwkDdHd3R3FxMfLz8ynyiMViiXWw2g2TFnF/dhHOwkQsXboUPXv2hJWVFUpLS3Hv3j20atVK6vNsPFaStYdEzF2eqLsiKPq8AGmvpoZexUo78++Bknj6N0Hy5TZSYyAsLAzZLrKpkr8Fzv3teHvv6jez2BgYGCA8PBxsNhuPHj2CoaEhevXqJbfu/fv3sWrVKsydOxddunRRKCDY26AUPVsaQlVVFd7e3gCA1NRUeHl5Yf369Rg/frzcZ5a3ubg0pS1cjFTx9u1buLi4wMbGBgsWLMD06dObMwwKUVNTg+6jp+Plp3RU56XideRl6OrqYsCAAVBRUUFUVBTl5ilxwVXEip8Z1wptbOVrpzx8+BChoaEQCoV4/fo1nJ2dFfZJJBLhwoUL2LdvH+UxJhHhg64V8t1HyVzT8ATFzs4OLi4usLKywq1bt7Bz5074+flJ1Z8wYQLS0tJw8+ZNmbYIIZR3m6qqKh4+fEgJyPfv3x83btwQi7x/IwtE2a0dKHoZofB9JZRQ4r8DElvz9nEk1q1b1+TvWhE2huhhYKB3k3W6dOkCb29vBAYGwsbGBqtWrcK+ffvk1s3IyMBPP/0ET09PzJs3D1ff5sq1M16Cd5jatRWYTCZatWoFPp8PkUiENm3awNDQEFevXpX7vIrsjLuZJl6/fo0WLVpgzJgxyMjIQHR0dDNHQTE2bdqEdfv+gJCjhWmjBmBd2ETMnz+f8sgqKSmhNhn19fUK59dt3UzRq72b3HtIwuDLysowb948rF27tsk+vX79Glu2bEFkZCQyMzPBYDBgZ2cHVUvXb9oZPp+P9u3bw87ODvHx8QgODsa8efOkSMdr165h6dKlePz4MVRUVGTae/bsGYKCglBTU4MVK1ZQmXl///13LFu2DAUFBQCaPomuSnyG55vHyvXmVkIJJf570HDDTghB3z0x392GIm8hJpOpMHxKAk9PTzAYDLx9+xbOzs54+fKl3HrqLYOh1fUnmfLCa7+h4t1dqaRHDUkWyWGzRI6CbWQPvWEbm/0MitA4Oxyfz4dQKER9fb1M2BkAcIwdpATJv4W/Q4z9RzMRNvfeEg+w5kASGcNisVBfX4+ioqJvEnxN9QUAAhz0cHh00+sbJf45KMXF/02QiJf62hnByN79h9ooFXFgamqK6OhouT/a2NhYREREQFVVFZ6ennBxcYGbm1uTKbP9/Pxw9epV3L59G6GhoZg1dojcer9vXImgoCB069aNKrOwsMDr16/x888/yz1B9jDXkiuQ6mGuBRaLBU9PT7Rr1w5dunT5y6QTIE6bfef0AZgIM1Gb9Qmenp5o27YtrK2tweVy0bFjR9BoNMTGxkIoFIonM20TuW3deRaHQYMGScUjSxAVFUW5ni5fvlzG3bOkpAQrV66EnZ0dNDQ0MGPGDOTm5lKih9XV1Xjx4gVqmGpy77162z706dMHampqOHjwIM6ePYvk5GTs3btXhnQCxHopFRUVcg0FjUbDw4cPwWazUVhYSOl97Dx9HbcTS1GvKT4Jkifs1xCbf9uq8D0llFDivwcSW9OjrStUjW1+qI3J85Zh9+7dcnUcMjIyEBcXh2fPnmHRokXw8/ODiYkJMjMzFbZnamqKc+fOwdzcHH5+flizQH6o1bVThxAcHIxOnTpRbvt0Oh1Pnz5FYWEhOnXqJPd5G9uZyR3FdoZGo8HDwwO//fYbYmJiEBX192iQzJs3D4smDEHl+yhsWjANXbt2pbIRrVy5EgAoLSY/Pz+FdqaaqYagoCBkZ2fL2JEvX76goqICQqEQe/bskbH5IpEIJ06cQLt27aCuro7AwEA8ffoUBgYG1CL948ePyCiVv0jfceQM5s+fD0NDQwwZMgQRERGwtbWFv78/Fi1aJOPpZmJiAnV1dcTFyRdlTUxMpMIZV61ahZycHFx9/Ba/XXyIMpY2VU+QnYCKt5Fy2+DZeaOIJptpSAkllPjvQsOEDCmF8kXDvwVF82JdXd03iY/Y2Fg8f/4cNTU1CkknAKjJl5X7AABRaQ4A6SQMDYkfieC3pD9V6fFyxa+FOYlSUibfQuPnqqyshEAggEgkojyKGqI26xMlSN6c+ygaU0Xl8tBUJm5VVVW0bt0aenp60NDQoMqNjIzg1j5E7jV8QysA4v2IhYUFeDwe5UDB4/EU3kuid3X79m1s374d/v7+YLFYMvUYDAbYRvbgOwdQ4utN2ZmoT/l4lSarh6XEvwffjg9S4m9HRw9HxL7//uuK0z5BkJ8PPz8/nDx5Ek5OTnB0dKROH8PCwhATEwNtbW1ERESgc+fOcHFxwW+/NX3ifeXKFRw/fpwSGB81Woio3K8/7opnF6EuLEIBxILe7u7uePz4MXg8HkxNTREXFwc3NzcIBAL89NNPUm2P8dTG8nG9qVjjT7ntgM6HAAAjR44Em81WeEr+o8jJyaEm8MTEROTm5mLWrFnQ0dHBs895SCZ6eHTmBgoKCsBmyd8srZo7HYLsBFy8eBFpaWkwMjKiTnh2nbkBFRUVjBgxAlevXkWHDh0gEAjw6dMnVFZWUqlZdXV1qTARR0dHuLu7Y9CgQTAyMsIff/wBom0h96Q+pE1LzB9wkTJQ06ZNw5AhQ9C2bVu5fTU1NYWqqiri4+Ohq6sLAwNpT63Tp0/j8+fP+PjxI65cuYK2UzciS8OZOgWSuOFWJcSAqW0CvoPsfTTUVJs9/kooocR/HjY2NjBVZ6H021VlUJktDpvbt28fbt68ifLyctja2gIA7ty5gylTpqC+vh7r16/HihUrKJ2K+vp6uYtnQKwLtXDhQhQVFaG6uhrtHdshXdWRer805hys1Gn4lA3U1taiTZs2iIyMhJeXF+h0Oh4+fIiAgAAEBAQgMjJSanG8oLMj1k0dBBFfF8KiTOw6UYVZCQlQUVHB1atX8dtvv+HTp08K+/YjePDgAbhcLuh0OhUq0atXLzx48AAmLduB49ABL1MK8eDBAzANbOW2MapvFwiyE2BqaoqdO3diypQplJ25dPwoleG1uLgYNjY2cHBwQFxcHIqKiqiNipqaGhwdHWFlZUVpLK1fvx45OTlYtWoV3IP7oK8cO9Pa0QITQzdgw4YNIITgypUriIuLw4EDB+T21cTEBGw2G8+ePYOBgYFM+P7gwYPh4+ODpKQkXL58GaO2XMInujnQaiiMWg2VCvcoj70OtpED2LqmMvf5UlCpDHlQQon/Q2gq411TEBYpPqxoCmw2m9L9IYSAEAI2m43WrVvjxYsXVCY2Qgjq8z6jNOacdBhg/C0YsmqQ+y/NXIkHjWTNLWm3cXY2yTq5oXZSYw2khvgez6HG95N3vby2Gms5KRrTxuUNrxPmJCok4BqjpqaGEh5XVVWFQCBAdXU1srOzUfjwNoxsushcU5kjTuakoqKC4uJi1NTUQCAQgMlkoqqqSsrTrCHq6upgbm4OGo0GgUAgpdXY8BqNjiOh1iADoMTWKO3MfyeUxNN/AD8N74WaJrJDyENV0nMpV8Vhw4aBRqNh69atmDlTfHrs4OCA+/fvAxBnOADEE0NTscAAEBISgrKyMhBCMHXqVOgWv4JrdhH6jpqMuEd3sPXuITCZTEonyM/PD6qqqvD398edO3dgaGiId+/ewdXVFQKBAPPnz6fanjp1KgTZCVTfDx9OQG1tLdzd3REdHY2kpKRmj0Fz8erVK0ydOhUvXryAhoYG8vLysH37djgNWQSNAWsw59wbADRo+o1Cyf2jqHh2EarefanrRe/Cqf7W1dWhXbt2YHsPRI2VWDiX22MJGG+u49Ch/airq0NOTg50dXXRq1cvrF69WmZB3hCnTp1CcHAwdZo8uaO1jLidZDKk0WjYtGkTLCwsZMRmJXj//j22b9+Od+/ewcPDA4MHD8axY8ek6vB4PLi4uODdu3e4HZsIlV7SXm0avgPAUNWWir9vjB9dWCihhBL/GWhoaODN3StNZiKSh+r4KGr+e/PmDYyMjODu7o7Y2FgAYjsjyVLWkMixsbHB58+fYW8vP622sbEx1NXVkZWVBXt7e8wJssGvh0+h5/AJcDbXRb8tp/GpthZMJhOxsbGYNm0aWrduDQMDAzx69AjW1ta4f/8+goOD0bFjR0RHR1Pk09WrV1Ge8lXwNgNiQv7hw4cYOXIkHjx4QOkU/V04cOAAnjx5gokTJ0JNTQ2lpaXYsGEDgufuBNPWAieTgZP7nkKj40gU3zuC0ifnodEgk5tG1lOk/mucRSIRwsLCsOthBirM/0X8c9vAoNMk3LlzDNXV1SCEoLS0FF5eXli0aBFCQ0MV9s3c3BwWFhbUIURTdgYAXr58iYMHD+L8+fNyT9VLSkrwyy+/4N69e4iKisK6deuQnZ0tVYfBYMDGxgbV1dW49zYF1R2ks+lp+A5AVUIMePa+CjMNAUpbo4QS/9cg8Tr9K3ua5oLD4UAoFFKEU8P5KiYmhtIpkhAptbW1cgkjLpcLkUgEgUAAPp9PJWQAxAQPnU6n7EtdXR0VOt1wPwNAIekkaQcAldHzW2isQfst0kqRllNjoq005pxUn39EA6phHxVltBPmJDZ578bah5LnbYroanhNTk4O9X/JNTyzFlKkE6Dc0/y3Q0k8/YewsIsTOjkb4t4nsYi0v4M+lu2/iLd1hnLr82xbU0SJZBIjhGDJkiUU8SQRnb5y5QqlwwSIY4grKiqgqirrtVJVVUVlrnn69Clmz54NW1tbxMXFYd68MHh6ekJFRQVCoRBPnjyBra0tcnNz8fTpU4SGhoLJZGLgwIE4ffo04uPj4eLiAoFAABqNBn9/f1y/fl3qfnQ6HUKhEBs2bMDHjx+bJcr9vTAzM4Ovry9ev36NW7duwcjICHvP38Tvn6WfX7IQLrx7CFUJMdA0swcpy0VVejxVh0ajoRBq0LLqIHUty60b2O/ug1cqDgfJyMj4pvYWAHTu3Fnqb8n3QJ643fnz5/H582cqdbg8PH78GG/fvkV9fT1oNBr69v1KoBFCcPHiRYwfPx5lZWUQiUTgOwdAVp0DTU7QjTcpSiihxP8dNLY1ahXpWHH+KZjm7nLrq7QIgGZpAUqjj1GL+9evXyM7OxtGRkawsbFBXV0dlixZgqVLl1LXScK6FRFPY8aMQV1dHXr37g1fX1/07t0bfn5+mD9/PrJVVamMrStWrICrqyuio6NRUVGBtm3bwtbWFlZWVnj58iXu3LmDbt26wcfHBxs2bMCnT5+wfft2mfuZmpqiY8eOOHDgAFxcXP76QDaCgYEBevTogfLycvz555/w8fHBqVsxWPtcOiRO3ac/Kj89Rln0MVQnxEDD1A70ygJk531NV02j0cDQt/lKOv0LHPfuIO/ug1+SDkIIzp8/3yThJEFD+w80bWdSU1OxYMECXLhwQaENq6iowIEDB6iNgpeXl9T7d+7cwezZs5GYmIja2lqxsKucdlSsvZoknZS2Rgkl/m9C3p7m8ssUHH2WJbd+wz1NQ0j0V+V5C5mbm+Pq1atITU3Fw4cPsXHjRop8MjY2RmpqKlq0aAE9PT3k5uairKwMe/bsQe/evSHMSYRG3f9r777Doyi7h49/t2TTlvQEEkgIgYQaQodIld6kCQICooKPIlYQUSkqTREBUbAAFlCagKiAUgTpoYMEAoQE0hNI722z+/6RJ0OW3QCW/F4fPZ/r8pKdvWe2KHN2ztz3OZkUFhZiW6MGubm5yozRmjVrcuPGDXr16sXFixd55513mDlzJgkJCXh5eaFWq0lOTqaoqIjjx4/To0ePKjuq1apVi8zMTEpLS5UxFUmris9Tu3Ztbt26ZTZrS6fT4evrq8wm0mq1SmMLa3TeQRbn0oprGmuJtnvtVxR1gqLEK2bNMWxtbQEoKSkx+2+xa9cuhg4dislkUupT+fr6Eh8fj+n89yRHhmHvVRe9qYCsC0cBCAoKIjLSPNFob2/PqFGjGDVqFCNGjLBaaFytVuPv709iYqJFbad69eph8LXehU6uaf6+pLj438y6sOvM+PFylc9bKxDn4uLCio07+eHX43g7qvlg1ktmz8+ZM4fevXvToUMHoPwkkpeXh1qtplmzZowZM4aFCxdavJbBYODdd99lx44d9O7dm02bNnH16lWzMT/++COjRo2iuLiYyZMnM3fuXNzd3QEYO3Ysb7zxBu3ataNRo0asX7+e+vXLa44MGjSIbdu23XUt8R+VlJTE/Pnz+fjjj1GpVNjY2NB88ERS6/e3GJuz+yOIOUlJSQnnz5+nQYMGnDlzhvfee48zZ87w9NNPc8uxHpvjLdM1S0aE0MXPjsjISDp06PCXfpawsDAWLlzI5s2bra5prmAymWjTpg3nzp1DpVKRmZmJk5MT7733Hu+8847SmaPCvYqIV/ZoO19GtPaVE7QQ/zBnYtJ5+LPjdx1jLdbMWLIKn4Yt+PqTxYRt32D23NmzZ9m2bRtz585VtqWkpFCrVi2GDh1KdHQ0Z8+etXqzYc+ePUyZMoUpU6YwdepUwsPDqVPn9vT4W7du0b59e2JjY5Wl3oGBgSQkJFC/fn1OnDhBp06dMBgMSie4srIyatWqRXh4OB4e1tIgf05BQQHbtm1j7NjyRiEajYZ6D46ktM2jFmMzfvoAbfwZCgoKmDFjBrNmzaKoqIj//Oc/RERE0Lx5c9xb92NzgmW9iyUjQujbyI3Lly/j7++vxNe/QlZWFg8//DCff/75XWfqAsydO5fZs2ejUqn48ssvGT9+PHFxcbRs2dLiDnhVcaZG7GFy63a22C6xRoh/pk2n4pj+XXiVz6esnUpxUvl1hVqtxsvLi6ysLLybhXKrECVx8uCDDxIZGamsQggNDWXatGkASpe3Hj16MHr0aDZs2EBOTg4qlYpz584B4O/vT1RUlHJNcGcSo2nTptjb2/PUU0/h4eHB+fPnWb58OYWFhRQVFbFo0SJeeeUVAHr27Mm+fZb1g2rVqkVBQQFOTk4kJiai0+mqLITt5uZGTk4ODRo04Nq1a5SVldGkSROuXLlC3bp1SUlJwWAwVDlT6l5d9qpyt/3sUi6Ql5dHSUkJbdq04dKlSxZL4e5cfqhSqZTkmb29PSUlJRgMBjQaDXXq1FGSgXFxcRQWFuLj40NSUhI6nQ6TyUStWrWIj4+vMsFWMfPM09OTiRMncvToUU6cOKHMULP1aUitxxZX+Xkrkzjz9yDFxf9mxoQGWBRKrcxqgbiQwbxxIJMTqoZ8XxDIuz9fNsssh4SEmBUEXbFiBY0bNyYwMJDJkydbTTpBecZ95syZrF27ljNnzlBWVsakSZPMxgwaNIiCggI+++wzPvvsM1xcXJTuDNu2baNBgwbY2dnh6elJbGxs+WewsaGgoOC+OhPcyWg0cu3aNdatW8f06dMZOnQorVq1onbt2tSsWZOaNWvSpk0bPv30U6D8xNilSxfeef1lq8f7/IN3iI+PZ/Xq1Xh5eQGQmZnJ999/T3R0NK+++iqXwvZb3ddZXYyHhwcPPPDAX5p0io6OVr73uyWdoDwIbN68GVdXV56d9R6/ROUw/9Py7+bOpBOAS1kWjUzxZttKrh62emw5QQvxz9Ta3/2ucQYsY41L1/F8c8ub9w7fJLnZWN79+TLx8fHK3dEmTZpw6dLt4oWxsbEEBATQvHlzbt26xfnz56uc4dq7d2/CwsI4d+4czZo1o1OnTmZ3lL28vLhx4wZXr14lISEBe3t7pfh4dHQ0MTEx2Nvb4+/vT926dZW7s25ubsq43ystLY0dO3Ywb948xowZwwMPPIC/v78SZxo0aMCECRPM3uMbL1h2dwVY8PpLpKWlsXv3bh566CEApa7SmTNn+PLLL1n/2QdW9y28FYuDgwOtW7f+S5NOJSUlPPbYY7z77rv3TDoBvPHGG3h6evLUa/Mx1W3L+j1hBAQEWF12YbgZRVBZrNm27LDNTB7azeqxJdYI8c80sq3fXWNNQEgH7Ozs0Gg0GI1GcnNzeWT+Oow9p+Lx0FS8xy+h+WOzOXz4MMOHDyciIoKmTZuybNky5Rj5+fkEBwfToEEDXn31VQwGAwsXLqRHjx7o9XqlgUKXLl2oX7++cu1ROYly6dIlrl69yurVq5k0aRIJCQk0bNiQkJAQGjRooJz/1q5dW2WJkEWLFlG/fn1SU1Nxc3NTVn9UqPhz48aNlfImV69eVZIuERERGI1GYmNjKSws5KWXXrKYvVrhfms5VWZvb68UVb+TITOJ9PR0jEYj3t7enDlzBq1Wq3RmrVAxC1qtVmNjY6PMzLK1tWXHjh3KrFitVktsbCxeXl7Ex8eTn5+PWq0mKSkJd3d3AgIC0Ov1xMXF3XVWV92uI2jcuT8lJSUsWLCA/fv3U1ZWhqenJ6+//jpPD++Da8pps/2GtfSxejyJM38PMuPpb6qquwQ3v36FosQryuOqsr03v36Fxx/qxrlz55gwYQLnz59nxYoVQHmNjsjISLy8vLhy5YpSD+pujEYjH3zwAa+//jqrVq3isccesxhTUVS78klk/vz5fLh+Ow1ahlKankhm1Dni4uI4efIkCxYsYOPGjWbHMBgMXLhwgdOnT3Px4kWuXbtGfHy8ckKE8rpVPj4+BAQE0KRJE1q1akXbtm1xcXFRjrN27VrGjx9P3bp1iYmJobS0lIChL6MJvl34blLXAKb3LZ+meePGDRYsWMBPP/0EQG5uLra2tnz11VesWLGCekNfZuf120so+vtriflhGd27d+eFF164r2V29yMjI4Phw4ezZs0afH1973u/F9af5sfwm8pja2u2g4KC8Pb2xmAwcCklH6OjB67aUn7b/wOfHEuyqAFS8d0IIf6ZzsVlcuDqLZbtt/whXXnGU1VxJnfrbJp563F3d6dmzZrExcUpy6unTZvG+++/j06nY+/evXTp0uW+3tPhw4cZPHgwrVu3Zu/evVbHtGjRwqxba8OGDcHdH7+mbQj2r8mX779Jbm4uBw4c4JNPPmHOnDkEBNy++Kn4cX/y5El+++03rl69SmxsLCkpKcodZp1OpxTRrrgAad++PXXr1lWOExcXR2BgIEajkby8PGxtbQkZ/ybZPrcvFiqfSwsKCli2bBlr164lNTUVnU5HRkYGzz33HDqdjovaBlwovd0c4sGapdhe2UVJSQnz58/H29v7vr7DezGZTPznP/9hwIABDBky5L73e3nTObadv710xlqc0el0dOrUCa1Wy28J2RRqa2BTlMm21Uvp3LmzRc0xiTVC/PNVdU3zydAA9m5cxalTpxg9ejTXMkrZlm/ZjCF5zRQMN6PYuHEjI0aMYM6cObz55pvK8yqVCn9/f8aMGYNGo2HlypW4u7tTVFSETqfDxsaGYcOGERERwY8//khRUZGSQDEajdSpU4fU1FSKi4upXbs2ixYtYt68eej1emJjYzEYDKhUKrKzs1F51LO6jK2CTqdjxIgR7N69m+3btxMaGmr2vEajwcfHh4SEBPR6Pbm5uRbHqLiZXdWSPvj9tZq0Wi2urq6UNRtoVhcp5/gWMg98RXBwMBEREbeLdjs788MPPxAcHEzz5s3NOtdqNBpMJhN2dnYUFBSg1WqxtbVVagpXfK8hISFcvHgRBwcHjEYjZWVlGAwGevbsydSpU5k7dy6HDh0y//68g3DtNBq7+m2VbaUXfqKbSxZnzpzBZDLRuHFjunfvTq9evWjUqBHn47PMlpJLnPn7ksTT35i1vzgDfY2EhoZSVFSEvb09qoAOuPS1bE1debrla6+9xomomzz3+hxSr1/imRF9cXd3Jzg4mNWrVyvL3+7H1q1bGT16NG+++SavvfaaWXHZ0tJSQkJCyMnJISMjg+LiYrpP+ZBrWn9lzJOhvsx9uLWyX4cOHUhKSiI7u7z3kkqlwtXVlTp16tCgQQOaNm1K69atadmyJXZ2dr/r+2vZsiV6vZ7Dhw+zadMmRo0ahc47CDtPPzau+pAAZzXvvPMOe/bsQa1WM3DgQF5//XXq1q3LihUraNasGV27diUvL49HH32Us3EZuPgGcf38cXS5Sbz//vs4ODiwevVqpkyZwoABA35XW9U7FRcXM2zYMObOnUurVq3uOd5kMvHuu++y+lIpZb6tLZ6vuHD09PTE09MTlUpFUlISI0eOZPHixTz22GPMnTuXxo3LT8YV3ZTurAEihPhnuzPWPNWxLmunPsy1a9eoWbMmxd4hOPV53mK/ynGmTp06NO8+mNH/eZHGtd3oEFgLrVZLo0aNeOONNxgxouraPnfKzs7Gx8eH0NBQNm7caLFU7pFHHuH48ePk5uaSnZ1Nw5HTKfTvdPv9d/Jn3bQRXL16FZPJRMuWLSktLSUtLe12UVIHB3x8fKhfvz6NGzemRYsWtG/f/ncXId+wYQMTJkygoKCAwsJCnJ2dUXnUw9bTj1H9H+T9159j6dKlrFu3jszMTNq1a8e0adPo1q0bFy9e5IcffmDGjBmYTKbyH+GX4jh1JZbazjoij+3mySef5PHHH2f+/Pl06dKFl156Sam98UfNnz8fBwcHXn7Z+kzgO23fvp3p30dQ4GVZK6sizri5ueHs7IyzszOxsbGEhITw6aef8tNPP6HRaJRalCCxRoh/o7slA4qKili7di2rf7nALSud0SpijV6vZ8KrczlwJoLLJw9SkhxJ+/btcXZ2ZsaMGSxbtoyjR4+i1WoJDAzk4MGD+Pj44OzszMSJE3nrrbeU5WAVNZTUajU6nQ6DwUDDhg2JiIjAxsaGRo0a8cILL7BkyRJmz55NcnIyOxNtzK5p7kz2qFQqbG1tefLJJzl8+DAmk4lLly4py9U6dOjAyZMn0Wq1ODo6kpmZaVHLSqfTKZ357uXOrnZV0Wq1SpF0o9Go7KfKT6MwPgK1Wk1JSQnTp0/nvffeUz7Lyy+/TEpKClu2bMFgMFhNhFUstWvUqBG2trbKTaE6deqQlFR+o8JkMuHi4oKLiwt9+vQhLi4OGxsbdu7cSVlZmfId3JlMq8zu0EfMe3kigwcPvudqEJA483cliae/OWt/cXbu3Imfnx9NmzZl2sKP2ZpTz2K/ynerPXpOxLHNEOU5p8QTbJ4xhr179/LVV19x+vRpi/3vZDKZKCoqIi8vj1mzZrF9+3Z8fX2ZMGECXl5e5OXlkZOTw61b5YUF8/PzSSjUckzf0eJYFWu6dTodb7/9NgMHDqRJkyZ/eb2nlJQU1uw8RP2QDrw08VGSw8PMZk25uroyZMgQXnvtNXx8rE/NrHysOnXqoNVqqV27NtevX8fe3p49e/bQsmVLFi5cSHh4OAsWLFASOb+HyWTiiSeeYPjw4QwcOLDKcS+//DJffvmlkqi7W82mJjmniD2wmcLCQvLy8pg8eTKzZs2qlrpaQoj/bXfGmqSkJPbv38/YsWNZ9d1ei6LZYB5nXLs9jlOlrm1c3ssnT/dBr9czefJkNm3adF/nxpKSEvLz8wkLC2PkyJEEBQUxcOBA2rRpQ35+Pnl5edy8eZOysjIKCwuJL9BwxCHU4jhp66eTH1e+9K9fv3688cYbtGrVCgcHyzpKf9arCz+mQ69BfPv5crZ89j5lZWVoNBo0Gg3Ozs488MADTJs2jY4dLePhnWrXrk1SUhK9e/dmz5496HQ6nn/+eRYtWsTmzZv59NNPefHFFxk0aNAfutGxYcMGjh07xocffljl/mfOnOHBBx8kPz9fuUipKs7Uu3mInN9+oaioiMTERHr27MnHH3+sLF0XQogK90oGnI3NYNinYRbbK2JN0zEzyPO9fb4f1dyNBSPb4+XlRVhYGIGBgUD5Uu/FixezYsUKnJycMBgM5OXlKeflsrIynJ2dmTdvHlOnTqWwsBC9Xo9GoyEvL4/Q0FCOHDmCVquld+/ePPPMM7yzcgNJzcZYvLeKaxq1Wk3dunWJj4/H19eXnJwccnNz0Wq1yswrg8FAWVkZNWrUUOpQgXkHu4rkUGUODg4YnOvcV5LpTtYKtVfe7uTkREFBAXXr1uXWrVs0bdqU48fLa0Da2dlhMBhwdXWlQYMGnDhxwuy9VRyjqteooNPpKCkpUZbo3VmwHO5dg3bJiBCGtapT5fPif4Mknv4B7ryLUDkDX9Vf5MoXDL6+vvj5+eHp6al0R6v8v0XlwnF6vR69Xs+GDRsICgoiPz+funXr8sgjj1BcXMyzzz6Lo6MjxcXFtHp4ErHeXS1e2/XKj/z2wyqcnJxYvHixWZ2MP+q3335Dq9XStGnTe34vFUXvYmJi7vv4b775JnPmzAHKk1b29va4uLgQGBjImjVr8PDwICYmhjfeeIOaNWvy5ptvmi39q8qBAweIjo4mLi4OLy8vJk+ebHVcVFQUr776Kj/88IPZSb+qQoEAJTvmo8mK580332TiROu1R4QQ4n78kThTuXCsi4sL9erVw8fHR5mmb41Op0P/3y53586d4/r167Ro0YK0tDSeeOIJfH19eeqppygrK6O0tJSaHQZR0mqUxXHszm0i7tAWAB588EGLDqt/RFZWFidPnqR79+5KvaqqvheVSoW9vT03bty47yRMREQEbdu2paCgABsbG2xtbSkrK2PcuHH06tWL4cOHU1BQwPvvv8+ZM2dYsGCBWcyrSm5uLm+//TYDBgxgxYoVbNy40Wq9rfz8fObMmcPq1avNajfdLc6o9r5PVvR5Ro8ercwCFkKIP+rOc6o+/hhPtfXicmoRu8osZ11+90wo6z9awMqVK+nUqZNSMiM8PJyHH36Y8+fP8/LLL7Nq1Sol7jg6OvLee++xdOlSPD09SUlJITk5WZllVBGHiouLycvLw87OjqEvv8MxU6DF6+f/8jEZZ3fh6OiI0WhEq9VSt25dLl++XB6jatbEzs6O1NRU7OzsyMjIQKPRsGjRIqZNm1ZljaPK7mdZ3b2SP9ZUTnJVrDi5s26fSqXCw8OD1NTU33XsCu3atSMtLY3k5GTs7OzIzMy0Ou5ucQZg26QHZObSP8Bf38te/J+r3Cq5OC2eRbsvEP7faZUtOvfmppV9XPyCyEi9jsFgwM3NjUuXLlFYWIhGo6FmzZp0796dkSNH0qNHD6szZN58800aNGjAvn37iIyM5MMPP6RFixaYTCbS09OpX78+8159nnFfX7DY9/LJg5hMJrKzs5WOE39Wnz59uHnzJiqVCk9PT+Z+/DWfnjbvBuEcOgJN8kVKU64pM4buV48ePYiIiCAmJga9Xk9OTg5nz54lPj6eGzdu4OHhgb+/P+vXr+fgwYOMGDGC4cOHM3HiRCIiIlCpVFZben/wwQfs2bOHxo0bKzPPsrKyOHv2LCdOnGDr1q1cvnyZwsJCqwGlqkKCqthTrF44k/79LTv5CSHE71U5znjamfg0bj1bbW0pLi7Gp2ELrP3c9ajXhNS0G5SUlODq6kpiYiKXL5d3bXVycqJt27aMGDGCoUOH4uTkZPV1W7VqRevWrRk9ejQvvvgi/v7+2NvbExsbi4uLCzOen8ibR/Ms9ku8co7CwkIAzp8//5d8B8uXL2fWrFmoVCr0ej0jnpnGPo35smjn0BGUxZ6F9BhKSkp+V+KpRo0aLF68mOnTpzN69GjCw8M5duwYK1euRKvVMnz4cBwcHJg9ezZxcXHMmDEDV1dX3nrrLezs7Pjll18YNGiQxXF//fVXli9fzqpVq4iIiECr1VJSUkJ4eDinT59m+/bthIWFkZWVZXUpRVVxxnDtKE8P7s6MGftkJq0Q4i9ROdbU83DEvqA+S5YsIbLEBayUuesyYLiy5HvXrl20aNECe3t7rl69itFoZOTIkZw+fRqtVktpaSleXl7k5+czefJk7O3t6dSpE7Vq1cLDwwODwcC5c+ewsbEhLy+P4uJiOnTowMWLF9n61SdWb7AYMpN48sknSUlJ4ezZsyQlJREeHq78Zs/IyKCsrEypBTtz5kwWLlzIO++8Q/369c2aQVnT7eHHuRE43Gybc+gICiLDzGY+/d6kk0qlwmg0YmNjQ2lpKSqVil27dimzXSsfNz09nZo1axIaGsr333+vJLmszc6qzN/fn9zcXK5fL08kVsRke3t7AgICiI6OpqioqHybwbLWVYVJXQMk6fQPITOe/qGSkspPhIcuxeE1dpHF8xV3orVaLVu2bOGhhx7CYDBw5swZ1qxZwy+//MKtW7coLS3F1taWwMBA+vXrx8iRI5U7rF9++SUvvvgioaGheHl5kZKSwtGjRykpKeHChQs4ODjQ6sk5OFUqYjepawAJOz9m+fLlANja2tK/f3+WL19+z+VuJpOJmzdvEhUVRVRUFOHh4Rw/fpyoqChliV+Fhn0fo6jFIxbHqFgnrlKpaNiwIc2aNaNLly4MHDiQevUslyxWtnLlSrZs2cKjjz7KxIkTlbsU27ZtsyjQWlZWxurVq9m8eTPR0dHodDouXLhgUZvDx8eH5ORktFotTk5OtG/fnuLiYq5du0ZiYqLFlNZevXqxZ88es2N49pyIQ6WllF397FgzqcddP4sQQvxZBoOBmTNn8vGmn3Ab9Y7F87e+mUZhwmVUKhVPP/00S5cuxdbWlmvXrrFlyxa2bNlCTEwMhYWFaLVaatWqRffu3Rk2bBg9e/ZEo9GQnJxMUFAQ7dq1o0aNGtjb23Po0CGSkpJ44403mD17NkEjpqFq2kd53UldA+jslEnnzp0xGo2oVCpCQkJYunQp3bp1u+fnysnJITo6mqioKK5cucLx48e5ePEiN2/eNKu74RzSC5d+L1rsf2ftqyZNmtChQwf69u1L+/bt75mkqVWrFseOHSMkJIS8vPKkWufOnS2KsEJ5Mfa5c+dSWlrKmTNnOHbsmMVNjuHDh7N161Z0Oh1qtZquXbtiMplITk7mypUrFi27AwICyMrKMrvzfedSymB9Adtn3H/dLiGE+DN+ORfFxG+vWmzP2TKLrOjzSuJFo9FgY2OjJDQq0+v1lJSUUK9ePVq2bMmlS5eIiIjAZDKh0Who2bIl169fp6CgQOnYWtFxT6VS4dR5nNnMo8Iz39PVJZvhw4fz2WefYTKZSEhI4Nq1a2avq9FocHBwIC8vDx8fH1JTU/Hy8iIhIcEieWNjY4PBYGDLli289dZbDHxuDutvWNY0Ktz/KbdO7qjy+6qo6/R72NnZMWHCBKUZVWUeHh5kZWUp9aB+r3r16lFcXExWVhY6nY5WrVoxadIkxo0bx8iRI/Hz8+PHODVZ3reLindv5MnzDwZK0ukfRBJP/3BFRUX0mf4JsQ5ByrbKUzRdXFzw9/cnLi6Ohg0b8swzzzB27FjUajUmk4mYmBj279/P+vXriYiIICcnRzmReXh44OjoiI+PD/v376dr164cPXoUk8lUXpC2uJhCh5oEdHqI7t27UyM3jndeeRqAWbNmMX/+fEJDQ2nfvj1ff/01devWZcmSJQQEBHD06FFyc3OJiooiOjqajIwMsrKylB/DhYWFGI1G7O3t8fLy4tatW+Tk5ADQpUsXorPK0PZ/3eL7qOgK6OrqynfffcehQ4cICwvj8uXLFBQUoNFoqFu3Lq1ataJHjx706dNHmW67evVqVq9ejaenJzdu3CAuLg6DwUDfvn2Z98k3VtetL1myhNdee42ysjJGjx7N888/z49HL3DmWjy5idGE7dhAYGCgcsfD2lTZgIAAPvvsM3r16oWTk5PyOaE8QOl0Olr1GsbYZ6fQtmFdOUELIf7PjX53E2HZeuXxnUsB+vTpw5kzZ3B1dWXUqFFMmTJFWY6ckZHBsWPH2LBhA0ePHiUjI4OSkhKMRiOOjo40aNCAqKgobt68ybfffsv48eOV87+7uzsJCQl4dxzG+Klvcnjb1xxZW36z5eeff2bcuHHk5OTw+eef89Zbb1FaWsqrr77K6NGjCQsLM0sypaSkkJOTQ2ZmJunp6eTn52MwGNBqtXh5eaFWq7lx4wZQHv9qN+9IVrunLL6LivpSKpWK3bt3c+3aNQ4dOkR4eLiyXMHLy4vmzZsrNz7q1KmDyWQiJSWF4OBgBgwYwLlz54iPjycrKwu9Xs+hS3FW48yNGzdo0aIFOTk51K1blx07dnD+/Hn2nIkk+lYuvx3ZS42SdFJTUykrK7N6QeLs7Mxbb73F22+/TX5+vlkySq1W4+DggFeT9oybNIXB3UMlzggh/s/duQyvRkIY179bqiSJoPzceuzYMaXeU+Xf1Dqdjlq1apGVlcWAAQMICQnBxcWFkydPsmbNGqX+E2B1CZzOOwj7gPJmPoXXz1CSHEnfvn2VGHXs2DGz3+hQngDq1asXe/fuxdfXl7i4OLRardlNjIpzcuW6e56enrRu3ZrDlxNwt3Jjx/bgh8SePYiHh4dZx7mq2NjYoFKp7pk0sqvdCI2LN/W9anDh1x8B8Pb2Jjk52ep4nXcQOvc6lKQnVFl76oEHHuDs2bMYjUaWLFnCM888wwcffMDzzz/P3r17+eijjxgwYACTJk0iPClXioL/g0ni6V/ibGwGH361ia1ffUJejHlL02+++YbGnfrxzY97OLRjCzdO/4qfnx9PPvkkTz/9NIWFhXz//ffK9MqmTZuSmZnJr7/+SkpKitKVoSJp4ujoSH5+vsWaZMfsGyz7Tz8eDPbn/PnzbNu2jc+27KbrwBHkJkWTcuk4kZGRypTPTp06cf36dXJyciguLkaj0VC7dm169epFaGgo3377LUeOHKFOnTpMmTKFl156iZKSEoqKirCzs2Pm5lNmAcruxmG6u+Xw9ddf07VrV8LCwmjWrBnLli2jRYsWAOTl5bFr1y7279/P2bNniY2NVdp/ZmdnKwGsU6dOLFq0iL179xJhE8ixrNsXXM90CWBKj/osX76c+fPnA+UFc0tKSug5dTmXTLdndunjjnFp/QKL/15OTk7MnDmTadOmAdC0aVMiIiKU521sbNBqtQwdOpQVK1bcVz0pIYSoTufiMvnpyGmWL5hNyqXjZs+NHTuWL7/8kg17wlj97Xaunj6MXV4yQ4cOZdq0aXh5efHrr7+yceNGEhMTadasGXZ2duzbt4+YmBilI13FObhi9k5RUZFFrGnhqWX28HZ4qfM5fPgwL7y9hA69BqHKSyUz6hwXL14kJycHk8lEhw4dSE9PJyMjg4KCAlQqFS4uLoSGhjJw4EDOnTvHli1bUKvVjBs3jrCwMI4cOYJOp6OgoIBX1x1l44XbM4NKf9vJVy8PZciQIXTu3Jnw8HAcHByYNWsWjz32GFDeIvvYsWPs2rWLEydOEBkZqSxBSE9PV+5++/r68uWXX3L48GEu64I4keusvM4zXQKY3rcRe/fu5amnniI3NxeDwUBRURG9e/emLHggl/FVxlurCWJjY8NDDz3Ehg0b0Ol0fP3118p7hPKLIbVaTXBwMKtWraJly5Z/6v8PIYT4syoKlPu62HL12G6ef/55srKygPJVFCUlJZyOSafnkNHkp9wwS4aMGzeO5557jh9++IGvvvpKWXYH5d1Ua9SoQVJSEkajEb1eT3p6urLvnXGm4NpJso9tpCQ5knr16pU3WbJxQ+vqY1EAvKr6S23atCEqKkp5/zqdDpPJpCT+K4pyBz3yKsUBXZT9ck9spfT0Fvz8/Lhy5YpZkmzcuHF8/fXXZq/j6OioxJi7LY1z7/4k+nbDlMfZx7eQdeArq2Pt7OywDx1ttqrFWpyB8mSgnZ0d0dHRaLVapRts48aNadWqFfPnz5eGFP8Sknj6FwoODubixYvKY48eE3BsO1R5/HTnetTPu8icOXO4du0aOp2OPn368OGHH1osh4uIiKBDhw7k5pavza2YKWXr05Ca4963+vr5p78n++AaGo16jZza7ZXtdjcOE711sdmd2Pr16/Paa68xatQoDAYDc+fOZdOmTcpFwOuvv45eX570OXv2LB07dqSoqIjnnnuOjz76SAlQm79YgTu5fPjhhxw6dIhu3bphNBpZunQpy5YtQ6vV8tprrzFx4kSryyAiIiIIDQ01u5OhVqvpNeoprvg9ZDG+YokJoLRNbTfqRSJd21mMrVzoXa/XKwUIz8VlcikulXWfLmXXuk/N9nnppZdYuHChsmZcCCH+TtatW8fYsWPNttXs8zR2LW+fLx9uXINL6xdw+PBhysrKCA4OZuHChXTv3t1sv7KyMho3bmy2fEGlUqFSqdDWbFBlJ5z8099jb2eHullfZZtL8imity5WlrABuLq6MmHCBJ577jl8fX35/PPP+eCDD7h16xY9evRg7ty5yt3z3NxcWrRowfXr15XZqhVxxrYkm8mjBhATE8ORI0do164dOp2Offv2MW3aNOLj43nkkUdYuHChErcqy8rK4sEHH7SoSdW0ywDyHphkMT5z0xvk3LhdR9HBwYGQkBAGPD+PVRcKLcZXjjWXLl2iSZMmnIvL5HpqHmcP7mLB1P+Yje/RowdffPEFfn5+Vr9fIYT4/+3xxx9nx44dSpIoeNwss2uL7LDNqC78SNOmTXn00UeZNKn8XPrFF19w7NgxBg4cyKlTpzhw4IBSELzin4oaSCqPelXGmYpkS9cXlxJjH2ixvYLtf2siVqbVatHr9UriqX///kRGRpKammpWi9bT0xP7Oo3JNtpSeCsW0mOA8k7XCxcuNBuXnp6OSqVSklEqlQqdTmfx2ne6WzOq0pTbsVcp0B7cE48BL1kdf+fMJ/s6jVn97XYa13bDz9FI/fr1yc7OxsnJicuXL9+z1Ir455DE07/QzJkzOXjwIPn5+VxJLbJaA6p+9HcM6dwCjUZDYmIiFy5c4MSJE9SoUYPhw4czbdo03NzcGDx4MA0bNuSLL74gKyuL48eP4+PjQ4sh/0Hfy3qHNoC0nR9YPWEZdy1Uin/b2toSEhLCyZMnUavV6HQ6evfubXYRAOXZe7VazdixY/ntt9/Iyspi27ZttGnTRhnTunVr5s2bR79+/ay+nyNHjjB16lSio6MZOnQoixYtYtSoUbzxxht06VJ+l2H+/PnMmjWLjh078uSTT2JjY8Pzi7/Gue8Llp+vUo0PsLxTUtXYkJAQevXqRWnTAXx/9XZxv8oBzM3NzewujBBC/N3s27eP2bNno1KpuHDhAsV6b6s/avtpLvJAQx9Onz5NaWkpO3bsoLS0lG7dujF9+nRatGjBq6++ip2dHRs2bCAqKoqXX36Z119/neeee46dl1Lv2gnHqj2LKEm+PcuoRYsWnD9/Xmn33Lx5c2bMmGHWnKEizmzbto0JEybQqlUrgoODWbp0qTJm0aJFHDp0iO3bt1t92ZSUFF5++WV2795NSEgIy5YtY9euXWRkZPDuu+8CkJCQgK+vL/Xq1WP8+PH079+fIS8twKaLZWfSO+MM3F+ssbGxYdWqVfwQq+JsobvyfOU4o1KpSElJkbvQQoj/CSaTibeXr+GrJE+L556qm0Vx0lWuX7+uJHQcHByIjo6mXbt2PPzww9SrV4+nn36aWbNmERYWhp2dHStXrixffu0ceNc4U9U1zZ1JmIqOrnebdVTV7Kg/0rXu96iqq9wfjTNVjW3vlMP5r96iadOmeHt7M23aNPz9/f+aDyH+9qSr3b/QvHnzlD9/dzaBKZt/sxhz8nIMR374hrKyMjp27Mi6deuoU6cOZ8+eZdGiRQQHB1NYWEhOTo6SlBo5ciQXLlzAplYgAS3ac8viqLfZ+gRZ3a71C8HZkElqaiqFhYUcOXIEFxcXdDod6enp/PTTT8TExODn54e7uzsuLi4sX76chg0bkpyczObNm6lZsyYeHh6YTCbS0tIYPny40hmutLQUGxvLIn2dOnXixIkTpKWl8corr+Dn50dBQQFnz57l+PHjBAQE0O3hxwk5E0/b1k04duwYX331FWrPAJytfI7KXYB03kFVnqDvHPvbb79x+VYh3uO7mY1xDh3B/rVLZb2zEOJ/Qo8ePejR43aTg6pizbrtv/Dl+4fR6/UcOHCA5cuXk5GRwaJFi3j44YfJzs4mMzMTR0dHvvnmG/bu3cu5c+dIKNSiDujAM1392BL/+96bqVZjaplyuHr1KgUFBRw8eBBHR0fc3NzIyMjgzJkzvPLKK6xcuRJ3d3c8PDzYunWr0gF25cqVtG7dGjc3N8rKytBoNIwZM4YDBw7QuXNnbt26ZTVhU6tWLTZs2IDRaGTx4sX069ePmzdvYmdnR6NGjXj88cepU6cOrXs/TIfeg4lJvk7fvn3Js/XAu4vl57iz29z9xprS0lL+8/oCi0Sgc+gI9nyxiLYBlhduQgjxd6ZSqWjesSdYiTO52PPIkCEEBASYlaYoKSlh8ODB+Pr6EhAQQJMmTSgsLCQxMRG9Xk/3EU+y5/h5MpNS7vraVV3T2Hn6mSWe7OzslJUN1pJPKpWKgIAA4uPjUalU95yldDcqlUpZcVExo6oynXcQNm61lWWBVXUvvXO7Xe1G931NYy0mnchxYtve43I98y8liad/uXoejla3e9gaiS0txWQycfnyZTp16qTcHdZoNHh6ehIVFYXJZFIKk2/evJmLmvrM++QYeLaxetwKxUmR1GjZ32K7sUlfErJzKSu7iL29PW5ubmzbto2AgADc3d3ZtGkTM2fOJD4+ngkTJlCzZk2Kioo4e/Ys48eP55dffiE9PZ20tDSlhseJEycoLi5m5MiRjBo1ijp16uDh4aFcUFT+t5ubG1999RU///wzubm5pKam0rBhQ55duYcfIgug4UN8lwfZ186WLwlMjiQ7bLPZiTU7bLNZoLFxq13l95Adthkov9NQcfKvavyNtHw5UQsh/idVFWsMGYkUFxdjMpkYNmyY2fICZ2dnXF1dSU9PJzc3l8GDBzN27Fi6vLCEoZ8cA4IgHnwdjMQX3L1TXGWq5gO5kV9IQcE5tFotdnZ2HDx4EJPJROvWrbl48SLPPfcchw4donfv3owfP55Vq1YRHR1NcHAwcXFxnDt3jvT0dDIzMykrKyMsLIz09HQ2b95MSkoKbdq0wd3d3WqccXd3Z9q0aSQlJfHBBx9QUFDAE088QWRkJPkNepLW6gl2pAE2bhiDH6Lk4Jp7xhm4e6zJC9+nPH+3OBOfVUxbq88IIcTfW1Vx5uiubTR17E1wcLDZdp1Ox+rVqxk/fjw//PADQ4cO5eDBgyQlJZHo2ZZkl0bQshEeLcFwMwptzQZWj1/VNY2NbzDqi/vRarWUlJRQXFyMSqWqcsaTyWQiOjq6yueqotVqcXFxIS0tDbVaTZMmTfDx8WHfvn1Wk05evZ7CvvVg5XHFbNd7xRmtVkutoBCqeidlUcfM4ozeO8DqOLme+feSpXbCokvEpK4BDKmn5v3332fz5vLEiJeXFytXrqRbt24UFBRw+vRpRo4cSUpKirJGeeyLM9le3Mji+EVxF7Hzu93e2SnhOM3Kotmf4WRW76OytPXTKUmORKvVUlhYSFBQEBcuXMDW1haAb/ed5N0VX3Dl1CEKE8rXBz/xxBMMHDiQ5s2b4+DgoBwrODiYy5cvs27dOrp06UJaWpqSnLrz31lZWZhMJnbu3Kmc5OuEdELT7zWL95i8Zgrw3x/7ag0aFRSlxpmdpHXeQTg0aItzx9GWH/LEN2hcfSgLul3PJDtsMwWRYVaXpGyb9ICcqIUQ/7PujDVPtPfBMWofH374IdnZ2djY2DB9+nSmTp2K0WgkIiKCOXPmsHXrVrRaLSqVigcGjSEmcLjFsdN2foBDUCgOgbdre9SID8NkMpHn94DV95O8ZgqarHgMBgNGoxGtVsuFCxcICiq/e304Ip4Fyz/n6M/fkRsTjrOzM23btuWTTz7BaDQq4wBWrlzJ008/zSOPPMKKFSusxpjKfzYYDEqyCsp/0E+evYjvCwIt3mfazg/AWAZqDVq1isJbsRZxxsa9Dt4+tSltNdJif3XKZYy1GiuPJc4IIf6prF3TvNDVn7Vr1/Ltt9/Sv39/nnrqKZycnJQxBw4c4IsvvuDzzz9n0KBBlNTwIbr+MItjv9m3AYdvZLP/aqqyLe/kd3Swv8kZXTNsG3a22MdazaPKKmYemXJuUphwGb1eT2BgIPXq1WPr1q339ZkripBX/BnKayNW1ZnP2rk/becHqDHhXbsOifFxZgXSPTw8yLFxo12PgVy7fgO7LhMs9nfIvkGBcz3lcclvO1k+fSJTdll2w5M48+8liScB3O4ScWf7ypycHL766itWr15NfHw8np6efPnll0ydOpXatWvTu3dvRo8ejZOTU5VLKdK2L6Y0I9FsSmcF185jceo4yuo+d64p9vX1JSYmhvd2XzULKo5xR0nc+TEuLi7cunWLTp06sXv3bqW43pAhQ5Q71PHx8Vy5coXr168TGxtLQkICN2/eJDU1laysLAoLC1GpVNy8eVM5fu2OQ9F2tjzJ6nNukOd0+yR7ZyHBu62Bzg7bjDHuHK4jLTvabX26Az+FJ/L5sdvrRyZ1DWB638YWY4UQ4n+JtVhTVlbGzp07WbZsGZcuXaK0tJTZs2eTlpbGzp076dmzJ88++yz+/v53jTP5l35VkjCllVo7O3ccjUvnMVXuU5lGoyEqKoqNlwvN4ozt9UPkHv4atVpNbm4uzs7OnD59WllSd/HiRdq2bUtWVha5ublcuXKF6OhoYmJiiI+PJzk5mdTUVDIyMsjLy8NkMpGVlaVcLGi1Wka/vpRDpfW4m9yT35Gx/wvl8Z1xRpebREmN24Va8y/ux7GZebF2gA1PtGLf1TRWH4tTtkmcEUL8E1R1TVNWVsaPP/7IypUrCQkJ4cUXX8Tb2xuAxYsXY2Njw/nz57mY78itgL4Wx10yIoRhreqYHV+VEcukSZO4VupqtbZt2vbFOGdeJS0tDVtbW3Jzc3FwcKCoqAj37k/i0GaIMta/8Bpnv5gNoDRt+j28vb0JDAzkxIkTeHl5kZiYaDG7qqpaTpW5ppwmIOcCYWFhJCcnEzL+TbK8b8+FLU66iq1PQ+Vx0eWD2DXuanGcbZMeYPelFItEoMSZfy9JPIn7YjQa2bVrF2+99Rbh4eEUFRWh0Wi4dOkSDRs25FxcJgeu3mLZ/iiLfX0vb+TID9+g0WiA8hN/RctqtWcA+mFvW+xT1R0Cp3rNrSZr7uzuo9frcXZ2JlfnTpmDO6r8NLRZ8dja2uLg4EB+fj5OTk40aNAAJycnnJ2dcXJywsbGhtLSUtauXUt6ejr29vYYXf2sFmC3puJ9V3VHIevwOgqvn6EkObLKk7+1wCZ3BoQQ/wYRERHMmzePn376SVl2N2/ePGbMmAHAplNxTP8u3GI/9zNfEH5gO6WlpWi1WqU7qp2dHU71mmM/eLbFPlXFmarO32U/v0vCb0eUx1qtFm9vb/Ly8si388TW0w9tQTqarHgcHBxQqVQUFhbSvHlznJyclFjj4OCAwWDg9OnT/Prrr8rj2s07Yux570Lp94ozFTOkKm74SJwRQojbTCYTR48eZdmyZbi4uDBlyhQaNWrEmDFjaN68OZ8fiKC0peXs0bvN1Nl79hpPbbaMJ/Wjv+Poj+vQarU0btyY9957j4ceegj3oNao+rxqMb5t5gG+//wDsw7fFe6sy1SZv78/L7zwAmvWrCEmJobs7GyrBcltfRpS67HFd/1+APpqLrJgylPcyDHx8GfHLZ4vPLAKTw83Jj4yiNqNWzFtq2Vcljgj7iQ1nsR9UavV9O/fn/79++Pr60tCQoLS4vqNTSf45qz1UuLZYZtJO72Nbt26MWTIEAoKCli0aBEtWrSgd+/eJCYmcvTmGTJqtr690+W9Vi8G1Go1bv6Nra4tLnNwN3ucl5eHfYdRuFa6k1B09kecbvxKdHQ0RqOR7OxsTCYTBoMBg8FAaWmp8ueSkhKMRiP5+fmQf9li3XPBtRNmSzoq2LjVvmv9DENWCsbU6+j1eg7+tJVhnxyzGFOxRr2ln6ucoIUQ/ypNmjRh/fr1zJw5k/nz5wPlnVjt7e0padzP7M5pheywzcQf/p5mzZrRu3dvgoKCWLp0Kfn5+TzxxBOUlZXxc/I50jxbKvs4xB41axFdmWdAU6vbMw3mjSkMBgNJSUm49nsR70qzinRRB4jfsZyioiIAYmNjlfbcFTGm4h+AgoICAGLOHMDZ0e+uhVvh3nEGYxkFEQews7Nj6YoVzD9pWaBW4owQ4t9KpVLRqVMnOnXqxOXLl1myZAlZWVk89dRTLPjJetJpUteAu54re7UK5JmbBrMY5Zx4gkf7PEBe7EUuXbpEeHg4jz32GLt27eLhqQuxt3KcX05cQKPRYDAYUKlUeHp6kpWVRY1ek9EH327YUXmVhUajITs7mylTpiifr/LyO0C5IVOacg3/wmvE2Fsu667sm+9389n816q8Sb7iow8Z3sYPKJ9hZo3EGXEnSTyJ361///5ERkbi4OBAQqHWatIp6/A6SmLPU5hwGQ8PD5o3b86ZM2fIzs6mU6dO5OTksHr1arKzs/Hy8qJhSCKldq4UpcaRF3sRvV6Pu7s7aWlp5Ofn4+PjQ2hoKNdzSsiw8p6M2bc7Ttja2lK7eUfKKiWdAOxaDSI2/IAy7bSkpISCggLKysqUxFPFP3eui846uIaCyDDlTgNgNfFU8ZwhM8nqd7dw5lQmj9qvdEJ6pkuAxRRUOTkLIf7tAgMD6dSpEzVq1CA1NZWT0bc4nmqZdMr4+UPyw38BoFevXmRkZPDzzz/ToEEDiouL2bJlC6mpqTg4OFC3ZRflHJ4bE463tzeZmZn4+flx9epV9Ho9Dz74IOnYY62/T+U4o9PpcHBwoMUzS7mBeRe4kgbdMLr+CP+9gZKTkwNgFmcq/lyZyWQyizWoNVZbdCvd6aroQjRv+gs8N3oPKpUKtVpNut0ViTNCCGFF48aNWbVqFcnJyby9fA0x9sEWYxYOC2ZkW797Huu1fo3p07QWN9Ly8Xd3YM+GcGbOnImHhwcjRozg22+/JS0tjT59+jBnxVo+ump5jN6hLfju4n6g/Ia7yWTCqfdzFkumnUNHUBAZRklyJGVlZWRmmid/9Ho9rq6uBAYGsmvXLvR6PVlZWWg0Gq5sfBef4Aewr+lPbl4BOY0t6+2WZiSiVqt5d8YU3r9g8TT1vWoof27p5yrXM+K+yFI78afcq94GlP9A37dvH02bNsXJyUlZcgflS/iOHDnCunXriIuLo1+/fowcORKdTkd4eDibNm1i7969xMTE4O/vz/jx4/k6PJeiercL+Lkmn+L8mtvL9VQqFQGDnsfQuLfF+8o6vI7soxuUx2q1WrmAcHZ2pqioCA8PD/7zn/9w7tw51qxZY7U4H4Brt8dx6nC7yG122Gb00ft48skn6du3L79mOLHySIzyfFXrmmUKqhBC3N39xJotW7bQsWNH3NzclAKrFa5du8b69es5fPgwrVu3ZsyYMTRr1oyzZ88SFhbG6tWriY6ORqvVMnXqVNb8loUh8PYP/UbGOPYvfdEsWVQ7pCPafq9bfb+V35darVa65zk7O6NWqyktLWX8+PHUqFGDhQsXmnXzq+zOGk7ZYZspPb2FRx55hKFDh3LW6MeXxxOU5yXOCCHEH1NVnKlYMvZHbdy4kRkzZlBcXExBQQF5eXkYjUacu46nRrvbRcztbxzm8sZ3lWsTjUaDwbmO1SXVYBlnOnXqxDvvvMO7777Ljh07qFGjBu3atWP//v1WO+lpNBp0Oh2ePSeiatpH2V6v8Bqpv6zm1KlT2NvbWy3YLnFG/BGSeBJ/yrm4zP+2tTZn+OkdEi8ctbqPTqfD29ub3r170717d7p160atWrUoLi5m165dbNq0icLCQoYNG8aQIUOoUaMGJSUl9O7dm4MHD6JWq2nQvieJuQaMWckc2raWCRMmcOHC7ZR8VcVktZf3ELNjBWVlZXzxxRc8+uijHDp0iHHjxpGZmYlKpaK4+PayBGuFaiuoVCqc64cQHNqDUQO689iALuj1eovvR07CQgjx51QVa6qq06RWq3Fzc6NDhw7069ePLl260KRJE1QqFadPn2bdunVERETQvXt3Hn30Ufz8yu9mz549mwULFlBWVkbNJu0xOnqQnXCNj+e+SkJCAm+99ZbyGncr0pq2fjr5cZfo2rUr+/fv59KlS7zyyivs27cPW1tbioqKlAsBnXcQOvc6lFQRZxz9muLXtA0j+z/IxKE98fHxMRsjcUYIIf68quLMX9WF7dixY0yePJmIiIjbXegq1W1qXtuJWbNmMWLECOV5r3YDse/+jNXjVcQ/rVZLcXEx4eHhTJkyhf3791uM1XkHofcOoAaFkB7DxIkT6dmzJ23atEGr1d4zjkicEX8FSTyJP62qTPimTZsYPXo0Gzdu5JFHHiEyMpKlS5eye/duEhMTzdYeQ/n6Y2dnZ0JCQmjatClGo5Hr16/j5uaGt7c3H330kZIUUqvVNH9wEHE2ddDVcCX3Spiy3AKqLg7bQJPOyXXvY3T0oDQjEcPNKIu7AC4uLuj1eozNB2HTvL+y/c6udSkpKdSsWfPPfXlCCCHui7VYM665M4GBgQQGBnL+/HlycnJYsWIFW7Zs4cqVKxQWFpoVV9VoNNjb29OwYUNatmyJo6Mj8fHxFBcXExgYyC+//MLFixeVoqz9H5vM0egMdC41Kcm+RWH0aSU5VFWccdMUkb33E27mG6uMM/b29ri7u2MKGYw2uJ+y/c44c+rUKVq3bo1KpfrLvkchhBDW3e/snj/jxo0bBAYGKisqdN5B2Ae0psUD3Yi7coHE03vvGWeKb8WQ8sVz2Po0ROtWG0NGIqUp127f0NDpaN++PUlJSdBiCIbAB5V9n+5cj9f7N/lLP5MQ90MST+Iv8Wcy4YcPH+bjjz/m2LFjpKSkKAkplUql1Ki4s7tD0IhpFNc3b91ZlHiFm1+/ojz2GDjFahvpyu78kV/BpUELnIfPs9j+QN5RTu3ajEqlIjLS8i67EEKI6vNHY01cXBzLli1j9+7d3LhxwywhVRFr7kwO1R30AjSxXLJdOW64D3jZrOCrNVXFmaouKB6yvcLxnRuJiooiPDycOnX++BIPIYQQv091z+7Jy8ujVatWpKenYwx+yGpDifuJM4ZrR9EGdlQe5xzfQtbBNZhMJlQqFe7u7jw5bQ6bMi3rU/1Vs7iE+D3U/7/fgPhnaOnnyrBWdf7QSaxz585s2LCB2NhYiouLMZlMlJaWsmHDBnr37k2NGjXMxuu8gyySTgB2tRvhGNxTeVx449w9X9s5dAQ67yCzbTVq1ODtxZ9YHT/8iWe5du2aJJ2EEOL/gz8aa/z8/Fi8eDEXL14kPz8fo9GIyWTi5MmTjBs3Dn9/f7PxOu8gq0knMI8bRTHn7/na1uIMwHOvz7E6/sFBIzl16hSZmZmSdBJCiP9jf+aa5n7o9XoiIyOp1+bBKruYVo4bJfHhVsdUTjoBOHUYTvdHnsTJyQmtVlteYLxuI6v73kjL/xOfQIg/RhJP4m9Jq9UycuRIfv75Zz766CP0ej329va0aNGi6hbSgK3P7R/3VXX8udPa73cTGFjeVvT7778nJyeHzi0aWh1b0RpUCCHE/762bduyZs0aTp06hbu7OzY2NgQFBeFQ0/+u+1XEofuNM+t37GPFihUADBgwAJPJxNjB1hNbEmeEEOKfr8TO5a7Pu/o1RK/X8+zYh+/7mM+++hadO3dm7ty5REdH0ye0hdVxEmfE/w+SeBJ/e2PGjCE3N5eCggI+/fRTvOyrHuvrYESv19OwYUOObV+P8eKuex4/qJYzkZGRmEwmBg8eDNxuDVqZtAYVQoh/Jjc3N9LS0igpKeHq1at42t29CoHeVICbmxtrlryNfcyRex4/wMORZ599FpPJxI4dOwCJM0II8W/m7+Zw1+d//nYNubm5vDvtGYtYMaylj9V96nk4smPHDqZPn45arZY4I/5WpMaT+J/UZ/onXFWbr1luUceZ7yd3shhbea327kspv6tooHRxEEKIf6eJy3fwS6JlUW9rcUPijBBCiN/rzW3nWHMyyWL7M10CeK1f1XGmpZ/r7yqELnFG/B1I4kn8z9p+LJwjSUYyC0ro0bgmI9taFs+zRk6+Qggh7sfu01f5LdVAeoGBWk52dGvodV9xQ+KMEEKI+3Ei6ia7LsRRYNL9rjgDEmvE/xZJPAkhhBBCCCGEEEKIaiE1noQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqoUknoQQQgghhBBCCCFEtZDEkxBCCCGEEEIIIYSoFpJ4EkIIIYQQQgghhBDVQhJPQgghhBBCCCGEEKJaSOJJCCGEEEIIIYQQQlQLSTwJIYQQQgghhBBCiGohiSchhBBCCCGEEEIIUS0k8SSEEEIIIYQQQgghqsX/AyI1orkyIEBBAAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "import tensorflow.keras.backend as K\n", "from sklearn.neighbors import kneighbors_graph\n", "import networkx as nx\n", "\n", "edge_layers = [l for l in model.layers if \"edge_conv\" in l.name]\n", "coord_mask = [np.sum(np.linalg.norm(inp_d[test_id], axis=-1)) == 500 for inp_d in train_input_data]\n", "assert True in coord_mask, \"For plotting the spherical graph at least one input has to have 3 dimensions XYZ\"\n", "fig, axes = plt.subplots(ncols=len(edge_layers), figsize=(5 * len(edge_layers), 5))\n", "\n", "for i, e_layer in enumerate(edge_layers):\n", " points_in, feats_in = model.inputs\n", " coordinates = e_layer.get_input_at(0)\n", " functor = K.function(model.inputs, coordinates)\n", " sample_input = [inp[np.newaxis, test_id] for inp in train_input_data]\n", "\n", " if type(e_layer.input) == list:\n", " layer_points, layer_features = functor(sample_input)\n", " else:\n", " layer_points = functor(sample_input)\n", "\n", " layer_points = np.squeeze(layer_points)\n", " adj = kneighbors_graph(layer_points, e_layer.next_neighbors)\n", " g = nx.DiGraph(adj)\n", "\n", " for c, s in zip(coord_mask, sample_input):\n", " if c == True:\n", " pos = s\n", " break\n", "\n", " axes[i].set_title(\"Graph in %s\" % e_layer.name)\n", " nx.draw(g, cmap=plt.get_cmap('viridis'), pos=pos.squeeze()[:, :-1],\n", " node_size=10, width=0.5, arrowsize=5, ax=axes[i])\n", " axes[i].axis('equal')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "colab": { "provenance": [], "gpuType": "T4", "include_colab_link": true }, "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 0 }